id	sid	tid	token	lemma	pos
american_scientific_journal-4533	1	1	118	118	NUM
american_scientific_journal-4533	1	2	american	american	ADJ
american_scientific_journal-4533	1	3	scientific	scientific	ADJ
american_scientific_journal-4533	1	4	research	research	NOUN
american_scientific_journal-4533	1	5	journal	journal	NOUN
american_scientific_journal-4533	1	6	for	for	ADP
american_scientific_journal-4533	1	7	engineering	engineering	NOUN
american_scientific_journal-4533	1	8	,	,	PUNCT
american_scientific_journal-4533	1	9	technology	technology	NOUN
american_scientific_journal-4533	1	10	,	,	PUNCT
american_scientific_journal-4533	1	11	and	and	CCONJ
american_scientific_journal-4533	1	12	sciences	science	NOUN
american_scientific_journal-4533	1	13	(	(	PUNCT
american_scientific_journal-4533	1	14	asrjets	asrjet	NOUN
american_scientific_journal-4533	1	15	)	)	PUNCT
american_scientific_journal-4533	1	16	issn	issn	PROPN
american_scientific_journal-4533	1	17	(	(	PUNCT
american_scientific_journal-4533	1	18	print	print	NOUN
american_scientific_journal-4533	1	19	)	)	PUNCT
american_scientific_journal-4533	1	20	2313	2313	NUM
american_scientific_journal-4533	1	21	-	-	SYM
american_scientific_journal-4533	1	22	4410	4410	NUM
american_scientific_journal-4533	1	23	,	,	PUNCT
american_scientific_journal-4533	1	24	issn	issn	PROPN
american_scientific_journal-4533	1	25	(	(	PUNCT
american_scientific_journal-4533	1	26	online	online	ADJ
american_scientific_journal-4533	1	27	)	)	PUNCT
american_scientific_journal-4533	1	28	2313	2313	NUM
american_scientific_journal-4533	1	29	-	-	SYM
american_scientific_journal-4533	1	30	4402	4402	NUM
american_scientific_journal-4533	1	31	©	©	PROPN
american_scientific_journal-4533	1	32	global	global	ADJ
american_scientific_journal-4533	1	33	society	society	NOUN
american_scientific_journal-4533	1	34	of	of	ADP
american_scientific_journal-4533	1	35	scientific	scientific	ADJ
american_scientific_journal-4533	1	36	research	research	NOUN
american_scientific_journal-4533	1	37	and	and	CCONJ
american_scientific_journal-4533	1	38	researchers	researcher	NOUN
american_scientific_journal-4533	1	39	http://asrjetsjournal.org/	http://asrjetsjournal.org/	VERB
american_scientific_journal-4533	1	40	a	a	DET
american_scientific_journal-4533	1	41	fast	fast	ADJ
american_scientific_journal-4533	1	42	near	near	ADV
american_scientific_journal-4533	1	43	-	-	PUNCT
american_scientific_journal-4533	1	44	infrared	infrared	ADJ
american_scientific_journal-4533	1	45	image	image	NOUN
american_scientific_journal-4533	1	46	colorization	colorization	NOUN
american_scientific_journal-4533	1	47	deep	deep	ADJ
american_scientific_journal-4533	1	48	learning	learning	NOUN
american_scientific_journal-4533	1	49	mode	mode	PROPN
american_scientific_journal-4533	1	50	chunming	chunme	VERB
american_scientific_journal-4533	1	51	tanga	tanga	PROPN
american_scientific_journal-4533	1	52	,	,	PUNCT
american_scientific_journal-4533	1	53	xinyi	xinyi	PROPN
american_scientific_journal-4533	1	54	zhengb	zhengb	PROPN
american_scientific_journal-4533	1	55	*	*	PROPN
american_scientific_journal-4533	1	56	,	,	PUNCT
american_scientific_journal-4533	1	57	wenyan	wenyan	PROPN
american_scientific_journal-4533	1	58	zhuc	zhuc	PROPN
american_scientific_journal-4533	1	59	a	a	PRON
american_scientific_journal-4533	1	60	,	,	PUNCT
american_scientific_journal-4533	1	61	b	b	NOUN
american_scientific_journal-4533	1	62	,	,	PUNCT
american_scientific_journal-4533	1	63	cschool	cschool	NOUN
american_scientific_journal-4533	1	64	of	of	ADP
american_scientific_journal-4533	1	65	electronic	electronic	ADJ
american_scientific_journal-4533	1	66	and	and	CCONJ
american_scientific_journal-4533	1	67	information	information	NOUN
american_scientific_journal-4533	1	68	engineering	engineering	NOUN
american_scientific_journal-4533	1	69	,	,	PUNCT
american_scientific_journal-4533	1	70	tianjin	tianjin	PROPN
american_scientific_journal-4533	1	71	polytechnic	polytechnic	PROPN
american_scientific_journal-4533	1	72	university	university	PROPN
american_scientific_journal-4533	1	73	,	,	PUNCT
american_scientific_journal-4533	1	74	tianjin	tianjin	PROPN
american_scientific_journal-4533	1	75	300387	300387	NUM
american_scientific_journal-4533	1	76	,	,	PUNCT
american_scientific_journal-4533	1	77	china	china	PROPN
american_scientific_journal-4533	1	78	bemail	bemail	NOUN
american_scientific_journal-4533	1	79	:	:	PUNCT
american_scientific_journal-4533	1	80	664528170@qq.com	664528170@qq.com	NUM
american_scientific_journal-4533	1	81	abstract	abstract	ADJ
american_scientific_journal-4533	1	82	near	near	ADP
american_scientific_journal-4533	1	83	-	-	PUNCT
american_scientific_journal-4533	1	84	infrared(nir	infrared(nir	NOUN
american_scientific_journal-4533	1	85	)	)	PUNCT
american_scientific_journal-4533	1	86	image	image	NOUN
american_scientific_journal-4533	1	87	colorization	colorization	NOUN
american_scientific_journal-4533	1	88	is	be	AUX
american_scientific_journal-4533	1	89	the	the	DET
american_scientific_journal-4533	1	90	main	main	ADJ
american_scientific_journal-4533	1	91	research	research	NOUN
american_scientific_journal-4533	1	92	content	content	NOUN
american_scientific_journal-4533	1	93	in	in	ADP
american_scientific_journal-4533	1	94	the	the	DET
american_scientific_journal-4533	1	95	field	field	NOUN
american_scientific_journal-4533	1	96	of	of	ADP
american_scientific_journal-4533	1	97	current	current	ADJ
american_scientific_journal-4533	1	98	near	near	ADV
american_scientific_journal-4533	1	99	-	-	PUNCT
american_scientific_journal-4533	1	100	infrared	infrared	ADJ
american_scientific_journal-4533	1	101	image	image	NOUN
american_scientific_journal-4533	1	102	application	application	NOUN
american_scientific_journal-4533	1	103	.	.	PUNCT
american_scientific_journal-4533	2	1	it	it	PRON
american_scientific_journal-4533	2	2	has	have	VERB
american_scientific_journal-4533	2	3	a	a	DET
american_scientific_journal-4533	2	4	wide	wide	ADJ
american_scientific_journal-4533	2	5	range	range	NOUN
american_scientific_journal-4533	2	6	of	of	ADP
american_scientific_journal-4533	2	7	application	application	NOUN
american_scientific_journal-4533	2	8	value	value	NOUN
american_scientific_journal-4533	2	9	.	.	PUNCT
american_scientific_journal-4533	3	1	for	for	ADP
american_scientific_journal-4533	3	2	the	the	DET
american_scientific_journal-4533	3	3	problem	problem	NOUN
american_scientific_journal-4533	3	4	of	of	ADP
american_scientific_journal-4533	3	5	image	image	NOUN
american_scientific_journal-4533	3	6	colorization	colorization	NOUN
american_scientific_journal-4533	3	7	,	,	PUNCT
american_scientific_journal-4533	3	8	such	such	ADJ
american_scientific_journal-4533	3	9	as	as	ADP
american_scientific_journal-4533	3	10	diffuse	diffuse	NOUN
american_scientific_journal-4533	3	11	color	color	NOUN
american_scientific_journal-4533	3	12	and	and	CCONJ
american_scientific_journal-4533	3	13	even	even	ADV
american_scientific_journal-4533	3	14	color	color	NOUN
american_scientific_journal-4533	3	15	error	error	NOUN
american_scientific_journal-4533	3	16	,	,	PUNCT
american_scientific_journal-4533	3	17	and	and	CCONJ
american_scientific_journal-4533	3	18	can	can	AUX
american_scientific_journal-4533	3	19	not	not	PART
american_scientific_journal-4533	3	20	be	be	AUX
american_scientific_journal-4533	3	21	automated	automate	VERB
american_scientific_journal-4533	3	22	,	,	PUNCT
american_scientific_journal-4533	3	23	a	a	DET
american_scientific_journal-4533	3	24	fast	fast	ADJ
american_scientific_journal-4533	3	25	near	near	ADV
american_scientific_journal-4533	3	26	-	-	PUNCT
american_scientific_journal-4533	3	27	infrared	infrared	ADJ
american_scientific_journal-4533	3	28	image	image	NOUN
american_scientific_journal-4533	3	29	colorization	colorization	NOUN
american_scientific_journal-4533	3	30	model	model	NOUN
american_scientific_journal-4533	3	31	consisting	consist	VERB
american_scientific_journal-4533	3	32	of	of	ADP
american_scientific_journal-4533	3	33	a	a	DET
american_scientific_journal-4533	3	34	lightweight	lightweight	ADJ
american_scientific_journal-4533	3	35	image	image	NOUN
american_scientific_journal-4533	3	36	recognition	recognition	NOUN
american_scientific_journal-4533	3	37	network	network	NOUN
american_scientific_journal-4533	3	38	module	module	NOUN
american_scientific_journal-4533	3	39	and	and	CCONJ
american_scientific_journal-4533	3	40	an	an	DET
american_scientific_journal-4533	3	41	image	image	NOUN
american_scientific_journal-4533	3	42	colorization	colorization	NOUN
american_scientific_journal-4533	3	43	cnn	cnn	PROPN
american_scientific_journal-4533	3	44	module	module	NOUN
american_scientific_journal-4533	3	45	with	with	ADP
american_scientific_journal-4533	3	46	a	a	DET
american_scientific_journal-4533	3	47	fusion	fusion	NOUN
american_scientific_journal-4533	3	48	layer	layer	NOUN
american_scientific_journal-4533	3	49	,	,	PUNCT
american_scientific_journal-4533	3	50	firstly	firstly	ADV
american_scientific_journal-4533	3	51	using	use	VERB
american_scientific_journal-4533	3	52	a	a	DET
american_scientific_journal-4533	3	53	lightweight	lightweight	ADJ
american_scientific_journal-4533	3	54	image	image	NOUN
american_scientific_journal-4533	3	55	recognition	recognition	NOUN
american_scientific_journal-4533	3	56	network	network	NOUN
american_scientific_journal-4533	3	57	for	for	ADP
american_scientific_journal-4533	3	58	image	image	NOUN
american_scientific_journal-4533	3	59	recognition	recognition	NOUN
american_scientific_journal-4533	3	60	of	of	ADP
american_scientific_journal-4533	3	61	near	near	ADV
american_scientific_journal-4533	3	62	-	-	PUNCT
american_scientific_journal-4533	3	63	infrared	infrare	VERB
american_scientific_journal-4533	3	64	images	image	NOUN
american_scientific_journal-4533	3	65	,	,	PUNCT
american_scientific_journal-4533	3	66	and	and	CCONJ
american_scientific_journal-4533	3	67	then	then	ADV
american_scientific_journal-4533	3	68	selecting	select	VERB
american_scientific_journal-4533	3	69	from	from	ADP
american_scientific_journal-4533	3	70	the	the	DET
american_scientific_journal-4533	3	71	iamgenet	iamgenet	NOUN
american_scientific_journal-4533	3	72	image	image	NOUN
american_scientific_journal-4533	3	73	library	library	NOUN
american_scientific_journal-4533	3	74	the	the	DET
american_scientific_journal-4533	3	75	image	image	NOUN
american_scientific_journal-4533	3	76	of	of	ADP
american_scientific_journal-4533	3	77	the	the	DET
american_scientific_journal-4533	3	78	same	same	ADJ
american_scientific_journal-4533	3	79	class	class	NOUN
american_scientific_journal-4533	3	80	as	as	SCONJ
american_scientific_journal-4533	3	81	the	the	DET
american_scientific_journal-4533	3	82	scene	scene	NOUN
american_scientific_journal-4533	3	83	is	be	AUX
american_scientific_journal-4533	3	84	used	use	VERB
american_scientific_journal-4533	3	85	as	as	ADP
american_scientific_journal-4533	3	86	the	the	DET
american_scientific_journal-4533	3	87	training	training	NOUN
american_scientific_journal-4533	3	88	set	set	NOUN
american_scientific_journal-4533	3	89	of	of	ADP
american_scientific_journal-4533	3	90	the	the	DET
american_scientific_journal-4533	3	91	colorized	colorize	VERB
american_scientific_journal-4533	3	92	network	network	NOUN
american_scientific_journal-4533	3	93	.	.	PUNCT
american_scientific_journal-4533	4	1	after	after	ADP
american_scientific_journal-4533	4	2	training	train	VERB
american_scientific_journal-4533	4	3	with	with	ADP
american_scientific_journal-4533	4	4	the	the	DET
american_scientific_journal-4533	4	5	colored	colored	ADJ
american_scientific_journal-4533	4	6	cnn	cnn	PROPN
american_scientific_journal-4533	4	7	module	module	NOUN
american_scientific_journal-4533	4	8	with	with	ADP
american_scientific_journal-4533	4	9	the	the	DET
american_scientific_journal-4533	4	10	fusion	fusion	NOUN
american_scientific_journal-4533	4	11	layer	layer	NOUN
american_scientific_journal-4533	4	12	,	,	PUNCT
american_scientific_journal-4533	4	13	the	the	DET
american_scientific_journal-4533	4	14	near	near	ADV
american_scientific_journal-4533	4	15	-	-	PUNCT
american_scientific_journal-4533	4	16	infrared	infrared	ADJ
american_scientific_journal-4533	4	17	image	image	NOUN
american_scientific_journal-4533	4	18	is	be	AUX
american_scientific_journal-4533	4	19	input	input	NOUN
american_scientific_journal-4533	4	20	as	as	ADP
american_scientific_journal-4533	4	21	the	the	DET
american_scientific_journal-4533	4	22	testing	testing	NOUN
american_scientific_journal-4533	4	23	set	set	VERB
american_scientific_journal-4533	4	24	for	for	ADP
american_scientific_journal-4533	4	25	colorization	colorization	NOUN
american_scientific_journal-4533	4	26	.	.	PUNCT
american_scientific_journal-4533	5	1	the	the	DET
american_scientific_journal-4533	5	2	experimental	experimental	ADJ
american_scientific_journal-4533	5	3	results	result	NOUN
american_scientific_journal-4533	5	4	show	show	VERB
american_scientific_journal-4533	5	5	that	that	SCONJ
american_scientific_journal-4533	5	6	the	the	DET
american_scientific_journal-4533	5	7	color	color	NOUN
american_scientific_journal-4533	5	8	is	be	AUX
american_scientific_journal-4533	5	9	colored	color	VERB
american_scientific_journal-4533	5	10	by	by	ADP
american_scientific_journal-4533	5	11	the	the	DET
american_scientific_journal-4533	5	12	algorithm	algorithm	NOUN
american_scientific_journal-4533	5	13	.	.	PUNCT
american_scientific_journal-4533	6	1	the	the	DET
american_scientific_journal-4533	6	2	image	image	NOUN
american_scientific_journal-4533	6	3	details	detail	NOUN
american_scientific_journal-4533	6	4	are	be	AUX
american_scientific_journal-4533	6	5	clear	clear	ADJ
american_scientific_journal-4533	6	6	,	,	PUNCT
american_scientific_journal-4533	6	7	the	the	DET
american_scientific_journal-4533	6	8	color	color	NOUN
american_scientific_journal-4533	6	9	transfer	transfer	NOUN
american_scientific_journal-4533	6	10	effect	effect	NOUN
american_scientific_journal-4533	6	11	is	be	AUX
american_scientific_journal-4533	6	12	good	good	ADJ
american_scientific_journal-4533	6	13	and	and	CCONJ
american_scientific_journal-4533	6	14	the	the	DET
american_scientific_journal-4533	6	15	running	run	VERB
american_scientific_journal-4533	6	16	speed	speed	NOUN
american_scientific_journal-4533	6	17	is	be	AUX
american_scientific_journal-4533	6	18	fast	fast	ADJ
american_scientific_journal-4533	6	19	.	.	PUNCT
american_scientific_journal-4533	7	1	key	key	ADJ
american_scientific_journal-4533	7	2	words	word	NOUN
american_scientific_journal-4533	7	3	:	:	PUNCT
american_scientific_journal-4533	7	4	near	near	ADP
american_scientific_journal-4533	7	5	infrared	infrared	ADJ
american_scientific_journal-4533	7	6	image	image	NOUN
american_scientific_journal-4533	7	7	;	;	PUNCT
american_scientific_journal-4533	7	8	colorization	colorization	NOUN
american_scientific_journal-4533	7	9	;	;	PUNCT
american_scientific_journal-4533	7	10	convolutional	convolutional	ADJ
american_scientific_journal-4533	7	11	neural	neural	ADJ
american_scientific_journal-4533	7	12	network	network	NOUN
american_scientific_journal-4533	7	13	;	;	PUNCT
american_scientific_journal-4533	7	14	image	image	NOUN
american_scientific_journal-4533	7	15	recognition	recognition	NOUN
american_scientific_journal-4533	7	16	.	.	PUNCT
american_scientific_journal-4533	8	1	1	1	X
american_scientific_journal-4533	8	2	.	.	X
american_scientific_journal-4533	8	3	introduction	introduction	NOUN
american_scientific_journal-4533	8	4	because	because	SCONJ
american_scientific_journal-4533	8	5	near	near	ADV
american_scientific_journal-4533	8	6	-	-	PUNCT
american_scientific_journal-4533	8	7	infrared	infrared	ADJ
american_scientific_journal-4533	8	8	image	image	NOUN
american_scientific_journal-4533	8	9	(	(	PUNCT
american_scientific_journal-4533	8	10	nir	nir	NOUN
american_scientific_journal-4533	8	11	)	)	PUNCT
american_scientific_journal-4533	8	12	can	can	AUX
american_scientific_journal-4533	8	13	reflect	reflect	VERB
american_scientific_journal-4533	8	14	the	the	DET
american_scientific_journal-4533	8	15	thermal	thermal	ADJ
american_scientific_journal-4533	8	16	radiation	radiation	NOUN
american_scientific_journal-4533	8	17	information	information	NOUN
american_scientific_journal-4533	8	18	of	of	ADP
american_scientific_journal-4533	8	19	the	the	DET
american_scientific_journal-4533	8	20	scene	scene	NOUN
american_scientific_journal-4533	8	21	target	target	NOUN
american_scientific_journal-4533	8	22	,	,	PUNCT
american_scientific_journal-4533	8	23	and	and	CCONJ
american_scientific_journal-4533	8	24	is	be	AUX
american_scientific_journal-4533	8	25	not	not	PART
american_scientific_journal-4533	8	26	sensitive	sensitive	ADJ
american_scientific_journal-4533	8	27	to	to	ADP
american_scientific_journal-4533	8	28	the	the	DET
american_scientific_journal-4533	8	29	brightness	brightness	NOUN
american_scientific_journal-4533	8	30	change	change	NOUN
american_scientific_journal-4533	8	31	of	of	ADP
american_scientific_journal-4533	8	32	the	the	DET
american_scientific_journal-4533	8	33	scene	scene	NOUN
american_scientific_journal-4533	8	34	,	,	PUNCT
american_scientific_journal-4533	8	35	many	many	ADJ
american_scientific_journal-4533	8	36	important	important	ADJ
american_scientific_journal-4533	8	37	night	night	NOUN
american_scientific_journal-4533	8	38	vision	vision	NOUN
american_scientific_journal-4533	8	39	or	or	CCONJ
american_scientific_journal-4533	8	40	low	low	ADJ
american_scientific_journal-4533	8	41	illumination	illumination	NOUN
american_scientific_journal-4533	8	42	scenes	scene	NOUN
american_scientific_journal-4533	8	43	,	,	PUNCT
american_scientific_journal-4533	8	44	such	such	ADJ
american_scientific_journal-4533	8	45	as	as	ADP
american_scientific_journal-4533	8	46	mines	mine	NOUN
american_scientific_journal-4533	8	47	,	,	PUNCT
american_scientific_journal-4533	8	48	wild	wild	ADJ
american_scientific_journal-4533	8	49	animal	animal	NOUN
american_scientific_journal-4533	8	50	observation	observation	NOUN
american_scientific_journal-4533	8	51	points	point	NOUN
american_scientific_journal-4533	8	52	,	,	PUNCT
american_scientific_journal-4533	8	53	military	military	ADJ
american_scientific_journal-4533	8	54	bases	basis	NOUN
american_scientific_journal-4533	8	55	,	,	PUNCT
american_scientific_journal-4533	8	56	etc	etc	X
american_scientific_journal-4533	8	57	.	.	X
american_scientific_journal-4533	9	1	we	we	PRON
american_scientific_journal-4533	9	2	can	can	AUX
american_scientific_journal-4533	9	3	use	use	VERB
american_scientific_journal-4533	9	4	near	near	ADV
american_scientific_journal-4533	9	5	-	-	PUNCT
american_scientific_journal-4533	9	6	infrared	infrare	VERB
american_scientific_journal-4533	9	7	images	image	NOUN
american_scientific_journal-4533	9	8	to	to	PART
american_scientific_journal-4533	9	9	achieve	achieve	VERB
american_scientific_journal-4533	9	10	comprehensive	comprehensive	ADJ
american_scientific_journal-4533	9	11	monitoring	monitoring	NOUN
american_scientific_journal-4533	9	12	.	.	PUNCT
american_scientific_journal-4533	10	1	-----------------------------------------------------------------------	-----------------------------------------------------------------------	PUNCT
american_scientific_journal-4533	11	1	*	*	PUNCT
american_scientific_journal-4533	11	2	corresponding	correspond	VERB
american_scientific_journal-4533	11	3	author	author	NOUN
american_scientific_journal-4533	11	4	.	.	PUNCT
american_scientific_journal-4533	12	1	http://asrjetsjournal.org/	http://asrjetsjournal.org/	PROPN
american_scientific_journal-4533	12	2	american	american	PROPN
american_scientific_journal-4533	12	3	scientific	scientific	PROPN
american_scientific_journal-4533	12	4	research	research	NOUN
american_scientific_journal-4533	12	5	journal	journal	NOUN
american_scientific_journal-4533	12	6	for	for	ADP
american_scientific_journal-4533	12	7	engineering	engineering	NOUN
american_scientific_journal-4533	12	8	,	,	PUNCT
american_scientific_journal-4533	12	9	technology	technology	NOUN
american_scientific_journal-4533	12	10	,	,	PUNCT
american_scientific_journal-4533	12	11	and	and	CCONJ
american_scientific_journal-4533	12	12	sciences	science	NOUN
american_scientific_journal-4533	12	13	(	(	PUNCT
american_scientific_journal-4533	12	14	asrjets	asrjet	NOUN
american_scientific_journal-4533	12	15	)	)	PUNCT
american_scientific_journal-4533	12	16	(	(	PUNCT
american_scientific_journal-4533	12	17	2018	2018	NUM
american_scientific_journal-4533	12	18	)	)	PUNCT
american_scientific_journal-4533	12	19	volume	volume	NOUN
american_scientific_journal-4533	12	20	49	49	NUM
american_scientific_journal-4533	12	21	,	,	PUNCT
american_scientific_journal-4533	12	22	no	no	DET
american_scientific_journal-4533	12	23	1	1	NUM
american_scientific_journal-4533	12	24	,	,	PUNCT
american_scientific_journal-4533	12	25	pp	pp	ADV
american_scientific_journal-4533	12	26	118	118	NUM
american_scientific_journal-4533	12	27	-	-	SYM
american_scientific_journal-4533	12	28	130	130	NUM
american_scientific_journal-4533	12	29	119	119	NUM
american_scientific_journal-4533	12	30	however	however	ADV
american_scientific_journal-4533	12	31	,	,	PUNCT
american_scientific_journal-4533	12	32	since	since	SCONJ
american_scientific_journal-4533	12	33	the	the	DET
american_scientific_journal-4533	12	34	image	image	NOUN
american_scientific_journal-4533	12	35	obtained	obtain	VERB
american_scientific_journal-4533	12	36	by	by	ADP
american_scientific_journal-4533	12	37	the	the	DET
american_scientific_journal-4533	12	38	near	near	ADV
american_scientific_journal-4533	12	39	-	-	PUNCT
american_scientific_journal-4533	12	40	infrared	infrared	ADJ
american_scientific_journal-4533	12	41	image	image	NOUN
american_scientific_journal-4533	12	42	capturing	capture	VERB
american_scientific_journal-4533	12	43	device	device	NOUN
american_scientific_journal-4533	12	44	is	be	AUX
american_scientific_journal-4533	12	45	a	a	DET
american_scientific_journal-4533	12	46	grayscale	grayscale	NOUN
american_scientific_journal-4533	12	47	image	image	NOUN
american_scientific_journal-4533	12	48	,	,	PUNCT
american_scientific_journal-4533	12	49	the	the	DET
american_scientific_journal-4533	12	50	grayscale	grayscale	NOUN
american_scientific_journal-4533	12	51	image	image	NOUN
american_scientific_journal-4533	12	52	has	have	VERB
american_scientific_journal-4533	12	53	the	the	DET
american_scientific_journal-4533	12	54	disadvantages	disadvantage	NOUN
american_scientific_journal-4533	12	55	of	of	ADP
american_scientific_journal-4533	12	56	edge	edge	NOUN
american_scientific_journal-4533	12	57	blurring	blurring	NOUN
american_scientific_journal-4533	12	58	and	and	CCONJ
american_scientific_journal-4533	12	59	lack	lack	NOUN
american_scientific_journal-4533	12	60	of	of	ADP
american_scientific_journal-4533	12	61	detail	detail	NOUN
american_scientific_journal-4533	12	62	,	,	PUNCT
american_scientific_journal-4533	12	63	so	so	SCONJ
american_scientific_journal-4533	12	64	it	it	PRON
american_scientific_journal-4533	12	65	needs	need	VERB
american_scientific_journal-4533	12	66	to	to	PART
american_scientific_journal-4533	12	67	be	be	AUX
american_scientific_journal-4533	12	68	colored	color	VERB
american_scientific_journal-4533	12	69	to	to	PART
american_scientific_journal-4533	12	70	incr	incr	NOUN
american_scientific_journal-4533	12	71	ease	ease	VERB
american_scientific_journal-4533	12	72	its	its	PRON
american_scientific_journal-4533	12	73	color	color	NOUN
american_scientific_journal-4533	12	74	and	and	CCONJ
american_scientific_journal-4533	12	75	texture	texture	ADJ
american_scientific_journal-4533	12	76	information	information	NOUN
american_scientific_journal-4533	12	77	to	to	PART
american_scientific_journal-4533	12	78	achieve	achieve	VERB
american_scientific_journal-4533	12	79	the	the	DET
american_scientific_journal-4533	12	80	goal	goal	NOUN
american_scientific_journal-4533	12	81	.	.	PUNCT
american_scientific_journal-4533	13	1	detecting	detect	VERB
american_scientific_journal-4533	13	2	efficiency	efficiency	NOUN
american_scientific_journal-4533	13	3	,	,	PUNCT
american_scientific_journal-4533	13	4	reducing	reduce	VERB
american_scientific_journal-4533	13	5	judgment	judgment	NOUN
american_scientific_journal-4533	13	6	time,-enhancing	time,-enhance	VERB
american_scientific_journal-4533	13	7	judgment	judgment	NOUN
american_scientific_journal-4533	13	8	on	on	ADP
american_scientific_journal-4533	13	9	the	the	DET
american_scientific_journal-4533	13	10	scene	scene	NOUN
american_scientific_journal-4533	13	11	and	and	CCONJ
american_scientific_journal-4533	13	12	reducing	reduce	VERB
