id	sid	tid	token	lemma	pos
american_scientific_journal-8553	1	1	87	87	NUM
american_scientific_journal-8553	1	2	american	american	ADJ
american_scientific_journal-8553	1	3	academic	academic	ADJ
american_scientific_journal-8553	1	4	scientific	scientific	ADJ
american_scientific_journal-8553	1	5	research	research	NOUN
american_scientific_journal-8553	1	6	journal	journal	NOUN
american_scientific_journal-8553	1	7	for	for	ADP
american_scientific_journal-8553	1	8	engineering	engineering	NOUN
american_scientific_journal-8553	1	9	,	,	PUNCT
american_scientific_journal-8553	1	10	technology	technology	NOUN
american_scientific_journal-8553	1	11	,	,	PUNCT
american_scientific_journal-8553	1	12	and	and	CCONJ
american_scientific_journal-8553	1	13	sciences	sciences	PROPN
american_scientific_journal-8553	1	14	issn	issn	PROPN
american_scientific_journal-8553	1	15	(	(	PUNCT
american_scientific_journal-8553	1	16	print	print	NOUN
american_scientific_journal-8553	1	17	)	)	PUNCT
american_scientific_journal-8553	1	18	2313	2313	NUM
american_scientific_journal-8553	1	19	-	-	SYM
american_scientific_journal-8553	1	20	4410	4410	NUM
american_scientific_journal-8553	1	21	,	,	PUNCT
american_scientific_journal-8553	1	22	issn	issn	PROPN
american_scientific_journal-8553	1	23	(	(	PUNCT
american_scientific_journal-8553	1	24	online	online	ADJ
american_scientific_journal-8553	1	25	)	)	PUNCT
american_scientific_journal-8553	1	26	2313	2313	NUM
american_scientific_journal-8553	1	27	-	-	SYM
american_scientific_journal-8553	1	28	4402	4402	NUM
american_scientific_journal-8553	1	29	http://asrjetsjournal.org/	http://asrjetsjournal.org/	NOUN
american_scientific_journal-8553	1	30	a	a	DET
american_scientific_journal-8553	1	31	deep	deep	ADJ
american_scientific_journal-8553	1	32	wavelet	wavelet	NOUN
american_scientific_journal-8553	1	33	autoencoder	autoencoder	NOUN
american_scientific_journal-8553	1	34	scheme	scheme	NOUN
american_scientific_journal-8553	1	35	for	for	ADP
american_scientific_journal-8553	1	36	image	image	NOUN
american_scientific_journal-8553	1	37	compression	compression	NOUN
american_scientific_journal-8553	1	38	houda	houda	NOUN
american_scientific_journal-8553	1	39	chakib	chakib	NOUN
american_scientific_journal-8553	1	40	a	a	PROPN
american_scientific_journal-8553	1	41	*	*	PUNCT
american_scientific_journal-8553	1	42	,	,	PUNCT
american_scientific_journal-8553	1	43	najlae	najlae	VERB
american_scientific_journal-8553	1	44	idrissi	idrissi	PROPN
american_scientific_journal-8553	1	45	b	b	PROPN
american_scientific_journal-8553	1	46	a	a	PROPN
american_scientific_journal-8553	1	47	,	,	PUNCT
american_scientific_journal-8553	1	48	b	b	PROPN
american_scientific_journal-8553	1	49	data4earth	data4earth	NOUN
american_scientific_journal-8553	1	50	laboratory	laboratory	NOUN
american_scientific_journal-8553	1	51	,	,	PUNCT
american_scientific_journal-8553	1	52	faculty	faculty	NOUN
american_scientific_journal-8553	1	53	of	of	ADP
american_scientific_journal-8553	1	54	sciences	science	NOUN
american_scientific_journal-8553	1	55	and	and	CCONJ
american_scientific_journal-8553	1	56	technics	technic	NOUN
american_scientific_journal-8553	1	57	,	,	PUNCT
american_scientific_journal-8553	1	58	sultan	sultan	PROPN
american_scientific_journal-8553	1	59	moulay	moulay	PROPN
american_scientific_journal-8553	1	60	slimane	slimane	PROPN
american_scientific_journal-8553	1	61	,	,	PUNCT
american_scientific_journal-8553	1	62	b.p	b.p	PROPN
american_scientific_journal-8553	1	63	523	523	NUM
american_scientific_journal-8553	1	64	,	,	PUNCT
american_scientific_journal-8553	1	65	beni	beni	ADJ
american_scientific_journal-8553	1	66	mellal	mellal	NOUN
american_scientific_journal-8553	1	67	23000	23000	NUM
american_scientific_journal-8553	1	68	,	,	PUNCT
american_scientific_journal-8553	1	69	morroco	morroco	PROPN
american_scientific_journal-8553	1	70	a	a	DET
american_scientific_journal-8553	1	71	email	email	NOUN
american_scientific_journal-8553	1	72	:	:	PUNCT
american_scientific_journal-8553	1	73	houda.chakib@yahoo.fr	houda.chakib@yahoo.fr	NOUN
american_scientific_journal-8553	1	74	,	,	PUNCT
american_scientific_journal-8553	1	75	b	b	PROPN
american_scientific_journal-8553	1	76	email	email	NOUN
american_scientific_journal-8553	1	77	:	:	PUNCT
american_scientific_journal-8553	1	78	lidrissi.najlae@gmail.com	lidrissi.najlae@gmail.com	X
american_scientific_journal-8553	1	79	abstract	abstract	ADJ
american_scientific_journal-8553	1	80	for	for	ADP
american_scientific_journal-8553	1	81	many	many	ADJ
american_scientific_journal-8553	1	82	years	year	NOUN
american_scientific_journal-8553	1	83	and	and	CCONJ
american_scientific_journal-8553	1	84	since	since	SCONJ
american_scientific_journal-8553	1	85	its	its	PRON
american_scientific_journal-8553	1	86	appearance	appearance	NOUN
american_scientific_journal-8553	1	87	,	,	PUNCT
american_scientific_journal-8553	1	88	digital	digital	ADJ
american_scientific_journal-8553	1	89	wavelet	wavelet	NOUN
american_scientific_journal-8553	1	90	transform	transform	NOUN
american_scientific_journal-8553	1	91	dwt	dwt	PROPN
american_scientific_journal-8553	1	92	has	have	AUX
american_scientific_journal-8553	1	93	been	be	AUX
american_scientific_journal-8553	1	94	used	use	VERB
american_scientific_journal-8553	1	95	with	with	ADP
american_scientific_journal-8553	1	96	great	great	ADJ
american_scientific_journal-8553	1	97	success	success	NOUN
american_scientific_journal-8553	1	98	in	in	ADP
american_scientific_journal-8553	1	99	a	a	DET
american_scientific_journal-8553	1	100	wide	wide	ADJ
american_scientific_journal-8553	1	101	range	range	NOUN
american_scientific_journal-8553	1	102	of	of	ADP
american_scientific_journal-8553	1	103	applications	application	NOUN
american_scientific_journal-8553	1	104	especially	especially	ADV
american_scientific_journal-8553	1	105	in	in	ADP
american_scientific_journal-8553	1	106	image	image	NOUN
american_scientific_journal-8553	1	107	compression	compression	NOUN
american_scientific_journal-8553	1	108	and	and	CCONJ
american_scientific_journal-8553	1	109	signal	signal	VERB
american_scientific_journal-8553	1	110	de	de	NOUN
american_scientific_journal-8553	1	111	-	-	ADJ
american_scientific_journal-8553	1	112	noising	noising	NOUN
american_scientific_journal-8553	1	113	.	.	PUNCT
american_scientific_journal-8553	2	1	combined	combine	VERB
american_scientific_journal-8553	2	2	with	with	ADP
american_scientific_journal-8553	2	3	several	several	ADJ
american_scientific_journal-8553	2	4	and	and	CCONJ
american_scientific_journal-8553	2	5	various	various	ADJ
american_scientific_journal-8553	2	6	approaches	approach	NOUN
american_scientific_journal-8553	2	7	,	,	PUNCT
american_scientific_journal-8553	2	8	this	this	DET
american_scientific_journal-8553	2	9	powerful	powerful	ADJ
american_scientific_journal-8553	2	10	mathematical	mathematical	ADJ
american_scientific_journal-8553	2	11	tool	tool	NOUN
american_scientific_journal-8553	2	12	has	have	AUX
american_scientific_journal-8553	2	13	shown	show	VERB
american_scientific_journal-8553	2	14	its	its	PRON
american_scientific_journal-8553	2	15	strength	strength	NOUN
american_scientific_journal-8553	2	16	to	to	PART
american_scientific_journal-8553	2	17	compress	compress	VERB
american_scientific_journal-8553	2	18	images	image	NOUN
american_scientific_journal-8553	2	19	with	with	ADP
american_scientific_journal-8553	2	20	high	high	ADJ
american_scientific_journal-8553	2	21	compression	compression	NOUN
american_scientific_journal-8553	2	22	ratio	ratio	NOUN
american_scientific_journal-8553	2	23	and	and	CCONJ
american_scientific_journal-8553	2	24	good	good	ADJ
american_scientific_journal-8553	2	25	visual	visual	ADJ
american_scientific_journal-8553	2	26	quality	quality	NOUN
american_scientific_journal-8553	2	27	.	.	PUNCT
american_scientific_journal-8553	3	1	this	this	DET
american_scientific_journal-8553	3	2	paper	paper	NOUN
american_scientific_journal-8553	3	3	attempts	attempt	VERB
american_scientific_journal-8553	3	4	to	to	PART
american_scientific_journal-8553	3	5	demonstrate	demonstrate	VERB
american_scientific_journal-8553	3	6	that	that	SCONJ
american_scientific_journal-8553	3	7	it	it	PRON
american_scientific_journal-8553	3	8	is	be	AUX
american_scientific_journal-8553	3	9	needless	needless	ADJ
american_scientific_journal-8553	3	10	to	to	PART
american_scientific_journal-8553	3	11	follow	follow	VERB
american_scientific_journal-8553	3	12	the	the	DET
american_scientific_journal-8553	3	13	classical	classical	ADJ
american_scientific_journal-8553	3	14	three	three	NUM
american_scientific_journal-8553	3	15	stages	stage	NOUN
american_scientific_journal-8553	3	16	process	process	NOUN
american_scientific_journal-8553	3	17	of	of	ADP
american_scientific_journal-8553	3	18	compression	compression	NOUN
american_scientific_journal-8553	3	19	:	:	PUNCT
american_scientific_journal-8553	3	20	pixels	pixels	NOUN
american_scientific_journal-8553	3	21	transformation	transformation	NOUN
american_scientific_journal-8553	3	22	,	,	PUNCT
american_scientific_journal-8553	3	23	quantization	quantization	NOUN
american_scientific_journal-8553	3	24	and	and	CCONJ
american_scientific_journal-8553	3	25	binary	binary	NOUN
american_scientific_journal-8553	3	26	coding	coding	NOUN
american_scientific_journal-8553	3	27	when	when	SCONJ
american_scientific_journal-8553	3	28	compressing	compress	VERB
american_scientific_journal-8553	3	29	images	image	NOUN
american_scientific_journal-8553	3	30	using	use	VERB
american_scientific_journal-8553	3	31	the	the	DET
american_scientific_journal-8553	3	32	baseline	baseline	ADJ
american_scientific_journal-8553	3	33	method	method	NOUN
american_scientific_journal-8553	3	34	.	.	PUNCT
american_scientific_journal-8553	4	1	indeed	indeed	ADV
american_scientific_journal-8553	4	2	,	,	PUNCT
american_scientific_journal-8553	4	3	in	in	ADP
american_scientific_journal-8553	4	4	this	this	DET
american_scientific_journal-8553	4	5	work	work	NOUN
american_scientific_journal-8553	4	6	,	,	PUNCT
american_scientific_journal-8553	4	7	we	we	PRON
american_scientific_journal-8553	4	8	propose	propose	VERB
american_scientific_journal-8553	4	9	a	a	DET
american_scientific_journal-8553	4	10	new	new	ADJ
american_scientific_journal-8553	4	11	scheme	scheme	NOUN
american_scientific_journal-8553	4	12	of	of	ADP
american_scientific_journal-8553	4	13	image	image	NOUN
american_scientific_journal-8553	4	14	compression	compression	NOUN
american_scientific_journal-8553	4	15	system	system	NOUN
american_scientific_journal-8553	4	16	based	base	VERB
american_scientific_journal-8553	4	17	on	on	ADP
american_scientific_journal-8553	4	18	an	an	DET
american_scientific_journal-8553	4	19	unsupervised	unsupervised	ADJ
american_scientific_journal-8553	4	20	convolutional	convolutional	ADJ
american_scientific_journal-8553	4	21	neural	neural	ADJ
american_scientific_journal-8553	4	22	network	network	NOUN
american_scientific_journal-8553	4	23	autoencoder	autoencoder	NOUN
american_scientific_journal-8553	4	24	(	(	PUNCT
american_scientific_journal-8553	4	25	cae	cae	NOUN
american_scientific_journal-8553	4	26	)	)	PUNCT
american_scientific_journal-8553	4	27	that	that	PRON
american_scientific_journal-8553	4	28	will	will	AUX
american_scientific_journal-8553	4	29	reconstruct	reconstruct	VERB
american_scientific_journal-8553	4	30	the	the	DET
american_scientific_journal-8553	4	31	approximate	approximate	ADJ
american_scientific_journal-8553	4	32	sub	sub	ADJ
american_scientific_journal-8553	4	33	-	-	ADJ
american_scientific_journal-8553	4	34	band	band	ADJ
american_scientific_journal-8553	4	35	issue	issue	NOUN
american_scientific_journal-8553	4	36	from	from	ADP
american_scientific_journal-8553	4	37	image	image	NOUN
american_scientific_journal-8553	4	38	decomposition	decomposition	NOUN
american_scientific_journal-8553	4	39	by	by	ADP
american_scientific_journal-8553	4	40	the	the	DET
american_scientific_journal-8553	4	41	wavelet	wavelet	NOUN
american_scientific_journal-8553	4	42	transform	transform	VERB
american_scientific_journal-8553	4	43	dwt	dwt	NOUN
american_scientific_journal-8553	4	44	.	.	PUNCT
american_scientific_journal-8553	5	1	in	in	ADP
american_scientific_journal-8553	5	2	order	order	NOUN
american_scientific_journal-8553	5	3	to	to	PART
american_scientific_journal-8553	5	4	evaluate	evaluate	VERB
american_scientific_journal-8553	5	5	the	the	DET
american_scientific_journal-8553	5	6	model	model	NOUN
american_scientific_journal-8553	5	7	’s	’s	PART
american_scientific_journal-8553	5	8	performance	performance	NOUN
american_scientific_journal-8553	5	9	we	we	PRON
american_scientific_journal-8553	5	10	use	use	VERB
american_scientific_journal-8553	5	11	kodak	kodak	PROPN
american_scientific_journal-8553	5	12	dataset	dataset	NOUN
american_scientific_journal-8553	5	13	containing	contain	VERB
american_scientific_journal-8553	5	14	a	a	DET
american_scientific_journal-8553	5	15	set	set	NOUN
american_scientific_journal-8553	5	16	of	of	ADP
american_scientific_journal-8553	5	17	24	24	NUM
american_scientific_journal-8553	5	18	images	image	NOUN
american_scientific_journal-8553	5	19	never	never	ADV
american_scientific_journal-8553	5	20	compressed	compress	VERB
american_scientific_journal-8553	5	21	with	with	ADP
american_scientific_journal-8553	5	22	a	a	DET
american_scientific_journal-8553	5	23	lossy	lossy	ADJ
american_scientific_journal-8553	5	24	algorithm	algorithm	NOUN
american_scientific_journal-8553	5	25	technique	technique	NOUN
american_scientific_journal-8553	5	26	and	and	CCONJ
american_scientific_journal-8553	5	27	applied	apply	VERB
american_scientific_journal-8553	5	28	the	the	DET
american_scientific_journal-8553	5	29	approach	approach	NOUN
american_scientific_journal-8553	5	30	on	on	ADP
american_scientific_journal-8553	5	31	every	every	DET
american_scientific_journal-8553	5	32	one	one	NUM
american_scientific_journal-8553	5	33	of	of	ADP
american_scientific_journal-8553	5	34	them	they	PRON
american_scientific_journal-8553	5	35	.	.	PUNCT
american_scientific_journal-8553	6	1	we	we	PRON
american_scientific_journal-8553	6	2	compared	compare	VERB
american_scientific_journal-8553	6	3	our	our	PRON
american_scientific_journal-8553	6	4	achieved	achieve	VERB
american_scientific_journal-8553	6	5	results	result	NOUN
american_scientific_journal-8553	6	6	with	with	ADP
american_scientific_journal-8553	6	7	those	those	PRON
american_scientific_journal-8553	6	8	obtained	obtain	VERB
american_scientific_journal-8553	6	9	using	use	VERB
american_scientific_journal-8553	6	10	standard	standard	ADJ
american_scientific_journal-8553	6	11	compression	compression	NOUN
american_scientific_journal-8553	6	12	method	method	NOUN
american_scientific_journal-8553	6	13	.	.	PUNCT
american_scientific_journal-8553	7	1	we	we	PRON
american_scientific_journal-8553	7	2	draw	draw	VERB
american_scientific_journal-8553	7	3	this	this	DET
american_scientific_journal-8553	7	4	comparison	comparison	NOUN
american_scientific_journal-8553	7	5	in	in	ADP
american_scientific_journal-8553	7	6	terms	term	NOUN
american_scientific_journal-8553	7	7	of	of	ADP
american_scientific_journal-8553	7	8	four	four	NUM
american_scientific_journal-8553	7	9	performance	performance	NOUN
american_scientific_journal-8553	7	10	parameters	parameter	NOUN
american_scientific_journal-8553	7	11	:	:	PUNCT
american_scientific_journal-8553	7	12	structural	structural	ADJ
american_scientific_journal-8553	7	13	similarity	similarity	NOUN
american_scientific_journal-8553	7	14	index	index	NOUN
american_scientific_journal-8553	7	15	metrix	metrix	NOUN
american_scientific_journal-8553	7	16	ssim	ssim	NOUN
american_scientific_journal-8553	7	17	,	,	PUNCT
american_scientific_journal-8553	7	18	peak	peak	NOUN
american_scientific_journal-8553	7	19	signal	signal	NOUN
american_scientific_journal-8553	7	20	to	to	PART
american_scientific_journal-8553	7	21	noise	noise	VERB
american_scientific_journal-8553	7	22	ratio	ratio	NOUN
american_scientific_journal-8553	7	23	psnr	psnr	NOUN
american_scientific_journal-8553	7	24	,	,	PUNCT
american_scientific_journal-8553	7	25	mean	mean	PROPN
american_scientific_journal-8553	7	26	square	square	ADJ
american_scientific_journal-8553	7	27	error	error	NOUN
american_scientific_journal-8553	7	28	mse	mse	NOUN
american_scientific_journal-8553	7	29	and	and	CCONJ
american_scientific_journal-8553	7	30	compression	compression	NOUN
american_scientific_journal-8553	7	31	ratio	ratio	NOUN
american_scientific_journal-8553	7	32	cr	cr	PROPN
american_scientific_journal-8553	7	33	.	.	PUNCT
american_scientific_journal-8553	8	1	the	the	DET
american_scientific_journal-8553	8	2	proposed	propose	VERB
american_scientific_journal-8553	8	3	scheme	scheme	NOUN
american_scientific_journal-8553	8	4	offers	offer	VERB
american_scientific_journal-8553	8	5	significate	significate	ADJ
american_scientific_journal-8553	8	6	improvement	improvement	NOUN
american_scientific_journal-8553	8	7	in	in	ADP
american_scientific_journal-8553	8	8	distortion	distortion	NOUN
american_scientific_journal-8553	8	9	metrics	metric	NOUN
american_scientific_journal-8553	8	10	over	over	ADP
american_scientific_journal-8553	8	11	the	the	DET
american_scientific_journal-8553	8	12	traditional	traditional	ADJ
american_scientific_journal-8553	8	13	image	image	NOUN
american_scientific_journal-8553	8	14	compression	compression	NOUN
american_scientific_journal-8553	8	15	method	method	NOUN
american_scientific_journal-8553	8	16	when	when	SCONJ
american_scientific_journal-8553	8	17	evaluated	evaluate	VERB
american_scientific_journal-8553	8	18	for	for	ADP
american_scientific_journal-8553	8	19	perceptual	perceptual	ADJ
american_scientific_journal-8553	8	20	quality	quality	NOUN
american_scientific_journal-8553	8	21	moreover	moreover	ADV
american_scientific_journal-8553	8	22	it	it	PRON
american_scientific_journal-8553	8	23	produces	produce	VERB
american_scientific_journal-8553	8	24	better	well	ADJ
american_scientific_journal-8553	8	25	visual	visual	ADJ
american_scientific_journal-8553	8	26	quality	quality	NOUN
american_scientific_journal-8553	8	27	images	image	NOUN
american_scientific_journal-8553	8	28	with	with	ADP
american_scientific_journal-8553	8	29	clearer	clear	ADJ
american_scientific_journal-8553	8	30	details	detail	NOUN
american_scientific_journal-8553	8	31	and	and	CCONJ
american_scientific_journal-8553	8	32	textures	texture	NOUN
american_scientific_journal-8553	8	33	which	which	PRON
american_scientific_journal-8553	8	34	demonstrates	demonstrate	VERB
american_scientific_journal-8553	8	35	its	its	PRON
american_scientific_journal-8553	8	36	effectiveness	effectiveness	NOUN
american_scientific_journal-8553	8	37	and	and	CCONJ
american_scientific_journal-8553	8	38	its	its	PRON
american_scientific_journal-8553	8	39	robustness	robustness	NOUN
american_scientific_journal-8553	8	40	.	.	PUNCT
american_scientific_journal-8553	9	1	keywords	keyword	NOUN
american_scientific_journal-8553	9	2	:	:	PUNCT
american_scientific_journal-8553	9	3	wavelet	wavelet	NOUN
american_scientific_journal-8553	9	4	transform	transform	VERB
american_scientific_journal-8553	9	5	dwt	dwt	NOUN
american_scientific_journal-8553	9	6	;	;	PUNCT
american_scientific_journal-8553	9	7	unsupervised	unsupervised	ADJ
american_scientific_journal-8553	9	8	neural	neural	ADJ
american_scientific_journal-8553	9	9	network	network	NOUN
american_scientific_journal-8553	9	10	;	;	PUNCT
american_scientific_journal-8553	9	11	autoencoder	autoencoder	NOUN
american_scientific_journal-8553	9	12	;	;	PUNCT
american_scientific_journal-8553	9	13	approximate	approximate	ADJ
american_scientific_journal-8553	9	14	image	image	NOUN
american_scientific_journal-8553	9	15	;	;	PUNCT
american_scientific_journal-8553	9	16	rgb	rgb	PROPN
american_scientific_journal-8553	9	17	image	image	NOUN
american_scientific_journal-8553	9	18	;	;	PUNCT
american_scientific_journal-8553	9	19	image	image	NOUN
american_scientific_journal-8553	9	20	compression	compression	NOUN
american_scientific_journal-8553	9	21	.	.	PUNCT
american_scientific_journal-8553	10	1	-----------------------------------------------------------------------	-----------------------------------------------------------------------	PUNCT
american_scientific_journal-8553	11	1	*	*	PUNCT
american_scientific_journal-8553	11	2	corresponding	correspond	VERB
american_scientific_journal-8553	11	3	author	author	NOUN
american_scientific_journal-8553	11	4	.	.	PUNCT
american_scientific_journal-8553	12	1	american	american	ADJ
american_scientific_journal-8553	12	2	academic	academic	ADJ
american_scientific_journal-8553	12	3	scientific	scientific	ADJ
american_scientific_journal-8553	12	4	research	research	NOUN
american_scientific_journal-8553	12	5	journal	journal	NOUN
american_scientific_journal-8553	12	6	for	for	ADP
american_scientific_journal-8553	12	7	engineering	engineering	NOUN
american_scientific_journal-8553	12	8	,	,	PUNCT
american_scientific_journal-8553	12	9	technology	technology	NOUN
american_scientific_journal-8553	12	10	,	,	PUNCT
american_scientific_journal-8553	12	11	and	and	CCONJ
american_scientific_journal-8553	12	12	sciences(asrjets	sciences(asrjet	NOUN
american_scientific_journal-8553	12	13	)	)	PUNCT
american_scientific_journal-8553	12	14	(	(	PUNCT
american_scientific_journal-8553	12	15	2023)volume	2023)volume	NUM
american_scientific_journal-8553	12	16	91	91	NUM
american_scientific_journal-8553	12	17	,	,	PUNCT
american_scientific_journal-8553	12	18	no	no	DET
american_scientific_journal-8553	12	19	1	1	NUM
american_scientific_journal-8553	12	20	,	,	PUNCT
american_scientific_journal-8553	12	21	pp	pp	ADV
american_scientific_journal-8553	12	22	87	87	NUM
american_scientific_journal-8553	12	23	-	-	SYM
american_scientific_journal-8553	12	24	104	104	NUM
american_scientific_journal-8553	12	25	88	88	NUM
american_scientific_journal-8553	12	26	1	1	NUM
american_scientific_journal-8553	12	27	.	.	PUNCT
american_scientific_journal-8553	13	1	introduction	introduction	NOUN
american_scientific_journal-8553	13	2	day	day	NOUN
american_scientific_journal-8553	13	3	after	after	ADP
american_scientific_journal-8553	13	4	day	day	NOUN
american_scientific_journal-8553	13	5	the	the	DET
american_scientific_journal-8553	13	6	number	number	NOUN
american_scientific_journal-8553	13	7	of	of	ADP
american_scientific_journal-8553	13	8	data	datum	NOUN
american_scientific_journal-8553	13	9	created	create	VERB
american_scientific_journal-8553	13	10	and	and	CCONJ
american_scientific_journal-8553	13	11	transmitted	transmit	VERB
american_scientific_journal-8553	13	12	keep	keep	VERB
american_scientific_journal-8553	13	13	growing	grow	VERB
american_scientific_journal-8553	13	14	due	due	ADJ
american_scientific_journal-8553	13	15	,	,	PUNCT
american_scientific_journal-8553	13	16	in	in	ADP
american_scientific_journal-8553	13	17	the	the	DET
american_scientific_journal-8553	13	18	first	first	ADJ
american_scientific_journal-8553	13	19	hand	hand	NOUN
american_scientific_journal-8553	13	20	to	to	ADP
american_scientific_journal-8553	13	21	the	the	DET
american_scientific_journal-8553	13	22	huge	huge	ADJ
american_scientific_journal-8553	13	23	increase	increase	NOUN
american_scientific_journal-8553	13	24	of	of	ADP
american_scientific_journal-8553	13	25	means	mean	NOUN
american_scientific_journal-8553	13	26	of	of	ADP
american_scientific_journal-8553	13	27	communications	communication	NOUN
american_scientific_journal-8553	13	28	and	and	CCONJ
american_scientific_journal-8553	13	29	computer	computer	NOUN
american_scientific_journal-8553	13	30	applications	application	NOUN
american_scientific_journal-8553	13	31	like	like	ADP
american_scientific_journal-8553	13	32	internet	internet	NOUN
american_scientific_journal-8553	13	33	of	of	ADP
american_scientific_journal-8553	13	34	things	thing	NOUN
american_scientific_journal-8553	13	35	iot	iot	ADJ
american_scientific_journal-8553	13	36	,	,	PUNCT
american_scientific_journal-8553	13	37	and	and	CCONJ
american_scientific_journal-8553	13	38	in	in	ADP
american_scientific_journal-8553	13	39	the	the	DET
american_scientific_journal-8553	13	40	second	second	ADJ
american_scientific_journal-8553	13	41	hand	hand	NOUN
american_scientific_journal-8553	13	42	to	to	ADP
american_scientific_journal-8553	13	43	the	the	DET
american_scientific_journal-8553	13	44	digitalization	digitalization	NOUN
american_scientific_journal-8553	13	45	of	of	ADP
american_scientific_journal-8553	13	46	every	every	DET
american_scientific_journal-8553	13	47	sector	sector	NOUN
american_scientific_journal-8553	13	48	in	in	ADP
american_scientific_journal-8553	13	49	human	human	PROPN
american_scientific_journal-8553	13	50	’s	’s	PART
american_scientific_journal-8553	13	51	life	life	NOUN
american_scientific_journal-8553	13	52	such	such	ADJ
american_scientific_journal-8553	13	53	medicine	medicine	NOUN
american_scientific_journal-8553	13	54	,	,	PUNCT
american_scientific_journal-8553	13	55	multimedia	multimedia	NOUN
american_scientific_journal-8553	13	56	domains	domain	NOUN
american_scientific_journal-8553	13	57	where	where	SCONJ
american_scientific_journal-8553	13	58	it	it	PRON
american_scientific_journal-8553	13	59	is	be	AUX
american_scientific_journal-8553	13	60	an	an	DET
american_scientific_journal-8553	13	61	evident	evident	ADJ
american_scientific_journal-8553	13	62	need	need	NOUN
american_scientific_journal-8553	13	63	to	to	PART
american_scientific_journal-8553	13	64	reduce	reduce	VERB
american_scientific_journal-8553	13	65	the	the	DET
american_scientific_journal-8553	13	66	size	size	NOUN
american_scientific_journal-8553	13	67	as	as	SCONJ
american_scientific_journal-8553	13	68	data	datum	NOUN
american_scientific_journal-8553	13	69	at	at	ADP
american_scientific_journal-8553	13	70	hand	hand	NOUN
american_scientific_journal-8553	13	71	can	can	AUX
american_scientific_journal-8553	13	72	be	be	AUX
american_scientific_journal-8553	13	73	extremely	extremely	ADV
american_scientific_journal-8553	13	74	large	large	ADJ
american_scientific_journal-8553	13	75	.	.	PUNCT
american_scientific_journal-8553	14	1	consequently	consequently	ADV
american_scientific_journal-8553	14	2	digital	digital	ADJ
american_scientific_journal-8553	14	3	image	image	NOUN
american_scientific_journal-8553	14	4	compression	compression	NOUN
american_scientific_journal-8553	14	5	has	have	AUX
american_scientific_journal-8553	14	6	received	receive	VERB
american_scientific_journal-8553	14	7	significant	significant	ADJ
american_scientific_journal-8553	14	8	attention	attention	NOUN
american_scientific_journal-8553	14	9	from	from	ADP
american_scientific_journal-8553	14	10	researchers	researcher	NOUN
american_scientific_journal-8553	14	11	in	in	ADP
american_scientific_journal-8553	14	12	order	order	NOUN
american_scientific_journal-8553	14	13	to	to	PART
american_scientific_journal-8553	14	14	create	create	VERB
american_scientific_journal-8553	14	15	effective	effective	ADJ
american_scientific_journal-8553	14	16	techniques	technique	NOUN
american_scientific_journal-8553	14	17	for	for	ADP
american_scientific_journal-8553	14	18	compression	compression	NOUN
american_scientific_journal-8553	14	19	algorithms	algorithm	NOUN
american_scientific_journal-8553	14	20	that	that	PRON
american_scientific_journal-8553	14	21	led	lead	VERB
american_scientific_journal-8553	14	22	to	to	PART
american_scientific_journal-8553	14	23	achieve	achieve	VERB
american_scientific_journal-8553	14	24	a	a	DET
american_scientific_journal-8553	14	25	simplified	simplified	ADJ
american_scientific_journal-8553	14	26	model	model	NOUN
american_scientific_journal-8553	14	27	using	use	VERB
american_scientific_journal-8553	14	28	less	less	ADJ
american_scientific_journal-8553	14	29	memory	memory	NOUN
american_scientific_journal-8553	14	30	than	than	ADP
american_scientific_journal-8553	14	31	the	the	DET
american_scientific_journal-8553	14	32	original	original	ADJ
american_scientific_journal-8553	14	33	one	one	NUM
american_scientific_journal-8553	14	34	.	.	PUNCT
american_scientific_journal-8553	15	1	moreover	moreover	ADV
american_scientific_journal-8553	15	2	,	,	PUNCT
american_scientific_journal-8553	15	3	this	this	DET
american_scientific_journal-8553	15	4	last	last	ADJ
american_scientific_journal-8553	15	5	years	year	NOUN
american_scientific_journal-8553	15	6	over	over	ADP
american_scientific_journal-8553	15	7	than	than	ADP
american_scientific_journal-8553	15	8	70	70	NUM
american_scientific_journal-8553	15	9	%	%	NOUN
american_scientific_journal-8553	15	10	of	of	ADP
american_scientific_journal-8553	15	11	internet	internet	NOUN
american_scientific_journal-8553	15	12	traffic	traffic	NOUN
american_scientific_journal-8553	15	13	is	be	AUX
american_scientific_journal-8553	15	14	streaming	streaming	NOUN
american_scientific_journal-8553	15	15	of	of	ADP
american_scientific_journal-8553	15	16	digital	digital	ADJ
american_scientific_journal-8553	15	17	media	medium	NOUN
american_scientific_journal-8553	16	1	[	[	X
american_scientific_journal-8553	16	2	1	1	NUM
american_scientific_journal-8553	16	3	]	]	PUNCT
american_scientific_journal-8553	16	4	,	,	PUNCT
american_scientific_journal-8553	16	5	it	it	PRON
american_scientific_journal-8553	16	6	’s	’	VERB
american_scientific_journal-8553	16	7	why	why	SCONJ
american_scientific_journal-8553	16	8	it	it	PRON
american_scientific_journal-8553	16	9	has	have	AUX
american_scientific_journal-8553	16	10	been	be	AUX
american_scientific_journal-8553	16	11	challenging	challenge	VERB
american_scientific_journal-8553	16	12	for	for	ADP
american_scientific_journal-8553	16	13	classic	classic	ADJ
american_scientific_journal-8553	16	14	compression	compression	NOUN
american_scientific_journal-8553	16	15	algorithms	algorithm	NOUN
american_scientific_journal-8553	16	16	to	to	PART
american_scientific_journal-8553	16	17	adapt	adapt	VERB
american_scientific_journal-8553	16	18	to	to	ADP
american_scientific_journal-8553	16	19	the	the	DET
american_scientific_journal-8553	16	20	rising	rise	VERB
american_scientific_journal-8553	16	21	demand	demand	NOUN
american_scientific_journal-8553	16	22	and	and	CCONJ
american_scientific_journal-8553	16	23	develop	develop	VERB
american_scientific_journal-8553	16	24	complete	complete	ADJ
american_scientific_journal-8553	16	25	model	model	NOUN
american_scientific_journal-8553	16	26	compression	compression	NOUN
american_scientific_journal-8553	16	27	pipeline	pipeline	NOUN
american_scientific_journal-8553	16	28	that	that	PRON
american_scientific_journal-8553	16	29	combines	combine	VERB
american_scientific_journal-8553	16	30	many	many	ADJ
american_scientific_journal-8553	16	31	approaches	approach	NOUN
american_scientific_journal-8553	16	32	in	in	ADP
american_scientific_journal-8553	16	33	the	the	DET
american_scientific_journal-8553	16	34	purpose	purpose	NOUN
american_scientific_journal-8553	16	35	to	to	PART
american_scientific_journal-8553	16	36	take	take	VERB
american_scientific_journal-8553	16	37	advantages	advantage	NOUN
american_scientific_journal-8553	16	38	and	and	CCONJ
american_scientific_journal-8553	16	39	benefits	benefit	NOUN
american_scientific_journal-8553	16	40	from	from	ADP
american_scientific_journal-8553	16	41	every	every	DET
american_scientific_journal-8553	16	42	one	one	NUM
american_scientific_journal-8553	16	43	of	of	ADP
american_scientific_journal-8553	16	44	them	they	PRON
american_scientific_journal-8553	16	45	.	.	PUNCT
american_scientific_journal-8553	17	1	among	among	ADP
american_scientific_journal-8553	17	2	these	these	DET
american_scientific_journal-8553	17	3	approaches	approach	NOUN
american_scientific_journal-8553	17	4	,	,	PUNCT
american_scientific_journal-8553	17	5	we	we	PRON
american_scientific_journal-8553	17	6	have	have	VERB
american_scientific_journal-8553	17	7	machine	machine	NOUN
american_scientific_journal-8553	17	8	learning	learn	VERB
american_scientific_journal-8553	17	9	algorithms	algorithm	NOUN
american_scientific_journal-8553	17	10	ml	ml	X
american_scientific_journal-8553	17	11	especially	especially	ADV
american_scientific_journal-8553	17	12	deep	deep	ADJ
american_scientific_journal-8553	17	13	neuronal	neuronal	ADJ
american_scientific_journal-8553	17	14	networks	network	NOUN
american_scientific_journal-8553	17	15	dnn	dnn	PROPN
american_scientific_journal-8553	17	16	.	.	PUNCT
american_scientific_journal-8553	18	1	in	in	ADP
american_scientific_journal-8553	18	2	recent	recent	ADJ
american_scientific_journal-8553	18	3	years	year	NOUN
american_scientific_journal-8553	18	4	,	,	PUNCT
american_scientific_journal-8553	18	5	dnn	dnn	PROPN
american_scientific_journal-8553	18	6	have	have	AUX
american_scientific_journal-8553	18	7	recently	recently	ADV
american_scientific_journal-8553	18	8	received	receive	VERB
american_scientific_journal-8553	18	9	lots	lot	NOUN
american_scientific_journal-8553	18	10	of	of	ADP
american_scientific_journal-8553	18	11	attention	attention	NOUN
american_scientific_journal-8553	18	12	,	,	PUNCT
american_scientific_journal-8553	18	13	been	be	AUX
american_scientific_journal-8553	18	14	applied	apply	VERB
american_scientific_journal-8553	18	15	to	to	ADP
american_scientific_journal-8553	18	16	different	different	ADJ
american_scientific_journal-8553	18	17	applications	application	NOUN
american_scientific_journal-8553	18	18	and	and	CCONJ
american_scientific_journal-8553	18	19	achieved	achieve	VERB
american_scientific_journal-8553	18	20	great	great	ADJ
american_scientific_journal-8553	18	21	accuracy	accuracy	NOUN
american_scientific_journal-8553	18	22	improvements	improvement	NOUN
american_scientific_journal-8553	18	23	in	in	ADP
american_scientific_journal-8553	18	24	many	many	ADJ
american_scientific_journal-8553	18	25	tasks	task	NOUN
american_scientific_journal-8553	18	26	mainly	mainly	ADV
american_scientific_journal-8553	18	27	in	in	ADP
american_scientific_journal-8553	18	28	image	image	NOUN
american_scientific_journal-8553	18	29	processing	processing	NOUN
american_scientific_journal-8553	18	30	.	.	PUNCT
american_scientific_journal-8553	19	1	they	they	PRON
american_scientific_journal-8553	19	2	are	be	AUX
american_scientific_journal-8553	19	3	part	part	NOUN
american_scientific_journal-8553	19	4	of	of	ADP
american_scientific_journal-8553	19	5	ml	ml	NOUN
american_scientific_journal-8553	19	6	that	that	PRON
american_scientific_journal-8553	19	7	works	work	VERB
american_scientific_journal-8553	19	8	by	by	ADP
american_scientific_journal-8553	19	9	using	use	VERB
american_scientific_journal-8553	19	10	deeper	deep	ADJ
american_scientific_journal-8553	19	11	convolutional	convolutional	ADJ
american_scientific_journal-8553	19	12	layers	layer	NOUN
american_scientific_journal-8553	19	13	.	.	PUNCT
american_scientific_journal-8553	20	1	they	they	PRON
american_scientific_journal-8553	20	2	are	be	AUX
american_scientific_journal-8553	20	3	especially	especially	ADV
american_scientific_journal-8553	20	4	well	well	ADV
american_scientific_journal-8553	20	5	suited	suited	ADJ
american_scientific_journal-8553	20	6	to	to	ADP
american_scientific_journal-8553	20	7	identification	identification	NOUN
american_scientific_journal-8553	20	8	applications	application	NOUN
american_scientific_journal-8553	20	9	such	such	ADJ
american_scientific_journal-8553	20	10	as	as	ADP
american_scientific_journal-8553	20	11	face	face	NOUN
american_scientific_journal-8553	20	12	recognition	recognition	NOUN
american_scientific_journal-8553	21	1	[	[	X
american_scientific_journal-8553	21	2	2	2	NUM
american_scientific_journal-8553	21	3	]	]	PUNCT
american_scientific_journal-8553	21	4	,	,	PUNCT
american_scientific_journal-8553	21	5	text	text	NOUN
american_scientific_journal-8553	21	6	translation	translation	NOUN
american_scientific_journal-8553	22	1	[	[	X
american_scientific_journal-8553	22	2	3	3	NUM
american_scientific_journal-8553	22	3	]	]	PUNCT
american_scientific_journal-8553	22	4	,	,	PUNCT
american_scientific_journal-8553	22	5	voice	voice	NOUN
american_scientific_journal-8553	22	6	recognition	recognition	NOUN
american_scientific_journal-8553	23	1	[	[	X
american_scientific_journal-8553	23	2	4	4	NUM
american_scientific_journal-8553	23	3	,	,	PUNCT
american_scientific_journal-8553	23	4	5	5	NUM
american_scientific_journal-8553	23	5	]	]	PUNCT
american_scientific_journal-8553	23	6	and	and	CCONJ
american_scientific_journal-8553	23	7	advanced	advanced	ADJ
american_scientific_journal-8553	23	8	driver	driver	NOUN
american_scientific_journal-8553	23	9	assistance	assistance	NOUN
american_scientific_journal-8553	23	10	systems	system	NOUN
american_scientific_journal-8553	23	11	including	include	VERB
american_scientific_journal-8553	23	12	lane	lane	NOUN
american_scientific_journal-8553	23	13	classification	classification	NOUN
american_scientific_journal-8553	23	14	and	and	CCONJ
american_scientific_journal-8553	23	15	traffic	traffic	NOUN
american_scientific_journal-8553	23	16	sign	sign	NOUN
american_scientific_journal-8553	23	17	recognition	recognition	NOUN
american_scientific_journal-8553	23	18	[	[	X
american_scientific_journal-8553	23	19	6	6	NUM
american_scientific_journal-8553	23	20	]	]	SYM
american_scientific_journal-8553	23	21	…	…	PUNCT
american_scientific_journal-8553	23	22	.	.	PUNCT
american_scientific_journal-8553	24	1	according	accord	VERB
american_scientific_journal-8553	24	2	to	to	ADP
american_scientific_journal-8553	24	3	the	the	DET
american_scientific_journal-8553	24	4	architecture	architecture	NOUN
american_scientific_journal-8553	24	5	of	of	ADP
american_scientific_journal-8553	24	6	a	a	DET
american_scientific_journal-8553	24	7	convolutional	convolutional	ADJ
american_scientific_journal-8553	24	8	neuronal	neuronal	ADJ
american_scientific_journal-8553	24	9	network	network	NOUN
american_scientific_journal-8553	24	10	,	,	PUNCT
american_scientific_journal-8553	24	11	the	the	DET
american_scientific_journal-8553	24	12	image	image	NOUN
american_scientific_journal-8553	24	13	passes	pass	VERB
american_scientific_journal-8553	24	14	through	through	ADP
american_scientific_journal-8553	24	15	many	many	ADJ
american_scientific_journal-8553	24	16	layers	layer	NOUN
american_scientific_journal-8553	24	17	until	until	ADP
american_scientific_journal-8553	24	18	the	the	DET
american_scientific_journal-8553	24	19	output	output	NOUN
american_scientific_journal-8553	24	20	one	one	NUM
american_scientific_journal-8553	24	21	.	.	PUNCT
american_scientific_journal-8553	25	1	during	during	ADP
american_scientific_journal-8553	25	2	each	each	DET
american_scientific_journal-8553	25	3	layer	layer	NOUN
american_scientific_journal-8553	25	4	learning	learning	NOUN
american_scientific_journal-8553	25	5	,	,	PUNCT
american_scientific_journal-8553	25	6	the	the	DET
american_scientific_journal-8553	25	7	dnn	dnn	PROPN
american_scientific_journal-8553	25	8	attempts	attempt	VERB
american_scientific_journal-8553	25	9	to	to	PART
american_scientific_journal-8553	25	10	detect	detect	VERB
american_scientific_journal-8553	25	11	different	different	ADJ
american_scientific_journal-8553	25	12	features	feature	NOUN
american_scientific_journal-8553	25	13	by	by	ADP
american_scientific_journal-8553	25	14	several	several	ADJ
american_scientific_journal-8553	25	15	filters	filter	NOUN
american_scientific_journal-8553	25	16	,	,	PUNCT
american_scientific_journal-8553	25	17	which	which	PRON
american_scientific_journal-8553	25	18	are	be	AUX
american_scientific_journal-8553	25	19	applied	apply	VERB
american_scientific_journal-8553	25	20	to	to	ADP
american_scientific_journal-8553	25	21	each	each	DET
american_scientific_journal-8553	25	22	training	training	NOUN
american_scientific_journal-8553	25	23	image	image	NOUN
american_scientific_journal-8553	25	24	at	at	ADP
american_scientific_journal-8553	25	25	different	different	ADJ
american_scientific_journal-8553	25	26	resolutions	resolution	NOUN
american_scientific_journal-8553	25	27	,	,	PUNCT
american_scientific_journal-8553	25	28	and	and	CCONJ
american_scientific_journal-8553	25	29	the	the	DET
american_scientific_journal-8553	25	30	output	output	NOUN
american_scientific_journal-8553	25	31	of	of	ADP
american_scientific_journal-8553	25	32	each	each	DET
american_scientific_journal-8553	25	33	convolved	convolve	VERB
american_scientific_journal-8553	25	34	image	image	NOUN
american_scientific_journal-8553	25	35	is	be	AUX
american_scientific_journal-8553	25	36	used	use	VERB
american_scientific_journal-8553	25	37	as	as	ADP
american_scientific_journal-8553	25	38	the	the	DET
american_scientific_journal-8553	25	39	input	input	NOUN
american_scientific_journal-8553	25	40	to	to	ADP
american_scientific_journal-8553	25	41	the	the	DET
american_scientific_journal-8553	25	42	next	next	ADJ
american_scientific_journal-8553	25	43	layer	layer	NOUN
american_scientific_journal-8553	25	44	.	.	PUNCT
american_scientific_journal-8553	26	1	the	the	DET
american_scientific_journal-8553	26	2	filters	filter	NOUN
american_scientific_journal-8553	26	3	can	can	AUX
american_scientific_journal-8553	26	4	start	start	VERB
american_scientific_journal-8553	26	5	as	as	ADP
american_scientific_journal-8553	26	6	very	very	ADV
american_scientific_journal-8553	26	7	simple	simple	ADJ
american_scientific_journal-8553	26	8	features	feature	NOUN
american_scientific_journal-8553	26	9	,	,	PUNCT
american_scientific_journal-8553	26	10	such	such	ADJ
american_scientific_journal-8553	26	11	as	as	ADP
american_scientific_journal-8553	26	12	brightness	brightness	NOUN
american_scientific_journal-8553	26	13	and	and	CCONJ
american_scientific_journal-8553	26	14	edges	edge	NOUN
american_scientific_journal-8553	26	15	,	,	PUNCT
american_scientific_journal-8553	26	16	and	and	CCONJ
american_scientific_journal-8553	26	17	increase	increase	VERB
american_scientific_journal-8553	26	18	in	in	ADP
american_scientific_journal-8553	26	19	complexity	complexity	NOUN
american_scientific_journal-8553	26	20	to	to	PART
american_scientific_journal-8553	26	21	features	feature	NOUN
american_scientific_journal-8553	26	22	that	that	PRON
american_scientific_journal-8553	26	23	uniquely	uniquely	ADV
american_scientific_journal-8553	26	24	define	define	VERB
american_scientific_journal-8553	26	25	the	the	DET
american_scientific_journal-8553	26	26	object	object	NOUN
american_scientific_journal-8553	26	27	as	as	SCONJ
american_scientific_journal-8553	26	28	the	the	DET
american_scientific_journal-8553	26	29	layers	layer	NOUN
american_scientific_journal-8553	26	30	progress	progress	VERB
american_scientific_journal-8553	26	31	[	[	X
american_scientific_journal-8553	26	32	7	7	NUM
american_scientific_journal-8553	26	33	]	]	PUNCT
american_scientific_journal-8553	26	34	.	.	PUNCT
american_scientific_journal-8553	27	1	in	in	ADP
american_scientific_journal-8553	27	2	this	this	DET
american_scientific_journal-8553	27	3	work	work	NOUN
american_scientific_journal-8553	27	4	,	,	PUNCT
american_scientific_journal-8553	27	5	we	we	PRON
american_scientific_journal-8553	27	6	are	be	AUX
american_scientific_journal-8553	27	7	interested	interested	ADJ
american_scientific_journal-8553	27	8	on	on	ADP
american_scientific_journal-8553	27	9	one	one	NUM
american_scientific_journal-8553	27	10	of	of	ADP
american_scientific_journal-8553	27	11	most	most	ADV
american_scientific_journal-8553	27	12	popular	popular	ADJ
american_scientific_journal-8553	27	13	algorithms	algorithm	NOUN
american_scientific_journal-8553	27	14	for	for	ADP
american_scientific_journal-8553	27	15	deep	deep	ADJ
american_scientific_journal-8553	27	16	learning	learning	NOUN
american_scientific_journal-8553	27	17	namely	namely	ADV
american_scientific_journal-8553	27	18	convolutional	convolutional	ADJ
american_scientific_journal-8553	27	19	autoencoder	autoencoder	NOUN
american_scientific_journal-8553	27	20	cae	cae	NOUN
american_scientific_journal-8553	27	21	.	.	PUNCT
american_scientific_journal-8553	28	1	in	in	ADP
american_scientific_journal-8553	28	2	such	such	ADJ
american_scientific_journal-8553	28	3	architecture	architecture	NOUN
american_scientific_journal-8553	28	4	,	,	PUNCT
american_scientific_journal-8553	28	5	the	the	DET
american_scientific_journal-8553	28	6	network	network	NOUN
american_scientific_journal-8553	28	7	reproduces	reproduce	VERB
american_scientific_journal-8553	28	8	its	its	PRON
american_scientific_journal-8553	28	9	inputs	input	NOUN
american_scientific_journal-8553	28	10	at	at	ADP
american_scientific_journal-8553	28	11	the	the	DET
american_scientific_journal-8553	28	12	output	output	NOUN
american_scientific_journal-8553	28	13	layer	layer	NOUN
american_scientific_journal-8553	28	14	by	by	ADP
american_scientific_journal-8553	28	15	learning	learn	VERB
american_scientific_journal-8553	28	16	efficient	efficient	ADJ
american_scientific_journal-8553	28	17	coding	coding	NOUN
american_scientific_journal-8553	28	18	of	of	ADP
american_scientific_journal-8553	28	19	unlabelled	unlabelled	ADJ
american_scientific_journal-8553	28	20	data	datum	NOUN
american_scientific_journal-8553	28	21	using	use	VERB
american_scientific_journal-8553	28	22	an	an	DET
american_scientific_journal-8553	28	23	unsupervised	unsupervised	ADJ
american_scientific_journal-8553	28	24	learning	learning	NOUN
american_scientific_journal-8553	28	25	technique	technique	NOUN
american_scientific_journal-8553	28	26	[	[	X
american_scientific_journal-8553	28	27	8	8	NUM
american_scientific_journal-8553	28	28	]	]	PUNCT
american_scientific_journal-8553	28	29	.	.	PUNCT
american_scientific_journal-8553	29	1	moreover	moreover	ADV
american_scientific_journal-8553	29	2	,	,	PUNCT
american_scientific_journal-8553	29	3	the	the	DET
american_scientific_journal-8553	29	4	cae	cae	NOUN
american_scientific_journal-8553	29	5	contains	contain	VERB
american_scientific_journal-8553	29	6	an	an	DET
american_scientific_journal-8553	29	7	internal	internal	ADJ
american_scientific_journal-8553	29	8	―bottleneck‖	―bottleneck‖	PROPN
american_scientific_journal-8553	29	9	layer	layer	NOUN
american_scientific_journal-8553	29	10	,	,	PUNCT
american_scientific_journal-8553	29	11	containing	contain	VERB
american_scientific_journal-8553	29	12	fewer	few	ADJ
american_scientific_journal-8553	29	13	nodes	node	NOUN
american_scientific_journal-8553	29	14	than	than	ADP
american_scientific_journal-8553	29	15	input	input	NOUN
american_scientific_journal-8553	29	16	or	or	CCONJ
american_scientific_journal-8553	29	17	output	output	NOUN
american_scientific_journal-8553	29	18	layers	layer	NOUN
american_scientific_journal-8553	29	19	,	,	PUNCT
american_scientific_journal-8553	29	20	which	which	PRON
american_scientific_journal-8553	29	21	forces	force	VERB
american_scientific_journal-8553	29	22	the	the	DET
american_scientific_journal-8553	29	23	network	network	NOUN
american_scientific_journal-8553	29	24	to	to	PART
american_scientific_journal-8553	29	25	develop	develop	VERB
american_scientific_journal-8553	29	26	a	a	DET
american_scientific_journal-8553	29	27	compact	compact	ADJ
american_scientific_journal-8553	29	28	representation	representation	NOUN
american_scientific_journal-8553	29	29	of	of	ADP
american_scientific_journal-8553	29	30	the	the	DET
american_scientific_journal-8553	29	31	input	input	NOUN
american_scientific_journal-8553	29	32	data	datum	NOUN
american_scientific_journal-8553	29	33	by	by	ADP
american_scientific_journal-8553	29	34	ignoring	ignore	VERB
american_scientific_journal-8553	29	35	insignificant	insignificant	ADJ
american_scientific_journal-8553	29	36	features	feature	NOUN
american_scientific_journal-8553	29	37	thus	thus	ADV
american_scientific_journal-8553	29	38	forces	force	VERB
american_scientific_journal-8553	29	39	the	the	DET
american_scientific_journal-8553	29	40	learned	learn	VERB
american_scientific_journal-8553	29	41	representations	representation	NOUN
american_scientific_journal-8553	29	42	to	to	PART
american_scientific_journal-8553	29	43	assume	assume	VERB
american_scientific_journal-8553	29	44	useful	useful	ADJ
american_scientific_journal-8553	29	45	properties	property	NOUN
american_scientific_journal-8553	29	46	[	[	X
american_scientific_journal-8553	29	47	8	8	NUM
american_scientific_journal-8553	29	48	]	]	PUNCT
american_scientific_journal-8553	29	49	.	.	PUNCT
american_scientific_journal-8553	30	1	autoencoders	autoencoder	NOUN
american_scientific_journal-8553	30	2	are	be	AUX
american_scientific_journal-8553	30	3	applied	apply	VERB
american_scientific_journal-8553	30	4	to	to	ADP
american_scientific_journal-8553	30	5	many	many	ADJ
american_scientific_journal-8553	30	6	problems	problem	NOUN
american_scientific_journal-8553	30	7	,	,	PUNCT
american_scientific_journal-8553	30	8	from	from	ADP
american_scientific_journal-8553	30	9	classification	classification	NOUN
american_scientific_journal-8553	30	10	[	[	X
american_scientific_journal-8553	30	11	9	9	NUM
american_scientific_journal-8553	30	12	]	]	PUNCT
american_scientific_journal-8553	30	13	,	,	PUNCT
american_scientific_journal-8553	30	14	facial	facial	ADJ
american_scientific_journal-8553	30	15	recognition	recognition	NOUN
american_scientific_journal-8553	30	16	[	[	X
american_scientific_journal-8553	30	17	10	10	NUM
american_scientific_journal-8553	30	18	]	]	PUNCT
american_scientific_journal-8553	30	19	,	,	PUNCT
american_scientific_journal-8553	30	20	feature	feature	NOUN
american_scientific_journal-8553	30	21	detection	detection	NOUN
american_scientific_journal-8553	31	1	[	[	X
american_scientific_journal-8553	31	2	11	11	NUM
american_scientific_journal-8553	31	3	]	]	PUNCT
american_scientific_journal-8553	31	4	,	,	PUNCT
american_scientific_journal-8553	31	5	anomaly	anomaly	NOUN
american_scientific_journal-8553	31	6	detection	detection	NOUN
american_scientific_journal-8553	31	7	to	to	ADP
american_scientific_journal-8553	31	8	acquiring	acquire	VERB
american_scientific_journal-8553	31	9	the	the	DET
american_scientific_journal-8553	31	10	meaning	meaning	NOUN
american_scientific_journal-8553	31	11	of	of	ADP
american_scientific_journal-8553	31	12	words	word	NOUN
american_scientific_journal-8553	31	13	[	[	X
american_scientific_journal-8553	31	14	12,13	12,13	NUM
american_scientific_journal-8553	31	15	]	]	PUNCT
american_scientific_journal-8553	31	16	.	.	PUNCT
american_scientific_journal-8553	32	1	autoencoders	autoencoder	NOUN
american_scientific_journal-8553	32	2	are	be	AUX
american_scientific_journal-8553	32	3	also	also	ADV
american_scientific_journal-8553	32	4	generative	generative	ADJ
american_scientific_journal-8553	32	5	models	model	NOUN
american_scientific_journal-8553	32	6	which	which	PRON
american_scientific_journal-8553	32	7	means	mean	VERB
american_scientific_journal-8553	32	8	that	that	SCONJ
american_scientific_journal-8553	32	9	they	they	PRON
american_scientific_journal-8553	32	10	can	can	AUX
american_scientific_journal-8553	32	11	randomly	randomly	ADV
american_scientific_journal-8553	32	12	generate	generate	VERB
american_scientific_journal-8553	32	13	new	new	ADJ
american_scientific_journal-8553	32	14	data	datum	NOUN
american_scientific_journal-8553	32	15	that	that	PRON
american_scientific_journal-8553	32	16	is	be	AUX
american_scientific_journal-8553	32	17	similar	similar	ADJ
american_scientific_journal-8553	32	18	to	to	ADP
american_scientific_journal-8553	32	19	the	the	DET
american_scientific_journal-8553	32	20	data	datum	NOUN
american_scientific_journal-8553	32	21	in	in	ADP
american_scientific_journal-8553	32	22	its	its	PRON
american_scientific_journal-8553	32	23	input	input	NOUN
american_scientific_journal-8553	32	24	[	[	X
american_scientific_journal-8553	32	25	14	14	NUM
american_scientific_journal-8553	32	26	]	]	PUNCT
american_scientific_journal-8553	32	27	.	.	PUNCT
american_scientific_journal-8553	33	1	the	the	DET
american_scientific_journal-8553	33	2	main	main	ADJ
american_scientific_journal-8553	33	3	core	core	NOUN
american_scientific_journal-8553	33	4	of	of	ADP
american_scientific_journal-8553	33	5	the	the	DET
american_scientific_journal-8553	33	6	following	follow	VERB
american_scientific_journal-8553	33	7	paper	paper	NOUN
american_scientific_journal-8553	33	8	is	be	AUX
american_scientific_journal-8553	33	9	organized	organize	VERB
american_scientific_journal-8553	33	10	around	around	ADP
american_scientific_journal-8553	33	11	four	four	NUM
american_scientific_journal-8553	33	12	sections	section	NOUN
american_scientific_journal-8553	33	13	:	:	PUNCT
american_scientific_journal-8553	33	14	section2	section2	NOUN
american_scientific_journal-8553	33	15	summarizes	summarize	VERB
american_scientific_journal-8553	33	16	some	some	DET
american_scientific_journal-8553	33	17	related	relate	VERB
american_scientific_journal-8553	33	18	works	work	NOUN
american_scientific_journal-8553	33	19	in	in	ADP
american_scientific_journal-8553	33	20	this	this	DET
american_scientific_journal-8553	33	21	field	field	NOUN
american_scientific_journal-8553	33	22	.	.	PUNCT
american_scientific_journal-8553	34	1	section3	section3	PROPN
american_scientific_journal-8553	35	1	describes	describe	VERB
american_scientific_journal-8553	35	2	in	in	ADP
american_scientific_journal-8553	35	3	details	detail	NOUN
american_scientific_journal-8553	35	4	the	the	DET
american_scientific_journal-8553	35	5	proposed	propose	VERB
american_scientific_journal-8553	35	6	approach	approach	NOUN
american_scientific_journal-8553	35	7	including	include	VERB
american_scientific_journal-8553	35	8	the	the	DET
american_scientific_journal-8553	35	9	architecture	architecture	NOUN
american_scientific_journal-8553	35	10	of	of	ADP
american_scientific_journal-8553	35	11	the	the	DET
american_scientific_journal-8553	35	12	autoencoder	autoencoder	NOUN
american_scientific_journal-8553	35	13	and	and	CCONJ
american_scientific_journal-8553	35	14	the	the	DET
american_scientific_journal-8553	35	15	steps	step	NOUN
american_scientific_journal-8553	35	16	followed	follow	VERB
american_scientific_journal-8553	35	17	to	to	PART
american_scientific_journal-8553	35	18	achieve	achieve	VERB
american_scientific_journal-8553	35	19	this	this	DET
american_scientific_journal-8553	35	20	work	work	NOUN
american_scientific_journal-8553	35	21	.	.	PUNCT
american_scientific_journal-8553	36	1	section	section	NOUN
american_scientific_journal-8553	36	2	4	4	NUM
american_scientific_journal-8553	36	3	reports	report	VERB
american_scientific_journal-8553	36	4	experimental	experimental	ADJ
american_scientific_journal-8553	36	5	results	result	NOUN
american_scientific_journal-8553	36	6	and	and	CCONJ
american_scientific_journal-8553	36	7	compares	compare	VERB