american_scientific_journal-4533	13	13	visual	visual	ADJ
american_scientific_journal-4533	13	14	fatigue	fatigue	NOUN
american_scientific_journal-4533	13	15	.	.	PUNCT
american_scientific_journal-4533	14	1	image	image	NOUN
american_scientific_journal-4533	14	2	colorization	colorization	NOUN
american_scientific_journal-4533	14	3	method	method	NOUN
american_scientific_journal-4533	14	4	can	can	AUX
american_scientific_journal-4533	14	5	be	be	AUX
american_scientific_journal-4533	14	6	roughly	roughly	ADV
american_scientific_journal-4533	14	7	divided	divide	VERB
american_scientific_journal-4533	14	8	into	into	ADP
american_scientific_journal-4533	14	9	reference	reference	NOUN
american_scientific_journal-4533	14	10	image	image	NOUN
american_scientific_journal-4533	14	11	based	base	VERB
american_scientific_journal-4533	14	12	color	color	NOUN
american_scientific_journal-4533	14	13	migration	migration	NOUN
american_scientific_journal-4533	14	14	method	method	NOUN
american_scientific_journal-4533	14	15	[	[	X
american_scientific_journal-4533	14	16	1	1	NUM
american_scientific_journal-4533	14	17	-	-	PUNCT
american_scientific_journal-4533	14	18	4],color	4],color	NOUN
american_scientific_journal-4533	14	19	propagation	propagation	NOUN
american_scientific_journal-4533	14	20	method	method	NOUN
american_scientific_journal-4533	14	21	based	base	VERB
american_scientific_journal-4533	14	22	on	on	ADP
american_scientific_journal-4533	14	23	line	line	NOUN
american_scientific_journal-4533	14	24	coloring	coloring	NOUN
american_scientific_journal-4533	14	25	[	[	PUNCT
american_scientific_journal-4533	14	26	5	5	NUM
american_scientific_journal-4533	14	27	-	-	PUNCT
american_scientific_journal-4533	14	28	7]and	7]and	NOUN
american_scientific_journal-4533	14	29	deep	deep	ADJ
american_scientific_journal-4533	14	30	learning	learning	NOUN
american_scientific_journal-4533	14	31	method	method	NOUN
american_scientific_journal-4533	14	32	based	base	VERB
american_scientific_journal-4533	14	33	on	on	ADP
american_scientific_journal-4533	14	34	convolutional	convolutional	ADJ
american_scientific_journal-4533	14	35	neural	neural	ADJ
american_scientific_journal-4533	14	36	network	network	NOUN
american_scientific_journal-4533	14	37	[	[	X
american_scientific_journal-4533	14	38	8	8	NUM
american_scientific_journal-4533	14	39	,	,	PUNCT
american_scientific_journal-4533	14	40	9	9	NUM
american_scientific_journal-4533	14	41	]	]	PUNCT
american_scientific_journal-4533	14	42	.	.	PUNCT
american_scientific_journal-4533	15	1	reinhard	reinhard	PROPN
american_scientific_journal-4533	16	1	[	[	X
american_scientific_journal-4533	16	2	1	1	NUM
american_scientific_journal-4533	16	3	]	]	PUNCT
american_scientific_journal-4533	16	4	first	first	ADV
american_scientific_journal-4533	16	5	proposed	propose	VERB
american_scientific_journal-4533	16	6	a	a	DET
american_scientific_journal-4533	16	7	color	color	NOUN
american_scientific_journal-4533	16	8	migration	migration	NOUN
american_scientific_journal-4533	16	9	method	method	NOUN
american_scientific_journal-4533	16	10	based	base	VERB
american_scientific_journal-4533	16	11	on	on	ADP
american_scientific_journal-4533	16	12	reference	reference	NOUN
american_scientific_journal-4533	16	13	images	image	NOUN
american_scientific_journal-4533	16	14	.	.	PUNCT
american_scientific_journal-4533	17	1	this	this	DET
american_scientific_journal-4533	17	2	algorithm	algorithm	NOUN
american_scientific_journal-4533	17	3	needs	need	VERB
american_scientific_journal-4533	17	4	to	to	PART
american_scientific_journal-4533	17	5	manually	manually	ADV
american_scientific_journal-4533	17	6	select	select	VERB
american_scientific_journal-4533	17	7	a	a	DET
american_scientific_journal-4533	17	8	reference	reference	NOUN
american_scientific_journal-4533	17	9	image	image	NOUN
american_scientific_journal-4533	17	10	similar	similar	ADJ
american_scientific_journal-4533	17	11	to	to	ADP
american_scientific_journal-4533	17	12	the	the	DET
american_scientific_journal-4533	17	13	image	image	NOUN
american_scientific_journal-4533	17	14	to	to	PART
american_scientific_journal-4533	17	15	be	be	AUX
american_scientific_journal-4533	17	16	painted	paint	VERB
american_scientific_journal-4533	17	17	,	,	PUNCT
american_scientific_journal-4533	17	18	and	and	CCONJ
american_scientific_journal-4533	17	19	migrate	migrate	VERB
american_scientific_journal-4533	17	20	the	the	DET
american_scientific_journal-4533	17	21	color	color	NOUN
american_scientific_journal-4533	17	22	information	information	NOUN
american_scientific_journal-4533	17	23	of	of	ADP
american_scientific_journal-4533	17	24	the	the	DET
american_scientific_journal-4533	17	25	reference	reference	NOUN
american_scientific_journal-4533	17	26	image	image	NOUN
american_scientific_journal-4533	17	27	to	to	ADP
american_scientific_journal-4533	17	28	the	the	DET
american_scientific_journal-4533	17	29	image	image	NOUN
american_scientific_journal-4533	17	30	to	to	PART
american_scientific_journal-4533	17	31	be	be	AUX
american_scientific_journal-4533	17	32	colored	color	VERB
american_scientific_journal-4533	17	33	through	through	ADP
american_scientific_journal-4533	17	34	statistical	statistical	ADJ
american_scientific_journal-4533	17	35	analysis	analysis	NOUN
american_scientific_journal-4533	17	36	.	.	PUNCT
american_scientific_journal-4533	18	1	welsh	welsh	NOUN
american_scientific_journal-4533	19	1	[	[	X
american_scientific_journal-4533	19	2	2	2	NUM
american_scientific_journal-4533	19	3	]	]	PUNCT
american_scientific_journal-4533	19	4	only	only	ADV
american_scientific_journal-4533	19	5	migrates	migrate	VERB
american_scientific_journal-4533	19	6	colors	color	NOUN
american_scientific_journal-4533	19	7	while	while	SCONJ
american_scientific_journal-4533	19	8	preserving	preserve	VERB
american_scientific_journal-4533	19	9	the	the	DET
american_scientific_journal-4533	19	10	brightness	brightness	NOUN
american_scientific_journal-4533	19	11	distribution	distribution	NOUN
american_scientific_journal-4533	19	12	of	of	ADP
american_scientific_journal-4533	19	13	the	the	DET
american_scientific_journal-4533	19	14	original	original	ADJ
american_scientific_journal-4533	19	15	image	image	NOUN
american_scientific_journal-4533	19	16	.	.	PUNCT
american_scientific_journal-4533	20	1	liu	liu	PROPN
american_scientific_journal-4533	21	1	[	[	X
american_scientific_journal-4533	21	2	3	3	NUM
american_scientific_journal-4533	21	3	]	]	PUNCT
american_scientific_journal-4533	21	4	decomposes	decompose	VERB
american_scientific_journal-4533	21	5	both	both	DET
american_scientific_journal-4533	21	6	the	the	DET
american_scientific_journal-4533	21	7	grayscale	grayscale	NOUN
american_scientific_journal-4533	21	8	image	image	NOUN
american_scientific_journal-4533	21	9	and	and	CCONJ
american_scientific_journal-4533	21	10	the	the	DET
american_scientific_journal-4533	21	11	reference	reference	NOUN
american_scientific_journal-4533	21	12	image	image	NOUN
american_scientific_journal-4533	21	13	into	into	ADP
american_scientific_journal-4533	21	14	the	the	DET
american_scientific_journal-4533	21	15	illumination	illumination	NOUN
american_scientific_journal-4533	21	16	and	and	CCONJ
american_scientific_journal-4533	21	17	reflection	reflection	NOUN
american_scientific_journal-4533	21	18	parts	part	NOUN
american_scientific_journal-4533	21	19	,	,	PUNCT
american_scientific_journal-4533	21	20	and	and	CCONJ
american_scientific_journal-4533	21	21	establishes	establish	VERB
american_scientific_journal-4533	21	22	the	the	DET
american_scientific_journal-4533	21	23	mapping	mapping	NOUN
american_scientific_journal-4533	21	24	relationship	relationship	NOUN
american_scientific_journal-4533	21	25	between	between	ADP
american_scientific_journal-4533	21	26	the	the	DET
american_scientific_journal-4533	21	27	two	two	NUM
american_scientific_journal-4533	21	28	through	through	ADP
american_scientific_journal-4533	21	29	the	the	DET
american_scientific_journal-4533	21	30	mathematical	mathematical	ADJ
american_scientific_journal-4533	21	31	model	model	NOUN
american_scientific_journal-4533	21	32	and	and	CCONJ
american_scientific_journal-4533	21	33	then	then	ADV
american_scientific_journal-4533	21	34	performs	perform	VERB
american_scientific_journal-4533	21	35	color	color	NOUN
american_scientific_journal-4533	21	36	migration	migration	NOUN
american_scientific_journal-4533	21	37	,	,	PUNCT
american_scientific_journal-4533	21	38	but	but	CCONJ
american_scientific_journal-4533	21	39	it	it	PRON
american_scientific_journal-4533	21	40	requires	require	VERB
american_scientific_journal-4533	21	41	that	that	SCONJ
american_scientific_journal-4533	21	42	the	the	DET
american_scientific_journal-4533	21	43	gray	gray	ADJ
american_scientific_journal-4533	21	44	image	image	NOUN
american_scientific_journal-4533	21	45	and	and	CCONJ
american_scientific_journal-4533	21	46	the	the	DET
american_scientific_journal-4533	21	47	reference	reference	NOUN
american_scientific_journal-4533	21	48	image	image	NOUN
american_scientific_journal-4533	21	49	have	have	VERB
american_scientific_journal-4533	21	50	the	the	DET
american_scientific_journal-4533	21	51	same	same	ADJ
american_scientific_journal-4533	21	52	color	color	NOUN
american_scientific_journal-4533	21	53	and	and	CCONJ
american_scientific_journal-4533	21	54	illumination	illumination	NOUN
american_scientific_journal-4533	21	55	conditions	condition	NOUN
american_scientific_journal-4533	21	56	.	.	PUNCT
american_scientific_journal-4533	22	1	xiao[4	xiao[4	X
american_scientific_journal-4533	22	2	]	]	PUNCT
american_scientific_journal-4533	22	3	in	in	ADP
american_scientific_journal-4533	22	4	order	order	NOUN
american_scientific_journal-4533	22	5	to	to	PART
american_scientific_journal-4533	22	6	ensure	ensure	VERB
american_scientific_journal-4533	22	7	that	that	SCONJ
american_scientific_journal-4533	22	8	the	the	DET
american_scientific_journal-4533	22	9	relevant	relevant	ADJ
american_scientific_journal-4533	22	10	pixels	pixel	NOUN
american_scientific_journal-4533	22	11	between	between	ADP
american_scientific_journal-4533	22	12	the	the	DET
american_scientific_journal-4533	22	13	two	two	NUM
american_scientific_journal-4533	22	14	images	image	NOUN
american_scientific_journal-4533	22	15	can	can	AUX
american_scientific_journal-4533	22	16	be	be	AUX
american_scientific_journal-4533	22	17	correctly	correctly	ADV
american_scientific_journal-4533	22	18	matched	match	VERB
american_scientific_journal-4533	22	19	,	,	PUNCT
american_scientific_journal-4533	22	20	a	a	DET
american_scientific_journal-4533	22	21	colorization	colorization	NOUN
american_scientific_journal-4533	22	22	method	method	NOUN
american_scientific_journal-4533	22	23	based	base	VERB
american_scientific_journal-4533	22	24	on	on	ADP
american_scientific_journal-4533	22	25	gradient	gradient	ADJ
american_scientific_journal-4533	22	26	domain	domain	NOUN
american_scientific_journal-4533	22	27	preservation	preservation	NOUN
american_scientific_journal-4533	22	28	is	be	AUX
american_scientific_journal-4533	22	29	proposed	propose	VERB
american_scientific_journal-4533	22	30	to	to	PART
american_scientific_journal-4533	22	31	transform	transform	VERB
american_scientific_journal-4533	22	32	the	the	DET
american_scientific_journal-4533	22	33	color	color	NOUN
american_scientific_journal-4533	22	34	migration	migration	NOUN
american_scientific_journal-4533	22	35	problem	problem	NOUN
american_scientific_journal-4533	22	36	into	into	ADP
american_scientific_journal-4533	22	37	an	an	DET
american_scientific_journal-4533	22	38	energy	energy	NOUN
american_scientific_journal-4533	22	39	optimization	optimization	NOUN
american_scientific_journal-4533	22	40	problem	problem	NOUN
american_scientific_journal-4533	22	41	.	.	PUNCT
american_scientific_journal-4533	23	1	although	although	SCONJ
american_scientific_journal-4533	23	2	the	the	DET
american_scientific_journal-4533	23	3	above	above	ADJ
american_scientific_journal-4533	23	4	algorithm	algorithm	NOUN
american_scientific_journal-4533	23	5	achieves	achieve	VERB
american_scientific_journal-4533	23	6	a	a	DET
american_scientific_journal-4533	23	7	certain	certain	ADJ
american_scientific_journal-4533	23	8	colorization	colorization	NOUN
american_scientific_journal-4533	23	9	effect	effect	NOUN
american_scientific_journal-4533	23	10	,	,	PUNCT
american_scientific_journal-4533	23	11	it	it	PRON
american_scientific_journal-4533	23	12	is	be	AUX
american_scientific_journal-4533	23	13	necessary	necessary	ADJ
american_scientific_journal-4533	23	14	to	to	PART
american_scientific_journal-4533	23	15	manually	manually	ADV
american_scientific_journal-4533	23	16	select	select	VERB
american_scientific_journal-4533	23	17	a	a	DET
american_scientific_journal-4533	23	18	color	color	NOUN
american_scientific_journal-4533	23	19	reference	reference	NOUN
american_scientific_journal-4533	23	20	image	image	NOUN
american_scientific_journal-4533	23	21	similar	similar	ADJ
american_scientific_journal-4533	23	22	to	to	ADP
american_scientific_journal-4533	23	23	the	the	DET
american_scientific_journal-4533	23	24	target	target	NOUN
american_scientific_journal-4533	23	25	image	image	NOUN
american_scientific_journal-4533	23	26	content	content	NOUN
american_scientific_journal-4533	23	27	.	.	PUNCT
american_scientific_journal-4533	24	1	levin[5	levin[5	ADP
american_scientific_journal-4533	24	2	]	]	X
american_scientific_journal-4533	24	3	first	first	ADV
american_scientific_journal-4533	24	4	proposed	propose	VERB
american_scientific_journal-4533	24	5	a	a	DET
american_scientific_journal-4533	24	6	color	color	NOUN
american_scientific_journal-4533	24	7	propagation	propagation	NOUN
american_scientific_journal-4533	24	8	method	method	NOUN
american_scientific_journal-4533	24	9	based	base	VERB
american_scientific_journal-4533	24	10	on	on	ADP
american_scientific_journal-4533	24	11	line	line	NOUN
american_scientific_journal-4533	24	12	coloring	coloring	NOUN
american_scientific_journal-4533	24	13	.	.	PUNCT
american_scientific_journal-4533	25	1	the	the	DET
american_scientific_journal-4533	25	2	problem	problem	NOUN
american_scientific_journal-4533	25	3	of	of	ADP
american_scientific_journal-4533	25	4	colorizing	colorize	VERB
american_scientific_journal-4533	25	5	the	the	DET
american_scientific_journal-4533	25	6	image	image	NOUN
american_scientific_journal-4533	25	7	is	be	AUX
american_scientific_journal-4533	25	8	solved	solve	VERB
american_scientific_journal-4533	25	9	by	by	ADP
american_scientific_journal-4533	25	10	selecting	select	VERB
american_scientific_journal-4533	25	11	a	a	DET
american_scientific_journal-4533	25	12	quadratic	quadratic	ADJ
american_scientific_journal-4533	25	13	energy	energy	NOUN
american_scientific_journal-4533	25	14	function	function	NOUN
american_scientific_journal-4533	25	15	optimal	optimal	ADJ
american_scientific_journal-4533	25	16	solution	solution	NOUN
american_scientific_journal-4533	25	17	.	.	PUNCT
american_scientific_journal-4533	26	1	yatziv	yatziv	NOUN
american_scientific_journal-4533	27	1	[	[	X
american_scientific_journal-4533	27	2	6	6	NUM
american_scientific_journal-4533	27	3	]	]	PUNCT
american_scientific_journal-4533	27	4	proposes	propose	VERB
american_scientific_journal-4533	27	5	an	an	DET
american_scientific_journal-4533	27	6	efficient	efficient	ADJ
american_scientific_journal-4533	27	7	colorization	colorization	NOUN
american_scientific_journal-4533	27	8	method	method	NOUN
american_scientific_journal-4533	27	9	that	that	PRON
american_scientific_journal-4533	27	10	determines	determine	VERB
american_scientific_journal-4533	27	11	the	the	DET
american_scientific_journal-4533	27	12	blending	blend	VERB
american_scientific_journal-4533	27	13	weight	weight	NOUN
american_scientific_journal-4533	27	14	by	by	ADP
american_scientific_journal-4533	27	15	calculating	calculate	VERB
american_scientific_journal-4533	27	16	the	the	DET
american_scientific_journal-4533	27	17	distance	distance	NOUN
american_scientific_journal-4533	27	18	from	from	ADP
american_scientific_journal-4533	27	19	the	the	DET
american_scientific_journal-4533	27	20	colored	colored	ADJ
american_scientific_journal-4533	27	21	lines	line	NOUN
american_scientific_journal-4533	27	22	,	,	PUNCT
american_scientific_journal-4533	27	23	but	but	CCONJ
american_scientific_journal-4533	27	24	the	the	DET
american_scientific_journal-4533	27	25	above	above	ADJ
american_scientific_journal-4533	27	26	algorithm	algorithm	NOUN
american_scientific_journal-4533	27	27	will	will	AUX
american_scientific_journal-4533	27	28	have	have	VERB
american_scientific_journal-4533	27	29	a	a	DET
american_scientific_journal-4533	27	30	boundary	boundary	ADJ
american_scientific_journal-4533	27	31	color	color	NOUN
american_scientific_journal-4533	27	32	error.therefore	error.therefore	PROPN
american_scientific_journal-4533	27	33	,	,	PUNCT
american_scientific_journal-4533	27	34	luan	luan	PROPN
american_scientific_journal-4533	28	1	[	[	X
american_scientific_journal-4533	28	2	7	7	X
american_scientific_journal-4533	28	3	]	]	PUNCT
american_scientific_journal-4533	28	4	proposes	propose	VERB
american_scientific_journal-4533	28	5	a	a	DET
american_scientific_journal-4533	28	6	colorization	colorization	NOUN
american_scientific_journal-4533	28	7	method	method	NOUN
american_scientific_journal-4533	28	8	for	for	ADP
american_scientific_journal-4533	28	9	processing	process	VERB
american_scientific_journal-4533	28	10	natural	natural	ADJ
american_scientific_journal-4533	28	11	images	image	NOUN
american_scientific_journal-4533	28	12	of	of	ADP
american_scientific_journal-4533	28	13	complex	complex	ADJ
american_scientific_journal-4533	28	14	textures	texture	NOUN
american_scientific_journal-4533	28	15	by	by	ADP
american_scientific_journal-4533	28	16	introducing	introduce	VERB
american_scientific_journal-4533	28	17	information	information	NOUN
american_scientific_journal-4533	28	18	such	such	ADJ
american_scientific_journal-4533	28	19	as	as	ADP
american_scientific_journal-4533	28	20	texture	texture	ADJ
american_scientific_journal-4533	28	21	features	feature	NOUN
american_scientific_journal-4533	28	22	and	and	CCONJ
american_scientific_journal-4533	28	23	brightness	brightness	NOUN
american_scientific_journal-4533	28	24	.	.	PUNCT
american_scientific_journal-4533	29	1	in	in	ADP
american_scientific_journal-4533	29	2	recent	recent	ADJ
american_scientific_journal-4533	29	3	years	year	NOUN
american_scientific_journal-4533	29	4	,	,	PUNCT
american_scientific_journal-4533	29	5	with	with	ADP
american_scientific_journal-4533	29	6	the	the	DET
american_scientific_journal-4533	29	7	rise	rise	NOUN
american_scientific_journal-4533	29	8	of	of	ADP
american_scientific_journal-4533	29	9	deep	deep	ADJ
american_scientific_journal-4533	29	10	learning	learning	NOUN
american_scientific_journal-4533	29	11	,	,	PUNCT
american_scientific_journal-4533	29	12	neural	neural	ADJ
american_scientific_journal-4533	29	13	networks	network	NOUN
american_scientific_journal-4533	29	14	have	have	AUX
american_scientific_journal-4533	29	15	achieved	achieve	VERB
american_scientific_journal-4533	29	16	leapfrog	leapfrog	ADJ
american_scientific_journal-4533	29	17	development	development	NOUN
american_scientific_journal-4533	29	18	in	in	ADP
american_scientific_journal-4533	29	19	the	the	DET
american_scientific_journal-4533	29	20	processing	processing	NOUN
american_scientific_journal-4533	29	21	of	of	ADP
american_scientific_journal-4533	29	22	image	image	NOUN
american_scientific_journal-4533	29	23	colorization	colorization	NOUN
american_scientific_journal-4533	29	24	problems	problem	NOUN
american_scientific_journal-4533	29	25	.	.	PUNCT
american_scientific_journal-4533	30	1	the	the	DET
american_scientific_journal-4533	30	2	method	method	NOUN
american_scientific_journal-4533	30	3	based	base	VERB
american_scientific_journal-4533	30	4	on	on	ADP
american_scientific_journal-4533	30	5	convolutional	convolutional	ADJ
american_scientific_journal-4533	30	6	neural	neural	ADJ
american_scientific_journal-4533	30	7	network	network	NOUN
american_scientific_journal-4533	30	8	is	be	AUX
american_scientific_journal-4533	30	9	to	to	PART
american_scientific_journal-4533	30	10	extract	extract	VERB
american_scientific_journal-4533	30	11	and	and	CCONJ
american_scientific_journal-4533	30	12	analyze	analyze	VERB
american_scientific_journal-4533	30	13	the	the	DET
american_scientific_journal-4533	30	14	color	color	NOUN
american_scientific_journal-4533	30	15	features	feature	VERB
american_scientific_journal-4533	30	16	in	in	ADP
american_scientific_journal-4533	30	17	the	the	DET
american_scientific_journal-4533	30	18	image	image	NOUN
american_scientific_journal-4533	30	19	sample	sample	NOUN
american_scientific_journal-4533	30	20	set	set	VERB
american_scientific_journal-4533	30	21	by	by	ADP
american_scientific_journal-4533	30	22	training	training	NOUN
american_scientific_journal-4533	30	23	,	,	PUNCT
american_scientific_journal-4533	30	24	and	and	CCONJ
american_scientific_journal-4533	30	25	complete	complete	VERB
american_scientific_journal-4533	30	26	the	the	DET
american_scientific_journal-4533	30	27	color	color	NOUN
american_scientific_journal-4533	30	28	migration	migration	NOUN
american_scientific_journal-4533	30	29	by	by	ADP
american_scientific_journal-4533	30	30	a	a	DET
american_scientific_journal-4533	30	31	certain	certain	ADJ
american_scientific_journal-4533	30	32	method	method	NOUN
american_scientific_journal-4533	30	33	.	.	PUNCT
american_scientific_journal-4533	31	1	this	this	DET
american_scientific_journal-4533	31	2	method	method	NOUN
american_scientific_journal-4533	31	3	has	have	VERB
american_scientific_journal-4533	31	4	a	a	DET
american_scientific_journal-4533	31	5	better	well	ADJ
american_scientific_journal-4533	31	6	coloring	coloring	NOUN
american_scientific_journal-4533	31	7	effect	effect	NOUN
american_scientific_journal-4533	31	8	on	on	ADP
american_scientific_journal-4533	31	9	grayscale	grayscale	NOUN
american_scientific_journal-4533	31	10	images	image	NOUN
american_scientific_journal-4533	31	11	and	and	CCONJ
american_scientific_journal-4533	31	12	improves	improve	VERB
american_scientific_journal-4533	31	13	the	the	DET
american_scientific_journal-4533	31	14	disadvantages	disadvantage	NOUN
american_scientific_journal-4533	31	15	of	of	ADP
american_scientific_journal-4533	31	16	traditional	traditional	ADJ
american_scientific_journal-4533	31	17	algorithms	algorithm	NOUN
american_scientific_journal-4533	31	18	in	in	ADP
american_scientific_journal-4533	31	19	delivering	deliver	VERB
american_scientific_journal-4533	31	20	colors	color	NOUN
american_scientific_journal-4533	31	21	.	.	PUNCT
american_scientific_journal-4533	32	1	zhang	zhang	PROPN
american_scientific_journal-4533	32	2	.	.	PUNCT
american_scientific_journal-4533	33	1	r	r	X
american_scientific_journal-4533	34	1	[	[	NOUN
american_scientific_journal-4533	34	2	8	8	NUM
american_scientific_journal-4533	34	3	]	]	PUNCT
american_scientific_journal-4533	34	4	analyzes	analyze	VERB
american_scientific_journal-4533	34	5	the	the	DET
american_scientific_journal-4533	34	6	image	image	NOUN
american_scientific_journal-4533	34	7	scene	scene	NOUN
american_scientific_journal-4533	34	8	by	by	ADP
american_scientific_journal-4533	34	9	adding	add	VERB
american_scientific_journal-4533	34	10	a	a	DET
american_scientific_journal-4533	34	11	classifier	classifier	NOUN
american_scientific_journal-4533	34	12	,	,	PUNCT
american_scientific_journal-4533	34	13	coloring	color	VERB
american_scientific_journal-4533	34	14	according	accord	VERB
american_scientific_journal-4533	34	15	to	to	ADP
american_scientific_journal-4533	34	16	the	the	DET
american_scientific_journal-4533	34	17	type	type	NOUN
american_scientific_journal-4533	34	18	,	,	PUNCT
american_scientific_journal-4533	34	19	lizuka	lizuka	PROPN
american_scientific_journal-4533	34	20	.	.	PUNCT
american_scientific_journal-4533	35	1	s	s	PART
american_scientific_journal-4533	36	1	[	[	X
american_scientific_journal-4533	36	2	9	9	NUM
american_scientific_journal-4533	36	3	]	]	PUNCT
american_scientific_journal-4533	36	4	through	through	ADP
american_scientific_journal-4533	36	5	fusion	fusion	NOUN
american_scientific_journal-4533	36	6	layer	layer	NOUN
american_scientific_journal-4533	36	7	fusion	fusion	NOUN
american_scientific_journal-4533	36	8	by	by	ADP
american_scientific_journal-4533	36	9	extracting	extract	VERB
american_scientific_journal-4533	36	10	global	global	ADJ
american_scientific_journal-4533	36	11	and	and	CCONJ
american_scientific_journal-4533	36	12	local	local	ADJ