american_scientific_journal-8553	36	8	the	the	DET
american_scientific_journal-8553	36	9	obtained	obtain	VERB
american_scientific_journal-8553	36	10	values	value	NOUN
american_scientific_journal-8553	36	11	of	of	ADP
american_scientific_journal-8553	36	12	metrics	metric	NOUN
american_scientific_journal-8553	36	13	with	with	ADP
american_scientific_journal-8553	36	14	those	those	PRON
american_scientific_journal-8553	36	15	of	of	ADP
american_scientific_journal-8553	36	16	baseline	baseline	ADJ
american_scientific_journal-8553	36	17	methods	method	NOUN
american_scientific_journal-8553	36	18	.	.	PUNCT
american_scientific_journal-8553	37	1	finally	finally	ADV
american_scientific_journal-8553	37	2	,	,	PUNCT
american_scientific_journal-8553	37	3	section5	section5	NOUN
american_scientific_journal-8553	37	4	concludes	conclude	VERB
american_scientific_journal-8553	37	5	this	this	DET
american_scientific_journal-8553	37	6	paper	paper	NOUN
american_scientific_journal-8553	37	7	with	with	ADP
american_scientific_journal-8553	37	8	discuss	discuss	VERB
american_scientific_journal-8553	37	9	the	the	DET
american_scientific_journal-8553	37	10	remaining	remain	VERB
american_scientific_journal-8553	37	11	challenges	challenge	NOUN
american_scientific_journal-8553	37	12	and	and	CCONJ
american_scientific_journal-8553	37	13	possible	possible	ADJ
american_scientific_journal-8553	37	14	directions	direction	NOUN
american_scientific_journal-8553	37	15	for	for	ADP
american_scientific_journal-8553	37	16	future	future	ADJ
american_scientific_journal-8553	37	17	works	work	NOUN
american_scientific_journal-8553	37	18	.	.	PUNCT
american_scientific_journal-8553	38	1	american	american	ADJ
american_scientific_journal-8553	38	2	academic	academic	ADJ
american_scientific_journal-8553	38	3	scientific	scientific	ADJ
american_scientific_journal-8553	38	4	research	research	NOUN
american_scientific_journal-8553	38	5	journal	journal	NOUN
american_scientific_journal-8553	38	6	for	for	ADP
american_scientific_journal-8553	38	7	engineering	engineering	NOUN
american_scientific_journal-8553	38	8	,	,	PUNCT
american_scientific_journal-8553	38	9	technology	technology	NOUN
american_scientific_journal-8553	38	10	,	,	PUNCT
american_scientific_journal-8553	38	11	and	and	CCONJ
american_scientific_journal-8553	38	12	sciences(asrjets	sciences(asrjet	NOUN
american_scientific_journal-8553	38	13	)	)	PUNCT
american_scientific_journal-8553	38	14	(	(	PUNCT
american_scientific_journal-8553	38	15	2023)volume	2023)volume	NUM
american_scientific_journal-8553	38	16	91	91	NUM
american_scientific_journal-8553	38	17	,	,	PUNCT
american_scientific_journal-8553	38	18	no	no	DET
american_scientific_journal-8553	38	19	1	1	NUM
american_scientific_journal-8553	38	20	,	,	PUNCT
american_scientific_journal-8553	38	21	pp	pp	ADV
american_scientific_journal-8553	38	22	87	87	NUM
american_scientific_journal-8553	38	23	-	-	SYM
american_scientific_journal-8553	38	24	104	104	NUM
american_scientific_journal-8553	38	25	89	89	NUM
american_scientific_journal-8553	38	26	2	2	NUM
american_scientific_journal-8553	38	27	.	.	PUNCT
american_scientific_journal-8553	39	1	literature	literature	PROPN
american_scientific_journal-8553	39	2	review	review	VERB
american_scientific_journal-8553	39	3	digital	digital	ADJ
american_scientific_journal-8553	39	4	image	image	NOUN
american_scientific_journal-8553	39	5	compression	compression	NOUN
american_scientific_journal-8553	39	6	is	be	AUX
american_scientific_journal-8553	39	7	a	a	DET
american_scientific_journal-8553	39	8	topical	topical	ADJ
american_scientific_journal-8553	39	9	research	research	NOUN
american_scientific_journal-8553	39	10	area	area	NOUN
american_scientific_journal-8553	39	11	in	in	ADP
american_scientific_journal-8553	39	12	the	the	DET
american_scientific_journal-8553	39	13	field	field	NOUN
american_scientific_journal-8553	39	14	of	of	ADP
american_scientific_journal-8553	39	15	image	image	NOUN
american_scientific_journal-8553	39	16	processing	processing	NOUN
american_scientific_journal-8553	39	17	due	due	ADP
american_scientific_journal-8553	39	18	to	to	ADP
american_scientific_journal-8553	39	19	its	its	PRON
american_scientific_journal-8553	39	20	large	large	ADJ
american_scientific_journal-8553	39	21	number	number	NOUN
american_scientific_journal-8553	39	22	of	of	ADP
american_scientific_journal-8553	39	23	applications	application	NOUN
american_scientific_journal-8553	39	24	such	such	ADJ
american_scientific_journal-8553	39	25	as	as	ADP
american_scientific_journal-8553	39	26	aerial	aerial	ADJ
american_scientific_journal-8553	39	27	surveillance	surveillance	NOUN
american_scientific_journal-8553	39	28	,	,	PUNCT
american_scientific_journal-8553	39	29	recognition	recognition	NOUN
american_scientific_journal-8553	39	30	,	,	PUNCT
american_scientific_journal-8553	39	31	medicine	medicine	NOUN
american_scientific_journal-8553	39	32	,	,	PUNCT
american_scientific_journal-8553	39	33	multimedia	multimedia	NOUN
american_scientific_journal-8553	39	34	…	…	PUNCT
american_scientific_journal-8553	39	35	and	and	CCONJ
american_scientific_journal-8553	39	36	every	every	DET
american_scientific_journal-8553	39	37	day	day	NOUN
american_scientific_journal-8553	39	38	the	the	DET
american_scientific_journal-8553	39	39	number	number	NOUN
american_scientific_journal-8553	39	40	of	of	ADP
american_scientific_journal-8553	39	41	images	image	NOUN
american_scientific_journal-8553	39	42	treated	treat	VERB
american_scientific_journal-8553	39	43	is	be	AUX
american_scientific_journal-8553	39	44	growing	grow	VERB
american_scientific_journal-8553	39	45	rapidly	rapidly	ADV
american_scientific_journal-8553	39	46	which	which	PRON
american_scientific_journal-8553	39	47	indicates	indicate	VERB
american_scientific_journal-8553	39	48	that	that	SCONJ
american_scientific_journal-8553	39	49	there	there	PRON
american_scientific_journal-8553	39	50	is	be	VERB
american_scientific_journal-8553	39	51	an	an	DET
american_scientific_journal-8553	39	52	evident	evident	ADJ
american_scientific_journal-8553	39	53	and	and	CCONJ
american_scientific_journal-8553	39	54	urgent	urgent	ADJ
american_scientific_journal-8553	39	55	need	need	NOUN
american_scientific_journal-8553	39	56	to	to	PART
american_scientific_journal-8553	39	57	develop	develop	VERB
american_scientific_journal-8553	39	58	more	more	ADJ
american_scientific_journal-8553	39	59	and	and	CCONJ
american_scientific_journal-8553	39	60	more	more	ADJ
american_scientific_journal-8553	39	61	efficiency	efficiency	NOUN
american_scientific_journal-8553	39	62	image	image	NOUN
american_scientific_journal-8553	39	63	compression	compression	NOUN
american_scientific_journal-8553	39	64	schemes	scheme	NOUN
american_scientific_journal-8553	39	65	.	.	PUNCT
american_scientific_journal-8553	40	1	moreover	moreover	ADV
american_scientific_journal-8553	40	2	,	,	PUNCT
american_scientific_journal-8553	40	3	this	this	DET
american_scientific_journal-8553	40	4	large	large	ADJ
american_scientific_journal-8553	40	5	amount	amount	NOUN
american_scientific_journal-8553	40	6	of	of	ADP
american_scientific_journal-8553	40	7	images	image	NOUN
american_scientific_journal-8553	40	8	need	need	VERB
american_scientific_journal-8553	40	9	to	to	PART
american_scientific_journal-8553	40	10	be	be	AUX
american_scientific_journal-8553	40	11	secured	secure	VERB
american_scientific_journal-8553	40	12	and	and	CCONJ
american_scientific_journal-8553	40	13	easily	easily	ADV
american_scientific_journal-8553	40	14	transmitted	transmit	VERB
american_scientific_journal-8553	40	15	.	.	PUNCT
american_scientific_journal-8553	41	1	for	for	ADP
american_scientific_journal-8553	41	2	all	all	DET
american_scientific_journal-8553	41	3	those	those	DET
american_scientific_journal-8553	41	4	reasons	reason	NOUN
american_scientific_journal-8553	41	5	and	and	CCONJ
american_scientific_journal-8553	41	6	others	other	NOUN
american_scientific_journal-8553	41	7	,	,	PUNCT
american_scientific_journal-8553	41	8	this	this	DET
american_scientific_journal-8553	41	9	domain	domain	NOUN
american_scientific_journal-8553	41	10	has	have	AUX
american_scientific_journal-8553	41	11	received	receive	VERB
american_scientific_journal-8553	41	12	significant	significant	ADJ
american_scientific_journal-8553	41	13	attention	attention	NOUN
american_scientific_journal-8553	41	14	from	from	ADP
american_scientific_journal-8553	41	15	researchers	researcher	NOUN
american_scientific_journal-8553	41	16	whose	whose	DET
american_scientific_journal-8553	41	17	major	major	ADJ
american_scientific_journal-8553	41	18	focus	focus	NOUN
american_scientific_journal-8553	41	19	is	be	AUX
american_scientific_journal-8553	41	20	to	to	PART
american_scientific_journal-8553	41	21	develop	develop	VERB
american_scientific_journal-8553	41	22	different	different	ADJ
american_scientific_journal-8553	41	23	compression	compression	NOUN
american_scientific_journal-8553	41	24	schemes	scheme	NOUN
american_scientific_journal-8553	41	25	that	that	PRON
american_scientific_journal-8553	41	26	provide	provide	VERB
american_scientific_journal-8553	41	27	good	good	ADJ
american_scientific_journal-8553	41	28	visual	visual	ADJ
american_scientific_journal-8553	41	29	quality	quality	NOUN
american_scientific_journal-8553	41	30	with	with	ADP
american_scientific_journal-8553	41	31	fewer	few	ADJ
american_scientific_journal-8553	41	32	bits	bit	NOUN
american_scientific_journal-8553	41	33	to	to	PART
american_scientific_journal-8553	41	34	represent	represent	VERB
american_scientific_journal-8553	41	35	digital	digital	ADJ
american_scientific_journal-8553	41	36	images	image	NOUN
american_scientific_journal-8553	41	37	in	in	ADP
american_scientific_journal-8553	41	38	order	order	NOUN
american_scientific_journal-8553	41	39	to	to	PART
american_scientific_journal-8553	41	40	reduce	reduce	VERB
american_scientific_journal-8553	41	41	the	the	DET
american_scientific_journal-8553	41	42	memory	memory	NOUN
american_scientific_journal-8553	41	43	required	require	VERB
american_scientific_journal-8553	41	44	for	for	ADP
american_scientific_journal-8553	41	45	their	their	PRON
american_scientific_journal-8553	41	46	storage	storage	NOUN
american_scientific_journal-8553	41	47	.	.	PUNCT
american_scientific_journal-8553	42	1	for	for	ADP
american_scientific_journal-8553	42	2	many	many	ADJ
american_scientific_journal-8553	42	3	years	year	NOUN
american_scientific_journal-8553	42	4	,	,	PUNCT
american_scientific_journal-8553	42	5	image	image	NOUN
american_scientific_journal-8553	42	6	compression	compression	NOUN
american_scientific_journal-8553	42	7	techniques	technique	NOUN
american_scientific_journal-8553	42	8	based	base	VERB
american_scientific_journal-8553	42	9	on	on	ADP
american_scientific_journal-8553	42	10	wavelet	wavelet	NOUN
american_scientific_journal-8553	42	11	transform	transform	NOUN
american_scientific_journal-8553	42	12	have	have	AUX
american_scientific_journal-8553	42	13	been	be	AUX
american_scientific_journal-8553	42	14	considered	consider	VERB
american_scientific_journal-8553	42	15	as	as	ADP
american_scientific_journal-8553	42	16	a	a	DET
american_scientific_journal-8553	42	17	powerful	powerful	ADJ
american_scientific_journal-8553	42	18	tool	tool	NOUN
american_scientific_journal-8553	42	19	that	that	PRON
american_scientific_journal-8553	42	20	compress	compress	VERB
american_scientific_journal-8553	42	21	images	image	NOUN
american_scientific_journal-8553	42	22	at	at	ADP
american_scientific_journal-8553	42	23	higher	high	ADJ
american_scientific_journal-8553	42	24	compression	compression	NOUN
american_scientific_journal-8553	42	25	ratio	ratio	NOUN
american_scientific_journal-8553	42	26	thanks	thank	NOUN
american_scientific_journal-8553	42	27	to	to	ADP
american_scientific_journal-8553	42	28	their	their	PRON
american_scientific_journal-8553	42	29	particularity	particularity	NOUN
american_scientific_journal-8553	42	30	to	to	PART
american_scientific_journal-8553	42	31	be	be	AUX
american_scientific_journal-8553	42	32	a	a	DET
american_scientific_journal-8553	42	33	time	time	NOUN
american_scientific_journal-8553	42	34	-	-	PUNCT
american_scientific_journal-8553	42	35	frequency	frequency	NOUN
american_scientific_journal-8553	42	36	representation	representation	NOUN
american_scientific_journal-8553	42	37	[	[	X
american_scientific_journal-8553	42	38	15	15	NUM
american_scientific_journal-8553	42	39	]	]	PUNCT
american_scientific_journal-8553	42	40	.	.	PUNCT
american_scientific_journal-8553	43	1	every	every	DET
american_scientific_journal-8553	43	2	stage	stage	NOUN
american_scientific_journal-8553	43	3	of	of	ADP
american_scientific_journal-8553	43	4	image	image	NOUN
american_scientific_journal-8553	43	5	compression	compression	NOUN
american_scientific_journal-8553	43	6	process	process	NOUN
american_scientific_journal-8553	43	7	mainly	mainly	ADV
american_scientific_journal-8553	43	8	those	those	PRON
american_scientific_journal-8553	43	9	based	base	VERB
american_scientific_journal-8553	43	10	on	on	ADP
american_scientific_journal-8553	43	11	wavelet	wavelet	NOUN
american_scientific_journal-8553	43	12	transforms	transform	NOUN
american_scientific_journal-8553	43	13	has	have	AUX
american_scientific_journal-8553	43	14	received	receive	VERB
american_scientific_journal-8553	43	15	an	an	DET
american_scientific_journal-8553	43	16	important	important	ADJ
american_scientific_journal-8553	43	17	attention	attention	NOUN
american_scientific_journal-8553	43	18	from	from	ADP
american_scientific_journal-8553	43	19	scientists	scientist	NOUN
american_scientific_journal-8553	43	20	and	and	CCONJ
american_scientific_journal-8553	43	21	many	many	ADJ
american_scientific_journal-8553	43	22	works	work	NOUN
american_scientific_journal-8553	43	23	have	have	AUX
american_scientific_journal-8553	43	24	emerged	emerge	VERB
american_scientific_journal-8553	43	25	during	during	ADP
american_scientific_journal-8553	43	26	the	the	DET
american_scientific_journal-8553	43	27	last	last	ADJ
american_scientific_journal-8553	43	28	decade	decade	NOUN
american_scientific_journal-8553	43	29	proving	prove	VERB
american_scientific_journal-8553	43	30	that	that	SCONJ
american_scientific_journal-8553	43	31	this	this	DET
american_scientific_journal-8553	43	32	algorithms	algorithm	NOUN
american_scientific_journal-8553	43	33	are	be	AUX
american_scientific_journal-8553	43	34	a	a	DET
american_scientific_journal-8553	43	35	valuable	valuable	ADJ
american_scientific_journal-8553	43	36	tool	tool	NOUN
american_scientific_journal-8553	43	37	for	for	ADP
american_scientific_journal-8553	43	38	image	image	NOUN
american_scientific_journal-8553	43	39	processing	processing	NOUN
american_scientific_journal-8553	44	1	[	[	X
american_scientific_journal-8553	44	2	16	16	NUM
american_scientific_journal-8553	44	3	,	,	PUNCT
american_scientific_journal-8553	44	4	17	17	NUM
american_scientific_journal-8553	44	5	,	,	PUNCT
american_scientific_journal-8553	44	6	18	18	NUM
american_scientific_journal-8553	44	7	,	,	PUNCT
american_scientific_journal-8553	44	8	19	19	NUM
american_scientific_journal-8553	44	9	,	,	PUNCT
american_scientific_journal-8553	44	10	20	20	NUM
american_scientific_journal-8553	44	11	]	]	PUNCT
american_scientific_journal-8553	44	12	.	.	PUNCT
american_scientific_journal-8553	45	1	jpeg2000	jpeg2000	PROPN
american_scientific_journal-8553	45	2	(	(	PUNCT
american_scientific_journal-8553	45	3	join	join	VERB
american_scientific_journal-8553	45	4	photographic	photographic	ADJ
american_scientific_journal-8553	45	5	experts	expert	NOUN
american_scientific_journal-8553	45	6	group	group	NOUN
american_scientific_journal-8553	45	7	2000	2000	NUM
american_scientific_journal-8553	45	8	)	)	PUNCT
american_scientific_journal-8553	45	9	standard	standard	NOUN
american_scientific_journal-8553	45	10	is	be	AUX
american_scientific_journal-8553	45	11	the	the	DET
american_scientific_journal-8553	45	12	most	most	ADV
american_scientific_journal-8553	45	13	famous	famous	ADJ
american_scientific_journal-8553	45	14	compression	compression	NOUN
american_scientific_journal-8553	45	15	algorithm	algorithm	NOUN
american_scientific_journal-8553	45	16	based	base	VERB
american_scientific_journal-8553	45	17	wavelet	wavelet	NOUN
american_scientific_journal-8553	45	18	transform	transform	NOUN
american_scientific_journal-8553	45	19	,	,	PUNCT
american_scientific_journal-8553	45	20	developed	develop	VERB
american_scientific_journal-8553	45	21	to	to	PART
american_scientific_journal-8553	45	22	replace	replace	VERB
american_scientific_journal-8553	45	23	its	its	PRON
american_scientific_journal-8553	45	24	predecessor	predecessor	NOUN
american_scientific_journal-8553	45	25	jpeg	jpeg	NOUN
american_scientific_journal-8553	45	26	discrete	discrete	ADJ
american_scientific_journal-8553	45	27	cosine	cosine	NOUN
american_scientific_journal-8553	45	28	transform	transform	NOUN
american_scientific_journal-8553	45	29	(	(	PUNCT
american_scientific_journal-8553	45	30	dct)-based	dct)-base	VERB
american_scientific_journal-8553	45	31	method	method	NOUN
american_scientific_journal-8553	45	32	[	[	X
american_scientific_journal-8553	45	33	21	21	NUM
american_scientific_journal-8553	45	34	,	,	PUNCT
american_scientific_journal-8553	45	35	22	22	NUM
american_scientific_journal-8553	45	36	,	,	PUNCT
american_scientific_journal-8553	45	37	23	23	NUM
american_scientific_journal-8553	45	38	,	,	PUNCT
american_scientific_journal-8553	45	39	24	24	NUM
american_scientific_journal-8553	45	40	,	,	PUNCT
american_scientific_journal-8553	45	41	25	25	NUM
american_scientific_journal-8553	45	42	,	,	PUNCT
american_scientific_journal-8553	45	43	26	26	NUM
american_scientific_journal-8553	45	44	]	]	PUNCT
american_scientific_journal-8553	45	45	.	.	PUNCT
american_scientific_journal-8553	46	1	for	for	ADP
american_scientific_journal-8553	46	2	many	many	ADJ
american_scientific_journal-8553	46	3	years	year	NOUN
american_scientific_journal-8553	46	4	and	and	CCONJ
american_scientific_journal-8553	46	5	thanks	thank	NOUN
american_scientific_journal-8553	46	6	to	to	ADP
american_scientific_journal-8553	46	7	several	several	ADJ
american_scientific_journal-8553	46	8	works	work	NOUN
american_scientific_journal-8553	46	9	emerged	emerge	VERB
american_scientific_journal-8553	46	10	later	later	ADV
american_scientific_journal-8553	46	11	,	,	PUNCT
american_scientific_journal-8553	46	12	this	this	DET
american_scientific_journal-8553	46	13	algorithm	algorithm	NOUN
american_scientific_journal-8553	46	14	have	have	AUX
american_scientific_journal-8553	46	15	proved	prove	VERB
american_scientific_journal-8553	46	16	its	its	PRON
american_scientific_journal-8553	46	17	efficiency	efficiency	NOUN
american_scientific_journal-8553	46	18	as	as	ADP
american_scientific_journal-8553	46	19	a	a	DET
american_scientific_journal-8553	46	20	powerful	powerful	ADJ
american_scientific_journal-8553	46	21	compression	compression	NOUN
american_scientific_journal-8553	46	22	tool	tool	NOUN
american_scientific_journal-8553	46	23	that	that	PRON
american_scientific_journal-8553	46	24	produce	produce	VERB
american_scientific_journal-8553	46	25	the	the	DET
american_scientific_journal-8553	46	26	best	good	ADJ
american_scientific_journal-8553	46	27	quality	quality	NOUN
american_scientific_journal-8553	46	28	or	or	CCONJ
american_scientific_journal-8553	46	29	performance	performance	NOUN
american_scientific_journal-8553	46	30	consequentially	consequentially	ADV
american_scientific_journal-8553	46	31	it	it	PRON
american_scientific_journal-8553	46	32	is	be	AUX
american_scientific_journal-8553	46	33	widely	widely	ADV
american_scientific_journal-8553	46	34	used	use	VERB
american_scientific_journal-8553	46	35	in	in	ADP
american_scientific_journal-8553	46	36	various	various	ADJ
american_scientific_journal-8553	46	37	domains	domain	NOUN
american_scientific_journal-8553	46	38	such	such	ADJ
american_scientific_journal-8553	46	39	internet	internet	NOUN
american_scientific_journal-8553	46	40	,	,	PUNCT
american_scientific_journal-8553	46	41	digital	digital	ADJ
american_scientific_journal-8553	46	42	photography	photography	NOUN
american_scientific_journal-8553	46	43	,	,	PUNCT
american_scientific_journal-8553	46	44	remote	remote	ADJ
american_scientific_journal-8553	46	45	sensing	sensing	NOUN
american_scientific_journal-8553	46	46	,	,	PUNCT
american_scientific_journal-8553	46	47	mobile	mobile	ADJ
american_scientific_journal-8553	46	48	,	,	PUNCT
american_scientific_journal-8553	46	49	medical	medical	ADJ
american_scientific_journal-8553	46	50	imagery	imagery	NOUN
american_scientific_journal-8553	46	51	,	,	PUNCT
american_scientific_journal-8553	46	52	digital	digital	ADJ
american_scientific_journal-8553	46	53	libraries	library	NOUN
american_scientific_journal-8553	46	54	/	/	SYM
american_scientific_journal-8553	46	55	archives	archive	NOUN
american_scientific_journal-8553	46	56	,	,	PUNCT
american_scientific_journal-8553	46	57	and	and	CCONJ
american_scientific_journal-8553	46	58	e	e	NOUN
american_scientific_journal-8553	46	59	-	-	NOUN
american_scientific_journal-8553	46	60	commerce	commerce	NOUN
american_scientific_journal-8553	47	1	[	[	X
american_scientific_journal-8553	47	2	27	27	NUM
american_scientific_journal-8553	47	3	,	,	PUNCT
american_scientific_journal-8553	47	4	28	28	NUM
american_scientific_journal-8553	47	5	,	,	PUNCT
american_scientific_journal-8553	47	6	29	29	NUM
american_scientific_journal-8553	47	7	,	,	PUNCT
american_scientific_journal-8553	47	8	30	30	NUM
american_scientific_journal-8553	47	9	,	,	PUNCT
american_scientific_journal-8553	47	10	31	31	NUM
american_scientific_journal-8553	47	11	]	]	PUNCT
american_scientific_journal-8553	47	12	.	.	PUNCT
american_scientific_journal-8553	48	1	the	the	DET
american_scientific_journal-8553	48	2	last	last	ADJ
american_scientific_journal-8553	48	3	years	year	NOUN
american_scientific_journal-8553	48	4	and	and	CCONJ
american_scientific_journal-8553	48	5	due	due	ADP
american_scientific_journal-8553	48	6	to	to	ADP
american_scientific_journal-8553	48	7	the	the	DET
american_scientific_journal-8553	48	8	artificial	artificial	ADJ
american_scientific_journal-8553	48	9	intelligence	intelligence	NOUN
american_scientific_journal-8553	48	10	ai	ai	VERB
american_scientific_journal-8553	48	11	advances	advance	NOUN
american_scientific_journal-8553	48	12	especially	especially	ADV
american_scientific_journal-8553	48	13	machine	machine	NOUN
american_scientific_journal-8553	48	14	learning	learn	VERB
american_scientific_journal-8553	48	15	ml	ml	NOUN
american_scientific_journal-8553	48	16	,	,	PUNCT
american_scientific_journal-8553	48	17	different	different	ADJ
american_scientific_journal-8553	48	18	image	image	NOUN
american_scientific_journal-8553	48	19	compression	compression	NOUN
american_scientific_journal-8553	48	20	techniques	technique	NOUN
american_scientific_journal-8553	48	21	combining	combine	VERB
american_scientific_journal-8553	48	22	multi	multi	ADJ
american_scientific_journal-8553	48	23	-	-	ADJ
american_scientific_journal-8553	48	24	resolution	resolution	ADJ
american_scientific_journal-8553	48	25	aspect	aspect	NOUN
american_scientific_journal-8553	48	26	of	of	ADP
american_scientific_journal-8553	48	27	wavelets	wavelet	NOUN
american_scientific_journal-8553	48	28	to	to	PART
american_scientific_journal-8553	48	29	parallel	parallel	VERB
american_scientific_journal-8553	48	30	processing	processing	NOUN
american_scientific_journal-8553	48	31	of	of	ADP
american_scientific_journal-8553	48	32	data	datum	NOUN
american_scientific_journal-8553	48	33	and	and	CCONJ
american_scientific_journal-8553	48	34	training	training	NOUN
american_scientific_journal-8553	48	35	process	process	NOUN
american_scientific_journal-8553	48	36	of	of	ADP
american_scientific_journal-8553	48	37	neuronal	neuronal	ADJ
american_scientific_journal-8553	48	38	networks	network	NOUN
american_scientific_journal-8553	48	39	emerged	emerge	VERB
american_scientific_journal-8553	48	40	and	and	CCONJ
american_scientific_journal-8553	48	41	the	the	DET
american_scientific_journal-8553	48	42	list	list	NOUN
american_scientific_journal-8553	48	43	is	be	AUX
american_scientific_journal-8553	48	44	so	so	ADV
american_scientific_journal-8553	48	45	huge	huge	ADJ
american_scientific_journal-8553	48	46	to	to	PART
american_scientific_journal-8553	48	47	be	be	AUX
american_scientific_journal-8553	48	48	listed	list	VERB
american_scientific_journal-8553	48	49	[	[	PUNCT
american_scientific_journal-8553	48	50	32	32	NUM
american_scientific_journal-8553	48	51	,	,	PUNCT
american_scientific_journal-8553	48	52	33	33	NUM
american_scientific_journal-8553	48	53	,	,	PUNCT
american_scientific_journal-8553	48	54	34	34	NUM
american_scientific_journal-8553	48	55	,	,	PUNCT
american_scientific_journal-8553	48	56	35	35	NUM
american_scientific_journal-8553	48	57	,	,	PUNCT
american_scientific_journal-8553	48	58	36	36	NUM
american_scientific_journal-8553	48	59	]	]	PUNCT
american_scientific_journal-8553	48	60	.	.	PUNCT
american_scientific_journal-8553	49	1	in	in	ADP
american_scientific_journal-8553	49	2	fact	fact	NOUN
american_scientific_journal-8553	49	3	,	,	PUNCT
american_scientific_journal-8553	49	4	neural	neural	ADJ
american_scientific_journal-8553	49	5	network	network	NOUN
american_scientific_journal-8553	49	6	implementation	implementation	NOUN
american_scientific_journal-8553	49	7	in	in	ADP
american_scientific_journal-8553	49	8	every	every	DET
american_scientific_journal-8553	49	9	stage	stage	NOUN
american_scientific_journal-8553	49	10	of	of	ADP
american_scientific_journal-8553	49	11	an	an	DET
american_scientific_journal-8553	49	12	image	image	NOUN
american_scientific_journal-8553	49	13	compression	compression	NOUN
american_scientific_journal-8553	49	14	system	system	NOUN
american_scientific_journal-8553	49	15	has	have	AUX
american_scientific_journal-8553	49	16	received	receive	VERB
american_scientific_journal-8553	49	17	an	an	DET
american_scientific_journal-8553	49	18	important	important	ADJ
american_scientific_journal-8553	49	19	attention	attention	NOUN
american_scientific_journal-8553	49	20	from	from	ADP
american_scientific_journal-8553	49	21	scientists	scientist	NOUN
american_scientific_journal-8553	49	22	and	and	CCONJ
american_scientific_journal-8553	49	23	many	many	ADJ
american_scientific_journal-8553	49	24	works	work	NOUN
american_scientific_journal-8553	49	25	have	have	AUX
american_scientific_journal-8553	49	26	been	be	AUX
american_scientific_journal-8553	49	27	developed	develop	VERB
american_scientific_journal-8553	49	28	during	during	ADP
american_scientific_journal-8553	49	29	last	last	ADJ
american_scientific_journal-8553	49	30	decade	decade	NOUN
american_scientific_journal-8553	49	31	supporting	support	VERB
american_scientific_journal-8553	49	32	combination	combination	NOUN
american_scientific_journal-8553	49	33	between	between	ADP
american_scientific_journal-8553	49	34	the	the	DET
american_scientific_journal-8553	49	35	two	two	NUM
american_scientific_journal-8553	49	36	algorithms	algorithm	NOUN
american_scientific_journal-8553	49	37	[	[	X
american_scientific_journal-8553	49	38	37	37	NUM
american_scientific_journal-8553	49	39	,	,	PUNCT
american_scientific_journal-8553	49	40	38	38	NUM
american_scientific_journal-8553	49	41	,	,	PUNCT
american_scientific_journal-8553	49	42	39	39	NUM
american_scientific_journal-8553	49	43	,	,	PUNCT
american_scientific_journal-8553	49	44	40	40	NUM
american_scientific_journal-8553	49	45	]	]	PUNCT
american_scientific_journal-8553	49	46	.	.	PUNCT
american_scientific_journal-8553	50	1	furthermore	furthermore	ADV
american_scientific_journal-8553	50	2	and	and	CCONJ
american_scientific_journal-8553	50	3	since	since	SCONJ
american_scientific_journal-8553	50	4	the	the	DET
american_scientific_journal-8553	50	5	rise	rise	NOUN
american_scientific_journal-8553	50	6	of	of	ADP
american_scientific_journal-8553	50	7	deep	deep	ADJ
american_scientific_journal-8553	50	8	learning	learning	NOUN
american_scientific_journal-8553	50	9	,	,	PUNCT
american_scientific_journal-8553	50	10	networks	network	NOUN
american_scientific_journal-8553	50	11	based	base	VERB
american_scientific_journal-8553	50	12	deep	deep	ADJ
american_scientific_journal-8553	50	13	layers	layer	NOUN
american_scientific_journal-8553	50	14	have	have	AUX
american_scientific_journal-8553	50	15	widely	widely	ADV
american_scientific_journal-8553	50	16	been	be	AUX
american_scientific_journal-8553	50	17	involved	involve	VERB
american_scientific_journal-8553	50	18	in	in	ADP
american_scientific_journal-8553	50	19	image	image	NOUN
american_scientific_journal-8553	50	20	compression	compression	NOUN
american_scientific_journal-8553	50	21	process	process	NOUN
american_scientific_journal-8553	50	22	especially	especially	ADV
american_scientific_journal-8553	50	23	unsupervised	unsupervised	ADJ
american_scientific_journal-8553	50	24	called	call	VERB
american_scientific_journal-8553	50	25	autoencoder	autoencoder	NOUN
american_scientific_journal-8553	50	26	.	.	PUNCT
american_scientific_journal-8553	51	1	in	in	ADP
american_scientific_journal-8553	51	2	the	the	DET
american_scientific_journal-8553	51	3	beginning	beginning	NOUN
american_scientific_journal-8553	51	4	,	,	PUNCT
american_scientific_journal-8553	51	5	mark	mark	PROPN
american_scientific_journal-8553	51	6	a.	a.	PROPN
american_scientific_journal-8553	51	7	kramer	kramer	PROPN
american_scientific_journal-8553	52	1	[	[	X
american_scientific_journal-8553	52	2	8	8	NUM
american_scientific_journal-8553	52	3	]	]	PUNCT
american_scientific_journal-8553	52	4	developed	develop	VERB
american_scientific_journal-8553	52	5	a	a	DET
american_scientific_journal-8553	52	6	nonlinear	nonlinear	ADJ
american_scientific_journal-8553	52	7	principal	principal	ADJ
american_scientific_journal-8553	52	8	component	component	NOUN
american_scientific_journal-8553	52	9	analysis	analysis	NOUN
american_scientific_journal-8553	52	10	technique	technique	NOUN
american_scientific_journal-8553	52	11	nlpca	nlpca	ADV
american_scientific_journal-8553	52	12	to	to	PART
american_scientific_journal-8553	52	13	identify	identify	VERB
american_scientific_journal-8553	52	14	and	and	CCONJ
american_scientific_journal-8553	52	15	remove	remove	VERB
american_scientific_journal-8553	52	16	correlations	correlation	NOUN
american_scientific_journal-8553	52	17	among	among	ADP
american_scientific_journal-8553	52	18	problem	problem	NOUN
american_scientific_journal-8553	52	19	variables	variable	NOUN
american_scientific_journal-8553	52	20	in	in	ADP
american_scientific_journal-8553	52	21	the	the	DET
american_scientific_journal-8553	52	22	purpose	purpose	NOUN
american_scientific_journal-8553	52	23	of	of	ADP
american_scientific_journal-8553	52	24	dimensionality	dimensionality	NOUN
american_scientific_journal-8553	52	25	reduction	reduction	NOUN
american_scientific_journal-8553	52	26	.	.	PUNCT
american_scientific_journal-8553	53	1	later	later	ADV
american_scientific_journal-8553	53	2	,	,	PUNCT
american_scientific_journal-8553	53	3	this	this	DET
american_scientific_journal-8553	53	4	technique	technique	NOUN
american_scientific_journal-8553	53	5	has	have	AUX
american_scientific_journal-8553	53	6	been	be	AUX
american_scientific_journal-8553	53	7	considered	consider	VERB
american_scientific_journal-8553	53	8	as	as	ADP
american_scientific_journal-8553	53	9	the	the	DET
american_scientific_journal-8553	53	10	pioneer	pioneer	NOUN
american_scientific_journal-8553	53	11	architecture	architecture	NOUN
american_scientific_journal-8553	53	12	of	of	ADP
american_scientific_journal-8553	53	13	the	the	DET
american_scientific_journal-8553	53	14	autoencoders	autoencoder	NOUN
american_scientific_journal-8553	53	15	.	.	PUNCT
american_scientific_journal-8553	54	1	thus	thus	ADV
american_scientific_journal-8553	54	2	,	,	PUNCT
american_scientific_journal-8553	54	3	began	begin	VERB
american_scientific_journal-8553	54	4	the	the	DET
american_scientific_journal-8553	54	5	ere	ere	NOUN
american_scientific_journal-8553	54	6	of	of	ADP
american_scientific_journal-8553	54	7	compressive	compressive	ADJ
american_scientific_journal-8553	54	8	autoencoder	autoencoder	NOUN
american_scientific_journal-8553	54	9	and	and	CCONJ
american_scientific_journal-8553	54	10	many	many	ADJ
american_scientific_journal-8553	54	11	works	work	NOUN
american_scientific_journal-8553	54	12	have	have	AUX
american_scientific_journal-8553	54	13	emerged	emerge	VERB
american_scientific_journal-8553	54	14	with	with	ADP
american_scientific_journal-8553	54	15	promising	promising	ADJ
american_scientific_journal-8553	54	16	results	result	NOUN
american_scientific_journal-8553	54	17	surpassing	surpass	VERB
american_scientific_journal-8553	54	18	existing	exist	VERB
american_scientific_journal-8553	54	19	lossy	lossy	ADJ
american_scientific_journal-8553	54	20	image	image	NOUN
american_scientific_journal-8553	54	21	compression	compression	NOUN
american_scientific_journal-8553	54	22	algorithms	algorithm	NOUN
american_scientific_journal-8553	54	23	[	[	X
american_scientific_journal-8553	54	24	41	41	NUM
american_scientific_journal-8553	54	25	,	,	PUNCT
american_scientific_journal-8553	54	26	42	42	NUM
american_scientific_journal-8553	54	27	,	,	PUNCT
american_scientific_journal-8553	54	28	43	43	NUM
american_scientific_journal-8553	54	29	,	,	PUNCT
american_scientific_journal-8553	54	30	44	44	NUM
american_scientific_journal-8553	54	31	,	,	PUNCT
american_scientific_journal-8553	54	32	45	45	NUM
american_scientific_journal-8553	54	33	,	,	PUNCT
american_scientific_journal-8553	54	34	46	46	NUM
american_scientific_journal-8553	54	35	,	,	PUNCT
american_scientific_journal-8553	54	36	47	47	NUM
american_scientific_journal-8553	54	37	]	]	PUNCT
american_scientific_journal-8553	54	38	.	.	PUNCT
american_scientific_journal-8553	55	1	in	in	ADP
american_scientific_journal-8553	55	2	the	the	DET
american_scientific_journal-8553	55	3	field	field	NOUN
american_scientific_journal-8553	55	4	of	of	ADP
american_scientific_journal-8553	55	5	image	image	NOUN
american_scientific_journal-8553	55	6	compression	compression	NOUN
american_scientific_journal-8553	55	7	based	base	VERB
american_scientific_journal-8553	55	8	wavelet	wavelet	NOUN
american_scientific_journal-8553	55	9	transform	transform	NOUN
american_scientific_journal-8553	55	10	and	and	CCONJ
american_scientific_journal-8553	55	11	autoencoder	autoencoder	NOUN
american_scientific_journal-8553	55	12	algorithms	algorithm	NOUN
american_scientific_journal-8553	55	13	,	,	PUNCT
american_scientific_journal-8553	55	14	y.	y.	PROPN
american_scientific_journal-8553	55	15	chuxi	chuxi	PROPN
american_scientific_journal-8553	55	16	and	and	CCONJ
american_scientific_journal-8553	55	17	colleagues	colleague	NOUN
american_scientific_journal-8553	55	18	[	[	X
american_scientific_journal-8553	55	19	48	48	NUM
american_scientific_journal-8553	55	20	]	]	PUNCT
american_scientific_journal-8553	55	21	proposed	propose	VERB
american_scientific_journal-8553	55	22	a	a	DET
american_scientific_journal-8553	55	23	deep	deep	ADJ
american_scientific_journal-8553	55	24	image	image	NOUN
american_scientific_journal-8553	55	25	compression	compression	NOUN
american_scientific_journal-8553	55	26	approach	approach	NOUN
american_scientific_journal-8553	55	27	in	in	ADP
american_scientific_journal-8553	55	28	wavelet	wavelet	NOUN
american_scientific_journal-8553	55	29	transform	transform	NOUN
american_scientific_journal-8553	55	30	domain	domain	NOUN
american_scientific_journal-8553	55	31	based	base	VERB
american_scientific_journal-8553	55	32	on	on	ADP
american_scientific_journal-8553	55	33	high	high	ADJ
american_scientific_journal-8553	55	34	frequency	frequency	NOUN
american_scientific_journal-8553	55	35	sub	sub	ADJ
american_scientific_journal-8553	55	36	-	-	ADJ
american_scientific_journal-8553	55	37	band	band	ADJ
american_scientific_journal-8553	55	38	prediction	prediction	NOUN
american_scientific_journal-8553	55	39	by	by	ADP
american_scientific_journal-8553	55	40	low	low	ADJ
american_scientific_journal-8553	55	41	-	-	PUNCT
american_scientific_journal-8553	55	42	frequency	frequency	NOUN
american_scientific_journal-8553	55	43	sub	sub	NOUN
american_scientific_journal-8553	55	44	-	-	NOUN
american_scientific_journal-8553	55	45	band	band	NOUN
american_scientific_journal-8553	55	46	.	.	PUNCT
american_scientific_journal-8553	56	1	in	in	ADP
american_scientific_journal-8553	56	2	the	the	DET
american_scientific_journal-8553	56	3	same	same	ADJ
american_scientific_journal-8553	56	4	time	time	NOUN
american_scientific_journal-8553	56	5	,	,	PUNCT
american_scientific_journal-8553	56	6	all	all	PRON
american_scientific_journal-8553	56	7	sub	sub	ADJ
american_scientific_journal-8553	56	8	-	-	ADJ
american_scientific_journal-8553	56	9	bands	band	NOUN
american_scientific_journal-8553	56	10	feed	feed	VERB
american_scientific_journal-8553	56	11	different	different	ADJ
american_scientific_journal-8553	56	12	autoencoders	autoencoder	NOUN
american_scientific_journal-8553	56	13	which	which	PRON
american_scientific_journal-8553	56	14	encode	encode	VERB
american_scientific_journal-8553	56	15	them	they	PRON
american_scientific_journal-8553	56	16	with	with	ADP
american_scientific_journal-8553	56	17	a	a	DET
american_scientific_journal-8553	56	18	conditional	conditional	ADJ
american_scientific_journal-8553	56	19	probability	probability	NOUN
american_scientific_journal-8553	56	20	model	model	NOUN
american_scientific_journal-8553	56	21	for	for	ADP
american_scientific_journal-8553	56	22	entropy	entropy	NOUN
american_scientific_journal-8553	56	23	coding	code	VERB
american_scientific_journal-8553	56	24	moreover	moreover	ADV
american_scientific_journal-8553	56	25	,	,	PUNCT
american_scientific_journal-8553	56	26	the	the	DET
american_scientific_journal-8553	56	27	entire	entire	ADJ
american_scientific_journal-8553	56	28	training	training	NOUN
american_scientific_journal-8553	56	29	process	process	NOUN
american_scientific_journal-8553	56	30	is	be	AUX
american_scientific_journal-8553	56	31	unsupervised	unsupervised	ADJ
american_scientific_journal-8553	56	32	,	,	PUNCT
american_scientific_journal-8553	56	33	and	and	CCONJ
american_scientific_journal-8553	56	34	the	the	DET
american_scientific_journal-8553	56	35	auto	auto	NOUN
american_scientific_journal-8553	56	36	-	-	PUNCT
american_scientific_journal-8553	56	37	encoders	encoder	NOUN
american_scientific_journal-8553	56	38	and	and	CCONJ
american_scientific_journal-8553	56	39	the	the	DET
american_scientific_journal-8553	56	40	conditional	conditional	ADJ
american_scientific_journal-8553	56	41	probability	probability	NOUN
american_scientific_journal-8553	56	42	model	model	NOUN
american_scientific_journal-8553	56	43	are	be	AUX
american_scientific_journal-8553	56	44	trained	train	VERB
american_scientific_journal-8553	56	45	jointly	jointly	ADV
american_scientific_journal-8553	56	46	.	.	PUNCT
american_scientific_journal-8553	57	1	the	the	DET
american_scientific_journal-8553	57	2	propose	propose	ADJ
american_scientific_journal-8553	57	3	model	model	NOUN
american_scientific_journal-8553	57	4	outputs	output	NOUN
american_scientific_journal-8553	57	5	results	result	VERB
american_scientific_journal-8553	57	6	that	that	SCONJ
american_scientific_journal-8553	57	7	outperform	outperform	VERB
american_scientific_journal-8553	57	8	jpeg	jpeg	NOUN
american_scientific_journal-8553	57	9	,	,	PUNCT
american_scientific_journal-8553	57	10	jpeg2000	jpeg2000	PROPN
american_scientific_journal-8553	57	11	,	,	PUNCT
american_scientific_journal-8553	57	12	bpg	bpg	PROPN
american_scientific_journal-8553	57	13	,	,	PUNCT
american_scientific_journal-8553	57	14	and	and	CCONJ
american_scientific_journal-8553	57	15	some	some	DET
american_scientific_journal-8553	57	16	mainstream	mainstream	ADJ
american_scientific_journal-8553	57	17	neural	neural	ADJ
american_scientific_journal-8553	57	18	american	american	ADJ
american_scientific_journal-8553	57	19	academic	academic	PROPN
american_scientific_journal-8553	57	20	scientific	scientific	ADJ
american_scientific_journal-8553	57	21	research	research	NOUN
american_scientific_journal-8553	57	22	journal	journal	NOUN
american_scientific_journal-8553	57	23	for	for	ADP
american_scientific_journal-8553	57	24	engineering	engineering	NOUN
american_scientific_journal-8553	57	25	,	,	PUNCT
american_scientific_journal-8553	57	26	technology	technology	NOUN
american_scientific_journal-8553	57	27	,	,	PUNCT
american_scientific_journal-8553	57	28	and	and	CCONJ
american_scientific_journal-8553	57	29	sciences(asrjets	sciences(asrjet	NOUN
american_scientific_journal-8553	57	30	)	)	PUNCT
american_scientific_journal-8553	57	31	(	(	PUNCT
american_scientific_journal-8553	57	32	2023)volume	2023)volume	NUM
american_scientific_journal-8553	57	33	91	91	NUM
american_scientific_journal-8553	57	34	,	,	PUNCT
american_scientific_journal-8553	57	35	no	no	DET
american_scientific_journal-8553	57	36	1	1	NUM
american_scientific_journal-8553	57	37	,	,	PUNCT
american_scientific_journal-8553	57	38	pp	pp	ADV
american_scientific_journal-8553	57	39	87	87	NUM
american_scientific_journal-8553	57	40	-	-	SYM
american_scientific_journal-8553	57	41	104	104	NUM
american_scientific_journal-8553	57	42	90	90	NUM
american_scientific_journal-8553	57	43	network	network	NOUN
american_scientific_journal-8553	57	44	-	-	PUNCT
american_scientific_journal-8553	57	45	based	base	VERB
american_scientific_journal-8553	57	46	image	image	NOUN
american_scientific_journal-8553	57	47	compression	compression	NOUN
american_scientific_journal-8553	57	48	.	.	PUNCT
american_scientific_journal-8553	58	1	h.	h.	PROPN
american_scientific_journal-8553	58	2	ma	ma	PROPN
american_scientific_journal-8553	58	3	and	and	CCONJ
american_scientific_journal-8553	58	4	colleagues	colleague	NOUN
american_scientific_journal-8553	59	1	[	[	X
american_scientific_journal-8553	59	2	49	49	NUM
american_scientific_journal-8553	59	3	]	]	PUNCT
american_scientific_journal-8553	59	4	proposed	propose	VERB
american_scientific_journal-8553	59	5	iwave++	iwave++	ADP
american_scientific_journal-8553	59	6	a	a	DET
american_scientific_journal-8553	59	7	versatile	versatile	ADJ
american_scientific_journal-8553	59	8	end	end	NOUN
american_scientific_journal-8553	59	9	-	-	PUNCT
american_scientific_journal-8553	59	10	to	to	ADP
american_scientific_journal-8553	59	11	-	-	PUNCT
american_scientific_journal-8553	59	12	end	end	NOUN
american_scientific_journal-8553	59	13	optimized	optimize	VERB
american_scientific_journal-8553	59	14	image	image	NOUN
american_scientific_journal-8553	59	15	compression	compression	NOUN
american_scientific_journal-8553	59	16	scheme	scheme	NOUN
american_scientific_journal-8553	59	17	based	base	VERB
american_scientific_journal-8553	59	18	on	on	ADP
american_scientific_journal-8553	59	19	wavelet	wavelet	NOUN
american_scientific_journal-8553	59	20	transform	transform	NOUN
american_scientific_journal-8553	59	21	in	in	ADP
american_scientific_journal-8553	59	22	which	which	PRON
american_scientific_journal-8553	59	23	a	a	DET
american_scientific_journal-8553	59	24	trained	train	VERB
american_scientific_journal-8553	59	25	autoencoder	autoencoder	NOUN
american_scientific_journal-8553	59	26	converts	convert	VERB
american_scientific_journal-8553	59	27	images	image	NOUN
american_scientific_journal-8553	59	28	into	into	ADP
american_scientific_journal-8553	59	29	coefficients	coefficient	NOUN
american_scientific_journal-8553	59	30	without	without	ADP
american_scientific_journal-8553	59	31	any	any	DET
american_scientific_journal-8553	59	32	information	information	NOUN
american_scientific_journal-8553	59	33	loss	loss	NOUN
american_scientific_journal-8553	59	34	after	after	ADV
american_scientific_journal-8553	59	35	,	,	PUNCT
american_scientific_journal-8553	59	36	the	the	DET
american_scientific_journal-8553	59	37	coefficients	coefficient	NOUN
american_scientific_journal-8553	59	38	are	be	AUX
american_scientific_journal-8553	59	39	optionally	optionally	ADV
american_scientific_journal-8553	59	40	quantized	quantize	VERB
american_scientific_journal-8553	59	41	and	and	CCONJ
american_scientific_journal-8553	59	42	encoded	encode	VERB
american_scientific_journal-8553	59	43	into	into	ADP
american_scientific_journal-8553	59	44	bits	bit	NOUN
american_scientific_journal-8553	59	45	.	.	PUNCT
american_scientific_journal-8553	60	1	their	their	PRON
american_scientific_journal-8553	60	2	experimental	experimental	ADJ
american_scientific_journal-8553	60	3	results	result	NOUN
american_scientific_journal-8553	60	4	obtained	obtain	VERB
american_scientific_journal-8553	60	5	using	use	VERB
american_scientific_journal-8553	60	6	the	the	DET
american_scientific_journal-8553	60	7	kodak	kodak	PROPN
american_scientific_journal-8553	60	8	dataset	dataset	NOUN
american_scientific_journal-8553	60	9	demonstrate	demonstrate	NOUN
american_scientific_journal-8553	60	10	that	that	SCONJ
american_scientific_journal-8553	60	11	lossy	lossy	NOUN
american_scientific_journal-8553	60	12	iwave++	iwave++	NOUN
american_scientific_journal-8553	60	13	leads	lead	VERB
american_scientific_journal-8553	60	14	to	to	ADP
american_scientific_journal-8553	60	15	17.34	17.34	NUM
american_scientific_journal-8553	60	16	percent	percent	NOUN
american_scientific_journal-8553	60	17	bits	bit	NOUN
american_scientific_journal-8553	60	18	saving	save	VERB
american_scientific_journal-8553	60	19	over	over	ADP
american_scientific_journal-8553	60	20	bpg	bpg	PROPN
american_scientific_journal-8553	60	21	and	and	CCONJ
american_scientific_journal-8553	60	22	lossless	lossless	PROPN
american_scientific_journal-8553	60	23	iwave++	iwave++	PROPN
american_scientific_journal-8553	60	24	achieves	achieve	VERB
american_scientific_journal-8553	60	25	comparable	comparable	ADJ
american_scientific_journal-8553	60	26	or	or	CCONJ
american_scientific_journal-8553	60	27	better	well	ADJ
american_scientific_journal-8553	60	28	performance	performance	NOUN
american_scientific_journal-8553	60	29	than	than	ADP
american_scientific_journal-8553	60	30	flif	flif	ADJ
american_scientific_journal-8553	60	31	.	.	PUNCT
american_scientific_journal-8553	61	1	t.	t.	PROPN
american_scientific_journal-8553	61	2	williams	williams	PROPN
american_scientific_journal-8553	61	3	and	and	CCONJ
american_scientific_journal-8553	61	4	colleagues	colleague	NOUN
american_scientific_journal-8553	62	1	[	[	X
american_scientific_journal-8553	62	2	50	50	NUM
american_scientific_journal-8553	62	3	]	]	PUNCT
american_scientific_journal-8553	62	4	developed	develop	VERB
american_scientific_journal-8553	62	5	a	a	DET
american_scientific_journal-8553	62	6	scheme	scheme	NOUN
american_scientific_journal-8553	62	7	for	for	ADP
american_scientific_journal-8553	62	8	image	image	NOUN
american_scientific_journal-8553	62	9	classification	classification	NOUN
american_scientific_journal-8553	62	10	that	that	PRON
american_scientific_journal-8553	62	11	converted	convert	VERB
american_scientific_journal-8553	62	12	data	datum	NOUN
american_scientific_journal-8553	62	13	to	to	ADP
american_scientific_journal-8553	62	14	the	the	DET
american_scientific_journal-8553	62	15	wavelet	wavelet	NOUN
american_scientific_journal-8553	62	16	domain	domain	NOUN
american_scientific_journal-8553	62	17	,	,	PUNCT
american_scientific_journal-8553	62	18	consequently	consequently	ADV
american_scientific_journal-8553	62	19	important	important	ADJ
american_scientific_journal-8553	62	20	features	feature	NOUN
american_scientific_journal-8553	62	21	learning	learn	VERB
american_scientific_journal-8553	62	22	occurred	occur	VERB
american_scientific_journal-8553	62	23	over	over	ADP
american_scientific_journal-8553	62	24	differing	differ	VERB
american_scientific_journal-8553	62	25	low	low	ADJ
american_scientific_journal-8553	62	26	to	to	ADP
american_scientific_journal-8553	62	27	high	high	ADJ
american_scientific_journal-8553	62	28	frequencies	frequency	NOUN
american_scientific_journal-8553	62	29	and	and	CCONJ
american_scientific_journal-8553	62	30	by	by	ADP
american_scientific_journal-8553	62	31	processing	process	VERB
american_scientific_journal-8553	62	32	the	the	DET
american_scientific_journal-8553	62	33	fused	fuse	VERB
american_scientific_journal-8553	62	34	features	feature	NOUN
american_scientific_journal-8553	62	35	mapping	mapping	NOUN
american_scientific_journal-8553	62	36	led	lead	VERB
american_scientific_journal-8553	62	37	to	to	PART
american_scientific_journal-8553	62	38	advance	advance	VERB
american_scientific_journal-8553	62	39	in	in	ADP
american_scientific_journal-8553	62	40	the	the	DET
american_scientific_journal-8553	62	41	detection	detection	NOUN
american_scientific_journal-8553	62	42	and	and	CCONJ
american_scientific_journal-8553	62	43	classification	classification	NOUN
american_scientific_journal-8553	62	44	accuracy	accuracy	NOUN
american_scientific_journal-8553	62	45	.	.	PUNCT
american_scientific_journal-8553	63	1	in	in	ADP
american_scientific_journal-8553	63	2	spite	spite	NOUN
american_scientific_journal-8553	63	3	of	of	ADP
american_scientific_journal-8553	63	4	their	their	PRON
american_scientific_journal-8553	63	5	proposed	propose	VERB
american_scientific_journal-8553	63	6	methods	method	NOUN
american_scientific_journal-8553	63	7	having	have	VERB
american_scientific_journal-8553	63	8	limitations	limitation	NOUN
american_scientific_journal-8553	63	9	in	in	ADP
american_scientific_journal-8553	63	10	their	their	PRON
american_scientific_journal-8553	63	11	present	present	ADJ
american_scientific_journal-8553	63	12	structure	structure	NOUN
american_scientific_journal-8553	63	13	,	,	PUNCT
american_scientific_journal-8553	63	14	shown	show	VERB
american_scientific_journal-8553	63	15	results	result	NOUN
american_scientific_journal-8553	63	16	demonstrate	demonstrate	VERB
american_scientific_journal-8553	63	17	that	that	SCONJ
american_scientific_journal-8553	63	18	their	their	PRON
american_scientific_journal-8553	63	19	wavelet	wavelet	NOUN
american_scientific_journal-8553	63	20	-	-	PUNCT
american_scientific_journal-8553	63	21	based	base	VERB
american_scientific_journal-8553	63	22	ensemble	ensemble	ADJ
american_scientific_journal-8553	63	23	network	network	NOUN
american_scientific_journal-8553	63	24	would	would	AUX
american_scientific_journal-8553	63	25	perform	perform	VERB
american_scientific_journal-8553	63	26	at	at	ADP
american_scientific_journal-8553	63	27	a	a	DET
american_scientific_journal-8553	63	28	greater	great	ADJ
american_scientific_journal-8553	63	29	accuracy	accuracy	NOUN
american_scientific_journal-8553	63	30	and	and	CCONJ
american_scientific_journal-8553	63	31	comparable	comparable	ADJ
american_scientific_journal-8553	63	32	to	to	ADP
american_scientific_journal-8553	63	33	greater	great	ADJ
american_scientific_journal-8553	63	34	computational	computational	ADJ
american_scientific_journal-8553	63	35	cost	cost	NOUN
american_scientific_journal-8553	63	36	than	than	ADP
american_scientific_journal-8553	63	37	traditional	traditional	ADJ
american_scientific_journal-8553	63	38	deep	deep	ADJ
american_scientific_journal-8553	63	39	neural	neural	ADJ
american_scientific_journal-8553	63	40	network	network	NOUN
american_scientific_journal-8553	63	41	methods	method	NOUN
american_scientific_journal-8553	63	42	.	.	PUNCT
american_scientific_journal-8553	64	1	a.	a.	PROPN
american_scientific_journal-8553	64	2	paul	paul	PROPN
american_scientific_journal-8553	64	3	and	and	CCONJ
american_scientific_journal-8553	64	4	colleagues	colleague	NOUN
american_scientific_journal-8553	65	1	[	[	X
american_scientific_journal-8553	65	2	51	51	NUM
american_scientific_journal-8553	65	3	]	]	PUNCT
american_scientific_journal-8553	65	4	proposed	propose	VERB
american_scientific_journal-8553	65	5	a	a	DET
american_scientific_journal-8553	65	6	denoising	denoising	NOUN
american_scientific_journal-8553	65	7	method	method	NOUN
american_scientific_journal-8553	65	8	composed	compose	VERB
american_scientific_journal-8553	65	9	by	by	ADP
american_scientific_journal-8553	65	10	dual	dual	ADJ
american_scientific_journal-8553	65	11	branch	branch	NOUN
american_scientific_journal-8553	65	12	deep	deep	ADJ
american_scientific_journal-8553	65	13	neural	neural	ADJ
american_scientific_journal-8553	65	14	network	network	NOUN
american_scientific_journal-8553	65	15	based	base	VERB
american_scientific_journal-8553	65	16	architecture	architecture	NOUN
american_scientific_journal-8553	65	17	working	work	VERB
american_scientific_journal-8553	65	18	on	on	ADP
american_scientific_journal-8553	65	19	wavelet	wavelet	NOUN
american_scientific_journal-8553	65	20	-	-	PUNCT
american_scientific_journal-8553	65	21	transformed	transform	VERB
american_scientific_journal-8553	65	22	bands	band	NOUN
american_scientific_journal-8553	65	23	to	to	PART
american_scientific_journal-8553	65	24	remove	remove	VERB
american_scientific_journal-8553	65	25	multiple	multiple	ADV
american_scientific_journal-8553	65	26	frequently	frequently	ADV
american_scientific_journal-8553	65	27	encountered	encounter	VERB
american_scientific_journal-8553	65	28	noise	noise	NOUN
american_scientific_journal-8553	65	29	patterns	pattern	NOUN
american_scientific_journal-8553	65	30	from	from	ADP
american_scientific_journal-8553	65	31	hyperspectral	hyperspectral	ADJ
american_scientific_journal-8553	65	32	images	image	NOUN
american_scientific_journal-8553	65	33	.	.	PUNCT
american_scientific_journal-8553	66	1	experimental	experimental	ADJ
american_scientific_journal-8553	66	2	results	result	NOUN
american_scientific_journal-8553	66	3	demonstrate	demonstrate	VERB
american_scientific_journal-8553	66	4	the	the	DET
american_scientific_journal-8553	66	5	superior	superior	ADJ
american_scientific_journal-8553	66	6	performance	performance	NOUN
american_scientific_journal-8553	66	7	of	of	ADP
american_scientific_journal-8553	66	8	the	the	DET
american_scientific_journal-8553	66	9	proposed	propose	VERB
american_scientific_journal-8553	66	10	network	network	NOUN
american_scientific_journal-8553	66	11	compared	compare	VERB
american_scientific_journal-8553	66	12	to	to	ADP
american_scientific_journal-8553	66	13	other	other	ADJ
american_scientific_journal-8553	66	14	state	state	NOUN
american_scientific_journal-8553	66	15	-	-	PUNCT
american_scientific_journal-8553	66	16	of	of	ADP
american_scientific_journal-8553	66	17	-	-	PUNCT
american_scientific_journal-8553	66	18	the	the	DET