american_scientific_journal-4533	36	13	features	feature	NOUN
american_scientific_journal-4533	36	14	of	of	ADP
american_scientific_journal-4533	36	15	the	the	DET
american_scientific_journal-4533	36	16	image	image	NOUN
american_scientific_journal-4533	36	17	separately	separately	ADV
american_scientific_journal-4533	36	18	,	,	PUNCT
american_scientific_journal-4533	36	19	improved	improve	VERB
american_scientific_journal-4533	36	20	the	the	DET
american_scientific_journal-4533	36	21	effect	effect	NOUN
american_scientific_journal-4533	36	22	of	of	ADP
american_scientific_journal-4533	36	23	colorization	colorization	NOUN
american_scientific_journal-4533	36	24	.	.	PUNCT
american_scientific_journal-4533	37	1	however	however	ADV
american_scientific_journal-4533	37	2	,	,	PUNCT
american_scientific_journal-4533	37	3	the	the	DET
american_scientific_journal-4533	37	4	above	above	ADJ
american_scientific_journal-4533	37	5	method	method	NOUN
american_scientific_journal-4533	37	6	due	due	ADP
american_scientific_journal-4533	37	7	to	to	ADP
american_scientific_journal-4533	37	8	the	the	DET
american_scientific_journal-4533	37	9	large	large	ADJ
american_scientific_journal-4533	37	10	number	number	NOUN
american_scientific_journal-4533	37	11	of	of	ADP
american_scientific_journal-4533	37	12	layers	layer	NOUN
american_scientific_journal-4533	37	13	of	of	ADP
american_scientific_journal-4533	37	14	the	the	DET
american_scientific_journal-4533	37	15	network	network	NOUN
american_scientific_journal-4533	37	16	,	,	PUNCT
american_scientific_journal-4533	37	17	when	when	SCONJ
american_scientific_journal-4533	37	18	training	training	NOUN
american_scientific_journal-4533	37	19	images	image	NOUN
american_scientific_journal-4533	37	20	,	,	PUNCT
american_scientific_journal-4533	37	21	it	it	PRON
american_scientific_journal-4533	37	22	's	be	AUX
american_scientific_journal-4533	37	23	need	need	VERB
american_scientific_journal-4533	37	24	extremely	extremely	ADV
american_scientific_journal-4533	37	25	high	high	ADJ
american_scientific_journal-4533	37	26	computational	computational	ADJ
american_scientific_journal-4533	37	27	power	power	NOUN
american_scientific_journal-4533	37	28	requirements	requirement	NOUN
american_scientific_journal-4533	37	29	,	,	PUNCT
american_scientific_journal-4533	37	30	it	it	PRON
american_scientific_journal-4533	37	31	has	have	VERB
american_scientific_journal-4533	37	32	a	a	DET
american_scientific_journal-4533	37	33	long	long	ADJ
american_scientific_journal-4533	37	34	time	time	NOUN
american_scientific_journal-4533	37	35	when	when	SCONJ
american_scientific_journal-4533	37	36	this	this	DET
american_scientific_journal-4533	37	37	algorithm	algorithm	NOUN
american_scientific_journal-4533	37	38	runs	run	VERB
american_scientific_journal-4533	37	39	,	,	PUNCT
american_scientific_journal-4533	37	40	sometimes	sometimes	ADV
american_scientific_journal-4533	37	41	the	the	DET
american_scientific_journal-4533	37	42	coloring	coloring	NOUN
american_scientific_journal-4533	37	43	effect	effect	NOUN
american_scientific_journal-4533	37	44	is	be	AUX
american_scientific_journal-4533	37	45	not	not	PART
american_scientific_journal-4533	37	46	ideal	ideal	ADJ
american_scientific_journal-4533	37	47	.	.	PUNCT
american_scientific_journal-4533	38	1	these	these	DET
american_scientific_journal-4533	38	2	three	three	NUM
american_scientific_journal-4533	38	3	types	type	NOUN
american_scientific_journal-4533	38	4	of	of	ADP
american_scientific_journal-4533	38	5	image	image	NOUN
american_scientific_journal-4533	38	6	colorization	colorization	NOUN
american_scientific_journal-4533	38	7	methods	method	NOUN
american_scientific_journal-4533	38	8	are	be	AUX
american_scientific_journal-4533	38	9	all	all	PRON
american_scientific_journal-4533	38	10	coloring	color	VERB
american_scientific_journal-4533	38	11	grayscale	grayscale	NOUN
american_scientific_journal-4533	38	12	images	image	NOUN
american_scientific_journal-4533	38	13	which	which	PRON
american_scientific_journal-4533	38	14	in	in	ADP
american_scientific_journal-4533	38	15	the	the	DET
american_scientific_journal-4533	38	16	visible	visible	ADJ
american_scientific_journal-4533	38	17	light	light	ADJ
american_scientific_journal-4533	38	18	band	band	NOUN
american_scientific_journal-4533	38	19	.	.	PUNCT
american_scientific_journal-4533	39	1	there	there	PRON
american_scientific_journal-4533	39	2	is	be	VERB
american_scientific_journal-4533	39	3	no	no	DET
american_scientific_journal-4533	39	4	corresponding	correspond	VERB
american_scientific_journal-4533	39	5	literature	literature	NOUN
american_scientific_journal-4533	39	6	for	for	ADP
american_scientific_journal-4533	39	7	the	the	DET
american_scientific_journal-4533	39	8	colorization	colorization	NOUN
american_scientific_journal-4533	39	9	of	of	ADP
american_scientific_journal-4533	39	10	nir	nir	ADJ
american_scientific_journal-4533	39	11	images	image	NOUN
american_scientific_journal-4533	39	12	.	.	PUNCT
american_scientific_journal-4533	40	1	the	the	DET
american_scientific_journal-4533	40	2	biggest	big	ADJ
american_scientific_journal-4533	40	3	difference	difference	NOUN
american_scientific_journal-4533	40	4	is	be	AUX
american_scientific_journal-4533	40	5	that	that	SCONJ
american_scientific_journal-4533	40	6	american	american	PROPN
american_scientific_journal-4533	40	7	scientific	scientific	ADJ
american_scientific_journal-4533	40	8	research	research	NOUN
american_scientific_journal-4533	40	9	journal	journal	NOUN
american_scientific_journal-4533	40	10	for	for	ADP
american_scientific_journal-4533	40	11	engineering	engineering	NOUN
american_scientific_journal-4533	40	12	,	,	PUNCT
american_scientific_journal-4533	40	13	technology	technology	NOUN
american_scientific_journal-4533	40	14	,	,	PUNCT
american_scientific_journal-4533	40	15	and	and	CCONJ
american_scientific_journal-4533	40	16	sciences	science	NOUN
american_scientific_journal-4533	40	17	(	(	PUNCT
american_scientific_journal-4533	40	18	asrjets	asrjet	NOUN
american_scientific_journal-4533	40	19	)	)	PUNCT
american_scientific_journal-4533	40	20	(	(	PUNCT
american_scientific_journal-4533	40	21	2018	2018	NUM
american_scientific_journal-4533	40	22	)	)	PUNCT
american_scientific_journal-4533	40	23	volume	volume	NOUN
american_scientific_journal-4533	40	24	49	49	NUM
american_scientific_journal-4533	40	25	,	,	PUNCT
american_scientific_journal-4533	40	26	no	no	DET
american_scientific_journal-4533	40	27	1	1	NUM
american_scientific_journal-4533	40	28	,	,	PUNCT
american_scientific_journal-4533	40	29	pp	pp	ADV
american_scientific_journal-4533	40	30	118	118	NUM
american_scientific_journal-4533	40	31	-	-	SYM
american_scientific_journal-4533	40	32	130	130	NUM
american_scientific_journal-4533	40	33	120	120	NUM
american_scientific_journal-4533	40	34	an	an	DET
american_scientific_journal-4533	40	35	nir	nir	ADJ
american_scientific_journal-4533	40	36	image	image	NOUN
american_scientific_journal-4533	40	37	edge	edge	NOUN
american_scientific_journal-4533	40	38	blurring	blur	VERB
american_scientific_journal-4533	40	39	and	and	CCONJ
american_scientific_journal-4533	40	40	image	image	NOUN
american_scientific_journal-4533	40	41	details	detail	NOUN
american_scientific_journal-4533	40	42	are	be	AUX
american_scientific_journal-4533	40	43	not	not	PART
american_scientific_journal-4533	40	44	clear	clear	ADJ
american_scientific_journal-4533	40	45	.	.	PUNCT
american_scientific_journal-4533	41	1	so	so	ADV
american_scientific_journal-4533	41	2	it	it	PRON
american_scientific_journal-4533	41	3	is	be	AUX
american_scientific_journal-4533	41	4	more	more	ADV
american_scientific_journal-4533	41	5	difficult	difficult	ADJ
american_scientific_journal-4533	41	6	to	to	PART
american_scientific_journal-4533	41	7	colorize	colorize	VERB
american_scientific_journal-4533	41	8	nir	nir	ADJ
american_scientific_journal-4533	41	9	images	image	NOUN
american_scientific_journal-4533	41	10	.	.	PUNCT
american_scientific_journal-4533	42	1	at	at	ADP
american_scientific_journal-4533	42	2	the	the	DET
american_scientific_journal-4533	42	3	same	same	ADJ
american_scientific_journal-4533	42	4	time	time	NOUN
american_scientific_journal-4533	42	5	,	,	PUNCT
american_scientific_journal-4533	42	6	in	in	ADP
american_scientific_journal-4533	42	7	order	order	NOUN
american_scientific_journal-4533	42	8	to	to	PART
american_scientific_journal-4533	42	9	speed	speed	VERB
american_scientific_journal-4533	42	10	up	up	ADP
american_scientific_journal-4533	42	11	the	the	DET
american_scientific_journal-4533	42	12	training	training	NOUN
american_scientific_journal-4533	42	13	of	of	ADP
american_scientific_journal-4533	42	14	colorized	colorize	VERB
american_scientific_journal-4533	42	15	models	model	NOUN
american_scientific_journal-4533	42	16	,	,	PUNCT
american_scientific_journal-4533	42	17	reduce	reduce	VERB
american_scientific_journal-4533	42	18	computing	computing	NOUN
american_scientific_journal-4533	42	19	pressure	pressure	NOUN
american_scientific_journal-4533	42	20	.	.	PUNCT
american_scientific_journal-4533	43	1	we	we	PRON
american_scientific_journal-4533	43	2	need	need	AUX
american_scientific_journal-4533	43	3	identify	identify	VERB
american_scientific_journal-4533	43	4	the	the	DET
american_scientific_journal-4533	43	5	near	near	ADV
american_scientific_journal-4533	43	6	-	-	PUNCT
american_scientific_journal-4533	43	7	infrared	infrared	ADJ
american_scientific_journal-4533	43	8	image	image	NOUN
american_scientific_journal-4533	43	9	first	first	ADV
american_scientific_journal-4533	43	10	.	.	PUNCT
american_scientific_journal-4533	44	1	in	in	ADP
american_scientific_journal-4533	44	2	order	order	NOUN
american_scientific_journal-4533	44	3	to	to	PART
american_scientific_journal-4533	44	4	find	find	VERB
american_scientific_journal-4533	44	5	a	a	DET
american_scientific_journal-4533	44	6	similar	similar	ADJ
american_scientific_journal-4533	44	7	image	image	NOUN
american_scientific_journal-4533	44	8	for	for	ADP
american_scientific_journal-4533	44	9	training	training	NOUN
american_scientific_journal-4533	44	10	,	,	PUNCT
american_scientific_journal-4533	44	11	there	there	PRON
american_scientific_journal-4533	44	12	are	be	VERB
american_scientific_journal-4533	44	13	two	two	NUM
american_scientific_journal-4533	44	14	main	main	ADJ
american_scientific_journal-4533	44	15	methods	method	NOUN
american_scientific_journal-4533	44	16	for	for	ADP
american_scientific_journal-4533	44	17	image	image	NOUN
american_scientific_journal-4533	44	18	recognition	recognition	NOUN
american_scientific_journal-4533	44	19	.	.	PUNCT
american_scientific_journal-4533	45	1	one	one	NUM
american_scientific_journal-4533	45	2	method	method	NOUN
american_scientific_journal-4533	45	3	is	be	AUX
american_scientific_journal-4533	45	4	based	base	VERB
american_scientific_journal-4533	45	5	on	on	ADP
american_scientific_journal-4533	45	6	feature	feature	NOUN
american_scientific_journal-4533	45	7	matching	matching	NOUN
american_scientific_journal-4533	45	8	,	,	PUNCT
american_scientific_journal-4533	45	9	that	that	PRON
american_scientific_journal-4533	45	10	is	be	AUX
american_scientific_journal-4533	45	11	using	use	VERB
american_scientific_journal-4533	45	12	the	the	DET
american_scientific_journal-4533	45	13	underlying	underlie	VERB
american_scientific_journal-4533	45	14	features	feature	NOUN
american_scientific_journal-4533	45	15	(	(	PUNCT
american_scientific_journal-4533	45	16	such	such	ADJ
american_scientific_journal-4533	45	17	as	as	ADP
american_scientific_journal-4533	45	18	sift	sift	ADJ
american_scientific_journal-4533	45	19	,	,	PUNCT
american_scientific_journal-4533	45	20	surf	surf	NOUN
american_scientific_journal-4533	45	21	,	,	PUNCT
american_scientific_journal-4533	45	22	log	log	NOUN
american_scientific_journal-4533	45	23	and	and	CCONJ
american_scientific_journal-4533	45	24	dog	dog	NOUN
american_scientific_journal-4533	45	25	,	,	PUNCT
american_scientific_journal-4533	45	26	etc	etc	X
american_scientific_journal-4533	45	27	.	.	X
american_scientific_journal-4533	45	28	)	)	PUNCT
american_scientific_journal-4533	45	29	to	to	PART
american_scientific_journal-4533	45	30	extract	extract	VERB
american_scientific_journal-4533	45	31	local	local	ADJ
american_scientific_journal-4533	45	32	features	feature	NOUN
american_scientific_journal-4533	45	33	from	from	ADP
american_scientific_journal-4533	45	34	the	the	DET
american_scientific_journal-4533	45	35	image	image	NOUN
american_scientific_journal-4533	45	36	in	in	ADP
american_scientific_journal-4533	45	37	fixed	fix	VERB
american_scientific_journal-4533	45	38	steps	step	NOUN
american_scientific_journal-4533	45	39	and	and	CCONJ
american_scientific_journal-4533	45	40	scales	scale	NOUN
american_scientific_journal-4533	45	41	,	,	PUNCT
american_scientific_journal-4533	45	42	en	en	X
american_scientific_journal-4533	45	43	encode	encode	VERB
american_scientific_journal-4533	45	44	the	the	DET
american_scientific_journal-4533	45	45	local	local	ADJ
american_scientific_journal-4533	45	46	features	feature	NOUN
american_scientific_journal-4533	45	47	,	,	PUNCT
american_scientific_journal-4533	45	48	then	then	ADV
american_scientific_journal-4533	45	49	the	the	DET
american_scientific_journal-4533	45	50	image	image	NOUN
american_scientific_journal-4533	45	51	is	be	AUX
american_scientific_journal-4533	45	52	evenly	evenly	ADV
american_scientific_journal-4533	45	53	divided	divide	VERB
american_scientific_journal-4533	45	54	by	by	ADP
american_scientific_journal-4533	45	55	spatial	spatial	ADJ
american_scientific_journal-4533	45	56	pyramid	pyramid	NOUN
american_scientific_journal-4533	45	57	matching	matching	NOUN
american_scientific_journal-4533	45	58	,	,	PUNCT
american_scientific_journal-4533	45	59	and	and	CCONJ
american_scientific_journal-4533	45	60	then	then	ADV
american_scientific_journal-4533	45	61	using	use	VERB
american_scientific_journal-4533	45	62	classifier(such	classifier(such	PROPN
american_scientific_journal-4533	45	63	as	as	ADP
american_scientific_journal-4533	45	64	support	support	NOUN
american_scientific_journal-4533	45	65	vector	vector	NOUN
american_scientific_journal-4533	45	66	machine	machine	NOUN
american_scientific_journal-4533	45	67	,	,	PUNCT
american_scientific_journal-4533	45	68	k	k	X
american_scientific_journal-4533	45	69	-	-	PUNCT
american_scientific_journal-4533	45	70	nearest	near	ADJ
american_scientific_journal-4533	45	71	neighbor	neighbor	NOUN
american_scientific_journal-4533	45	72	,	,	PUNCT
american_scientific_journal-4533	45	73	neural	neural	ADJ
american_scientific_journal-4533	45	74	network	network	NOUN
american_scientific_journal-4533	45	75	and	and	CCONJ
american_scientific_journal-4533	45	76	random	random	ADJ
american_scientific_journal-4533	45	77	forest	forest	NOUN
american_scientific_journal-4533	45	78	)	)	PUNCT
american_scientific_journal-4533	45	79	to	to	PART
american_scientific_journal-4533	45	80	classify	classify	VERB
american_scientific_journal-4533	45	81	the	the	DET
american_scientific_journal-4533	45	82	feature	feature	NOUN
american_scientific_journal-4533	45	83	vector	vector	NOUN
american_scientific_journal-4533	45	84	.	.	PUNCT
american_scientific_journal-4533	46	1	another	another	DET
american_scientific_journal-4533	46	2	method	method	NOUN
american_scientific_journal-4533	46	3	is	be	AUX
american_scientific_journal-4533	46	4	based	base	VERB
american_scientific_journal-4533	46	5	on	on	ADP
american_scientific_journal-4533	46	6	deep	deep	ADJ
american_scientific_journal-4533	46	7	learning	learning	NOUN
american_scientific_journal-4533	46	8	models	model	NOUN
american_scientific_journal-4533	46	9	,	,	PUNCT
american_scientific_journal-4533	46	10	girshick.r	girshick.r	PRON
american_scientific_journal-4533	46	11	proposed	propose	VERB
american_scientific_journal-4533	46	12	the	the	DET
american_scientific_journal-4533	46	13	target	target	NOUN
american_scientific_journal-4533	46	14	detection	detection	NOUN
american_scientific_journal-4533	46	15	method	method	NOUN
american_scientific_journal-4533	46	16	r	r	NOUN
american_scientific_journal-4533	46	17	-	-	PUNCT
american_scientific_journal-4533	46	18	cnn	cnn	NOUN
american_scientific_journal-4533	46	19	[	[	X
american_scientific_journal-4533	46	20	10	10	NUM
american_scientific_journal-4533	46	21	]	]	PUNCT
american_scientific_journal-4533	46	22	in	in	ADP
american_scientific_journal-4533	46	23	2014	2014	NUM
american_scientific_journal-4533	46	24	and	and	CCONJ
american_scientific_journal-4533	46	25	proposed	propose	VERB
american_scientific_journal-4533	46	26	the	the	DET
american_scientific_journal-4533	46	27	improved	improved	ADJ
american_scientific_journal-4533	46	28	model	model	NOUN
american_scientific_journal-4533	46	29	fast	fast	NOUN
american_scientific_journal-4533	46	30	-	-	PUNCT
american_scientific_journal-4533	46	31	rcnn	rcnn	NOUN
american_scientific_journal-4533	47	1	[	[	X
american_scientific_journal-4533	47	2	11	11	NUM
american_scientific_journal-4533	47	3	]	]	PUNCT
american_scientific_journal-4533	47	4	in	in	ADP
american_scientific_journal-4533	47	5	2015	2015	NUM
american_scientific_journal-4533	47	6	.	.	PUNCT
american_scientific_journal-4533	48	1	both	both	DET
american_scientific_journal-4533	48	2	models	model	NOUN
american_scientific_journal-4533	48	3	are	be	AUX
american_scientific_journal-4533	48	4	better	well	ADJ
american_scientific_journal-4533	48	5	than	than	ADP
american_scientific_journal-4533	48	6	other	other	ADJ
american_scientific_journal-4533	48	7	network	network	NOUN
american_scientific_journal-4533	48	8	models	model	NOUN
american_scientific_journal-4533	48	9	in	in	ADP
american_scientific_journal-4533	48	10	the	the	DET
american_scientific_journal-4533	48	11	same	same	ADJ
american_scientific_journal-4533	48	12	period	period	NOUN
american_scientific_journal-4533	48	13	in	in	ADP
american_scientific_journal-4533	48	14	terms	term	NOUN
american_scientific_journal-4533	48	15	of	of	ADP
american_scientific_journal-4533	48	16	training	training	NOUN
american_scientific_journal-4533	48	17	speed	speed	NOUN
american_scientific_journal-4533	48	18	and	and	CCONJ
american_scientific_journal-4533	48	19	accuracy	accuracy	NOUN
american_scientific_journal-4533	48	20	.	.	PUNCT
american_scientific_journal-4533	49	1	shaoqing	shaoqe	VERB
american_scientific_journal-4533	49	2	.	.	PUNCT
american_scientific_journal-4533	50	1	r	r	NOUN
american_scientific_journal-4533	50	2	to	to	PART
american_scientific_journal-4533	50	3	further	far	ADV
american_scientific_journal-4533	50	4	reduce	reduce	VERB
american_scientific_journal-4533	50	5	network	network	NOUN
american_scientific_journal-4533	50	6	detection	detection	NOUN
american_scientific_journal-4533	50	7	time	time	NOUN
american_scientific_journal-4533	50	8	,	,	PUNCT
american_scientific_journal-4533	50	9	in	in	ADP
american_scientific_journal-4533	50	10	2016	2016	NUM
american_scientific_journal-4533	50	11	,	,	PUNCT
american_scientific_journal-4533	50	12	the	the	DET
american_scientific_journal-4533	50	13	regional	regional	ADJ
american_scientific_journal-4533	50	14	recommendation	recommendation	NOUN
american_scientific_journal-4533	50	15	network	network	NOUN
american_scientific_journal-4533	50	16	(	(	PUNCT
american_scientific_journal-4533	50	17	rpn	rpn	PROPN
american_scientific_journal-4533	50	18	)	)	PUNCT
american_scientific_journal-4533	50	19	was	be	AUX
american_scientific_journal-4533	50	20	proposed	propose	VERB
american_scientific_journal-4533	50	21	,	,	PUNCT
american_scientific_journal-4533	50	22	and	and	CCONJ
american_scientific_journal-4533	50	23	a	a	DET
american_scientific_journal-4533	50	24	new	new	ADJ
american_scientific_journal-4533	50	25	image	image	NOUN
american_scientific_journal-4533	50	26	recognition	recognition	NOUN
american_scientific_journal-4533	50	27	network	network	NOUN
american_scientific_journal-4533	50	28	,	,	PUNCT
american_scientific_journal-4533	50	29	faster	fast	ADJ
american_scientific_journal-4533	50	30	-	-	PUNCT
american_scientific_journal-4533	50	31	rcnn	rcnn	NOUN
american_scientific_journal-4533	50	32	[	[	X
american_scientific_journal-4533	50	33	12	12	NUM
american_scientific_journal-4533	50	34	]	]	PUNCT
american_scientific_journal-4533	50	35	,	,	PUNCT
american_scientific_journal-4533	50	36	was	be	AUX
american_scientific_journal-4533	50	37	built	build	VERB
american_scientific_journal-4533	50	38	based	base	VERB
american_scientific_journal-4533	50	39	on	on	ADP
american_scientific_journal-4533	50	40	fast	fast	ADJ
american_scientific_journal-4533	50	41	-	-	PUNCT
american_scientific_journal-4533	50	42	rcnn	rcnn	NOUN
american_scientific_journal-4533	50	43	.	.	PUNCT
american_scientific_journal-4533	51	1	its	its	PRON
american_scientific_journal-4533	51	2	core	core	ADJ
american_scientific_journal-4533	51	3	idea	idea	NOUN
american_scientific_journal-4533	51	4	is	be	AUX
american_scientific_journal-4533	51	5	to	to	PART
american_scientific_journal-4533	51	6	use	use	VERB
american_scientific_journal-4533	51	7	cnn	cnn	PROPN
american_scientific_journal-4533	51	8	to	to	PART
american_scientific_journal-4533	51	9	directly	directly	ADV
american_scientific_journal-4533	51	10	generate	generate	VERB
american_scientific_journal-4533	51	11	suggested	suggest	VERB
american_scientific_journal-4533	51	12	areas	area	NOUN
american_scientific_journal-4533	51	13	.	.	PUNCT
american_scientific_journal-4533	52	1	thus	thus	ADV
american_scientific_journal-4533	52	2	,	,	PUNCT
american_scientific_journal-4533	52	3	the	the	DET
american_scientific_journal-4533	52	4	convolution	convolution	NOUN
american_scientific_journal-4533	52	5	feature	feature	NOUN
american_scientific_journal-4533	52	6	of	of	ADP
american_scientific_journal-4533	52	7	the	the	DET
american_scientific_journal-4533	52	8	full	full	ADJ
american_scientific_journal-4533	52	9	image	image	NOUN
american_scientific_journal-4533	52	10	can	can	AUX
american_scientific_journal-4533	52	11	be	be	AUX
american_scientific_journal-4533	52	12	shared	share	VERB
american_scientific_journal-4533	52	13	with	with	ADP
american_scientific_journal-4533	52	14	the	the	DET
american_scientific_journal-4533	52	15	entire	entire	ADJ
american_scientific_journal-4533	52	16	detection	detection	NOUN
american_scientific_journal-4533	52	17	network	network	NOUN
american_scientific_journal-4533	52	18	.	.	PUNCT
american_scientific_journal-4533	53	1	it	it	PRON
american_scientific_journal-4533	53	2	’s	’s	AUX
american_scientific_journal-4533	53	3	shortened	shorten	VERB
american_scientific_journal-4533	53	4	the	the	DET
american_scientific_journal-4533	53	5	time	time	NOUN
american_scientific_journal-4533	53	6	of	of	ADP
american_scientific_journal-4533	53	7	target	target	NOUN
american_scientific_journal-4533	53	8	recognition	recognition	NOUN
american_scientific_journal-4533	53	9	greatly	greatly	ADV
american_scientific_journal-4533	53	10	.	.	PUNCT
american_scientific_journal-4533	54	1	for	for	ADP
american_scientific_journal-4533	54	2	the	the	DET
american_scientific_journal-4533	54	3	problems	problem	NOUN
american_scientific_journal-4533	54	4	in	in	ADP
american_scientific_journal-4533	54	5	the	the	DET
american_scientific_journal-4533	54	6	above	above	ADJ
american_scientific_journal-4533	54	7	colorization	colorization	NOUN
american_scientific_journal-4533	54	8	algorithm	algorithm	NOUN
american_scientific_journal-4533	54	9	,	,	PUNCT
american_scientific_journal-4533	54	10	our	our	PRON
american_scientific_journal-4533	54	11	proposes	propose	VERB
american_scientific_journal-4533	54	12	a	a	DET
american_scientific_journal-4533	54	13	lightweight	lightweight	ADJ
american_scientific_journal-4533	54	14	automatic	automatic	ADJ
american_scientific_journal-4533	54	15	image	image	NOUN
american_scientific_journal-4533	54	16	colorization	colorization	NOUN
american_scientific_journal-4533	54	17	model	model	NOUN
american_scientific_journal-4533	54	18	for	for	ADP
american_scientific_journal-4533	54	19	nir	nir	ADJ
american_scientific_journal-4533	54	20	images	image	NOUN
american_scientific_journal-4533	54	21	.	.	PUNCT
american_scientific_journal-4533	55	1	firstly	firstly	ADV
american_scientific_journal-4533	55	2	,	,	PUNCT
american_scientific_journal-4533	55	3	based	base	VERB
american_scientific_journal-4533	55	4	on	on	ADP
american_scientific_journal-4533	55	5	our	our	PRON
american_scientific_journal-4533	55	6	improved	improved	ADJ
american_scientific_journal-4533	55	7	lightweight	lightweight	NOUN
american_scientific_journal-4533	55	8	faster	fast	ADJ
american_scientific_journal-4533	55	9	-	-	PUNCT
american_scientific_journal-4533	55	10	rcnn	rcnn	NOUN