american_scientific_journal-8553	66	19	-	-	PUNCT
american_scientific_journal-8553	66	20	art	art	NOUN
american_scientific_journal-8553	66	21	denoising	denoising	NOUN
american_scientific_journal-8553	66	22	methods	method	NOUN
american_scientific_journal-8553	66	23	with	with	ADP
american_scientific_journal-8553	66	24	psnr	psnr	NOUN
american_scientific_journal-8553	66	25	36.74	36.74	NUM
american_scientific_journal-8553	66	26	,	,	PUNCT
american_scientific_journal-8553	66	27	ssim	ssim	NOUN
american_scientific_journal-8553	66	28	0.97	0.97	NUM
american_scientific_journal-8553	66	29	and	and	CCONJ
american_scientific_journal-8553	66	30	overall	overall	ADJ
american_scientific_journal-8553	66	31	accuracy	accuracy	NOUN
american_scientific_journal-8553	66	32	94.03	94.03	NUM
american_scientific_journal-8553	66	33	 	 	SPACE
american_scientific_journal-8553	66	34	%	%	NOUN
american_scientific_journal-8553	66	35	.	.	PUNCT
american_scientific_journal-8553	67	1	q.	q.	PROPN
american_scientific_journal-8553	67	2	feng	feng	PROPN
american_scientific_journal-8553	67	3	and	and	CCONJ
american_scientific_journal-8553	67	4	colleagues	colleague	NOUN
american_scientific_journal-8553	68	1	[	[	X
american_scientific_journal-8553	68	2	52	52	NUM
american_scientific_journal-8553	68	3	]	]	PUNCT
american_scientific_journal-8553	68	4	developed	develop	VERB
american_scientific_journal-8553	68	5	a	a	DET
american_scientific_journal-8553	68	6	model	model	NOUN
american_scientific_journal-8553	68	7	based	base	VERB
american_scientific_journal-8553	68	8	on	on	ADP
american_scientific_journal-8553	68	9	haar	haar	PROPN
american_scientific_journal-8553	68	10	wavelet	wavelet	NOUN
american_scientific_journal-8553	68	11	transformation	transformation	NOUN
american_scientific_journal-8553	68	12	that	that	PRON
american_scientific_journal-8553	68	13	used	use	VERB
american_scientific_journal-8553	68	14	as	as	ADP
american_scientific_journal-8553	68	15	feature	feature	NOUN
american_scientific_journal-8553	68	16	extraction	extraction	NOUN
american_scientific_journal-8553	68	17	for	for	ADP
american_scientific_journal-8553	68	18	data	data	NOUN
american_scientific_journal-8553	68	19	compression	compression	NOUN
american_scientific_journal-8553	68	20	and	and	CCONJ
american_scientific_journal-8553	68	21	a	a	DET
american_scientific_journal-8553	68	22	pseudoinverse	pseudoinverse	NOUN
american_scientific_journal-8553	68	23	learning	learn	VERB
american_scientific_journal-8553	68	24	algorithm	algorithm	NOUN
american_scientific_journal-8553	68	25	based	base	VERB
american_scientific_journal-8553	68	26	autoencoders	autoencoder	NOUN
american_scientific_journal-8553	68	27	to	to	PART
american_scientific_journal-8553	68	28	identify	identify	VERB
american_scientific_journal-8553	68	29	and	and	CCONJ
american_scientific_journal-8553	68	30	recognize	recognize	VERB
american_scientific_journal-8553	68	31	images	image	NOUN
american_scientific_journal-8553	68	32	.	.	PUNCT
american_scientific_journal-8553	69	1	experimental	experimental	ADJ
american_scientific_journal-8553	69	2	results	result	NOUN
american_scientific_journal-8553	69	3	show	show	VERB
american_scientific_journal-8553	69	4	that	that	SCONJ
american_scientific_journal-8553	69	5	the	the	DET
american_scientific_journal-8553	69	6	proposed	propose	VERB
american_scientific_journal-8553	69	7	model	model	NOUN
american_scientific_journal-8553	69	8	,	,	PUNCT
american_scientific_journal-8553	69	9	compared	compare	VERB
american_scientific_journal-8553	69	10	with	with	ADP
american_scientific_journal-8553	69	11	filters	filter	NOUN
american_scientific_journal-8553	69	12	,	,	PUNCT
american_scientific_journal-8553	69	13	cnn	cnn	PROPN
american_scientific_journal-8553	69	14	,	,	PUNCT
american_scientific_journal-8553	69	15	and	and	CCONJ
american_scientific_journal-8553	69	16	pseudoinverse	pseudoinverse	NOUN
american_scientific_journal-8553	69	17	learning	learn	VERB
american_scientific_journal-8553	69	18	autoencoders	autoencoder	NOUN
american_scientific_journal-8553	69	19	,	,	PUNCT
american_scientific_journal-8553	69	20	takes	take	VERB
american_scientific_journal-8553	69	21	less	less	ADJ
american_scientific_journal-8553	69	22	training	training	NOUN
american_scientific_journal-8553	69	23	time	time	NOUN
american_scientific_journal-8553	69	24	,	,	PUNCT
american_scientific_journal-8553	69	25	at	at	ADP
american_scientific_journal-8553	69	26	the	the	DET
american_scientific_journal-8553	69	27	same	same	ADJ
american_scientific_journal-8553	69	28	time	time	NOUN
american_scientific_journal-8553	69	29	it	it	PRON
american_scientific_journal-8553	69	30	acquires	acquire	VERB
american_scientific_journal-8553	69	31	comparative	comparative	ADJ
american_scientific_journal-8553	69	32	recognition	recognition	NOUN
american_scientific_journal-8553	69	33	accuracy	accuracy	NOUN
american_scientific_journal-8553	69	34	.	.	PUNCT
american_scientific_journal-8553	70	1	q.	q.	PROPN
american_scientific_journal-8553	70	2	zho	zho	PROPN
american_scientific_journal-8553	70	3	and	and	CCONJ
american_scientific_journal-8553	70	4	colleagues	colleague	NOUN
american_scientific_journal-8553	71	1	[	[	X
american_scientific_journal-8553	71	2	53	53	NUM
american_scientific_journal-8553	71	3	]	]	PUNCT
american_scientific_journal-8553	71	4	proposed	propose	VERB
american_scientific_journal-8553	71	5	a	a	DET
american_scientific_journal-8553	71	6	wavelet	wavelet	NOUN
american_scientific_journal-8553	71	7	loss	loss	NOUN
american_scientific_journal-8553	71	8	function	function	NOUN
american_scientific_journal-8553	71	9	to	to	PART
american_scientific_journal-8553	71	10	better	well	ADV
american_scientific_journal-8553	71	11	generate	generate	VERB
american_scientific_journal-8553	71	12	and	and	CCONJ
american_scientific_journal-8553	71	13	reconstruct	reconstruct	VERB
american_scientific_journal-8553	71	14	images	image	NOUN
american_scientific_journal-8553	71	15	.	.	PUNCT
american_scientific_journal-8553	72	1	in	in	ADP
american_scientific_journal-8553	72	2	fact	fact	NOUN
american_scientific_journal-8553	72	3	,	,	PUNCT
american_scientific_journal-8553	72	4	wavelet	wavelet	NOUN
american_scientific_journal-8553	72	5	transform	transform	NOUN
american_scientific_journal-8553	72	6	is	be	AUX
american_scientific_journal-8553	72	7	applied	apply	VERB
american_scientific_journal-8553	72	8	to	to	ADP
american_scientific_journal-8553	72	9	the	the	DET
american_scientific_journal-8553	72	10	reconstructed	reconstructed	ADJ
american_scientific_journal-8553	72	11	image	image	NOUN
american_scientific_journal-8553	72	12	loss	loss	NOUN
american_scientific_journal-8553	72	13	function	function	NOUN
american_scientific_journal-8553	72	14	of	of	ADP
american_scientific_journal-8553	72	15	the	the	DET
american_scientific_journal-8553	72	16	auto	auto	NOUN
american_scientific_journal-8553	72	17	-	-	PUNCT
american_scientific_journal-8553	72	18	encoder	encoder	NOUN
american_scientific_journal-8553	72	19	,	,	PUNCT
american_scientific_journal-8553	72	20	and	and	CCONJ
american_scientific_journal-8553	72	21	the	the	DET
american_scientific_journal-8553	72	22	frequency	frequency	NOUN
american_scientific_journal-8553	72	23	characteristics	characteristic	NOUN
american_scientific_journal-8553	72	24	of	of	ADP
american_scientific_journal-8553	72	25	the	the	DET
american_scientific_journal-8553	72	26	decomposed	decompose	VERB
american_scientific_journal-8553	72	27	image	image	NOUN
american_scientific_journal-8553	72	28	are	be	AUX
american_scientific_journal-8553	72	29	used	use	VERB
american_scientific_journal-8553	72	30	to	to	PART
american_scientific_journal-8553	72	31	constrain	constrain	VERB
american_scientific_journal-8553	72	32	it	it	PRON
american_scientific_journal-8553	72	33	.	.	PUNCT
american_scientific_journal-8553	73	1	the	the	DET
american_scientific_journal-8553	73	2	authors	author	NOUN
american_scientific_journal-8553	73	3	conducted	conduct	VERB
american_scientific_journal-8553	73	4	their	their	PRON
american_scientific_journal-8553	73	5	comparative	comparative	ADJ
american_scientific_journal-8553	73	6	experiments	experiment	NOUN
american_scientific_journal-8553	73	7	on	on	ADP
american_scientific_journal-8553	73	8	two	two	NUM
american_scientific_journal-8553	73	9	largersize	largersize	VERB
american_scientific_journal-8553	73	10	image	image	NOUN
american_scientific_journal-8553	73	11	datasets	dataset	NOUN
american_scientific_journal-8553	73	12	(	(	PUNCT
american_scientific_journal-8553	73	13	facesrub	facesrub	NOUN
american_scientific_journal-8553	73	14	,	,	PUNCT
american_scientific_journal-8553	73	15	coil20	coil20	NOUN
american_scientific_journal-8553	73	16	)	)	PUNCT
american_scientific_journal-8553	73	17	and	and	CCONJ
american_scientific_journal-8553	73	18	a	a	DET
american_scientific_journal-8553	73	19	small	small	ADJ
american_scientific_journal-8553	73	20	-	-	PUNCT
american_scientific_journal-8553	73	21	size	size	NOUN
american_scientific_journal-8553	73	22	image	image	NOUN
american_scientific_journal-8553	73	23	dataset	dataset	NOUN
american_scientific_journal-8553	73	24	(	(	PUNCT
american_scientific_journal-8553	73	25	fashion_mnist	fashion_mnist	NOUN
american_scientific_journal-8553	73	26	)	)	PUNCT
american_scientific_journal-8553	73	27	,	,	PUNCT
american_scientific_journal-8553	73	28	and	and	CCONJ
american_scientific_journal-8553	73	29	proved	prove	VERB
american_scientific_journal-8553	73	30	the	the	DET
american_scientific_journal-8553	73	31	effectiveness	effectiveness	NOUN
american_scientific_journal-8553	73	32	of	of	ADP
american_scientific_journal-8553	73	33	the	the	DET
american_scientific_journal-8553	73	34	wavelet	wavelet	NOUN
american_scientific_journal-8553	73	35	loss	loss	NOUN
american_scientific_journal-8553	73	36	function	function	NOUN
american_scientific_journal-8553	73	37	.	.	PUNCT
american_scientific_journal-8553	74	1	at	at	ADP
american_scientific_journal-8553	74	2	the	the	DET
american_scientific_journal-8553	74	3	same	same	ADJ
american_scientific_journal-8553	74	4	time	time	NOUN
american_scientific_journal-8553	74	5	,	,	PUNCT
american_scientific_journal-8553	74	6	they	they	PRON
american_scientific_journal-8553	74	7	proposed	propose	VERB
american_scientific_journal-8553	74	8	a	a	DET
american_scientific_journal-8553	74	9	new	new	ADJ
american_scientific_journal-8553	74	10	image	image	NOUN
american_scientific_journal-8553	74	11	quality	quality	NOUN
american_scientific_journal-8553	74	12	index	index	NOUN
american_scientific_journal-8553	74	13	called	call	VERB
american_scientific_journal-8553	74	14	wavelet	wavelet	NOUN
american_scientific_journal-8553	74	15	high	high	ADJ
american_scientific_journal-8553	74	16	-	-	PUNCT
american_scientific_journal-8553	74	17	frequency	frequency	NOUN
american_scientific_journal-8553	74	18	signal	signal	NOUN
american_scientific_journal-8553	74	19	-	-	PUNCT
american_scientific_journal-8553	74	20	to	to	ADP
american_scientific_journal-8553	74	21	-	-	PUNCT
american_scientific_journal-8553	74	22	noise	noise	NOUN
american_scientific_journal-8553	74	23	ratio	ratio	NOUN
american_scientific_journal-8553	74	24	(	(	PUNCT
american_scientific_journal-8553	74	25	whf	whf	PROPN
american_scientific_journal-8553	74	26	-	-	PUNCT
american_scientific_journal-8553	74	27	snr	snr	NOUN
american_scientific_journal-8553	74	28	)	)	PUNCT
american_scientific_journal-8553	74	29	,	,	PUNCT
american_scientific_journal-8553	74	30	which	which	PRON
american_scientific_journal-8553	74	31	can	can	AUX
american_scientific_journal-8553	74	32	better	well	ADV
american_scientific_journal-8553	74	33	measure	measure	VERB
american_scientific_journal-8553	74	34	the	the	DET
american_scientific_journal-8553	74	35	quality	quality	NOUN
american_scientific_journal-8553	74	36	of	of	ADP
american_scientific_journal-8553	74	37	the	the	DET
american_scientific_journal-8553	74	38	reconstructed	reconstructed	ADJ
american_scientific_journal-8553	74	39	image	image	NOUN
american_scientific_journal-8553	74	40	of	of	ADP
american_scientific_journal-8553	74	41	the	the	DET
american_scientific_journal-8553	74	42	auto	auto	NOUN
american_scientific_journal-8553	74	43	-	-	PUNCT
american_scientific_journal-8553	74	44	encoder	encoder	NOUN
american_scientific_journal-8553	74	45	.	.	PUNCT
american_scientific_journal-8553	75	1	h.	h.	PROPN
american_scientific_journal-8553	75	2	luo	luo	PROPN
american_scientific_journal-8553	75	3	and	and	CCONJ
american_scientific_journal-8553	75	4	colleagues	colleague	NOUN
american_scientific_journal-8553	76	1	[	[	X
american_scientific_journal-8553	76	2	54	54	NUM
american_scientific_journal-8553	76	3	]	]	PUNCT
american_scientific_journal-8553	76	4	presented	present	VERB
american_scientific_journal-8553	76	5	in	in	ADP
american_scientific_journal-8553	76	6	their	their	PRON
american_scientific_journal-8553	76	7	paper	paper	NOUN
american_scientific_journal-8553	76	8	a	a	DET
american_scientific_journal-8553	76	9	novel	novel	ADJ
american_scientific_journal-8553	76	10	scheme	scheme	NOUN
american_scientific_journal-8553	76	11	to	to	PART
american_scientific_journal-8553	76	12	learn	learn	VERB
american_scientific_journal-8553	76	13	high	high	ADJ
american_scientific_journal-8553	76	14	-	-	PUNCT
american_scientific_journal-8553	76	15	level	level	NOUN
american_scientific_journal-8553	76	16	representative	representative	NOUN
american_scientific_journal-8553	76	17	features	feature	NOUN
american_scientific_journal-8553	76	18	and	and	CCONJ
american_scientific_journal-8553	76	19	conduct	conduct	VERB
american_scientific_journal-8553	76	20	classification	classification	NOUN
american_scientific_journal-8553	76	21	for	for	ADP
american_scientific_journal-8553	76	22	hyperspectral	hyperspectral	ADJ
american_scientific_journal-8553	76	23	image	image	NOUN
american_scientific_journal-8553	76	24	(	(	PUNCT
american_scientific_journal-8553	76	25	hsi	hsi	PROPN
american_scientific_journal-8553	76	26	)	)	PUNCT
american_scientific_journal-8553	76	27	data	datum	NOUN
american_scientific_journal-8553	76	28	in	in	ADP
american_scientific_journal-8553	76	29	an	an	DET
american_scientific_journal-8553	76	30	automatic	automatic	ADJ
american_scientific_journal-8553	76	31	fashion	fashion	NOUN
american_scientific_journal-8553	76	32	.	.	PUNCT
american_scientific_journal-8553	77	1	experimental	experimental	ADJ
american_scientific_journal-8553	77	2	results	result	NOUN
american_scientific_journal-8553	77	3	on	on	ADP
american_scientific_journal-8553	77	4	two	two	NUM
american_scientific_journal-8553	77	5	real	real	ADJ
american_scientific_journal-8553	77	6	hsi	hsi	PROPN
american_scientific_journal-8553	77	7	data	datum	NOUN
american_scientific_journal-8553	77	8	sets	set	NOUN
american_scientific_journal-8553	77	9	demonstrate	demonstrate	VERB
american_scientific_journal-8553	77	10	that	that	SCONJ
american_scientific_journal-8553	77	11	the	the	DET
american_scientific_journal-8553	77	12	proposed	propose	VERB
american_scientific_journal-8553	77	13	strategy	strategy	NOUN
american_scientific_journal-8553	77	14	improves	improve	VERB
american_scientific_journal-8553	77	15	classification	classification	NOUN
american_scientific_journal-8553	77	16	performance	performance	NOUN
american_scientific_journal-8553	77	17	in	in	ADP
american_scientific_journal-8553	77	18	comparison	comparison	NOUN
american_scientific_journal-8553	77	19	with	with	ADP
american_scientific_journal-8553	77	20	other	other	ADJ
american_scientific_journal-8553	77	21	state	state	NOUN
american_scientific_journal-8553	77	22	-	-	PUNCT
american_scientific_journal-8553	77	23	of	of	ADP
american_scientific_journal-8553	77	24	-	-	PUNCT
american_scientific_journal-8553	77	25	the	the	DET
american_scientific_journal-8553	77	26	-	-	PUNCT
american_scientific_journal-8553	77	27	art	art	NOUN
american_scientific_journal-8553	77	28	handcrafted	handcraft	VERB
american_scientific_journal-8553	77	29	feature	feature	NOUN
american_scientific_journal-8553	77	30	extractors	extractor	NOUN
american_scientific_journal-8553	77	31	and	and	CCONJ
american_scientific_journal-8553	77	32	their	their	PRON
american_scientific_journal-8553	77	33	combinations	combination	NOUN
american_scientific_journal-8553	77	34	.	.	PUNCT
american_scientific_journal-8553	78	1	3	3	X
american_scientific_journal-8553	78	2	.	.	X
american_scientific_journal-8553	78	3	work	work	NOUN
american_scientific_journal-8553	78	4	methodology	methodology	NOUN
american_scientific_journal-8553	78	5	3.1	3.1	NUM
american_scientific_journal-8553	78	6	.	.	PUNCT
american_scientific_journal-8553	79	1	scheme	scheme	NOUN
american_scientific_journal-8553	79	2	of	of	ADP
american_scientific_journal-8553	79	3	paper	paper	NOUN
american_scientific_journal-8553	79	4	idea	idea	NOUN
american_scientific_journal-8553	79	5	the	the	DET
american_scientific_journal-8553	79	6	aim	aim	NOUN
american_scientific_journal-8553	79	7	of	of	ADP
american_scientific_journal-8553	79	8	this	this	DET
american_scientific_journal-8553	79	9	present	present	ADJ
american_scientific_journal-8553	79	10	work	work	NOUN
american_scientific_journal-8553	79	11	is	be	AUX
american_scientific_journal-8553	79	12	in	in	ADP
american_scientific_journal-8553	79	13	first	first	ADJ
american_scientific_journal-8553	79	14	hand	hand	NOUN
american_scientific_journal-8553	79	15	,	,	PUNCT
american_scientific_journal-8553	79	16	to	to	PART
american_scientific_journal-8553	79	17	develop	develop	VERB
american_scientific_journal-8553	79	18	an	an	DET
american_scientific_journal-8553	79	19	efficient	efficient	ADJ
american_scientific_journal-8553	79	20	image	image	NOUN
american_scientific_journal-8553	79	21	compression	compression	NOUN
american_scientific_journal-8553	79	22	system	system	NOUN
american_scientific_journal-8553	79	23	which	which	PRON
american_scientific_journal-8553	79	24	combines	combine	VERB
american_scientific_journal-8553	79	25	the	the	DET
american_scientific_journal-8553	79	26	features	feature	NOUN
american_scientific_journal-8553	79	27	of	of	ADP
american_scientific_journal-8553	79	28	both	both	CCONJ
american_scientific_journal-8553	79	29	wavelet	wavelet	NOUN
american_scientific_journal-8553	79	30	transform	transform	NOUN
american_scientific_journal-8553	79	31	and	and	CCONJ
american_scientific_journal-8553	79	32	convolutional	convolutional	ADJ
american_scientific_journal-8553	79	33	autoencoder	autoencoder	NOUN
american_scientific_journal-8553	79	34	and	and	CCONJ
american_scientific_journal-8553	79	35	in	in	ADP
american_scientific_journal-8553	79	36	second	second	ADJ
american_scientific_journal-8553	79	37	hand	hand	NOUN
american_scientific_journal-8553	79	38	to	to	PART
american_scientific_journal-8553	79	39	design	design	VERB
american_scientific_journal-8553	79	40	an	an	DET
american_scientific_journal-8553	79	41	effective	effective	ADJ
american_scientific_journal-8553	79	42	loss	loss	NOUN
american_scientific_journal-8553	79	43	compression	compression	NOUN
american_scientific_journal-8553	79	44	scheme	scheme	NOUN
american_scientific_journal-8553	79	45	that	that	PRON
american_scientific_journal-8553	79	46	is	be	AUX
american_scientific_journal-8553	79	47	suitable	suitable	ADJ
american_scientific_journal-8553	79	48	to	to	ADP
american_scientific_journal-8553	79	49	high	high	ADJ
american_scientific_journal-8553	79	50	-	-	PUNCT
american_scientific_journal-8553	79	51	dimensional	dimensional	ADJ
american_scientific_journal-8553	79	52	data	datum	NOUN
american_scientific_journal-8553	79	53	.	.	PUNCT
american_scientific_journal-8553	80	1	in	in	ADP
american_scientific_journal-8553	80	2	fact	fact	NOUN
american_scientific_journal-8553	80	3	,	,	PUNCT
american_scientific_journal-8553	80	4	in	in	ADP
american_scientific_journal-8553	80	5	one	one	NUM
american_scientific_journal-8553	80	6	side	side	NOUN
american_scientific_journal-8553	80	7	we	we	PRON
american_scientific_journal-8553	80	8	want	want	AUX
american_scientific_journal-8553	80	9	take	take	VERB
american_scientific_journal-8553	80	10	advantages	advantage	NOUN
american_scientific_journal-8553	80	11	from	from	ADP
american_scientific_journal-8553	80	12	the	the	DET
american_scientific_journal-8553	80	13	wavelet	wavelet	NOUN
american_scientific_journal-8553	80	14	decomposition	decomposition	NOUN
american_scientific_journal-8553	80	15	as	as	ADP
american_scientific_journal-8553	80	16	a	a	DET
american_scientific_journal-8553	80	17	multiresolution	multiresolution	NOUN
american_scientific_journal-8553	80	18	time	time	NOUN
american_scientific_journal-8553	80	19	-	-	PUNCT
american_scientific_journal-8553	80	20	frequency	frequency	NOUN
american_scientific_journal-8553	80	21	representation	representation	NOUN
american_scientific_journal-8553	80	22	that	that	PRON
american_scientific_journal-8553	80	23	uses	use	VERB
american_scientific_journal-8553	80	24	both	both	DET
american_scientific_journal-8553	80	25	time	time	NOUN
american_scientific_journal-8553	80	26	and	and	CCONJ
american_scientific_journal-8553	80	27	the	the	DET
american_scientific_journal-8553	80	28	frequency	frequency	NOUN
american_scientific_journal-8553	80	29	of	of	ADP
american_scientific_journal-8553	80	30	the	the	DET
american_scientific_journal-8553	80	31	signal	signal	NOUN
american_scientific_journal-8553	80	32	to	to	PART
american_scientific_journal-8553	80	33	analyze	analyze	VERB
american_scientific_journal-8553	80	34	.	.	PUNCT
american_scientific_journal-8553	81	1	in	in	ADP
american_scientific_journal-8553	81	2	the	the	DET
american_scientific_journal-8553	81	3	other	other	ADJ
american_scientific_journal-8553	81	4	side	side	NOUN
american_scientific_journal-8553	81	5	,	,	PUNCT
american_scientific_journal-8553	81	6	we	we	PRON
american_scientific_journal-8553	81	7	exploit	exploit	VERB
american_scientific_journal-8553	81	8	the	the	DET
american_scientific_journal-8553	81	9	nonlinear	nonlinear	ADJ
american_scientific_journal-8553	81	10	dimensionality	dimensionality	NOUN
american_scientific_journal-8553	81	11	reduction	reduction	NOUN
american_scientific_journal-8553	81	12	aspect	aspect	NOUN
american_scientific_journal-8553	81	13	of	of	ADP
american_scientific_journal-8553	81	14	unsupervised	unsupervised	ADJ
american_scientific_journal-8553	81	15	deep	deep	ADJ
american_scientific_journal-8553	81	16	neural	neural	ADJ
american_scientific_journal-8553	81	17	network	network	NOUN
american_scientific_journal-8553	81	18	autoencoder	autoencoder	NOUN
american_scientific_journal-8553	81	19	.	.	PUNCT
american_scientific_journal-8553	82	1	thus	thus	ADV
american_scientific_journal-8553	82	2	,	,	PUNCT
american_scientific_journal-8553	82	3	we	we	PRON
american_scientific_journal-8553	82	4	propose	propose	VERB
american_scientific_journal-8553	82	5	a	a	DET
american_scientific_journal-8553	82	6	new	new	ADJ
american_scientific_journal-8553	82	7	approach	approach	NOUN
american_scientific_journal-8553	82	8	as	as	ADP
american_scientific_journal-8553	82	9	a	a	DET
american_scientific_journal-8553	82	10	mixture	mixture	NOUN
american_scientific_journal-8553	82	11	of	of	ADP
american_scientific_journal-8553	82	12	the	the	DET
american_scientific_journal-8553	82	13	two	two	NUM
american_scientific_journal-8553	82	14	techniques	technique	NOUN
american_scientific_journal-8553	82	15	illustrated	illustrate	VERB
american_scientific_journal-8553	82	16	by	by	ADP
american_scientific_journal-8553	82	17	the	the	DET
american_scientific_journal-8553	82	18	scheme	scheme	NOUN
american_scientific_journal-8553	82	19	in	in	ADP
american_scientific_journal-8553	82	20	figure	figure	NOUN
american_scientific_journal-8553	82	21	1	1	NUM
american_scientific_journal-8553	82	22	,	,	PUNCT
american_scientific_journal-8553	82	23	where	where	SCONJ
american_scientific_journal-8553	82	24	we	we	PRON
american_scientific_journal-8553	82	25	summarized	summarize	VERB
american_scientific_journal-8553	82	26	all	all	DET
american_scientific_journal-8553	82	27	the	the	DET
american_scientific_journal-8553	82	28	steps	step	NOUN
american_scientific_journal-8553	82	29	followed	follow	VERB
american_scientific_journal-8553	82	30	:	:	PUNCT
american_scientific_journal-8553	82	31	american	american	ADJ
american_scientific_journal-8553	82	32	academic	academic	ADJ
american_scientific_journal-8553	82	33	scientific	scientific	ADJ
american_scientific_journal-8553	82	34	research	research	NOUN
american_scientific_journal-8553	82	35	journal	journal	NOUN
american_scientific_journal-8553	82	36	for	for	ADP
american_scientific_journal-8553	82	37	engineering	engineering	NOUN
american_scientific_journal-8553	82	38	,	,	PUNCT
american_scientific_journal-8553	82	39	technology	technology	NOUN
american_scientific_journal-8553	82	40	,	,	PUNCT
american_scientific_journal-8553	82	41	and	and	CCONJ
american_scientific_journal-8553	82	42	sciences(asrjets	sciences(asrjet	NOUN
american_scientific_journal-8553	82	43	)	)	PUNCT
american_scientific_journal-8553	82	44	(	(	PUNCT
american_scientific_journal-8553	82	45	2023)volume	2023)volume	NUM
american_scientific_journal-8553	82	46	91	91	NUM
american_scientific_journal-8553	82	47	,	,	PUNCT
american_scientific_journal-8553	82	48	no	no	DET
american_scientific_journal-8553	82	49	1	1	NUM
american_scientific_journal-8553	82	50	,	,	PUNCT
american_scientific_journal-8553	82	51	pp	pp	ADV
american_scientific_journal-8553	82	52	87	87	NUM
american_scientific_journal-8553	82	53	-	-	SYM
american_scientific_journal-8553	82	54	104	104	NUM
american_scientific_journal-8553	82	55	91	91	NUM
american_scientific_journal-8553	82	56	figure	figure	NOUN
american_scientific_journal-8553	82	57	1	1	NUM
american_scientific_journal-8553	82	58	:	:	PUNCT
american_scientific_journal-8553	82	59	steps	step	NOUN
american_scientific_journal-8553	82	60	illustrating	illustrate	VERB
american_scientific_journal-8553	82	61	the	the	DET
american_scientific_journal-8553	82	62	proposed	propose	VERB
american_scientific_journal-8553	82	63	scheme	scheme	NOUN
american_scientific_journal-8553	82	64	.	.	PUNCT
american_scientific_journal-8553	83	1	to	to	PART
american_scientific_journal-8553	83	2	achieve	achieve	VERB
american_scientific_journal-8553	83	3	our	our	PRON
american_scientific_journal-8553	83	4	work	work	NOUN
american_scientific_journal-8553	83	5	we	we	PRON
american_scientific_journal-8553	83	6	followed	follow	VERB
american_scientific_journal-8553	83	7	the	the	DET
american_scientific_journal-8553	83	8	following	follow	VERB
american_scientific_journal-8553	83	9	steps	step	NOUN
american_scientific_journal-8553	83	10	according	accord	VERB
american_scientific_journal-8553	83	11	to	to	ADP
american_scientific_journal-8553	83	12	the	the	DET
american_scientific_journal-8553	83	13	previous	previous	ADJ
american_scientific_journal-8553	83	14	scheme	scheme	NOUN
american_scientific_journal-8553	83	15	:	:	PUNCT
american_scientific_journal-8553	83	16			X
american_scientific_journal-8553	83	17	an	an	DET
american_scientific_journal-8553	83	18	input	input	NOUN
american_scientific_journal-8553	83	19	kodak	kodak	PROPN
american_scientific_journal-8553	83	20	image	image	NOUN
american_scientific_journal-8553	83	21	with	with	ADP
american_scientific_journal-8553	83	22	initial	initial	ADJ
american_scientific_journal-8553	83	23	size	size	NOUN
american_scientific_journal-8553	83	24	768	768	NUM
american_scientific_journal-8553	83	25	×	×	NOUN
american_scientific_journal-8553	83	26	512	512	NUM
american_scientific_journal-8553	83	27	is	be	AUX
american_scientific_journal-8553	83	28	resized	resize	VERB
american_scientific_journal-8553	83	29	to	to	ADP
american_scientific_journal-8553	83	30	512	512	NUM
american_scientific_journal-8553	83	31	×	×	NOUN
american_scientific_journal-8553	83	32	512	512	NUM
american_scientific_journal-8553	83	33	.	.	PUNCT
american_scientific_journal-8553	84	1			PUNCT
american_scientific_journal-8553	85	1	the	the	DET
american_scientific_journal-8553	85	2	study	study	NOUN
american_scientific_journal-8553	85	3	is	be	AUX
american_scientific_journal-8553	85	4	divided	divide	VERB
american_scientific_journal-8553	85	5	into	into	ADP
american_scientific_journal-8553	85	6	two	two	NUM
american_scientific_journal-8553	85	7	parallel	parallel	ADJ
american_scientific_journal-8553	85	8	parts	part	NOUN
american_scientific_journal-8553	85	9	:	:	PUNCT
american_scientific_journal-8553	85	10	the	the	DET
american_scientific_journal-8553	85	11	first	first	ADJ
american_scientific_journal-8553	85	12	one	one	NUM
american_scientific_journal-8553	85	13	the	the	DET
american_scientific_journal-8553	85	14	digital	digital	ADJ
american_scientific_journal-8553	85	15	image	image	NOUN
american_scientific_journal-8553	85	16	is	be	AUX
american_scientific_journal-8553	85	17	decomposed	decompose	VERB
american_scientific_journal-8553	85	18	by	by	ADP
american_scientific_journal-8553	85	19	a	a	DET
american_scientific_journal-8553	85	20	dwt	dwt	NOUN
american_scientific_journal-8553	85	21	into	into	ADP
american_scientific_journal-8553	85	22	sub	sub	NOUN
american_scientific_journal-8553	85	23	-	-	NOUN
american_scientific_journal-8553	85	24	band	band	NOUN
american_scientific_journal-8553	85	25	in	in	ADP
american_scientific_journal-8553	85	26	the	the	DET
american_scientific_journal-8553	85	27	horizontal	horizontal	ADJ
american_scientific_journal-8553	85	28	and	and	CCONJ
american_scientific_journal-8553	85	29	vertical	vertical	ADJ
american_scientific_journal-8553	85	30	directions	direction	NOUN
american_scientific_journal-8553	85	31	in	in	ADP
american_scientific_journal-8553	85	32	one	one	NUM
american_scientific_journal-8553	85	33	level	level	NOUN
american_scientific_journal-8553	85	34	.	.	PUNCT
american_scientific_journal-8553	86	1	from	from	ADP
american_scientific_journal-8553	86	2	this	this	PRON
american_scientific_journal-8553	86	3	emerge	emerge	VERB
american_scientific_journal-8553	86	4	three	three	NUM
american_scientific_journal-8553	86	5	detailed	detailed	ADJ
american_scientific_journal-8553	86	6	subimages	subimage	NOUN
american_scientific_journal-8553	86	7	:	:	PUNCT
american_scientific_journal-8553	86	8	horizontal	horizontal	ADJ
american_scientific_journal-8553	86	9	high	high	ADJ
american_scientific_journal-8553	86	10	-	-	PUNCT
american_scientific_journal-8553	86	11	pass	pass	VERB
american_scientific_journal-8553	86	12	sub	sub	NOUN
american_scientific_journal-8553	86	13	-	-	NOUN
american_scientific_journal-8553	86	14	image	image	ADJ
american_scientific_journal-8553	86	15	,	,	PUNCT
american_scientific_journal-8553	86	16	vertical	vertical	ADJ
american_scientific_journal-8553	86	17	high	high	ADJ
american_scientific_journal-8553	86	18	-	-	PUNCT
american_scientific_journal-8553	86	19	pass	pass	VERB
american_scientific_journal-8553	86	20	sub	sub	ADJ
american_scientific_journal-8553	86	21	-	-	ADJ
american_scientific_journal-8553	86	22	image	image	ADJ
american_scientific_journal-8553	86	23	and	and	CCONJ
american_scientific_journal-8553	86	24	diagonal	diagonal	ADJ
american_scientific_journal-8553	86	25	high	high	ADJ
american_scientific_journal-8553	86	26	-	-	PUNCT
american_scientific_journal-8553	86	27	pass	pass	NOUN
american_scientific_journal-8553	86	28	subimage	subimage	NOUN
american_scientific_journal-8553	86	29	and	and	CCONJ
american_scientific_journal-8553	86	30	one	one	NUM
american_scientific_journal-8553	86	31	approximate	approximate	ADJ
american_scientific_journal-8553	86	32	low	low	ADJ
american_scientific_journal-8553	86	33	-	-	PUNCT
american_scientific_journal-8553	86	34	pass	pass	NOUN
american_scientific_journal-8553	86	35	sub	sub	NOUN
american_scientific_journal-8553	86	36	-	-	NOUN
american_scientific_journal-8553	86	37	image	image	NOUN
american_scientific_journal-8553	86	38	as	as	SCONJ
american_scientific_journal-8553	86	39	indicated	indicate	VERB
american_scientific_journal-8553	86	40	in	in	ADP
american_scientific_journal-8553	86	41	figure	figure	NOUN
american_scientific_journal-8553	86	42	2	2	NUM
american_scientific_journal-8553	86	43	:	:	PUNCT
american_scientific_journal-8553	86	44	figure	figure	NOUN
american_scientific_journal-8553	86	45	2	2	NUM
american_scientific_journal-8553	86	46	:	:	PUNCT
american_scientific_journal-8553	86	47	wavelet	wavelet	NOUN
american_scientific_journal-8553	86	48	image	image	NOUN
american_scientific_journal-8553	86	49	decomposition	decomposition	NOUN
american_scientific_journal-8553	86	50	in	in	ADP
american_scientific_journal-8553	86	51	level1	level1	PROPN
american_scientific_journal-8553	86	52	.	.	PUNCT
american_scientific_journal-8553	87	1	american	american	ADJ
american_scientific_journal-8553	87	2	academic	academic	ADJ
american_scientific_journal-8553	87	3	scientific	scientific	ADJ
american_scientific_journal-8553	87	4	research	research	NOUN
american_scientific_journal-8553	87	5	journal	journal	NOUN
american_scientific_journal-8553	87	6	for	for	ADP
american_scientific_journal-8553	87	7	engineering	engineering	NOUN
american_scientific_journal-8553	87	8	,	,	PUNCT
american_scientific_journal-8553	87	9	technology	technology	NOUN
american_scientific_journal-8553	87	10	,	,	PUNCT
american_scientific_journal-8553	87	11	and	and	CCONJ
american_scientific_journal-8553	87	12	sciences(asrjets	sciences(asrjet	NOUN
american_scientific_journal-8553	87	13	)	)	PUNCT
american_scientific_journal-8553	87	14	(	(	PUNCT
american_scientific_journal-8553	87	15	2023)volume	2023)volume	NUM
american_scientific_journal-8553	87	16	91	91	NUM
american_scientific_journal-8553	87	17	,	,	PUNCT
american_scientific_journal-8553	87	18	no	no	DET
american_scientific_journal-8553	87	19	1	1	NUM
american_scientific_journal-8553	87	20	,	,	PUNCT
american_scientific_journal-8553	87	21	pp	pp	ADV
american_scientific_journal-8553	87	22	87	87	NUM
american_scientific_journal-8553	87	23	-	-	SYM
american_scientific_journal-8553	87	24	104	104	NUM
american_scientific_journal-8553	87	25	92	92	NUM
american_scientific_journal-8553	87	26			NOUN
american_scientific_journal-8553	87	27	in	in	ADP
american_scientific_journal-8553	87	28	this	this	DET
american_scientific_journal-8553	87	29	stage	stage	NOUN
american_scientific_journal-8553	87	30	of	of	ADP
american_scientific_journal-8553	87	31	the	the	DET
american_scientific_journal-8553	87	32	research	research	NOUN
american_scientific_journal-8553	87	33	,	,	PUNCT
american_scientific_journal-8553	87	34	our	our	PRON
american_scientific_journal-8553	87	35	interest	interest	NOUN
american_scientific_journal-8553	87	36	focuses	focus	VERB
american_scientific_journal-8553	87	37	in	in	ADP
american_scientific_journal-8553	87	38	the	the	DET
american_scientific_journal-8553	87	39	approximate	approximate	ADJ
american_scientific_journal-8553	87	40	image	image	NOUN
american_scientific_journal-8553	87	41	.	.	PUNCT
american_scientific_journal-8553	88	1	the	the	DET
american_scientific_journal-8553	88	2	idea	idea	NOUN
american_scientific_journal-8553	88	3	is	be	AUX
american_scientific_journal-8553	88	4	to	to	PART
american_scientific_journal-8553	88	5	put	put	VERB
american_scientific_journal-8553	88	6	this	this	DET
american_scientific_journal-8553	88	7	image	image	NOUN
american_scientific_journal-8553	88	8	as	as	ADP
american_scientific_journal-8553	88	9	input	input	NOUN
american_scientific_journal-8553	88	10	layer	layer	NOUN
american_scientific_journal-8553	88	11	for	for	SCONJ
american_scientific_journal-8553	88	12	a	a	DET
american_scientific_journal-8553	88	13	cae	cae	NOUN
american_scientific_journal-8553	88	14	to	to	PART
american_scientific_journal-8553	88	15	reproduce	reproduce	VERB
american_scientific_journal-8553	88	16	it	it	PRON
american_scientific_journal-8553	88	17	at	at	ADP
american_scientific_journal-8553	88	18	the	the	DET
american_scientific_journal-8553	88	19	output	output	NOUN
american_scientific_journal-8553	88	20	layer	layer	NOUN
american_scientific_journal-8553	88	21	.	.	PUNCT
american_scientific_journal-8553	89	1	in	in	ADP
american_scientific_journal-8553	89	2	other	other	ADJ
american_scientific_journal-8553	89	3	words	word	NOUN
american_scientific_journal-8553	89	4	,	,	PUNCT
american_scientific_journal-8553	89	5	the	the	DET
american_scientific_journal-8553	89	6	goal	goal	NOUN
american_scientific_journal-8553	89	7	is	be	AUX
american_scientific_journal-8553	89	8	to	to	PART
american_scientific_journal-8553	89	9	reconstruct	reconstruct	VERB
american_scientific_journal-8553	89	10	the	the	DET
american_scientific_journal-8553	89	11	approximate	approximate	ADJ
american_scientific_journal-8553	89	12	image	image	NOUN
american_scientific_journal-8553	89	13	by	by	ADP
american_scientific_journal-8553	89	14	forcing	force	VERB
american_scientific_journal-8553	89	15	the	the	DET
american_scientific_journal-8553	89	16	cae	cae	NOUN
american_scientific_journal-8553	89	17	to	to	PART
american_scientific_journal-8553	89	18	determine	determine	VERB
american_scientific_journal-8553	89	19	a	a	DET
american_scientific_journal-8553	89	20	compressed	compress	VERB
american_scientific_journal-8553	89	21	version	version	NOUN
american_scientific_journal-8553	89	22	of	of	ADP
american_scientific_journal-8553	89	23	the	the	DET
american_scientific_journal-8553	89	24	image	image	NOUN
american_scientific_journal-8553	89	25	in	in	ADP
american_scientific_journal-8553	89	26	its	its	PRON
american_scientific_journal-8553	89	27	input	input	NOUN
american_scientific_journal-8553	89	28	by	by	ADP
american_scientific_journal-8553	89	29	considering	consider	VERB
american_scientific_journal-8553	89	30	only	only	ADJ
american_scientific_journal-8553	89	31	meaningful	meaningful	ADJ
american_scientific_journal-8553	89	32	features	feature	NOUN
american_scientific_journal-8553	89	33	and	and	CCONJ
american_scientific_journal-8553	89	34	with	with	ADP
american_scientific_journal-8553	89	35	the	the	DET
american_scientific_journal-8553	89	36	lowest	low	ADJ
american_scientific_journal-8553	89	37	amount	amount	NOUN
american_scientific_journal-8553	89	38	of	of	ADP
american_scientific_journal-8553	89	39	loss	loss	NOUN
american_scientific_journal-8553	89	40	.	.	PUNCT
american_scientific_journal-8553	90	1			X
american_scientific_journal-8553	91	1	to	to	PART
american_scientific_journal-8553	91	2	evaluate	evaluate	VERB
american_scientific_journal-8553	91	3	the	the	DET
american_scientific_journal-8553	91	4	compression	compression	NOUN
american_scientific_journal-8553	91	5	system	system	NOUN
american_scientific_journal-8553	91	6	performance	performance	NOUN
american_scientific_journal-8553	91	7	,	,	PUNCT
american_scientific_journal-8553	91	8	we	we	PRON
american_scientific_journal-8553	91	9	consider	consider	VERB
american_scientific_journal-8553	91	10	the	the	DET
american_scientific_journal-8553	91	11	following	follow	VERB
american_scientific_journal-8553	91	12	metrics	metric	NOUN
american_scientific_journal-8553	91	13	:	:	PUNCT
american_scientific_journal-8553	91	14	cr	cr	PROPN
american_scientific_journal-8553	91	15	(	(	PUNCT
american_scientific_journal-8553	91	16	compression	compression	NOUN
american_scientific_journal-8553	91	17	ratio	ratio	NOUN
american_scientific_journal-8553	91	18	)	)	PUNCT
american_scientific_journal-8553	91	19	is	be	AUX
american_scientific_journal-8553	91	20	defined	define	VERB
american_scientific_journal-8553	91	21	as	as	ADP
american_scientific_journal-8553	91	22	[	[	X
american_scientific_journal-8553	91	23	16	16	NUM
american_scientific_journal-8553	91	24	,	,	PUNCT
american_scientific_journal-8553	91	25	17	17	NUM
american_scientific_journal-8553	91	26	]	]	PUNCT
american_scientific_journal-8553	91	27	:	:	PUNCT
american_scientific_journal-8553	91	28	mse	mse	PROPN
american_scientific_journal-8553	91	29	(	(	PUNCT
american_scientific_journal-8553	91	30	mean	mean	ADJ
american_scientific_journal-8553	91	31	square	square	ADJ
american_scientific_journal-8553	91	32	error	error	NOUN
american_scientific_journal-8553	91	33	):	):	PUNCT
american_scientific_journal-8553	91	34	calculates	calculate	NOUN
american_scientific_journal-8553	91	35	the	the	DET
american_scientific_journal-8553	91	36	mean	mean	ADJ
american_scientific_journal-8553	91	37	square	square	ADJ
american_scientific_journal-8553	91	38	error	error	NOUN
american_scientific_journal-8553	91	39	between	between	ADP
american_scientific_journal-8553	91	40	each	each	DET
american_scientific_journal-8553	91	41	pixels	pixel	NOUN
american_scientific_journal-8553	91	42	for	for	ADP
american_scientific_journal-8553	91	43	the	the	DET
american_scientific_journal-8553	91	44	two	two	NUM
american_scientific_journal-8553	91	45	images	image	NOUN
american_scientific_journal-8553	91	46	to	to	PART
american_scientific_journal-8553	91	47	compare	compare	VERB
american_scientific_journal-8553	91	48	.	.	PUNCT
american_scientific_journal-8553	92	1	it	it	PRON
american_scientific_journal-8553	92	2	is	be	AUX
american_scientific_journal-8553	92	3	defined	define	VERB
american_scientific_journal-8553	92	4	by	by	ADP
american_scientific_journal-8553	92	5	the	the	DET
american_scientific_journal-8553	92	6	following	follow	VERB
american_scientific_journal-8553	92	7	equation	equation	NOUN
american_scientific_journal-8553	92	8	[	[	X
american_scientific_journal-8553	92	9	16	16	NUM
american_scientific_journal-8553	92	10	,	,	PUNCT
american_scientific_journal-8553	92	11	17	17	NUM
american_scientific_journal-8553	92	12	]	]	X
american_scientific_journal-8553	92	13	:	:	PUNCT
american_scientific_journal-8553	92	14	∑∑	∑∑	PROPN
american_scientific_journal-8553	92	15	(	(	PUNCT
american_scientific_journal-8553	92	16	)	)	PUNCT
american_scientific_journal-8553	92	17	where	where	SCONJ
american_scientific_journal-8553	92	18	c	c	NOUN
american_scientific_journal-8553	92	19	is	be	AUX
american_scientific_journal-8553	92	20	the	the	DET
american_scientific_journal-8553	92	21	number	number	NOUN
american_scientific_journal-8553	92	22	of	of	ADP
american_scientific_journal-8553	92	23	channel	channel	NOUN
american_scientific_journal-8553	92	24	whereas	whereas	SCONJ
american_scientific_journal-8553	92	25	m×n	m×n	NOUN
american_scientific_journal-8553	92	26	is	be	AUX
american_scientific_journal-8553	92	27	the	the	DET
american_scientific_journal-8553	92	28	size	size	NOUN
american_scientific_journal-8553	92	29	of	of	ADP
american_scientific_journal-8553	92	30	each	each	DET
american_scientific_journal-8553	92	31	image	image	NOUN
american_scientific_journal-8553	92	32	.	.	PUNCT
american_scientific_journal-8553	93	1	ssim	ssim	NOUN
american_scientific_journal-8553	93	2	(	(	PUNCT
american_scientific_journal-8553	93	3	structural	structural	ADJ
american_scientific_journal-8553	93	4	similarity	similarity	NOUN
american_scientific_journal-8553	93	5	index	index	NOUN
american_scientific_journal-8553	93	6	metric	metric	ADJ
american_scientific_journal-8553	93	7	)	)	PUNCT
american_scientific_journal-8553	93	8	measures	measure	NOUN
american_scientific_journal-8553	93	9	similarities	similarity	NOUN
american_scientific_journal-8553	93	10	within	within	ADP
american_scientific_journal-8553	93	11	pixels	pixel	NOUN
american_scientific_journal-8553	93	12	of	of	ADP
american_scientific_journal-8553	93	13	two	two	NUM
american_scientific_journal-8553	93	14	images	image	NOUN
american_scientific_journal-8553	93	15	.	.	PUNCT
american_scientific_journal-8553	94	1	this	this	DET
american_scientific_journal-8553	94	2	measurement	measurement	NOUN
american_scientific_journal-8553	94	3	involves	involve	VERB
american_scientific_journal-8553	94	4	luminance	luminance	NOUN
american_scientific_journal-8553	94	5	differences	difference	NOUN
american_scientific_journal-8553	94	6	,	,	PUNCT
american_scientific_journal-8553	94	7	contrast	contrast	VERB
american_scientific_journal-8553	94	8	differences	difference	NOUN
american_scientific_journal-8553	94	9	and	and	CCONJ
american_scientific_journal-8553	94	10	structural	structural	ADJ
american_scientific_journal-8553	94	11	variations	variation	NOUN
american_scientific_journal-8553	94	12	and	and	CCONJ
american_scientific_journal-8553	94	13	defined	define	VERB
american_scientific_journal-8553	94	14	as	as	ADP
american_scientific_journal-8553	94	15	[	[	X
american_scientific_journal-8553	94	16	57	57	NUM
american_scientific_journal-8553	94	17	,	,	PUNCT
american_scientific_journal-8553	94	18	58	58	NUM
american_scientific_journal-8553	94	19	,	,	PUNCT
american_scientific_journal-8553	94	20	59	59	NUM
american_scientific_journal-8553	94	21	]	]	PUNCT
american_scientific_journal-8553	94	22	:	:	PUNCT
american_scientific_journal-8553	94	23	(	(	PUNCT
american_scientific_journal-8553	94	24	)	)	PUNCT
american_scientific_journal-8553	94	25	(	(	PUNCT
american_scientific_journal-8553	94	26	)	)	PUNCT
american_scientific_journal-8553	94	27	(	(	PUNCT
american_scientific_journal-8553	94	28	)	)	PUNCT
american_scientific_journal-8553	94	29	(	(	PUNCT
american_scientific_journal-8553	94	30	)	)	PUNCT
american_scientific_journal-8553	94	31	with	with	ADP
american_scientific_journal-8553	94	32	:	:	PUNCT
american_scientific_journal-8553	94	33	pixel	pixel	PROPN
american_scientific_journal-8553	94	34	sample	sample	NOUN
american_scientific_journal-8553	94	35	mean	mean	NOUN
american_scientific_journal-8553	94	36	of	of	ADP
american_scientific_journal-8553	94	37	x	x	PROPN
american_scientific_journal-8553	94	38	;	;	PUNCT
american_scientific_journal-8553	94	39	pixel	pixel	PROPN
american_scientific_journal-8553	94	40	sample	sample	NOUN
american_scientific_journal-8553	94	41	mean	mean	NOUN
american_scientific_journal-8553	94	42	of	of	ADP
american_scientific_journal-8553	94	43	y	y	PROPN
american_scientific_journal-8553	94	44	;	;	PUNCT
american_scientific_journal-8553	94	45	variance	variance	NOUN
american_scientific_journal-8553	94	46	of	of	ADP
american_scientific_journal-8553	94	47	x	x	PROPN
american_scientific_journal-8553	94	48	;	;	PUNCT
american_scientific_journal-8553	94	49	variance	variance	NOUN
american_scientific_journal-8553	94	50	of	of	ADP
american_scientific_journal-8553	94	51	y	y	PROPN
american_scientific_journal-8553	94	52	;	;	PUNCT
american_scientific_journal-8553	94	53	covariance	covariance	NOUN
american_scientific_journal-8553	94	54	of	of	ADP
american_scientific_journal-8553	94	55	x	x	X
american_scientific_journal-8553	94	56	and	and	CCONJ
american_scientific_journal-8553	94	57	y	y	PROPN
american_scientific_journal-8553	94	58	;	;	PUNCT
american_scientific_journal-8553	94	59	:	:	PUNCT
american_scientific_journal-8553	94	60	two	two	NUM
american_scientific_journal-8553	94	61	variables	variable	NOUN
american_scientific_journal-8553	94	62	to	to	PART
american_scientific_journal-8553	94	63	stabilize	stabilize	VERB
american_scientific_journal-8553	94	64	the	the	DET
american_scientific_journal-8553	94	65	division	division	NOUN
american_scientific_journal-8553	94	66	with	with	ADP
american_scientific_journal-8553	94	67	weak	weak	ADJ
american_scientific_journal-8553	94	68	denominator	denominator	NOUN
american_scientific_journal-8553	94	69	;	;	PUNCT
american_scientific_journal-8553	94	70	l	l	NOUN
american_scientific_journal-8553	94	71	the	the	DET
american_scientific_journal-8553	94	72	dynamic	dynamic	ADJ
american_scientific_journal-8553	94	73	range	range	NOUN
american_scientific_journal-8553	94	74	of	of	ADP
american_scientific_journal-8553	94	75	the	the	DET
american_scientific_journal-8553	94	76	pixel	pixel	NOUN
american_scientific_journal-8553	94	77	-	-	PUNCT
american_scientific_journal-8553	94	78	values	value	NOUN
american_scientific_journal-8553	94	79	this	this	DET
american_scientific_journal-8553	94	80	structural	structural	ADJ
american_scientific_journal-8553	94	81	metric	metric	ADJ
american_scientific_journal-8553	94	82	ranges	range	NOUN
american_scientific_journal-8553	94	83	from	from	ADP
american_scientific_journal-8553	94	84	minus	minus	ADP
american_scientific_journal-8553	94	85	one	one	NUM
american_scientific_journal-8553	94	86	(	(	PUNCT
american_scientific_journal-8553	94	87	opposite	opposite	ADJ
american_scientific_journal-8553	94	88	contrast	contrast	NOUN
american_scientific_journal-8553	94	89	)	)	PUNCT
american_scientific_journal-8553	94	90	to	to	ADP
american_scientific_journal-8553	94	91	zero	zero	NUM
american_scientific_journal-8553	94	92	(	(	PUNCT
american_scientific_journal-8553	94	93	completely	completely	ADV
american_scientific_journal-8553	94	94	different	different	ADJ
american_scientific_journal-8553	94	95	)	)	PUNCT
american_scientific_journal-8553	94	96	to	to	ADP
american_scientific_journal-8553	94	97	one	one	NUM
american_scientific_journal-8553	94	98	(	(	PUNCT
american_scientific_journal-8553	94	99	completely	completely	ADV
american_scientific_journal-8553	94	100	identical	identical	ADJ
american_scientific_journal-8553	94	101	)	)	PUNCT
american_scientific_journal-8553	95	1	[	[	X
american_scientific_journal-8553	95	2	57	57	NUM
american_scientific_journal-8553	95	3	,	,	PUNCT
american_scientific_journal-8553	95	4	60	60	NUM
american_scientific_journal-8553	95	5	]	]	PUNCT
american_scientific_journal-8553	95	6	.	.	PUNCT
american_scientific_journal-8553	96	1	american	american	ADJ
american_scientific_journal-8553	96	2	academic	academic	ADJ
american_scientific_journal-8553	96	3	scientific	scientific	ADJ
american_scientific_journal-8553	96	4	research	research	NOUN
american_scientific_journal-8553	96	5	journal	journal	NOUN
american_scientific_journal-8553	96	6	for	for	ADP
american_scientific_journal-8553	96	7	engineering	engineering	NOUN
american_scientific_journal-8553	96	8	,	,	PUNCT
american_scientific_journal-8553	96	9	technology	technology	NOUN
american_scientific_journal-8553	96	10	,	,	PUNCT
american_scientific_journal-8553	96	11	and	and	CCONJ
american_scientific_journal-8553	96	12	sciences(asrjets	sciences(asrjet	NOUN
american_scientific_journal-8553	96	13	)	)	PUNCT
american_scientific_journal-8553	96	14	(	(	PUNCT
american_scientific_journal-8553	96	15	2023)volume	2023)volume	NUM
american_scientific_journal-8553	96	16	91	91	NUM
american_scientific_journal-8553	96	17	,	,	PUNCT
american_scientific_journal-8553	96	18	no	no	DET
american_scientific_journal-8553	96	19	1	1	NUM
american_scientific_journal-8553	96	20	,	,	PUNCT
american_scientific_journal-8553	96	21	pp	pp	ADV
american_scientific_journal-8553	96	22	87	87	NUM
american_scientific_journal-8553	96	23	-	-	SYM
american_scientific_journal-8553	96	24	104	104	NUM
american_scientific_journal-8553	96	25	93	93	NUM
american_scientific_journal-8553	96	26	psnr	psnr	NOUN
american_scientific_journal-8553	96	27	(	(	PUNCT
american_scientific_journal-8553	96	28	peak	peak	NOUN
american_scientific_journal-8553	96	29	signal	signal	NOUN
american_scientific_journal-8553	96	30	to	to	PART
american_scientific_journal-8553	96	31	noise	noise	VERB
american_scientific_journal-8553	96	32	ratio	ratio	NOUN
american_scientific_journal-8553	96	33	)	)	PUNCT
american_scientific_journal-8553	96	34	measures	measure	NOUN
american_scientific_journal-8553	96	35	,	,	PUNCT
american_scientific_journal-8553	96	36	in	in	ADP
american_scientific_journal-8553	96	37	decibels	decibel	NOUN
american_scientific_journal-8553	96	38	,	,	PUNCT
american_scientific_journal-8553	96	39	the	the	DET
american_scientific_journal-8553	96	40	perceptual	perceptual	ADJ
american_scientific_journal-8553	96	41	quality	quality	NOUN
american_scientific_journal-8553	96	42	of	of	ADP
american_scientific_journal-8553	96	43	the	the	DET
american_scientific_journal-8553	96	44	image	image	NOUN
american_scientific_journal-8553	96	45	compressed	compress	VERB
american_scientific_journal-8553	96	46	on	on	ADP
american_scientific_journal-8553	96	47	the	the	DET
american_scientific_journal-8553	96	48	ter	ter	NOUN
american_scientific_journal-8553	96	49	of	of	ADP
american_scientific_journal-8553	96	50	distortion	distortion	NOUN
american_scientific_journal-8553	96	51	.	.	PUNCT
american_scientific_journal-8553	97	1	it	it	PRON
american_scientific_journal-8553	97	2	is	be	AUX
american_scientific_journal-8553	97	3	commonly	commonly	ADV
american_scientific_journal-8553	97	4	used	use	VERB
american_scientific_journal-8553	97	5	to	to	PART
american_scientific_journal-8553	97	6	quantify	quantify	VERB
american_scientific_journal-8553	97	7	reconstruction	reconstruction	NOUN
american_scientific_journal-8553	97	8	quality	quality	NOUN
american_scientific_journal-8553	97	9	for	for	ADP
american_scientific_journal-8553	97	10	images	image	NOUN
american_scientific_journal-8553	97	11	and	and	CCONJ
american_scientific_journal-8553	97	12	video	video	NOUN
american_scientific_journal-8553	97	13	subject	subject	NOUN
american_scientific_journal-8553	97	14	to	to	ADP
american_scientific_journal-8553	97	15	lossy	lossy	ADJ
american_scientific_journal-8553	97	16	compression	compression	NOUN
american_scientific_journal-8553	97	17	and	and	CCONJ
american_scientific_journal-8553	97	18	defined	define	VERB
american_scientific_journal-8553	97	19	as	as	ADP
american_scientific_journal-8553	97	20	[	[	X
american_scientific_journal-8553	97	21	55	55	NUM
american_scientific_journal-8553	97	22	,	,	PUNCT
american_scientific_journal-8553	97	23	56	56	NUM
american_scientific_journal-8553	97	24	,	,	PUNCT
american_scientific_journal-8553	97	25	57	57	NUM
american_scientific_journal-8553	97	26	]	]	PUNCT
american_scientific_journal-8553	97	27	:	:	PUNCT
american_scientific_journal-8553	97	28	(	(	PUNCT
american_scientific_journal-8553	97	29	)	)	PUNCT
american_scientific_journal-8553	97	30	where	where	SCONJ
american_scientific_journal-8553	97	31	max	max	PROPN
american_scientific_journal-8553	97	32	is	be	AUX
american_scientific_journal-8553	97	33	the	the	DET
american_scientific_journal-8553	97	34	maximum	maximum	ADJ
american_scientific_journal-8553	97	35	valid	valid	ADJ
american_scientific_journal-8553	97	36	value	value	NOUN
american_scientific_journal-8553	97	37	for	for	ADP
american_scientific_journal-8553	97	38	a	a	DET
american_scientific_journal-8553	97	39	pixel	pixel	NOUN
american_scientific_journal-8553	97	40			NOUN
american_scientific_journal-8553	97	41	as	as	SCONJ
american_scientific_journal-8553	97	42	indicated	indicate	VERB
american_scientific_journal-8553	97	43	in	in	ADP
american_scientific_journal-8553	97	44	the	the	DET
american_scientific_journal-8553	97	45	scheme	scheme	NOUN
american_scientific_journal-8553	97	46	relating	relate	VERB
american_scientific_journal-8553	97	47	to	to	ADP
american_scientific_journal-8553	97	48	the	the	DET
american_scientific_journal-8553	97	49	steps	step	NOUN
american_scientific_journal-8553	97	50	followed	follow	VERB
american_scientific_journal-8553	97	51	to	to	PART
american_scientific_journal-8553	97	52	achieve	achieve	VERB
american_scientific_journal-8553	97	53	this	this	DET
american_scientific_journal-8553	97	54	work	work	NOUN
american_scientific_journal-8553	97	55	,	,	PUNCT
american_scientific_journal-8553	97	56	in	in	ADP
american_scientific_journal-8553	97	57	some	some	DET
american_scientific_journal-8553	97	58	cases	case	NOUN
american_scientific_journal-8553	97	59	we	we	PRON
american_scientific_journal-8553	97	60	need	need	VERB
american_scientific_journal-8553	97	61	to	to	PART
american_scientific_journal-8553	97	62	resize	resize	VERB
american_scientific_journal-8553	97	63	the	the	DET
american_scientific_journal-8553	97	64	images	image	NOUN
american_scientific_journal-8553	97	65	used	use	VERB
american_scientific_journal-8553	97	66	.	.	PUNCT
american_scientific_journal-8553	98	1	to	to	PART
american_scientific_journal-8553	98	2	accomplish	accomplish	VERB
american_scientific_journal-8553	98	3	this	this	DET
american_scientific_journal-8553	98	4	stage	stage	NOUN
american_scientific_journal-8553	98	5	we	we	PRON
american_scientific_journal-8553	98	6	opted	opt	VERB
american_scientific_journal-8553	98	7	for	for	ADP
american_scientific_journal-8553	98	8	the	the	DET
american_scientific_journal-8553	98	9	interpolation	interpolation	NOUN
american_scientific_journal-8553	98	10	algorithms	algorithm	NOUN
american_scientific_journal-8553	98	11	based	base	VERB
american_scientific_journal-8553	98	12	on	on	ADP
american_scientific_journal-8553	98	13	the	the	DET
american_scientific_journal-8553	98	14	use	use	NOUN
american_scientific_journal-8553	98	15	of	of	ADP
american_scientific_journal-8553	98	16	interpolation	interpolation	NOUN
american_scientific_journal-8553	98	17	kernel	kernel	NOUN
american_scientific_journal-8553	98	18	that	that	PRON
american_scientific_journal-8553	98	19	calculates	calculate	VERB
american_scientific_journal-8553	98	20	the	the	DET
american_scientific_journal-8553	98	21	value	value	NOUN
american_scientific_journal-8553	98	22	of	of	ADP
american_scientific_journal-8553	98	23	a	a	DET
american_scientific_journal-8553	98	24	pixel	pixel	NOUN
american_scientific_journal-8553	98	25	using	use	VERB
american_scientific_journal-8553	98	26	a	a	DET
american_scientific_journal-8553	98	27	weighted	weighted	ADJ
american_scientific_journal-8553	98	28	average	average	NOUN
american_scientific_journal-8553	98	29	of	of	ADP
american_scientific_journal-8553	98	30	neighboring	neighbor	VERB
american_scientific_journal-8553	98	31	pixel	pixel	NOUN
american_scientific_journal-8553	98	32	values	value	NOUN
american_scientific_journal-8553	98	33	.	.	PUNCT
american_scientific_journal-8553	99	1	these	these	DET
american_scientific_journal-8553	99	2	algorithms	algorithm	NOUN
american_scientific_journal-8553	99	3	are	be	AUX
american_scientific_journal-8553	99	4	efficient	efficient	ADJ
american_scientific_journal-8553	99	5	in	in	ADP
american_scientific_journal-8553	99	6	increasing	increase	VERB
american_scientific_journal-8553	99	7	image	image	NOUN
american_scientific_journal-8553	99	8	resolution	resolution	NOUN
american_scientific_journal-8553	99	9	as	as	ADV
american_scientific_journal-8553	99	10	well	well	ADV
american_scientific_journal-8553	99	11	as	as	ADP
american_scientific_journal-8553	99	12	in	in	ADP
american_scientific_journal-8553	99	13	decreasing	decrease	VERB
american_scientific_journal-8553	99	14	it	it	PRON
american_scientific_journal-8553	99	15	[	[	X
american_scientific_journal-8553	99	16	61	61	NUM
american_scientific_journal-8553	99	17	]	]	PUNCT
american_scientific_journal-8553	99	18	.	.	PUNCT
american_scientific_journal-8553	100	1	we	we	PRON
american_scientific_journal-8553	100	2	tried	try	VERB
american_scientific_journal-8553	100	3	several	several	ADJ
american_scientific_journal-8553	100	4	interpolation	interpolation	NOUN
american_scientific_journal-8553	100	5	algorithms	algorithm	NOUN
american_scientific_journal-8553	100	6	finally	finally	ADV
american_scientific_journal-8553	100	7	,	,	PUNCT
american_scientific_journal-8553	100	8	we	we	PRON
american_scientific_journal-8553	100	9	choose	choose	VERB
american_scientific_journal-8553	100	10	to	to	PART
american_scientific_journal-8553	100	11	work	work	VERB
american_scientific_journal-8553	100	12	with	with	ADP
american_scientific_journal-8553	100	13	the	the	DET
american_scientific_journal-8553	100	14	bicubic	bicubic	ADJ
american_scientific_journal-8553	100	15	algorithm	algorithm	NOUN
american_scientific_journal-8553	100	16	because	because	SCONJ
american_scientific_journal-8553	100	17	of	of	ADP
american_scientific_journal-8553	100	18	the	the	DET
american_scientific_journal-8553	100	19	greater	great	ADJ
american_scientific_journal-8553	100	20	number	number	NOUN
american_scientific_journal-8553	100	21	of	of	ADP
american_scientific_journal-8553	100	22	known	know	VERB
american_scientific_journal-8553	100	23	pixel	pixel	NOUN
american_scientific_journal-8553	100	24	values	value	NOUN
american_scientific_journal-8553	100	25	considered	consider	VERB
american_scientific_journal-8553	100	26	while	while	SCONJ
american_scientific_journal-8553	100	27	estimating	estimate	VERB
american_scientific_journal-8553	100	28	the	the	DET
american_scientific_journal-8553	100	29	desired	desire	VERB
american_scientific_journal-8553	100	30	value	value	NOUN
american_scientific_journal-8553	100	31	which	which	PRON
american_scientific_journal-8553	100	32	makes	make	VERB
american_scientific_journal-8553	100	33	it	it	PRON
american_scientific_journal-8553	100	34	the	the	DET
american_scientific_journal-8553	100	35	slowest	slow	ADJ
american_scientific_journal-8553	100	36	algorithm	algorithm	NOUN
american_scientific_journal-8553	100	37	in	in	ADP
american_scientific_journal-8553	100	38	the	the	DET
american_scientific_journal-8553	100	39	terms	term	NOUN
american_scientific_journal-8553	100	40	of	of	ADP
american_scientific_journal-8553	100	41	processing	processing	NOUN
american_scientific_journal-8553	100	42	time	time	NOUN
american_scientific_journal-8553	100	43	whereas	whereas	SCONJ
american_scientific_journal-8553	100	44	it	it	PRON
american_scientific_journal-8553	100	45	produces	produce	VERB
american_scientific_journal-8553	100	46	noticeably	noticeably	ADV
american_scientific_journal-8553	100	47	sharper	sharp	ADJ
american_scientific_journal-8553	100	48	image	image	NOUN
american_scientific_journal-8553	100	49	with	with	ADP
american_scientific_journal-8553	100	50	best	good	ADJ
american_scientific_journal-8553	100	51	quality	quality	NOUN
american_scientific_journal-8553	100	52	.	.	PUNCT
american_scientific_journal-8553	101	1	in	in	ADP
american_scientific_journal-8553	101	2	effect	effect	NOUN
american_scientific_journal-8553	101	3	,	,	PUNCT
american_scientific_journal-8553	101	4	this	this	DET
american_scientific_journal-8553	101	5	algorithm	algorithm	NOUN
american_scientific_journal-8553	101	6	takes	take	VERB
american_scientific_journal-8553	101	7	into	into	ADP
american_scientific_journal-8553	101	8	account	account	NOUN
american_scientific_journal-8553	101	9	the	the	DET
american_scientific_journal-8553	101	10	16	16	NUM
american_scientific_journal-8553	101	11	pixels	pixel	NOUN
american_scientific_journal-8553	101	12	surrounding	surround	VERB
american_scientific_journal-8553	101	13	the	the	DET
american_scientific_journal-8553	101	14	considered	considered	ADJ
american_scientific_journal-8553	101	15	pixel	pixel	NOUN
american_scientific_journal-8553	101	16	and	and	CCONJ
american_scientific_journal-8553	101	17	use	use	VERB
american_scientific_journal-8553	101	18	an	an	DET
american_scientific_journal-8553	101	19	interpolation	interpolation	NOUN
american_scientific_journal-8553	101	20	kernel	kernel	NOUN
american_scientific_journal-8553	101	21	4×4	4×4	NUM
american_scientific_journal-8553	101	22	to	to	PART
american_scientific_journal-8553	101	23	calculate	calculate	VERB
american_scientific_journal-8553	101	24	the	the	DET
american_scientific_journal-8553	101	25	value	value	NOUN
american_scientific_journal-8553	101	26	of	of	ADP
american_scientific_journal-8553	101	27	the	the	DET
american_scientific_journal-8553	101	28	desired	desire	VERB
american_scientific_journal-8553	101	29	pixel	pixel	PROPN
american_scientific_journal-8553	101	30	.	.	PUNCT
american_scientific_journal-8553	102	1	figure	figure	NOUN
american_scientific_journal-8553	102	2	3	3	NUM
american_scientific_journal-8553	102	3	demonstrates	demonstrate	VERB
american_scientific_journal-8553	102	4	the	the	DET
american_scientific_journal-8553	102	5	two	two	NUM
american_scientific_journal-8553	102	6	process	process	NOUN
american_scientific_journal-8553	102	7	of	of	ADP
american_scientific_journal-8553	102	8	increasing	increase	VERB
american_scientific_journal-8553	102	9	or	or	CCONJ
american_scientific_journal-8553	102	10	reducing	reduce	VERB
american_scientific_journal-8553	102	11	the	the	DET
american_scientific_journal-8553	102	12	image	image	NOUN
american_scientific_journal-8553	102	13	:	:	PUNCT
american_scientific_journal-8553	102	14	figure	figure	NOUN
american_scientific_journal-8553	102	15	3	3	NUM
american_scientific_journal-8553	102	16	:	:	PUNCT
american_scientific_journal-8553	102	17	resizing	resize	VERB
american_scientific_journal-8553	102	18	the	the	DET
american_scientific_journal-8553	102	19	original	original	ADJ
american_scientific_journal-8553	102	20	image	image	NOUN
american_scientific_journal-8553	102	21	by	by	ADP
american_scientific_journal-8553	102	22	bi	bi	ADJ
american_scientific_journal-8553	102	23	-	-	ADJ
american_scientific_journal-8553	102	24	cubic	cubic	ADJ
american_scientific_journal-8553	102	25	algorithm	algorithm	NOUN
american_scientific_journal-8553	102	26	.	.	PUNCT
american_scientific_journal-8553	103	1	3.2	3.2	NUM
american_scientific_journal-8553	103	2	.	.	PUNCT
american_scientific_journal-8553	103	3	proposed	propose	VERB
american_scientific_journal-8553	103	4	autoencoder	autoencoder	NOUN
american_scientific_journal-8553	103	5	architecture	architecture	NOUN
american_scientific_journal-8553	103	6	as	as	SCONJ
american_scientific_journal-8553	103	7	mentioned	mention	VERB
american_scientific_journal-8553	103	8	before	before	ADV
american_scientific_journal-8553	103	9	,	,	PUNCT
american_scientific_journal-8553	103	10	the	the	DET
american_scientific_journal-8553	103	11	main	main	ADJ
american_scientific_journal-8553	103	12	idea	idea	NOUN
american_scientific_journal-8553	103	13	of	of	ADP
american_scientific_journal-8553	103	14	this	this	DET
american_scientific_journal-8553	103	15	work	work	NOUN
american_scientific_journal-8553	103	16	is	be	AUX
american_scientific_journal-8553	103	17	to	to	PART
american_scientific_journal-8553	103	18	reconstruct	reconstruct	VERB
american_scientific_journal-8553	103	19	the	the	DET
american_scientific_journal-8553	103	20	approximate	approximate	ADJ
american_scientific_journal-8553	103	21	image	image	NOUN
american_scientific_journal-8553	103	22	issue	issue	NOUN
american_scientific_journal-8553	103	23	from	from	ADP
american_scientific_journal-8553	103	24	decomposing	decompose	VERB
american_scientific_journal-8553	103	25	the	the	DET
american_scientific_journal-8553	103	26	original	original	ADJ
american_scientific_journal-8553	103	27	image	image	NOUN
american_scientific_journal-8553	103	28	by	by	ADP
american_scientific_journal-8553	103	29	wavelet	wavelet	NOUN
american_scientific_journal-8553	103	30	bior1.1	bior1.1	PROPN
american_scientific_journal-8553	103	31	using	use	VERB
american_scientific_journal-8553	103	32	an	an	DET
american_scientific_journal-8553	103	33	unsupervised	unsupervised	ADJ
american_scientific_journal-8553	103	34	deep	deep	ADJ
american_scientific_journal-8553	103	35	neural	neural	ADJ
american_scientific_journal-8553	103	36	network	network	NOUN
american_scientific_journal-8553	103	37	namely	namely	ADV
american_scientific_journal-8553	103	38	autoencoder	autoencoder	NOUN
american_scientific_journal-8553	103	39	defined	define	VERB
american_scientific_journal-8553	103	40	with	with	ADP
american_scientific_journal-8553	103	41	two	two	NUM
american_scientific_journal-8553	103	42	dense	dense	ADJ
american_scientific_journal-8553	103	43	layers	layer	NOUN
american_scientific_journal-8553	103	44	:	:	PUNCT
american_scientific_journal-8553	103	45	an	an	DET
american_scientific_journal-8553	103	46	encoder	encoder	NOUN
american_scientific_journal-8553	103	47	,	,	PUNCT
american_scientific_journal-8553	103	48	which	which	PRON
american_scientific_journal-8553	103	49	compresses	compress	VERB
american_scientific_journal-8553	103	50	the	the	DET
american_scientific_journal-8553	103	51	images	image	NOUN
american_scientific_journal-8553	103	52	into	into	ADP
american_scientific_journal-8553	103	53	a	a	DET
american_scientific_journal-8553	103	54	latent	latent	NOUN
american_scientific_journal-8553	103	55	vector	vector	NOUN
american_scientific_journal-8553	103	56	,	,	PUNCT
american_scientific_journal-8553	103	57	and	and	CCONJ
american_scientific_journal-8553	103	58	a	a	DET
american_scientific_journal-8553	103	59	decoder	decoder	NOUN
american_scientific_journal-8553	103	60	that	that	PRON
american_scientific_journal-8553	103	61	reconstructs	reconstruct	VERB
american_scientific_journal-8553	103	62	the	the	DET
american_scientific_journal-8553	103	63	original	original	ADJ
american_scientific_journal-8553	103	64	image	image	NOUN
american_scientific_journal-8553	103	65	from	from	ADP
american_scientific_journal-8553	103	66	the	the	DET
american_scientific_journal-8553	103	67	latent	latent	NOUN
american_scientific_journal-8553	103	68	space	space	NOUN
american_scientific_journal-8553	103	69	.	.	PUNCT
american_scientific_journal-8553	104	1	the	the	DET
american_scientific_journal-8553	104	2	raison	raison	NOUN
american_scientific_journal-8553	104	3	of	of	ADP
american_scientific_journal-8553	104	4	using	use	VERB
american_scientific_journal-8553	104	5	an	an	DET
american_scientific_journal-8553	104	6	autoencoder	autoencoder	NOUN
american_scientific_journal-8553	104	7	architecture	architecture	NOUN
american_scientific_journal-8553	104	8	to	to	PART
american_scientific_journal-8553	104	9	reconstruct	reconstruct	VERB
american_scientific_journal-8553	104	10	images	image	NOUN
american_scientific_journal-8553	104	11	is	be	AUX
american_scientific_journal-8553	104	12	because	because	SCONJ
american_scientific_journal-8553	104	13	during	during	ADP
american_scientific_journal-8553	104	14	the	the	DET
american_scientific_journal-8553	104	15	training	training	NOUN
american_scientific_journal-8553	104	16	process	process	NOUN
american_scientific_journal-8553	104	17	the	the	DET
american_scientific_journal-8553	104	18	cae	cae	NOUN
american_scientific_journal-8553	104	19	network	network	NOUN
american_scientific_journal-8553	104	20	learns	learn	VERB
american_scientific_journal-8553	104	21	different	different	ADJ
american_scientific_journal-8553	104	22	features	feature	NOUN
american_scientific_journal-8553	104	23	at	at	ADP
american_scientific_journal-8553	104	24	different	different	ADJ
american_scientific_journal-8553	104	25	depth	depth	NOUN
american_scientific_journal-8553	104	26	and	and	CCONJ
american_scientific_journal-8553	104	27	as	as	SCONJ
american_scientific_journal-8553	104	28	we	we	PRON
american_scientific_journal-8553	104	29	go	go	VERB
american_scientific_journal-8553	104	30	deeper	deeply	ADV
american_scientific_journal-8553	104	31	and	and	CCONJ
american_scientific_journal-8553	104	32	deeper	deeply	ADV
american_scientific_journal-8553	104	33	it	it	PRON
american_scientific_journal-8553	104	34	learns	learn	VERB
american_scientific_journal-8553	104	35	higher	high	ADJ
american_scientific_journal-8553	104	36	features	feature	NOUN
american_scientific_journal-8553	104	37	which	which	PRON
american_scientific_journal-8553	104	38	allows	allow	VERB
american_scientific_journal-8553	104	39	it	it	PRON
american_scientific_journal-8553	104	40	to	to	PART
american_scientific_journal-8553	104	41	be	be	AUX
american_scientific_journal-8553	104	42	more	more	ADV
american_scientific_journal-8553	104	43	rich	rich	ADJ
american_scientific_journal-8553	104	44	in	in	ADP
american_scientific_journal-8553	104	45	features	feature	NOUN
american_scientific_journal-8553	104	46	therefore	therefore	ADV
american_scientific_journal-8553	104	47	we	we	PRON
american_scientific_journal-8553	104	48	propose	propose	VERB
american_scientific_journal-8553	104	49	for	for	ADP
american_scientific_journal-8553	104	50	this	this	DET
american_scientific_journal-8553	104	51	work	work	NOUN
american_scientific_journal-8553	104	52	a	a	DET
american_scientific_journal-8553	104	53	cae	cae	NOUN
american_scientific_journal-8553	104	54	with	with	ADP
american_scientific_journal-8553	104	55	the	the	DET
american_scientific_journal-8553	104	56	architecture	architecture	NOUN
american_scientific_journal-8553	104	57	shown	show	VERB
american_scientific_journal-8553	104	58	in	in	ADP
american_scientific_journal-8553	104	59	figure	figure	NOUN
american_scientific_journal-8553	104	60	4	4	NUM
american_scientific_journal-8553	104	61	.	.	PUNCT
american_scientific_journal-8553	105	1	american	american	ADJ
american_scientific_journal-8553	105	2	academic	academic	ADJ
american_scientific_journal-8553	105	3	scientific	scientific	ADJ
american_scientific_journal-8553	105	4	research	research	NOUN
american_scientific_journal-8553	105	5	journal	journal	NOUN
american_scientific_journal-8553	105	6	for	for	ADP
american_scientific_journal-8553	105	7	engineering	engineering	NOUN
american_scientific_journal-8553	105	8	,	,	PUNCT
american_scientific_journal-8553	105	9	technology	technology	NOUN
american_scientific_journal-8553	105	10	,	,	PUNCT
american_scientific_journal-8553	105	11	and	and	CCONJ
american_scientific_journal-8553	105	12	sciences(asrjets	sciences(asrjet	NOUN
american_scientific_journal-8553	105	13	)	)	PUNCT
american_scientific_journal-8553	105	14	(	(	PUNCT
american_scientific_journal-8553	105	15	2023)volume	2023)volume	NUM
american_scientific_journal-8553	105	16	91	91	NUM
american_scientific_journal-8553	105	17	,	,	PUNCT
american_scientific_journal-8553	105	18	no	no	DET
american_scientific_journal-8553	105	19	1	1	NUM
american_scientific_journal-8553	105	20	,	,	PUNCT
american_scientific_journal-8553	105	21	pp	pp	ADV
american_scientific_journal-8553	105	22	87	87	NUM
american_scientific_journal-8553	105	23	-	-	SYM
american_scientific_journal-8553	105	24	104	104	NUM
american_scientific_journal-8553	105	25	94	94	NUM
american_scientific_journal-8553	105	26	figure4	figure4	ADJ
american_scientific_journal-8553	105	27	:	:	PUNCT
american_scientific_journal-8553	105	28	architecture	architecture	NOUN
american_scientific_journal-8553	105	29	of	of	ADP
american_scientific_journal-8553	105	30	the	the	DET
american_scientific_journal-8553	105	31	autoencoder	autoencoder	NOUN
american_scientific_journal-8553	105	32	used	use	VERB
american_scientific_journal-8553	105	33	to	to	PART
american_scientific_journal-8553	105	34	reconctruct	reconctruct	VERB
american_scientific_journal-8553	105	35	the	the	DET
american_scientific_journal-8553	105	36	approximate	approximate	ADJ
american_scientific_journal-8553	105	37	image	image	NOUN
american_scientific_journal-8553	105	38	.	.	PUNCT
american_scientific_journal-8553	106	1	as	as	SCONJ
american_scientific_journal-8553	106	2	indicated	indicate	VERB
american_scientific_journal-8553	106	3	on	on	ADP
american_scientific_journal-8553	106	4	this	this	DET
american_scientific_journal-8553	106	5	figure	figure	NOUN
american_scientific_journal-8553	106	6	,	,	PUNCT
american_scientific_journal-8553	106	7	the	the	DET
american_scientific_journal-8553	106	8	encoder	encoder	NOUN
american_scientific_journal-8553	106	9	part	part	NOUN
american_scientific_journal-8553	106	10	is	be	AUX
american_scientific_journal-8553	106	11	structured	structure	VERB
american_scientific_journal-8553	106	12	around	around	ADP
american_scientific_journal-8553	106	13	four	four	NUM
american_scientific_journal-8553	106	14	convolutional	convolutional	ADJ
american_scientific_journal-8553	106	15	blocks	block	NOUN
american_scientific_journal-8553	106	16	that	that	PRON
american_scientific_journal-8553	106	17	have	have	VERB
american_scientific_journal-8553	106	18	the	the	DET
american_scientific_journal-8553	106	19	following	follow	VERB
american_scientific_journal-8553	106	20	characteristics	characteristic	NOUN
american_scientific_journal-8553	106	21	:	:	PUNCT
american_scientific_journal-8553	106	22			NOUN
american_scientific_journal-8553	106	23	the	the	DET
american_scientific_journal-8553	106	24	1st	1st	ADJ
american_scientific_journal-8553	106	25	convolutional	convolutional	ADJ
american_scientific_journal-8553	106	26	block	block	NOUN
american_scientific_journal-8553	106	27	contains	contain	VERB
american_scientific_journal-8553	106	28	two	two	NUM
american_scientific_journal-8553	106	29	layers	layer	NOUN
american_scientific_journal-8553	106	30	working	work	VERB
american_scientific_journal-8553	106	31	successively	successively	ADV
american_scientific_journal-8553	106	32	.	.	PUNCT
american_scientific_journal-8553	107	1	the	the	DET
american_scientific_journal-8553	107	2	first	first	ADJ
american_scientific_journal-8553	107	3	one	one	NOUN
american_scientific_journal-8553	107	4	performs	perform	VERB
american_scientific_journal-8553	107	5	convolutional	convolutional	ADJ
american_scientific_journal-8553	107	6	operations	operation	NOUN
american_scientific_journal-8553	107	7	between	between	ADP
american_scientific_journal-8553	107	8	the	the	DET
american_scientific_journal-8553	107	9	input	input	NOUN
american_scientific_journal-8553	107	10	data	datum	NOUN
american_scientific_journal-8553	107	11	and	and	CCONJ
american_scientific_journal-8553	107	12	64	64	NUM
american_scientific_journal-8553	107	13	filters	filter	NOUN
american_scientific_journal-8553	107	14	of	of	ADP
american_scientific_journal-8553	107	15	3×3	3×3	NUM
american_scientific_journal-8553	107	16	and	and	CCONJ
american_scientific_journal-8553	107	17	generates	generate	VERB
american_scientific_journal-8553	107	18	64	64	NUM
american_scientific_journal-8553	107	19	features	feature	NOUN
american_scientific_journal-8553	107	20	maps	map	NOUN
american_scientific_journal-8553	107	21	activated	activate	VERB
american_scientific_journal-8553	107	22	by	by	ADP
american_scientific_journal-8553	107	23	the	the	DET
american_scientific_journal-8553	107	24	nonlinear	nonlinear	ADJ
american_scientific_journal-8553	107	25	function	function	NOUN
american_scientific_journal-8553	107	26	relu	relu	NOUN
american_scientific_journal-8553	107	27	(	(	PUNCT
american_scientific_journal-8553	107	28	rectified	rectify	VERB
american_scientific_journal-8553	107	29	linear	linear	NOUN
american_scientific_journal-8553	107	30	unit	unit	NOUN
american_scientific_journal-8553	107	31	)	)	PUNCT
american_scientific_journal-8553	107	32	defined	define	VERB
american_scientific_journal-8553	107	33	as	as	ADP
american_scientific_journal-8553	107	34	[	[	X
american_scientific_journal-8553	107	35	62	62	NUM
american_scientific_journal-8553	107	36	,	,	PUNCT
american_scientific_journal-8553	107	37	63	63	NUM
american_scientific_journal-8553	107	38	]	]	PUNCT
american_scientific_journal-8553	107	39	:	:	PUNCT
american_scientific_journal-8553	107	40	{	{	PUNCT
american_scientific_journal-8553	107	41	this	this	DET
american_scientific_journal-8553	107	42	activation	activation	NOUN
american_scientific_journal-8553	107	43	function	function	NOUN
american_scientific_journal-8553	107	44	performs	perform	VERB
american_scientific_journal-8553	107	45	a	a	DET
american_scientific_journal-8553	107	46	nonlinear	nonlinear	ADJ
american_scientific_journal-8553	107	47	threshold	threshold	NOUN
american_scientific_journal-8553	107	48	operation	operation	NOUN
american_scientific_journal-8553	107	49	,	,	PUNCT
american_scientific_journal-8553	107	50	where	where	SCONJ
american_scientific_journal-8553	107	51	any	any	DET
american_scientific_journal-8553	107	52	input	input	NOUN
american_scientific_journal-8553	107	53	value	value	NOUN
american_scientific_journal-8553	107	54	less	less	ADJ
american_scientific_journal-8553	107	55	than	than	SCONJ
american_scientific_journal-8553	107	56	zero	zero	NUM
american_scientific_journal-8553	107	57	is	be	AUX
american_scientific_journal-8553	107	58	set	set	VERB
american_scientific_journal-8553	107	59	to	to	ADP
american_scientific_journal-8553	107	60	zero	zero	NUM
american_scientific_journal-8553	107	61	.	.	PUNCT
american_scientific_journal-8553	108	1	the	the	DET
american_scientific_journal-8553	108	2	second	second	NOUN
american_scientific_journal-8553	108	3	is	be	AUX
american_scientific_journal-8553	108	4	a	a	DET
american_scientific_journal-8553	108	5	sampling	sampling	NOUN
american_scientific_journal-8553	108	6	layer	layer	NOUN
american_scientific_journal-8553	108	7	obtained	obtain	VERB
american_scientific_journal-8553	108	8	after	after	ADP
american_scientific_journal-8553	108	9	performing	perform	VERB
american_scientific_journal-8553	108	10	maxpooling	maxpoole	VERB
american_scientific_journal-8553	108	11	operation	operation	NOUN
american_scientific_journal-8553	108	12	that	that	PRON
american_scientific_journal-8553	108	13	acts	act	VERB
american_scientific_journal-8553	108	14	as	as	ADP
american_scientific_journal-8553	108	15	downsampling	downsample	VERB
american_scientific_journal-8553	108	16	function	function	NOUN
american_scientific_journal-8553	108	17	by	by	ADP
american_scientific_journal-8553	108	18	dividing	divide	VERB
american_scientific_journal-8553	108	19	the	the	DET
american_scientific_journal-8553	108	20	input	input	NOUN
american_scientific_journal-8553	108	21	to	to	ADP
american_scientific_journal-8553	108	22	pooling	pool	VERB
american_scientific_journal-8553	108	23	regions	region	NOUN
american_scientific_journal-8553	108	24	and	and	CCONJ
american_scientific_journal-8553	108	25	computes	compute	VERB
american_scientific_journal-8553	108	26	the	the	DET
american_scientific_journal-8553	108	27	maximum	maximum	ADJ
american_scientific_journal-8553	108	28	value	value	NOUN
american_scientific_journal-8553	108	29	of	of	ADP
american_scientific_journal-8553	108	30	each	each	DET
american_scientific_journal-8553	108	31	region	region	NOUN
american_scientific_journal-8553	108	32	.	.	PUNCT
american_scientific_journal-8553	109	1	all	all	DET
american_scientific_journal-8553	109	2	these	these	DET
american_scientific_journal-8553	109	3	operations	operation	NOUN
american_scientific_journal-8553	109	4	are	be	AUX
american_scientific_journal-8553	109	5	carried	carry	VERB
american_scientific_journal-8553	109	6	out	out	ADP
american_scientific_journal-8553	109	7	with	with	ADP
american_scientific_journal-8553	109	8	the	the	DET
american_scientific_journal-8553	109	9	stride	stride	ADJ
american_scientific_journal-8553	109	10	parameter	parameter	NOUN
american_scientific_journal-8553	109	11	set	set	VERB
american_scientific_journal-8553	109	12	to	to	ADP
american_scientific_journal-8553	109	13	2	2	NUM
american_scientific_journal-8553	109	14	.	.	PUNCT
american_scientific_journal-8553	109	15			PUNCT
american_scientific_journal-8553	110	1	the	the	DET
american_scientific_journal-8553	110	2	2	2	NUM
american_scientific_journal-8553	110	3	nd	nd	NOUN
american_scientific_journal-8553	110	4	,	,	PUNCT
american_scientific_journal-8553	110	5	3	3	NUM
american_scientific_journal-8553	110	6	th	th	NUM
american_scientific_journal-8553	110	7	and	and	CCONJ
american_scientific_journal-8553	110	8	the	the	DET
american_scientific_journal-8553	110	9	4	4	NUM
american_scientific_journal-8553	110	10	th	th	NOUN
american_scientific_journal-8553	110	11	convolutional	convolutional	ADJ
american_scientific_journal-8553	110	12	blocks	block	NOUN
american_scientific_journal-8553	110	13	have	have	VERB
american_scientific_journal-8553	110	14	the	the	DET
american_scientific_journal-8553	110	15	same	same	ADJ
american_scientific_journal-8553	110	16	architecture	architecture	NOUN
american_scientific_journal-8553	110	17	as	as	ADP
american_scientific_journal-8553	110	18	the	the	DET
american_scientific_journal-8553	110	19	previous	previous	ADJ
american_scientific_journal-8553	110	20	one	one	NUM
american_scientific_journal-8553	110	21	with	with	ADP
american_scientific_journal-8553	110	22	the	the	DET
american_scientific_journal-8553	110	23	difference	difference	NOUN
american_scientific_journal-8553	110	24	that	that	PRON
american_scientific_journal-8553	110	25	the	the	DET
american_scientific_journal-8553	110	26	number	number	NOUN
american_scientific_journal-8553	110	27	of	of	ADP
american_scientific_journal-8553	110	28	filters	filter	NOUN
american_scientific_journal-8553	110	29	is	be	AUX
american_scientific_journal-8553	110	30	increased	increase	VERB
american_scientific_journal-8553	110	31	to	to	ADP
american_scientific_journal-8553	110	32	128	128	NUM
american_scientific_journal-8553	110	33	,	,	PUNCT
american_scientific_journal-8553	110	34	256	256	NUM
american_scientific_journal-8553	110	35	and	and	CCONJ
american_scientific_journal-8553	110	36	512	512	NUM
american_scientific_journal-8553	110	37	respectively	respectively	ADV
american_scientific_journal-8553	110	38	.	.	PUNCT
american_scientific_journal-8553	111	1	the	the	DET
american_scientific_journal-8553	111	2	output	output	NOUN
american_scientific_journal-8553	111	3	of	of	ADP
american_scientific_journal-8553	111	4	the	the	DET
american_scientific_journal-8553	111	5	last	last	ADJ
american_scientific_journal-8553	111	6	convolutional	convolutional	ADJ
american_scientific_journal-8553	111	7	block	block	NOUN
american_scientific_journal-8553	111	8	generates	generate	VERB
american_scientific_journal-8553	111	9	the	the	DET
american_scientific_journal-8553	111	10	latent	latent	NOUN
american_scientific_journal-8553	111	11	features	feature	VERB
american_scientific_journal-8553	111	12	representation	representation	NOUN
american_scientific_journal-8553	111	13	,	,	PUNCT
american_scientific_journal-8553	111	14	which	which	PRON
american_scientific_journal-8553	111	15	preserves	preserve	VERB
american_scientific_journal-8553	111	16	only	only	ADV
american_scientific_journal-8553	111	17	the	the	DET
american_scientific_journal-8553	111	18	most	most	ADV
american_scientific_journal-8553	111	19	relevant	relevant	ADJ
american_scientific_journal-8553	111	20	aspects	aspect	NOUN
american_scientific_journal-8553	111	21	of	of	ADP
american_scientific_journal-8553	111	22	the	the	DET
american_scientific_journal-8553	111	23	input	input	NOUN
american_scientific_journal-8553	111	24	image	image	NOUN
american_scientific_journal-8553	111	25	.	.	PUNCT
american_scientific_journal-8553	112	1	the	the	DET
american_scientific_journal-8553	112	2	second	second	ADJ
american_scientific_journal-8553	112	3	part	part	NOUN
american_scientific_journal-8553	112	4	of	of	ADP
american_scientific_journal-8553	112	5	the	the	DET
american_scientific_journal-8553	112	6	cae	cae	NOUN
american_scientific_journal-8553	112	7	called	call	VERB
american_scientific_journal-8553	112	8	decoder	decoder	NOUN
american_scientific_journal-8553	112	9	has	have	VERB
american_scientific_journal-8553	112	10	four	four	NUM
american_scientific_journal-8553	112	11	convolutional	convolutional	ADJ
american_scientific_journal-8553	112	12	blocks	block	NOUN
american_scientific_journal-8553	112	13	aiming	aim	VERB
american_scientific_journal-8553	112	14	to	to	PART
american_scientific_journal-8553	112	15	reproduce	reproduce	VERB
american_scientific_journal-8553	112	16	the	the	DET
american_scientific_journal-8553	112	17	input	input	NOUN
american_scientific_journal-8553	112	18	image	image	NOUN
american_scientific_journal-8553	112	19	from	from	ADP
american_scientific_journal-8553	112	20	the	the	DET
american_scientific_journal-8553	112	21	latent	latent	NOUN
american_scientific_journal-8553	112	22	space	space	NOUN
american_scientific_journal-8553	112	23	.	.	PUNCT
american_scientific_journal-8553	113	1	the	the	DET
american_scientific_journal-8553	113	2	layers	layer	NOUN
american_scientific_journal-8553	113	3	have	have	VERB
american_scientific_journal-8553	113	4	the	the	DET
american_scientific_journal-8553	113	5	following	follow	VERB
american_scientific_journal-8553	113	6	characteristics	characteristic	NOUN
american_scientific_journal-8553	113	7	:	:	PUNCT
american_scientific_journal-8553	113	8			NOUN
american_scientific_journal-8553	113	9	the	the	DET
american_scientific_journal-8553	113	10	1st	1st	NOUN
american_scientific_journal-8553	113	11	to	to	ADP
american_scientific_journal-8553	113	12	the	the	DET
american_scientific_journal-8553	113	13	4th	4th	ADJ
american_scientific_journal-8553	113	14	convolutional	convolutional	ADJ
american_scientific_journal-8553	113	15	blocks	block	NOUN
american_scientific_journal-8553	113	16	represent	represent	VERB
american_scientific_journal-8553	113	17	the	the	DET
american_scientific_journal-8553	113	18	opposite	opposite	ADJ
american_scientific_journal-8553	113	19	side	side	NOUN
american_scientific_journal-8553	113	20	of	of	ADP
american_scientific_journal-8553	113	21	the	the	DET
american_scientific_journal-8553	113	22	encoder	encoder	NOUN
american_scientific_journal-8553	113	23	and	and	CCONJ
american_scientific_journal-8553	113	24	each	each	DET
american_scientific_journal-8553	113	25	block	block	NOUN
american_scientific_journal-8553	113	26	contains	contain	VERB
american_scientific_journal-8553	113	27	transpose	transpose	ADJ
american_scientific_journal-8553	113	28	convolutional	convolutional	ADJ
american_scientific_journal-8553	113	29	layer	layer	NOUN
american_scientific_journal-8553	113	30	,	,	PUNCT
american_scientific_journal-8553	113	31	with	with	ADP
american_scientific_journal-8553	113	32	the	the	DET
american_scientific_journal-8553	113	33	same	same	ADJ
american_scientific_journal-8553	113	34	number	number	NOUN
american_scientific_journal-8553	113	35	of	of	ADP
american_scientific_journal-8553	113	36	filters	filter	NOUN
american_scientific_journal-8553	113	37	and	and	CCONJ
american_scientific_journal-8553	113	38	kernels	kernel	NOUN
american_scientific_journal-8553	113	39	as	as	SCONJ
american_scientific_journal-8553	113	40	the	the	DET
american_scientific_journal-8553	113	41	encoder	encoder	NOUN
american_scientific_journal-8553	113	42	blocks	block	VERB
american_scientific_journal-8553	113	43	in	in	ADP
american_scientific_journal-8553	113	44	order	order	NOUN
american_scientific_journal-8553	113	45	to	to	PART
american_scientific_journal-8553	113	46	upsample	upsample	VERB
american_scientific_journal-8553	113	47	the	the	DET
american_scientific_journal-8553	113	48	data	datum	NOUN
american_scientific_journal-8553	113	49	by	by	ADP
american_scientific_journal-8553	113	50	2	2	NUM
american_scientific_journal-8553	113	51	.	.	PUNCT
american_scientific_journal-8553	114	1	each	each	DET
american_scientific_journal-8553	114	2	block	block	NOUN
american_scientific_journal-8553	114	3	is	be	AUX
american_scientific_journal-8553	114	4	followed	follow	VERB
american_scientific_journal-8553	114	5	by	by	ADP
american_scientific_journal-8553	114	6	convolutional	convolutional	ADJ
american_scientific_journal-8553	114	7	layer	layer	NOUN
american_scientific_journal-8553	114	8	using	use	VERB
american_scientific_journal-8553	114	9	relu	relu	NOUN
american_scientific_journal-8553	114	10	activation	activation	NOUN
american_scientific_journal-8553	114	11	function	function	NOUN
american_scientific_journal-8553	114	12	.	.	PUNCT
american_scientific_journal-8553	115	1	american	american	ADJ
american_scientific_journal-8553	115	2	academic	academic	ADJ
american_scientific_journal-8553	115	3	scientific	scientific	ADJ
american_scientific_journal-8553	115	4	research	research	NOUN
american_scientific_journal-8553	115	5	journal	journal	NOUN
american_scientific_journal-8553	115	6	for	for	ADP
american_scientific_journal-8553	115	7	engineering	engineering	NOUN
american_scientific_journal-8553	115	8	,	,	PUNCT
american_scientific_journal-8553	115	9	technology	technology	NOUN
american_scientific_journal-8553	115	10	,	,	PUNCT
american_scientific_journal-8553	115	11	and	and	CCONJ
american_scientific_journal-8553	115	12	sciences(asrjets	sciences(asrjet	NOUN
american_scientific_journal-8553	115	13	)	)	PUNCT
american_scientific_journal-8553	115	14	(	(	PUNCT
american_scientific_journal-8553	115	15	2023)volume	2023)volume	NUM
american_scientific_journal-8553	115	16	91	91	NUM
american_scientific_journal-8553	115	17	,	,	PUNCT
american_scientific_journal-8553	115	18	no	no	DET
american_scientific_journal-8553	115	19	1	1	NUM
american_scientific_journal-8553	115	20	,	,	PUNCT
american_scientific_journal-8553	115	21	pp	pp	ADV
american_scientific_journal-8553	115	22	87	87	NUM
american_scientific_journal-8553	115	23	-	-	SYM
american_scientific_journal-8553	115	24	104	104	NUM
american_scientific_journal-8553	115	25	95	95	NUM
american_scientific_journal-8553	115	26			NOUN
american_scientific_journal-8553	115	27	an	an	DET
american_scientific_journal-8553	115	28	extra	extra	ADJ
american_scientific_journal-8553	115	29	convolutional	convolutional	ADJ
american_scientific_journal-8553	115	30	layer	layer	NOUN
american_scientific_journal-8553	115	31	is	be	AUX
american_scientific_journal-8553	115	32	added	add	VERB
american_scientific_journal-8553	115	33	at	at	ADP
american_scientific_journal-8553	115	34	the	the	DET
american_scientific_journal-8553	115	35	end	end	NOUN
american_scientific_journal-8553	115	36	of	of	ADP
american_scientific_journal-8553	115	37	the	the	DET
american_scientific_journal-8553	115	38	cae	cae	NOUN
american_scientific_journal-8553	115	39	architecture	architecture	NOUN
american_scientific_journal-8553	115	40	adopted	adopt	VERB
american_scientific_journal-8553	115	41	for	for	ADP
american_scientific_journal-8553	115	42	this	this	DET
american_scientific_journal-8553	115	43	work	work	NOUN
american_scientific_journal-8553	115	44	.	.	PUNCT
american_scientific_journal-8553	116	1	its	its	PRON
american_scientific_journal-8553	116	2	purpose	purpose	NOUN
american_scientific_journal-8553	116	3	is	be	AUX
american_scientific_journal-8553	116	4	to	to	PART
american_scientific_journal-8553	116	5	output	output	VERB
american_scientific_journal-8553	116	6	the	the	DET
american_scientific_journal-8553	116	7	reconstructed	reconstructed	ADJ
american_scientific_journal-8553	116	8	image	image	NOUN
american_scientific_journal-8553	116	9	representing	represent	VERB
american_scientific_journal-8553	116	10	a	a	DET
american_scientific_journal-8553	116	11	compressed	compressed	ADJ
american_scientific_journal-8553	116	12	version	version	NOUN
american_scientific_journal-8553	116	13	of	of	ADP
american_scientific_journal-8553	116	14	the	the	DET
american_scientific_journal-8553	116	15	original	original	ADJ
american_scientific_journal-8553	116	16	image	image	NOUN
american_scientific_journal-8553	116	17	in	in	ADP
american_scientific_journal-8553	116	18	the	the	DET
american_scientific_journal-8553	116	19	input	input	NOUN
american_scientific_journal-8553	116	20	of	of	ADP
american_scientific_journal-8553	116	21	the	the	DET
american_scientific_journal-8553	116	22	network	network	NOUN
american_scientific_journal-8553	116	23	.	.	PUNCT
american_scientific_journal-8553	117	1	this	this	DET
american_scientific_journal-8553	117	2	last	last	ADJ
american_scientific_journal-8553	117	3	layer	layer	NOUN
american_scientific_journal-8553	117	4	contains	contain	VERB
american_scientific_journal-8553	117	5	one	one	NUM
american_scientific_journal-8553	117	6	filter	filter	NOUN
american_scientific_journal-8553	117	7	of	of	ADP
american_scientific_journal-8553	117	8	size	size	NOUN
american_scientific_journal-8553	117	9	3×3	3×3	NUM
american_scientific_journal-8553	117	10	and	and	CCONJ
american_scientific_journal-8553	117	11	a	a	DET
american_scientific_journal-8553	117	12	stride	stride	NOUN
american_scientific_journal-8553	117	13	of	of	ADP
american_scientific_journal-8553	117	14	1	1	NUM
american_scientific_journal-8553	117	15	with	with	ADP
american_scientific_journal-8553	117	16	sigmoid	sigmoid	NOUN
american_scientific_journal-8553	117	17	activation	activation	NOUN
american_scientific_journal-8553	117	18	function	function	NOUN
american_scientific_journal-8553	117	19	defined	define	VERB
american_scientific_journal-8553	117	20	as	as	ADP
american_scientific_journal-8553	117	21	[	[	X
american_scientific_journal-8553	117	22	62	62	NUM
american_scientific_journal-8553	117	23	,	,	PUNCT
american_scientific_journal-8553	117	24	63	63	NUM
american_scientific_journal-8553	117	25	]	]	PUNCT
american_scientific_journal-8553	117	26	:	:	PUNCT
american_scientific_journal-8553	117	27	we	we	PRON
american_scientific_journal-8553	117	28	choose	choose	VERB
american_scientific_journal-8553	117	29	to	to	PART
american_scientific_journal-8553	117	30	train	train	VERB
american_scientific_journal-8553	117	31	our	our	PRON
american_scientific_journal-8553	117	32	cae	cae	NOUN
american_scientific_journal-8553	117	33	using	use	VERB
american_scientific_journal-8553	117	34	adam	adam	PROPN
american_scientific_journal-8553	117	35	optimizer	optimizer	NOUN
american_scientific_journal-8553	117	36	[	[	X
american_scientific_journal-8553	117	37	64	64	NUM
american_scientific_journal-8553	117	38	]	]	PUNCT
american_scientific_journal-8553	117	39	and	and	CCONJ
american_scientific_journal-8553	117	40	mse	mse	NOUN
american_scientific_journal-8553	117	41	(	(	PUNCT
american_scientific_journal-8553	117	42	mean	mean	ADJ
american_scientific_journal-8553	117	43	square	square	ADJ
american_scientific_journal-8553	117	44	error	error	NOUN
american_scientific_journal-8553	117	45	)	)	PUNCT
american_scientific_journal-8553	117	46	as	as	ADP
american_scientific_journal-8553	117	47	loss	loss	NOUN
american_scientific_journal-8553	117	48	function	function	NOUN
american_scientific_journal-8553	117	49	.	.	PUNCT
american_scientific_journal-8553	118	1	for	for	ADP
american_scientific_journal-8553	118	2	each	each	DET
american_scientific_journal-8553	118	3	image	image	NOUN
american_scientific_journal-8553	118	4	in	in	ADP
american_scientific_journal-8553	118	5	the	the	DET
american_scientific_journal-8553	118	6	dataset	dataset	NOUN
american_scientific_journal-8553	118	7	kodak	kodak	PROPN
american_scientific_journal-8553	118	8	,	,	PUNCT
american_scientific_journal-8553	118	9	the	the	DET
american_scientific_journal-8553	118	10	network	network	NOUN
american_scientific_journal-8553	118	11	training	training	NOUN
american_scientific_journal-8553	118	12	continues	continue	VERB
american_scientific_journal-8553	118	13	for	for	ADP
american_scientific_journal-8553	118	14	1000	1000	NUM
american_scientific_journal-8553	118	15	epochs	epoch	NOUN
american_scientific_journal-8553	118	16	,	,	PUNCT
american_scientific_journal-8553	118	17	which	which	PRON
american_scientific_journal-8553	118	18	allows	allow	VERB
american_scientific_journal-8553	118	19	us	we	PRON
american_scientific_journal-8553	118	20	to	to	PART
american_scientific_journal-8553	118	21	achieve	achieve	VERB
american_scientific_journal-8553	118	22	an	an	DET
american_scientific_journal-8553	118	23	accuracy	accuracy	NOUN
american_scientific_journal-8553	118	24	between	between	ADP
american_scientific_journal-8553	118	25	97	97	NUM
american_scientific_journal-8553	118	26	%	%	NOUN
american_scientific_journal-8553	118	27	and	and	CCONJ
american_scientific_journal-8553	118	28	99	99	NUM
american_scientific_journal-8553	118	29	%	%	NOUN
american_scientific_journal-8553	118	30	to	to	PART
american_scientific_journal-8553	118	31	reconstruct	reconstruct	VERB
american_scientific_journal-8553	118	32	the	the	DET
american_scientific_journal-8553	118	33	approximate	approximate	ADJ
american_scientific_journal-8553	118	34	image	image	NOUN
american_scientific_journal-8553	118	35	.	.	PUNCT
american_scientific_journal-8553	119	1	this	this	DET
american_scientific_journal-8553	119	2	accuracy	accuracy	NOUN
american_scientific_journal-8553	119	3	is	be	AUX
american_scientific_journal-8553	119	4	sufficient	sufficient	ADJ
american_scientific_journal-8553	119	5	to	to	PART
american_scientific_journal-8553	119	6	get	get	VERB
american_scientific_journal-8553	119	7	an	an	DET
american_scientific_journal-8553	119	8	image	image	NOUN
american_scientific_journal-8553	119	9	quality	quality	NOUN
american_scientific_journal-8553	119	10	visually	visually	ADV
american_scientific_journal-8553	119	11	acceptable	acceptable	ADJ
american_scientific_journal-8553	119	12	.	.	PUNCT
american_scientific_journal-8553	120	1	also	also	ADV
american_scientific_journal-8553	120	2	,	,	PUNCT
american_scientific_journal-8553	120	3	the	the	DET
american_scientific_journal-8553	120	4	network	network	NOUN
american_scientific_journal-8553	120	5	is	be	AUX
american_scientific_journal-8553	120	6	trained	train	VERB
american_scientific_journal-8553	120	7	with	with	ADP
american_scientific_journal-8553	120	8	the	the	DET
american_scientific_journal-8553	120	9	batch	batch	NOUN
american_scientific_journal-8553	120	10	normalization	normalization	NOUN
american_scientific_journal-8553	120	11	algorithm	algorithm	NOUN
american_scientific_journal-8553	120	12	to	to	PART
american_scientific_journal-8553	120	13	get	get	AUX
american_scientific_journal-8553	120	14	normalized	normalize	VERB
american_scientific_journal-8553	120	15	data	datum	NOUN
american_scientific_journal-8553	120	16	as	as	SCONJ
american_scientific_journal-8553	120	17	it	it	PRON
american_scientific_journal-8553	120	18	is	be	AUX
american_scientific_journal-8553	120	19	the	the	DET
american_scientific_journal-8553	120	20	best	good	ADJ
american_scientific_journal-8553	120	21	mean	mean	NOUN
american_scientific_journal-8553	120	22	to	to	PART
american_scientific_journal-8553	120	23	regulate	regulate	VERB
american_scientific_journal-8553	120	24	the	the	DET
american_scientific_journal-8553	120	25	network	network	NOUN
american_scientific_journal-8553	120	26	and	and	CCONJ
american_scientific_journal-8553	120	27	to	to	PART
american_scientific_journal-8553	120	28	make	make	VERB
american_scientific_journal-8553	120	29	it	it	PRON
american_scientific_journal-8553	120	30	more	more	ADV
american_scientific_journal-8553	120	31	strong	strong	ADJ
american_scientific_journal-8553	120	32	[	[	X
american_scientific_journal-8553	120	33	65	65	NUM
american_scientific_journal-8553	120	34	]	]	SYM
american_scientific_journal-8553	120	35	.	.	PUNCT
american_scientific_journal-8553	121	1	3.3	3.3	NUM
american_scientific_journal-8553	121	2	.	.	PUNCT
american_scientific_journal-8553	121	3	compression	compression	NOUN
american_scientific_journal-8553	121	4	by	by	ADP
american_scientific_journal-8553	121	5	the	the	DET
american_scientific_journal-8553	121	6	baseline	baseline	ADJ
american_scientific_journal-8553	121	7	algorithm	algorithm	NOUN
american_scientific_journal-8553	121	8	it	it	PRON
american_scientific_journal-8553	121	9	is	be	AUX
american_scientific_journal-8553	121	10	well	well	ADV
american_scientific_journal-8553	121	11	known	know	VERB
american_scientific_journal-8553	121	12	that	that	SCONJ
american_scientific_journal-8553	121	13	wavelet	wavelet	NOUN
american_scientific_journal-8553	121	14	based	base	VERB
american_scientific_journal-8553	121	15	image	image	NOUN
american_scientific_journal-8553	121	16	representation	representation	NOUN
american_scientific_journal-8553	121	17	has	have	AUX
american_scientific_journal-8553	121	18	recently	recently	ADV
american_scientific_journal-8553	121	19	emerged	emerge	VERB
american_scientific_journal-8553	121	20	as	as	ADP
american_scientific_journal-8553	121	21	a	a	DET
american_scientific_journal-8553	121	22	powerful	powerful	ADJ
american_scientific_journal-8553	121	23	tool	tool	NOUN
american_scientific_journal-8553	121	24	that	that	SCONJ
american_scientific_journal-8553	121	25	in	in	ADP
american_scientific_journal-8553	121	26	image	image	NOUN
american_scientific_journal-8553	121	27	processing	processing	NOUN
american_scientific_journal-8553	121	28	and	and	CCONJ
american_scientific_journal-8553	121	29	computer	computer	NOUN
american_scientific_journal-8553	121	30	vision	vision	NOUN
american_scientific_journal-8553	121	31	that	that	PRON
american_scientific_journal-8553	121	32	investigates	investigate	VERB
american_scientific_journal-8553	121	33	many	many	ADJ
american_scientific_journal-8553	121	34	fields	field	NOUN
american_scientific_journal-8553	121	35	such	such	ADJ
american_scientific_journal-8553	121	36	as	as	ADP
american_scientific_journal-8553	121	37	compression	compression	NOUN
american_scientific_journal-8553	121	38	,	,	PUNCT
american_scientific_journal-8553	121	39	detection	detection	NOUN
american_scientific_journal-8553	121	40	,	,	PUNCT
american_scientific_journal-8553	121	41	recognition	recognition	NOUN
american_scientific_journal-8553	121	42	,	,	PUNCT
american_scientific_journal-8553	121	43	image	image	NOUN
american_scientific_journal-8553	121	44	retrieval	retrieval	NOUN
american_scientific_journal-8553	121	45	and	and	CCONJ
american_scientific_journal-8553	121	46	colleagues	colleague	NOUN
american_scientific_journal-8553	121	47	based	base	VERB
american_scientific_journal-8553	121	48	on	on	ADP
american_scientific_journal-8553	121	49	our	our	PRON
american_scientific_journal-8553	121	50	hypothesis	hypothesis	NOUN
american_scientific_journal-8553	121	51	,	,	PUNCT
american_scientific_journal-8553	121	52	baseline	baseline	ADJ
american_scientific_journal-8553	121	53	compression	compression	NOUN
american_scientific_journal-8553	121	54	based	base	VERB
american_scientific_journal-8553	121	55	wavelet	wavelet	NOUN
american_scientific_journal-8553	121	56	consists	consist	VERB
american_scientific_journal-8553	121	57	,	,	PUNCT
american_scientific_journal-8553	121	58	in	in	ADP
american_scientific_journal-8553	121	59	the	the	DET
american_scientific_journal-8553	121	60	first	first	ADJ
american_scientific_journal-8553	121	61	set	set	NOUN
american_scientific_journal-8553	121	62	,	,	PUNCT
american_scientific_journal-8553	121	63	in	in	ADP
american_scientific_journal-8553	121	64	image	image	NOUN
american_scientific_journal-8553	121	65	decomposition	decomposition	NOUN
american_scientific_journal-8553	121	66	in	in	ADP
american_scientific_journal-8553	121	67	level	level	NOUN
american_scientific_journal-8553	121	68	one	one	NOUN
american_scientific_journal-8553	121	69	using	use	VERB
american_scientific_journal-8553	121	70	the	the	DET
american_scientific_journal-8553	121	71	bior1.1	bior1.1	ADJ
american_scientific_journal-8553	121	72	wavelet	wavelet	NOUN
american_scientific_journal-8553	121	73	.	.	PUNCT
american_scientific_journal-8553	122	1	in	in	ADP
american_scientific_journal-8553	122	2	fact	fact	NOUN
american_scientific_journal-8553	122	3	,	,	PUNCT
american_scientific_journal-8553	122	4	wavelet	wavelet	NOUN
american_scientific_journal-8553	122	5	transform	transform	NOUN
american_scientific_journal-8553	122	6	decomposes	decompose	VERB
american_scientific_journal-8553	122	7	the	the	DET
american_scientific_journal-8553	122	8	digital	digital	ADJ
american_scientific_journal-8553	122	9	image	image	NOUN
american_scientific_journal-8553	122	10	into	into	ADP
american_scientific_journal-8553	122	11	sub	sub	NOUN
american_scientific_journal-8553	122	12	-	-	NOUN
american_scientific_journal-8553	122	13	band	band	NOUN
american_scientific_journal-8553	122	14	in	in	ADP
american_scientific_journal-8553	122	15	the	the	DET
american_scientific_journal-8553	122	16	horizontal	horizontal	ADJ
american_scientific_journal-8553	122	17	and	and	CCONJ
american_scientific_journal-8553	122	18	vertical	vertical	ADJ
american_scientific_journal-8553	122	19	directions	direction	NOUN
american_scientific_journal-8553	122	20	.	.	PUNCT
american_scientific_journal-8553	123	1	low	low	ADJ
american_scientific_journal-8553	123	2	and	and	CCONJ
american_scientific_journal-8553	123	3	high	high	ADJ
american_scientific_journal-8553	123	4	pass	pass	NOUN
american_scientific_journal-8553	123	5	filters	filter	NOUN
american_scientific_journal-8553	123	6	banks	bank	NOUN
american_scientific_journal-8553	123	7	are	be	AUX
american_scientific_journal-8553	123	8	applied	apply	VERB
american_scientific_journal-8553	123	9	to	to	ADP
american_scientific_journal-8553	123	10	the	the	DET
american_scientific_journal-8553	123	11	image	image	NOUN
american_scientific_journal-8553	123	12	along	along	ADP
american_scientific_journal-8553	123	13	rows	row	NOUN
american_scientific_journal-8553	123	14	and	and	CCONJ
american_scientific_journal-8553	123	15	columns	column	NOUN
american_scientific_journal-8553	123	16	separately	separately	ADV
american_scientific_journal-8553	123	17	from	from	ADP
american_scientific_journal-8553	123	18	this	this	DET
american_scientific_journal-8553	123	19	emerge	emerge	VERB
american_scientific_journal-8553	123	20	three	three	NUM
american_scientific_journal-8553	123	21	detailed	detailed	ADJ
american_scientific_journal-8553	123	22	sub	sub	NOUN
american_scientific_journal-8553	123	23	-	-	NOUN
american_scientific_journal-8553	123	24	images	image	NOUN
american_scientific_journal-8553	123	25	:	:	PUNCT
american_scientific_journal-8553	123	26	horizontal	horizontal	ADJ
american_scientific_journal-8553	123	27	highpass	highpass	NOUN
american_scientific_journal-8553	123	28	sub	sub	NOUN
american_scientific_journal-8553	123	29	-	-	NOUN
american_scientific_journal-8553	123	30	image	image	ADJ
american_scientific_journal-8553	123	31	,	,	PUNCT
american_scientific_journal-8553	123	32	vertical	vertical	ADJ
american_scientific_journal-8553	123	33	high	high	ADJ
american_scientific_journal-8553	123	34	-	-	PUNCT
american_scientific_journal-8553	123	35	pass	pass	VERB
american_scientific_journal-8553	123	36	sub	sub	ADJ
american_scientific_journal-8553	123	37	-	-	ADJ
american_scientific_journal-8553	123	38	image	image	ADJ
american_scientific_journal-8553	123	39	and	and	CCONJ
american_scientific_journal-8553	123	40	diagonal	diagonal	ADJ
american_scientific_journal-8553	123	41	high	high	ADJ
american_scientific_journal-8553	123	42	-	-	PUNCT
american_scientific_journal-8553	123	43	pass	pass	VERB
american_scientific_journal-8553	123	44	sub	sub	NOUN
american_scientific_journal-8553	123	45	-	-	NOUN
american_scientific_journal-8553	123	46	image	image	NOUN
american_scientific_journal-8553	123	47	and	and	CCONJ