american_scientific_journal-4533	55	11	recognition	recognition	NOUN
american_scientific_journal-4533	55	12	network	network	NOUN
american_scientific_journal-4533	55	13	,	,	PUNCT
american_scientific_journal-4533	55	14	the	the	DET
american_scientific_journal-4533	55	15	scenes	scene	NOUN
american_scientific_journal-4533	55	16	in	in	ADP
american_scientific_journal-4533	55	17	the	the	DET
american_scientific_journal-4533	55	18	near	near	ADV
american_scientific_journal-4533	55	19	-	-	PUNCT
american_scientific_journal-4533	55	20	infrared	infrared	ADJ
american_scientific_journal-4533	55	21	image	image	NOUN
american_scientific_journal-4533	55	22	are	be	AUX
american_scientific_journal-4533	55	23	identified	identify	VERB
american_scientific_journal-4533	55	24	.	.	PUNCT
american_scientific_journal-4533	56	1	then	then	ADV
american_scientific_journal-4533	56	2	,	,	PUNCT
american_scientific_journal-4533	56	3	selecting	select	VERB
american_scientific_journal-4533	56	4	the	the	DET
american_scientific_journal-4533	56	5	image	image	NOUN
american_scientific_journal-4533	56	6	of	of	ADP
american_scientific_journal-4533	56	7	the	the	DET
american_scientific_journal-4533	56	8	scene	scene	NOUN
american_scientific_journal-4533	56	9	class	class	NOUN
american_scientific_journal-4533	56	10	similar	similar	ADJ
american_scientific_journal-4533	56	11	to	to	ADP
american_scientific_journal-4533	56	12	the	the	DET
american_scientific_journal-4533	56	13	nir	nir	ADJ
american_scientific_journal-4533	56	14	image	image	NOUN
american_scientific_journal-4533	56	15	from	from	ADP
american_scientific_journal-4533	56	16	the	the	DET
american_scientific_journal-4533	56	17	imagenet	imagenet	NOUN
american_scientific_journal-4533	56	18	image	image	NOUN
american_scientific_journal-4533	56	19	library	library	NOUN
american_scientific_journal-4533	56	20	as	as	ADP
american_scientific_journal-4533	56	21	the	the	DET
american_scientific_journal-4533	56	22	training	training	NOUN
american_scientific_journal-4533	56	23	set	set	VERB
american_scientific_journal-4533	56	24	to	to	ADP
american_scientific_journal-4533	56	25	training	train	VERB
american_scientific_journal-4533	56	26	the	the	DET
american_scientific_journal-4533	56	27	coloization	coloization	NOUN
american_scientific_journal-4533	56	28	network	network	NOUN
american_scientific_journal-4533	56	29	,	,	PUNCT
american_scientific_journal-4533	56	30	finally	finally	ADV
american_scientific_journal-4533	56	31	,	,	PUNCT
american_scientific_journal-4533	56	32	the	the	DET
american_scientific_journal-4533	56	33	nir	nir	ADJ
american_scientific_journal-4533	56	34	image	image	NOUN
american_scientific_journal-4533	56	35	was	be	AUX
american_scientific_journal-4533	56	36	input	input	NOUN
american_scientific_journal-4533	56	37	as	as	SCONJ
american_scientific_journal-4533	56	38	the	the	DET
american_scientific_journal-4533	56	39	test	test	NOUN
american_scientific_journal-4533	56	40	set	set	VERB
american_scientific_journal-4533	56	41	input	input	NOUN
american_scientific_journal-4533	56	42	into	into	ADP
american_scientific_journal-4533	56	43	the	the	DET
american_scientific_journal-4533	56	44	colorization	colorization	NOUN
american_scientific_journal-4533	56	45	network	network	NOUN
american_scientific_journal-4533	56	46	to	to	PART
american_scientific_journal-4533	56	47	finish	finish	VERB
american_scientific_journal-4533	56	48	the	the	DET
american_scientific_journal-4533	56	49	colorization	colorization	NOUN
american_scientific_journal-4533	56	50	of	of	ADP
american_scientific_journal-4533	56	51	the	the	DET
american_scientific_journal-4533	56	52	near	near	ADV
american_scientific_journal-4533	56	53	-	-	PUNCT
american_scientific_journal-4533	56	54	infrared	infrared	ADJ
american_scientific_journal-4533	56	55	image	image	NOUN
american_scientific_journal-4533	56	56	.	.	PUNCT
american_scientific_journal-4533	57	1	......	......	PUNCT
american_scientific_journal-4533	57	2	image	image	NOUN
american_scientific_journal-4533	57	3	recognition	recognition	NOUN
american_scientific_journal-4533	57	4	network	network	NOUN
american_scientific_journal-4533	57	5	designed	design	VERB
american_scientific_journal-4533	57	6	in	in	ADP
american_scientific_journal-4533	57	7	this	this	DET
american_scientific_journal-4533	57	8	paper	paper	NOUN
american_scientific_journal-4533	57	9	cnn	cnn	PROPN
american_scientific_journal-4533	57	10	colorization	colorization	NOUN
american_scientific_journal-4533	57	11	network	network	NOUN
american_scientific_journal-4533	57	12	with	with	ADP
american_scientific_journal-4533	57	13	fusion	fusion	NOUN
american_scientific_journal-4533	57	14	layer	layer	NOUN
american_scientific_journal-4533	57	15	training	training	NOUN
american_scientific_journal-4533	57	16	test	test	NOUN
american_scientific_journal-4533	57	17	figure	figure	NOUN
american_scientific_journal-4533	57	18	1	1	NUM
american_scientific_journal-4533	57	19	:	:	PUNCT
american_scientific_journal-4533	57	20	system	system	NOUN
american_scientific_journal-4533	57	21	framework	framework	NOUN
american_scientific_journal-4533	57	22	in	in	ADP
american_scientific_journal-4533	57	23	our	our	PRON
american_scientific_journal-4533	57	24	paper	paper	NOUN
american_scientific_journal-4533	57	25	2	2	NUM
american_scientific_journal-4533	57	26	.	.	PUNCT
american_scientific_journal-4533	58	1	lightweight	lightweight	ADJ
american_scientific_journal-4533	58	2	faster	fast	ADJ
american_scientific_journal-4533	58	3	-	-	PUNCT
american_scientific_journal-4533	58	4	rcnn	rcnn	NOUN
american_scientific_journal-4533	58	5	identification	identification	NOUN
american_scientific_journal-4533	58	6	network	network	NOUN
american_scientific_journal-4533	58	7	since	since	SCONJ
american_scientific_journal-4533	58	8	the	the	DET
american_scientific_journal-4533	58	9	traditional	traditional	ADJ
american_scientific_journal-4533	58	10	deep	deep	ADJ
american_scientific_journal-4533	58	11	learning	learning	NOUN
american_scientific_journal-4533	58	12	model	model	NOUN
american_scientific_journal-4533	58	13	is	be	AUX
american_scientific_journal-4533	58	14	used	use	VERB
american_scientific_journal-4533	58	15	to	to	PART
american_scientific_journal-4533	58	16	color	color	VERB
american_scientific_journal-4533	58	17	the	the	DET
american_scientific_journal-4533	58	18	image	image	NOUN
american_scientific_journal-4533	58	19	,	,	PUNCT
american_scientific_journal-4533	58	20	it	it	PRON
american_scientific_journal-4533	58	21	is	be	AUX
american_scientific_journal-4533	58	22	necessary	necessary	ADJ
american_scientific_journal-4533	58	23	to	to	PART
american_scientific_journal-4533	58	24	select	select	VERB
american_scientific_journal-4533	58	25	a	a	DET
american_scientific_journal-4533	58	26	million	million	NUM
american_scientific_journal-4533	58	27	-	-	PUNCT
american_scientific_journal-4533	58	28	level	level	NOUN
american_scientific_journal-4533	58	29	image	image	NOUN
american_scientific_journal-4533	58	30	library	library	NOUN
american_scientific_journal-4533	58	31	as	as	ADP
american_scientific_journal-4533	58	32	the	the	DET
american_scientific_journal-4533	58	33	training	training	NOUN
american_scientific_journal-4533	58	34	set	set	NOUN
american_scientific_journal-4533	58	35	of	of	ADP
american_scientific_journal-4533	58	36	the	the	DET
american_scientific_journal-4533	58	37	network	network	NOUN
american_scientific_journal-4533	58	38	to	to	PART
american_scientific_journal-4533	58	39	achieve	achieve	VERB
american_scientific_journal-4533	58	40	good	good	ADJ
american_scientific_journal-4533	58	41	colorization	colorization	NOUN
american_scientific_journal-4533	58	42	effect	effect	NOUN
american_scientific_journal-4533	58	43	.	.	PUNCT
american_scientific_journal-4533	59	1	but	but	CCONJ
american_scientific_journal-4533	59	2	training	train	VERB
american_scientific_journal-4533	59	3	such	such	DET
american_scientific_journal-4533	59	4	a	a	DET
american_scientific_journal-4533	59	5	large	large	ADJ
american_scientific_journal-4533	59	6	image	image	NOUN
american_scientific_journal-4533	59	7	library	library	NOUN
american_scientific_journal-4533	59	8	often	often	ADV
american_scientific_journal-4533	59	9	takes	take	VERB
american_scientific_journal-4533	59	10	several	several	ADJ
american_scientific_journal-4533	59	11	weeks	week	NOUN
american_scientific_journal-4533	59	12	.	.	PUNCT
american_scientific_journal-4533	60	1	therefore	therefore	ADV
american_scientific_journal-4533	60	2	,	,	PUNCT
american_scientific_journal-4533	60	3	firstly	firstly	ADV
american_scientific_journal-4533	60	4	we	we	PRON
american_scientific_journal-4533	60	5	use	use	VERB
american_scientific_journal-4533	60	6	the	the	DET
american_scientific_journal-4533	60	7	image	image	NOUN
american_scientific_journal-4533	60	8	recognition	recognition	NOUN
american_scientific_journal-4533	60	9	model	model	NOUN
american_scientific_journal-4533	60	10	to	to	ADP
american_scientific_journal-4533	60	11	american	american	ADJ
american_scientific_journal-4533	60	12	scientific	scientific	ADJ
american_scientific_journal-4533	60	13	research	research	NOUN
american_scientific_journal-4533	60	14	journal	journal	NOUN
american_scientific_journal-4533	60	15	for	for	ADP
american_scientific_journal-4533	60	16	engineering	engineering	NOUN
american_scientific_journal-4533	60	17	,	,	PUNCT
american_scientific_journal-4533	60	18	technology	technology	NOUN
american_scientific_journal-4533	60	19	,	,	PUNCT
american_scientific_journal-4533	60	20	and	and	CCONJ
american_scientific_journal-4533	60	21	sciences	science	NOUN
american_scientific_journal-4533	60	22	(	(	PUNCT
american_scientific_journal-4533	60	23	asrjets	asrjet	NOUN
american_scientific_journal-4533	60	24	)	)	PUNCT
american_scientific_journal-4533	60	25	(	(	PUNCT
american_scientific_journal-4533	60	26	2018	2018	NUM
american_scientific_journal-4533	60	27	)	)	PUNCT
american_scientific_journal-4533	60	28	volume	volume	NOUN
american_scientific_journal-4533	60	29	49	49	NUM
american_scientific_journal-4533	60	30	,	,	PUNCT
american_scientific_journal-4533	60	31	no	no	DET
american_scientific_journal-4533	60	32	1	1	NUM
american_scientific_journal-4533	60	33	,	,	PUNCT
american_scientific_journal-4533	60	34	pp	pp	ADV
american_scientific_journal-4533	60	35	118	118	NUM
american_scientific_journal-4533	60	36	-	-	SYM
american_scientific_journal-4533	60	37	130	130	NUM
american_scientific_journal-4533	60	38	121	121	NUM
american_scientific_journal-4533	60	39	identify	identify	VERB
american_scientific_journal-4533	60	40	the	the	DET
american_scientific_journal-4533	60	41	targets	target	NOUN
american_scientific_journal-4533	60	42	in	in	ADP
american_scientific_journal-4533	60	43	the	the	DET
american_scientific_journal-4533	60	44	near	near	ADV
american_scientific_journal-4533	60	45	-	-	PUNCT
american_scientific_journal-4533	60	46	infrared	infrared	ADJ
american_scientific_journal-4533	60	47	image	image	NOUN
american_scientific_journal-4533	60	48	,	,	PUNCT
american_scientific_journal-4533	60	49	then	then	ADV
american_scientific_journal-4533	60	50	select	select	VERB
american_scientific_journal-4533	60	51	500	500	NUM
american_scientific_journal-4533	60	52	-	-	SYM
american_scientific_journal-4533	60	53	1000	1000	NUM
american_scientific_journal-4533	60	54	infrared	infrare	VERB
american_scientific_journal-4533	60	55	images	image	NOUN
american_scientific_journal-4533	60	56	with	with	ADP
american_scientific_journal-4533	60	57	similar	similar	ADJ
american_scientific_journal-4533	60	58	targets	target	NOUN
american_scientific_journal-4533	60	59	,	,	PUNCT
american_scientific_journal-4533	60	60	those	those	DET
american_scientific_journal-4533	60	61	image	image	NOUN
american_scientific_journal-4533	60	62	that	that	SCONJ
american_scientific_journal-4533	60	63	from	from	ADP
american_scientific_journal-4533	60	64	the	the	DET
american_scientific_journal-4533	60	65	imagenet	imagenet	NOUN
american_scientific_journal-4533	60	66	image	image	NOUN
american_scientific_journal-4533	60	67	library	library	NOUN
american_scientific_journal-4533	60	68	as	as	ADP
american_scientific_journal-4533	60	69	the	the	DET
american_scientific_journal-4533	60	70	training	training	NOUN
american_scientific_journal-4533	60	71	set	set	NOUN
american_scientific_journal-4533	60	72	of	of	ADP
american_scientific_journal-4533	60	73	the	the	DET
american_scientific_journal-4533	60	74	subsequent	subsequent	ADJ
american_scientific_journal-4533	60	75	colorized	colorize	VERB
american_scientific_journal-4533	60	76	network	network	NOUN
american_scientific_journal-4533	60	77	model	model	NOUN
american_scientific_journal-4533	60	78	.	.	PUNCT
american_scientific_journal-4533	61	1	this	this	DET
american_scientific_journal-4533	61	2	method	method	NOUN
american_scientific_journal-4533	61	3	not	not	PART
american_scientific_journal-4533	61	4	only	only	ADV
american_scientific_journal-4533	61	5	ensures	ensure	VERB
american_scientific_journal-4533	61	6	the	the	DET
american_scientific_journal-4533	61	7	quality	quality	NOUN
american_scientific_journal-4533	61	8	of	of	ADP
american_scientific_journal-4533	61	9	the	the	DET
american_scientific_journal-4533	61	10	color	color	NOUN
american_scientific_journal-4533	61	11	image	image	NOUN
american_scientific_journal-4533	61	12	,	,	PUNCT
american_scientific_journal-4533	61	13	but	but	CCONJ
american_scientific_journal-4533	61	14	also	also	ADV
american_scientific_journal-4533	61	15	shortens	shorten	VERB
american_scientific_journal-4533	61	16	the	the	DET
american_scientific_journal-4533	61	17	training	training	NOUN
american_scientific_journal-4533	61	18	time	time	NOUN
american_scientific_journal-4533	61	19	of	of	ADP
american_scientific_journal-4533	61	20	the	the	DET
american_scientific_journal-4533	61	21	color	color	NOUN
american_scientific_journal-4533	61	22	network	network	NOUN
american_scientific_journal-4533	61	23	.	.	PUNCT
american_scientific_journal-4533	62	1	the	the	DET
american_scientific_journal-4533	62	2	difference	difference	NOUN
american_scientific_journal-4533	62	3	of	of	ADP
american_scientific_journal-4533	62	4	the	the	DET
american_scientific_journal-4533	62	5	recognition	recognition	NOUN
american_scientific_journal-4533	62	6	network	network	NOUN
american_scientific_journal-4533	62	7	we	we	PRON
american_scientific_journal-4533	62	8	designed	design	VERB
american_scientific_journal-4533	62	9	with	with	ADP
american_scientific_journal-4533	62	10	the	the	DET
american_scientific_journal-4533	62	11	faster	fast	ADJ
american_scientific_journal-4533	62	12	-	-	PUNCT
american_scientific_journal-4533	62	13	rcnn	rcnn	NOUN
american_scientific_journal-4533	62	14	is	be	AUX
american_scientific_journal-4533	62	15	that	that	SCONJ
american_scientific_journal-4533	62	16	we	we	PRON
american_scientific_journal-4533	62	17	have	have	AUX
american_scientific_journal-4533	62	18	deleted	delete	VERB
american_scientific_journal-4533	62	19	3	3	NUM
american_scientific_journal-4533	62	20	convolution	convolution	NOUN
american_scientific_journal-4533	62	21	layers	layer	NOUN
american_scientific_journal-4533	62	22	in	in	ADP
american_scientific_journal-4533	62	23	our	our	PRON
american_scientific_journal-4533	62	24	network	network	NOUN
american_scientific_journal-4533	62	25	model	model	NOUN
american_scientific_journal-4533	62	26	.	.	PUNCT
american_scientific_journal-4533	63	1	the	the	DET
american_scientific_journal-4533	63	2	reason	reason	NOUN
american_scientific_journal-4533	63	3	of	of	ADP
american_scientific_journal-4533	63	4	the	the	DET
american_scientific_journal-4533	63	5	cut	cut	NOUN
american_scientific_journal-4533	63	6	the	the	DET
american_scientific_journal-4533	63	7	convolution	convolution	NOUN
american_scientific_journal-4533	63	8	layer	layer	NOUN
american_scientific_journal-4533	63	9	is	be	AUX
american_scientific_journal-4533	63	10	that	that	SCONJ
american_scientific_journal-4533	63	11	the	the	DET
american_scientific_journal-4533	63	12	deep	deep	ADJ
american_scientific_journal-4533	63	13	layer	layer	NOUN
american_scientific_journal-4533	63	14	network	network	NOUN
american_scientific_journal-4533	63	15	delete	delete	ADJ
american_scientific_journal-4533	63	16	part	part	NOUN
american_scientific_journal-4533	63	17	of	of	ADP
american_scientific_journal-4533	63	18	layer	layer	NOUN
american_scientific_journal-4533	63	19	has	have	VERB
american_scientific_journal-4533	63	20	little	little	ADJ
american_scientific_journal-4533	63	21	effect	effect	NOUN
american_scientific_journal-4533	63	22	on	on	ADP
american_scientific_journal-4533	63	23	the	the	DET
american_scientific_journal-4533	63	24	recognition	recognition	NOUN
american_scientific_journal-4533	63	25	accuracy	accuracy	NOUN
american_scientific_journal-4533	63	26	,	,	PUNCT
american_scientific_journal-4533	63	27	and	and	CCONJ
american_scientific_journal-4533	63	28	reduce	reduce	VERB
american_scientific_journal-4533	63	29	the	the	DET
american_scientific_journal-4533	63	30	memory	memory	NOUN
american_scientific_journal-4533	63	31	requirements	requirement	NOUN
american_scientific_journal-4533	63	32	of	of	ADP
american_scientific_journal-4533	63	33	the	the	DET
american_scientific_journal-4533	63	34	device	device	NOUN
american_scientific_journal-4533	63	35	and	and	CCONJ
american_scientific_journal-4533	63	36	speed	speed	VERB
american_scientific_journal-4533	63	37	up	up	ADP
american_scientific_journal-4533	63	38	the	the	DET
american_scientific_journal-4533	63	39	operation	operation	NOUN
american_scientific_journal-4533	63	40	.	.	PUNCT
american_scientific_journal-4533	64	1	the	the	DET
american_scientific_journal-4533	64	2	remaining	remain	VERB
american_scientific_journal-4533	64	3	three	three	NUM
american_scientific_journal-4533	64	4	convolutional	convolutional	ADJ
american_scientific_journal-4533	64	5	parameters	parameter	NOUN
american_scientific_journal-4533	64	6	are	be	AUX
american_scientific_journal-4533	64	7	32@3	32@3	NOUN
american_scientific_journal-4533	64	8	*	*	SYM
american_scientific_journal-4533	64	9	3	3	NUM
american_scientific_journal-4533	64	10	,	,	PUNCT
american_scientific_journal-4533	64	11	64@2	64@2	NOUN
american_scientific_journal-4533	64	12	*	*	SYM
american_scientific_journal-4533	64	13	2	2	NUM
american_scientific_journal-4533	64	14	,	,	PUNCT
american_scientific_journal-4533	64	15	and	and	CCONJ
american_scientific_journal-4533	64	16	64@2	64@2	NOUN
american_scientific_journal-4533	64	17	*	*	SYM
american_scientific_journal-4533	64	18	2	2	NUM
american_scientific_journal-4533	64	19	.	.	PUNCT
american_scientific_journal-4533	64	20	padding	padding	NOUN
american_scientific_journal-4533	64	21	equal	equal	ADJ
american_scientific_journal-4533	64	22	to	to	ADP
american_scientific_journal-4533	64	23	1	1	NUM
american_scientific_journal-4533	64	24	,	,	PUNCT
american_scientific_journal-4533	64	25	the	the	DET
american_scientific_journal-4533	64	26	pooling	pool	VERB
american_scientific_journal-4533	64	27	layer	layer	NOUN
american_scientific_journal-4533	64	28	uses	use	VERB
american_scientific_journal-4533	64	29	a	a	DET
american_scientific_journal-4533	64	30	maximum	maximum	ADJ
american_scientific_journal-4533	64	31	pooling	pooling	NOUN
american_scientific_journal-4533	64	32	method	method	NOUN
american_scientific_journal-4533	64	33	with	with	ADP
american_scientific_journal-4533	64	34	a	a	DET
american_scientific_journal-4533	64	35	size	size	NOUN
american_scientific_journal-4533	64	36	of	of	ADP
american_scientific_journal-4533	64	37	2	2	NUM
american_scientific_journal-4533	64	38	*	*	SYM
american_scientific_journal-4533	64	39	2	2	NUM
american_scientific_journal-4533	64	40	and	and	CCONJ
american_scientific_journal-4533	64	41	a	a	DET
american_scientific_journal-4533	64	42	padding	padding	NOUN
american_scientific_journal-4533	64	43	is	be	AUX
american_scientific_journal-4533	64	44	2	2	NUM
american_scientific_journal-4533	64	45	.	.	PUNCT
american_scientific_journal-4533	65	1	the	the	DET
american_scientific_journal-4533	65	2	number	number	NOUN
american_scientific_journal-4533	65	3	of	of	ADP
american_scientific_journal-4533	65	4	nodes	node	NOUN
american_scientific_journal-4533	65	5	in	in	ADP
american_scientific_journal-4533	65	6	the	the	DET
american_scientific_journal-4533	65	7	three	three	NUM
american_scientific_journal-4533	65	8	fully	fully	ADV
american_scientific_journal-4533	65	9	connected	connected	ADJ
american_scientific_journal-4533	65	10	layers	layer	NOUN
american_scientific_journal-4533	65	11	is	be	AUX
american_scientific_journal-4533	65	12	set	set	VERB
american_scientific_journal-4533	65	13	to	to	ADP
american_scientific_journal-4533	65	14	512	512	NUM
american_scientific_journal-4533	65	15	,	,	PUNCT
american_scientific_journal-4533	65	16	256	256	NUM
american_scientific_journal-4533	65	17	,	,	PUNCT
american_scientific_journal-4533	65	18	and	and	CCONJ
american_scientific_journal-4533	65	19	128	128	NUM
american_scientific_journal-4533	65	20	,	,	PUNCT
american_scientific_journal-4533	65	21	respectively	respectively	ADV
american_scientific_journal-4533	65	22	.	.	PUNCT
american_scientific_journal-4533	66	1	finally	finally	ADV
american_scientific_journal-4533	66	2	,	,	PUNCT
american_scientific_journal-4533	66	3	the	the	DET
american_scientific_journal-4533	66	4	softmax	softmax	NOUN
american_scientific_journal-4533	66	5	layer	layer	NOUN
american_scientific_journal-4533	66	6	is	be	AUX
american_scientific_journal-4533	66	7	used	use	VERB
american_scientific_journal-4533	66	8	as	as	ADP
american_scientific_journal-4533	66	9	the	the	DET
american_scientific_journal-4533	66	10	output	output	NOUN
american_scientific_journal-4533	66	11	layer	layer	NOUN
american_scientific_journal-4533	66	12	of	of	ADP
american_scientific_journal-4533	66	13	the	the	DET
american_scientific_journal-4533	66	14	network	network	NOUN
american_scientific_journal-4533	66	15	.	.	PUNCT
american_scientific_journal-4533	67	1	its	its	PRON
american_scientific_journal-4533	67	2	model	model	NOUN
american_scientific_journal-4533	67	3	structure	structure	NOUN
american_scientific_journal-4533	67	4	is	be	AUX
american_scientific_journal-4533	67	5	shown	show	VERB
american_scientific_journal-4533	67	6	in	in	ADP
american_scientific_journal-4533	67	7	figure	figure	NOUN
american_scientific_journal-4533	67	8	2	2	NUM
american_scientific_journal-4533	67	9	.	.	PUNCT
american_scientific_journal-4533	68	1	the	the	DET
american_scientific_journal-4533	68	2	learning	learning	NOUN
american_scientific_journal-4533	68	3	rate	rate	NOUN
american_scientific_journal-4533	68	4	of	of	ADP
american_scientific_journal-4533	68	5	the	the	DET
american_scientific_journal-4533	68	6	entire	entire	ADJ
american_scientific_journal-4533	68	7	network	network	NOUN
american_scientific_journal-4533	68	8	is	be	AUX
american_scientific_journal-4533	68	9	initialized	initialize	VERB
american_scientific_journal-4533	68	10	to	to	ADP
american_scientific_journal-4533	68	11	0.001	0.001	NUM
american_scientific_journal-4533	68	12	,	,	PUNCT
american_scientific_journal-4533	68	13	using	use	VERB
american_scientific_journal-4533	68	14	exponential	exponential	ADJ
american_scientific_journal-4533	68	15	decay	decay	NOUN
american_scientific_journal-4533	68	16	,	,	PUNCT
american_scientific_journal-4533	68	17	the	the	DET
american_scientific_journal-4533	68	18	attenuation	attenuation	NOUN
american_scientific_journal-4533	68	19	factor	factor	NOUN
american_scientific_journal-4533	68	20	is	be	AUX
american_scientific_journal-4533	68	21	0.1	0.1	NUM
american_scientific_journal-4533	68	22	,	,	PUNCT
american_scientific_journal-4533	68	23	the	the	DET
american_scientific_journal-4533	68	24	weight	weight	NOUN
american_scientific_journal-4533	68	25	attenuation	attenuation	NOUN
american_scientific_journal-4533	68	26	factor	factor	NOUN
american_scientific_journal-4533	68	27	is	be	AUX
american_scientific_journal-4533	68	28	0	0	NUM
american_scientific_journal-4533	68	29	.	.	NOUN
american_scientific_journal-4533	68	30	98	98	NUM
american_scientific_journal-4533	68	31	,	,	PUNCT
american_scientific_journal-4533	68	32	when	when	SCONJ
american_scientific_journal-4533	68	33	training	training	NOUN
american_scientific_journal-4533	68	34	network	network	NOUN
american_scientific_journal-4533	68	35	,	,	PUNCT
american_scientific_journal-4533	68	36	the	the	DET
american_scientific_journal-4533	68	37	dropout	dropout	NOUN
american_scientific_journal-4533	68	38	parameter	parameter	NOUN
american_scientific_journal-4533	68	39	is	be	AUX
american_scientific_journal-4533	68	40	set	set	VERB
american_scientific_journal-4533	68	41	to	to	ADP
american_scientific_journal-4533	68	42	0.5	0.5	NUM