american_scientific_journal-8553	123	48	one	one	NUM
american_scientific_journal-8553	123	49	approximate	approximate	ADJ
american_scientific_journal-8553	123	50	low	low	ADJ
american_scientific_journal-8553	123	51	-	-	PUNCT
american_scientific_journal-8553	123	52	pass	pass	NOUN
american_scientific_journal-8553	123	53	sub	sub	NOUN
american_scientific_journal-8553	123	54	-	-	NOUN
american_scientific_journal-8553	123	55	image	image	ADJ
american_scientific_journal-8553	123	56	[	[	X
american_scientific_journal-8553	123	57	17,19	17,19	NUM
american_scientific_journal-8553	123	58	]	]	PUNCT
american_scientific_journal-8553	123	59	.	.	PUNCT
american_scientific_journal-8553	124	1	in	in	ADP
american_scientific_journal-8553	124	2	the	the	DET
american_scientific_journal-8553	124	3	second	second	ADJ
american_scientific_journal-8553	124	4	step	step	NOUN
american_scientific_journal-8553	124	5	,	,	PUNCT
american_scientific_journal-8553	124	6	quantization	quantization	NOUN
american_scientific_journal-8553	124	7	technique	technique	NOUN
american_scientific_journal-8553	124	8	is	be	AUX
american_scientific_journal-8553	124	9	applied	apply	VERB
american_scientific_journal-8553	124	10	to	to	ADP
american_scientific_journal-8553	124	11	the	the	DET
american_scientific_journal-8553	124	12	spectral	spectral	ADJ
american_scientific_journal-8553	124	13	coefficients	coefficient	NOUN
american_scientific_journal-8553	124	14	or	or	CCONJ
american_scientific_journal-8553	124	15	the	the	DET
american_scientific_journal-8553	124	16	approximate	approximate	ADJ
american_scientific_journal-8553	124	17	image	image	NOUN
american_scientific_journal-8553	124	18	and	and	CCONJ
american_scientific_journal-8553	124	19	finally	finally	ADV
american_scientific_journal-8553	124	20	a	a	DET
american_scientific_journal-8553	124	21	huffman	huffman	PROPN
american_scientific_journal-8553	124	22	binary	binary	PROPN
american_scientific_journal-8553	124	23	code	code	PROPN
american_scientific_journal-8553	124	24	is	be	AUX
american_scientific_journal-8553	124	25	used	use	VERB
american_scientific_journal-8553	124	26	to	to	PART
american_scientific_journal-8553	124	27	convert	convert	VERB
american_scientific_journal-8553	124	28	information	information	NOUN
american_scientific_journal-8553	124	29	under	under	ADP
american_scientific_journal-8553	124	30	binary	binary	ADJ
american_scientific_journal-8553	124	31	shape	shape	NOUN
american_scientific_journal-8553	124	32	.	.	PUNCT
american_scientific_journal-8553	125	1	the	the	DET
american_scientific_journal-8553	125	2	process	process	NOUN
american_scientific_journal-8553	125	3	of	of	ADP
american_scientific_journal-8553	125	4	the	the	DET
american_scientific_journal-8553	125	5	compression	compression	NOUN
american_scientific_journal-8553	125	6	by	by	ADP
american_scientific_journal-8553	125	7	the	the	DET
american_scientific_journal-8553	125	8	baseline	baseline	NOUN
american_scientific_journal-8553	125	9	method	method	NOUN
american_scientific_journal-8553	125	10	is	be	AUX
american_scientific_journal-8553	125	11	illustrated	illustrate	VERB
american_scientific_journal-8553	125	12	in	in	ADP
american_scientific_journal-8553	125	13	figure	figure	NOUN
american_scientific_journal-8553	125	14	5	5	NUM
american_scientific_journal-8553	125	15	.	.	PUNCT
american_scientific_journal-8553	126	1	figure5	figure5	ADJ
american_scientific_journal-8553	126	2	:	:	PUNCT
american_scientific_journal-8553	126	3	baseline	baseline	NOUN
american_scientific_journal-8553	126	4	compression	compression	NOUN
american_scientific_journal-8553	126	5	process	process	NOUN
american_scientific_journal-8553	126	6	based	base	VERB
american_scientific_journal-8553	126	7	wavelet	wavelet	NOUN
american_scientific_journal-8553	126	8	transform	transform	NOUN
american_scientific_journal-8553	126	9	.	.	PUNCT
american_scientific_journal-8553	127	1	american	american	ADJ
american_scientific_journal-8553	127	2	academic	academic	ADJ
american_scientific_journal-8553	127	3	scientific	scientific	ADJ
american_scientific_journal-8553	127	4	research	research	NOUN
american_scientific_journal-8553	127	5	journal	journal	NOUN
american_scientific_journal-8553	127	6	for	for	ADP
american_scientific_journal-8553	127	7	engineering	engineering	NOUN
american_scientific_journal-8553	127	8	,	,	PUNCT
american_scientific_journal-8553	127	9	technology	technology	NOUN
american_scientific_journal-8553	127	10	,	,	PUNCT
american_scientific_journal-8553	127	11	and	and	CCONJ
american_scientific_journal-8553	127	12	sciences(asrjets	sciences(asrjet	NOUN
american_scientific_journal-8553	127	13	)	)	PUNCT
american_scientific_journal-8553	127	14	(	(	PUNCT
american_scientific_journal-8553	127	15	2023)volume	2023)volume	NUM
american_scientific_journal-8553	127	16	91	91	NUM
american_scientific_journal-8553	127	17	,	,	PUNCT
american_scientific_journal-8553	127	18	no	no	DET
american_scientific_journal-8553	127	19	1	1	NUM
american_scientific_journal-8553	127	20	,	,	PUNCT
american_scientific_journal-8553	127	21	pp	pp	ADV
american_scientific_journal-8553	127	22	87	87	NUM
american_scientific_journal-8553	127	23	-	-	SYM
american_scientific_journal-8553	127	24	104	104	NUM
american_scientific_journal-8553	127	25	96	96	NUM
american_scientific_journal-8553	127	26	4	4	NUM
american_scientific_journal-8553	127	27	.	.	PUNCT
american_scientific_journal-8553	127	28	results	result	NOUN
american_scientific_journal-8553	127	29	and	and	CCONJ
american_scientific_journal-8553	127	30	model	model	NOUN
american_scientific_journal-8553	127	31	evaluation	evaluation	NOUN
american_scientific_journal-8553	127	32	as	as	SCONJ
american_scientific_journal-8553	127	33	mentioned	mention	VERB
american_scientific_journal-8553	127	34	above	above	ADV
american_scientific_journal-8553	127	35	,	,	PUNCT
american_scientific_journal-8553	127	36	the	the	DET
american_scientific_journal-8553	127	37	core	core	NOUN
american_scientific_journal-8553	127	38	of	of	ADP
american_scientific_journal-8553	127	39	this	this	DET
american_scientific_journal-8553	127	40	work	work	NOUN
american_scientific_journal-8553	127	41	is	be	AUX
american_scientific_journal-8553	127	42	a	a	DET
american_scientific_journal-8553	127	43	convolutional	convolutional	ADJ
american_scientific_journal-8553	127	44	autoencoder	autoencoder	NOUN
american_scientific_journal-8553	127	45	used	use	VERB
american_scientific_journal-8553	127	46	to	to	PART
american_scientific_journal-8553	127	47	reconstruct	reconstruct	VERB
american_scientific_journal-8553	127	48	the	the	DET
american_scientific_journal-8553	127	49	approximate	approximate	ADJ
american_scientific_journal-8553	127	50	image	image	NOUN
american_scientific_journal-8553	127	51	after	after	ADP
american_scientific_journal-8553	127	52	decomposing	decompose	VERB
american_scientific_journal-8553	127	53	the	the	DET
american_scientific_journal-8553	127	54	original	original	ADJ
american_scientific_journal-8553	127	55	image	image	NOUN
american_scientific_journal-8553	127	56	by	by	ADP
american_scientific_journal-8553	127	57	the	the	DET
american_scientific_journal-8553	127	58	wavelet	wavelet	NOUN
american_scientific_journal-8553	127	59	.	.	PUNCT
american_scientific_journal-8553	128	1	this	this	DET
american_scientific_journal-8553	128	2	last	last	ADJ
american_scientific_journal-8553	128	3	process	process	NOUN
american_scientific_journal-8553	128	4	allows	allow	VERB
american_scientific_journal-8553	128	5	us	we	PRON
american_scientific_journal-8553	128	6	to	to	PART
american_scientific_journal-8553	128	7	eliminate	eliminate	VERB
american_scientific_journal-8553	128	8	some	some	DET
american_scientific_journal-8553	128	9	details	detail	NOUN
american_scientific_journal-8553	128	10	useless	useless	ADJ
american_scientific_journal-8553	128	11	and	and	CCONJ
american_scientific_journal-8553	128	12	to	to	PART
american_scientific_journal-8553	128	13	keep	keep	VERB
american_scientific_journal-8553	128	14	the	the	DET
american_scientific_journal-8553	128	15	low	low	ADJ
american_scientific_journal-8553	128	16	-	-	PUNCT
american_scientific_journal-8553	128	17	pass	pass	NOUN
american_scientific_journal-8553	128	18	sub	sub	NOUN
american_scientific_journal-8553	128	19	-	-	NOUN
american_scientific_journal-8553	128	20	image	image	NOUN
american_scientific_journal-8553	128	21	that	that	PRON
american_scientific_journal-8553	128	22	we	we	PRON
american_scientific_journal-8553	128	23	put	put	VERB
american_scientific_journal-8553	128	24	as	as	ADP
american_scientific_journal-8553	128	25	the	the	DET
american_scientific_journal-8553	128	26	input	input	NOUN
american_scientific_journal-8553	128	27	layer	layer	NOUN
american_scientific_journal-8553	128	28	for	for	ADP
american_scientific_journal-8553	128	29	an	an	DET
american_scientific_journal-8553	128	30	autoencoder	autoencoder	NOUN
american_scientific_journal-8553	128	31	to	to	PART
american_scientific_journal-8553	128	32	reconstruct	reconstruct	VERB
american_scientific_journal-8553	128	33	it	it	PRON
american_scientific_journal-8553	128	34	again	again	ADV
american_scientific_journal-8553	128	35	.	.	PUNCT
american_scientific_journal-8553	129	1	this	this	DET
american_scientific_journal-8553	129	2	second	second	ADJ
american_scientific_journal-8553	129	3	step	step	NOUN
american_scientific_journal-8553	129	4	contributes	contribute	VERB
american_scientific_journal-8553	129	5	to	to	PART
american_scientific_journal-8553	129	6	extract	extract	VERB
american_scientific_journal-8553	129	7	more	more	ADV
american_scientific_journal-8553	129	8	insignificant	insignificant	ADJ
american_scientific_journal-8553	129	9	data	datum	NOUN
american_scientific_journal-8553	129	10	in	in	ADP
american_scientific_journal-8553	129	11	the	the	DET
american_scientific_journal-8553	129	12	approximate	approximate	ADJ
american_scientific_journal-8553	129	13	image	image	NOUN
american_scientific_journal-8553	129	14	.	.	PUNCT
american_scientific_journal-8553	130	1	the	the	DET
american_scientific_journal-8553	130	2	model	model	NOUN
american_scientific_journal-8553	130	3	proposed	propose	VERB
american_scientific_journal-8553	130	4	have	have	AUX
american_scientific_journal-8553	130	5	been	be	AUX
american_scientific_journal-8553	130	6	validated	validate	VERB
american_scientific_journal-8553	130	7	through	through	ADP
american_scientific_journal-8553	130	8	different	different	ADJ
american_scientific_journal-8553	130	9	experimental	experimental	ADJ
american_scientific_journal-8553	130	10	results	result	NOUN
american_scientific_journal-8553	130	11	that	that	PRON
american_scientific_journal-8553	130	12	had	have	AUX
american_scientific_journal-8553	130	13	been	be	AUX
american_scientific_journal-8553	130	14	carried	carry	VERB
american_scientific_journal-8553	130	15	out	out	ADP
american_scientific_journal-8553	130	16	on	on	ADP
american_scientific_journal-8553	130	17	the	the	DET
american_scientific_journal-8553	130	18	particular	particular	ADJ
american_scientific_journal-8553	130	19	kodak	kodak	PROPN
american_scientific_journal-8553	130	20	dataset	dataset	VERB
american_scientific_journal-8553	130	21	.	.	PUNCT
american_scientific_journal-8553	131	1	for	for	ADP
american_scientific_journal-8553	131	2	the	the	DET
american_scientific_journal-8553	131	3	experimental	experimental	ADJ
american_scientific_journal-8553	131	4	purpose	purpose	NOUN
american_scientific_journal-8553	131	5	,	,	PUNCT
american_scientific_journal-8553	131	6	python	python	NOUN
american_scientific_journal-8553	131	7	3.10	3.10	NUM
american_scientific_journal-8553	131	8	platform	platform	NOUN
american_scientific_journal-8553	131	9	was	be	AUX
american_scientific_journal-8553	131	10	considered	consider	VERB
american_scientific_journal-8553	131	11	and	and	CCONJ
american_scientific_journal-8553	131	12	executed	execute	VERB
american_scientific_journal-8553	131	13	in	in	ADP
american_scientific_journal-8553	131	14	pycharm	pycharm	PROPN
american_scientific_journal-8553	131	15	edi	edi	PROPN
american_scientific_journal-8553	131	16	with	with	ADP
american_scientific_journal-8553	131	17	some	some	DET
american_scientific_journal-8553	131	18	basic	basic	ADJ
american_scientific_journal-8553	131	19	packages	package	NOUN
american_scientific_journal-8553	131	20	taken	take	VERB
american_scientific_journal-8553	131	21	like	like	ADP
american_scientific_journal-8553	131	22	numpy	numpy	NOUN
american_scientific_journal-8553	131	23	,	,	PUNCT
american_scientific_journal-8553	131	24	pywt	pywt	NOUN
american_scientific_journal-8553	131	25	,	,	PUNCT
american_scientific_journal-8553	131	26	matplotlib	matplotlib	PROPN
american_scientific_journal-8553	131	27	and	and	CCONJ
american_scientific_journal-8553	131	28	others	other	NOUN
american_scientific_journal-8553	131	29	.	.	PUNCT
american_scientific_journal-8553	132	1	in	in	ADP
american_scientific_journal-8553	132	2	addition	addition	NOUN
american_scientific_journal-8553	132	3	,	,	PUNCT
american_scientific_journal-8553	132	4	the	the	DET
american_scientific_journal-8553	132	5	data	datum	NOUN
american_scientific_journal-8553	132	6	analysis	analysis	NOUN
american_scientific_journal-8553	132	7	packages	package	NOUN
american_scientific_journal-8553	132	8	like	like	ADP
american_scientific_journal-8553	132	9	keras	keras	PROPN
american_scientific_journal-8553	132	10	,	,	PUNCT
american_scientific_journal-8553	132	11	skimage	skimage	NOUN
american_scientific_journal-8553	132	12	and	and	CCONJ
american_scientific_journal-8553	132	13	tensorflow	tensorflow	NOUN
american_scientific_journal-8553	132	14	was	be	AUX
american_scientific_journal-8553	132	15	taken	take	VERB
american_scientific_journal-8553	132	16	in	in	ADP
american_scientific_journal-8553	132	17	an	an	DET
american_scientific_journal-8553	132	18	i7	i7	ADJ
american_scientific_journal-8553	132	19	core	core	NOUN
american_scientific_journal-8553	132	20	processor	processor	NOUN
american_scientific_journal-8553	132	21	with	with	ADP
american_scientific_journal-8553	132	22	2.8	2.8	NUM
american_scientific_journal-8553	132	23	ghz	ghz	NOUN
american_scientific_journal-8553	132	24	speed	speed	NOUN
american_scientific_journal-8553	132	25	and	and	CCONJ
american_scientific_journal-8553	132	26	with	with	ADP
american_scientific_journal-8553	132	27	16	16	NUM
american_scientific_journal-8553	132	28	go	go	NOUN
american_scientific_journal-8553	132	29	ram	ram	NOUN
american_scientific_journal-8553	132	30	.	.	PUNCT
american_scientific_journal-8553	133	1	we	we	PRON
american_scientific_journal-8553	133	2	choose	choose	VERB
american_scientific_journal-8553	133	3	to	to	PART
american_scientific_journal-8553	133	4	configure	configure	VERB
american_scientific_journal-8553	133	5	our	our	PRON
american_scientific_journal-8553	133	6	autoencoder	autoencoder	NOUN
american_scientific_journal-8553	133	7	architecture	architecture	NOUN
american_scientific_journal-8553	133	8	using	use	VERB
american_scientific_journal-8553	133	9	convolutional	convolutional	ADJ
american_scientific_journal-8553	133	10	layers	layer	NOUN
american_scientific_journal-8553	133	11	and	and	CCONJ
american_scientific_journal-8553	133	12	increasing	increase	VERB
american_scientific_journal-8553	133	13	the	the	DET
american_scientific_journal-8553	133	14	number	number	NOUN
american_scientific_journal-8553	133	15	of	of	ADP
american_scientific_journal-8553	133	16	filters	filter	NOUN
american_scientific_journal-8553	133	17	as	as	SCONJ
american_scientific_journal-8553	133	18	we	we	PRON
american_scientific_journal-8553	133	19	go	go	VERB
american_scientific_journal-8553	133	20	deeper	deeply	ADV
american_scientific_journal-8553	133	21	through	through	ADP
american_scientific_journal-8553	133	22	the	the	DET
american_scientific_journal-8553	133	23	network	network	NOUN
american_scientific_journal-8553	133	24	to	to	PART
american_scientific_journal-8553	133	25	make	make	VERB
american_scientific_journal-8553	133	26	the	the	DET
american_scientific_journal-8553	133	27	last	last	ADJ
american_scientific_journal-8553	133	28	one	one	NUM
american_scientific_journal-8553	133	29	more	more	ADV
american_scientific_journal-8553	133	30	rich	rich	ADJ
american_scientific_journal-8553	133	31	in	in	ADP
american_scientific_journal-8553	133	32	information	information	NOUN
american_scientific_journal-8553	133	33	and	and	CCONJ
american_scientific_journal-8553	133	34	to	to	PART
american_scientific_journal-8553	133	35	extract	extract	VERB
american_scientific_journal-8553	133	36	more	more	ADV
american_scientific_journal-8553	133	37	interesting	interesting	ADJ
american_scientific_journal-8553	133	38	features	feature	NOUN
american_scientific_journal-8553	133	39	from	from	ADP
american_scientific_journal-8553	133	40	the	the	DET
american_scientific_journal-8553	133	41	original	original	ADJ
american_scientific_journal-8553	133	42	image	image	NOUN
american_scientific_journal-8553	133	43	.	.	PUNCT
american_scientific_journal-8553	134	1	during	during	ADP
american_scientific_journal-8553	134	2	the	the	DET
american_scientific_journal-8553	134	3	encoder	encoder	NOUN
american_scientific_journal-8553	134	4	stage	stage	NOUN
american_scientific_journal-8553	134	5	,	,	PUNCT
american_scientific_journal-8553	134	6	the	the	DET
american_scientific_journal-8553	134	7	information	information	NOUN
american_scientific_journal-8553	134	8	flows	flow	VERB
american_scientific_journal-8553	134	9	through	through	ADP
american_scientific_journal-8553	134	10	the	the	DET
american_scientific_journal-8553	134	11	network	network	NOUN
american_scientific_journal-8553	134	12	from	from	ADP
american_scientific_journal-8553	134	13	one	one	NUM
american_scientific_journal-8553	134	14	layer	layer	NOUN
american_scientific_journal-8553	134	15	to	to	ADP
american_scientific_journal-8553	134	16	another	another	DET
american_scientific_journal-8553	134	17	extracting	extract	VERB
american_scientific_journal-8553	134	18	features	feature	NOUN
american_scientific_journal-8553	134	19	and	and	CCONJ
american_scientific_journal-8553	134	20	creating	create	VERB
american_scientific_journal-8553	134	21	maps	map	NOUN
american_scientific_journal-8553	134	22	that	that	PRON
american_scientific_journal-8553	134	23	output	output	VERB
american_scientific_journal-8553	134	24	a	a	DET
american_scientific_journal-8553	134	25	compressed	compress	VERB
american_scientific_journal-8553	134	26	representation	representation	NOUN
american_scientific_journal-8553	134	27	(	(	PUNCT
american_scientific_journal-8553	134	28	latent	latent	NOUN
american_scientific_journal-8553	134	29	space	space	NOUN
american_scientific_journal-8553	134	30	)	)	PUNCT
american_scientific_journal-8553	134	31	used	use	VERB
american_scientific_journal-8553	134	32	in	in	ADP
american_scientific_journal-8553	134	33	the	the	DET
american_scientific_journal-8553	134	34	decoder	decoder	NOUN
american_scientific_journal-8553	134	35	stage	stage	NOUN
american_scientific_journal-8553	134	36	to	to	PART
american_scientific_journal-8553	134	37	replicate	replicate	VERB
american_scientific_journal-8553	134	38	the	the	DET
american_scientific_journal-8553	134	39	image	image	NOUN
american_scientific_journal-8553	134	40	in	in	ADP
american_scientific_journal-8553	134	41	input	input	NOUN
american_scientific_journal-8553	134	42	.	.	PUNCT
american_scientific_journal-8553	135	1	as	as	ADP
american_scientific_journal-8553	135	2	a	a	DET
american_scientific_journal-8553	135	3	simple	simple	ADJ
american_scientific_journal-8553	135	4	feedforward	feedforward	ADJ
american_scientific_journal-8553	135	5	neural	neural	ADJ
american_scientific_journal-8553	135	6	network	network	NOUN
american_scientific_journal-8553	135	7	,	,	PUNCT
american_scientific_journal-8553	135	8	the	the	DET
american_scientific_journal-8553	135	9	autoencoder	autoencoder	NOUN
american_scientific_journal-8553	135	10	training	training	NOUN
american_scientific_journal-8553	135	11	is	be	AUX
american_scientific_journal-8553	135	12	performed	perform	VERB
american_scientific_journal-8553	135	13	through	through	ADP
american_scientific_journal-8553	135	14	backpropagation	backpropagation	NOUN
american_scientific_journal-8553	135	15	of	of	ADP
american_scientific_journal-8553	135	16	the	the	DET
american_scientific_journal-8553	135	17	error	error	NOUN
american_scientific_journal-8553	135	18	which	which	PRON
american_scientific_journal-8553	135	19	means	mean	VERB
american_scientific_journal-8553	135	20	that	that	SCONJ
american_scientific_journal-8553	135	21	it	it	PRON
american_scientific_journal-8553	135	22	is	be	AUX
american_scientific_journal-8553	135	23	trained	train	VERB
american_scientific_journal-8553	135	24	to	to	PART
american_scientific_journal-8553	135	25	minimize	minimize	VERB
american_scientific_journal-8553	135	26	reconstruction	reconstruction	NOUN
american_scientific_journal-8553	135	27	errors	error	NOUN
american_scientific_journal-8553	135	28	,	,	PUNCT
american_scientific_journal-8553	135	29	named	name	VERB
american_scientific_journal-8553	135	30	function	function	NOUN
american_scientific_journal-8553	135	31	loss	loss	NOUN
american_scientific_journal-8553	135	32	,	,	PUNCT
american_scientific_journal-8553	135	33	between	between	ADP
american_scientific_journal-8553	135	34	the	the	DET
american_scientific_journal-8553	135	35	input	input	NOUN
american_scientific_journal-8553	135	36	image	image	NOUN
american_scientific_journal-8553	135	37	and	and	CCONJ
american_scientific_journal-8553	135	38	its	its	PRON
american_scientific_journal-8553	135	39	reconstruct	reconstruct	NOUN
american_scientific_journal-8553	135	40	copy	copy	NOUN
american_scientific_journal-8553	135	41	.	.	PUNCT
american_scientific_journal-8553	136	1	furthermore	furthermore	ADV
american_scientific_journal-8553	136	2	,	,	PUNCT
american_scientific_journal-8553	136	3	the	the	DET
american_scientific_journal-8553	136	4	weights	weight	NOUN
american_scientific_journal-8553	136	5	and	and	CCONJ
american_scientific_journal-8553	136	6	biases	bias	NOUN
american_scientific_journal-8553	136	7	are	be	AUX
american_scientific_journal-8553	136	8	initialized	initialize	VERB
american_scientific_journal-8553	136	9	randomly	randomly	ADV
american_scientific_journal-8553	136	10	and	and	CCONJ
american_scientific_journal-8553	136	11	iteratively	iteratively	ADV
american_scientific_journal-8553	136	12	updated	update	VERB
american_scientific_journal-8553	136	13	during	during	ADP
american_scientific_journal-8553	136	14	training	training	NOUN
american_scientific_journal-8553	136	15	stage	stage	NOUN
american_scientific_journal-8553	136	16	.	.	PUNCT
american_scientific_journal-8553	137	1	from	from	ADP
american_scientific_journal-8553	137	2	this	this	DET
american_scientific_journal-8553	137	3	work	work	NOUN
american_scientific_journal-8553	137	4	,	,	PUNCT
american_scientific_journal-8553	137	5	emerge	emerge	VERB
american_scientific_journal-8553	137	6	some	some	DET
american_scientific_journal-8553	137	7	results	result	NOUN
american_scientific_journal-8553	137	8	summarized	summarize	VERB
american_scientific_journal-8553	137	9	in	in	ADP
american_scientific_journal-8553	137	10	table1	table1	PROPN
american_scientific_journal-8553	137	11	that	that	PRON
american_scientific_journal-8553	137	12	lists	list	VERB
american_scientific_journal-8553	137	13	the	the	DET
american_scientific_journal-8553	137	14	four	four	NUM
american_scientific_journal-8553	137	15	metrics	metric	NOUN
american_scientific_journal-8553	137	16	coefficients	coefficient	NOUN
american_scientific_journal-8553	137	17	used	use	VERB
american_scientific_journal-8553	137	18	to	to	PART
american_scientific_journal-8553	137	19	evaluate	evaluate	VERB
american_scientific_journal-8553	137	20	this	this	DET
american_scientific_journal-8553	137	21	method	method	NOUN
american_scientific_journal-8553	137	22	.	.	PUNCT
american_scientific_journal-8553	138	1	in	in	ADP
american_scientific_journal-8553	138	2	the	the	DET
american_scientific_journal-8553	138	3	first	first	ADJ
american_scientific_journal-8553	138	4	hand	hand	NOUN
american_scientific_journal-8553	138	5	,	,	PUNCT
american_scientific_journal-8553	138	6	we	we	PRON
american_scientific_journal-8553	138	7	measure	measure	VERB
american_scientific_journal-8553	138	8	the	the	DET
american_scientific_journal-8553	138	9	parameters	parameter	NOUN
american_scientific_journal-8553	138	10	:	:	PUNCT
american_scientific_journal-8553	138	11	mse	mse	PROPN
american_scientific_journal-8553	138	12	,	,	PUNCT
american_scientific_journal-8553	138	13	psnr	psnr	NOUN
american_scientific_journal-8553	138	14	,	,	PUNCT
american_scientific_journal-8553	138	15	cr	cr	PROPN
american_scientific_journal-8553	138	16	and	and	CCONJ
american_scientific_journal-8553	138	17	ssim	ssim	NOUN
american_scientific_journal-8553	138	18	by	by	ADP
american_scientific_journal-8553	138	19	comparing	compare	VERB
american_scientific_journal-8553	138	20	the	the	DET
american_scientific_journal-8553	138	21	original	original	ADJ
american_scientific_journal-8553	138	22	image	image	NOUN
american_scientific_journal-8553	138	23	and	and	CCONJ
american_scientific_journal-8553	138	24	its	its	PRON
american_scientific_journal-8553	138	25	reconstructed	reconstructed	ADJ
american_scientific_journal-8553	138	26	copy	copy	NOUN
american_scientific_journal-8553	138	27	issue	issue	NOUN
american_scientific_journal-8553	138	28	from	from	ADP
american_scientific_journal-8553	138	29	the	the	DET
american_scientific_journal-8553	138	30	scheme	scheme	NOUN
american_scientific_journal-8553	138	31	proposed	propose	VERB
american_scientific_journal-8553	138	32	and	and	CCONJ
american_scientific_journal-8553	138	33	in	in	ADP
american_scientific_journal-8553	138	34	the	the	DET
american_scientific_journal-8553	138	35	second	second	ADJ
american_scientific_journal-8553	138	36	hand	hand	NOUN
american_scientific_journal-8553	138	37	we	we	PRON
american_scientific_journal-8553	138	38	calculate	calculate	VERB
american_scientific_journal-8553	138	39	the	the	DET
american_scientific_journal-8553	138	40	same	same	ADJ
american_scientific_journal-8553	138	41	metrics	metric	NOUN
american_scientific_journal-8553	138	42	between	between	ADP
american_scientific_journal-8553	138	43	the	the	DET
american_scientific_journal-8553	138	44	original	original	ADJ
american_scientific_journal-8553	138	45	image	image	NOUN
american_scientific_journal-8553	138	46	and	and	CCONJ
american_scientific_journal-8553	138	47	its	its	PRON
american_scientific_journal-8553	138	48	compressed	compressed	ADJ
american_scientific_journal-8553	138	49	version	version	NOUN
american_scientific_journal-8553	138	50	using	use	VERB
american_scientific_journal-8553	138	51	the	the	DET
american_scientific_journal-8553	138	52	baseline	baseline	NOUN
american_scientific_journal-8553	138	53	method	method	NOUN
american_scientific_journal-8553	138	54	based	base	VERB
american_scientific_journal-8553	138	55	on	on	ADP
american_scientific_journal-8553	138	56	wavelet	wavelet	NOUN
american_scientific_journal-8553	138	57	decomposition	decomposition	NOUN
american_scientific_journal-8553	138	58	,	,	PUNCT
american_scientific_journal-8553	138	59	quantization	quantization	NOUN
american_scientific_journal-8553	138	60	and	and	CCONJ
american_scientific_journal-8553	138	61	huffman	huffman	PROPN
american_scientific_journal-8553	138	62	coding	coding	PROPN
american_scientific_journal-8553	138	63	.	.	PUNCT
american_scientific_journal-8553	139	1	american	american	ADJ
american_scientific_journal-8553	139	2	academic	academic	ADJ
american_scientific_journal-8553	139	3	scientific	scientific	ADJ
american_scientific_journal-8553	139	4	research	research	NOUN
american_scientific_journal-8553	139	5	journal	journal	NOUN
american_scientific_journal-8553	139	6	for	for	ADP
american_scientific_journal-8553	139	7	engineering	engineering	NOUN
american_scientific_journal-8553	139	8	,	,	PUNCT
american_scientific_journal-8553	139	9	technology	technology	NOUN
american_scientific_journal-8553	139	10	,	,	PUNCT
american_scientific_journal-8553	139	11	and	and	CCONJ
american_scientific_journal-8553	139	12	sciences(asrjets	sciences(asrjet	NOUN
american_scientific_journal-8553	139	13	)	)	PUNCT
american_scientific_journal-8553	139	14	(	(	PUNCT
american_scientific_journal-8553	139	15	2023)volume	2023)volume	NUM
american_scientific_journal-8553	139	16	91	91	NUM
american_scientific_journal-8553	139	17	,	,	PUNCT
american_scientific_journal-8553	139	18	no	no	DET
american_scientific_journal-8553	139	19	1	1	NUM
american_scientific_journal-8553	139	20	,	,	PUNCT
american_scientific_journal-8553	139	21	pp	pp	ADV
american_scientific_journal-8553	139	22	87	87	NUM
american_scientific_journal-8553	139	23	-	-	SYM
american_scientific_journal-8553	139	24	104	104	NUM
american_scientific_journal-8553	139	25	97	97	NUM
american_scientific_journal-8553	139	26	table	table	NOUN
american_scientific_journal-8553	139	27	1	1	NUM
american_scientific_journal-8553	139	28	:	:	PUNCT
american_scientific_journal-8553	139	29	evaluation	evaluation	NOUN
american_scientific_journal-8553	139	30	parameters	parameter	NOUN
american_scientific_journal-8553	139	31	of	of	ADP
american_scientific_journal-8553	139	32	compression	compression	NOUN
american_scientific_journal-8553	139	33	for	for	ADP
american_scientific_journal-8553	139	34	both	both	DET
american_scientific_journal-8553	139	35	methods	method	NOUN
american_scientific_journal-8553	139	36	:	:	PUNCT
american_scientific_journal-8553	139	37	our	our	PRON
american_scientific_journal-8553	139	38	proposed	propose	VERB
american_scientific_journal-8553	139	39	and	and	CCONJ
american_scientific_journal-8553	139	40	baseline	baseline	NOUN
american_scientific_journal-8553	139	41	.	.	PUNCT
american_scientific_journal-8553	140	1	mse	mse	PROPN
american_scientific_journal-8553	140	2	psnr	psnr	PROPN
american_scientific_journal-8553	140	3	cr%	cr%	NOUN
american_scientific_journal-8553	140	4	ssim	ssim	NOUN
american_scientific_journal-8553	140	5	image	image	NOUN
american_scientific_journal-8553	140	6	kodak	kodak	PROPN
american_scientific_journal-8553	140	7	proposed	propose	VERB
american_scientific_journal-8553	140	8	method	method	PROPN
american_scientific_journal-8553	140	9	baseline	baseline	NOUN
american_scientific_journal-8553	140	10	method	method	NOUN
american_scientific_journal-8553	140	11	proposed	propose	VERB
american_scientific_journal-8553	140	12	method	method	NOUN
american_scientific_journal-8553	140	13	baseline	baseline	NOUN
american_scientific_journal-8553	140	14	method	method	NOUN
american_scientific_journal-8553	140	15	proposed	propose	VERB
american_scientific_journal-8553	140	16	method	method	NOUN
american_scientific_journal-8553	140	17	baseline	baseline	NOUN
american_scientific_journal-8553	140	18	method	method	NOUN
american_scientific_journal-8553	140	19	proposed	propose	VERB
american_scientific_journal-8553	140	20	method	method	NOUN
american_scientific_journal-8553	140	21	baseline	baseline	NOUN
american_scientific_journal-8553	140	22	method	method	NOUN
american_scientific_journal-8553	140	23	kodim01	kodim01	VERB
american_scientific_journal-8553	140	24	266.780	266.780	NUM
american_scientific_journal-8553	140	25	364.44	364.44	NUM
american_scientific_journal-8553	140	26	23.869	23.869	NUM
american_scientific_journal-8553	140	27	22.515	22.515	NUM
american_scientific_journal-8553	140	28	15.79	15.79	NUM
american_scientific_journal-8553	140	29	4.27	4.27	NUM
american_scientific_journal-8553	140	30	0.747	0.747	NUM
american_scientific_journal-8553	140	31	0.658	0.658	NUM
american_scientific_journal-8553	140	32	kodim02	kodim02	NOUN
american_scientific_journal-8553	140	33	141.924	141.924	NUM
american_scientific_journal-8553	140	34	266.45	266.45	NUM
american_scientific_journal-8553	140	35	26.61	26.61	NUM
american_scientific_journal-8553	140	36	23.874	23.874	NUM
american_scientific_journal-8553	140	37	19.147	19.147	NUM
american_scientific_journal-8553	140	38	4.42	4.42	NUM
american_scientific_journal-8553	140	39	0.83	0.83	NUM
american_scientific_journal-8553	140	40	0.781	0.781	NUM
american_scientific_journal-8553	140	41	kodim03	kodim03	NOUN
american_scientific_journal-8553	140	42	109.733	109.733	NUM
american_scientific_journal-8553	140	43	147.796	147.796	NUM
american_scientific_journal-8553	140	44	27.727	27.727	NUM
american_scientific_journal-8553	140	45	26.434	26.434	NUM
american_scientific_journal-8553	140	46	12.373	12.373	NUM
american_scientific_journal-8553	140	47	5.16	5.16	NUM
american_scientific_journal-8553	140	48	0.895	0.895	NUM
american_scientific_journal-8553	140	49	0.813	0.813	NUM
american_scientific_journal-8553	140	50	kodim04	kodim04	PROPN
american_scientific_journal-8553	140	51	80.071	80.071	NUM
american_scientific_journal-8553	140	52	124.281	124.281	NUM
american_scientific_journal-8553	140	53	29.096	29.096	NUM
american_scientific_journal-8553	140	54	27.187	27.187	NUM
american_scientific_journal-8553	140	55	16.441	16.441	NUM
american_scientific_journal-8553	140	56	5.79	5.79	NUM
american_scientific_journal-8553	140	57	0.869	0.869	NUM
american_scientific_journal-8553	140	58	0.726	0.726	NUM
american_scientific_journal-8553	140	59	kodim05	kodim05	VERB
american_scientific_journal-8553	140	60	235.378	235.378	NUM
american_scientific_journal-8553	140	61	2587.46	2587.46	NUM
american_scientific_journal-8553	140	62	24.413	24.413	NUM
american_scientific_journal-8553	140	63	14.002	14.002	NUM
american_scientific_journal-8553	140	64	9.878	9.878	NUM
american_scientific_journal-8553	140	65	3.31	3.31	NUM
american_scientific_journal-8553	140	66	0.827	0.827	NUM
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american_scientific_journal-8553	140	69	258.018	258.018	NUM
american_scientific_journal-8553	140	70	325.599	325.599	NUM
american_scientific_journal-8553	140	71	24.014	24.014	NUM
american_scientific_journal-8553	140	72	23.004	23.004	NUM
american_scientific_journal-8553	140	73	18.242	18.242	NUM
american_scientific_journal-8553	140	74	5.16	5.16	NUM
american_scientific_journal-8553	140	75	0.784	0.784	NUM
american_scientific_journal-8553	140	76	0.709	0.709	NUM
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american_scientific_journal-8553	140	79	118.073	118.073	NUM
american_scientific_journal-8553	140	80	28.012	28.012	NUM
american_scientific_journal-8553	140	81	27.409	27.409	NUM
american_scientific_journal-8553	140	82	8.549	8.549	NUM
american_scientific_journal-8553	140	83	7.23	7.23	NUM
american_scientific_journal-8553	140	84	0.762	0.762	NUM
american_scientific_journal-8553	140	85	0.839	0.839	NUM
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american_scientific_journal-8553	140	88	692.38	692.38	NUM
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american_scientific_journal-8553	140	90	19.727	19.727	NUM
american_scientific_journal-8553	140	91	11.062	11.062	NUM
american_scientific_journal-8553	140	92	7.53	7.53	NUM
american_scientific_journal-8553	140	93	0.762	0.762	NUM
american_scientific_journal-8553	140	94	0.636	0.636	NUM
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american_scientific_journal-8553	140	99	26.016	26.016	NUM
american_scientific_journal-8553	140	100	20.798	20.798	NUM
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american_scientific_journal-8553	140	102	0.887	0.887	NUM
american_scientific_journal-8553	140	103	0.814	0.814	NUM
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american_scientific_journal-8553	140	106	171.623	171.623	NUM
american_scientific_journal-8553	140	107	25.996	25.996	NUM
american_scientific_journal-8553	140	108	24.046	24.046	NUM
american_scientific_journal-8553	140	109	16.199	16.199	NUM
american_scientific_journal-8553	140	110	6.51	6.51	NUM
american_scientific_journal-8553	140	111	0.882	0.882	NUM
american_scientific_journal-8553	140	112	0.791	0.791	NUM
american_scientific_journal-8553	140	113	kodim11	kodim11	NOUN
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american_scientific_journal-8553	140	115	224.096	224.096	NUM
american_scientific_journal-8553	140	116	26.827	26.827	NUM
american_scientific_journal-8553	140	117	24.626	24.626	NUM
american_scientific_journal-8553	140	118	16.165	16.165	NUM
american_scientific_journal-8553	140	119	4.49	4.49	NUM
american_scientific_journal-8553	140	120	0.804	0.804	NUM
american_scientific_journal-8553	140	121	0.647	0.647	NUM
american_scientific_journal-8553	140	122	kodim12	kodim12	NOUN
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american_scientific_journal-8553	140	124	146.228	146.228	NUM
american_scientific_journal-8553	140	125	25.15	25.15	NUM
american_scientific_journal-8553	140	126	26.48	26.48	NUM
american_scientific_journal-8553	140	127	18.998	18.998	NUM
american_scientific_journal-8553	140	128	6.34	6.34	NUM
american_scientific_journal-8553	140	129	0.859	0.859	NUM
american_scientific_journal-8553	140	130	0.768	0.768	NUM
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american_scientific_journal-8553	140	133	4025.62	4025.62	NUM
american_scientific_journal-8553	140	134	21.853	21.853	NUM
american_scientific_journal-8553	140	135	12.082	12.082	NUM
american_scientific_journal-8553	140	136	16.787	16.787	NUM
american_scientific_journal-8553	140	137	3.14	3.14	NUM
american_scientific_journal-8553	140	138	0.722	0.722	NUM
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american_scientific_journal-8553	140	144	23.459	23.459	NUM
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american_scientific_journal-8553	140	146	4.14	4.14	NUM
american_scientific_journal-8553	140	147	0.831	0.831	NUM
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american_scientific_journal-8553	140	154	17.527	17.527	NUM
american_scientific_journal-8553	140	155	6.53	6.53	NUM
american_scientific_journal-8553	140	156	0.853	0.853	NUM
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american_scientific_journal-8553	140	163	17.109	17.109	NUM
american_scientific_journal-8553	140	164	5.13	5.13	NUM
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american_scientific_journal-8553	140	168	69.611	69.611	NUM
american_scientific_journal-8553	140	169	176.769	176.769	NUM
american_scientific_journal-8553	140	170	29.704	29.704	NUM
american_scientific_journal-8553	140	171	25.657	25.657	NUM
american_scientific_journal-8553	140	172	12.793	12.793	NUM
american_scientific_journal-8553	140	173	4.22	4.22	NUM
american_scientific_journal-8553	140	174	0.898	0.898	NUM
american_scientific_journal-8553	140	175	0.657	0.657	NUM
american_scientific_journal-8553	140	176	kodim18	kodim18	NOUN
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american_scientific_journal-8553	140	178	1712.34	1712.34	NUM
american_scientific_journal-8553	140	179	26.46	26.46	NUM
american_scientific_journal-8553	140	180	15.795	15.795	NUM
american_scientific_journal-8553	140	181	14.023	14.023	NUM
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american_scientific_journal-8553	140	184	15.795	15.795	NUM
american_scientific_journal-8553	140	185	kodim19	kodim19	NOUN
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american_scientific_journal-8553	140	187	196.129	196.129	NUM
american_scientific_journal-8553	140	188	26.458	26.458	NUM
american_scientific_journal-8553	140	189	25.205	25.205	NUM
american_scientific_journal-8553	140	190	18.842	18.842	NUM
american_scientific_journal-8553	140	191	6.34	6.34	NUM
american_scientific_journal-8553	140	192	0.824	0.824	NUM
american_scientific_journal-8553	140	193	0.726	0.726	NUM
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american_scientific_journal-8553	140	199	20.135	20.135	NUM
american_scientific_journal-8553	140	200	6.56	6.56	NUM
american_scientific_journal-8553	140	201	0.885	0.885	NUM
american_scientific_journal-8553	140	202	0.792	0.792	NUM
american_scientific_journal-8553	140	203	kodim21	kodim21	NOUN
american_scientific_journal-8553	140	204	184.183	184.183	NUM
american_scientific_journal-8553	140	205	195.475	195.475	NUM
american_scientific_journal-8553	140	206	25.478	25.478	NUM
american_scientific_journal-8553	140	207	25.22	25.22	NUM
american_scientific_journal-8553	140	208	21.13	21.13	NUM
american_scientific_journal-8553	140	209	4.93	4.93	NUM
american_scientific_journal-8553	140	210	0.862	0.862	NUM
american_scientific_journal-8553	140	211	0.788	0.788	NUM
american_scientific_journal-8553	140	212	kodim22	kodim22	NOUN
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american_scientific_journal-8553	140	214	216.804	216.804	NUM
american_scientific_journal-8553	140	215	25.211	25.211	NUM
american_scientific_journal-8553	140	216	24.77	24.77	NUM
american_scientific_journal-8553	140	217	16.736	16.736	NUM
american_scientific_journal-8553	140	218	5.04	5.04	NUM
american_scientific_journal-8553	140	219	0.819	0.819	NUM
american_scientific_journal-8553	140	220	0.711	0.711	NUM
american_scientific_journal-8553	140	221	kodim23	kodim23	VERB
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american_scientific_journal-8553	140	225	24.982	24.982	NUM
american_scientific_journal-8553	140	226	11.692	11.692	NUM
american_scientific_journal-8553	140	227	7.50	7.50	NUM
american_scientific_journal-8553	140	228	0.919	0.919	NUM
american_scientific_journal-8553	140	229	0.812	0.812	NUM
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american_scientific_journal-8553	140	233	22.558	22.558	NUM
american_scientific_journal-8553	140	234	15.051	15.051	NUM
american_scientific_journal-8553	140	235	10.902	10.902	NUM
american_scientific_journal-8553	140	236	4.51	4.51	NUM
american_scientific_journal-8553	140	237	0.809	0.809	NUM
american_scientific_journal-8553	140	238	0.393	0.393	NUM
american_scientific_journal-8553	140	239	as	as	SCONJ
american_scientific_journal-8553	140	240	we	we	PRON
american_scientific_journal-8553	140	241	can	can	AUX
american_scientific_journal-8553	140	242	see	see	VERB
american_scientific_journal-8553	140	243	all	all	DET
american_scientific_journal-8553	140	244	the	the	DET
american_scientific_journal-8553	140	245	metrics	metric	NOUN
american_scientific_journal-8553	140	246	results	result	NOUN
american_scientific_journal-8553	140	247	obtained	obtain	VERB
american_scientific_journal-8553	140	248	using	use	VERB
american_scientific_journal-8553	140	249	the	the	DET
american_scientific_journal-8553	140	250	proposed	propose	VERB
american_scientific_journal-8553	140	251	approach	approach	NOUN
american_scientific_journal-8553	140	252	are	be	AUX
american_scientific_journal-8553	140	253	greater	great	ADJ
american_scientific_journal-8553	140	254	than	than	ADP
american_scientific_journal-8553	140	255	those	those	PRON
american_scientific_journal-8553	140	256	achieved	achieve	VERB
american_scientific_journal-8553	140	257	by	by	ADP
american_scientific_journal-8553	140	258	the	the	DET
american_scientific_journal-8553	140	259	baseline	baseline	NOUN
american_scientific_journal-8553	140	260	method	method	NOUN
american_scientific_journal-8553	140	261	.	.	PUNCT
american_scientific_journal-8553	141	1	indeed	indeed	ADV
american_scientific_journal-8553	141	2	,	,	PUNCT
american_scientific_journal-8553	141	3	let	let	VERB
american_scientific_journal-8553	141	4	us	we	PRON
american_scientific_journal-8553	141	5	give	give	VERB
american_scientific_journal-8553	141	6	some	some	DET
american_scientific_journal-8553	141	7	insight	insight	NOUN
american_scientific_journal-8553	141	8	on	on	ADP
american_scientific_journal-8553	141	9	each	each	DET
american_scientific_journal-8553	141	10	one	one	NOUN
american_scientific_journal-8553	141	11	:	:	PUNCT
american_scientific_journal-8553	141	12			NOUN
american_scientific_journal-8553	141	13	despite	despite	SCONJ
american_scientific_journal-8553	141	14	the	the	DET
american_scientific_journal-8553	141	15	fact	fact	NOUN
american_scientific_journal-8553	141	16	that	that	SCONJ
american_scientific_journal-8553	141	17	the	the	DET
american_scientific_journal-8553	141	18	psnr	psnr	NOUN
american_scientific_journal-8553	141	19	coefficient	coefficient	NOUN
american_scientific_journal-8553	141	20	has	have	AUX
american_scientific_journal-8553	141	21	been	be	AUX
american_scientific_journal-8553	141	22	shown	show	VERB
american_scientific_journal-8553	141	23	to	to	PART
american_scientific_journal-8553	141	24	perform	perform	VERB
american_scientific_journal-8553	141	25	poorly	poorly	ADV
american_scientific_journal-8553	141	26	,	,	PUNCT
american_scientific_journal-8553	141	27	compared	compare	VERB
american_scientific_journal-8553	141	28	to	to	ADP
american_scientific_journal-8553	141	29	other	other	ADJ
american_scientific_journal-8553	141	30	quality	quality	NOUN
american_scientific_journal-8553	141	31	metrics	metric	NOUN
american_scientific_journal-8553	141	32	,	,	PUNCT
american_scientific_journal-8553	141	33	when	when	SCONJ
american_scientific_journal-8553	141	34	it	it	PRON
american_scientific_journal-8553	141	35	comes	come	VERB
american_scientific_journal-8553	141	36	to	to	PART
american_scientific_journal-8553	141	37	evaluate	evaluate	VERB
american_scientific_journal-8553	141	38	the	the	DET
american_scientific_journal-8553	141	39	quality	quality	NOUN
american_scientific_journal-8553	141	40	of	of	ADP
american_scientific_journal-8553	141	41	images	image	NOUN
american_scientific_journal-8553	141	42	after	after	ADP
american_scientific_journal-8553	141	43	a	a	DET
american_scientific_journal-8553	141	44	lossy	lossy	ADJ
american_scientific_journal-8553	141	45	compression	compression	NOUN
american_scientific_journal-8553	141	46	[	[	X
american_scientific_journal-8553	141	47	57	57	NUM
american_scientific_journal-8553	141	48	]	]	PUNCT
american_scientific_journal-8553	141	49	.	.	PUNCT
american_scientific_journal-8553	142	1	in	in	ADP
american_scientific_journal-8553	142	2	this	this	DET
american_scientific_journal-8553	142	3	work	work	NOUN
american_scientific_journal-8553	142	4	,	,	PUNCT
american_scientific_journal-8553	142	5	we	we	PRON
american_scientific_journal-8553	142	6	believe	believe	VERB
american_scientific_journal-8553	142	7	that	that	SCONJ
american_scientific_journal-8553	142	8	the	the	DET
american_scientific_journal-8553	142	9	evaluation	evaluation	NOUN
american_scientific_journal-8553	142	10	by	by	ADP
american_scientific_journal-8553	142	11	this	this	DET
american_scientific_journal-8553	142	12	parameter	parameter	NOUN
american_scientific_journal-8553	142	13	is	be	AUX
american_scientific_journal-8553	142	14	very	very	ADV
american_scientific_journal-8553	142	15	conclusive	conclusive	ADJ
american_scientific_journal-8553	142	16	since	since	SCONJ
american_scientific_journal-8553	142	17	there	there	PRON
american_scientific_journal-8553	142	18	is	be	VERB
american_scientific_journal-8553	142	19	no	no	DET
american_scientific_journal-8553	142	20	contradiction	contradiction	NOUN
american_scientific_journal-8553	142	21	between	between	ADP
american_scientific_journal-8553	142	22	the	the	DET
american_scientific_journal-8553	142	23	psnr	psnr	NOUN
american_scientific_journal-8553	142	24	values	value	NOUN
american_scientific_journal-8553	142	25	obtained	obtain	VERB
american_scientific_journal-8553	142	26	and	and	CCONJ
american_scientific_journal-8553	142	27	the	the	DET
american_scientific_journal-8553	142	28	visual	visual	ADJ
american_scientific_journal-8553	142	29	side	side	NOUN
american_scientific_journal-8553	142	30	of	of	ADP
american_scientific_journal-8553	142	31	the	the	DET
american_scientific_journal-8553	142	32	compressed	compressed	ADJ
american_scientific_journal-8553	142	33	image	image	NOUN
american_scientific_journal-8553	142	34	.	.	PUNCT
american_scientific_journal-8553	143	1	in	in	ADP
american_scientific_journal-8553	143	2	addition	addition	NOUN
american_scientific_journal-8553	143	3	,	,	PUNCT
american_scientific_journal-8553	143	4	as	as	SCONJ
american_scientific_journal-8553	143	5	we	we	PRON
american_scientific_journal-8553	143	6	can	can	AUX
american_scientific_journal-8553	143	7	see	see	VERB
american_scientific_journal-8553	143	8	,	,	PUNCT
american_scientific_journal-8553	143	9	the	the	DET
american_scientific_journal-8553	143	10	psnr	psnr	NOUN
american_scientific_journal-8553	143	11	metric	metric	NOUN
american_scientific_journal-8553	143	12	achieve	achieve	VERB
american_scientific_journal-8553	143	13	in	in	ADP
american_scientific_journal-8553	143	14	the	the	DET
american_scientific_journal-8553	143	15	case	case	NOUN
american_scientific_journal-8553	143	16	of	of	ADP
american_scientific_journal-8553	143	17	most	most	ADJ
american_scientific_journal-8553	143	18	images	image	NOUN
american_scientific_journal-8553	143	19	,	,	PUNCT
american_scientific_journal-8553	143	20	best	good	ADJ
american_scientific_journal-8553	143	21	values	value	NOUN
american_scientific_journal-8553	143	22	by	by	ADP
american_scientific_journal-8553	143	23	our	our	PRON
american_scientific_journal-8553	143	24	proposed	propose	VERB
american_scientific_journal-8553	143	25	method	method	NOUN
american_scientific_journal-8553	143	26	.	.	PUNCT
american_scientific_journal-8553	144	1			X
american_scientific_journal-8553	145	1	moreover	moreover	ADV
american_scientific_journal-8553	145	2	,	,	PUNCT
american_scientific_journal-8553	145	3	the	the	DET
american_scientific_journal-8553	145	4	mean	mean	ADJ
american_scientific_journal-8553	145	5	square	square	ADJ
american_scientific_journal-8553	145	6	error	error	NOUN
american_scientific_journal-8553	145	7	mse	mse	NOUN
american_scientific_journal-8553	145	8	and	and	CCONJ
american_scientific_journal-8553	145	9	the	the	DET
american_scientific_journal-8553	145	10	cr	cr	PROPN
american_scientific_journal-8553	145	11	parameters	parameter	NOUN
american_scientific_journal-8553	145	12	between	between	ADP
american_scientific_journal-8553	145	13	the	the	DET
american_scientific_journal-8553	145	14	uncompressed	uncompress	VERB
american_scientific_journal-8553	145	15	and	and	CCONJ
american_scientific_journal-8553	145	16	compressed	compress	VERB
american_scientific_journal-8553	145	17	image	image	NOUN
american_scientific_journal-8553	145	18	are	be	AUX
american_scientific_journal-8553	145	19	much	much	ADV
american_scientific_journal-8553	145	20	outperformed	outperform	VERB
american_scientific_journal-8553	145	21	using	use	VERB
american_scientific_journal-8553	145	22	the	the	DET
american_scientific_journal-8553	145	23	proposed	propose	VERB
american_scientific_journal-8553	145	24	scheme	scheme	NOUN
american_scientific_journal-8553	145	25	.	.	PUNCT
american_scientific_journal-8553	146	1			NOUN
american_scientific_journal-8553	146	2	another	another	DET
american_scientific_journal-8553	146	3	most	most	ADJ
american_scientific_journal-8553	146	4	interest	interest	NOUN
american_scientific_journal-8553	146	5	parameter	parameter	NOUN
american_scientific_journal-8553	146	6	is	be	AUX
american_scientific_journal-8553	146	7	the	the	DET
american_scientific_journal-8553	146	8	structural	structural	ADJ
american_scientific_journal-8553	146	9	similarity	similarity	NOUN
american_scientific_journal-8553	146	10	index	index	NOUN
american_scientific_journal-8553	146	11	ssim	ssim	NOUN
american_scientific_journal-8553	146	12	.	.	PUNCT
american_scientific_journal-8553	147	1	this	this	DET
american_scientific_journal-8553	147	2	coefficient	coefficient	NOUN
american_scientific_journal-8553	147	3	is	be	AUX
american_scientific_journal-8553	147	4	based	base	VERB
american_scientific_journal-8553	147	5	on	on	ADP
american_scientific_journal-8553	147	6	perception	perception	NOUN
american_scientific_journal-8553	147	7	model	model	NOUN
american_scientific_journal-8553	147	8	that	that	PRON
american_scientific_journal-8553	147	9	considers	consider	VERB
american_scientific_journal-8553	147	10	image	image	NOUN
american_scientific_journal-8553	147	11	degradation	degradation	NOUN
american_scientific_journal-8553	147	12	as	as	ADP
american_scientific_journal-8553	147	13	perceived	perceive	VERB
american_scientific_journal-8553	147	14	change	change	NOUN
american_scientific_journal-8553	147	15	in	in	ADP
american_scientific_journal-8553	147	16	structural	structural	ADJ
american_scientific_journal-8553	147	17	information	information	NOUN
american_scientific_journal-8553	147	18	and	and	CCONJ
american_scientific_journal-8553	147	19	takes	take	VERB
american_scientific_journal-8553	147	20	advantage	advantage	NOUN
american_scientific_journal-8553	147	21	from	from	ADP
american_scientific_journal-8553	147	22	tight	tight	ADJ
american_scientific_journal-8553	147	23	inter	inter	NOUN
american_scientific_journal-8553	147	24	-	-	NOUN
american_scientific_journal-8553	147	25	dependencies	dependency	NOUN
american_scientific_journal-8553	147	26	between	between	ADP
american_scientific_journal-8553	147	27	pixels	pixel	NOUN
american_scientific_journal-8553	147	28	[	[	X
american_scientific_journal-8553	147	29	57	57	NUM
american_scientific_journal-8553	147	30	,	,	PUNCT
american_scientific_journal-8553	147	31	59	59	NUM
american_scientific_journal-8553	147	32	]	]	PUNCT
american_scientific_journal-8553	147	33	.	.	PUNCT
american_scientific_journal-8553	148	1	according	accord	VERB
american_scientific_journal-8553	148	2	to	to	ADP
american_scientific_journal-8553	148	3	the	the	DET
american_scientific_journal-8553	148	4	ssim	ssim	NOUN
american_scientific_journal-8553	148	5	values	value	NOUN
american_scientific_journal-8553	148	6	shown	show	VERB
american_scientific_journal-8553	148	7	in	in	ADP
american_scientific_journal-8553	148	8	the	the	DET
american_scientific_journal-8553	148	9	table1	table1	PROPN
american_scientific_journal-8553	148	10	,	,	PUNCT
american_scientific_journal-8553	148	11	we	we	PRON
american_scientific_journal-8553	148	12	can	can	AUX
american_scientific_journal-8553	148	13	confirm	confirm	VERB
american_scientific_journal-8553	148	14	that	that	SCONJ
american_scientific_journal-8553	148	15	the	the	DET
american_scientific_journal-8553	148	16	measurements	measurement	NOUN
american_scientific_journal-8553	148	17	achieved	achieve	VERB
american_scientific_journal-8553	148	18	by	by	ADP
american_scientific_journal-8553	148	19	the	the	DET
american_scientific_journal-8553	148	20	proposed	propose	VERB
american_scientific_journal-8553	148	21	method	method	NOUN
american_scientific_journal-8553	148	22	greatly	greatly	ADV
american_scientific_journal-8553	148	23	exceed	exceed	VERB
american_scientific_journal-8553	148	24	the	the	DET
american_scientific_journal-8553	148	25	results	result	NOUN
american_scientific_journal-8553	148	26	obtained	obtain	VERB
american_scientific_journal-8553	148	27	by	by	ADP