american_scientific_journal-4533	68	43	when	when	SCONJ
american_scientific_journal-4533	68	44	test	test	NOUN
american_scientific_journal-4533	68	45	network	network	NOUN
american_scientific_journal-4533	68	46	,	,	PUNCT
american_scientific_journal-4533	68	47	the	the	DET
american_scientific_journal-4533	68	48	dropout	dropout	NOUN
american_scientific_journal-4533	68	49	parameter	parameter	NOUN
american_scientific_journal-4533	68	50	is	be	AUX
american_scientific_journal-4533	68	51	set	set	VERB
american_scientific_journal-4533	68	52	to	to	ADP
american_scientific_journal-4533	68	53	0.5.using	0.5.use	VERB
american_scientific_journal-4533	68	54	adam	adam	PROPN
american_scientific_journal-4533	68	55	optimization	optimization	NOUN
american_scientific_journal-4533	68	56	algorithm	algorithm	NOUN
american_scientific_journal-4533	68	57	.	.	PUNCT
american_scientific_journal-4533	69	1	the	the	DET
american_scientific_journal-4533	69	2	specific	specific	ADJ
american_scientific_journal-4533	69	3	test	test	NOUN
american_scientific_journal-4533	69	4	process	process	NOUN
american_scientific_journal-4533	69	5	is	be	AUX
american_scientific_journal-4533	69	6	as	as	SCONJ
american_scientific_journal-4533	69	7	follows	follow	VERB
american_scientific_journal-4533	69	8	：	：	PUNCT
american_scientific_journal-4533	69	9	softmax	softmax	NOUN
american_scientific_journal-4533	69	10	layer	layer	NOUN
american_scientific_journal-4533	69	11	fully	fully	ADV
american_scientific_journal-4533	69	12	connected	connect	VERB
american_scientific_journal-4533	69	13	layer	layer	NOUN
american_scientific_journal-4533	69	14	fully	fully	ADV
american_scientific_journal-4533	69	15	connected	connect	VERB
american_scientific_journal-4533	69	16	layer	layer	NOUN
american_scientific_journal-4533	69	17	fully	fully	ADV
american_scientific_journal-4533	69	18	connected	connect	VERB
american_scientific_journal-4533	69	19	layer	layer	NOUN
american_scientific_journal-4533	69	20	pooling	pool	VERB
american_scientific_journal-4533	69	21	layer	layer	NOUN
american_scientific_journal-4533	69	22	2	2	NUM
american_scientific_journal-4533	69	23	*	*	SYM
american_scientific_journal-4533	69	24	2	2	NUM
american_scientific_journal-4533	69	25	padding=2	padding=2	PRON
american_scientific_journal-4533	69	26	convolution	convolution	NOUN
american_scientific_journal-4533	69	27	layer512@3	layer512@3	PROPN
american_scientific_journal-4533	69	28	*	*	SYM
american_scientific_journal-4533	69	29	3	3	NUM
american_scientific_journal-4533	69	30	padding=1	padding=1	NOUN
american_scientific_journal-4533	69	31	pooling	pooling	NOUN
american_scientific_journal-4533	69	32	layer	layer	NOUN
american_scientific_journal-4533	69	33	2	2	NUM
american_scientific_journal-4533	69	34	*	*	SYM
american_scientific_journal-4533	69	35	2	2	NUM
american_scientific_journal-4533	69	36	padding=2	padding=2	PRON
american_scientific_journal-4533	69	37	convolution	convolution	NOUN
american_scientific_journal-4533	69	38	layer512@3	layer512@3	PROPN
american_scientific_journal-4533	69	39	*	*	SYM
american_scientific_journal-4533	69	40	3	3	NUM
american_scientific_journal-4533	69	41	padding=1	padding=1	PROPN
american_scientific_journal-4533	69	42	convolution	convolution	NOUN
american_scientific_journal-4533	69	43	layer512@3	layer512@3	PROPN
american_scientific_journal-4533	69	44	*	*	SYM
american_scientific_journal-4533	69	45	3	3	NUM
american_scientific_journal-4533	69	46	padding=1	padding=1	NOUN
american_scientific_journal-4533	69	47	pooling	pooling	NOUN
american_scientific_journal-4533	69	48	layer	layer	NOUN
american_scientific_journal-4533	69	49	2	2	NUM
american_scientific_journal-4533	69	50	*	*	SYM
american_scientific_journal-4533	69	51	2	2	NUM
american_scientific_journal-4533	69	52	padding=	padding=	NUM
american_scientific_journal-4533	69	53	2	2	NUM
american_scientific_journal-4533	69	54	convolution	convolution	NOUN
american_scientific_journal-4533	69	55	layer256@3	layer256@3	NOUN
american_scientific_journal-4533	69	56	*	*	SYM
american_scientific_journal-4533	69	57	3	3	NUM
american_scientific_journal-4533	69	58	padding=1	padding=1	PROPN
american_scientific_journal-4533	69	59	convolution	convolution	NOUN
american_scientific_journal-4533	69	60	layer256@3	layer256@3	PROPN
american_scientific_journal-4533	69	61	*	*	PROPN
american_scientific_journal-4533	69	62	3	3	NUM
american_scientific_journal-4533	69	63	padding=1	padding=1	NOUN
american_scientific_journal-4533	69	64	pooling	pool	VERB
american_scientific_journal-4533	69	65	layer	layer	NOUN
american_scientific_journal-4533	69	66	2	2	NUM
american_scientific_journal-4533	69	67	*	*	SYM
american_scientific_journal-4533	69	68	2	2	NUM
american_scientific_journal-4533	69	69	padding=2	padding=2	PRON
american_scientific_journal-4533	69	70	convolution	convolution	NOUN
american_scientific_journal-4533	69	71	layer128@3	layer128@3	PROPN
american_scientific_journal-4533	69	72	*	*	PROPN
american_scientific_journal-4533	69	73	3	3	NUM
american_scientific_journal-4533	69	74	padding=1	padding=1	PROPN
american_scientific_journal-4533	69	75	convolution	convolution	NOUN
american_scientific_journal-4533	69	76	layer128@3	layer128@3	PROPN
american_scientific_journal-4533	69	77	*	*	PROPN
american_scientific_journal-4533	69	78	3	3	NUM
american_scientific_journal-4533	69	79	padding=1	padding=1	NOUN
american_scientific_journal-4533	69	80	pooling	pooling	NOUN
american_scientific_journal-4533	69	81	layer	layer	NOUN
american_scientific_journal-4533	69	82	2	2	NUM
american_scientific_journal-4533	69	83	*	*	SYM
american_scientific_journal-4533	69	84	2	2	NUM
american_scientific_journal-4533	69	85	padding=2	padding=2	PRON
american_scientific_journal-4533	69	86	convolution	convolution	NOUN
american_scientific_journal-4533	69	87	layer64@3	layer64@3	PROPN
american_scientific_journal-4533	69	88	*	*	SYM
american_scientific_journal-4533	69	89	3	3	NUM
american_scientific_journal-4533	69	90	padding	padding	NOUN
american_scientific_journal-4533	69	91	=	=	SYM
american_scientific_journal-4533	69	92	1	1	NUM
american_scientific_journal-4533	69	93	convolution	convolution	NOUN
american_scientific_journal-4533	69	94	layer512@3	layer512@3	NOUN
american_scientific_journal-4533	69	95	*	*	SYM
american_scientific_journal-4533	69	96	3	3	NUM
american_scientific_journal-4533	69	97	padding=1	padding=1	PROPN
american_scientific_journal-4533	69	98	figure	figure	NOUN
american_scientific_journal-4533	69	99	2	2	NUM
american_scientific_journal-4533	69	100	:	:	PUNCT
american_scientific_journal-4533	69	101	image	image	NOUN
american_scientific_journal-4533	69	102	identification	identification	NOUN
american_scientific_journal-4533	69	103	network	network	NOUN
american_scientific_journal-4533	69	104	architecture	architecture	NOUN
american_scientific_journal-4533	69	105	step1	step1	PROPN
american_scientific_journal-4533	69	106	.	.	PUNCT
american_scientific_journal-4533	70	1	input	input	VERB
american_scientific_journal-4533	70	2	the	the	DET
american_scientific_journal-4533	70	3	nir	nir	ADJ
american_scientific_journal-4533	70	4	image	image	NOUN
american_scientific_journal-4533	70	5	to	to	ADP
american_scientific_journal-4533	70	6	vgg-16	vgg-16	NOUN
american_scientific_journal-4533	70	7	;	;	PUNCT
american_scientific_journal-4533	70	8	step2	step2	PROPN
american_scientific_journal-4533	70	9	.	.	PROPN
american_scientific_journal-4533	71	1	nir	nir	ADJ
american_scientific_journal-4533	71	2	image	image	NOUN
american_scientific_journal-4533	71	3	is	be	AUX
american_scientific_journal-4533	71	4	forwarded	forward	VERB
american_scientific_journal-4533	71	5	through	through	ADP
american_scientific_journal-4533	71	6	cnn	cnn	PROPN
american_scientific_journal-4533	71	7	to	to	ADP
american_scientific_journal-4533	71	8	the	the	DET
american_scientific_journal-4533	71	9	last	last	ADJ
american_scientific_journal-4533	71	10	shared	share	VERB
american_scientific_journal-4533	71	11	convolutional	convolutional	ADJ
american_scientific_journal-4533	71	12	layer	layer	NOUN
american_scientific_journal-4533	71	13	,	,	PUNCT
american_scientific_journal-4533	71	14	get	get	VERB
american_scientific_journal-4533	71	15	the	the	DET
american_scientific_journal-4533	71	16	feature	feature	NOUN
american_scientific_journal-4533	71	17	map	map	NOUN
american_scientific_journal-4533	71	18	for	for	ADP
american_scientific_journal-4533	71	19	the	the	DET
american_scientific_journal-4533	71	20	input	input	NOUN
american_scientific_journal-4533	71	21	of	of	ADP
american_scientific_journal-4533	71	22	the	the	DET
american_scientific_journal-4533	71	23	rpn	rpn	PROPN
american_scientific_journal-4533	71	24	network	network	NOUN
american_scientific_journal-4533	71	25	,	,	PUNCT
american_scientific_journal-4533	71	26	continue	continue	VERB
american_scientific_journal-4533	71	27	to	to	PART
american_scientific_journal-4533	71	28	forward	forward	VERB
american_scientific_journal-4533	71	29	to	to	ADP
american_scientific_journal-4533	71	30	the	the	DET
american_scientific_journal-4533	71	31	last	last	ADJ
american_scientific_journal-4533	71	32	convolutional	convolutional	ADJ
american_scientific_journal-4533	71	33	layer	layer	NOUN
american_scientific_journal-4533	71	34	to	to	PART
american_scientific_journal-4533	71	35	produce	produce	VERB
american_scientific_journal-4533	71	36	a	a	DET
american_scientific_journal-4533	71	37	higher	high	ADJ
american_scientific_journal-4533	71	38	dimensional	dimensional	ADJ
american_scientific_journal-4533	71	39	feature	feature	NOUN
american_scientific_journal-4533	71	40	map	map	NOUN
american_scientific_journal-4533	71	41	;	;	PUNCT
american_scientific_journal-4533	72	1	step3	step3	PROPN
american_scientific_journal-4533	72	2	.	.	PUNCT
american_scientific_journal-4533	73	1	feature	feature	NOUN
american_scientific_journal-4533	73	2	maps	map	NOUN
american_scientific_journal-4533	73	3	get	get	VERB
american_scientific_journal-4533	73	4	regional	regional	ADJ
american_scientific_journal-4533	73	5	recommendations	recommendation	NOUN
american_scientific_journal-4533	73	6	and	and	CCONJ
american_scientific_journal-4533	73	7	regional	regional	ADJ
american_scientific_journal-4533	73	8	scores	score	NOUN
american_scientific_journal-4533	73	9	via	via	ADP
american_scientific_journal-4533	73	10	rpn	rpn	PROPN
american_scientific_journal-4533	73	11	network	network	PROPN
american_scientific_journal-4533	73	12	,	,	PUNCT
american_scientific_journal-4533	73	13	non	non	ADJ
american_scientific_journal-4533	73	14	-	-	ADJ
american_scientific_journal-4533	73	15	maximum	maximum	ADJ
american_scientific_journal-4533	73	16	suppression	suppression	NOUN
american_scientific_journal-4533	73	17	of	of	ADP
american_scientific_journal-4533	73	18	the	the	DET
american_scientific_journal-4533	73	19	regional	regional	ADJ
american_scientific_journal-4533	73	20	score	score	NOUN
american_scientific_journal-4533	73	21	(	(	PUNCT
american_scientific_journal-4533	73	22	threshold	threshold	NOUN
american_scientific_journal-4533	73	23	is	be	AUX
american_scientific_journal-4533	73	24	0.7	0.7	NUM
american_scientific_journal-4533	73	25	)	)	PUNCT
american_scientific_journal-4533	73	26	,	,	PUNCT
american_scientific_journal-4533	73	27	output	output	VERB
american_scientific_journal-4533	73	28	the	the	DET
american_scientific_journal-4533	73	29	area	area	NOUN
american_scientific_journal-4533	73	30	of	of	ADP
american_scientific_journal-4533	73	31	the	the	DET
american_scientific_journal-4533	73	32	top	top	ADJ
american_scientific_journal-4533	73	33	-	-	PUNCT
american_scientific_journal-4533	73	34	n	n	NOUN
american_scientific_journal-4533	73	35	(	(	PUNCT
american_scientific_journal-4533	73	36	our	our	PRON
american_scientific_journal-4533	73	37	article	article	NOUN
american_scientific_journal-4533	73	38	sets	set	VERB
american_scientific_journal-4533	73	39	the	the	DET
american_scientific_journal-4533	73	40	highest	high	ADJ
american_scientific_journal-4533	73	41	score	score	NOUN
american_scientific_journal-4533	73	42	of	of	ADP
american_scientific_journal-4533	73	43	300	300	NUM
american_scientific_journal-4533	73	44	)	)	PUNCT
american_scientific_journal-4533	73	45	score	score	NOUN
american_scientific_journal-4533	73	46	to	to	ADP
american_scientific_journal-4533	73	47	the	the	DET
american_scientific_journal-4533	73	48	roi	roi	NOUN
american_scientific_journal-4533	73	49	pooling	pool	VERB
american_scientific_journal-4533	73	50	layer	layer	NOUN
american_scientific_journal-4533	73	51	;	;	PUNCT
american_scientific_journal-4533	73	52	american	american	ADJ
american_scientific_journal-4533	73	53	scientific	scientific	ADJ
american_scientific_journal-4533	73	54	research	research	NOUN
american_scientific_journal-4533	73	55	journal	journal	NOUN
american_scientific_journal-4533	73	56	for	for	ADP
american_scientific_journal-4533	73	57	engineering	engineering	NOUN
american_scientific_journal-4533	73	58	,	,	PUNCT
american_scientific_journal-4533	73	59	technology	technology	NOUN
american_scientific_journal-4533	73	60	,	,	PUNCT
american_scientific_journal-4533	73	61	and	and	CCONJ
american_scientific_journal-4533	73	62	sciences	science	NOUN
american_scientific_journal-4533	73	63	(	(	PUNCT
american_scientific_journal-4533	73	64	asrjets	asrjet	NOUN
american_scientific_journal-4533	73	65	)	)	PUNCT
american_scientific_journal-4533	73	66	(	(	PUNCT
american_scientific_journal-4533	73	67	2018	2018	NUM
american_scientific_journal-4533	73	68	)	)	PUNCT
american_scientific_journal-4533	73	69	volume	volume	NOUN
american_scientific_journal-4533	73	70	49	49	NUM
american_scientific_journal-4533	73	71	,	,	PUNCT
american_scientific_journal-4533	73	72	no	no	DET
american_scientific_journal-4533	73	73	1	1	NUM
american_scientific_journal-4533	73	74	,	,	PUNCT
american_scientific_journal-4533	73	75	pp	pp	ADV
american_scientific_journal-4533	73	76	118	118	NUM
american_scientific_journal-4533	73	77	-	-	SYM
american_scientific_journal-4533	73	78	130	130	NUM
american_scientific_journal-4533	73	79	122	122	NUM
american_scientific_journal-4533	73	80	step4	step4	NOUN
american_scientific_journal-4533	73	81	.	.	PUNCT
american_scientific_journal-4533	74	1	the	the	DET
american_scientific_journal-4533	74	2	high	high	ADV
american_scientific_journal-4533	74	3	-	-	PUNCT
american_scientific_journal-4533	74	4	dimensional	dimensional	ADJ
american_scientific_journal-4533	74	5	feature	feature	NOUN
american_scientific_journal-4533	74	6	map	map	NOUN
american_scientific_journal-4533	74	7	obtained	obtain	VERB
american_scientific_journal-4533	74	8	in	in	ADP
american_scientific_journal-4533	74	9	step	step	NOUN
american_scientific_journal-4533	74	10	2	2	NUM
american_scientific_journal-4533	74	11	and	and	CCONJ
american_scientific_journal-4533	74	12	the	the	DET
american_scientific_journal-4533	74	13	region	region	NOUN
american_scientific_journal-4533	74	14	output	output	NOUN
american_scientific_journal-4533	74	15	in	in	ADP
american_scientific_journal-4533	74	16	step	step	NOUN
american_scientific_journal-4533	74	17	3	3	NUM
american_scientific_journal-4533	74	18	are	be	AUX
american_scientific_journal-4533	74	19	simultaneously	simultaneously	ADV
american_scientific_journal-4533	74	20	input	input	VERB
american_scientific_journal-4533	74	21	into	into	ADP
american_scientific_journal-4533	74	22	the	the	DET
american_scientific_journal-4533	74	23	roi	roi	NOUN
american_scientific_journal-4533	74	24	pooling	pool	VERB
american_scientific_journal-4533	74	25	layer	layer	NOUN
american_scientific_journal-4533	74	26	,	,	PUNCT
american_scientific_journal-4533	74	27	and	and	CCONJ
american_scientific_journal-4533	74	28	the	the	DET
american_scientific_journal-4533	74	29	features	feature	NOUN
american_scientific_journal-4533	74	30	recommended	recommend	VERB
american_scientific_journal-4533	74	31	in	in	ADP
american_scientific_journal-4533	74	32	the	the	DET
american_scientific_journal-4533	74	33	corresponding	corresponding	ADJ
american_scientific_journal-4533	74	34	region	region	NOUN
american_scientific_journal-4533	74	35	are	be	AUX
american_scientific_journal-4533	74	36	extracted	extract	VERB
american_scientific_journal-4533	74	37	;	;	PUNCT
american_scientific_journal-4533	75	1	step5	step5	PROPN
american_scientific_journal-4533	75	2	.	.	PUNCT
american_scientific_journal-4533	76	1	after	after	SCONJ
american_scientific_journal-4533	76	2	the	the	DET
american_scientific_journal-4533	76	3	region	region	NOUN
american_scientific_journal-4533	76	4	is	be	AUX
american_scientific_journal-4533	76	5	proposed	propose	VERB
american_scientific_journal-4533	76	6	in	in	ADP
american_scientific_journal-4533	76	7	step	step	NOUN
american_scientific_journal-4533	76	8	4	4	NUM
american_scientific_journal-4533	76	9	,	,	PUNCT
american_scientific_journal-4533	76	10	the	the	DET
american_scientific_journal-4533	76	11	feature	feature	NOUN
american_scientific_journal-4533	76	12	is	be	AUX
american_scientific_journal-4533	76	13	into	into	ADP
american_scientific_journal-4533	76	14	the	the	DET
american_scientific_journal-4533	76	15	fully	fully	ADV
american_scientific_journal-4533	76	16	connected	connect	VERB
american_scientific_journal-4533	76	17	layer	layer	NOUN
american_scientific_journal-4533	76	18	.	.	PUNCT
american_scientific_journal-4533	77	1	finally	finally	ADV
american_scientific_journal-4533	77	2	,	,	PUNCT
american_scientific_journal-4533	77	3	the	the	DET
american_scientific_journal-4533	77	4	target	target	NOUN
american_scientific_journal-4533	77	5	category	category	NOUN
american_scientific_journal-4533	77	6	of	of	ADP
american_scientific_journal-4533	77	7	the	the	DET
american_scientific_journal-4533	77	8	region	region	NOUN
american_scientific_journal-4533	77	9	and	and	CCONJ
american_scientific_journal-4533	77	10	its	its	PRON
american_scientific_journal-4533	77	11	probability	probability	NOUN
american_scientific_journal-4533	77	12	and	and	CCONJ
american_scientific_journal-4533	77	13	the	the	DET
american_scientific_journal-4533	77	14	target	target	NOUN
american_scientific_journal-4533	77	15	bounding	bounding	NOUN
american_scientific_journal-4533	77	16	box	box	NOUN
american_scientific_journal-4533	77	17	of	of	ADP
american_scientific_journal-4533	77	18	the	the	DET
american_scientific_journal-4533	77	19	refined	refined	ADJ
american_scientific_journal-4533	77	20	target	target	NOUN
american_scientific_journal-4533	77	21	are	be	AUX
american_scientific_journal-4533	77	22	output	output	NOUN
american_scientific_journal-4533	77	23	.	.	PUNCT
american_scientific_journal-4533	78	1	3	3	X
american_scientific_journal-4533	78	2	.	.	X
american_scientific_journal-4533	78	3	near	near	ADV
american_scientific_journal-4533	78	4	-	-	PUNCT
american_scientific_journal-4533	78	5	infrared	infrared	ADJ
american_scientific_journal-4533	78	6	image	image	NOUN
american_scientific_journal-4533	78	7	colorization	colorization	NOUN
american_scientific_journal-4533	78	8	network	network	NOUN
american_scientific_journal-4533	78	9	with	with	ADP
american_scientific_journal-4533	78	10	fusion	fusion	NOUN
american_scientific_journal-4533	78	11	layer	layer	NOUN
american_scientific_journal-4533	78	12	3.1	3.1	NUM
american_scientific_journal-4533	78	13	colorized	colorize	VERB
american_scientific_journal-4533	78	14	network	network	NOUN
american_scientific_journal-4533	78	15	structure	structure	NOUN
american_scientific_journal-4533	78	16	the	the	DET
american_scientific_journal-4533	78	17	colorization	colorization	NOUN
american_scientific_journal-4533	78	18	network	network	NOUN
american_scientific_journal-4533	78	19	in	in	ADP
american_scientific_journal-4533	78	20	this	this	DET
american_scientific_journal-4533	78	21	paper	paper	NOUN
american_scientific_journal-4533	78	22	consists	consist	VERB
american_scientific_journal-4533	78	23	of	of	ADP
american_scientific_journal-4533	78	24	an	an	DET
american_scientific_journal-4533	78	25	encoder	encoder	NOUN
american_scientific_journal-4533	78	26	,	,	PUNCT
american_scientific_journal-4533	78	27	a	a	DET
american_scientific_journal-4533	78	28	fusion	fusion	NOUN
american_scientific_journal-4533	78	29	layer	layer	NOUN
american_scientific_journal-4533	78	30	,	,	PUNCT
american_scientific_journal-4533	78	31	a	a	DET
american_scientific_journal-4533	78	32	decoder	decoder	NOUN
american_scientific_journal-4533	78	33	,	,	PUNCT
american_scientific_journal-4533	78	34	and	and	CCONJ
american_scientific_journal-4533	78	35	an	an	DET
american_scientific_journal-4533	78	36	inception	inception	NOUN
american_scientific_journal-4533	78	37	resnet	resnet	NOUN
american_scientific_journal-4533	78	38	v2	v2	NOUN
american_scientific_journal-4533	78	39	classifier	classifier	NOUN
american_scientific_journal-4533	78	40	,	,	PUNCT
american_scientific_journal-4533	78	41	the	the	DET
american_scientific_journal-4533	78	42	inception	inception	NOUN
american_scientific_journal-4533	78	43	resnet	resnet	NOUN
american_scientific_journal-4533	78	44	v2	v2	NOUN
american_scientific_journal-4533	78	45	classifier	classifier	NOUN
american_scientific_journal-4533	78	46	is	be	AUX
american_scientific_journal-4533	78	47	a	a	DET
american_scientific_journal-4533	78	48	new	new	ADJ
american_scientific_journal-4533	78	49	classifier	classifier	NOUN
american_scientific_journal-4533	78	50	designed	design	VERB
american_scientific_journal-4533	78	51	by	by	ADP
american_scientific_journal-4533	78	52	google	google	PROPN
american_scientific_journal-4533	78	53	researchers	researcher	NOUN
american_scientific_journal-4533	78	54	it	it	PRON
american_scientific_journal-4533	78	55	's	be	AUX
american_scientific_journal-4533	78	56	combination	combination	NOUN
american_scientific_journal-4533	78	57	of	of	ADP
american_scientific_journal-4533	78	58	resnet	resnet	ADJ
american_scientific_journal-4533	78	59	residual	residual	ADJ
american_scientific_journal-4533	78	60	network	network	NOUN
american_scientific_journal-4533	78	61	and	and	CCONJ
american_scientific_journal-4533	78	62	inception	inception	NOUN
american_scientific_journal-4533	78	63	network	network	NOUN
american_scientific_journal-4533	78	64	module	module	NOUN
american_scientific_journal-4533	78	65	.	.	PUNCT
american_scientific_journal-4533	79	1	it	it	PRON
american_scientific_journal-4533	79	2	has	have	AUX
american_scientific_journal-4533	79	3	achieved	achieve	VERB
american_scientific_journal-4533	79	4	excellent	excellent	ADJ
american_scientific_journal-4533	79	5	results	result	NOUN
american_scientific_journal-4533	79	6	in	in	ADP
american_scientific_journal-4533	79	7	the	the	DET
american_scientific_journal-4533	79	8	ilsvrc	ilsvrc	ADJ
american_scientific_journal-4533	79	9	image	image	NOUN
american_scientific_journal-4533	79	10	classification	classification	NOUN
american_scientific_journal-4533	79	11	test	test	NOUN
american_scientific_journal-4533	79	12	.	.	PUNCT
american_scientific_journal-4533	80	1	the	the	DET
american_scientific_journal-4533	80	2	specific	specific	ADJ
american_scientific_journal-4533	80	3	coloring	coloring	NOUN
american_scientific_journal-4533	80	4	steps	step	NOUN
american_scientific_journal-4533	80	5	of	of	ADP
american_scientific_journal-4533	80	6	the	the	DET
american_scientific_journal-4533	80	7	colorization	colorization	NOUN
american_scientific_journal-4533	80	8	network	network	NOUN
american_scientific_journal-4533	80	9	are	be	AUX
american_scientific_journal-4533	80	10	as	as	SCONJ
american_scientific_journal-4533	80	11	follows	follow	VERB
american_scientific_journal-4533	80	12	,	,	PUNCT
american_scientific_journal-4533	80	13	firstly	firstly	ADV
american_scientific_journal-4533	80	14	,	,	PUNCT
american_scientific_journal-4533	80	15	we	we	PRON
american_scientific_journal-4533	80	16	first	first	ADV
american_scientific_journal-4533	80	17	use	use	VERB
american_scientific_journal-4533	80	18	the	the	DET
american_scientific_journal-4533	80	19	convolution	convolution	NOUN
american_scientific_journal-4533	80	20	layer	layer	NOUN
american_scientific_journal-4533	80	21	to	to	PART
american_scientific_journal-4533	80	22	extract	extract	VERB
american_scientific_journal-4533	80	23	the	the	DET
american_scientific_journal-4533	80	24	local	local	ADJ
american_scientific_journal-4533	80	25	features	feature	NOUN
american_scientific_journal-4533	80	26	of	of	ADP
american_scientific_journal-4533	80	27	the	the	DET
american_scientific_journal-4533	80	28	near	near	ADV
american_scientific_journal-4533	80	29	-	-	PUNCT
american_scientific_journal-4533	80	30	infrared	infrared	ADJ
american_scientific_journal-4533	80	31	image	image	NOUN
american_scientific_journal-4533	80	32	,	,	PUNCT
american_scientific_journal-4533	80	33	at	at	ADP