american_scientific_journal-8553	148	28	the	the	DET
american_scientific_journal-8553	148	29	standard	standard	ADJ
american_scientific_journal-8553	148	30	image	image	NOUN
american_scientific_journal-8553	148	31	compression	compression	NOUN
american_scientific_journal-8553	148	32	technique	technique	NOUN
american_scientific_journal-8553	148	33	.	.	PUNCT
american_scientific_journal-8553	149	1	this	this	PRON
american_scientific_journal-8553	149	2	prove	prove	VERB
american_scientific_journal-8553	149	3	that	that	SCONJ
american_scientific_journal-8553	149	4	the	the	DET
american_scientific_journal-8553	149	5	american	american	ADJ
american_scientific_journal-8553	149	6	academic	academic	ADJ
american_scientific_journal-8553	149	7	scientific	scientific	ADJ
american_scientific_journal-8553	149	8	research	research	NOUN
american_scientific_journal-8553	149	9	journal	journal	NOUN
american_scientific_journal-8553	149	10	for	for	ADP
american_scientific_journal-8553	149	11	engineering	engineering	NOUN
american_scientific_journal-8553	149	12	,	,	PUNCT
american_scientific_journal-8553	149	13	technology	technology	NOUN
american_scientific_journal-8553	149	14	,	,	PUNCT
american_scientific_journal-8553	149	15	and	and	CCONJ
american_scientific_journal-8553	149	16	sciences(asrjets	sciences(asrjet	NOUN
american_scientific_journal-8553	149	17	)	)	PUNCT
american_scientific_journal-8553	149	18	(	(	PUNCT
american_scientific_journal-8553	149	19	2023)volume	2023)volume	NUM
american_scientific_journal-8553	149	20	91	91	NUM
american_scientific_journal-8553	149	21	,	,	PUNCT
american_scientific_journal-8553	149	22	no	no	DET
american_scientific_journal-8553	149	23	1	1	NUM
american_scientific_journal-8553	149	24	,	,	PUNCT
american_scientific_journal-8553	149	25	pp	pp	ADV
american_scientific_journal-8553	149	26	87	87	NUM
american_scientific_journal-8553	149	27	-	-	SYM
american_scientific_journal-8553	149	28	104	104	NUM
american_scientific_journal-8553	149	29	98	98	NUM
american_scientific_journal-8553	149	30	compression	compression	NOUN
american_scientific_journal-8553	149	31	system	system	NOUN
american_scientific_journal-8553	149	32	scheme	scheme	NOUN
american_scientific_journal-8553	149	33	proposed	propose	VERB
american_scientific_journal-8553	149	34	yield	yield	VERB
american_scientific_journal-8553	149	35	high	high	ADJ
american_scientific_journal-8553	149	36	-	-	PUNCT
american_scientific_journal-8553	149	37	quality	quality	NOUN
american_scientific_journal-8553	149	38	compressed	compress	VERB
american_scientific_journal-8553	149	39	image	image	NOUN
american_scientific_journal-8553	149	40	with	with	ADP
american_scientific_journal-8553	149	41	best	good	ADJ
american_scientific_journal-8553	149	42	values	value	NOUN
american_scientific_journal-8553	149	43	of	of	ADP
american_scientific_journal-8553	149	44	the	the	DET
american_scientific_journal-8553	149	45	ssim	ssim	NOUN
american_scientific_journal-8553	149	46	parameter	parameter	NOUN
american_scientific_journal-8553	149	47	.	.	PUNCT
american_scientific_journal-8553	150	1	there	there	PRON
american_scientific_journal-8553	150	2	is	be	VERB
american_scientific_journal-8553	150	3	an	an	DET
american_scientific_journal-8553	150	4	exception	exception	NOUN
american_scientific_journal-8553	150	5	for	for	ADP
american_scientific_journal-8553	150	6	two	two	NUM
american_scientific_journal-8553	150	7	images	image	NOUN
american_scientific_journal-8553	150	8	kodim12	kodim12	NOUN
american_scientific_journal-8553	150	9	and	and	CCONJ
american_scientific_journal-8553	150	10	kodim16	kodim16	PROPN
american_scientific_journal-8553	150	11	.	.	PUNCT
american_scientific_journal-8553	151	1	as	as	SCONJ
american_scientific_journal-8553	151	2	we	we	PRON
american_scientific_journal-8553	151	3	can	can	AUX
american_scientific_journal-8553	151	4	see	see	VERB
american_scientific_journal-8553	151	5	,	,	PUNCT
american_scientific_journal-8553	151	6	psnr	psnr	NOUN
american_scientific_journal-8553	151	7	and	and	CCONJ
american_scientific_journal-8553	151	8	mse	mse	NOUN
american_scientific_journal-8553	151	9	values	value	NOUN
american_scientific_journal-8553	151	10	are	be	AUX
american_scientific_journal-8553	151	11	better	well	ADJ
american_scientific_journal-8553	151	12	in	in	ADP
american_scientific_journal-8553	151	13	the	the	DET
american_scientific_journal-8553	151	14	baseline	baseline	NOUN
american_scientific_journal-8553	151	15	method	method	NOUN
american_scientific_journal-8553	151	16	but	but	CCONJ
american_scientific_journal-8553	151	17	in	in	ADP
american_scientific_journal-8553	151	18	the	the	DET
american_scientific_journal-8553	151	19	point	point	NOUN
american_scientific_journal-8553	151	20	of	of	ADP
american_scientific_journal-8553	151	21	view	view	NOUN
american_scientific_journal-8553	151	22	compressed	compress	VERB
american_scientific_journal-8553	151	23	image	image	NOUN
american_scientific_journal-8553	151	24	visual	visual	ADJ
american_scientific_journal-8553	151	25	quality	quality	NOUN
american_scientific_journal-8553	151	26	,	,	PUNCT
american_scientific_journal-8553	151	27	the	the	DET
american_scientific_journal-8553	151	28	result	result	NOUN
american_scientific_journal-8553	151	29	with	with	ADP
american_scientific_journal-8553	151	30	the	the	DET
american_scientific_journal-8553	151	31	proposed	propose	VERB
american_scientific_journal-8553	151	32	method	method	NOUN
american_scientific_journal-8553	151	33	is	be	AUX
american_scientific_journal-8553	151	34	better	well	ADJ
american_scientific_journal-8553	151	35	as	as	SCONJ
american_scientific_journal-8553	151	36	indicated	indicate	VERB
american_scientific_journal-8553	151	37	by	by	ADP
american_scientific_journal-8553	151	38	the	the	DET
american_scientific_journal-8553	151	39	following	follow	VERB
american_scientific_journal-8553	151	40	figure	figure	NOUN
american_scientific_journal-8553	151	41	6	6	NUM
american_scientific_journal-8553	151	42	.	.	PUNCT
american_scientific_journal-8553	152	1	we	we	PRON
american_scientific_journal-8553	152	2	assume	assume	VERB
american_scientific_journal-8553	152	3	that	that	SCONJ
american_scientific_journal-8553	152	4	the	the	DET
american_scientific_journal-8553	152	5	reason	reason	NOUN
american_scientific_journal-8553	152	6	is	be	AUX
american_scientific_journal-8553	152	7	that	that	SCONJ
american_scientific_journal-8553	152	8	with	with	ADP
american_scientific_journal-8553	152	9	1000	1000	NUM
american_scientific_journal-8553	152	10	epochs	epoch	NOUN
american_scientific_journal-8553	152	11	,	,	PUNCT
american_scientific_journal-8553	152	12	the	the	DET
american_scientific_journal-8553	152	13	proposed	propose	VERB
american_scientific_journal-8553	152	14	autoencoder	autoencoder	NOUN
american_scientific_journal-8553	152	15	architecture	architecture	NOUN
american_scientific_journal-8553	152	16	achieves	achieve	VERB
american_scientific_journal-8553	152	17	only	only	ADV
american_scientific_journal-8553	152	18	an	an	DET
american_scientific_journal-8553	152	19	accuracy	accuracy	NOUN
american_scientific_journal-8553	152	20	of	of	ADP
american_scientific_journal-8553	152	21	97	97	NUM
american_scientific_journal-8553	152	22	%	%	NOUN
american_scientific_journal-8553	152	23	(	(	PUNCT
american_scientific_journal-8553	152	24	the	the	DET
american_scientific_journal-8553	152	25	lowest	low	ADJ
american_scientific_journal-8553	152	26	value	value	NOUN
american_scientific_journal-8553	152	27	)	)	PUNCT
american_scientific_journal-8553	152	28	to	to	PART
american_scientific_journal-8553	152	29	reconstruct	reconstruct	VERB
american_scientific_journal-8553	152	30	the	the	DET
american_scientific_journal-8553	152	31	approximate	approximate	ADJ
american_scientific_journal-8553	152	32	image	image	NOUN
american_scientific_journal-8553	152	33	for	for	ADP
american_scientific_journal-8553	152	34	both	both	DET
american_scientific_journal-8553	152	35	kodim12	kodim12	NOUN
american_scientific_journal-8553	152	36	and	and	CCONJ
american_scientific_journal-8553	152	37	kodim16	kodim16	PROPN
american_scientific_journal-8553	152	38	.	.	PUNCT
american_scientific_journal-8553	153	1	we	we	PRON
american_scientific_journal-8553	153	2	suppose	suppose	VERB
american_scientific_journal-8553	153	3	that	that	SCONJ
american_scientific_journal-8553	153	4	with	with	ADP
american_scientific_journal-8553	153	5	more	more	ADJ
american_scientific_journal-8553	153	6	epochs	epoch	NOUN
american_scientific_journal-8553	153	7	we	we	PRON
american_scientific_journal-8553	153	8	can	can	AUX
american_scientific_journal-8553	153	9	fix	fix	VERB
american_scientific_journal-8553	153	10	this	this	PRON
american_scientific_journal-8553	153	11	and	and	CCONJ
american_scientific_journal-8553	153	12	improve	improve	VERB
american_scientific_journal-8553	153	13	the	the	DET
american_scientific_journal-8553	153	14	metrics	metric	NOUN
american_scientific_journal-8553	153	15	results	result	NOUN
american_scientific_journal-8553	153	16	.	.	PUNCT
american_scientific_journal-8553	154	1	figure	figure	VERB
american_scientific_journal-8553	154	2	6	6	NUM
american_scientific_journal-8553	154	3	:	:	PUNCT
american_scientific_journal-8553	154	4	kodim12	kodim12	NOUN
american_scientific_journal-8553	154	5	and	and	CCONJ
american_scientific_journal-8553	154	6	kodim16	kodim16	NOUN
american_scientific_journal-8553	154	7	compressed	compress	VERB
american_scientific_journal-8553	154	8	by	by	ADP
american_scientific_journal-8553	154	9	proposed	propose	VERB
american_scientific_journal-8553	154	10	cae	cae	NOUN
american_scientific_journal-8553	154	11	and	and	CCONJ
american_scientific_journal-8553	154	12	the	the	DET
american_scientific_journal-8553	154	13	baseline	baseline	NOUN
american_scientific_journal-8553	154	14	method	method	NOUN
american_scientific_journal-8553	154	15	.	.	PUNCT
american_scientific_journal-8553	155	1	to	to	PART
american_scientific_journal-8553	155	2	clarify	clarify	VERB
american_scientific_journal-8553	155	3	more	more	ADV
american_scientific_journal-8553	155	4	the	the	DET
american_scientific_journal-8553	155	5	meaning	meaning	NOUN
american_scientific_journal-8553	155	6	of	of	ADP
american_scientific_journal-8553	155	7	the	the	DET
american_scientific_journal-8553	155	8	results	result	NOUN
american_scientific_journal-8553	155	9	presented	present	VERB
american_scientific_journal-8553	155	10	in	in	ADP
american_scientific_journal-8553	155	11	the	the	DET
american_scientific_journal-8553	155	12	table	table	NOUN
american_scientific_journal-8553	155	13	above	above	ADV
american_scientific_journal-8553	155	14	,	,	PUNCT
american_scientific_journal-8553	155	15	here	here	ADV
american_scientific_journal-8553	155	16	(	(	PUNCT
american_scientific_journal-8553	155	17	figure7	figure7	NOUN
american_scientific_journal-8553	155	18	)	)	PUNCT
american_scientific_journal-8553	155	19	some	some	DET
american_scientific_journal-8553	155	20	perceptual	perceptual	ADJ
american_scientific_journal-8553	155	21	examples	example	NOUN
american_scientific_journal-8553	155	22	from	from	ADP
american_scientific_journal-8553	155	23	the	the	DET
american_scientific_journal-8553	155	24	database	database	NOUN
american_scientific_journal-8553	155	25	kodak	kodak	PROPN
american_scientific_journal-8553	155	26	.	.	PUNCT
american_scientific_journal-8553	156	1	we	we	PRON
american_scientific_journal-8553	156	2	can	can	AUX
american_scientific_journal-8553	156	3	see	see	VERB
american_scientific_journal-8553	156	4	clearly	clearly	ADV
american_scientific_journal-8553	156	5	that	that	SCONJ
american_scientific_journal-8553	156	6	the	the	DET
american_scientific_journal-8553	156	7	compressed	compress	VERB
american_scientific_journal-8553	156	8	image	image	NOUN
american_scientific_journal-8553	156	9	version	version	NOUN
american_scientific_journal-8553	156	10	obtained	obtain	VERB
american_scientific_journal-8553	156	11	using	use	VERB
american_scientific_journal-8553	156	12	the	the	DET
american_scientific_journal-8553	156	13	proposed	propose	VERB
american_scientific_journal-8553	156	14	method	method	NOUN
american_scientific_journal-8553	156	15	is	be	AUX
american_scientific_journal-8553	156	16	very	very	ADV
american_scientific_journal-8553	156	17	close	close	ADJ
american_scientific_journal-8553	156	18	and	and	CCONJ
american_scientific_journal-8553	156	19	similar	similar	ADJ
american_scientific_journal-8553	156	20	to	to	ADP
american_scientific_journal-8553	156	21	the	the	DET
american_scientific_journal-8553	156	22	original	original	ADJ
american_scientific_journal-8553	156	23	image	image	NOUN
american_scientific_journal-8553	156	24	.	.	PUNCT
american_scientific_journal-8553	157	1	visually	visually	ADV
american_scientific_journal-8553	157	2	talking	talk	VERB
american_scientific_journal-8553	157	3	,	,	PUNCT
american_scientific_journal-8553	157	4	we	we	PRON
american_scientific_journal-8553	157	5	can	can	AUX
american_scientific_journal-8553	157	6	confirm	confirm	VERB
american_scientific_journal-8553	157	7	that	that	SCONJ
american_scientific_journal-8553	157	8	the	the	DET
american_scientific_journal-8553	157	9	approach	approach	NOUN
american_scientific_journal-8553	157	10	proposed	propose	VERB
american_scientific_journal-8553	157	11	in	in	ADP
american_scientific_journal-8553	157	12	this	this	DET
american_scientific_journal-8553	157	13	paper	paper	NOUN
american_scientific_journal-8553	157	14	performs	perform	VERB
american_scientific_journal-8553	157	15	in	in	ADP
american_scientific_journal-8553	157	16	quality	quality	NOUN
american_scientific_journal-8553	157	17	and	and	CCONJ
american_scientific_journal-8553	157	18	in	in	ADP
american_scientific_journal-8553	157	19	terms	term	NOUN
american_scientific_journal-8553	157	20	of	of	ADP
american_scientific_journal-8553	157	21	metrics	metric	NOUN
american_scientific_journal-8553	157	22	,	,	PUNCT
american_scientific_journal-8553	157	23	the	the	DET
american_scientific_journal-8553	157	24	baseline	baseline	NOUN
american_scientific_journal-8553	157	25	method	method	NOUN
american_scientific_journal-8553	157	26	based	base	VERB
american_scientific_journal-8553	157	27	in	in	ADP
american_scientific_journal-8553	157	28	the	the	DET
american_scientific_journal-8553	157	29	classical	classical	ADJ
american_scientific_journal-8553	157	30	scheme	scheme	NOUN
american_scientific_journal-8553	157	31	of	of	ADP
american_scientific_journal-8553	157	32	a	a	DET
american_scientific_journal-8553	157	33	compressed	compress	VERB
american_scientific_journal-8553	157	34	image	image	NOUN
american_scientific_journal-8553	157	35	system	system	NOUN
american_scientific_journal-8553	157	36	.	.	PUNCT
american_scientific_journal-8553	158	1	we	we	PRON
american_scientific_journal-8553	158	2	choose	choose	VERB
american_scientific_journal-8553	158	3	images	image	NOUN
american_scientific_journal-8553	158	4	from	from	ADP
american_scientific_journal-8553	158	5	various	various	ADJ
american_scientific_journal-8553	158	6	contains	contain	NOUN
american_scientific_journal-8553	158	7	,	,	PUNCT
american_scientific_journal-8553	158	8	contrasts	contrast	VERB
american_scientific_journal-8553	158	9	…	…	PUNCT
american_scientific_journal-8553	158	10	to	to	PART
american_scientific_journal-8553	158	11	prove	prove	VERB
american_scientific_journal-8553	158	12	the	the	DET
american_scientific_journal-8553	158	13	new	new	ADJ
american_scientific_journal-8553	158	14	compression	compression	NOUN
american_scientific_journal-8553	158	15	scheme	scheme	NOUN
american_scientific_journal-8553	158	16	effectiveness	effectiveness	NOUN
american_scientific_journal-8553	158	17	.	.	PUNCT
american_scientific_journal-8553	159	1	figure	figure	NOUN
american_scientific_journal-8553	159	2	7	7	NUM
american_scientific_journal-8553	159	3	:	:	PUNCT
american_scientific_journal-8553	159	4	comparative	comparative	ADJ
american_scientific_journal-8553	159	5	representation	representation	NOUN
american_scientific_journal-8553	159	6	of	of	ADP
american_scientific_journal-8553	159	7	compressed	compressed	ADJ
american_scientific_journal-8553	159	8	images	image	NOUN
american_scientific_journal-8553	159	9	:	:	PUNCT
american_scientific_journal-8553	159	10	cae	cae	NOUN
american_scientific_journal-8553	159	11	vs	vs	ADP
american_scientific_journal-8553	159	12	baseline	baseline	NOUN
american_scientific_journal-8553	159	13	method	method	NOUN
american_scientific_journal-8553	159	14	.	.	PUNCT
american_scientific_journal-8553	160	1	american	american	ADJ
american_scientific_journal-8553	160	2	academic	academic	ADJ
american_scientific_journal-8553	160	3	scientific	scientific	ADJ
american_scientific_journal-8553	160	4	research	research	NOUN
american_scientific_journal-8553	160	5	journal	journal	NOUN
american_scientific_journal-8553	160	6	for	for	ADP
american_scientific_journal-8553	160	7	engineering	engineering	NOUN
american_scientific_journal-8553	160	8	,	,	PUNCT
american_scientific_journal-8553	160	9	technology	technology	NOUN
american_scientific_journal-8553	160	10	,	,	PUNCT
american_scientific_journal-8553	160	11	and	and	CCONJ
american_scientific_journal-8553	160	12	sciences(asrjets	sciences(asrjet	NOUN
american_scientific_journal-8553	160	13	)	)	PUNCT
american_scientific_journal-8553	160	14	(	(	PUNCT
american_scientific_journal-8553	160	15	2023)volume	2023)volume	NUM
american_scientific_journal-8553	160	16	91	91	NUM
american_scientific_journal-8553	160	17	,	,	PUNCT
american_scientific_journal-8553	160	18	no	no	DET
american_scientific_journal-8553	160	19	1	1	NUM
american_scientific_journal-8553	160	20	,	,	PUNCT
american_scientific_journal-8553	160	21	pp	pp	ADV
american_scientific_journal-8553	160	22	87	87	NUM
american_scientific_journal-8553	160	23	-	-	SYM
american_scientific_journal-8553	160	24	104	104	NUM
american_scientific_journal-8553	160	25	99	99	NUM
american_scientific_journal-8553	160	26	5	5	NUM
american_scientific_journal-8553	160	27	.	.	PUNCT
american_scientific_journal-8553	161	1	conclusions	conclusion	NOUN
american_scientific_journal-8553	161	2	in	in	ADP
american_scientific_journal-8553	161	3	this	this	DET
american_scientific_journal-8553	161	4	work	work	NOUN
american_scientific_journal-8553	161	5	,	,	PUNCT
american_scientific_journal-8553	161	6	we	we	PRON
american_scientific_journal-8553	161	7	propose	propose	VERB
american_scientific_journal-8553	161	8	a	a	DET
american_scientific_journal-8553	161	9	new	new	ADJ
american_scientific_journal-8553	161	10	scheme	scheme	NOUN
american_scientific_journal-8553	161	11	for	for	ADP
american_scientific_journal-8553	161	12	image	image	NOUN
american_scientific_journal-8553	161	13	compression	compression	NOUN
american_scientific_journal-8553	161	14	based	base	VERB
american_scientific_journal-8553	161	15	on	on	ADP
american_scientific_journal-8553	161	16	two	two	NUM
american_scientific_journal-8553	161	17	powerful	powerful	ADJ
american_scientific_journal-8553	161	18	techniques	technique	NOUN
american_scientific_journal-8553	161	19	namely	namely	ADV
american_scientific_journal-8553	161	20	digital	digital	ADJ
american_scientific_journal-8553	161	21	wavelet	wavelet	NOUN
american_scientific_journal-8553	161	22	transform	transform	VERB
american_scientific_journal-8553	161	23	dwt	dwt	NOUN
american_scientific_journal-8553	161	24	and	and	CCONJ
american_scientific_journal-8553	161	25	the	the	DET
american_scientific_journal-8553	161	26	unsupervised	unsupervised	ADJ
american_scientific_journal-8553	161	27	convolutional	convolutional	ADJ
american_scientific_journal-8553	161	28	autoencoder	autoencoder	NOUN
american_scientific_journal-8553	161	29	.	.	PUNCT
american_scientific_journal-8553	162	1	the	the	DET
american_scientific_journal-8553	162	2	purpose	purpose	NOUN
american_scientific_journal-8553	162	3	of	of	ADP
american_scientific_journal-8553	162	4	this	this	DET
american_scientific_journal-8553	162	5	combination	combination	NOUN
american_scientific_journal-8553	162	6	is	be	AUX
american_scientific_journal-8553	162	7	to	to	PART
american_scientific_journal-8553	162	8	develop	develop	VERB
american_scientific_journal-8553	162	9	an	an	DET
american_scientific_journal-8553	162	10	efficient	efficient	ADJ
american_scientific_journal-8553	162	11	image	image	NOUN
american_scientific_journal-8553	162	12	compression	compression	NOUN
american_scientific_journal-8553	162	13	system	system	NOUN
american_scientific_journal-8553	162	14	that	that	PRON
american_scientific_journal-8553	162	15	takes	take	VERB
american_scientific_journal-8553	162	16	on	on	ADP
american_scientific_journal-8553	162	17	count	count	NOUN
american_scientific_journal-8553	162	18	advantages	advantage	NOUN
american_scientific_journal-8553	162	19	of	of	ADP
american_scientific_journal-8553	162	20	each	each	DET
american_scientific_journal-8553	162	21	technique	technique	NOUN
american_scientific_journal-8553	162	22	.	.	PUNCT
american_scientific_journal-8553	163	1	in	in	ADP
american_scientific_journal-8553	163	2	fact	fact	NOUN
american_scientific_journal-8553	163	3	,	,	PUNCT
american_scientific_journal-8553	163	4	in	in	ADP
american_scientific_journal-8553	163	5	one	one	NUM
american_scientific_journal-8553	163	6	side	side	NOUN
american_scientific_journal-8553	163	7	,	,	PUNCT
american_scientific_journal-8553	163	8	we	we	PRON
american_scientific_journal-8553	163	9	have	have	VERB
american_scientific_journal-8553	163	10	the	the	DET
american_scientific_journal-8553	163	11	wavelets	wavelet	NOUN
american_scientific_journal-8553	163	12	a	a	DET
american_scientific_journal-8553	163	13	strong	strong	ADJ
american_scientific_journal-8553	163	14	tool	tool	NOUN
american_scientific_journal-8553	163	15	recently	recently	ADV
american_scientific_journal-8553	163	16	emerged	emerge	VERB
american_scientific_journal-8553	163	17	and	and	CCONJ
american_scientific_journal-8553	163	18	supported	support	VERB
american_scientific_journal-8553	163	19	by	by	ADP
american_scientific_journal-8553	163	20	several	several	ADJ
american_scientific_journal-8553	163	21	research	research	NOUN
american_scientific_journal-8553	163	22	papers	paper	NOUN
american_scientific_journal-8553	163	23	as	as	ADP
american_scientific_journal-8553	163	24	a	a	DET
american_scientific_journal-8553	163	25	powerful	powerful	ADJ
american_scientific_journal-8553	163	26	mean	mean	NOUN
american_scientific_journal-8553	163	27	to	to	PART
american_scientific_journal-8553	163	28	compress	compress	VERB
american_scientific_journal-8553	163	29	images	image	NOUN
american_scientific_journal-8553	163	30	with	with	ADP
american_scientific_journal-8553	163	31	a	a	DET
american_scientific_journal-8553	163	32	good	good	ADJ
american_scientific_journal-8553	163	33	visual	visual	ADJ
american_scientific_journal-8553	163	34	quality	quality	NOUN
american_scientific_journal-8553	163	35	and	and	CCONJ
american_scientific_journal-8553	163	36	fewer	few	ADJ
american_scientific_journal-8553	163	37	bits	bit	NOUN
american_scientific_journal-8553	163	38	.	.	PUNCT
american_scientific_journal-8553	164	1	in	in	ADP
american_scientific_journal-8553	164	2	the	the	DET
american_scientific_journal-8553	164	3	other	other	ADJ
american_scientific_journal-8553	164	4	side	side	NOUN
american_scientific_journal-8553	164	5	,	,	PUNCT
american_scientific_journal-8553	164	6	we	we	PRON
american_scientific_journal-8553	164	7	have	have	VERB
american_scientific_journal-8553	164	8	the	the	DET
american_scientific_journal-8553	164	9	convolutional	convolutional	ADJ
american_scientific_journal-8553	164	10	autoencoder	autoencoder	NOUN
american_scientific_journal-8553	164	11	a	a	DET
american_scientific_journal-8553	164	12	neural	neural	ADJ
american_scientific_journal-8553	164	13	network	network	NOUN
american_scientific_journal-8553	164	14	based	base	VERB
american_scientific_journal-8553	164	15	on	on	ADP
american_scientific_journal-8553	164	16	convolutional	convolutional	ADJ
american_scientific_journal-8553	164	17	layers	layer	NOUN
american_scientific_journal-8553	164	18	that	that	PRON
american_scientific_journal-8553	164	19	captures	capture	VERB
american_scientific_journal-8553	164	20	recently	recently	ADV
american_scientific_journal-8553	164	21	,	,	PUNCT
american_scientific_journal-8553	164	22	more	more	ADJ
american_scientific_journal-8553	164	23	and	and	CCONJ
american_scientific_journal-8553	164	24	more	more	ADV
american_scientific_journal-8553	164	25	significant	significant	ADJ
american_scientific_journal-8553	164	26	attention	attention	NOUN
american_scientific_journal-8553	164	27	of	of	ADP
american_scientific_journal-8553	164	28	researchers	researcher	NOUN
american_scientific_journal-8553	164	29	.	.	PUNCT
american_scientific_journal-8553	165	1	to	to	PART
american_scientific_journal-8553	165	2	achieve	achieve	VERB
american_scientific_journal-8553	165	3	our	our	PRON
american_scientific_journal-8553	165	4	work	work	NOUN
american_scientific_journal-8553	165	5	we	we	PRON
american_scientific_journal-8553	165	6	use	use	VERB
american_scientific_journal-8553	165	7	the	the	DET
american_scientific_journal-8553	165	8	database	database	NOUN
american_scientific_journal-8553	165	9	of	of	ADP
american_scientific_journal-8553	165	10	kodak	kodak	PROPN
american_scientific_journal-8553	165	11	that	that	PRON
american_scientific_journal-8553	165	12	contains	contain	VERB
american_scientific_journal-8553	165	13	24	24	NUM
american_scientific_journal-8553	165	14	uncompressed	uncompress	VERB
american_scientific_journal-8553	165	15	images	image	NOUN
american_scientific_journal-8553	165	16	commonly	commonly	ADV
american_scientific_journal-8553	165	17	used	use	VERB
american_scientific_journal-8553	165	18	to	to	PART
american_scientific_journal-8553	165	19	evaluate	evaluate	VERB
american_scientific_journal-8553	165	20	new	new	ADJ
american_scientific_journal-8553	165	21	image	image	NOUN
american_scientific_journal-8553	165	22	compression	compression	NOUN
american_scientific_journal-8553	165	23	approaches	approach	NOUN
american_scientific_journal-8553	165	24	and	and	CCONJ
american_scientific_journal-8553	165	25	to	to	PART
american_scientific_journal-8553	165	26	evaluate	evaluate	VERB
american_scientific_journal-8553	165	27	the	the	DET
american_scientific_journal-8553	165	28	performance	performance	NOUN
american_scientific_journal-8553	165	29	of	of	ADP
american_scientific_journal-8553	165	30	the	the	DET
american_scientific_journal-8553	165	31	model	model	NOUN
american_scientific_journal-8553	165	32	proposed	propose	VERB
american_scientific_journal-8553	165	33	we	we	PRON
american_scientific_journal-8553	165	34	consider	consider	VERB
american_scientific_journal-8553	165	35	the	the	DET
american_scientific_journal-8553	165	36	four	four	NUM
american_scientific_journal-8553	165	37	known	know	VERB
american_scientific_journal-8553	165	38	performance	performance	NOUN
american_scientific_journal-8553	165	39	metrics	metric	NOUN
american_scientific_journal-8553	165	40	:	:	PUNCT
american_scientific_journal-8553	165	41	psnr	psnr	NOUN
american_scientific_journal-8553	165	42	,	,	PUNCT
american_scientific_journal-8553	165	43	mse	mse	PROPN
american_scientific_journal-8553	165	44	,	,	PUNCT
american_scientific_journal-8553	165	45	cr	cr	PROPN
american_scientific_journal-8553	165	46	and	and	CCONJ
american_scientific_journal-8553	165	47	ssim	ssim	NOUN
american_scientific_journal-8553	165	48	.	.	PUNCT
american_scientific_journal-8553	166	1	basis	basis	NOUN
american_scientific_journal-8553	166	2	on	on	ADP
american_scientific_journal-8553	166	3	our	our	PRON
american_scientific_journal-8553	166	4	hypothesis	hypothesis	NOUN
american_scientific_journal-8553	166	5	,	,	PUNCT
american_scientific_journal-8553	166	6	the	the	DET
american_scientific_journal-8553	166	7	uncompressed	uncompress	VERB
american_scientific_journal-8553	166	8	image	image	NOUN
american_scientific_journal-8553	166	9	is	be	AUX
american_scientific_journal-8553	166	10	decomposed	decompose	VERB
american_scientific_journal-8553	166	11	in	in	ADP
american_scientific_journal-8553	166	12	level	level	NOUN
american_scientific_journal-8553	166	13	1	1	NUM
american_scientific_journal-8553	166	14	using	use	VERB
american_scientific_journal-8553	166	15	the	the	DET
american_scientific_journal-8553	166	16	dwt	dwt	NOUN
american_scientific_journal-8553	166	17	algorithm	algorithm	NOUN
american_scientific_journal-8553	166	18	in	in	ADP
american_scientific_journal-8553	166	19	order	order	NOUN
american_scientific_journal-8553	166	20	to	to	PART
american_scientific_journal-8553	166	21	eliminate	eliminate	VERB
american_scientific_journal-8553	166	22	the	the	DET
american_scientific_journal-8553	166	23	unnecessary	unnecessary	ADJ
american_scientific_journal-8553	166	24	details	detail	NOUN
american_scientific_journal-8553	166	25	and	and	CCONJ
american_scientific_journal-8553	166	26	to	to	PART
american_scientific_journal-8553	166	27	keep	keep	VERB
american_scientific_journal-8553	166	28	only	only	ADV
american_scientific_journal-8553	166	29	the	the	DET
american_scientific_journal-8553	166	30	approximate	approximate	ADJ
american_scientific_journal-8553	166	31	image	image	NOUN
american_scientific_journal-8553	166	32	,	,	PUNCT
american_scientific_journal-8553	166	33	process	process	NOUN
american_scientific_journal-8553	166	34	that	that	PRON
american_scientific_journal-8553	166	35	deletes	delete	VERB
american_scientific_journal-8553	166	36	redundant	redundant	ADJ
american_scientific_journal-8553	166	37	information	information	NOUN
american_scientific_journal-8553	166	38	from	from	ADP
american_scientific_journal-8553	166	39	virgin	virgin	ADJ
american_scientific_journal-8553	166	40	version	version	NOUN
american_scientific_journal-8553	166	41	of	of	ADP
american_scientific_journal-8553	166	42	the	the	DET
american_scientific_journal-8553	166	43	image	image	NOUN
american_scientific_journal-8553	166	44	.	.	PUNCT
american_scientific_journal-8553	167	1	next	next	ADV
american_scientific_journal-8553	167	2	,	,	PUNCT
american_scientific_journal-8553	167	3	we	we	PRON
american_scientific_journal-8553	167	4	configure	configure	VERB
american_scientific_journal-8553	167	5	and	and	CCONJ
american_scientific_journal-8553	167	6	implement	implement	VERB
american_scientific_journal-8553	167	7	an	an	DET
american_scientific_journal-8553	167	8	autoencoder	autoencoder	NOUN
american_scientific_journal-8553	167	9	network	network	NOUN
american_scientific_journal-8553	167	10	to	to	PART
american_scientific_journal-8553	167	11	reconstruct	reconstruct	VERB
american_scientific_journal-8553	167	12	the	the	DET
american_scientific_journal-8553	167	13	approximate	approximate	ADJ
american_scientific_journal-8553	167	14	image	image	NOUN
american_scientific_journal-8553	167	15	;	;	PUNCT
american_scientific_journal-8553	167	16	this	this	DET
american_scientific_journal-8553	167	17	second	second	ADJ
american_scientific_journal-8553	167	18	step	step	NOUN
american_scientific_journal-8553	167	19	helps	help	VERB
american_scientific_journal-8553	167	20	to	to	PART
american_scientific_journal-8553	167	21	remove	remove	VERB
american_scientific_journal-8553	167	22	all	all	DET
american_scientific_journal-8553	167	23	irrelevant	irrelevant	ADJ
american_scientific_journal-8553	167	24	information	information	NOUN
american_scientific_journal-8553	167	25	that	that	PRON
american_scientific_journal-8553	167	26	remains	remain	VERB
american_scientific_journal-8553	167	27	.	.	PUNCT
american_scientific_journal-8553	168	1	to	to	PART
american_scientific_journal-8553	168	2	accomplish	accomplish	VERB
american_scientific_journal-8553	168	3	successfully	successfully	ADV
american_scientific_journal-8553	168	4	this	this	DET
american_scientific_journal-8553	168	5	work	work	NOUN
american_scientific_journal-8553	168	6	,	,	PUNCT
american_scientific_journal-8553	168	7	we	we	PRON
american_scientific_journal-8553	168	8	opted	opt	VERB
american_scientific_journal-8553	168	9	for	for	ADP
american_scientific_journal-8553	168	10	a	a	DET
american_scientific_journal-8553	168	11	deep	deep	ADJ
american_scientific_journal-8553	168	12	architecture	architecture	NOUN
american_scientific_journal-8553	168	13	with	with	ADP
american_scientific_journal-8553	168	14	four	four	NUM
american_scientific_journal-8553	168	15	convolutional	convolutional	ADJ
american_scientific_journal-8553	168	16	layers	layer	NOUN
american_scientific_journal-8553	168	17	in	in	ADP
american_scientific_journal-8553	168	18	each	each	DET
american_scientific_journal-8553	168	19	part	part	NOUN
american_scientific_journal-8553	168	20	and	and	CCONJ
american_scientific_journal-8553	168	21	a	a	DET
american_scientific_journal-8553	168	22	maxpooling	maxpoole	VERB
american_scientific_journal-8553	168	23	function	function	NOUN
american_scientific_journal-8553	168	24	as	as	ADP
american_scientific_journal-8553	168	25	pooling	pool	VERB
american_scientific_journal-8553	168	26	process	process	NOUN
american_scientific_journal-8553	168	27	.	.	PUNCT
american_scientific_journal-8553	169	1	from	from	ADP
american_scientific_journal-8553	169	2	this	this	DET
american_scientific_journal-8553	169	3	proposed	propose	VERB
american_scientific_journal-8553	169	4	idea	idea	NOUN
american_scientific_journal-8553	169	5	emerged	emerge	VERB
american_scientific_journal-8553	169	6	results	result	NOUN
american_scientific_journal-8553	169	7	,	,	PUNCT
american_scientific_journal-8553	169	8	which	which	PRON
american_scientific_journal-8553	169	9	demonstrates	demonstrate	VERB
american_scientific_journal-8553	169	10	that	that	SCONJ
american_scientific_journal-8553	169	11	the	the	DET
american_scientific_journal-8553	169	12	best	good	ADJ
american_scientific_journal-8553	169	13	performances	performance	NOUN
american_scientific_journal-8553	169	14	are	be	AUX
american_scientific_journal-8553	169	15	obtained	obtain	VERB
american_scientific_journal-8553	169	16	using	use	VERB
american_scientific_journal-8553	169	17	the	the	DET
american_scientific_journal-8553	169	18	proposed	propose	VERB
american_scientific_journal-8553	169	19	scheme	scheme	NOUN
american_scientific_journal-8553	169	20	.	.	PUNCT
american_scientific_journal-8553	170	1	the	the	DET
american_scientific_journal-8553	170	2	purpose	purpose	NOUN
american_scientific_journal-8553	170	3	of	of	ADP
american_scientific_journal-8553	170	4	the	the	DET
american_scientific_journal-8553	170	5	work	work	NOUN
american_scientific_journal-8553	170	6	presented	present	VERB
american_scientific_journal-8553	170	7	in	in	ADP
american_scientific_journal-8553	170	8	this	this	DET
american_scientific_journal-8553	170	9	paper	paper	NOUN
american_scientific_journal-8553	170	10	is	be	AUX
american_scientific_journal-8553	170	11	to	to	PART
american_scientific_journal-8553	170	12	demonstrate	demonstrate	VERB
american_scientific_journal-8553	170	13	that	that	SCONJ
american_scientific_journal-8553	170	14	with	with	ADP
american_scientific_journal-8553	170	15	the	the	DET
american_scientific_journal-8553	170	16	same	same	ADJ
american_scientific_journal-8553	170	17	decomposition	decomposition	NOUN
american_scientific_journal-8553	170	18	level	level	NOUN
american_scientific_journal-8553	170	19	using	use	VERB
american_scientific_journal-8553	170	20	wavelet	wavelet	NOUN
american_scientific_journal-8553	170	21	transform	transform	NOUN
american_scientific_journal-8553	170	22	and	and	CCONJ
american_scientific_journal-8553	170	23	thanks	thank	NOUN
american_scientific_journal-8553	170	24	to	to	ADP
american_scientific_journal-8553	170	25	the	the	DET
american_scientific_journal-8553	170	26	deep	deep	ADJ
american_scientific_journal-8553	170	27	learning	learning	NOUN
american_scientific_journal-8553	170	28	autoencoder	autoencoder	NOUN
american_scientific_journal-8553	170	29	,	,	PUNCT
american_scientific_journal-8553	170	30	this	this	DET
american_scientific_journal-8553	170	31	method	method	NOUN
american_scientific_journal-8553	170	32	can	can	AUX
american_scientific_journal-8553	170	33	achieve	achieve	VERB
american_scientific_journal-8553	170	34	significantly	significantly	ADV
american_scientific_journal-8553	170	35	higher	high	ADJ
american_scientific_journal-8553	170	36	visual	visual	ADJ
american_scientific_journal-8553	170	37	quality	quality	NOUN
american_scientific_journal-8553	170	38	and	and	CCONJ
american_scientific_journal-8553	170	39	good	good	ADJ
american_scientific_journal-8553	170	40	compression	compression	NOUN
american_scientific_journal-8553	170	41	parameters	parameter	NOUN
american_scientific_journal-8553	170	42	when	when	SCONJ
american_scientific_journal-8553	170	43	compared	compare	VERB
american_scientific_journal-8553	170	44	to	to	ADP
american_scientific_journal-8553	170	45	a	a	DET
american_scientific_journal-8553	170	46	classical	classical	ADJ
american_scientific_journal-8553	170	47	image	image	NOUN
american_scientific_journal-8553	170	48	compression	compression	NOUN
american_scientific_journal-8553	170	49	technique	technique	NOUN
american_scientific_journal-8553	170	50	.	.	PUNCT
american_scientific_journal-8553	171	1	in	in	ADP
american_scientific_journal-8553	171	2	fact	fact	NOUN
american_scientific_journal-8553	171	3	,	,	PUNCT
american_scientific_journal-8553	171	4	in	in	ADP
american_scientific_journal-8553	171	5	present	present	ADJ
american_scientific_journal-8553	171	6	work	work	NOUN
american_scientific_journal-8553	171	7	we	we	PRON
american_scientific_journal-8553	171	8	attempt	attempt	VERB
american_scientific_journal-8553	171	9	to	to	PART
american_scientific_journal-8553	171	10	show	show	VERB
american_scientific_journal-8553	171	11	that	that	SCONJ
american_scientific_journal-8553	171	12	with	with	ADP
american_scientific_journal-8553	171	13	minimal	minimal	ADJ
american_scientific_journal-8553	171	14	level	level	NOUN
american_scientific_journal-8553	171	15	decomposition	decomposition	NOUN
american_scientific_journal-8553	171	16	we	we	PRON
american_scientific_journal-8553	171	17	can	can	AUX
american_scientific_journal-8553	171	18	outperform	outperform	VERB
american_scientific_journal-8553	171	19	traditional	traditional	ADJ
american_scientific_journal-8553	171	20	compression	compression	NOUN
american_scientific_journal-8553	171	21	approach	approach	NOUN
american_scientific_journal-8553	171	22	based	base	VERB
american_scientific_journal-8553	171	23	on	on	ADP
american_scientific_journal-8553	171	24	wavelet	wavelet	NOUN
american_scientific_journal-8553	171	25	transform	transform	NOUN
american_scientific_journal-8553	171	26	such	such	ADJ
american_scientific_journal-8553	171	27	as	as	ADP
american_scientific_journal-8553	171	28	jpeg2000	jpeg2000	PROPN
american_scientific_journal-8553	171	29	.	.	PUNCT
american_scientific_journal-8553	172	1	we	we	PRON
american_scientific_journal-8553	172	2	were	be	AUX
american_scientific_journal-8553	172	3	n’t	not	PART
american_scientific_journal-8553	172	4	preoccupied	preoccupy	VERB
american_scientific_journal-8553	172	5	by	by	ADP
american_scientific_journal-8553	172	6	the	the	DET
american_scientific_journal-8553	172	7	real	real	ADJ
american_scientific_journal-8553	172	8	time	time	NOUN
american_scientific_journal-8553	172	9	running	run	VERB
american_scientific_journal-8553	172	10	as	as	SCONJ
american_scientific_journal-8553	172	11	our	our	PRON
american_scientific_journal-8553	172	12	goal	goal	NOUN
american_scientific_journal-8553	172	13	was	be	AUX
american_scientific_journal-8553	172	14	to	to	PART
american_scientific_journal-8553	172	15	create	create	VERB
american_scientific_journal-8553	172	16	a	a	DET
american_scientific_journal-8553	172	17	scheme	scheme	NOUN
american_scientific_journal-8553	172	18	that	that	PRON
american_scientific_journal-8553	172	19	allow	allow	VERB
american_scientific_journal-8553	172	20	the	the	DET
american_scientific_journal-8553	172	21	storage	storage	NOUN
american_scientific_journal-8553	172	22	space	space	NOUN
american_scientific_journal-8553	172	23	reduction	reduction	NOUN
american_scientific_journal-8553	172	24	in	in	ADP
american_scientific_journal-8553	172	25	order	order	NOUN
american_scientific_journal-8553	172	26	to	to	PART
american_scientific_journal-8553	172	27	save	save	VERB
american_scientific_journal-8553	172	28	a	a	DET
american_scientific_journal-8553	172	29	lot	lot	NOUN
american_scientific_journal-8553	172	30	of	of	ADP
american_scientific_journal-8553	172	31	images	image	NOUN
american_scientific_journal-8553	172	32	.	.	PUNCT
american_scientific_journal-8553	173	1	nevertheless	nevertheless	ADV
american_scientific_journal-8553	173	2	,	,	PUNCT
american_scientific_journal-8553	173	3	in	in	ADP
american_scientific_journal-8553	173	4	areas	area	NOUN
american_scientific_journal-8553	173	5	where	where	SCONJ
american_scientific_journal-8553	173	6	time	time	NOUN
american_scientific_journal-8553	173	7	is	be	AUX
american_scientific_journal-8553	173	8	crucial	crucial	ADJ
american_scientific_journal-8553	173	9	factor	factor	NOUN
american_scientific_journal-8553	173	10	to	to	PART
american_scientific_journal-8553	173	11	take	take	VERB
american_scientific_journal-8553	173	12	into	into	ADP
american_scientific_journal-8553	173	13	account	account	NOUN
american_scientific_journal-8553	173	14	like	like	ADP
american_scientific_journal-8553	173	15	medicine	medicine	NOUN
american_scientific_journal-8553	173	16	or	or	CCONJ
american_scientific_journal-8553	173	17	aerial	aerial	ADJ
american_scientific_journal-8553	173	18	surveillance	surveillance	NOUN
american_scientific_journal-8553	173	19	this	this	DET
american_scientific_journal-8553	173	20	idea	idea	NOUN
american_scientific_journal-8553	173	21	remains	remain	VERB
american_scientific_journal-8553	173	22	to	to	PART
american_scientific_journal-8553	173	23	be	be	AUX
american_scientific_journal-8553	173	24	improved	improve	VERB
american_scientific_journal-8553	173	25	.	.	PUNCT
american_scientific_journal-8553	174	1	even	even	ADV
american_scientific_journal-8553	174	2	in	in	ADP
american_scientific_journal-8553	174	3	this	this	DET
american_scientific_journal-8553	174	4	case	case	NOUN
american_scientific_journal-8553	174	5	,	,	PUNCT
american_scientific_journal-8553	174	6	we	we	PRON
american_scientific_journal-8553	174	7	assume	assume	VERB
american_scientific_journal-8553	174	8	that	that	SCONJ
american_scientific_journal-8553	174	9	using	use	VERB
american_scientific_journal-8553	174	10	parallel	parallel	ADJ
american_scientific_journal-8553	174	11	computing	computing	NOUN
american_scientific_journal-8553	174	12	with	with	ADP
american_scientific_journal-8553	174	13	the	the	DET
american_scientific_journal-8553	174	14	aid	aid	NOUN
american_scientific_journal-8553	174	15	of	of	ADP
american_scientific_journal-8553	174	16	multiple	multiple	ADJ
american_scientific_journal-8553	174	17	suitable	suitable	ADJ
american_scientific_journal-8553	174	18	gpu	gpu	PROPN
american_scientific_journal-8553	174	19	,	,	PUNCT
american_scientific_journal-8553	174	20	this	this	DET
american_scientific_journal-8553	174	21	proposal	proposal	NOUN
american_scientific_journal-8553	174	22	can	can	AUX
american_scientific_journal-8553	174	23	undoubtedly	undoubtedly	ADV
american_scientific_journal-8553	174	24	succeed	succeed	VERB
american_scientific_journal-8553	174	25	.	.	PUNCT
american_scientific_journal-8553	175	1	despite	despite	SCONJ
american_scientific_journal-8553	175	2	all	all	DET
american_scientific_journal-8553	175	3	this	this	PRON
american_scientific_journal-8553	175	4	,	,	PUNCT
american_scientific_journal-8553	175	5	we	we	PRON
american_scientific_journal-8553	175	6	proved	prove	VERB
american_scientific_journal-8553	175	7	that	that	SCONJ
american_scientific_journal-8553	175	8	our	our	PRON
american_scientific_journal-8553	175	9	compression	compression	NOUN
american_scientific_journal-8553	175	10	scheme	scheme	NOUN
american_scientific_journal-8553	175	11	.	.	PUNCT
american_scientific_journal-8553	176	1	based	base	VERB
american_scientific_journal-8553	176	2	on	on	ADP
american_scientific_journal-8553	176	3	convolutional	convolutional	ADJ
american_scientific_journal-8553	176	4	autoencoder	autoencoder	NOUN
american_scientific_journal-8553	176	5	combined	combine	VERB
american_scientific_journal-8553	176	6	to	to	ADP
american_scientific_journal-8553	176	7	wavelet	wavelet	NOUN
american_scientific_journal-8553	176	8	transform	transform	NOUN
american_scientific_journal-8553	176	9	outperforms	outperform	VERB
american_scientific_journal-8553	176	10	the	the	DET
american_scientific_journal-8553	176	11	traditional	traditional	ADJ
american_scientific_journal-8553	176	12	image	image	NOUN
american_scientific_journal-8553	176	13	compression	compression	NOUN
american_scientific_journal-8553	176	14	mainly	mainly	ADV
american_scientific_journal-8553	176	15	in	in	ADP
american_scientific_journal-8553	176	16	terms	term	NOUN
american_scientific_journal-8553	176	17	of	of	ADP
american_scientific_journal-8553	176	18	similarity	similarity	NOUN
american_scientific_journal-8553	176	19	,	,	PUNCT
american_scientific_journal-8553	176	20	as	as	SCONJ
american_scientific_journal-8553	176	21	the	the	DET
american_scientific_journal-8553	176	22	compressed	compressed	ADJ
american_scientific_journal-8553	176	23	version	version	NOUN
american_scientific_journal-8553	176	24	of	of	ADP
american_scientific_journal-8553	176	25	images	image	NOUN
american_scientific_journal-8553	176	26	is	be	AUX
american_scientific_journal-8553	176	27	visually	visually	ADV
american_scientific_journal-8553	176	28	indistinguishable	indistinguishable	ADJ
american_scientific_journal-8553	176	29	from	from	ADP
american_scientific_journal-8553	176	30	uncompressed	uncompressed	ADJ
american_scientific_journal-8553	176	31	ones	one	NOUN
american_scientific_journal-8553	176	32	.	.	PUNCT
american_scientific_journal-8553	177	1	our	our	PRON
american_scientific_journal-8553	177	2	proposed	propose	VERB
american_scientific_journal-8553	177	3	method	method	NOUN
american_scientific_journal-8553	177	4	have	have	VERB
american_scientific_journal-8553	177	5	limitations	limitation	NOUN
american_scientific_journal-8553	177	6	in	in	ADP
american_scientific_journal-8553	177	7	its	its	PRON
american_scientific_journal-8553	177	8	present	present	ADJ
american_scientific_journal-8553	177	9	form	form	NOUN
american_scientific_journal-8553	177	10	.	.	PUNCT
american_scientific_journal-8553	178	1	firstly	firstly	ADV
american_scientific_journal-8553	178	2	,	,	PUNCT
american_scientific_journal-8553	178	3	the	the	DET
american_scientific_journal-8553	178	4	proposed	propose	VERB
american_scientific_journal-8553	178	5	autoencoder	autoencoder	NOUN
american_scientific_journal-8553	178	6	architecture	architecture	NOUN
american_scientific_journal-8553	178	7	is	be	AUX
american_scientific_journal-8553	178	8	not	not	PART
american_scientific_journal-8553	178	9	suitable	suitable	ADJ
american_scientific_journal-8553	178	10	for	for	ADP
american_scientific_journal-8553	178	11	grayscale	grayscale	NOUN
american_scientific_journal-8553	178	12	images	image	NOUN
american_scientific_journal-8553	178	13	.	.	PUNCT
american_scientific_journal-8553	179	1	in	in	ADP
american_scientific_journal-8553	179	2	fact	fact	NOUN
american_scientific_journal-8553	179	3	,	,	PUNCT
american_scientific_journal-8553	179	4	during	during	ADP
american_scientific_journal-8553	179	5	experiment	experiment	NOUN
american_scientific_journal-8553	179	6	process	process	NOUN
american_scientific_journal-8553	179	7	,	,	PUNCT
american_scientific_journal-8553	179	8	we	we	PRON
american_scientific_journal-8553	179	9	tried	try	VERB
american_scientific_journal-8553	179	10	to	to	PART
american_scientific_journal-8553	179	11	apply	apply	VERB
american_scientific_journal-8553	179	12	our	our	PRON
american_scientific_journal-8553	179	13	cae	cae	NOUN
american_scientific_journal-8553	179	14	to	to	ADP
american_scientific_journal-8553	179	15	images	image	NOUN
american_scientific_journal-8553	179	16	with	with	ADP
american_scientific_journal-8553	179	17	one	one	NUM
american_scientific_journal-8553	179	18	channel	channel	NOUN
american_scientific_journal-8553	179	19	and	and	CCONJ
american_scientific_journal-8553	179	20	the	the	DET
american_scientific_journal-8553	179	21	reconstructing	reconstructing	NOUN
american_scientific_journal-8553	179	22	accuracy	accuracy	NOUN
american_scientific_journal-8553	179	23	was	be	AUX
american_scientific_journal-8553	179	24	very	very	ADV
american_scientific_journal-8553	179	25	low	low	ADJ
american_scientific_journal-8553	179	26	under	under	ADP
american_scientific_journal-8553	179	27	34	34	NUM
american_scientific_journal-8553	179	28	%	%	NOUN
american_scientific_journal-8553	179	29	.	.	PUNCT
american_scientific_journal-8553	180	1	secondly	secondly	ADV
american_scientific_journal-8553	180	2	,	,	PUNCT
american_scientific_journal-8553	180	3	we	we	PRON
american_scientific_journal-8553	180	4	use	use	VERB
american_scientific_journal-8553	180	5	only	only	ADV
american_scientific_journal-8553	180	6	one	one	NUM
american_scientific_journal-8553	180	7	type	type	NOUN
american_scientific_journal-8553	180	8	of	of	ADP
american_scientific_journal-8553	180	9	wavelet	wavelet	NOUN
american_scientific_journal-8553	180	10	basis	basis	NOUN
american_scientific_journal-8553	180	11	(	(	PUNCT
american_scientific_journal-8553	180	12	bior1.1	bior1.1	NUM
american_scientific_journal-8553	180	13	)	)	PUNCT
american_scientific_journal-8553	180	14	,	,	PUNCT
american_scientific_journal-8553	180	15	when	when	SCONJ
american_scientific_journal-8553	180	16	others	other	NOUN
american_scientific_journal-8553	180	17	possibly	possibly	ADV
american_scientific_journal-8553	180	18	perform	perform	VERB
american_scientific_journal-8553	180	19	better	well	ADV
american_scientific_journal-8553	180	20	.	.	PUNCT
american_scientific_journal-8553	181	1	as	as	ADP
american_scientific_journal-8553	181	2	future	future	ADJ
american_scientific_journal-8553	181	3	work	work	NOUN
american_scientific_journal-8553	181	4	,	,	PUNCT
american_scientific_journal-8553	181	5	we	we	PRON
american_scientific_journal-8553	181	6	will	will	AUX
american_scientific_journal-8553	181	7	manage	manage	VERB
american_scientific_journal-8553	181	8	to	to	PART
american_scientific_journal-8553	181	9	overcome	overcome	VERB
american_scientific_journal-8553	181	10	this	this	DET
american_scientific_journal-8553	181	11	limitations	limitation	NOUN
american_scientific_journal-8553	181	12	and	and	CCONJ
american_scientific_journal-8553	181	13	to	to	PART
american_scientific_journal-8553	181	14	improve	improve	VERB
american_scientific_journal-8553	181	15	the	the	DET
american_scientific_journal-8553	181	16	proposed	propose	VERB
american_scientific_journal-8553	181	17	system	system	NOUN
american_scientific_journal-8553	181	18	performance	performance	NOUN
american_scientific_journal-8553	181	19	by	by	ADP
american_scientific_journal-8553	181	20	decomposing	decompose	VERB
american_scientific_journal-8553	181	21	original	original	ADJ
american_scientific_journal-8553	181	22	image	image	NOUN
american_scientific_journal-8553	181	23	in	in	ADP
american_scientific_journal-8553	181	24	high	high	ADJ
american_scientific_journal-8553	181	25	levels	level	NOUN
american_scientific_journal-8553	181	26	trying	try	VERB
american_scientific_journal-8553	181	27	others	other	NOUN
american_scientific_journal-8553	181	28	wavelets	wavelet	NOUN
american_scientific_journal-8553	181	29	,	,	PUNCT
american_scientific_journal-8553	181	30	and	and	CCONJ
american_scientific_journal-8553	181	31	configuring	configure	VERB
american_scientific_journal-8553	181	32	deeper	deep	ADJ
american_scientific_journal-8553	181	33	autoencoder	autoencoder	NOUN
american_scientific_journal-8553	181	34	as	as	ADV
american_scientific_journal-8553	181	35	well	well	ADV
american_scientific_journal-8553	181	36	as	as	ADP
american_scientific_journal-8553	181	37	taking	take	VERB
american_scientific_journal-8553	181	38	into	into	ADP
american_scientific_journal-8553	181	39	consideration	consideration	NOUN
american_scientific_journal-8553	181	40	the	the	DET
american_scientific_journal-8553	181	41	real	real	ADJ
american_scientific_journal-8553	181	42	running	running	NOUN
american_scientific_journal-8553	181	43	time	time	NOUN
american_scientific_journal-8553	181	44	.	.	PUNCT
american_scientific_journal-8553	182	1	american	american	ADJ
american_scientific_journal-8553	182	2	academic	academic	ADJ
american_scientific_journal-8553	182	3	scientific	scientific	ADJ
american_scientific_journal-8553	182	4	research	research	NOUN
american_scientific_journal-8553	182	5	journal	journal	NOUN
american_scientific_journal-8553	182	6	for	for	ADP
american_scientific_journal-8553	182	7	engineering	engineering	NOUN
american_scientific_journal-8553	182	8	,	,	PUNCT
american_scientific_journal-8553	182	9	technology	technology	NOUN
american_scientific_journal-8553	182	10	,	,	PUNCT
american_scientific_journal-8553	182	11	and	and	CCONJ
american_scientific_journal-8553	182	12	sciences(asrjets	sciences(asrjet	NOUN
american_scientific_journal-8553	182	13	)	)	PUNCT
american_scientific_journal-8553	182	14	(	(	PUNCT
american_scientific_journal-8553	182	15	2023)volume	2023)volume	NUM
american_scientific_journal-8553	182	16	91	91	NUM
american_scientific_journal-8553	182	17	,	,	PUNCT
american_scientific_journal-8553	182	18	no	no	DET
american_scientific_journal-8553	182	19	1	1	NUM
american_scientific_journal-8553	182	20	,	,	PUNCT
american_scientific_journal-8553	182	21	pp	pp	ADV
american_scientific_journal-8553	182	22	87	87	NUM
american_scientific_journal-8553	182	23	-	-	SYM
american_scientific_journal-8553	182	24	104	104	NUM
american_scientific_journal-8553	182	25	100	100	NUM
american_scientific_journal-8553	182	26	references	reference	NOUN
american_scientific_journal-8553	182	27	[	[	X
american_scientific_journal-8553	182	28	1	1	NUM
american_scientific_journal-8553	182	29	]	]	PUNCT
american_scientific_journal-8553	182	30	l.	l.	PROPN
american_scientific_journal-8553	182	31	xiang	xiang	PROPN
american_scientific_journal-8553	182	32	and	and	CCONJ
american_scientific_journal-8553	182	33	j.	j.	PROPN
american_scientific_journal-8553	182	34	shihaho	shihaho	PROPN
american_scientific_journal-8553	182	35	,	,	PUNCT
american_scientific_journal-8553	182	36	‶	‶	VERB
american_scientific_journal-8553	182	37	neural	neural	ADJ
american_scientific_journal-8553	182	38	image	image	NOUN
american_scientific_journal-8553	182	39	compression	compression	NOUN
american_scientific_journal-8553	182	40	and	and	CCONJ