american_scientific_journal-4533	80	34	the	the	DET
american_scientific_journal-4533	80	35	same	same	ADJ
american_scientific_journal-4533	80	36	time	time	NOUN
american_scientific_journal-4533	80	37	,	,	PUNCT
american_scientific_journal-4533	80	38	the	the	DET
american_scientific_journal-4533	80	39	scene	scene	NOUN
american_scientific_journal-4533	80	40	classification	classification	NOUN
american_scientific_journal-4533	80	41	is	be	AUX
american_scientific_journal-4533	80	42	performed	perform	VERB
american_scientific_journal-4533	80	43	by	by	ADP
american_scientific_journal-4533	80	44	inception	inception	NOUN
american_scientific_journal-4533	80	45	resnet	resnet	NOUN
american_scientific_journal-4533	80	46	v2	v2	NOUN
american_scientific_journal-4533	80	47	classifier	classifier	NOUN
american_scientific_journal-4533	80	48	to	to	PART
american_scientific_journal-4533	80	49	obtain	obtain	VERB
american_scientific_journal-4533	80	50	the	the	DET
american_scientific_journal-4533	80	51	global	global	ADJ
american_scientific_journal-4533	80	52	characteristics	characteristic	NOUN
american_scientific_journal-4533	80	53	of	of	ADP
american_scientific_journal-4533	80	54	near	near	ADV
american_scientific_journal-4533	80	55	-	-	PUNCT
american_scientific_journal-4533	80	56	infrared	infrare	VERB
american_scientific_journal-4533	80	57	images	image	NOUN
american_scientific_journal-4533	80	58	,	,	PUNCT
american_scientific_journal-4533	80	59	then	then	ADV
american_scientific_journal-4533	80	60	merge	merge	VERB
american_scientific_journal-4533	80	61	with	with	ADP
american_scientific_journal-4533	80	62	local	local	ADJ
american_scientific_journal-4533	80	63	features	feature	NOUN
american_scientific_journal-4533	80	64	,	,	PUNCT
american_scientific_journal-4533	80	65	finally	finally	ADV
american_scientific_journal-4533	80	66	,	,	PUNCT
american_scientific_journal-4533	80	67	using	use	VERB
american_scientific_journal-4533	80	68	convolution	convolution	NOUN
american_scientific_journal-4533	80	69	and	and	CCONJ
american_scientific_journal-4533	80	70	upsampling	upsample	VERB
american_scientific_journal-4533	80	71	layers	layer	NOUN
american_scientific_journal-4533	80	72	to	to	ADP
american_scientific_journal-4533	80	73	coloring	color	VERB
american_scientific_journal-4533	80	74	and	and	CCONJ
american_scientific_journal-4533	80	75	restoring	restore	VERB
american_scientific_journal-4533	80	76	image	image	NOUN
american_scientific_journal-4533	80	77	size	size	NOUN
american_scientific_journal-4533	80	78	.	.	PUNCT
american_scientific_journal-4533	81	1	we	we	PRON
american_scientific_journal-4533	81	2	select	select	VERB
american_scientific_journal-4533	81	3	an	an	DET
american_scientific_journal-4533	81	4	image	image	NOUN
american_scientific_journal-4533	81	5	with	with	ADP
american_scientific_journal-4533	81	6	a	a	DET
american_scientific_journal-4533	81	7	similar	similar	ADJ
american_scientific_journal-4533	81	8	scene	scene	NOUN
american_scientific_journal-4533	81	9	from	from	ADP
american_scientific_journal-4533	81	10	the	the	DET
american_scientific_journal-4533	81	11	nir	nir	ADJ
american_scientific_journal-4533	81	12	image	image	NOUN
american_scientific_journal-4533	81	13	from	from	ADP
american_scientific_journal-4533	81	14	the	the	DET
american_scientific_journal-4533	81	15	imagenet	imagenet	NOUN
american_scientific_journal-4533	81	16	image	image	NOUN
american_scientific_journal-4533	81	17	library	library	NOUN
american_scientific_journal-4533	81	18	as	as	ADP
american_scientific_journal-4533	81	19	a	a	DET
american_scientific_journal-4533	81	20	training	training	NOUN
american_scientific_journal-4533	81	21	set	set	NOUN
american_scientific_journal-4533	81	22	for	for	ADP
american_scientific_journal-4533	81	23	the	the	DET
american_scientific_journal-4533	81	24	colorized	colorize	VERB
american_scientific_journal-4533	81	25	network	network	NOUN
american_scientific_journal-4533	81	26	.	.	PUNCT
american_scientific_journal-4533	82	1	the	the	DET
american_scientific_journal-4533	82	2	color	color	NOUN
american_scientific_journal-4533	82	3	network	network	NOUN
american_scientific_journal-4533	82	4	framework	framework	NOUN
american_scientific_journal-4533	82	5	is	be	AUX
american_scientific_journal-4533	82	6	shown	show	VERB
american_scientific_journal-4533	82	7	in	in	ADP
american_scientific_journal-4533	82	8	figure	figure	NOUN
american_scientific_journal-4533	82	9	3	3	NUM
american_scientific_journal-4533	82	10	.	.	PUNCT
american_scientific_journal-4533	82	11	encoder	encoder	NOUN
american_scientific_journal-4533	82	12	decoderfusion	decoderfusion	NOUN
american_scientific_journal-4533	82	13	inception	inception	PROPN
american_scientific_journal-4533	82	14	resnet	resnet	NOUN
american_scientific_journal-4533	82	15	v2	v2	PROPN
american_scientific_journal-4533	82	16	classifer	classifer	NOUN
american_scientific_journal-4533	82	17	tree	tree	NOUN
american_scientific_journal-4533	82	18	56.98	56.98	NUM
american_scientific_journal-4533	82	19	%	%	NOUN
american_scientific_journal-4533	82	20	sky	sky	NOUN
american_scientific_journal-4533	82	21	26.76	26.76	NUM
american_scientific_journal-4533	82	22	%	%	NOUN
american_scientific_journal-4533	82	23	figure	figure	NOUN
american_scientific_journal-4533	82	24	3	3	NUM
american_scientific_journal-4533	82	25	:	:	PUNCT
american_scientific_journal-4533	82	26	colorizaition	colorizaition	NOUN
american_scientific_journal-4533	82	27	network	network	NOUN
american_scientific_journal-4533	82	28	the	the	DET
american_scientific_journal-4533	82	29	input	input	NOUN
american_scientific_journal-4533	82	30	of	of	ADP
american_scientific_journal-4533	82	31	the	the	DET
american_scientific_journal-4533	82	32	encoder	encoder	NOUN
american_scientific_journal-4533	82	33	is	be	AUX
american_scientific_journal-4533	82	34	a	a	DET
american_scientific_journal-4533	82	35	256	256	NUM
american_scientific_journal-4533	82	36	×	×	NOUN
american_scientific_journal-4533	82	37	256	256	NUM
american_scientific_journal-4533	82	38	near	near	ADV
american_scientific_journal-4533	82	39	-	-	PUNCT
american_scientific_journal-4533	82	40	infrared	infrared	ADJ
american_scientific_journal-4533	82	41	image	image	NOUN
american_scientific_journal-4533	82	42	,	,	PUNCT
american_scientific_journal-4533	82	43	the	the	DET
american_scientific_journal-4533	82	44	output	output	NOUN
american_scientific_journal-4533	82	45	is	be	AUX
american_scientific_journal-4533	82	46	a	a	DET
american_scientific_journal-4533	82	47	feature	feature	NOUN
american_scientific_journal-4533	82	48	matrix	matrix	NOUN
american_scientific_journal-4533	82	49	of	of	ADP
american_scientific_journal-4533	82	50	8	8	NUM
american_scientific_journal-4533	82	51	*	*	SYM
american_scientific_journal-4533	82	52	8	8	NUM
american_scientific_journal-4533	82	53	*	*	SYM
american_scientific_journal-4533	82	54	1000	1000	NUM
american_scientific_journal-4533	82	55	.	.	PUNCT
american_scientific_journal-4533	83	1	the	the	DET
american_scientific_journal-4533	83	2	encoder	encoder	NOUN
american_scientific_journal-4533	83	3	consists	consist	VERB
american_scientific_journal-4533	83	4	of	of	ADP
american_scientific_journal-4533	83	5	a	a	DET
american_scientific_journal-4533	83	6	normalized	normalize	VERB
american_scientific_journal-4533	83	7	layer	layer	NOUN
american_scientific_journal-4533	83	8	and	and	CCONJ
american_scientific_journal-4533	83	9	14	14	NUM
american_scientific_journal-4533	83	10	convolutional	convolutional	ADJ
american_scientific_journal-4533	83	11	layers	layer	NOUN
american_scientific_journal-4533	83	12	,	,	PUNCT
american_scientific_journal-4533	83	13	the	the	DET
american_scientific_journal-4533	83	14	convolution	convolution	NOUN
american_scientific_journal-4533	83	15	layer	layer	NOUN
american_scientific_journal-4533	83	16	parameters	parameter	NOUN
american_scientific_journal-4533	83	17	are	be	AUX
american_scientific_journal-4533	83	18	set	set	VERB
american_scientific_journal-4533	83	19	to	to	ADP
american_scientific_journal-4533	83	20	64@3×3	64@3×3	PROPN
american_scientific_journal-4533	83	21	,	,	PUNCT
american_scientific_journal-4533	83	22	128@3×3	128@3×3	NUM
american_scientific_journal-4533	83	23	,	,	PUNCT
american_scientific_journal-4533	83	24	256@3×3	256@3×3	PROPN
american_scientific_journal-4533	83	25	and	and	CCONJ
american_scientific_journal-4533	83	26	512@3×3	512@3×3	NUM
american_scientific_journal-4533	83	27	.	.	PUNCT
american_scientific_journal-4533	84	1	the	the	DET
american_scientific_journal-4533	84	2	specific	specific	ADJ
american_scientific_journal-4533	84	3	architecture	architecture	NOUN
american_scientific_journal-4533	84	4	diagram	diagram	NOUN
american_scientific_journal-4533	84	5	is	be	AUX
american_scientific_journal-4533	84	6	shown	show	VERB
american_scientific_journal-4533	84	7	in	in	ADP
american_scientific_journal-4533	84	8	figure	figure	NOUN
american_scientific_journal-4533	84	9	4	4	NUM
american_scientific_journal-4533	84	10	.	.	PUNCT
american_scientific_journal-4533	84	11	american	american	PROPN
american_scientific_journal-4533	84	12	scientific	scientific	ADJ
american_scientific_journal-4533	84	13	research	research	PROPN
american_scientific_journal-4533	84	14	journal	journal	NOUN
american_scientific_journal-4533	84	15	for	for	ADP
american_scientific_journal-4533	84	16	engineering	engineering	NOUN
american_scientific_journal-4533	84	17	,	,	PUNCT
american_scientific_journal-4533	84	18	technology	technology	NOUN
american_scientific_journal-4533	84	19	,	,	PUNCT
american_scientific_journal-4533	84	20	and	and	CCONJ
american_scientific_journal-4533	84	21	sciences	science	NOUN
american_scientific_journal-4533	84	22	(	(	PUNCT
american_scientific_journal-4533	84	23	asrjets	asrjet	NOUN
american_scientific_journal-4533	84	24	)	)	PUNCT
american_scientific_journal-4533	84	25	(	(	PUNCT
american_scientific_journal-4533	84	26	2018	2018	NUM
american_scientific_journal-4533	84	27	)	)	PUNCT
american_scientific_journal-4533	84	28	volume	volume	NOUN
american_scientific_journal-4533	84	29	49	49	NUM
american_scientific_journal-4533	84	30	,	,	PUNCT
american_scientific_journal-4533	84	31	no	no	DET
american_scientific_journal-4533	84	32	1	1	NUM
american_scientific_journal-4533	84	33	,	,	PUNCT
american_scientific_journal-4533	84	34	pp	pp	ADV
american_scientific_journal-4533	84	35	118	118	NUM
american_scientific_journal-4533	84	36	-	-	SYM
american_scientific_journal-4533	84	37	130	130	NUM
american_scientific_journal-4533	84	38	123	123	NUM
american_scientific_journal-4533	84	39	convolution	convolution	NOUN
american_scientific_journal-4533	84	40	layer512@3	layer512@3	NOUN
american_scientific_journal-4533	84	41	*	*	SYM
american_scientific_journal-4533	84	42	3	3	NUM
american_scientific_journal-4533	84	43	padding=2	padding=2	PRON
american_scientific_journal-4533	84	44	convolution	convolution	NOUN
american_scientific_journal-4533	84	45	layer512@3	layer512@3	PROPN
american_scientific_journal-4533	84	46	*	*	SYM
american_scientific_journal-4533	84	47	3	3	NUM
american_scientific_journal-4533	84	48	convolution	convolution	NOUN
american_scientific_journal-4533	84	49	layer512@3	layer512@3	PROPN
american_scientific_journal-4533	84	50	*	*	SYM
american_scientific_journal-4533	84	51	3	3	NUM
american_scientific_journal-4533	84	52	convolution	convolution	NOUN
american_scientific_journal-4533	84	53	layer512@3	layer512@3	PROPN
american_scientific_journal-4533	84	54	*	*	SYM
american_scientific_journal-4533	84	55	3	3	NUM
american_scientific_journal-4533	84	56	padding=2	padding=2	PRON
american_scientific_journal-4533	84	57	convolution	convolution	NOUN
american_scientific_journal-4533	84	58	layer512@3	layer512@3	PROPN
american_scientific_journal-4533	84	59	*	*	SYM
american_scientific_journal-4533	84	60	3	3	NUM
american_scientific_journal-4533	84	61	convolution	convolution	NOUN
american_scientific_journal-4533	84	62	layer512@3	layer512@3	PROPN
american_scientific_journal-4533	84	63	*	*	SYM
american_scientific_journal-4533	84	64	3	3	NUM
american_scientific_journal-4533	84	65	convolution	convolution	NOUN
american_scientific_journal-4533	84	66	layer256@3	layer256@3	PROPN
american_scientific_journal-4533	84	67	*	*	PROPN
american_scientific_journal-4533	84	68	3	3	NUM
american_scientific_journal-4533	84	69	padding=2	padding=2	PROPN
american_scientific_journal-4533	84	70	convolution	convolution	NOUN
american_scientific_journal-4533	84	71	layer256@3	layer256@3	PROPN
american_scientific_journal-4533	84	72	*	*	SYM
american_scientific_journal-4533	84	73	3	3	NUM
american_scientific_journal-4533	84	74	convolution	convolution	NOUN
american_scientific_journal-4533	84	75	layer128@3	layer128@3	PROPN
american_scientific_journal-4533	84	76	*	*	SYM
american_scientific_journal-4533	84	77	3	3	NUM
american_scientific_journal-4533	84	78	convolution	convolution	NOUN
american_scientific_journal-4533	84	79	layer128@3	layer128@3	PROPN
american_scientific_journal-4533	84	80	*	*	SYM
american_scientific_journal-4533	84	81	3	3	NUM
american_scientific_journal-4533	84	82	convolution	convolution	NOUN
american_scientific_journal-4533	84	83	layer64@3	layer64@3	PROPN
american_scientific_journal-4533	84	84	*	*	PROPN
american_scientific_journal-4533	84	85	3	3	NUM
american_scientific_journal-4533	84	86	padding=2	padding=2	PRON
american_scientific_journal-4533	84	87	convolution	convolution	NOUN
american_scientific_journal-4533	85	1	layer128@3	layer128@3	PROPN
american_scientific_journal-4533	85	2	*	*	PROPN
american_scientific_journal-4533	85	3	3	3	NUM
american_scientific_journal-4533	85	4	padding=2	padding=2	PROPN
american_scientific_journal-4533	85	5	convolution	convolution	NOUN
american_scientific_journal-4533	85	6	layer256@3	layer256@3	PROPN
american_scientific_journal-4533	85	7	*	*	SYM
american_scientific_journal-4533	85	8	3	3	NUM
american_scientific_journal-4533	85	9	convolution	convolution	NOUN
american_scientific_journal-4533	85	10	layer256@3	layer256@3	PROPN
american_scientific_journal-4533	85	11	*	*	SYM
american_scientific_journal-4533	85	12	3	3	NUM
american_scientific_journal-4533	85	13	figure	figure	NOUN
american_scientific_journal-4533	85	14	4	4	NUM
american_scientific_journal-4533	85	15	:	:	PUNCT
american_scientific_journal-4533	85	16	encoder	encoder	NOUN
american_scientific_journal-4533	85	17	architecture	architecture	NOUN
american_scientific_journal-4533	85	18	diagram	diagram	NOUN
american_scientific_journal-4533	85	19	the	the	DET
american_scientific_journal-4533	85	20	global	global	ADJ
american_scientific_journal-4533	85	21	features	feature	NOUN
american_scientific_journal-4533	85	22	obtained	obtain	VERB
american_scientific_journal-4533	85	23	by	by	ADP
american_scientific_journal-4533	85	24	the	the	DET
american_scientific_journal-4533	85	25	inception	inception	NOUN
american_scientific_journal-4533	85	26	resnet	resnet	NOUN
american_scientific_journal-4533	85	27	v2	v2	NOUN
american_scientific_journal-4533	85	28	classifier	classifier	NOUN
american_scientific_journal-4533	85	29	and	and	CCONJ
american_scientific_journal-4533	85	30	the	the	DET
american_scientific_journal-4533	85	31	local	local	ADJ
american_scientific_journal-4533	85	32	features	feature	NOUN
american_scientific_journal-4533	85	33	obtained	obtain	VERB
american_scientific_journal-4533	85	34	by	by	ADP
american_scientific_journal-4533	85	35	the	the	DET
american_scientific_journal-4533	85	36	encoder	encoder	NOUN
american_scientific_journal-4533	85	37	are	be	AUX
american_scientific_journal-4533	85	38	into	into	ADP
american_scientific_journal-4533	85	39	together	together	ADV
american_scientific_journal-4533	85	40	as	as	ADP
american_scientific_journal-4533	85	41	the	the	DET
american_scientific_journal-4533	85	42	input	input	NOUN
american_scientific_journal-4533	85	43	of	of	ADP
american_scientific_journal-4533	85	44	the	the	DET
american_scientific_journal-4533	85	45	fusion	fusion	NOUN
american_scientific_journal-4533	85	46	layer	layer	NOUN
american_scientific_journal-4533	85	47	,	,	PUNCT
american_scientific_journal-4533	85	48	then	then	ADV
american_scientific_journal-4533	85	49	the	the	DET
american_scientific_journal-4533	85	50	fusion	fusion	NOUN
american_scientific_journal-4533	85	51	layer	layer	NOUN
american_scientific_journal-4533	85	52	output	output	VERB
american_scientific_journal-4533	85	53	the	the	DET
american_scientific_journal-4533	85	54	fusion	fusion	NOUN
american_scientific_journal-4533	85	55	feature	feature	NOUN
american_scientific_journal-4533	85	56	.	.	PUNCT
american_scientific_journal-4533	86	1	the	the	DET
american_scientific_journal-4533	86	2	purpose	purpose	NOUN
american_scientific_journal-4533	86	3	is	be	AUX
american_scientific_journal-4533	86	4	to	to	PART
american_scientific_journal-4533	86	5	improve	improve	VERB
american_scientific_journal-4533	86	6	the	the	DET
american_scientific_journal-4533	86	7	image	image	NOUN
american_scientific_journal-4533	86	8	quality	quality	NOUN
american_scientific_journal-4533	86	9	after	after	ADP
american_scientific_journal-4533	86	10	colorization	colorization	NOUN
american_scientific_journal-4533	86	11	.	.	PUNCT
american_scientific_journal-4533	87	1	the	the	DET
american_scientific_journal-4533	87	2	fusion	fusion	NOUN
american_scientific_journal-4533	87	3	layer	layer	NOUN
american_scientific_journal-4533	87	4	is	be	AUX
american_scientific_journal-4533	87	5	fused	fuse	VERB
american_scientific_journal-4533	87	6	in	in	ADP
american_scientific_journal-4533	87	7	the	the	DET
american_scientific_journal-4533	87	8	following	following	ADJ
american_scientific_journal-4533	87	9	ways	way	NOUN
american_scientific_journal-4533	87	10	:	:	PUNCT
american_scientific_journal-4533	87	11	,	,	PUNCT
american_scientific_journal-4533	87	12	,	,	PUNCT
american_scientific_journal-4533	87	13	classifer	classifer	VERB
american_scientific_journal-4533	87	14	fusion	fusion	NOUN
american_scientific_journal-4533	87	15	u	u	NOUN
american_scientific_journal-4533	87	16	v	v	NOUN
american_scientific_journal-4533	87	17	encoder	encoder	NOUN
american_scientific_journal-4533	87	18	u	u	NOUN
american_scientific_journal-4533	87	19	v	v	ADP
american_scientific_journal-4533	87	20	y	y	PROPN
american_scientific_journal-4533	87	21	y	y	PROPN
american_scientific_journal-4533	87	22	b	b	PROPN
american_scientific_journal-4533	87	23	w	w	PROPN
american_scientific_journal-4533	87	24	y	y	PROPN
american_scientific_journal-4533	87	25			VERB
american_scientific_journal-4533	87	26			PROPN
american_scientific_journal-4533	87	27	=	=	SYM
american_scientific_journal-4533	88	1	+	+	NUM
american_scientific_journal-4533	88	2			ADJ
american_scientific_journal-4533	88	3			PROPN
american_scientific_journal-4533	88	4			X
american_scientific_journal-4533	88	5			X
american_scientific_journal-4533	88	6	(	(	PUNCT
american_scientific_journal-4533	88	7	1	1	NUM
american_scientific_journal-4533	88	8	)	)	PUNCT
american_scientific_journal-4533	88	9	where	where	SCONJ
american_scientific_journal-4533	88	10	encoder	encoder	NOUN
american_scientific_journal-4533	88	11	vuy	vuy	VERB
american_scientific_journal-4533	88	12	,	,	PUNCT
american_scientific_journal-4533	88	13	is	be	AUX
american_scientific_journal-4533	88	14	the	the	DET
american_scientific_journal-4533	88	15	feature	feature	NOUN
american_scientific_journal-4533	88	16	obtained	obtain	VERB
american_scientific_journal-4533	88	17	by	by	ADP
american_scientific_journal-4533	88	18	the	the	DET
american_scientific_journal-4533	88	19	encoder	encoder	NOUN
american_scientific_journal-4533	88	20	,	,	PUNCT
american_scientific_journal-4533	88	21	classifery	classifery	PROPN
american_scientific_journal-4533	88	22	is	be	AUX
american_scientific_journal-4533	88	23	the	the	DET
american_scientific_journal-4533	88	24	global	global	ADJ
american_scientific_journal-4533	88	25	feature	feature	NOUN
american_scientific_journal-4533	88	26	of	of	ADP
american_scientific_journal-4533	88	27	the	the	DET
american_scientific_journal-4533	88	28	image	image	NOUN
american_scientific_journal-4533	88	29	obtained	obtain	VERB
american_scientific_journal-4533	88	30	through	through	ADP
american_scientific_journal-4533	88	31	inception	inception	ADJ
american_scientific_journal-4533	88	32	resnet	resnet	PROPN
american_scientific_journal-4533	88	33	v2	v2	NOUN
american_scientific_journal-4533	88	34	,	,	PUNCT
american_scientific_journal-4533	88	35	fusion	fusion	NOUN
american_scientific_journal-4533	88	36	vuy	vuy	NOUN
american_scientific_journal-4533	88	37	,	,	PUNCT
american_scientific_journal-4533	88	38	represents	represent	VERB
american_scientific_journal-4533	88	39	the	the	DET
american_scientific_journal-4533	88	40	fusion	fusion	NOUN
american_scientific_journal-4533	88	41	feature	feature	NOUN
american_scientific_journal-4533	88	42	on	on	ADP
american_scientific_journal-4533	88	43	the	the	DET
american_scientific_journal-4533	88	44	image	image	NOUN
american_scientific_journal-4533	88	45	coordinates	coordinate	NOUN
american_scientific_journal-4533	88	46	(	(	PUNCT
american_scientific_journal-4533	88	47	u	u	NOUN
american_scientific_journal-4533	88	48	,	,	PUNCT
american_scientific_journal-4533	88	49	v	v	NOUN
american_scientific_journal-4533	88	50	)	)	PUNCT
american_scientific_journal-4533	88	51	,	,	PUNCT
american_scientific_journal-4533	88	52	w	w	PROPN
american_scientific_journal-4533	88	53	is	be	AUX
american_scientific_journal-4533	88	54	the	the	DET
american_scientific_journal-4533	88	55	weight	weight	NOUN
american_scientific_journal-4533	88	56	matrix	matrix	NOUN
american_scientific_journal-4533	88	57	,	,	PUNCT
american_scientific_journal-4533	88	58	b	b	NOUN
american_scientific_journal-4533	88	59	is	be	AUX
american_scientific_journal-4533	88	60	the	the	DET
american_scientific_journal-4533	88	61	offset	offset	NOUN
american_scientific_journal-4533	88	62	.	.	PUNCT
american_scientific_journal-4533	89	1	the	the	DET
american_scientific_journal-4533	89	2	input	input	NOUN
american_scientific_journal-4533	89	3	of	of	ADP
american_scientific_journal-4533	89	4	the	the	DET
american_scientific_journal-4533	89	5	decoder	decoder	NOUN
american_scientific_journal-4533	89	6	is	be	AUX
american_scientific_journal-4533	89	7	8×8×1000	8×8×1000	NUM
american_scientific_journal-4533	89	8	feature	feature	NOUN
american_scientific_journal-4533	89	9	matrix	matrix	NOUN
american_scientific_journal-4533	89	10	.	.	PUNCT
american_scientific_journal-4533	90	1	the	the	DET
american_scientific_journal-4533	90	2	decoder	decoder	NOUN
american_scientific_journal-4533	90	3	network	network	NOUN
american_scientific_journal-4533	90	4	consists	consist	VERB
american_scientific_journal-4533	90	5	of	of	ADP
american_scientific_journal-4533	90	6	5	5	NUM
american_scientific_journal-4533	90	7	upsampling	upsample	VERB
american_scientific_journal-4533	90	8	layers	layer	NOUN
american_scientific_journal-4533	90	9	and	and	CCONJ
american_scientific_journal-4533	90	10	5	5	NUM
american_scientific_journal-4533	90	11	convolutional	convolutional	ADJ
american_scientific_journal-4533	90	12	layers	layer	NOUN
american_scientific_journal-4533	90	13	.	.	PUNCT
american_scientific_journal-4533	91	1	the	the	DET
american_scientific_journal-4533	91	2	setting	setting	NOUN
american_scientific_journal-4533	91	3	of	of	ADP
american_scientific_journal-4533	91	4	the	the	DET
american_scientific_journal-4533	91	5	upsampling	upsample	VERB
american_scientific_journal-4533	91	6	layer	layer	NOUN
american_scientific_journal-4533	91	7	parameters	parameter	NOUN
american_scientific_journal-4533	91	8	is	be	AUX
american_scientific_journal-4533	91	9	2×2	2×2	NUM
american_scientific_journal-4533	91	10	,	,	PUNCT
american_scientific_journal-4533	91	11	the	the	DET
american_scientific_journal-4533	91	12	convolution	convolution	NOUN
american_scientific_journal-4533	91	13	layer	layer	NOUN
american_scientific_journal-4533	91	14	is	be	AUX
american_scientific_journal-4533	91	15	set	set	VERB
american_scientific_journal-4533	91	16	to	to	ADP
american_scientific_journal-4533	91	17	64@3×3	64@3×3	PROPN
american_scientific_journal-4533	91	18	,	,	PUNCT
american_scientific_journal-4533	91	19	32@2×2	32@2×2	NUM
american_scientific_journal-4533	91	20	,	,	PUNCT
american_scientific_journal-4533	91	21	16@2×2	16@2×2	NUM
american_scientific_journal-4533	91	22	,	,	PUNCT
american_scientific_journal-4533	91	23	2@2×2	2@2×2	NUM
american_scientific_journal-4533	91	24	,	,	PUNCT
american_scientific_journal-4533	91	25	2@2×2	2@2×2	NUM
american_scientific_journal-4533	91	26	,	,	PUNCT
american_scientific_journal-4533	91	27	the	the	DET
american_scientific_journal-4533	91	28	entire	entire	ADJ