american_scientific_journal-8553	182	41	explanation,″	explanation,″	PUNCT
american_scientific_journal-8553	182	42	arxiv	arxiv	NOUN
american_scientific_journal-8553	182	43	:	:	PUNCT
american_scientific_journal-8553	182	44	1908.08988v2	1908.08988v2	PROPN
american_scientific_journal-8553	183	1	[	[	X
american_scientific_journal-8553	183	2	cs.cv	cs.cv	X
american_scientific_journal-8553	183	3	]	]	X
american_scientific_journal-8553	183	4	december	december	PROPN
american_scientific_journal-8553	183	5	2020	2020	NUM
american_scientific_journal-8553	183	6	.	.	PUNCT
american_scientific_journal-8553	184	1	[	[	X
american_scientific_journal-8553	184	2	2	2	X
american_scientific_journal-8553	184	3	]	]	PUNCT
american_scientific_journal-8553	184	4	k.	k.	NOUN
american_scientific_journal-8553	185	1	he	he	PROPN
american_scientific_journal-8553	185	2	,	,	PUNCT
american_scientific_journal-8553	185	3	x.	x.	PROPN
american_scientific_journal-8553	185	4	zhang	zhang	PROPN
american_scientific_journal-8553	185	5	,	,	PUNCT
american_scientific_journal-8553	185	6	s.	s.	PROPN
american_scientific_journal-8553	185	7	ren	ren	PROPN
american_scientific_journal-8553	185	8	and	and	CCONJ
american_scientific_journal-8553	185	9	j.	j.	PROPN
american_scientific_journal-8553	185	10	sun	sun	PROPN
american_scientific_journal-8553	185	11	,	,	PUNCT
american_scientific_journal-8553	185	12	‶	‶	VERB
american_scientific_journal-8553	185	13	deep	deep	ADJ
american_scientific_journal-8553	185	14	residual	residual	ADJ
american_scientific_journal-8553	185	15	learning	learning	NOUN
american_scientific_journal-8553	185	16	for	for	ADP
american_scientific_journal-8553	185	17	image	image	NOUN
american_scientific_journal-8553	185	18	recognition,″	recognition,″	ADJ
american_scientific_journal-8553	185	19	ieee	ieee	NOUN
american_scientific_journal-8553	185	20	conference	conference	NOUN
american_scientific_journal-8553	185	21	on	on	ADP
american_scientific_journal-8553	185	22	computer	computer	NOUN
american_scientific_journal-8553	185	23	vision	vision	NOUN
american_scientific_journal-8553	185	24	and	and	CCONJ
american_scientific_journal-8553	185	25	pattern	pattern	NOUN
american_scientific_journal-8553	185	26	recognition	recognition	NOUN
american_scientific_journal-8553	185	27	(	(	PUNCT
american_scientific_journal-8553	185	28	cvpr	cvpr	NOUN
american_scientific_journal-8553	185	29	)	)	PUNCT
american_scientific_journal-8553	185	30	.	.	PUNCT
american_scientific_journal-8553	186	1	pp	pp	ADV
american_scientific_journal-8553	186	2	.	.	PUNCT
american_scientific_journal-8553	187	1	770	770	NUM
american_scientific_journal-8553	187	2	-	-	SYM
american_scientific_journal-8553	187	3	778	778	NUM
american_scientific_journal-8553	187	4	,	,	PUNCT
american_scientific_journal-8553	187	5	2016	2016	NUM
american_scientific_journal-8553	187	6	.	.	PUNCT
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american_scientific_journal-8553	188	2	3	3	X
american_scientific_journal-8553	188	3	]	]	PUNCT
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american_scientific_journal-8553	188	6	,	,	PUNCT
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american_scientific_journal-8553	188	8	,	,	PUNCT
american_scientific_journal-8553	188	9	k	k	PROPN
american_scientific_journal-8553	188	10	,	,	PUNCT
american_scientific_journal-8553	188	11	lee	lee	PROPN
american_scientific_journal-8553	188	12	and	and	CCONJ
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american_scientific_journal-8553	188	15	,	,	PUNCT
american_scientific_journal-8553	188	16	‶	‶	VERB
american_scientific_journal-8553	188	17	bert	bert	PROPN
american_scientific_journal-8553	188	18	:	:	PUNCT
american_scientific_journal-8553	188	19	pre	pre	ADJ
american_scientific_journal-8553	188	20	-	-	NOUN
american_scientific_journal-8553	188	21	training	training	NOUN
american_scientific_journal-8553	188	22	of	of	ADP
american_scientific_journal-8553	188	23	deep	deep	ADJ
american_scientific_journal-8553	188	24	bidirectional	bidirectional	ADJ
american_scientific_journal-8553	188	25	transformers	transformer	NOUN
american_scientific_journal-8553	188	26	for	for	ADP
american_scientific_journal-8553	188	27	language	language	NOUN
american_scientific_journal-8553	188	28	understanding,″	understanding,″	PROPN
american_scientific_journal-8553	188	29	arxiv	arxiv	PROPN
american_scientific_journal-8553	188	30	preprint	preprint	NOUN
american_scientific_journal-8553	188	31	arxiv	arxiv	PROPN
american_scientific_journal-8553	188	32	:	:	PUNCT
american_scientific_journal-8553	188	33	1810.04805	1810.04805	NUM
american_scientific_journal-8553	188	34	,	,	PUNCT
american_scientific_journal-8553	188	35	2018	2018	NUM
american_scientific_journal-8553	188	36	.	.	PUNCT
american_scientific_journal-8553	189	1	[	[	X
american_scientific_journal-8553	189	2	4	4	X
american_scientific_journal-8553	189	3	]	]	X
american_scientific_journal-8553	189	4	e.	e.	PROPN
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american_scientific_journal-8553	189	6	,	,	PUNCT
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american_scientific_journal-8553	189	9	,	,	PUNCT
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american_scientific_journal-8553	189	12	,	,	PUNCT
american_scientific_journal-8553	189	13	a.	a.	NOUN
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american_scientific_journal-8553	189	15	,	,	PUNCT
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american_scientific_journal-8553	189	18	,	,	PUNCT
american_scientific_journal-8553	189	19	y.	y.	PROPN
american_scientific_journal-8553	189	20	li	li	PROPN
american_scientific_journal-8553	189	21	,	,	PUNCT
american_scientific_journal-8553	189	22	h.	h.	PROPN
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american_scientific_journal-8553	189	25	al	al	PROPN
american_scientific_journal-8553	189	26	.	.	PROPN
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american_scientific_journal-8553	189	28	neural	neural	ADJ
american_scientific_journal-8553	189	29	transducers	transducer	NOUN
american_scientific_journal-8553	189	30	for	for	ADP
american_scientific_journal-8553	189	31	end	end	NOUN
american_scientific_journal-8553	189	32	-	-	PUNCT
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american_scientific_journal-8553	189	34	-	-	PUNCT
american_scientific_journal-8553	189	35	end	end	NOUN
american_scientific_journal-8553	189	36	speech	speech	NOUN
american_scientific_journal-8553	189	37	recognition,″	recognition,″	PUNCT
american_scientific_journal-8553	189	38	arxiv	arxiv	PROPN
american_scientific_journal-8553	189	39	preprint	preprint	NOUN
american_scientific_journal-8553	189	40	arxiv	arxiv	PROPN
american_scientific_journal-8553	189	41	:	:	PUNCT
american_scientific_journal-8553	189	42	1707.07413	1707.07413	NUM
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american_scientific_journal-8553	189	45	.	.	PUNCT
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american_scientific_journal-8553	190	5	alam	alam	PROPN
american_scientific_journal-8553	190	6	,	,	PUNCT
american_scientific_journal-8553	190	7	m.d	m.d	PROPN
american_scientific_journal-8553	190	8	.	.	PROPN
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american_scientific_journal-8553	190	10	,	,	PUNCT
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american_scientific_journal-8553	190	13	,	,	PUNCT
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american_scientific_journal-8553	190	20	,	,	PUNCT
american_scientific_journal-8553	190	21	‶	‶	VERB
american_scientific_journal-8553	190	22	survey	survey	NOUN
american_scientific_journal-8553	190	23	on	on	ADP
american_scientific_journal-8553	190	24	deep	deep	ADJ
american_scientific_journal-8553	190	25	neural	neural	ADJ
american_scientific_journal-8553	190	26	networks	network	NOUN
american_scientific_journal-8553	190	27	in	in	ADP
american_scientific_journal-8553	190	28	speech	speech	NOUN
american_scientific_journal-8553	190	29	and	and	CCONJ
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american_scientific_journal-8553	190	31	systems,″	systems,″	PART
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american_scientific_journal-8553	190	34	,	,	PUNCT
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american_scientific_journal-8553	191	4	g.	g.	PROPN
american_scientific_journal-8553	191	5	de	de	PROPN
american_scientific_journal-8553	191	6	-	-	PROPN
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american_scientific_journal-8553	191	8	-	-	PUNCT
american_scientific_journal-8553	191	9	heras	hera	NOUN
american_scientific_journal-8553	191	10	,	,	PUNCT
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american_scientific_journal-8553	191	13	-	-	PUNCT
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american_scientific_journal-8553	191	15	and	and	CCONJ
american_scientific_journal-8553	191	16	e.	e.	PROPN
american_scientific_journal-8553	191	17	puertas	puertas	PROPN
american_scientific_journal-8553	191	18	,	,	PUNCT
american_scientific_journal-8553	191	19	‶	‶	VERB
american_scientific_journal-8553	191	20	advanced	advanced	ADJ
american_scientific_journal-8553	191	21	driver	driver	NOUN
american_scientific_journal-8553	191	22	assistance	assistance	NOUN
american_scientific_journal-8553	191	23	systems	system	NOUN
american_scientific_journal-8553	191	24	(	(	PUNCT
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american_scientific_journal-8553	191	28	on	on	ADP
american_scientific_journal-8553	191	29	machine	machine	NOUN
american_scientific_journal-8553	191	30	learning	learn	VERB
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american_scientific_journal-8553	191	32	for	for	ADP
american_scientific_journal-8553	191	33	the	the	DET
american_scientific_journal-8553	191	34	detection	detection	NOUN
american_scientific_journal-8553	191	35	and	and	CCONJ
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american_scientific_journal-8553	191	37	of	of	ADP
american_scientific_journal-8553	191	38	variable	variable	ADJ
american_scientific_journal-8553	191	39	message	message	NOUN
american_scientific_journal-8553	191	40	signs	sign	NOUN
american_scientific_journal-8553	191	41	on	on	ADP
american_scientific_journal-8553	191	42	roads,″	roads,″	NOUN
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american_scientific_journal-8553	191	44	,	,	PUNCT
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american_scientific_journal-8553	191	50	.	.	PUNCT
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american_scientific_journal-8553	192	9	,	,	PUNCT
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american_scientific_journal-8553	192	13	,	,	PUNCT
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american_scientific_journal-8553	192	17	with	with	ADP
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american_scientific_journal-8553	192	20	neural	neural	ADJ
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american_scientific_journal-8553	192	22	,	,	PUNCT
american_scientific_journal-8553	192	23	″	″	PROPN
american_scientific_journal-8553	192	24	in	in	ADP
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american_scientific_journal-8553	192	26	,	,	PUNCT
american_scientific_journal-8553	192	27	2012	2012	NUM
american_scientific_journal-8553	192	28	.	.	PUNCT
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american_scientific_journal-8553	193	2	8	8	NUM
american_scientific_journal-8553	193	3	]	]	PUNCT
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american_scientific_journal-8553	193	6	,	,	PUNCT
american_scientific_journal-8553	193	7	‶	‶	VERB
american_scientific_journal-8553	193	8	nonlinear	nonlinear	ADJ
american_scientific_journal-8553	193	9	principal	principal	ADJ
american_scientific_journal-8553	193	10	component	component	NOUN
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american_scientific_journal-8553	193	12	using	use	VERB
american_scientific_journal-8553	193	13	autoassociative	autoassociative	ADJ
american_scientific_journal-8553	193	14	neural	neural	ADJ
american_scientific_journal-8553	193	15	networks	network	NOUN
american_scientific_journal-8553	193	16	,	,	PUNCT
american_scientific_journal-8553	193	17	″.	″.	ADP
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american_scientific_journal-8553	193	20	.	.	PUNCT
american_scientific_journal-8553	194	1	37	37	NUM
american_scientific_journal-8553	194	2	(	(	PUNCT
american_scientific_journal-8553	194	3	2	2	NUM
american_scientific_journal-8553	194	4	):	):	PUNCT
american_scientific_journal-8553	194	5	233–243	233–243	NUM
american_scientific_journal-8553	194	6	,	,	PUNCT
american_scientific_journal-8553	194	7	1991	1991	NUM
american_scientific_journal-8553	194	8	.	.	PUNCT
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american_scientific_journal-8553	195	2	9	9	NUM
american_scientific_journal-8553	195	3	]	]	PUNCT
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american_scientific_journal-8553	195	6	,	,	PUNCT
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american_scientific_journal-8553	195	9	,	,	PUNCT
american_scientific_journal-8553	195	10	i	i	PRON
american_scientific_journal-8553	195	11	,	,	PUNCT
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american_scientific_journal-8553	195	13	,	,	PUNCT
american_scientific_journal-8553	195	14	y.	y.	PROPN
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american_scientific_journal-8553	195	17	p	p	X
american_scientific_journal-8553	195	18	-	-	PUNCT
american_scientific_journal-8553	195	19	a.	a.	NOUN
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american_scientific_journal-8553	195	21	,	,	PUNCT
american_scientific_journal-8553	195	22	"	"	PUNCT
american_scientific_journal-8553	195	23	stacked	stack	VERB
american_scientific_journal-8553	195	24	denoising	denoising	NOUN
american_scientific_journal-8553	195	25	autoencoders	autoencoder	NOUN
american_scientific_journal-8553	195	26	:	:	PUNCT
american_scientific_journal-8553	195	27	learning	learn	VERB
american_scientific_journal-8553	195	28	useful	useful	ADJ
american_scientific_journal-8553	195	29	representations	representation	NOUN
american_scientific_journal-8553	195	30	in	in	ADP
american_scientific_journal-8553	195	31	a	a	DET
american_scientific_journal-8553	195	32	deep	deep	ADJ
american_scientific_journal-8553	195	33	network	network	NOUN
american_scientific_journal-8553	195	34	with	with	ADP
american_scientific_journal-8553	195	35	a	a	DET
american_scientific_journal-8553	195	36	local	local	ADJ
american_scientific_journal-8553	195	37	denoising	denoising	NOUN
american_scientific_journal-8553	195	38	criterion	criterion	NOUN
american_scientific_journal-8553	195	39	,	,	PUNCT
american_scientific_journal-8553	195	40	"	"	PUNCT
american_scientific_journal-8553	195	41	journal	journal	NOUN
american_scientific_journal-8553	195	42	of	of	ADP
american_scientific_journal-8553	195	43	machine	machine	NOUN
american_scientific_journal-8553	195	44	learning	learn	VERB
american_scientific_journal-8553	195	45	research	research	NOUN
american_scientific_journal-8553	195	46	.	.	PUNCT
american_scientific_journal-8553	196	1	11	11	NUM
american_scientific_journal-8553	196	2	:	:	SYM
american_scientific_journal-8553	196	3	3371–3408	3371–3408	NUM
american_scientific_journal-8553	196	4	,	,	PUNCT
american_scientific_journal-8553	196	5	2010	2010	NUM
american_scientific_journal-8553	196	6	.	.	PUNCT
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american_scientific_journal-8553	197	2	10	10	NUM
american_scientific_journal-8553	197	3	]	]	X
american_scientific_journal-8553	197	4	g.e	g.e	PROPN
american_scientific_journal-8553	197	5	,	,	PUNCT
american_scientific_journal-8553	197	6	hinton	hinton	PROPN
american_scientific_journal-8553	197	7	,	,	PUNCT
american_scientific_journal-8553	197	8	a.	a.	PROPN
american_scientific_journal-8553	197	9	krizhevsky	krizhevsky	PROPN
american_scientific_journal-8553	197	10	a	a	PROPN
american_scientific_journal-8553	197	11	and	and	CCONJ
american_scientific_journal-8553	197	12	s.d	s.d	PROPN
american_scientific_journal-8553	197	13	.	.	PROPN
american_scientific_journal-8553	197	14	wang	wang	PROPN
american_scientific_journal-8553	197	15	,	,	PUNCT
american_scientific_journal-8553	197	16	‶	‶	VERB
american_scientific_journal-8553	197	17	transforming	transform	VERB
american_scientific_journal-8553	197	18	auto	auto	NOUN
american_scientific_journal-8553	197	19	-	-	PUNCT
american_scientific_journal-8553	197	20	encoders	encoder	NOUN
american_scientific_journal-8553	197	21	,	,	PUNCT
american_scientific_journal-8553	197	22	"	"	PUNCT
american_scientific_journal-8553	197	23	in	in	ADP
american_scientific_journal-8553	197	24	international	international	ADJ
american_scientific_journal-8553	197	25	conference	conference	NOUN
american_scientific_journal-8553	197	26	on	on	ADP
american_scientific_journal-8553	197	27	artificial	artificial	ADJ
american_scientific_journal-8553	197	28	neural	neural	ADJ
american_scientific_journal-8553	197	29	networks	network	NOUN
american_scientific_journal-8553	197	30	,	,	PUNCT
american_scientific_journal-8553	197	31	14	14	NUM
american_scientific_journal-8553	197	32	(	(	PUNCT
american_scientific_journal-8553	197	33	pp	pp	ADJ
american_scientific_journal-8553	197	34	.	.	PUNCT
american_scientific_journal-8553	198	1	44	44	NUM
american_scientific_journal-8553	198	2	-	-	SYM
american_scientific_journal-8553	198	3	51	51	NUM
american_scientific_journal-8553	198	4	)	)	PUNCT
american_scientific_journal-8553	198	5	.	.	PUNCT
american_scientific_journal-8553	199	1	springer	springer	NOUN
american_scientific_journal-8553	199	2	,	,	PUNCT
american_scientific_journal-8553	199	3	berlin	berlin	PROPN
american_scientific_journal-8553	199	4	,	,	PUNCT
american_scientific_journal-8553	199	5	heidelberg	heidelberg	PROPN
american_scientific_journal-8553	199	6	,	,	PUNCT
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american_scientific_journal-8553	199	8	2011	2011	NUM
american_scientific_journal-8553	199	9	.	.	PUNCT
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american_scientific_journal-8553	200	2	11	11	NUM
american_scientific_journal-8553	200	3	]	]	PUNCT
american_scientific_journal-8553	200	4	a.	a.	NOUN
american_scientific_journal-8553	200	5	géron	géron	NOUN
american_scientific_journal-8553	200	6	,	,	PUNCT
american_scientific_journal-8553	200	7	‶	‶	VERB
american_scientific_journal-8553	200	8	hands	hand	NOUN
american_scientific_journal-8553	200	9	-	-	PUNCT
american_scientific_journal-8553	200	10	on	on	ADP
american_scientific_journal-8553	200	11	machine	machine	NOUN
american_scientific_journal-8553	200	12	learning	learn	VERB
american_scientific_journal-8553	200	13	with	with	ADP
american_scientific_journal-8553	200	14	scikit	scikit	NOUN
american_scientific_journal-8553	200	15	-	-	PUNCT
american_scientific_journal-8553	200	16	learn	learn	PROPN
american_scientific_journal-8553	200	17	,	,	PUNCT
american_scientific_journal-8553	200	18	keras	keras	PROPN
american_scientific_journal-8553	200	19	,	,	PUNCT
american_scientific_journal-8553	200	20	and	and	CCONJ
american_scientific_journal-8553	200	21	tensorflow	tensorflow	NOUN
american_scientific_journal-8553	200	22	,	,	PUNCT
american_scientific_journal-8553	200	23	ʺ	ʺ	DET
american_scientific_journal-8553	200	24	canada	canada	PROPN
american_scientific_journal-8553	200	25	:	:	PUNCT
american_scientific_journal-8553	200	26	o’reilly	o’reilly	ADV
american_scientific_journal-8553	200	27	media	medium	NOUN
american_scientific_journal-8553	200	28	,	,	PUNCT
american_scientific_journal-8553	200	29	inc	inc	PROPN
american_scientific_journal-8553	200	30	.	.	PROPN
american_scientific_journal-8553	201	1	pp	pp	PROPN
american_scientific_journal-8553	201	2	.	.	PUNCT
american_scientific_journal-8553	202	1	739–740	739–740	NUM
american_scientific_journal-8553	202	2	,	,	PUNCT
american_scientific_journal-8553	202	3	2019	2019	NUM
american_scientific_journal-8553	202	4	.	.	PUNCT
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american_scientific_journal-8553	203	2	12	12	NUM
american_scientific_journal-8553	203	3	]	]	X
american_scientific_journal-8553	203	4	l.	l.	PROPN
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american_scientific_journal-8553	203	6	-	-	PUNCT
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american_scientific_journal-8553	203	8	,	,	PUNCT
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american_scientific_journal-8553	203	11	-	-	PUNCT
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american_scientific_journal-8553	203	13	and	and	CCONJ
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american_scientific_journal-8553	203	15	wen	wen	PROPN
american_scientific_journal-8553	203	16	-	-	PROPN
american_scientific_journal-8553	203	17	chie	chie	PROPN
american_scientific_journal-8553	203	18	,	,	PUNCT
american_scientific_journal-8553	203	19	"	"	PUNCT
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american_scientific_journal-8553	203	21	word	word	NOUN
american_scientific_journal-8553	203	22	perception	perception	NOUN
american_scientific_journal-8553	203	23	using	use	VERB
american_scientific_journal-8553	203	24	the	the	DET
american_scientific_journal-8553	203	25	elman	elman	NOUN
american_scientific_journal-8553	203	26	network	network	NOUN
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american_scientific_journal-8553	203	28	"	"	PUNCT
american_scientific_journal-8553	203	29	neurocomputing	neurocomputing	NOUN
american_scientific_journal-8553	203	30	.	.	PUNCT
american_scientific_journal-8553	204	1	71	71	NUM
american_scientific_journal-8553	204	2	(	(	PUNCT
american_scientific_journal-8553	204	3	16–18	16–18	NUM
american_scientific_journal-8553	204	4	):	):	PUNCT
american_scientific_journal-8553	204	5	3150	3150	NUM
american_scientific_journal-8553	204	6	,	,	PUNCT
american_scientific_journal-8553	204	7	2008	2008	NUM
american_scientific_journal-8553	204	8	.	.	PUNCT
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american_scientific_journal-8553	205	2	13	13	NUM
american_scientific_journal-8553	205	3	]	]	PUNCT
american_scientific_journal-8553	205	4	l.	l.	PROPN
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american_scientific_journal-8553	205	6	-	-	PUNCT
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american_scientific_journal-8553	205	8	,	,	PUNCT
american_scientific_journal-8553	205	9	c.	c.	PROPN
american_scientific_journal-8553	205	10	wei	wei	PROPN
american_scientific_journal-8553	205	11	-	-	PROPN
american_scientific_journal-8553	205	12	chen	chen	PROPN
american_scientific_journal-8553	205	13	,	,	PUNCT
american_scientific_journal-8553	205	14	l.	l.	PROPN
american_scientific_journal-8553	205	15	jiun	jiun	PROPN
american_scientific_journal-8553	205	16	-	-	PUNCT
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american_scientific_journal-8553	205	18	and	and	CCONJ
american_scientific_journal-8553	205	19	l.	l.	PROPN
american_scientific_journal-8553	205	20	daw	daw	PROPN
american_scientific_journal-8553	205	21	-	-	PUNCT
american_scientific_journal-8553	205	22	ran	run	VERB
american_scientific_journal-8553	205	23	,	,	PUNCT
american_scientific_journal-8553	205	24	"	"	PUNCT
american_scientific_journal-8553	205	25	autoencoder	autoencoder	NOUN
american_scientific_journal-8553	205	26	for	for	ADP
american_scientific_journal-8553	205	27	words	word	NOUN
american_scientific_journal-8553	205	28	,	,	PUNCT
american_scientific_journal-8553	205	29	"	"	PUNCT
american_scientific_journal-8553	205	30	neurocomputing	neurocomputing	NOUN
american_scientific_journal-8553	205	31	.	.	PUNCT
american_scientific_journal-8553	205	32	139	139	NUM
american_scientific_journal-8553	205	33	:	:	PUNCT
american_scientific_journal-8553	205	34	84–96	84–96	NUM
american_scientific_journal-8553	205	35	,	,	PUNCT
american_scientific_journal-8553	205	36	2014	2014	NUM
american_scientific_journal-8553	205	37	.	.	PUNCT
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american_scientific_journal-8553	206	2	academic	academic	ADJ
american_scientific_journal-8553	206	3	scientific	scientific	ADJ
american_scientific_journal-8553	206	4	research	research	NOUN
american_scientific_journal-8553	206	5	journal	journal	NOUN
american_scientific_journal-8553	206	6	for	for	ADP
american_scientific_journal-8553	206	7	engineering	engineering	NOUN
american_scientific_journal-8553	206	8	,	,	PUNCT
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american_scientific_journal-8553	206	10	,	,	PUNCT
american_scientific_journal-8553	206	11	and	and	CCONJ
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american_scientific_journal-8553	206	14	(	(	PUNCT
american_scientific_journal-8553	206	15	2023)volume	2023)volume	NUM
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american_scientific_journal-8553	206	17	,	,	PUNCT
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american_scientific_journal-8553	206	19	1	1	NUM
american_scientific_journal-8553	206	20	,	,	PUNCT
american_scientific_journal-8553	206	21	pp	pp	ADV
american_scientific_journal-8553	206	22	87	87	NUM
american_scientific_journal-8553	206	23	-	-	SYM
american_scientific_journal-8553	206	24	104	104	NUM
american_scientific_journal-8553	206	25	101	101	NUM
american_scientific_journal-8553	207	1	[	[	X
american_scientific_journal-8553	207	2	14	14	NUM
american_scientific_journal-8553	207	3	]	]	PUNCT
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american_scientific_journal-8553	207	6	,	,	PUNCT
american_scientific_journal-8553	207	7	welling	well	VERB
american_scientific_journal-8553	207	8	,	,	PUNCT
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american_scientific_journal-8553	207	10	and	and	CCONJ
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american_scientific_journal-8553	207	12	,	,	PUNCT
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american_scientific_journal-8553	208	1	"	"	PUNCT
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american_scientific_journal-8553	208	3	introduction	introduction	NOUN
american_scientific_journal-8553	208	4	to	to	ADP
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american_scientific_journal-8553	208	6	autoencoders	autoencoder	NOUN
american_scientific_journal-8553	208	7	,	,	PUNCT
american_scientific_journal-8553	208	8	"	"	PUNCT
american_scientific_journal-8553	208	9	foundations	foundation	NOUN
american_scientific_journal-8553	208	10	and	and	CCONJ
american_scientific_journal-8553	208	11	trends	trend	NOUN
american_scientific_journal-8553	208	12	in	in	ADP
american_scientific_journal-8553	208	13	machine	machine	NOUN
american_scientific_journal-8553	208	14	learning	learning	NOUN
american_scientific_journal-8553	208	15	.	.	PUNCT
american_scientific_journal-8553	209	1	12	12	NUM
american_scientific_journal-8553	209	2	(	(	PUNCT
american_scientific_journal-8553	209	3	4	4	NUM
american_scientific_journal-8553	209	4	):	):	PUNCT
american_scientific_journal-8553	209	5	307–392	307–392	NUM
american_scientific_journal-8553	209	6	.	.	NOUN
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american_scientific_journal-8553	209	8	,	,	PUNCT
american_scientific_journal-8553	209	9	2019	2019	NUM
american_scientific_journal-8553	209	10	.	.	PUNCT
american_scientific_journal-8553	210	1	[	[	X
american_scientific_journal-8553	210	2	15	15	NUM
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american_scientific_journal-8553	210	4	s.g	s.g	PROPN
american_scientific_journal-8553	210	5	.	.	PROPN
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american_scientific_journal-8553	210	7	,	,	PUNCT
american_scientific_journal-8553	210	8	‶a	‶a	NOUN
american_scientific_journal-8553	210	9	theory	theory	NOUN
american_scientific_journal-8553	210	10	for	for	ADP
american_scientific_journal-8553	210	11	multi	multi	ADJ
american_scientific_journal-8553	210	12	resolution	resolution	NOUN
american_scientific_journal-8553	210	13	signal	signal	NOUN
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american_scientific_journal-8553	210	15	:	:	PUNCT
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american_scientific_journal-8553	210	21	.	.	PUNCT
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american_scientific_journal-8553	211	3	.	.	PUNCT
american_scientific_journal-8553	212	1	machine	machine	NOUN
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american_scientific_journal-8553	212	3	,	,	PUNCT
american_scientific_journal-8553	212	4	vol	vol	NOUN
american_scientific_journal-8553	212	5	.	.	PROPN
american_scientific_journal-8553	212	6	11	11	NUM
american_scientific_journal-8553	212	7	,	,	PUNCT
american_scientific_journal-8553	212	8	pp	pp	ADJ
american_scientific_journal-8553	212	9	.	.	PUNCT
american_scientific_journal-8553	213	1	674	674	NUM
american_scientific_journal-8553	213	2	-	-	NUM
american_scientific_journal-8553	213	3	693	693	NUM
american_scientific_journal-8553	213	4	,	,	PUNCT
american_scientific_journal-8553	213	5	1989	1989	NUM
american_scientific_journal-8553	213	6	.	.	PUNCT
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american_scientific_journal-8553	214	2	16	16	NUM
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american_scientific_journal-8553	214	6	and	and	CCONJ
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american_scientific_journal-8553	214	8	.	.	PROPN
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american_scientific_journal-8553	214	10	,	,	PUNCT
american_scientific_journal-8553	214	11	‶	‶	VERB
american_scientific_journal-8553	214	12	digital	digital	ADJ
american_scientific_journal-8553	214	13	image	image	NOUN
american_scientific_journal-8553	214	14	compression	compression	NOUN
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american_scientific_journal-8553	214	16	,	,	PUNCT
american_scientific_journal-8553	214	17	spie	spie	ADJ
american_scientific_journal-8553	214	18	press	press	NOUN
american_scientific_journal-8553	214	19	book	book	NOUN
american_scientific_journal-8553	214	20	,	,	PUNCT
american_scientific_journal-8553	214	21	bellingham	bellingham	PROPN
american_scientific_journal-8553	214	22	,	,	PUNCT
american_scientific_journal-8553	214	23	washington	washington	PROPN
american_scientific_journal-8553	214	24	,	,	PUNCT
american_scientific_journal-8553	214	25	usa	usa	PROPN
american_scientific_journal-8553	214	26	,	,	PUNCT
american_scientific_journal-8553	214	27	feb	feb	PROPN
american_scientific_journal-8553	214	28	1991	1991	NUM
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american_scientific_journal-8553	214	30	17	17	NUM
american_scientific_journal-8553	214	31	]	]	PUNCT
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american_scientific_journal-8553	214	34	,	,	PUNCT
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american_scientific_journal-8553	214	37	,	,	PUNCT
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american_scientific_journal-8553	214	47	using	use	VERB
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american_scientific_journal-8553	214	50	,	,	PUNCT
american_scientific_journal-8553	214	51	″	″	PROPN
american_scientific_journal-8553	214	52	ieee	ieee	PROPN
american_scientific_journal-8553	214	53	trans	trans	PROPN
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american_scientific_journal-8553	215	1	image	image	NOUN
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american_scientific_journal-8553	215	3	.	.	PUNCT
american_scientific_journal-8553	216	1	1	1	NUM
american_scientific_journal-8553	216	2	(	(	PUNCT
american_scientific_journal-8553	216	3	2	2	NUM
american_scientific_journal-8553	216	4	)	)	PUNCT
american_scientific_journal-8553	216	5	,	,	PUNCT
american_scientific_journal-8553	216	6	pp	pp	PROPN
american_scientific_journal-8553	216	7	.	.	PUNCT
american_scientific_journal-8553	217	1	205	205	NUM
american_scientific_journal-8553	217	2	-	-	SYM
american_scientific_journal-8553	217	3	220	220	NUM
american_scientific_journal-8553	217	4	,	,	PUNCT
american_scientific_journal-8553	217	5	1992	1992	NUM
american_scientific_journal-8553	217	6	.	.	PUNCT
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american_scientific_journal-8553	218	2	18	18	NUM
american_scientific_journal-8553	218	3	]	]	PUNCT
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american_scientific_journal-8553	218	5	said	say	VERB
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american_scientific_journal-8553	218	7	w.a	w.a	PROPN
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american_scientific_journal-8553	218	16	image	image	NOUN
american_scientific_journal-8553	218	17	codec	codec	NOUN
american_scientific_journal-8553	218	18	based	base	VERB
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american_scientific_journal-8553	218	25	,	,	PUNCT
american_scientific_journal-8553	218	26	″	″	PROPN
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american_scientific_journal-8553	218	28	,	,	PUNCT
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american_scientific_journal-8553	218	30	.	.	PROPN
american_scientific_journal-8553	219	1	circuits	circuits	PROPN
american_scientific_journal-8553	219	2	syst	syst	PROPN
american_scientific_journal-8553	219	3	.	.	PUNCT
american_scientific_journal-8553	219	4	video	video	NOUN
american_scientific_journal-8553	219	5	technol	technol	NOUN
american_scientific_journal-8553	219	6	.	.	PROPN
american_scientific_journal-8553	219	7	6	6	NUM
american_scientific_journal-8553	219	8	(	(	PUNCT
american_scientific_journal-8553	219	9	3	3	NUM
american_scientific_journal-8553	219	10	)	)	PUNCT
american_scientific_journal-8553	219	11	,	,	PUNCT
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american_scientific_journal-8553	219	13	.	.	PUNCT
american_scientific_journal-8553	220	1	243	243	NUM
american_scientific_journal-8553	220	2	-	-	SYM
american_scientific_journal-8553	220	3	250	250	NUM
american_scientific_journal-8553	220	4	,	,	PUNCT
american_scientific_journal-8553	220	5	1996	1996	NUM
american_scientific_journal-8553	220	6	.	.	PUNCT
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american_scientific_journal-8553	221	2	19	19	NUM
american_scientific_journal-8553	221	3	]	]	PUNCT
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american_scientific_journal-8553	221	7	‶	‶	VERB
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american_scientific_journal-8553	221	10	in	in	ADP
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american_scientific_journal-8553	221	13	,	,	PUNCT
american_scientific_journal-8553	221	14	″	″	PROPN
american_scientific_journal-8553	221	15	ieee	ieee	PROPN
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american_scientific_journal-8553	221	17	.	.	PUNCT
american_scientific_journal-8553	222	1	neural	neural	ADJ
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american_scientific_journal-8553	222	3	,	,	PUNCT
american_scientific_journal-8553	222	4	8(2	8(2	NUM
american_scientific_journal-8553	222	5	)	)	PUNCT
american_scientific_journal-8553	222	6	,	,	PUNCT
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american_scientific_journal-8553	222	8	.	.	PUNCT
american_scientific_journal-8553	223	1	227	227	NUM
american_scientific_journal-8553	223	2	-	-	SYM
american_scientific_journal-8553	223	3	236	236	NUM
american_scientific_journal-8553	223	4	,	,	PUNCT
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american_scientific_journal-8553	223	6	.	.	PUNCT
american_scientific_journal-8553	224	1	[	[	X
american_scientific_journal-8553	224	2	20	20	NUM
american_scientific_journal-8553	224	3	]	]	PUNCT
american_scientific_journal-8553	224	4	k.	k.	PROPN
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american_scientific_journal-8553	224	19	″	″	PROPN
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american_scientific_journal-8553	225	2	,	,	PUNCT
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american_scientific_journal-8553	225	5	11	11	NUM
american_scientific_journal-8553	225	6	,	,	PUNCT
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american_scientific_journal-8553	225	8	.	.	PUNCT
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american_scientific_journal-8553	226	2	-	-	SYM
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american_scientific_journal-8553	226	4	,	,	PUNCT
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american_scientific_journal-8553	227	7	,	,	PUNCT
american_scientific_journal-8553	227	8	‶	‶	VERB
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american_scientific_journal-8553	228	7	.	.	PUNCT
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american_scientific_journal-8553	229	2	(	(	PUNCT
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american_scientific_journal-8553	229	5	,	,	PUNCT
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american_scientific_journal-8553	229	7	.	.	PUNCT
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american_scientific_journal-8553	230	2	-	-	PUNCT
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american_scientific_journal-8553	231	11	,	,	PUNCT
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american_scientific_journal-8553	231	13	:	:	PUNCT
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american_scientific_journal-8553	231	15	image	image	NOUN
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american_scientific_journal-8553	231	18	standard,″	standard,″	VERB
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american_scientific_journal-8553	232	2	23	23	NUM
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american_scientific_journal-8553	232	21	"	"	PUNCT
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american_scientific_journal-8553	233	21	,	,	PUNCT
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american_scientific_journal-8553	236	15	,	,	PUNCT
american_scientific_journal-8553	236	16	standards	standard	NOUN
american_scientific_journal-8553	236	17	and	and	CCONJ
american_scientific_journal-8553	236	18	practice	practice	NOUN
american_scientific_journal-8553	236	19	:	:	PUNCT
american_scientific_journal-8553	236	20	image	image	NOUN
american_scientific_journal-8553	236	21	compression	compression	NOUN
american_scientific_journal-8553	236	22	fundamentals	fundamental	NOUN
american_scientific_journal-8553	236	23	,	,	PUNCT
american_scientific_journal-8553	236	24	standards	standard	NOUN
american_scientific_journal-8553	236	25	and	and	CCONJ
american_scientific_journal-8553	236	26	practice,″	practice,″	ADJ
american_scientific_journal-8553	236	27	springer	springer	NOUN
american_scientific_journal-8553	236	28	science	science	NOUN
american_scientific_journal-8553	236	29	&	&	CCONJ
american_scientific_journal-8553	236	30	business	business	NOUN
american_scientific_journal-8553	236	31	media	medium	NOUN
american_scientific_journal-8553	236	32	.	.	PUNCT
american_scientific_journal-8553	237	1	isbn	isbn	PROPN
american_scientific_journal-8553	237	2	9781461507994	9781461507994	NUM
american_scientific_journal-8553	237	3	,	,	PUNCT
american_scientific_journal-8553	237	4	2012	2012	NUM
american_scientific_journal-8553	237	5	.	.	PUNCT
american_scientific_journal-8553	238	1	[	[	X
american_scientific_journal-8553	238	2	27	27	NUM
american_scientific_journal-8553	238	3	]	]	PUNCT
american_scientific_journal-8553	238	4	j.	j.	PROPN
american_scientific_journal-8553	238	5	liang	liang	PROPN
american_scientific_journal-8553	238	6	and	and	CCONJ
american_scientific_journal-8553	238	7	r.	r.	PROPN
american_scientific_journal-8553	238	8	talluri	talluri	PROPN
american_scientific_journal-8553	238	9	,	,	PUNCT
american_scientific_journal-8553	238	10	‶tools	‶tool	NOUN
american_scientific_journal-8553	238	11	for	for	ADP
american_scientific_journal-8553	238	12	robust	robust	ADJ
american_scientific_journal-8553	238	13	image	image	NOUN
american_scientific_journal-8553	238	14	and	and	CCONJ
american_scientific_journal-8553	238	15	video	video	NOUN
american_scientific_journal-8553	238	16	coding	coding	NOUN
american_scientific_journal-8553	238	17	in	in	ADP
american_scientific_journal-8553	238	18	jpeg	jpeg	NOUN
american_scientific_journal-8553	238	19	2000	2000	NUM
american_scientific_journal-8553	238	20	and	and	CCONJ
american_scientific_journal-8553	238	21	mpeg-4	mpeg-4	PROPN
american_scientific_journal-8553	238	22	standards,ʺ	standards,ʺ	NOUN
american_scientific_journal-8553	238	23	in	in	ADP
american_scientific_journal-8553	238	24	proc	proc	NOUN
american_scientific_journal-8553	238	25	.	.	PUNCT
american_scientific_journal-8553	239	1	spie	spie	ADJ
american_scientific_journal-8553	239	2	visual	visual	ADJ
american_scientific_journal-8553	239	3	communications	communication	NOUN
american_scientific_journal-8553	239	4	and	and	CCONJ
american_scientific_journal-8553	239	5	image	image	NOUN
american_scientific_journal-8553	239	6	processing	processing	NOUN
american_scientific_journal-8553	239	7	conf	conf	NOUN
american_scientific_journal-8553	239	8	.	.	PUNCT
american_scientific_journal-8553	240	1	(	(	PUNCT
american_scientific_journal-8553	240	2	vcip	vcip	PROPN
american_scientific_journal-8553	240	3	)	)	PUNCT
american_scientific_journal-8553	240	4	,	,	PUNCT
american_scientific_journal-8553	240	5	san	san	PROPN
american_scientific_journal-8553	240	6	jose	jose	PROPN
american_scientific_journal-8553	240	7	,	,	PUNCT
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american_scientific_journal-8553	240	9	,	,	PUNCT
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american_scientific_journal-8553	241	2	academic	academic	ADJ
american_scientific_journal-8553	241	3	scientific	scientific	ADJ
american_scientific_journal-8553	241	4	research	research	NOUN
american_scientific_journal-8553	241	5	journal	journal	NOUN
american_scientific_journal-8553	241	6	for	for	ADP
american_scientific_journal-8553	241	7	engineering	engineering	NOUN
american_scientific_journal-8553	241	8	,	,	PUNCT
american_scientific_journal-8553	241	9	technology	technology	NOUN
american_scientific_journal-8553	241	10	,	,	PUNCT
american_scientific_journal-8553	241	11	and	and	CCONJ
american_scientific_journal-8553	241	12	sciences(asrjets	sciences(asrjet	NOUN
american_scientific_journal-8553	241	13	)	)	PUNCT
american_scientific_journal-8553	241	14	(	(	PUNCT
american_scientific_journal-8553	241	15	2023)volume	2023)volume	NUM
american_scientific_journal-8553	241	16	91	91	NUM
american_scientific_journal-8553	241	17	,	,	PUNCT
american_scientific_journal-8553	241	18	no	no	DET
american_scientific_journal-8553	241	19	1	1	NUM
american_scientific_journal-8553	241	20	,	,	PUNCT
american_scientific_journal-8553	241	21	pp	pp	ADV
american_scientific_journal-8553	241	22	87	87	NUM
american_scientific_journal-8553	241	23	-	-	SYM
american_scientific_journal-8553	241	24	104	104	NUM
american_scientific_journal-8553	241	25	102	102	NUM
american_scientific_journal-8553	242	1	[	[	X
american_scientific_journal-8553	242	2	28	28	NUM
american_scientific_journal-8553	242	3	]	]	X
american_scientific_journal-8553	242	4	m.w	m.w	PROPN
american_scientific_journal-8553	242	5	.	.	PROPN
american_scientific_journal-8553	242	6	marcellin	marcellin	PROPN
american_scientific_journal-8553	242	7	,	,	PUNCT
american_scientific_journal-8553	242	8	m.	m.	NOUN
american_scientific_journal-8553	242	9	gormish	gormish	PROPN
american_scientific_journal-8553	242	10	,	,	PUNCT
american_scientific_journal-8553	242	11	a.	a.	NOUN
american_scientific_journal-8553	242	12	bilgin	bilgin	NOUN
american_scientific_journal-8553	242	13	,	,	PUNCT
american_scientific_journal-8553	242	14	and	and	CCONJ
american_scientific_journal-8553	242	15	m.	m.	NOUN
american_scientific_journal-8553	242	16	boliek	boliek	PROPN
american_scientific_journal-8553	242	17	,	,	PUNCT
american_scientific_journal-8553	242	18	‶an	‶an	ADJ
american_scientific_journal-8553	242	19	overview	overview	NOUN
american_scientific_journal-8553	242	20	of	of	ADP
american_scientific_journal-8553	242	21	jpeg	jpeg	NOUN
american_scientific_journal-8553	242	22	2000,″	2000,″	NUM
american_scientific_journal-8553	242	23	in	in	ADP
american_scientific_journal-8553	242	24	proc	proc	NOUN
american_scientific_journal-8553	242	25	.	.	PUNCT
american_scientific_journal-8553	243	1	ieee	ieee	NOUN
american_scientific_journal-8553	243	2	data	data	PROPN
american_scientific_journal-8553	243	3	compression	compression	NOUN
american_scientific_journal-8553	243	4	conf	conf	NOUN
american_scientific_journal-8553	243	5	.	.	PUNCT
american_scientific_journal-8553	243	6	,	,	PUNCT
american_scientific_journal-8553	243	7	snowbird	snowbird	PROPN
american_scientific_journal-8553	243	8	,	,	PUNCT
american_scientific_journal-8553	243	9	ut	ut	PROPN
american_scientific_journal-8553	243	10	,	,	PUNCT
american_scientific_journal-8553	243	11	pp	pp	PROPN
american_scientific_journal-8553	243	12	.	.	PUNCT
american_scientific_journal-8553	244	1	523	523	NUM
american_scientific_journal-8553	244	2	-	-	SYM
american_scientific_journal-8553	244	3	541	541	NUM
american_scientific_journal-8553	244	4	,	,	PUNCT
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american_scientific_journal-8553	244	6	.	.	PROPN
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american_scientific_journal-8553	244	8	,	,	PUNCT
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american_scientific_journal-8553	244	10	29	29	NUM
american_scientific_journal-8553	244	11	]	]	X
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american_scientific_journal-8553	244	14	cruz	cruz	PROPN
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american_scientific_journal-8553	244	16	t.	t.	PROPN
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american_scientific_journal-8553	244	18	,	,	PUNCT
american_scientific_journal-8553	244	19	‶an	‶an	PUNCT
american_scientific_journal-8553	244	20	analytical	analytical	ADJ
american_scientific_journal-8553	244	21	study	study	NOUN
american_scientific_journal-8553	244	22	of	of	ADP
american_scientific_journal-8553	244	23	the	the	DET
american_scientific_journal-8553	244	24	jpeg	jpeg	NOUN
american_scientific_journal-8553	244	25	2000	2000	NUM
american_scientific_journal-8553	244	26	functionalities,ʺ	functionalities,ʺ	PROPN
american_scientific_journal-8553	244	27	in	in	ADP
american_scientific_journal-8553	244	28	proc	proc	NOUN
american_scientific_journal-8553	244	29	.	.	PUNCT
american_scientific_journal-8553	245	1	ieee	ieee	PROPN
american_scientific_journal-8553	245	2	int	int	PROPN
american_scientific_journal-8553	245	3	.	.	PUNCT
american_scientific_journal-8553	246	1	conf	conf	NOUN
american_scientific_journal-8553	246	2	.	.	PUNCT
american_scientific_journal-8553	247	1	image	image	NOUN
american_scientific_journal-8553	247	2	processing	processing	NOUN
american_scientific_journal-8553	247	3	(	(	PUNCT
american_scientific_journal-8553	247	4	icip	icip	NOUN
american_scientific_journal-8553	247	5	2000	2000	NUM
american_scientific_journal-8553	247	6	)	)	PUNCT
american_scientific_journal-8553	247	7	,	,	PUNCT
american_scientific_journal-8553	247	8	vancouver	vancouver	PROPN
american_scientific_journal-8553	247	9	,	,	PUNCT
american_scientific_journal-8553	247	10	canada	canada	PROPN
american_scientific_journal-8553	247	11	,	,	PUNCT
american_scientific_journal-8553	247	12	10	10	NUM
american_scientific_journal-8553	247	13	-	-	SYM
american_scientific_journal-8553	247	14	13	13	NUM
american_scientific_journal-8553	247	15	,	,	PUNCT
american_scientific_journal-8553	247	16	vol	vol	NOUN
american_scientific_journal-8553	247	17	.	.	PUNCT
american_scientific_journal-8553	247	18	ii	ii	PROPN
american_scientific_journal-8553	247	19	,	,	PUNCT
american_scientific_journal-8553	247	20	pp	pp	PROPN
american_scientific_journal-8553	247	21	.	.	PUNCT
american_scientific_journal-8553	248	1	49	49	NUM
american_scientific_journal-8553	248	2	-	-	SYM
american_scientific_journal-8553	248	3	52	52	NUM
american_scientific_journal-8553	248	4	,	,	PUNCT
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american_scientific_journal-8553	248	6	.	.	PUNCT
american_scientific_journal-8553	249	1	2000	2000	NUM
american_scientific_journal-8553	249	2	.	.	PUNCT
american_scientific_journal-8553	250	1	[	[	X
american_scientific_journal-8553	250	2	30	30	NUM
american_scientific_journal-8553	250	3	]	]	X
american_scientific_journal-8553	250	4	d.	d.	PROPN
american_scientific_journal-8553	250	5	santa	santa	PROPN
american_scientific_journal-8553	250	6	cruz	cruz	PROPN
american_scientific_journal-8553	250	7	,	,	PUNCT
american_scientific_journal-8553	250	8	m.	m.	NOUN
american_scientific_journal-8553	250	9	larsson	larsson	PROPN
american_scientific_journal-8553	250	10	,	,	PUNCT
american_scientific_journal-8553	250	11	j.	j.	PROPN
american_scientific_journal-8553	250	12	askelof	askelof	PROPN
american_scientific_journal-8553	250	13	,	,	PUNCT
american_scientific_journal-8553	250	14	t.	t.	PROPN
american_scientific_journal-8553	250	15	ebrahimi	ebrahimi	PROPN
american_scientific_journal-8553	250	16	,	,	PUNCT
american_scientific_journal-8553	250	17	and	and	CCONJ
american_scientific_journal-8553	250	18	c.	c.	PROPN
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american_scientific_journal-8553	250	20	,	,	PUNCT
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american_scientific_journal-8553	250	25	in	in	ADP
american_scientific_journal-8553	250	26	jpeg	jpeg	NOUN
american_scientific_journal-8553	250	27	2000	2000	NUM
american_scientific_journal-8553	250	28	for	for	ADP
american_scientific_journal-8553	250	29	interactive	interactive	ADJ
american_scientific_journal-8553	250	30	client	client	NOUN
american_scientific_journal-8553	250	31	/	/	SYM
american_scientific_journal-8553	250	32	server	server	NOUN
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american_scientific_journal-8553	250	34	in	in	ADP
american_scientific_journal-8553	250	35	proc	proc	NOUN
american_scientific_journal-8553	250	36	.	.	PUNCT
american_scientific_journal-8553	251	1	ieee	ieee	PROPN
american_scientific_journal-8553	251	2	int	int	PROPN
american_scientific_journal-8553	251	3	.	.	PUNCT
american_scientific_journal-8553	252	1	workshop	workshop	NOUN
american_scientific_journal-8553	252	2	multimedia	multimedia	NOUN
american_scientific_journal-8553	252	3	signal	signal	NOUN
american_scientific_journal-8553	252	4	processing	processing	NOUN
american_scientific_journal-8553	252	5	,	,	PUNCT
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american_scientific_journal-8553	252	7	,	,	PUNCT
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american_scientific_journal-8553	252	9	,	,	PUNCT
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american_scientific_journal-8553	252	12	-	-	SYM
american_scientific_journal-8553	252	13	384	384	NUM
american_scientific_journal-8553	252	14	,	,	PUNCT
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american_scientific_journal-8553	252	17	.	.	PUNCT
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american_scientific_journal-8553	253	2	31	31	NUM
american_scientific_journal-8553	253	3	]	]	X
american_scientific_journal-8553	253	4	a.t	a.t	PROPN
american_scientific_journal-8553	253	5	.	.	PROPN
american_scientific_journal-8553	253	6	kouanou	kouanou	PROPN
american_scientific_journal-8553	253	7	,	,	PUNCT
american_scientific_journal-8553	253	8	d.	d.	PROPN
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american_scientific_journal-8553	253	10	,	,	PUNCT
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american_scientific_journal-8553	253	13	and	and	CCONJ
american_scientific_journal-8553	253	14	z.d	z.d	PROPN
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american_scientific_journal-8553	253	17	,	,	PUNCT
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american_scientific_journal-8553	253	20	learning	learn	VERB
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american_scientific_journal-8553	253	22	for	for	ADP
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american_scientific_journal-8553	253	26	application	application	NOUN
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american_scientific_journal-8553	257	4	.	.	PUNCT
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american_scientific_journal-8553	260	2	-	-	SYM
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american_scientific_journal-8553	260	4	,	,	PUNCT
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american_scientific_journal-8553	260	6	.	.	PUNCT
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american_scientific_journal-8553	261	24	in	in	ADP
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american_scientific_journal-8553	261	27	,	,	PUNCT
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american_scientific_journal-8553	261	29	chapter	chapter	NOUN
american_scientific_journal-8553	261	30	,	,	PUNCT
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american_scientific_journal-8553	261	32	–	–	PUNCT
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american_scientific_journal-8553	261	34	,	,	PUNCT
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american_scientific_journal-8553	261	36	,	,	PUNCT
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american_scientific_journal-8553	261	38	.	.	PUNCT
american_scientific_journal-8553	261	39	1009	1009	NUM
american_scientific_journal-8553	261	40	-	-	SYM
american_scientific_journal-8553	261	41	1015	1015	NUM
american_scientific_journal-8553	261	42	,	,	PUNCT
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american_scientific_journal-8553	261	44	.	.	PUNCT
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american_scientific_journal-8553	264	2	-	-	SYM
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american_scientific_journal-8553	265	2	35	35	NUM
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american_scientific_journal-8553	265	25	of	of	ADP
american_scientific_journal-8553	265	26	computer	computer	NOUN
american_scientific_journal-8553	265	27	applications	application	NOUN
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american_scientific_journal-8553	265	29	0975	0975	NUM
american_scientific_journal-8553	265	30	-	-	SYM
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american_scientific_journal-8553	265	33	,	,	PUNCT
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american_scientific_journal-8553	265	35	.	.	PROPN
american_scientific_journal-8553	265	36	49	49	NUM
american_scientific_journal-8553	265	37	-	-	PUNCT
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american_scientific_journal-8553	265	39	°	°	NUM
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american_scientific_journal-8553	265	41	,	,	PUNCT
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american_scientific_journal-8553	265	44	.	.	PUNCT
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american_scientific_journal-8553	266	2	36	36	NUM
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american_scientific_journal-8553	266	6	,	,	PUNCT
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american_scientific_journal-8553	266	17	compression	compression	NOUN
american_scientific_journal-8553	266	18	scheme	scheme	NOUN
american_scientific_journal-8553	266	19	based	base	VERB
american_scientific_journal-8553	266	20	on	on	ADP
american_scientific_journal-8553	266	21	adaptive	adaptive	ADJ
american_scientific_journal-8553	266	22	thresholding	thresholding	NOUN
american_scientific_journal-8553	266	23	in	in	ADP
american_scientific_journal-8553	266	24	wavelet	wavelet	NOUN
american_scientific_journal-8553	266	25	domain	domain	NOUN
american_scientific_journal-8553	266	26	using	use	VERB
american_scientific_journal-8553	266	27	particle	particle	NOUN
american_scientific_journal-8553	266	28	swarm	swarm	NOUN
american_scientific_journal-8553	266	29	optimization,‖	optimization,‖	PROPN
american_scientific_journal-8553	266	30	signal	signal	NOUN
american_scientific_journal-8553	266	31	processing	processing	NOUN
american_scientific_journal-8553	266	32	:	:	PUNCT
american_scientific_journal-8553	266	33	image	image	NOUN
american_scientific_journal-8553	266	34	communication	communication	NOUN
american_scientific_journal-8553	266	35	32	32	NUM
american_scientific_journal-8553	266	36	,	,	PUNCT
american_scientific_journal-8553	266	37	2015	2015	NUM
american_scientific_journal-8553	266	38	,	,	PUNCT
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american_scientific_journal-8553	266	40	-	-	PUNCT
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american_scientific_journal-8553	266	42	.	.	PUNCT
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american_scientific_journal-8553	267	14	a.	a.	PROPN
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american_scientific_journal-8553	267	16	,	,	PUNCT
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american_scientific_journal-8553	267	19	wavelet	wavelet	NOUN
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american_scientific_journal-8553	267	21	,	,	PUNCT
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american_scientific_journal-8553	267	23	and	and	CCONJ
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american_scientific_journal-8553	267	26	for	for	ADP
american_scientific_journal-8553	267	27	image	image	NOUN
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american_scientific_journal-8553	267	35	science	science	NOUN
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american_scientific_journal-8553	267	37	:	:	PUNCT
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american_scientific_journal-8553	267	47	.	.	PUNCT
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american_scientific_journal-8553	268	2	,	,	PUNCT
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american_scientific_journal-8553	268	4	.	.	PUNCT
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american_scientific_journal-8553	269	2	-	-	SYM
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american_scientific_journal-8553	269	4	,	,	PUNCT
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american_scientific_journal-8553	269	7	.	.	PUNCT
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american_scientific_journal-8553	270	21	for	for	ADP
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american_scientific_journal-8553	270	30	.	.	PUNCT
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american_scientific_journal-8553	271	2	-	-	SYM
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american_scientific_journal-8553	272	28	,	,	PUNCT
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american_scientific_journal-8553	272	30	.	.	NOUN
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american_scientific_journal-8553	272	34	:	:	PUNCT
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american_scientific_journal-8553	275	14	using	use	VERB
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american_scientific_journal-8553	275	16	lstms,″	lstms,″	NOUN
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american_scientific_journal-8553	275	20	information	information	NOUN
american_scientific_journal-8553	275	21	processing	processing	NOUN
american_scientific_journal-8553	275	22	systems	system	NOUN
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american_scientific_journal-8553	276	3	]	]	PUNCT
american_scientific_journal-8553	276	4	l.	l.	PROPN
american_scientific_journal-8553	276	5	theis	theis	PROPN
american_scientific_journal-8553	276	6	,	,	PUNCT
american_scientific_journal-8553	276	7	a.	a.	PROPN
american_scientific_journal-8553	276	8	van	van	PROPN
american_scientific_journal-8553	276	9	den	den	PROPN
american_scientific_journal-8553	276	10	oord	oord	PROPN
american_scientific_journal-8553	276	11	,	,	PUNCT
american_scientific_journal-8553	276	12	and	and	CCONJ
american_scientific_journal-8553	276	13	m.	m.	NOUN
american_scientific_journal-8553	276	14	bethge	bethge	NOUN
american_scientific_journal-8553	276	15	,	,	PUNCT
american_scientific_journal-8553	276	16	‶	‶	VERB
american_scientific_journal-8553	276	17	a	a	DET
american_scientific_journal-8553	276	18	note	note	NOUN
american_scientific_journal-8553	276	19	on	on	ADP
american_scientific_journal-8553	276	20	the	the	DET
american_scientific_journal-8553	276	21	evaluation	evaluation	NOUN
american_scientific_journal-8553	276	22	of	of	ADP
american_scientific_journal-8553	276	23	generative	generative	ADJ
american_scientific_journal-8553	276	24	models	model	NOUN
american_scientific_journal-8553	276	25	,	,	PUNCT
american_scientific_journal-8553	276	26	ʺ	ʺ	DET
american_scientific_journal-8553	276	27	international	international	ADJ
american_scientific_journal-8553	276	28	conference	conference	NOUN
american_scientific_journal-8553	276	29	on	on	ADP
american_scientific_journal-8553	276	30	learning	learn	VERB
american_scientific_journal-8553	276	31	representations	representation	NOUN
american_scientific_journal-8553	276	32	,	,	PUNCT
american_scientific_journal-8553	276	33	2016	2016	NUM
american_scientific_journal-8553	276	34	.	.	PUNCT
american_scientific_journal-8553	277	1	[	[	X
american_scientific_journal-8553	277	2	43	43	NUM
american_scientific_journal-8553	277	3	]	]	X
american_scientific_journal-8553	277	4	g.	g.	PROPN
american_scientific_journal-8553	277	5	toderici	toderici	PROPN
american_scientific_journal-8553	277	6	,	,	PUNCT
american_scientific_journal-8553	277	7	s.	s.	PROPN
american_scientific_journal-8553	277	8	m.	m.	PROPN
american_scientific_journal-8553	277	9	o’malley	o’malley	PROPN
american_scientific_journal-8553	277	10	,	,	PUNCT
american_scientific_journal-8553	277	11	s.	s.	PROPN
american_scientific_journal-8553	277	12	j.	j.	PROPN
american_scientific_journal-8553	277	13	hwang	hwang	PROPN
american_scientific_journal-8553	277	14	,	,	PUNCT
american_scientific_journal-8553	277	15	d.	d.	PROPN
american_scientific_journal-8553	277	16	vincent	vincent	PROPN
american_scientific_journal-8553	277	17	,	,	PUNCT
american_scientific_journal-8553	277	18	d.	d.	PROPN
american_scientific_journal-8553	277	19	minnen	minnen	PROPN
american_scientific_journal-8553	277	20	,	,	PUNCT
american_scientific_journal-8553	277	21	s.	s.	PROPN
american_scientific_journal-8553	277	22	baluja	baluja	PROPN
american_scientific_journal-8553	277	23	,	,	PUNCT
american_scientific_journal-8553	277	24	m.	m.	NOUN
american_scientific_journal-8553	277	25	covell	covell	PROPN
american_scientific_journal-8553	277	26	,	,	PUNCT
american_scientific_journal-8553	277	27	and	and	CCONJ
american_scientific_journal-8553	277	28	r.	r.	PROPN
american_scientific_journal-8553	277	29	sukthankar	sukthankar	PROPN
american_scientific_journal-8553	277	30	,	,	PUNCT
american_scientific_journal-8553	277	31	‶variable	‶variable	ADJ
american_scientific_journal-8553	277	32	rate	rate	NOUN
american_scientific_journal-8553	277	33	image	image	NOUN
american_scientific_journal-8553	277	34	compression	compression	NOUN
american_scientific_journal-8553	277	35	with	with	ADP
american_scientific_journal-8553	277	36	recurrent	recurrent	ADJ
american_scientific_journal-8553	277	37	neural	neural	ADJ
american_scientific_journal-8553	277	38	networks,″	networks,″	ADJ
american_scientific_journal-8553	277	39	international	international	ADJ
american_scientific_journal-8553	277	40	conference	conference	NOUN
american_scientific_journal-8553	277	41	on	on	ADP
american_scientific_journal-8553	277	42	learning	learn	VERB
american_scientific_journal-8553	277	43	representations	representation	NOUN
american_scientific_journal-8553	277	44	,	,	PUNCT
american_scientific_journal-8553	277	45	2016a	2016a	NUM
american_scientific_journal-8553	277	46	.	.	PUNCT
american_scientific_journal-8553	278	1	[	[	X
american_scientific_journal-8553	278	2	44	44	NUM
american_scientific_journal-8553	278	3	]	]	PUNCT
american_scientific_journal-8553	278	4	g.	g.	PROPN
american_scientific_journal-8553	278	5	toderici	toderici	PROPN
american_scientific_journal-8553	278	6	,	,	PUNCT
american_scientific_journal-8553	278	7	d.	d.	PROPN
american_scientific_journal-8553	278	8	vincent	vincent	PROPN
american_scientific_journal-8553	278	9	,	,	PUNCT
american_scientific_journal-8553	278	10	n.	n.	PROPN
american_scientific_journal-8553	278	11	johnston	johnston	PROPN
american_scientific_journal-8553	278	12	,	,	PUNCT
american_scientific_journal-8553	278	13	s.	s.	PROPN
american_scientific_journal-8553	278	14	j.	j.	PROPN
american_scientific_journal-8553	278	15	hwang	hwang	PROPN
american_scientific_journal-8553	278	16	,	,	PUNCT
american_scientific_journal-8553	278	17	d.	d.	PROPN
american_scientific_journal-8553	278	18	minnen	minnen	PROPN
american_scientific_journal-8553	278	19	,	,	PUNCT
american_scientific_journal-8553	278	20	j.	j.	PROPN
american_scientific_journal-8553	278	21	shor	shor	PROPN
american_scientific_journal-8553	278	22	,	,	PUNCT
american_scientific_journal-8553	278	23	and	and	CCONJ
american_scientific_journal-8553	278	24	m.	m.	NOUN
american_scientific_journal-8553	278	25	covell	covell	PROPN
american_scientific_journal-8553	278	26	,	,	PUNCT
american_scientific_journal-8553	278	27	‶	‶	VERB
american_scientific_journal-8553	278	28	full	full	ADJ
american_scientific_journal-8553	278	29	resolution	resolution	NOUN
american_scientific_journal-8553	278	30	image	image	NOUN
american_scientific_journal-8553	278	31	compression	compression	NOUN
american_scientific_journal-8553	278	32	with	with	ADP
american_scientific_journal-8553	278	33	recurrent	recurrent	ADJ
american_scientific_journal-8553	278	34	neural	neural	ADJ
american_scientific_journal-8553	278	35	networks	network	NOUN
american_scientific_journal-8553	278	36	,	,	PUNCT
american_scientific_journal-8553	278	37	ʺ.	ʺ.	PROPN
american_scientific_journal-8553	278	38	computer	computer	NOUN
american_scientific_journal-8553	278	39	vision	vision	NOUN
american_scientific_journal-8553	278	40	and	and	CCONJ
american_scientific_journal-8553	278	41	pattern	pattern	NOUN
american_scientific_journal-8553	278	42	recognition	recognition	NOUN
american_scientific_journal-8553	278	43	,	,	PUNCT
american_scientific_journal-8553	278	44	arxiv:1608.05148v1	arxiv:1608.05148v1	PROPN
american_scientific_journal-8553	278	45	,	,	PUNCT
american_scientific_journal-8553	278	46	2016b	2016b	NUM
american_scientific_journal-8553	278	47	.	.	PUNCT
american_scientific_journal-8553	279	1	[	[	X
american_scientific_journal-8553	279	2	45	45	NUM
american_scientific_journal-8553	279	3	]	]	PUNCT
american_scientific_journal-8553	279	4	j.	j.	PROPN
american_scientific_journal-8553	279	5	ballé	ballé	PROPN
american_scientific_journal-8553	279	6	,	,	PUNCT
american_scientific_journal-8553	279	7	d.	d.	PROPN
american_scientific_journal-8553	279	8	minnen	minnen	PROPN
american_scientific_journal-8553	279	9	,	,	PUNCT
american_scientific_journal-8553	279	10	s.	s.	PROPN
american_scientific_journal-8553	279	11	singh	singh	PROPN
american_scientific_journal-8553	279	12	,	,	PUNCT
american_scientific_journal-8553	279	13	s.	s.	PROPN
american_scientific_journal-8553	279	14	j.	j.	PROPN
american_scientific_journal-8553	279	15	hwang	hwang	PROPN
american_scientific_journal-8553	279	16	,	,	PUNCT
american_scientific_journal-8553	279	17	and	and	CCONJ
american_scientific_journal-8553	279	18	n.	n.	PROPN
american_scientific_journal-8553	279	19	johnston	johnston	PROPN
american_scientific_journal-8553	279	20	,	,	PUNCT
american_scientific_journal-8553	279	21	―variational	―variational	ADJ
american_scientific_journal-8553	279	22	image	image	NOUN
american_scientific_journal-8553	279	23	compression	compression	NOUN
american_scientific_journal-8553	279	24	with	with	ADP
american_scientific_journal-8553	279	25	a	a	DET
american_scientific_journal-8553	279	26	scale	scale	NOUN
american_scientific_journal-8553	279	27	hyperprior,‖	hyperprior,‖	PROPN
american_scientific_journal-8553	279	28	in	in	ADP
american_scientific_journal-8553	279	29	proc	proc	NOUN
american_scientific_journal-8553	279	30	.	.	PUNCT
american_scientific_journal-8553	279	31	of	of	ADP
american_scientific_journal-8553	279	32	international	international	ADJ
american_scientific_journal-8553	279	33	conference	conference	NOUN
american_scientific_journal-8553	279	34	on	on	ADP
american_scientific_journal-8553	279	35	learning	learn	VERB
american_scientific_journal-8553	279	36	representations	representation	NOUN
american_scientific_journal-8553	279	37	,	,	PUNCT
american_scientific_journal-8553	279	38	2018	2018	NUM
american_scientific_journal-8553	279	39	.	.	PUNCT
american_scientific_journal-8553	280	1	[	[	X
american_scientific_journal-8553	280	2	46	46	NUM
american_scientific_journal-8553	280	3	]	]	X
american_scientific_journal-8553	280	4	m.	m.	NOUN
american_scientific_journal-8553	280	5	tschannen	tschannen	PROPN
american_scientific_journal-8553	280	6	,	,	PUNCT
american_scientific_journal-8553	280	7	e.	e.	PROPN
american_scientific_journal-8553	280	8	agustsson	agustsson	PROPN
american_scientific_journal-8553	280	9	,	,	PUNCT
american_scientific_journal-8553	280	10	and	and	CCONJ
american_scientific_journal-8553	280	11	m.	m.	PROPN
american_scientific_journal-8553	280	12	lucic	lucic	PROPN
american_scientific_journal-8553	280	13	,	,	PUNCT
american_scientific_journal-8553	280	14	―deep	―deep	ADJ
american_scientific_journal-8553	280	15	generative	generative	ADJ
american_scientific_journal-8553	280	16	models	model	NOUN
american_scientific_journal-8553	280	17	for	for	ADP
american_scientific_journal-8553	280	18	distribution	distribution	NOUN
american_scientific_journal-8553	280	19	-	-	PUNCT
american_scientific_journal-8553	280	20	preserving	preserve	VERB
american_scientific_journal-8553	280	21	lossy	lossy	ADJ
american_scientific_journal-8553	280	22	compression,‖	compression,‖	PROPN
american_scientific_journal-8553	280	23	in	in	ADP
american_scientific_journal-8553	280	24	proc	proc	NOUN
american_scientific_journal-8553	280	25	.	.	PUNCT
american_scientific_journal-8553	281	1	of	of	ADP
american_scientific_journal-8553	281	2	advances	advance	NOUN
american_scientific_journal-8553	281	3	in	in	ADP
american_scientific_journal-8553	281	4	neural	neural	ADJ
american_scientific_journal-8553	281	5	information	information	NOUN
american_scientific_journal-8553	281	6	processing	processing	NOUN
american_scientific_journal-8553	281	7	systems	system	NOUN
american_scientific_journal-8553	281	8	,	,	PUNCT
american_scientific_journal-8553	281	9	2018	2018	NUM
american_scientific_journal-8553	281	10	.	.	PUNCT
american_scientific_journal-8553	282	1	[	[	X
american_scientific_journal-8553	282	2	47	47	NUM
american_scientific_journal-8553	282	3	]	]	PUNCT
american_scientific_journal-8553	282	4	f.	f.	PROPN
american_scientific_journal-8553	282	5	yang	yang	PROPN
american_scientific_journal-8553	282	6	,	,	PUNCT
american_scientific_journal-8553	282	7	l.	l.	PROPN
american_scientific_journal-8553	282	8	herranz	herranz	PROPN
american_scientific_journal-8553	282	9	,	,	PUNCT
american_scientific_journal-8553	282	10	j.	j.	PROPN
american_scientific_journal-8553	282	11	van	van	PROPN
american_scientific_journal-8553	282	12	de	de	PROPN
american_scientific_journal-8553	282	13	weijer	weijer	PROPN
american_scientific_journal-8553	282	14	,	,	PUNCT
american_scientific_journal-8553	282	15	j.	j.	PROPN
american_scientific_journal-8553	282	16	a.	a.	PROPN
american_scientific_journal-8553	282	17	iglesias	iglesias	PROPN
american_scientific_journal-8553	282	18	guitian	guitian	PROPN
american_scientific_journal-8553	282	19	,	,	PUNCT
american_scientific_journal-8553	282	20	a.	a.	NOUN
american_scientific_journal-8553	282	21	m.	m.	NOUN
american_scientific_journal-8553	282	22	lopez	lopez	PROPN
american_scientific_journal-8553	282	23	and	and	CCONJ
american_scientific_journal-8553	282	24	g.	g.	PROPN
american_scientific_journal-8553	282	25	mozerov	mozerov	PROPN
american_scientific_journal-8553	282	26	,	,	PUNCT
american_scientific_journal-8553	282	27	‶variable	‶variable	ADJ
american_scientific_journal-8553	282	28	rate	rate	NOUN
american_scientific_journal-8553	282	29	deep	deep	ADJ
american_scientific_journal-8553	282	30	image	image	NOUN
american_scientific_journal-8553	282	31	compression	compression	NOUN
american_scientific_journal-8553	282	32	with	with	ADP
american_scientific_journal-8553	282	33	modulated	modulate	VERB
american_scientific_journal-8553	282	34	autoencoder,ʺ	autoencoder,ʺ	NOUN
american_scientific_journal-8553	282	35	ieee	ieee	NOUN
american_scientific_journal-8553	282	36	signal	signal	NOUN
american_scientific_journal-8553	282	37	processing	processing	NOUN
american_scientific_journal-8553	282	38	letters	letter	NOUN
american_scientific_journal-8553	282	39	,	,	PUNCT
american_scientific_journal-8553	282	40	vol	vol	NOUN
american_scientific_journal-8553	282	41	.	.	PROPN
american_scientific_journal-8553	282	42	27	27	NUM
american_scientific_journal-8553	282	43	,	,	PUNCT
american_scientific_journal-8553	282	44	2020	2020	NUM
american_scientific_journal-8553	282	45	.	.	PUNCT
american_scientific_journal-8553	283	1	[	[	X
american_scientific_journal-8553	283	2	48	48	NUM
american_scientific_journal-8553	283	3	]	]	X
american_scientific_journal-8553	283	4	y.	y.	PROPN
american_scientific_journal-8553	283	5	chuxi	chuxi	PROPN
american_scientific_journal-8553	283	6	,	,	PUNCT
american_scientific_journal-8553	283	7	y.	y.	PROPN
american_scientific_journal-8553	283	8	zhao	zhao	PROPN
american_scientific_journal-8553	283	9	and	and	CCONJ
american_scientific_journal-8553	283	10	s.	s.	PROPN
american_scientific_journal-8553	283	11	wang	wang	PROPN
american_scientific_journal-8553	283	12	,	,	PUNCT
american_scientific_journal-8553	283	13	‶	‶	VERB
american_scientific_journal-8553	283	14	deep	deep	ADJ
american_scientific_journal-8553	283	15	image	image	NOUN
american_scientific_journal-8553	283	16	compression	compression	NOUN
american_scientific_journal-8553	283	17	in	in	ADP
american_scientific_journal-8553	283	18	the	the	DET
american_scientific_journal-8553	283	19	wavelet	wavelet	NOUN
american_scientific_journal-8553	283	20	transform	transform	NOUN
american_scientific_journal-8553	283	21	domain	domain	NOUN
american_scientific_journal-8553	283	22	based	base	VERB
american_scientific_journal-8553	283	23	on	on	ADP
american_scientific_journal-8553	283	24	high	high	ADJ
american_scientific_journal-8553	283	25	frequency	frequency	NOUN
american_scientific_journal-8553	283	26	sub	sub	NOUN
american_scientific_journal-8553	283	27	-	-	NOUN
american_scientific_journal-8553	283	28	band	band	NOUN
american_scientific_journal-8553	283	29	prediction,″	prediction,″	ADP
american_scientific_journal-8553	283	30	ieee	ieee	NOUN
american_scientific_journal-8553	283	31	computer	computer	NOUN
american_scientific_journal-8553	283	32	science	science	NOUN
american_scientific_journal-8553	283	33	.	.	PUNCT
american_scientific_journal-8553	284	1	april	april	PROPN
american_scientific_journal-8553	284	2	2019	2019	NUM
american_scientific_journal-8553	284	3	.	.	PUNCT
american_scientific_journal-8553	285	1	[	[	X
american_scientific_journal-8553	285	2	49	49	NUM
american_scientific_journal-8553	285	3	]	]	PUNCT
american_scientific_journal-8553	285	4	h.	h.	PROPN
american_scientific_journal-8553	285	5	ma	ma	PROPN
american_scientific_journal-8553	285	6	,	,	PUNCT
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american_scientific_journal-8553	285	9	,	,	PUNCT
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american_scientific_journal-8553	285	12	,	,	PUNCT
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american_scientific_journal-8553	285	14	li	li	PROPN
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american_scientific_journal-8553	285	16	f.	f.	PROPN
american_scientific_journal-8553	285	17	wu	wu	PROPN
american_scientific_journal-8553	285	18	,	,	PUNCT
american_scientific_journal-8553	285	19	‶end	‶end	NOUN
american_scientific_journal-8553	285	20	-	-	PUNCT
american_scientific_journal-8553	285	21	to	to	ADP
american_scientific_journal-8553	285	22	-	-	PUNCT
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american_scientific_journal-8553	285	24	optimized	optimize	VERB
american_scientific_journal-8553	285	25	versatile	versatile	ADJ
american_scientific_journal-8553	285	26	image	image	NOUN
american_scientific_journal-8553	285	27	compression	compression	NOUN
american_scientific_journal-8553	285	28	with	with	ADP
american_scientific_journal-8553	285	29	wavelet	wavelet	NOUN
american_scientific_journal-8553	285	30	-	-	PUNCT
american_scientific_journal-8553	285	31	like	like	ADJ
american_scientific_journal-8553	285	32	transform,ʺ	transform,ʺ	PROPN
american_scientific_journal-8553	285	33	ieee	ieee	NOUN
american_scientific_journal-8553	285	34	transactions	transaction	NOUN
american_scientific_journal-8553	285	35	on	on	ADP
american_scientific_journal-8553	285	36	pattern	pattern	NOUN
american_scientific_journal-8553	285	37	analysis	analysis	NOUN
american_scientific_journal-8553	285	38	and	and	CCONJ
american_scientific_journal-8553	285	39	machine	machine	NOUN
american_scientific_journal-8553	285	40	intelligence	intelligence	NOUN
american_scientific_journal-8553	285	41	,	,	PUNCT
american_scientific_journal-8553	285	42	volume	volume	NOUN
american_scientific_journal-8553	285	43	44	44	NUM
american_scientific_journal-8553	285	44	issue	issue	NOUN
american_scientific_journal-8553	285	45	:	:	PUNCT
american_scientific_journal-8553	285	46	32020	32020	NUM
american_scientific_journal-8553	285	47	.	.	PUNCT
american_scientific_journal-8553	286	1	[	[	X
american_scientific_journal-8553	286	2	50	50	NUM
american_scientific_journal-8553	286	3	]	]	PUNCT
american_scientific_journal-8553	286	4	t.	t.	PROPN
american_scientific_journal-8553	286	5	williams	williams	PROPN
american_scientific_journal-8553	286	6	and	and	CCONJ
american_scientific_journal-8553	286	7	r.	r.	PROPN
american_scientific_journal-8553	286	8	li	li	PROPN
american_scientific_journal-8553	286	9	,	,	PUNCT
american_scientific_journal-8553	286	10	‶	‶	VERB
american_scientific_journal-8553	286	11	an	an	DET
american_scientific_journal-8553	286	12	ensemble	ensemble	NOUN
american_scientific_journal-8553	286	13	of	of	ADP
american_scientific_journal-8553	286	14	convolutional	convolutional	ADJ
american_scientific_journal-8553	286	15	neural	neural	ADJ
american_scientific_journal-8553	286	16	networks	network	NOUN
american_scientific_journal-8553	286	17	using	use	VERB
american_scientific_journal-8553	286	18	wavelets	wavelet	NOUN
american_scientific_journal-8553	286	19	for	for	ADP
american_scientific_journal-8553	286	20	image	image	NOUN
american_scientific_journal-8553	286	21	classification,″	classification,″	PUNCT
american_scientific_journal-8553	286	22	journal	journal	NOUN
american_scientific_journal-8553	286	23	of	of	ADP
american_scientific_journal-8553	286	24	software	software	NOUN
american_scientific_journal-8553	286	25	engineering	engineering	NOUN
american_scientific_journal-8553	286	26	and	and	CCONJ
american_scientific_journal-8553	286	27	applications	application	NOUN
american_scientific_journal-8553	286	28	.	.	PUNCT
american_scientific_journal-8553	287	1	vol.11	vol.11	PROPN
american_scientific_journal-8553	287	2	no.02	no.02	PROPN
american_scientific_journal-8553	287	3	,	,	PUNCT
american_scientific_journal-8553	287	4	2018	2018	NUM
american_scientific_journal-8553	287	5	.	.	PUNCT
american_scientific_journal-8553	288	1	[	[	X
american_scientific_journal-8553	288	2	51	51	NUM
american_scientific_journal-8553	288	3	]	]	PUNCT
american_scientific_journal-8553	288	4	a.	a.	NOUN
american_scientific_journal-8553	288	5	paul	paul	PROPN
american_scientific_journal-8553	288	6	,	,	PUNCT
american_scientific_journal-8553	288	7	a.	a.	NOUN
american_scientific_journal-8553	288	8	kundu	kundu	NOUN
american_scientific_journal-8553	288	9	,	,	PUNCT
american_scientific_journal-8553	288	10	n.	n.	NOUN
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american_scientific_journal-8553	288	12	and	and	CCONJ
american_scientific_journal-8553	288	13	al	al	PROPN
american_scientific_journal-8553	288	14	,	,	PUNCT
american_scientific_journal-8553	288	15	‶	‶	PROPN
american_scientific_journal-8553	288	16	wavelet	wavelet	NOUN
american_scientific_journal-8553	288	17	enabled	enable	VERB
american_scientific_journal-8553	288	18	convolutional	convolutional	ADJ
american_scientific_journal-8553	288	19	autoencoder	autoencoder	NOUN
american_scientific_journal-8553	288	20	based	base	VERB
american_scientific_journal-8553	288	21	deep	deep	ADJ
american_scientific_journal-8553	288	22	neural	neural	ADJ
american_scientific_journal-8553	288	23	network	network	NOUN
american_scientific_journal-8553	288	24	for	for	ADP
american_scientific_journal-8553	288	25	hyperspectral	hyperspectral	ADJ
american_scientific_journal-8553	288	26	image	image	NOUN
american_scientific_journal-8553	288	27	denoising,ʺ	denoising,ʺ	NOUN
american_scientific_journal-8553	288	28	multimed	multime	VERB
american_scientific_journal-8553	288	29	tools	tool	NOUN
american_scientific_journal-8553	288	30	appl	appl	PROPN
american_scientific_journal-8553	288	31	81	81	NUM
american_scientific_journal-8553	288	32	,	,	PUNCT
american_scientific_journal-8553	288	33	2529–2555	2529–2555	NUM
american_scientific_journal-8553	288	34	,	,	PUNCT
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american_scientific_journal-8553	288	36	.	.	PUNCT
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american_scientific_journal-8553	289	2	52	52	NUM
american_scientific_journal-8553	289	3	]	]	PUNCT
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american_scientific_journal-8553	289	12	,	,	PUNCT
american_scientific_journal-8553	289	13	‶image	‶image	NOUN
american_scientific_journal-8553	289	14	recognition	recognition	NOUN
american_scientific_journal-8553	289	15	with	with	ADP
american_scientific_journal-8553	289	16	haar	haar	PROPN
american_scientific_journal-8553	289	17	wavelet	wavelet	NOUN
american_scientific_journal-8553	289	18	and	and	CCONJ
american_scientific_journal-8553	289	19	pseudoinverse	pseudoinverse	NOUN
american_scientific_journal-8553	289	20	learning	learn	VERB
american_scientific_journal-8553	289	21	algorithm	algorithm	NOUN
american_scientific_journal-8553	289	22	based	base	VERB
american_scientific_journal-8553	289	23	autoencoders,″	autoencoders,″	X
american_scientific_journal-8553	289	24	journal	journal	PROPN
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american_scientific_journal-8553	289	26	physics	physics	PROPN
american_scientific_journal-8553	289	27	:	:	PUNCT
american_scientific_journal-8553	289	28	conference	conference	NOUN
american_scientific_journal-8553	289	29	series	series	NOUN
american_scientific_journal-8553	289	30	,	,	PUNCT
american_scientific_journal-8553	289	31	volume	volume	NOUN
american_scientific_journal-8553	289	32	2278	2278	NUM
american_scientific_journal-8553	289	33	,	,	PUNCT
american_scientific_journal-8553	289	34	2022	2022	NUM
american_scientific_journal-8553	289	35	6th	6th	ADJ
american_scientific_journal-8553	289	36	international	international	ADJ
american_scientific_journal-8553	289	37	conference	conference	NOUN
american_scientific_journal-8553	289	38	on	on	ADP
american_scientific_journal-8553	289	39	machine	machine	NOUN
american_scientific_journal-8553	289	40	vision	vision	NOUN
american_scientific_journal-8553	289	41	and	and	CCONJ
american_scientific_journal-8553	289	42	information	information	NOUN
american_scientific_journal-8553	289	43	technology	technology	NOUN
american_scientific_journal-8553	289	44	(	(	PUNCT
american_scientific_journal-8553	289	45	cmvit	cmvit	NOUN
american_scientific_journal-8553	289	46	2022	2022	NUM
american_scientific_journal-8553	289	47	)	)	PUNCT
american_scientific_journal-8553	289	48	feb	feb	PROPN
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american_scientific_journal-8553	289	50	25	25	NUM
american_scientific_journal-8553	289	51	,	,	PUNCT
american_scientific_journal-8553	289	52	2022	2022	NUM
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american_scientific_journal-8553	289	54	.	.	PUNCT
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american_scientific_journal-8553	290	3	scientific	scientific	ADJ
american_scientific_journal-8553	290	4	research	research	NOUN
american_scientific_journal-8553	290	5	journal	journal	NOUN
american_scientific_journal-8553	290	6	for	for	ADP
american_scientific_journal-8553	290	7	engineering	engineering	NOUN
american_scientific_journal-8553	290	8	,	,	PUNCT
american_scientific_journal-8553	290	9	technology	technology	NOUN
american_scientific_journal-8553	290	10	,	,	PUNCT
american_scientific_journal-8553	290	11	and	and	CCONJ
american_scientific_journal-8553	290	12	sciences(asrjets	sciences(asrjet	NOUN
american_scientific_journal-8553	290	13	)	)	PUNCT
american_scientific_journal-8553	290	14	(	(	PUNCT
american_scientific_journal-8553	290	15	2023)volume	2023)volume	NUM
american_scientific_journal-8553	290	16	91	91	NUM
american_scientific_journal-8553	290	17	,	,	PUNCT
american_scientific_journal-8553	290	18	no	no	DET
american_scientific_journal-8553	290	19	1	1	NUM
american_scientific_journal-8553	290	20	,	,	PUNCT
american_scientific_journal-8553	290	21	pp	pp	ADV
american_scientific_journal-8553	290	22	87	87	NUM
american_scientific_journal-8553	290	23	-	-	SYM
american_scientific_journal-8553	290	24	104	104	NUM
american_scientific_journal-8553	290	25	104	104	NUM
american_scientific_journal-8553	291	1	[	[	X
american_scientific_journal-8553	291	2	53	53	NUM
american_scientific_journal-8553	291	3	]	]	PUNCT
american_scientific_journal-8553	291	4	q.	q.	PROPN
american_scientific_journal-8553	291	5	zhu	zhu	PROPN
american_scientific_journal-8553	291	6	,	,	PUNCT
american_scientific_journal-8553	291	7	h.	h.	PROPN
american_scientific_journal-8553	291	8	wang	wang	PROPN
american_scientific_journal-8553	291	9	and	and	CCONJ
american_scientific_journal-8553	291	10	r.	r.	PROPN
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american_scientific_journal-8553	291	12	,	,	PUNCT
american_scientific_journal-8553	291	13	"	"	PUNCT
american_scientific_journal-8553	291	14	wavelet	wavelet	NOUN
american_scientific_journal-8553	291	15	loss	loss	NOUN
american_scientific_journal-8553	291	16	function	function	NOUN
american_scientific_journal-8553	291	17	for	for	ADP
american_scientific_journal-8553	291	18	auto	auto	NOUN
american_scientific_journal-8553	291	19	-	-	PUNCT
american_scientific_journal-8553	291	20	encoder	encoder	NOUN
american_scientific_journal-8553	291	21	,	,	PUNCT
american_scientific_journal-8553	291	22	"	"	PUNCT
american_scientific_journal-8553	291	23	in	in	ADP
american_scientific_journal-8553	291	24	ieee	ieee	NOUN
american_scientific_journal-8553	291	25	access	access	NOUN
american_scientific_journal-8553	291	26	,	,	PUNCT
american_scientific_journal-8553	291	27	vol	vol	NOUN
american_scientific_journal-8553	291	28	.	.	NOUN
american_scientific_journal-8553	291	29	9	9	NUM
american_scientific_journal-8553	291	30	,	,	PUNCT
american_scientific_journal-8553	291	31	pp	pp	ADJ
american_scientific_journal-8553	291	32	.	.	PUNCT
american_scientific_journal-8553	292	1	27101	27101	NUM
american_scientific_journal-8553	292	2	-	-	SYM
american_scientific_journal-8553	292	3	27108	27108	NUM
american_scientific_journal-8553	292	4	,	,	PUNCT
american_scientific_journal-8553	292	5	2021	2021	NUM
american_scientific_journal-8553	292	6	.	.	PUNCT
american_scientific_journal-8553	293	1	[	[	X
american_scientific_journal-8553	293	2	54	54	NUM
american_scientific_journal-8553	293	3	]	]	PUNCT
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american_scientific_journal-8553	293	6	,	,	PUNCT
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american_scientific_journal-8553	293	8	yan	yan	PROPN
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american_scientific_journal-8553	293	10	,	,	PUNCT
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american_scientific_journal-8553	293	12	.	.	PROPN
american_scientific_journal-8553	293	13	biuk	biuk	NOUN
american_scientific_journal-8553	293	14	-	-	PUNCT
american_scientific_journal-8553	293	15	aghai	aghai	NOUN
american_scientific_journal-8553	293	16	,	,	PUNCT
american_scientific_journal-8553	293	17	x.	x.	PROPN
american_scientific_journal-8553	293	18	yang	yang	PROPN
american_scientific_journal-8553	293	19	,	,	PUNCT
american_scientific_journal-8553	293	20	l.	l.	PROPN
american_scientific_journal-8553	293	21	yang	yang	PROPN
american_scientific_journal-8553	293	22	and	and	CCONJ
american_scientific_journal-8553	293	23	y.	y.	PROPN
american_scientific_journal-8553	293	24	wang	wang	PROPN
american_scientific_journal-8553	293	25	,	,	PUNCT
american_scientific_journal-8553	293	26	‶wavelet	‶wavelet	NOUN
american_scientific_journal-8553	293	27	-	-	PUNCT
american_scientific_journal-8553	293	28	based	base	VERB
american_scientific_journal-8553	293	29	extended	extended	ADJ
american_scientific_journal-8553	293	30	morphological	morphological	ADJ
american_scientific_journal-8553	293	31	profile	profile	NOUN
american_scientific_journal-8553	293	32	and	and	CCONJ
american_scientific_journal-8553	293	33	deep	deep	ADJ
american_scientific_journal-8553	293	34	autoencoder	autoencoder	NOUN
american_scientific_journal-8553	293	35	for	for	ADP
american_scientific_journal-8553	293	36	hyperspectral	hyperspectral	ADJ
american_scientific_journal-8553	293	37	image	image	NOUN
american_scientific_journal-8553	293	38	classification,ʺ	classification,ʺ	VERB
american_scientific_journal-8553	293	39	international	international	ADJ
american_scientific_journal-8553	293	40	journal	journal	NOUN
american_scientific_journal-8553	293	41	of	of	ADP
american_scientific_journal-8553	293	42	wavelets	wavelet	NOUN
american_scientific_journal-8553	293	43	,	,	PUNCT
american_scientific_journal-8553	293	44	multiresolution	multiresolution	NOUN
american_scientific_journal-8553	293	45	and	and	CCONJ
american_scientific_journal-8553	293	46	information	information	NOUN
american_scientific_journal-8553	293	47	processing	processing	NOUN
american_scientific_journal-8553	293	48	.	.	PUNCT
american_scientific_journal-8553	294	1	vol	vol	NOUN
american_scientific_journal-8553	294	2	.	.	PROPN
american_scientific_journal-8553	295	1	16	16	NUM
american_scientific_journal-8553	295	2	,	,	PUNCT
american_scientific_journal-8553	295	3	no	no	INTJ
american_scientific_journal-8553	295	4	.	.	NOUN
american_scientific_journal-8553	295	5	03	03	NUM
american_scientific_journal-8553	295	6	,	,	PUNCT
american_scientific_journal-8553	295	7	1850016	1850016	NUM
american_scientific_journal-8553	295	8	,	,	PUNCT
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american_scientific_journal-8553	295	10	.	.	PUNCT
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american_scientific_journal-8553	296	6	-	-	PUNCT
american_scientific_journal-8553	296	7	thu	thu	PROPN
american_scientific_journal-8553	296	8	and	and	CCONJ
american_scientific_journal-8553	296	9	m.	m.	NOUN
american_scientific_journal-8553	296	10	ghanbari	ghanbari	PROPN
american_scientific_journal-8553	296	11	,	,	PUNCT
american_scientific_journal-8553	296	12	m	m	PROPN
american_scientific_journal-8553	296	13	,	,	PUNCT
american_scientific_journal-8553	296	14	"	"	PUNCT
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american_scientific_journal-8553	296	16	of	of	ADP
american_scientific_journal-8553	296	17	validity	validity	NOUN
american_scientific_journal-8553	296	18	of	of	ADP
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american_scientific_journal-8553	296	20	in	in	ADP
american_scientific_journal-8553	296	21	image	image	NOUN
american_scientific_journal-8553	296	22	/	/	SYM
american_scientific_journal-8553	296	23	video	video	NOUN
american_scientific_journal-8553	296	24	quality	quality	NOUN
american_scientific_journal-8553	296	25	assessment	assessment	NOUN
american_scientific_journal-8553	296	26	"	"	PUNCT
american_scientific_journal-8553	296	27	.	.	PUNCT
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american_scientific_journal-8553	297	3	.	.	PUNCT
american_scientific_journal-8553	298	1	44	44	NUM
american_scientific_journal-8553	298	2	(	(	PUNCT
american_scientific_journal-8553	298	3	13	13	NUM
american_scientific_journal-8553	298	4	):	):	PUNCT
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american_scientific_journal-8553	298	6	.	.	NUM
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american_scientific_journal-8553	298	8	.	.	PUNCT
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american_scientific_journal-8553	299	3	]	]	X
american_scientific_journal-8553	299	4	q.	q.	PROPN
american_scientific_journal-8553	299	5	huynh	huynh	PROPN
american_scientific_journal-8553	299	6	-	-	PUNCT
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american_scientific_journal-8553	299	19	video	video	NOUN
american_scientific_journal-8553	299	20	quality	quality	NOUN
american_scientific_journal-8553	299	21	for	for	ADP
american_scientific_journal-8553	299	22	different	different	ADJ
american_scientific_journal-8553	299	23	video	video	NOUN
american_scientific_journal-8553	299	24	scenes	scene	NOUN
american_scientific_journal-8553	299	25	and	and	CCONJ
american_scientific_journal-8553	299	26	frame	frame	NOUN
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american_scientific_journal-8553	299	29	.	.	PUNCT
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american_scientific_journal-8553	301	1	49	49	NUM
american_scientific_journal-8553	301	2	(	(	PUNCT
american_scientific_journal-8553	301	3	1	1	NUM
american_scientific_journal-8553	301	4	):	):	PUNCT
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american_scientific_journal-8553	302	3	.	.	PUNCT
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american_scientific_journal-8553	303	3	]	]	PUNCT
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american_scientific_journal-8553	303	5	wang	wang	PROPN
american_scientific_journal-8553	303	6	,	,	PUNCT
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american_scientific_journal-8553	303	8	.	.	PROPN
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american_scientific_journal-8553	303	10	,	,	PUNCT
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american_scientific_journal-8553	303	12	.	.	PROPN
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american_scientific_journal-8553	303	16	.	.	PROPN
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american_scientific_journal-8553	303	18	,	,	PUNCT
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american_scientific_journal-8553	303	20	quality	quality	NOUN
american_scientific_journal-8553	303	21	assessment	assessment	NOUN
american_scientific_journal-8553	303	22	:	:	PUNCT
american_scientific_journal-8553	303	23	from	from	ADP
american_scientific_journal-8553	303	24	error	error	NOUN
american_scientific_journal-8553	303	25	visibility	visibility	NOUN
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american_scientific_journal-8553	303	28	similarity,ʺ.	similarity,ʺ.	PROPN
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american_scientific_journal-8553	303	30	trans	trans	PROPN
american_scientific_journal-8553	303	31	image	image	NOUN
american_scientific_journal-8553	303	32	process;13:600	process;13:600	NOUN
american_scientific_journal-8553	303	33	-	-	SYM
american_scientific_journal-8553	303	34	12	12	NUM
american_scientific_journal-8553	303	35	,	,	PUNCT
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american_scientific_journal-8553	303	37	.	.	PUNCT
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american_scientific_journal-8553	304	3	]	]	PUNCT
american_scientific_journal-8553	304	4	z.	z.	PROPN
american_scientific_journal-8553	304	5	wang	wang	PROPN
american_scientific_journal-8553	304	6	,	,	PUNCT
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american_scientific_journal-8553	304	8	.	.	PROPN
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american_scientific_journal-8553	304	10	and	and	CCONJ
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american_scientific_journal-8553	304	12	.	.	PROPN
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american_scientific_journal-8553	304	14	,	,	PUNCT
american_scientific_journal-8553	304	15	‶multiscale	‶multiscale	ADJ
american_scientific_journal-8553	304	16	structural	structural	ADJ
american_scientific_journal-8553	304	17	similarity	similarity	NOUN
american_scientific_journal-8553	304	18	for	for	ADP
american_scientific_journal-8553	304	19	image	image	NOUN
american_scientific_journal-8553	304	20	quality	quality	NOUN
american_scientific_journal-8553	304	21	assessment,″	assessment,″	VERB
american_scientific_journal-8553	304	22	conference	conference	NOUN
american_scientific_journal-8553	304	23	record	record	NOUN
american_scientific_journal-8553	304	24	of	of	ADP
american_scientific_journal-8553	304	25	the	the	DET
american_scientific_journal-8553	304	26	thirty	thirty	NUM
american_scientific_journal-8553	304	27	-	-	PUNCT
american_scientific_journal-8553	304	28	seventh	seventh	NOUN
american_scientific_journal-8553	304	29	asilomar	asilomar	NOUN
american_scientific_journal-8553	304	30	conference	conference	NOUN
american_scientific_journal-8553	304	31	on	on	ADP
american_scientific_journal-8553	304	32	signals	signal	NOUN
american_scientific_journal-8553	304	33	,	,	PUNCT
american_scientific_journal-8553	304	34	systems	system	NOUN
american_scientific_journal-8553	304	35	and	and	CCONJ
american_scientific_journal-8553	304	36	computers	computer	NOUN
american_scientific_journal-8553	304	37	,	,	PUNCT
american_scientific_journal-8553	304	38	vol	vol	NOUN
american_scientific_journal-8553	304	39	.	.	PROPN
american_scientific_journal-8553	305	1	2	2	NUM
american_scientific_journal-8553	305	2	.	.	X
american_scientific_journal-8553	305	3	pp	pp	ADJ
american_scientific_journal-8553	305	4	.	.	PUNCT
american_scientific_journal-8553	306	1	1398–1402	1398–1402	NUM
american_scientific_journal-8553	306	2	,	,	PUNCT
american_scientific_journal-8553	306	3	2004	2004	NUM
american_scientific_journal-8553	306	4	.	.	PUNCT
american_scientific_journal-8553	307	1	[	[	X
american_scientific_journal-8553	307	2	59	59	NUM
american_scientific_journal-8553	307	3	]	]	PUNCT
american_scientific_journal-8553	307	4	r.	r.	PROPN
american_scientific_journal-8553	307	5	rozema	rozema	PROPN
american_scientific_journal-8553	307	6	,	,	PUNCT
american_scientific_journal-8553	307	7	h.t	h.t	PROPN
american_scientific_journal-8553	307	8	.	.	PROPN
american_scientific_journal-8553	307	9	kruitbosch	kruitbosch	PROPN
american_scientific_journal-8553	307	10	,	,	PUNCT
american_scientific_journal-8553	307	11	b.	b.	PROPN
american_scientific_journal-8553	307	12	van	van	PROPN
american_scientific_journal-8553	307	13	minnen	minnen	PROPN
american_scientific_journal-8553	307	14	,	,	PUNCT
american_scientific_journal-8553	307	15	b.	b.	PROPN
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american_scientific_journal-8553	307	17	,	,	PUNCT
american_scientific_journal-8553	307	18	j.	j.	PROPN
american_scientific_journal-8553	307	19	kraeima	kraeima	PROPN
american_scientific_journal-8553	307	20	and	and	CCONJ
american_scientific_journal-8553	307	21	pma	pma	PROPN
american_scientific_journal-8553	307	22	van	van	PROPN
american_scientific_journal-8553	307	23	ooijen	ooijen	PROPN
american_scientific_journal-8553	307	24	,	,	PUNCT
american_scientific_journal-8553	307	25	‶	‶	VERB
american_scientific_journal-8553	307	26	structural	structural	ADJ
american_scientific_journal-8553	307	27	similarity	similarity	NOUN
american_scientific_journal-8553	307	28	analysis	analysis	NOUN
american_scientific_journal-8553	307	29	of	of	ADP
american_scientific_journal-8553	307	30	midfacial	midfacial	ADJ
american_scientific_journal-8553	307	31	fractures	fracture	NOUN
american_scientific_journal-8553	307	32	—	—	PUNCT
american_scientific_journal-8553	307	33	a	a	DET
american_scientific_journal-8553	307	34	feasibility	feasibility	NOUN
american_scientific_journal-8553	307	35	study	study	NOUN
american_scientific_journal-8553	307	36	,	,	PUNCT
american_scientific_journal-8553	307	37	ʺ	ʺ	DET
american_scientific_journal-8553	307	38	quant	quant	ADJ
american_scientific_journal-8553	307	39	imaging	imaging	ADJ
american_scientific_journal-8553	307	40	med	med	ADJ
american_scientific_journal-8553	307	41	surg	surg	NOUN
american_scientific_journal-8553	307	42	,	,	PUNCT
american_scientific_journal-8553	307	43	12(2	12(2	NUM
american_scientific_journal-8553	307	44	):	):	PUNCT
american_scientific_journal-8553	307	45	1571–1578	1571–1578	NUM
american_scientific_journal-8553	307	46	,	,	PUNCT
american_scientific_journal-8553	307	47	feb	feb	NOUN
american_scientific_journal-8553	307	48	2022	2022	NUM
american_scientific_journal-8553	307	49	.	.	PUNCT
american_scientific_journal-8553	308	1	[	[	X
american_scientific_journal-8553	308	2	60	60	NUM
american_scientific_journal-8553	308	3	]	]	X
american_scientific_journal-8553	308	4	g.p	g.p	PROPN
american_scientific_journal-8553	308	5	.	.	PROPN
american_scientific_journal-8553	308	6	renieblas	renieblas	PROPN
american_scientific_journal-8553	308	7	,	,	PUNCT
american_scientific_journal-8553	308	8	a.t	a.t	PROPN
american_scientific_journal-8553	308	9	.	.	PROPN
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american_scientific_journal-8553	308	11	,	,	PUNCT
american_scientific_journal-8553	308	12	a.m.	a.m.	PROPN
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american_scientific_journal-8553	308	14	,	,	PUNCT
american_scientific_journal-8553	308	15	n.	n.	PROPN
american_scientific_journal-8553	308	16	gómez	gómez	PROPN
american_scientific_journal-8553	308	17	-	-	PUNCT
american_scientific_journal-8553	308	18	leon	leon	PROPN
american_scientific_journal-8553	308	19	and	and	CCONJ
american_scientific_journal-8553	308	20	e.g.	e.g.	ADV
american_scientific_journal-8553	308	21	del	del	PROPN
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american_scientific_journal-8553	308	23	,	,	PUNCT
american_scientific_journal-8553	308	24	‶structural	‶structural	ADJ
american_scientific_journal-8553	308	25	similarity	similarity	NOUN
american_scientific_journal-8553	308	26	index	index	NOUN
american_scientific_journal-8553	308	27	family	family	NOUN
american_scientific_journal-8553	308	28	for	for	ADP
american_scientific_journal-8553	308	29	image	image	NOUN
american_scientific_journal-8553	308	30	quality	quality	NOUN
american_scientific_journal-8553	308	31	assessment	assessment	NOUN
american_scientific_journal-8553	308	32	in	in	ADP
american_scientific_journal-8553	308	33	radiological	radiological	ADJ
american_scientific_journal-8553	308	34	images	image	NOUN
american_scientific_journal-8553	308	35	,	,	PUNCT
american_scientific_journal-8553	308	36	″	″	PROPN
american_scientific_journal-8553	308	37	j	j	PROPN
american_scientific_journal-8553	308	38	med	med	PROPN
american_scientific_journal-8553	308	39	imaging	imaging	NOUN
american_scientific_journal-8553	308	40	(	(	PUNCT
american_scientific_journal-8553	308	41	bellingham);4:035501	bellingham);4:035501	PROPN
american_scientific_journal-8553	308	42	,	,	PUNCT
american_scientific_journal-8553	308	43	2017	2017	NUM
american_scientific_journal-8553	308	44	.	.	PUNCT
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american_scientific_journal-8553	309	2	61	61	NUM
american_scientific_journal-8553	309	3	]	]	PUNCT
american_scientific_journal-8553	309	4	p.	p.	NOUN
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american_scientific_journal-8553	309	6	and	and	CCONJ
american_scientific_journal-8553	309	7	p.	p.	PROPN
american_scientific_journal-8553	309	8	virparia	virparia	PROPN
american_scientific_journal-8553	309	9	,	,	PUNCT
american_scientific_journal-8553	309	10	‶a	‶a	PROPN
american_scientific_journal-8553	309	11	review	review	NOUN
american_scientific_journal-8553	309	12	:	:	PUNCT
american_scientific_journal-8553	310	1	image	image	NOUN
american_scientific_journal-8553	310	2	interpolation	interpolation	NOUN
american_scientific_journal-8553	310	3	techniques	technique	NOUN
american_scientific_journal-8553	310	4	for	for	ADP
american_scientific_journal-8553	310	5	image	image	NOUN
american_scientific_journal-8553	310	6	scaling	scaling	NOUN
american_scientific_journal-8553	310	7	,	,	PUNCT
american_scientific_journal-8553	310	8	″	″	PROPN
american_scientific_journal-8553	310	9	international	international	ADJ
american_scientific_journal-8553	310	10	journal	journal	NOUN
american_scientific_journal-8553	310	11	of	of	ADP
american_scientific_journal-8553	310	12	innovative	innovative	ADJ
american_scientific_journal-8553	310	13	research	research	NOUN
american_scientific_journal-8553	310	14	in	in	ADP
american_scientific_journal-8553	310	15	computer	computer	NOUN
american_scientific_journal-8553	310	16	and	and	CCONJ
american_scientific_journal-8553	310	17	communication	communication	NOUN
american_scientific_journal-8553	310	18	engineering	engineering	NOUN
american_scientific_journal-8553	310	19	.	.	PUNCT
american_scientific_journal-8553	311	1	vol	vol	NOUN
american_scientific_journal-8553	311	2	.	.	PROPN
american_scientific_journal-8553	312	1	2	2	NUM
american_scientific_journal-8553	312	2	,	,	PUNCT
american_scientific_journal-8553	312	3	issue	issue	NOUN
american_scientific_journal-8553	312	4	12	12	NUM
american_scientific_journal-8553	312	5	,	,	PUNCT
american_scientific_journal-8553	312	6	december	december	PROPN
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american_scientific_journal-8553	312	8	.	.	PUNCT
american_scientific_journal-8553	313	1	[	[	X
american_scientific_journal-8553	313	2	62	62	NUM
american_scientific_journal-8553	313	3	]	]	X
american_scientific_journal-8553	313	4	f.	f.	PROPN
american_scientific_journal-8553	313	5	farnoush	farnoush	PROPN
american_scientific_journal-8553	313	6	,	,	PUNCT
american_scientific_journal-8553	313	7	‶	‶	VERB
american_scientific_journal-8553	313	8	learning	learn	VERB
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american_scientific_journal-8553	313	10	functions	function	NOUN
american_scientific_journal-8553	313	11	in	in	ADP
american_scientific_journal-8553	313	12	deep	deep	ADJ
american_scientific_journal-8553	313	13	neural	neural	ADJ
american_scientific_journal-8553	313	14	networks	network	NOUN
american_scientific_journal-8553	313	15	,	,	PUNCT
american_scientific_journal-8553	313	16	ʺ	ʺ	DET
american_scientific_journal-8553	313	17	ecole	ecole	ADJ
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american_scientific_journal-8553	313	19	,	,	PUNCT
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american_scientific_journal-8553	313	21	(	(	PUNCT
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american_scientific_journal-8553	313	23	)	)	PUNCT
american_scientific_journal-8553	313	24	 	 	SPACE
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american_scientific_journal-8553	314	2	dissertations	dissertation	NOUN
american_scientific_journal-8553	314	3	publishing	publishing	NOUN
american_scientific_journal-8553	314	4	,	,	PUNCT
american_scientific_journal-8553	314	5	10957109	10957109	NUM
american_scientific_journal-8553	314	6	,	,	PUNCT
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american_scientific_journal-8553	314	8	.	.	PUNCT
american_scientific_journal-8553	315	1	[	[	X
american_scientific_journal-8553	315	2	63	63	NUM
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american_scientific_journal-8553	315	7	,	,	PUNCT
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american_scientific_journal-8553	315	10	,	,	PUNCT
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american_scientific_journal-8553	315	16	,	,	PUNCT
american_scientific_journal-8553	315	17	‶	‶	VERB
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american_scientific_journal-8553	315	20	:	:	PUNCT
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american_scientific_journal-8553	315	24	in	in	ADP
american_scientific_journal-8553	315	25	practice	practice	NOUN
american_scientific_journal-8553	315	26	and	and	CCONJ
american_scientific_journal-8553	315	27	research	research	NOUN
american_scientific_journal-8553	315	28	for	for	ADP
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american_scientific_journal-8553	315	35	8	8	NUM
american_scientific_journal-8553	315	36	nov	nov	PROPN
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american_scientific_journal-8553	315	38	.	.	PUNCT
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american_scientific_journal-8553	316	2	64	64	NUM
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american_scientific_journal-8553	316	11	,	,	PUNCT
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american_scientific_journal-8553	317	1	[	[	X
american_scientific_journal-8553	317	2	cs.lg	cs.lg	X
american_scientific_journal-8553	317	3	]	]	X
american_scientific_journal-8553	317	4	30	30	NUM
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american_scientific_journal-8553	318	2	65	65	NUM
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american_scientific_journal-8553	318	4	s.	s.	PROPN
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american_scientific_journal-8553	318	13	:	:	PUNCT
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