american_scientific_journal-4533	91	29	network	network	NOUN
american_scientific_journal-4533	91	30	is	be	AUX
american_scientific_journal-4533	91	31	trained	train	VERB
american_scientific_journal-4533	91	32	by	by	ADP
american_scientific_journal-4533	91	33	using	use	VERB
american_scientific_journal-4533	91	34	mse	mse	NOUN
american_scientific_journal-4533	91	35	(	(	PUNCT
american_scientific_journal-4533	91	36	mean	mean	ADJ
american_scientific_journal-4533	91	37	square	square	ADJ
american_scientific_journal-4533	91	38	error	error	NOUN
american_scientific_journal-4533	91	39	)	)	PUNCT
american_scientific_journal-4533	91	40	guidelines	guideline	NOUN
american_scientific_journal-4533	91	41	,	,	PUNCT
american_scientific_journal-4533	91	42	the	the	DET
american_scientific_journal-4533	91	43	network	network	NOUN
american_scientific_journal-4533	91	44	weight	weight	NOUN
american_scientific_journal-4533	91	45	is	be	AUX
american_scientific_journal-4533	91	46	updated	update	VERB
american_scientific_journal-4533	91	47	by	by	ADP
american_scientific_journal-4533	91	48	the	the	DET
american_scientific_journal-4533	91	49	bp	bp	PROPN
american_scientific_journal-4533	91	50	algorithm	algorithm	PROPN
american_scientific_journal-4533	91	51	.	.	PUNCT
american_scientific_journal-4533	92	1	upsampling	upsampling	NOUN
american_scientific_journal-4533	92	2	uses	use	VERB
american_scientific_journal-4533	92	3	the	the	DET
american_scientific_journal-4533	92	4	basic	basic	ADJ
american_scientific_journal-4533	92	5	nearest	near	ADJ
american_scientific_journal-4533	92	6	neighbor	neighbor	NOUN
american_scientific_journal-4533	92	7	method	method	NOUN
american_scientific_journal-4533	92	8	,	,	PUNCT
american_scientific_journal-4533	92	9	therefore	therefore	ADV
american_scientific_journal-4533	92	10	the	the	DET
american_scientific_journal-4533	92	11	length	length	NOUN
american_scientific_journal-4533	92	12	and	and	CCONJ
american_scientific_journal-4533	92	13	width	width	NOUN
american_scientific_journal-4533	92	14	of	of	ADP
american_scientific_journal-4533	92	15	the	the	DET
american_scientific_journal-4533	92	16	output	output	NOUN
american_scientific_journal-4533	92	17	image	image	NOUN
american_scientific_journal-4533	92	18	are	be	AUX
american_scientific_journal-4533	92	19	twice	twice	ADV
american_scientific_journal-4533	92	20	of	of	ADP
american_scientific_journal-4533	92	21	the	the	DET
american_scientific_journal-4533	92	22	input	input	NOUN
american_scientific_journal-4533	92	23	image	image	NOUN
american_scientific_journal-4533	92	24	.	.	PUNCT
american_scientific_journal-4533	93	1	therefore	therefore	ADV
american_scientific_journal-4533	93	2	,	,	PUNCT
american_scientific_journal-4533	93	3	the	the	DET
american_scientific_journal-4533	93	4	convolution	convolution	NOUN
american_scientific_journal-4533	93	5	and	and	CCONJ
american_scientific_journal-4533	93	6	upsampling	upsample	VERB
american_scientific_journal-4533	93	7	operations	operation	NOUN
american_scientific_journal-4533	93	8	are	be	AUX
american_scientific_journal-4533	93	9	stopped	stop	VERB
american_scientific_journal-4533	93	10	when	when	SCONJ
american_scientific_journal-4533	93	11	the	the	DET
american_scientific_journal-4533	93	12	final	final	ADJ
american_scientific_journal-4533	93	13	result	result	NOUN
american_scientific_journal-4533	93	14	photo	photo	NOUN
american_scientific_journal-4533	93	15	size	size	NOUN
american_scientific_journal-4533	93	16	is	be	AUX
american_scientific_journal-4533	93	17	128	128	NUM
american_scientific_journal-4533	93	18	*	*	SYM
american_scientific_journal-4533	93	19	128	128	NUM
american_scientific_journal-4533	93	20	.	.	PUNCT
american_scientific_journal-4533	94	1	american	american	PROPN
american_scientific_journal-4533	94	2	scientific	scientific	ADJ
american_scientific_journal-4533	94	3	research	research	PROPN
american_scientific_journal-4533	94	4	journal	journal	NOUN
american_scientific_journal-4533	94	5	for	for	ADP
american_scientific_journal-4533	94	6	engineering	engineering	NOUN
american_scientific_journal-4533	94	7	,	,	PUNCT
american_scientific_journal-4533	94	8	technology	technology	NOUN
american_scientific_journal-4533	94	9	,	,	PUNCT
american_scientific_journal-4533	94	10	and	and	CCONJ
american_scientific_journal-4533	94	11	sciences	science	NOUN
american_scientific_journal-4533	94	12	(	(	PUNCT
american_scientific_journal-4533	94	13	asrjets	asrjet	NOUN
american_scientific_journal-4533	94	14	)	)	PUNCT
american_scientific_journal-4533	94	15	(	(	PUNCT
american_scientific_journal-4533	94	16	2018	2018	NUM
american_scientific_journal-4533	94	17	)	)	PUNCT
american_scientific_journal-4533	94	18	volume	volume	NOUN
american_scientific_journal-4533	94	19	49	49	NUM
american_scientific_journal-4533	94	20	,	,	PUNCT
american_scientific_journal-4533	94	21	no	no	DET
american_scientific_journal-4533	94	22	1	1	NUM
american_scientific_journal-4533	94	23	,	,	PUNCT
american_scientific_journal-4533	94	24	pp	pp	ADV
american_scientific_journal-4533	94	25	118	118	NUM
american_scientific_journal-4533	94	26	-	-	SYM
american_scientific_journal-4533	94	27	130	130	NUM
american_scientific_journal-4533	94	28	124	124	NUM
american_scientific_journal-4533	94	29	the	the	DET
american_scientific_journal-4533	94	30	convolution	convolution	NOUN
american_scientific_journal-4533	94	31	layer	layer	NOUN
american_scientific_journal-4533	94	32	of	of	ADP
american_scientific_journal-4533	94	33	the	the	DET
american_scientific_journal-4533	94	34	decoder	decoder	NOUN
american_scientific_journal-4533	94	35	selects	select	NOUN
american_scientific_journal-4533	94	36	leaky	leaky	ADJ
american_scientific_journal-4533	94	37	relu	relu	NOUN
american_scientific_journal-4533	94	38	as	as	ADP
american_scientific_journal-4533	94	39	the	the	DET
american_scientific_journal-4533	94	40	activation	activation	NOUN
american_scientific_journal-4533	94	41	function	function	NOUN
american_scientific_journal-4533	94	42	,	,	PUNCT
american_scientific_journal-4533	94	43	this	this	PRON
american_scientific_journal-4533	94	44	makes	make	VERB
american_scientific_journal-4533	94	45	the	the	DET
american_scientific_journal-4533	94	46	final	final	ADJ
american_scientific_journal-4533	94	47	output	output	NOUN
american_scientific_journal-4533	94	48	the	the	DET
american_scientific_journal-4533	94	49	2	2	NUM
american_scientific_journal-4533	94	50	numbers	number	NOUN
american_scientific_journal-4533	94	51	between	between	ADP
american_scientific_journal-4533	94	52	the	the	DET
american_scientific_journal-4533	94	53	0	0	NUM
american_scientific_journal-4533	94	54	and	and	CCONJ
american_scientific_journal-4533	94	55	1	1	NUM
american_scientific_journal-4533	94	56	,	,	PUNCT
american_scientific_journal-4533	94	57	these	these	DET
american_scientific_journal-4533	94	58	two	two	NUM
american_scientific_journal-4533	94	59	numbers	number	NOUN
american_scientific_journal-4533	94	60	are	be	AUX
american_scientific_journal-4533	94	61	respectively	respectively	ADV
american_scientific_journal-4533	94	62	used	use	VERB
american_scientific_journal-4533	94	63	as	as	ADP
american_scientific_journal-4533	94	64	the	the	DET
american_scientific_journal-4533	94	65	values	value	NOUN
american_scientific_journal-4533	94	66	of	of	ADP
american_scientific_journal-4533	94	67	α	α	NOUN
american_scientific_journal-4533	94	68	and	and	CCONJ
american_scientific_journal-4533	94	69	β	β	X
american_scientific_journal-4533	94	70	of	of	ADP
american_scientific_journal-4533	94	71	the	the	DET
american_scientific_journal-4533	94	72	l	l	NOUN
american_scientific_journal-4533	94	73	αβ	αβ	DET
american_scientific_journal-4533	94	74	color	color	NOUN
american_scientific_journal-4533	94	75	space	space	NOUN
american_scientific_journal-4533	94	76	,	,	PUNCT
american_scientific_journal-4533	94	77	and	and	CCONJ
american_scientific_journal-4533	94	78	l	l	NOUN
american_scientific_journal-4533	94	79	is	be	AUX
american_scientific_journal-4533	94	80	a	a	DET
american_scientific_journal-4533	94	81	known	know	VERB
american_scientific_journal-4533	94	82	gray	gray	ADJ
american_scientific_journal-4533	94	83	value	value	NOUN
american_scientific_journal-4533	94	84	.	.	PUNCT
american_scientific_journal-4533	95	1	finally	finally	ADV
american_scientific_journal-4533	95	2	,	,	PUNCT
american_scientific_journal-4533	95	3	the	the	DET
american_scientific_journal-4533	95	4	feature	feature	NOUN
american_scientific_journal-4533	95	5	matrix	matrix	NOUN
american_scientific_journal-4533	95	6	of	of	ADP
american_scientific_journal-4533	95	7	128	128	NUM
american_scientific_journal-4533	95	8	*	*	SYM
american_scientific_journal-4533	95	9	128	128	NUM
american_scientific_journal-4533	95	10	*	*	SYM
american_scientific_journal-4533	95	11	2	2	NUM
american_scientific_journal-4533	95	12	is	be	AUX
american_scientific_journal-4533	95	13	upsampled	upsample	VERB
american_scientific_journal-4533	95	14	to	to	ADP
american_scientific_journal-4533	95	15	256	256	NUM
american_scientific_journal-4533	95	16	*	*	SYM
american_scientific_journal-4533	95	17	256	256	NUM
american_scientific_journal-4533	95	18	*	*	SYM
american_scientific_journal-4533	95	19	2	2	NUM
american_scientific_journal-4533	95	20	and	and	CCONJ
american_scientific_journal-4533	95	21	merged	merge	VERB
american_scientific_journal-4533	95	22	with	with	ADP
american_scientific_journal-4533	95	23	the	the	DET
american_scientific_journal-4533	95	24	256	256	NUM
american_scientific_journal-4533	95	25	*	*	SYM
american_scientific_journal-4533	95	26	256	256	NUM
american_scientific_journal-4533	95	27	*	*	SYM
american_scientific_journal-4533	95	28	1	1	NUM
american_scientific_journal-4533	95	29	nir	nir	ADJ
american_scientific_journal-4533	95	30	image	image	NOUN
american_scientific_journal-4533	95	31	.	.	PUNCT
american_scientific_journal-4533	96	1	the	the	DET
american_scientific_journal-4533	96	2	colorization	colorization	NOUN
american_scientific_journal-4533	96	3	of	of	ADP
american_scientific_journal-4533	96	4	the	the	DET
american_scientific_journal-4533	96	5	near	near	ADV
american_scientific_journal-4533	96	6	-	-	PUNCT
american_scientific_journal-4533	96	7	infrared	infrared	ADJ
american_scientific_journal-4533	96	8	image	image	NOUN
american_scientific_journal-4533	96	9	is	be	AUX
american_scientific_journal-4533	96	10	completed	complete	VERB
american_scientific_journal-4533	96	11	.	.	PUNCT
american_scientific_journal-4533	97	1	3.2	3.2	NUM
american_scientific_journal-4533	97	2	objective	objective	ADJ
american_scientific_journal-4533	97	3	function	function	NOUN
american_scientific_journal-4533	97	4	and	and	CCONJ
american_scientific_journal-4533	97	5	network	network	NOUN
american_scientific_journal-4533	97	6	training	training	NOUN
american_scientific_journal-4533	97	7	network	network	NOUN
american_scientific_journal-4533	97	8	training	training	NOUN
american_scientific_journal-4533	97	9	is	be	AUX
american_scientific_journal-4533	97	10	divided	divide	VERB
american_scientific_journal-4533	97	11	into	into	ADP
american_scientific_journal-4533	97	12	two	two	NUM
american_scientific_journal-4533	97	13	phases	phase	NOUN
american_scientific_journal-4533	97	14	.	.	PUNCT
american_scientific_journal-4533	98	1	forward	forward	ADJ
american_scientific_journal-4533	98	2	propagation	propagation	NOUN
american_scientific_journal-4533	98	3	enables	enable	VERB
american_scientific_journal-4533	98	4	feature	feature	NOUN
american_scientific_journal-4533	98	5	learning	learn	VERB
american_scientific_journal-4533	98	6	from	from	ADP
american_scientific_journal-4533	98	7	the	the	DET
american_scientific_journal-4533	98	8	input	input	NOUN
american_scientific_journal-4533	98	9	layer	layer	NOUN
american_scientific_journal-4533	98	10	to	to	ADP
american_scientific_journal-4533	98	11	the	the	DET
american_scientific_journal-4533	98	12	output	output	NOUN
american_scientific_journal-4533	98	13	layer	layer	NOUN
american_scientific_journal-4533	98	14	,	,	PUNCT
american_scientific_journal-4533	98	15	back	back	ADJ
american_scientific_journal-4533	98	16	propagation	propagation	NOUN
american_scientific_journal-4533	98	17	is	be	AUX
american_scientific_journal-4533	98	18	based	base	VERB
american_scientific_journal-4533	98	19	on	on	ADP
american_scientific_journal-4533	98	20	the	the	DET
american_scientific_journal-4533	98	21	loss	loss	NOUN
american_scientific_journal-4533	98	22	function	function	NOUN
american_scientific_journal-4533	98	23	l(m	l(m	PROPN
american_scientific_journal-4533	98	24	,	,	PUNCT
american_scientific_journal-4533	98	25	a	a	PRON
american_scientific_journal-4533	98	26	)	)	PUNCT
american_scientific_journal-4533	98	27	to	to	PART
american_scientific_journal-4533	98	28	calculate	calculate	VERB
american_scientific_journal-4533	98	29	the	the	DET
american_scientific_journal-4533	98	30	output	output	NOUN
american_scientific_journal-4533	98	31	value	value	NOUN
american_scientific_journal-4533	98	32	:	:	PUNCT
american_scientific_journal-4533	98	33	1	1	NUM
american_scientific_journal-4533	98	34	1	1	NUM
american_scientific_journal-4533	98	35	ˆ	ˆ	NOUN
american_scientific_journal-4533	98	36	(	(	PUNCT
american_scientific_journal-4533	98	37	)	)	PUNCT
american_scientific_journal-4533	98	38	(	(	PUNCT
american_scientific_journal-4533	98	39	,	,	PUNCT
american_scientific_journal-4533	98	40	)	)	PUNCT
american_scientific_journal-4533	98	41	{	{	PUNCT
american_scientific_journal-4533	98	42	}	}	PUNCT
american_scientific_journal-4533	98	43	log	log	VERB
american_scientific_journal-4533	98	44	n	n	PRON
american_scientific_journal-4533	98	45	c	c	NOUN
american_scientific_journal-4533	99	1	j	j	NOUN
american_scientific_journal-4533	100	1	i	i	PRON
american_scientific_journal-4533	100	2	i	i	PRON
american_scientific_journal-4533	100	3	i	i	VERB
american_scientific_journal-4533	100	4	j	j	PROPN
american_scientific_journal-4533	100	5	l	l	PROPN
american_scientific_journal-4533	100	6	m	m	PROPN
american_scientific_journal-4533	100	7	,	,	PUNCT
american_scientific_journal-4533	100	8	a	a	DET
american_scientific_journal-4533	100	9	ce	ce	PROPN
american_scientific_journal-4533	100	10	m	m	PROPN
american_scientific_journal-4533	100	11	a	a	PROPN
american_scientific_journal-4533	100	12	y	y	PROPN
american_scientific_journal-4533	100	13	j	j	PROPN
american_scientific_journal-4533	100	14	p=	p=	PROPN
american_scientific_journal-4533	100	15	=	=	PUNCT
american_scientific_journal-4533	101	1	=	=	PUNCT
american_scientific_journal-4533	101	2	=	=	PUNCT
american_scientific_journal-4533	101	3	=	=	PUNCT
american_scientific_journal-4533	101	4	−∑∑	−∑∑	NOUN
american_scientific_journal-4533	101	5	(	(	PUNCT
american_scientific_journal-4533	101	6	2	2	NUM
american_scientific_journal-4533	101	7	)	)	PUNCT
american_scientific_journal-4533	101	8	where	where	SCONJ
american_scientific_journal-4533	101	9	iŷ	iŷ	PROPN
american_scientific_journal-4533	101	10	is	be	AUX
american_scientific_journal-4533	101	11	the	the	DET
american_scientific_journal-4533	101	12	expected	expect	VERB
american_scientific_journal-4533	101	13	value	value	NOUN
american_scientific_journal-4533	101	14	of	of	ADP
american_scientific_journal-4533	101	15	the	the	DET
american_scientific_journal-4533	101	16	ith	ith	PROPN
american_scientific_journal-4533	101	17	training	training	NOUN
american_scientific_journal-4533	101	18	sample	sample	NOUN
american_scientific_journal-4533	101	19	,	,	PUNCT
american_scientific_journal-4533	101	20	j	j	PROPN
american_scientific_journal-4533	101	21	ip	ip	NOUN
american_scientific_journal-4533	101	22	is	be	AUX
american_scientific_journal-4533	101	23	the	the	DET
american_scientific_journal-4533	101	24	predicted	predict	VERB
american_scientific_journal-4533	101	25	probability	probability	NOUN
american_scientific_journal-4533	101	26	of	of	ADP
american_scientific_journal-4533	101	27	the	the	DET
american_scientific_journal-4533	101	28	jth	jth	PROPN
american_scientific_journal-4533	101	29	category	category	NOUN
american_scientific_journal-4533	101	30	of	of	ADP
american_scientific_journal-4533	101	31	the	the	DET
american_scientific_journal-4533	101	32	ith	ith	PROPN
american_scientific_journal-4533	101	33	training	training	NOUN
american_scientific_journal-4533	101	34	sample	sample	NOUN
american_scientific_journal-4533	101	35	,	,	PUNCT
american_scientific_journal-4533	101	36	c	c	PROPN
american_scientific_journal-4533	101	37	is	be	AUX
american_scientific_journal-4533	101	38	the	the	DET
american_scientific_journal-4533	101	39	total	total	ADJ
american_scientific_journal-4533	101	40	number	number	NOUN
american_scientific_journal-4533	101	41	of	of	ADP
american_scientific_journal-4533	101	42	categories	category	NOUN
american_scientific_journal-4533	101	43	of	of	ADP
american_scientific_journal-4533	101	44	training	training	NOUN
american_scientific_journal-4533	101	45	samples	sample	NOUN
american_scientific_journal-4533	101	46	,	,	PUNCT
american_scientific_journal-4533	101	47	and	and	CCONJ
american_scientific_journal-4533	101	48	n	n	PRON
american_scientific_journal-4533	101	49	is	be	AUX
american_scientific_journal-4533	101	50	the	the	DET
american_scientific_journal-4533	101	51	total	total	ADJ
american_scientific_journal-4533	101	52	number	number	NOUN
american_scientific_journal-4533	101	53	of	of	ADP
american_scientific_journal-4533	101	54	training	training	NOUN
american_scientific_journal-4533	101	55	samples	sample	NOUN
american_scientific_journal-4533	101	56	.	.	PUNCT
american_scientific_journal-4533	102	1	throughout	throughout	ADP
american_scientific_journal-4533	102	2	the	the	DET
american_scientific_journal-4533	102	3	training	training	NOUN
american_scientific_journal-4533	102	4	process	process	NOUN
american_scientific_journal-4533	102	5	,	,	PUNCT
american_scientific_journal-4533	102	6	the	the	DET
american_scientific_journal-4533	102	7	loss	loss	NOUN
american_scientific_journal-4533	102	8	value	value	NOUN
american_scientific_journal-4533	102	9	is	be	AUX
american_scientific_journal-4533	102	10	calculated	calculate	VERB
american_scientific_journal-4533	102	11	by	by	ADP
american_scientific_journal-4533	102	12	forward	forward	ADJ
american_scientific_journal-4533	102	13	propagation	propagation	NOUN
american_scientific_journal-4533	102	14	,	,	PUNCT
american_scientific_journal-4533	102	15	and	and	CCONJ
american_scientific_journal-4533	102	16	then	then	ADV
american_scientific_journal-4533	102	17	back	back	ADV
american_scientific_journal-4533	102	18	propagated	propagate	VERB
american_scientific_journal-4533	102	19	by	by	ADP
american_scientific_journal-4533	102	20	gradient	gradient	ADJ
american_scientific_journal-4533	102	21	descent	descent	NOUN
american_scientific_journal-4533	102	22	,	,	PUNCT
american_scientific_journal-4533	102	23	and	and	CCONJ
american_scientific_journal-4533	102	24	the	the	DET
american_scientific_journal-4533	102	25	training	training	NOUN
american_scientific_journal-4533	102	26	parameters	parameter	NOUN
american_scientific_journal-4533	102	27	t	t	PROPN
american_scientific_journal-4533	102	28	and	and	CCONJ
american_scientific_journal-4533	102	29	c	c	PROPN
american_scientific_journal-4533	102	30	of	of	ADP
american_scientific_journal-4533	102	31	each	each	DET
american_scientific_journal-4533	102	32	layer	layer	NOUN
american_scientific_journal-4533	102	33	are	be	AUX
american_scientific_journal-4533	102	34	updated	update	VERB
american_scientific_journal-4533	102	35	layer	layer	NOUN
american_scientific_journal-4533	102	36	by	by	ADP
american_scientific_journal-4533	102	37	layer	layer	NOUN
american_scientific_journal-4533	102	38	.	.	PUNCT
american_scientific_journal-4533	103	1	the	the	DET
american_scientific_journal-4533	103	2	parameter	parameter	NOUN
american_scientific_journal-4533	103	3	update	update	NOUN
american_scientific_journal-4533	103	4	formula	formula	NOUN
american_scientific_journal-4533	103	5	is	be	AUX
american_scientific_journal-4533	103	6	defined	define	VERB
american_scientific_journal-4533	103	7	as	as	ADP
american_scientific_journal-4533	103	8	:	:	PUNCT
american_scientific_journal-4533	103	9	(	(	PUNCT
american_scientific_journal-4533	103	10	,	,	PUNCT
american_scientific_journal-4533	103	11	)	)	PUNCT
american_scientific_journal-4533	104	1	+	+	ADP
american_scientific_journal-4533	104	2	（	（	PUNCT
american_scientific_journal-4533	104	3	）	）	PUNCT
american_scientific_journal-4533	104	4	α	α	X
american_scientific_journal-4533	104	5	β∂	β∂	NOUN
american_scientific_journal-4533	105	1	=	=	SYM
american_scientific_journal-4533	106	1	−	−	PROPN
american_scientific_journal-4533	106	2	∂	∂	NOUN
american_scientific_journal-4533	107	1	i	i	PRON
american_scientific_journal-4533	107	2	i	i	PRON
american_scientific_journal-4533	108	1	i	i	VERB
american_scientific_journal-4533	108	2	l	l	NOUN
american_scientific_journal-4533	109	1	t	t	NOUN
american_scientific_journal-4533	109	2	ct	ct	PROPN
american_scientific_journal-4533	109	3	t	t	PROPN
american_scientific_journal-4533	109	4	t	t	PROPN
american_scientific_journal-4533	109	5	(	(	PUNCT
american_scientific_journal-4533	109	6	3	3	NUM
american_scientific_journal-4533	109	7	)	)	PUNCT
american_scientific_journal-4533	109	8	(	(	PUNCT
american_scientific_journal-4533	109	9	,	,	PUNCT
american_scientific_journal-4533	109	10	)	)	PUNCT
american_scientific_journal-4533	110	1	+	+	ADP
american_scientific_journal-4533	110	2	（	（	PUNCT
american_scientific_journal-4533	110	3	）	）	PUNCT
american_scientific_journal-4533	110	4	α	α	X
american_scientific_journal-4533	110	5	β∂	β∂	NOUN
american_scientific_journal-4533	111	1	=	=	SYM
american_scientific_journal-4533	112	1	−	−	PROPN
american_scientific_journal-4533	112	2	∂	∂	NOUN
american_scientific_journal-4533	113	1	i	i	PRON
american_scientific_journal-4533	113	2	i	i	PRON
american_scientific_journal-4533	114	1	i	i	VERB
american_scientific_journal-4533	114	2	l	l	VERB
american_scientific_journal-4533	114	3	t	t	NOUN
american_scientific_journal-4533	114	4	cc	cc	PROPN
american_scientific_journal-4533	114	5	c	c	PROPN
american_scientific_journal-4533	114	6	c	c	X
american_scientific_journal-4533	114	7	(	(	PUNCT
american_scientific_journal-4533	114	8	4	4	NUM
american_scientific_journal-4533	114	9	)	)	PUNCT
american_scientific_journal-4533	114	10	ɑ	ɑ	PROPN
american_scientific_journal-4533	114	11	is	be	AUX
american_scientific_journal-4533	114	12	the	the	DET
american_scientific_journal-4533	114	13	learning	learning	NOUN
american_scientific_journal-4533	114	14	rate	rate	NOUN
american_scientific_journal-4533	114	15	,	,	PUNCT
american_scientific_journal-4533	114	16	β	β	X
american_scientific_journal-4533	114	17	is	be	AUX
american_scientific_journal-4533	114	18	the	the	DET
american_scientific_journal-4533	114	19	adjustment	adjustment	NOUN
american_scientific_journal-4533	114	20	parameter	parameter	NOUN
american_scientific_journal-4533	114	21	,	,	PUNCT
american_scientific_journal-4533	114	22	it	it	PRON
american_scientific_journal-4533	114	23	’s	’s	AUX
american_scientific_journal-4533	114	24	used	use	VERB
american_scientific_journal-4533	114	25	to	to	PART
american_scientific_journal-4533	114	26	control	control	VERB
american_scientific_journal-4533	114	27	the	the	DET
american_scientific_journal-4533	114	28	strength	strength	NOUN
american_scientific_journal-4533	114	29	of	of	ADP
american_scientific_journal-4533	114	30	back	back	ADJ
american_scientific_journal-4533	114	31	propagation	propagation	NOUN
american_scientific_journal-4533	114	32	of	of	ADP
american_scientific_journal-4533	114	33	loss	loss	NOUN
american_scientific_journal-4533	114	34	values	value	NOUN
american_scientific_journal-4533	114	35	.	.	PUNCT
american_scientific_journal-4533	115	1	4	4	X
american_scientific_journal-4533	115	2	.	.	X
american_scientific_journal-4533	115	3	experimental	experimental	ADJ
american_scientific_journal-4533	115	4	results	result	NOUN
american_scientific_journal-4533	115	5	and	and	CCONJ
american_scientific_journal-4533	115	6	analysis	analysis	NOUN
american_scientific_journal-4533	115	7	4.1	4.1	NUM
american_scientific_journal-4533	115	8	identification	identification	NOUN
american_scientific_journal-4533	115	9	results	result	NOUN
american_scientific_journal-4533	115	10	and	and	CCONJ
american_scientific_journal-4533	115	11	analysis	analysis	NOUN
american_scientific_journal-4533	115	12	figure	figure	NOUN
american_scientific_journal-4533	115	13	5	5	NUM
american_scientific_journal-4533	115	14	is	be	AUX
american_scientific_journal-4533	115	15	the	the	DET
american_scientific_journal-4533	115	16	target	target	NOUN
american_scientific_journal-4533	115	17	recognition	recognition	NOUN
american_scientific_journal-4533	115	18	result	result	NOUN
american_scientific_journal-4533	115	19	of	of	ADP
american_scientific_journal-4533	115	20	the	the	DET
american_scientific_journal-4533	115	21	target	target	NOUN
american_scientific_journal-4533	115	22	recognition	recognition	NOUN
american_scientific_journal-4533	115	23	network	network	NOUN
american_scientific_journal-4533	115	24	in	in	ADP
american_scientific_journal-4533	115	25	our	our	PRON
american_scientific_journal-4533	115	26	paper	paper	NOUN
american_scientific_journal-4533	115	27	for	for	ADP
american_scientific_journal-4533	115	28	nir	nir	ADJ
american_scientific_journal-4533	115	29	images	image	NOUN
american_scientific_journal-4533	115	30	expressed	express	VERB
american_scientific_journal-4533	115	31	by	by	ADP
american_scientific_journal-4533	115	32	position	position	NOUN
american_scientific_journal-4533	115	33	box	box	NOUN
american_scientific_journal-4533	115	34	,	,	PUNCT
american_scientific_journal-4533	115	35	semantics	semantic	NOUN
american_scientific_journal-4533	115	36	and	and	CCONJ
american_scientific_journal-4533	115	37	probability	probability	NOUN
american_scientific_journal-4533	115	38	,	,	PUNCT
american_scientific_journal-4533	115	39	it	it	PRON
american_scientific_journal-4533	115	40	can	can	AUX
american_scientific_journal-4533	115	41	be	be	AUX
american_scientific_journal-4533	115	42	seen	see	VERB
american_scientific_journal-4533	115	43	from	from	ADP
american_scientific_journal-4533	115	44	figure	figure	NOUN
american_scientific_journal-4533	115	45	5	5	NUM
american_scientific_journal-4533	115	46	that	that	SCONJ
american_scientific_journal-4533	115	47	the	the	DET
american_scientific_journal-4533	115	48	recognition	recognition	NOUN
american_scientific_journal-4533	115	49	network	network	NOUN
american_scientific_journal-4533	115	50	can	can	AUX
american_scientific_journal-4533	115	51	achieve	achieve	VERB
american_scientific_journal-4533	115	52	good	good	ADJ
american_scientific_journal-4533	115	53	recognition	recognition	NOUN
american_scientific_journal-4533	115	54	accuracy	accuracy	NOUN
american_scientific_journal-4533	115	55	for	for	ADP
american_scientific_journal-4533	115	56	different	different	ADJ
american_scientific_journal-4533	115	57	categories	category	NOUN
american_scientific_journal-4533	115	58	of	of	ADP
american_scientific_journal-4533	115	59	targets	target	NOUN
american_scientific_journal-4533	115	60	in	in	ADP
american_scientific_journal-4533	115	61	the	the	DET
american_scientific_journal-4533	115	62	image	image	NOUN
american_scientific_journal-4533	115	63	.	.	PUNCT
american_scientific_journal-4533	116	1	table	table	NOUN
american_scientific_journal-4533	116	2	1	1	NUM
american_scientific_journal-4533	116	3	lists	list	NOUN
american_scientific_journal-4533	116	4	the	the	DET
american_scientific_journal-4533	116	5	time	time	NOUN
american_scientific_journal-4533	116	6	required	require	VERB
american_scientific_journal-4533	116	7	for	for	ADP
american_scientific_journal-4533	116	8	rcnn	rcnn	NOUN
american_scientific_journal-4533	116	9	,	,	PUNCT
american_scientific_journal-4533	116	10	fast	fast	ADJ
american_scientific_journal-4533	116	11	-	-	PUNCT
american_scientific_journal-4533	116	12	rcnn	rcnn	NOUN
american_scientific_journal-4533	116	13	,	,	PUNCT
american_scientific_journal-4533	116	14	faster	fast	ADV
american_scientific_journal-4533	116	15	-	-	PUNCT
american_scientific_journal-4533	116	16	rcnn	rcnn	NOUN
american_scientific_journal-4533	116	17	,	,	PUNCT
american_scientific_journal-4533	116	18	and	and	CCONJ
american_scientific_journal-4533	116	19	recognition	recognition	NOUN
american_scientific_journal-4533	116	20	network	network	NOUN
american_scientific_journal-4533	116	21	of	of	ADP
american_scientific_journal-4533	116	22	our	our	PRON
american_scientific_journal-4533	116	23	article	article	NOUN
american_scientific_journal-4533	116	24	for	for	ADP
american_scientific_journal-4533	116	25	testing	testing	NOUN
american_scientific_journal-4533	116	26	images	image	NOUN
american_scientific_journal-4533	116	27	at	at	ADP
american_scientific_journal-4533	116	28	different	different	ADJ
american_scientific_journal-4533	116	29	resolutions	resolution	NOUN
american_scientific_journal-4533	116	30	.	.	PUNCT
american_scientific_journal-4533	117	1	by	by	ADP
american_scientific_journal-4533	117	2	comparison	comparison	NOUN
american_scientific_journal-4533	117	3	,	,	PUNCT
american_scientific_journal-4533	117	4	we	we	PRON
american_scientific_journal-4533	117	5	found	find	VERB
american_scientific_journal-4533	117	6	that	that	SCONJ
american_scientific_journal-4533	117	7	the	the	DET
american_scientific_journal-4533	117	8	recognition	recognition	NOUN
american_scientific_journal-4533	117	9	network	network	NOUN
american_scientific_journal-4533	117	10	of	of	ADP
american_scientific_journal-4533	117	11	our	our	PRON
american_scientific_journal-4533	117	12	paper	paper	NOUN
american_scientific_journal-4533	117	13	has	have	VERB
american_scientific_journal-4533	117	14	the	the	DET
american_scientific_journal-4533	117	15	fastest	fast	ADJ
american_scientific_journal-4533	117	16	recognition	recognition	NOUN
american_scientific_journal-4533	117	17	speed	speed	NOUN
american_scientific_journal-4533	117	18	.	.	PUNCT
american_scientific_journal-4533	118	1	american	american	ADJ
american_scientific_journal-4533	118	2	scientific	scientific	ADJ
american_scientific_journal-4533	118	3	research	research	PROPN
american_scientific_journal-4533	118	4	journal	journal	NOUN
american_scientific_journal-4533	118	5	for	for	ADP
american_scientific_journal-4533	118	6	engineering	engineering	NOUN
american_scientific_journal-4533	118	7	,	,	PUNCT
american_scientific_journal-4533	118	8	technology	technology	NOUN
american_scientific_journal-4533	118	9	,	,	PUNCT
american_scientific_journal-4533	118	10	and	and	CCONJ
american_scientific_journal-4533	118	11	sciences	science	NOUN
american_scientific_journal-4533	118	12	(	(	PUNCT
american_scientific_journal-4533	118	13	asrjets	asrjet	NOUN
american_scientific_journal-4533	118	14	)	)	PUNCT
american_scientific_journal-4533	118	15	(	(	PUNCT
american_scientific_journal-4533	118	16	2018	2018	NUM
american_scientific_journal-4533	118	17	)	)	PUNCT
american_scientific_journal-4533	118	18	volume	volume	NOUN
american_scientific_journal-4533	118	19	49	49	NUM
american_scientific_journal-4533	118	20	,	,	PUNCT
american_scientific_journal-4533	118	21	no	no	DET
american_scientific_journal-4533	118	22	1	1	NUM
american_scientific_journal-4533	118	23	,	,	PUNCT
american_scientific_journal-4533	118	24	pp	pp	ADV
american_scientific_journal-4533	118	25	118	118	NUM
american_scientific_journal-4533	118	26	-	-	SYM
american_scientific_journal-4533	118	27	130	130	NUM
american_scientific_journal-4533	118	28	125	125	NUM
american_scientific_journal-4533	118	29	table	table	NOUN
american_scientific_journal-4533	118	30	1	1	NUM
american_scientific_journal-4533	118	31	:	:	PUNCT
american_scientific_journal-4533	118	32	comparison	comparison	NOUN
american_scientific_journal-4533	118	33	of	of	ADP
american_scientific_journal-4533	118	34	running	run	VERB
american_scientific_journal-4533	118	35	time(s	time(s	NOUN
american_scientific_journal-4533	118	36	)	)	PUNCT
american_scientific_journal-4533	118	37	of	of	ADP
american_scientific_journal-4533	118	38	near	near	ADV
american_scientific_journal-4533	118	39	-	-	PUNCT
american_scientific_journal-4533	118	40	infrared	infrared	ADJ
american_scientific_journal-4533	118	41	image	image	NOUN
american_scientific_journal-4533	118	42	recognition	recognition	NOUN
american_scientific_journal-4533	118	43	by	by	ADP
american_scientific_journal-4533	118	44	different	different	ADJ
american_scientific_journal-4533	118	45	network	network	NOUN
american_scientific_journal-4533	118	46	models	model	NOUN
american_scientific_journal-4533	118	47	network	network	NOUN
american_scientific_journal-4533	118	48	name	name	NOUN
american_scientific_journal-4533	118	49	128	128	NUM
american_scientific_journal-4533	118	50	*	*	SYM
american_scientific_journal-4533	118	51	128	128	NUM
american_scientific_journal-4533	118	52	256	256	NUM
american_scientific_journal-4533	118	53	*	*	NUM
american_scientific_journal-4533	118	54	256	256	NUM
american_scientific_journal-4533	118	55	512	512	NUM
american_scientific_journal-4533	118	56	*	*	SYM
american_scientific_journal-4533	118	57	512	512	NUM
american_scientific_journal-4533	118	58	800	800	NUM
american_scientific_journal-4533	118	59	*	*	SYM
american_scientific_journal-4533	118	60	600	600	NUM
american_scientific_journal-4533	118	61	rcnn	rcnn	NOUN
american_scientific_journal-4533	118	62	78.7	78.7	NUM
american_scientific_journal-4533	118	63	164.8	164.8	NUM
american_scientific_journal-4533	118	64	321.7	321.7	NUM
american_scientific_journal-4533	118	65	478.9	478.9	NUM
american_scientific_journal-4533	118	66	fast	fast	ADJ
american_scientific_journal-4533	118	67	-	-	PUNCT
american_scientific_journal-4533	118	68	rcnn	rcnn	NOUN
american_scientific_journal-4533	118	69	7.62	7.62	NUM
american_scientific_journal-4533	118	70	15.89	15.89	NUM
american_scientific_journal-4533	118	71	33.63	33.63	NUM
american_scientific_journal-4533	118	72	46.75	46.75	NUM
american_scientific_journal-4533	118	73	faster	fast	ADJ
american_scientific_journal-4533	118	74	-	-	PUNCT
american_scientific_journal-4533	118	75	rcnn	rcnn	NOUN
american_scientific_journal-4533	118	76	0.75	0.75	NUM
american_scientific_journal-4533	118	77	1.61	1.61	NUM
american_scientific_journal-4533	118	78	3.26	3.26	NUM
american_scientific_journal-4533	118	79	4.58	4.58	NUM
american_scientific_journal-4533	118	80	our	our	PRON
american_scientific_journal-4533	118	81	image	image	NOUN
american_scientific_journal-4533	118	82	recognition	recognition	NOUN
american_scientific_journal-4533	118	83	network	network	NOUN
american_scientific_journal-4533	118	84	0.58	0.58	NUM
american_scientific_journal-4533	118	85	1.35	1.35	NUM
american_scientific_journal-4533	118	86	2.95	2.95	NUM
american_scientific_journal-4533	118	87	3.78	3.78	NUM
american_scientific_journal-4533	118	88	figure	figure	NOUN
american_scientific_journal-4533	118	89	5	5	NUM
american_scientific_journal-4533	118	90	:	:	PUNCT
american_scientific_journal-4533	118	91	recognition	recognition	NOUN
american_scientific_journal-4533	118	92	result	result	NOUN
american_scientific_journal-4533	118	93	of	of	ADP
american_scientific_journal-4533	118	94	near	near	ADV
american_scientific_journal-4533	118	95	-	-	PUNCT
american_scientific_journal-4533	118	96	infrared	infrared	ADJ
american_scientific_journal-4533	118	97	image	image	NOUN
american_scientific_journal-4533	118	98	by	by	ADP
american_scientific_journal-4533	118	99	using	use	VERB
american_scientific_journal-4533	118	100	identification	identification	NOUN
american_scientific_journal-4533	118	101	network	network	NOUN
american_scientific_journal-4533	118	102	in	in	ADP
american_scientific_journal-4533	118	103	our	our	PRON
american_scientific_journal-4533	118	104	paper	paper	NOUN
american_scientific_journal-4533	118	105	4.2	4.2	NUM
american_scientific_journal-4533	118	106	colorization	colorization	NOUN
american_scientific_journal-4533	118	107	results	result	NOUN
american_scientific_journal-4533	118	108	and	and	CCONJ
american_scientific_journal-4533	118	109	analysis	analysis	NOUN
american_scientific_journal-4533	118	110	4.2.1	4.2.1	NUM
american_scientific_journal-4533	118	111	image	image	NOUN
american_scientific_journal-4533	118	112	acquisition	acquisition	NOUN
american_scientific_journal-4533	118	113	device	device	NOUN
american_scientific_journal-4533	118	114	parameters	parameter	NOUN
american_scientific_journal-4533	118	115	in	in	ADP
american_scientific_journal-4533	118	116	the	the	DET
american_scientific_journal-4533	118	117	experiment	experiment	NOUN
american_scientific_journal-4533	118	118	we	we	PRON
american_scientific_journal-4533	118	119	used	use	VERB
american_scientific_journal-4533	118	120	the	the	DET
american_scientific_journal-4533	118	121	lir	lir	PROPN
american_scientific_journal-4533	118	122	x8500sc	x8500sc	PROPN
american_scientific_journal-4533	118	123	sls	sls	PROPN
american_scientific_journal-4533	118	124	lwir	lwir	PROPN
american_scientific_journal-4533	118	125	to	to	PART
american_scientific_journal-4533	118	126	capture	capture	VERB
american_scientific_journal-4533	118	127	high	high	ADJ
american_scientific_journal-4533	118	128	definition	definition	NOUN
american_scientific_journal-4533	118	129	nir	nir	NOUN
american_scientific_journal-4533	118	130	images	image	NOUN
american_scientific_journal-4533	118	131	,	,	PUNCT
american_scientific_journal-4533	118	132	its	its	PRON
american_scientific_journal-4533	118	133	spectral	spectral	ADJ
american_scientific_journal-4533	118	134	range	range	NOUN
american_scientific_journal-4533	118	135	is	be	AUX
american_scientific_journal-4533	118	136	7.5	7.5	NUM
american_scientific_journal-4533	118	137	-10.5μm	-10.5μm	NOUN
american_scientific_journal-4533	118	138	and	and	CCONJ
american_scientific_journal-4533	118	139	the	the	DET
american_scientific_journal-4533	118	140	maximum	maximum	ADJ
american_scientific_journal-4533	118	141	resolution	resolution	NOUN
american_scientific_journal-4533	118	142	is	be	AUX
american_scientific_journal-4533	118	143	1280	1280	NUM
american_scientific_journal-4533	118	144	*	*	SYM
american_scientific_journal-4533	118	145	1024	1024	NUM
american_scientific_journal-4533	118	146	.	.	PUNCT
american_scientific_journal-4533	119	1	using	use	VERB
american_scientific_journal-4533	119	2	wat-910hx	wat-910hx	NOUN
american_scientific_journal-4533	119	3	to	to	PART
american_scientific_journal-4533	119	4	capture	capture	VERB
american_scientific_journal-4533	119	5	low	low	ADJ
american_scientific_journal-4533	119	6	-	-	PUNCT
american_scientific_journal-4533	119	7	resolution	resolution	NOUN
american_scientific_journal-4533	119	8	nir	nir	ADJ
american_scientific_journal-4533	119	9	image	image	NOUN
american_scientific_journal-4533	119	10	,	,	PUNCT
american_scientific_journal-4533	119	11	its	its	PRON
american_scientific_journal-4533	119	12	spectral	spectral	ADJ
american_scientific_journal-4533	119	13	range	range	NOUN
american_scientific_journal-4533	119	14	is	be	AUX
american_scientific_journal-4533	119	15	8.4	8.4	NUM
american_scientific_journal-4533	119	16	-	-	SYM
american_scientific_journal-4533	119	17	9.8μm	9.8μm	NUM
american_scientific_journal-4533	119	18	,	,	PUNCT
american_scientific_journal-4533	119	19	and	and	CCONJ
american_scientific_journal-4533	119	20	the	the	DET
american_scientific_journal-4533	119	21	maximum	maximum	ADJ
american_scientific_journal-4533	119	22	resolution	resolution	NOUN
american_scientific_journal-4533	119	23	is	be	AUX
american_scientific_journal-4533	119	24	768	768	NUM
american_scientific_journal-4533	119	25	*	*	NUM
american_scientific_journal-4533	119	26	494	494	NUM
american_scientific_journal-4533	119	27	.	.	PUNCT
american_scientific_journal-4533	120	1	4.2.2	4.2.2	NUM
american_scientific_journal-4533	120	2	colorization	colorization	NOUN
american_scientific_journal-4533	120	3	results	result	NOUN
american_scientific_journal-4533	120	4	and	and	CCONJ
american_scientific_journal-4533	120	5	analysis	analysis	NOUN
american_scientific_journal-4533	120	6	of	of	ADP
american_scientific_journal-4533	120	7	low	low	ADJ
american_scientific_journal-4533	120	8	resolution	resolution	NOUN
american_scientific_journal-4533	120	9	nir	nir	NOUN
american_scientific_journal-4533	120	10	images	image	NOUN
american_scientific_journal-4533	120	11	low	low	ADJ
american_scientific_journal-4533	120	12	-	-	PUNCT
american_scientific_journal-4533	120	13	resolution	resolution	NOUN
american_scientific_journal-4533	120	14	nir	nir	ADJ
american_scientific_journal-4533	120	15	images	image	NOUN
american_scientific_journal-4533	120	16	have	have	VERB
american_scientific_journal-4533	120	17	the	the	DET
american_scientific_journal-4533	120	18	characteristics	characteristic	NOUN
american_scientific_journal-4533	120	19	of	of	ADP
american_scientific_journal-4533	120	20	blurred	blurred	ADJ
american_scientific_journal-4533	120	21	scene	scene	NOUN
american_scientific_journal-4533	120	22	edges	edge	NOUN
american_scientific_journal-4533	120	23	and	and	CCONJ
american_scientific_journal-4533	120	24	unclear	unclear	ADJ
american_scientific_journal-4533	120	25	detail	detail	NOUN
american_scientific_journal-4533	120	26	textures	texture	NOUN
american_scientific_journal-4533	120	27	.	.	PUNCT
american_scientific_journal-4533	121	1	figure	figure	VERB
american_scientific_journal-4533	121	2	6	6	NUM
american_scientific_journal-4533	121	3	shows	show	VERB
american_scientific_journal-4533	121	4	the	the	DET
american_scientific_journal-4533	121	5	contrast	contrast	NOUN
american_scientific_journal-4533	121	6	between	between	ADP
american_scientific_journal-4533	121	7	the	the	DET
american_scientific_journal-4533	121	8	model	model	NOUN
american_scientific_journal-4533	121	9	and	and	CCONJ
american_scientific_journal-4533	121	10	other	other	ADJ
american_scientific_journal-4533	121	11	colorized	colorized	ADJ
american_scientific_journal-4533	121	12	models	model	NOUN
american_scientific_journal-4533	121	13	.	.	PUNCT
american_scientific_journal-4533	122	1	since	since	SCONJ
american_scientific_journal-4533	122	2	the	the	DET
american_scientific_journal-4533	122	3	model	model	NOUN
american_scientific_journal-4533	122	4	of	of	ADP
american_scientific_journal-4533	122	5	zhang	zhang	PROPN
american_scientific_journal-4533	122	6	’s	’s	PART
american_scientific_journal-4533	122	7	model	model	NOUN
american_scientific_journal-4533	122	8	does	do	AUX
american_scientific_journal-4533	122	9	not	not	PART
american_scientific_journal-4533	122	10	introduce	introduce	VERB
american_scientific_journal-4533	122	11	a	a	DET
american_scientific_journal-4533	122	12	local	local	ADJ
american_scientific_journal-4533	122	13	feature	feature	NOUN
american_scientific_journal-4533	122	14	classifier	classifier	NOUN
american_scientific_journal-4533	122	15	,	,	PUNCT
american_scientific_journal-4533	122	16	therefore	therefore	ADV
american_scientific_journal-4533	122	17	,	,	PUNCT
american_scientific_journal-4533	122	18	when	when	SCONJ
american_scientific_journal-4533	122	19	the	the	DET
american_scientific_journal-4533	122	20	color	color	NOUN
american_scientific_journal-4533	122	21	is	be	AUX
american_scientific_journal-4533	122	22	colored	color	VERB
american_scientific_journal-4533	122	23	,	,	PUNCT
american_scientific_journal-4533	122	24	the	the	DET
american_scientific_journal-4533	122	25	edge	edge	NOUN
american_scientific_journal-4533	122	26	is	be	AUX
american_scientific_journal-4533	122	27	diffused	diffuse	VERB
american_scientific_journal-4533	122	28	and	and	CCONJ
american_scientific_journal-4533	122	29	the	the	DET
american_scientific_journal-4533	122	30	contrast	contrast	NOUN
american_scientific_journal-4533	122	31	is	be	AUX
american_scientific_journal-4533	122	32	not	not	PART
american_scientific_journal-4533	122	33	natural	natural	ADJ
american_scientific_journal-4533	122	34	enough	enough	ADV
american_scientific_journal-4533	122	35	and	and	CCONJ
american_scientific_journal-4533	122	36	the	the	DET
american_scientific_journal-4533	122	37	color	color	NOUN
american_scientific_journal-4533	122	38	is	be	AUX
american_scientific_journal-4533	122	39	too	too	ADV
american_scientific_journal-4533	122	40	bright	bright	ADJ
american_scientific_journal-4533	122	41	,	,	PUNCT
american_scientific_journal-4533	122	42	and	and	CCONJ
american_scientific_journal-4533	122	43	the	the	DET
american_scientific_journal-4533	122	44	training	training	NOUN
american_scientific_journal-4533	122	45	set	set	NOUN
american_scientific_journal-4533	122	46	of	of	ADP
american_scientific_journal-4533	122	47	the	the	DET
american_scientific_journal-4533	122	48	iizuka	iizuka	PROPN
american_scientific_journal-4533	122	49	’s	’s	PART
american_scientific_journal-4533	122	50	model	model	NOUN
american_scientific_journal-4533	122	51	comes	come	VERB
american_scientific_journal-4533	122	52	from	from	ADP
american_scientific_journal-4533	122	53	imagenet	imagenet	NOUN
american_scientific_journal-4533	122	54	,	,	PUNCT
american_scientific_journal-4533	122	55	therefore	therefore	ADV
american_scientific_journal-4533	122	56	,	,	PUNCT
american_scientific_journal-4533	122	57	it	it	PRON
american_scientific_journal-4533	122	58	can	can	AUX
american_scientific_journal-4533	122	59	only	only	ADV
american_scientific_journal-4533	122	60	identify	identify	VERB
american_scientific_journal-4533	122	61	scene	scene	NOUN
american_scientific_journal-4533	122	62	targets	target	NOUN
american_scientific_journal-4533	122	63	that	that	PRON
american_scientific_journal-4533	122	64	exist	exist	VERB
american_scientific_journal-4533	122	65	in	in	ADP
american_scientific_journal-4533	122	66	the	the	DET
american_scientific_journal-4533	122	67	imagenet	imagenet	NOUN
american_scientific_journal-4533	122	68	library	library	NOUN
american_scientific_journal-4533	122	69	,	,	PUNCT
american_scientific_journal-4533	122	70	and	and	CCONJ
american_scientific_journal-4533	122	71	this	this	DET
american_scientific_journal-4533	122	72	model	model	NOUN
american_scientific_journal-4533	122	73	was	be	AUX
american_scientific_journal-4533	122	74	originally	originally	ADV
american_scientific_journal-4533	122	75	colored	color	VERB
american_scientific_journal-4533	122	76	for	for	ADP
american_scientific_journal-4533	122	77	black	black	ADJ
american_scientific_journal-4533	122	78	and	and	CCONJ
american_scientific_journal-4533	122	79	white	white	ADJ
american_scientific_journal-4533	122	80	old	old	ADJ
american_scientific_journal-4533	122	81	photos	photo	NOUN
american_scientific_journal-4533	122	82	,	,	PUNCT
american_scientific_journal-4533	122	83	therefore	therefore	ADV
american_scientific_journal-4533	122	84	,	,	PUNCT
american_scientific_journal-4533	122	85	the	the	DET
american_scientific_journal-4533	122	86	color	color	NOUN
american_scientific_journal-4533	122	87	saturation	saturation	NOUN
american_scientific_journal-4533	122	88	of	of	ADP
american_scientific_journal-4533	122	89	the	the	DET
american_scientific_journal-4533	122	90	american	american	PROPN
american_scientific_journal-4533	122	91	scientific	scientific	PROPN
american_scientific_journal-4533	122	92	research	research	PROPN
american_scientific_journal-4533	122	93	journal	journal	NOUN
american_scientific_journal-4533	122	94	for	for	ADP
american_scientific_journal-4533	122	95	engineering	engineering	NOUN
american_scientific_journal-4533	122	96	,	,	PUNCT
american_scientific_journal-4533	122	97	technology	technology	NOUN
american_scientific_journal-4533	122	98	,	,	PUNCT
american_scientific_journal-4533	122	99	and	and	CCONJ
american_scientific_journal-4533	122	100	sciences	science	NOUN
american_scientific_journal-4533	122	101	(	(	PUNCT
american_scientific_journal-4533	122	102	asrjets	asrjet	NOUN
american_scientific_journal-4533	122	103	)	)	PUNCT
american_scientific_journal-4533	122	104	(	(	PUNCT
american_scientific_journal-4533	122	105	2018	2018	NUM
american_scientific_journal-4533	122	106	)	)	PUNCT
american_scientific_journal-4533	122	107	volume	volume	NOUN
american_scientific_journal-4533	122	108	49	49	NUM
american_scientific_journal-4533	122	109	,	,	PUNCT
american_scientific_journal-4533	122	110	no	no	DET
american_scientific_journal-4533	122	111	1	1	NUM
american_scientific_journal-4533	122	112	,	,	PUNCT
american_scientific_journal-4533	122	113	pp	pp	ADV
american_scientific_journal-4533	122	114	118	118	NUM
american_scientific_journal-4533	122	115	-	-	SYM
american_scientific_journal-4533	122	116	130	130	NUM
american_scientific_journal-4533	122	117	126	126	NUM
american_scientific_journal-4533	122	118	image	image	NOUN
american_scientific_journal-4533	122	119	after	after	ADP
american_scientific_journal-4533	122	120	colorization	colorization	NOUN
american_scientific_journal-4533	122	121	is	be	AUX
american_scientific_journal-4533	122	122	poor	poor	ADJ
american_scientific_journal-4533	122	123	.	.	PUNCT
american_scientific_journal-4533	123	1	the	the	DET
american_scientific_journal-4533	123	2	color	color	NOUN
american_scientific_journal-4533	123	3	is	be	AUX
american_scientific_journal-4533	123	4	not	not	PART
american_scientific_journal-4533	123	5	natural	natural	ADJ
american_scientific_journal-4533	123	6	enough	enough	ADV
american_scientific_journal-4533	123	7	.	.	PUNCT
american_scientific_journal-4533	124	1	since	since	SCONJ
american_scientific_journal-4533	124	2	the	the	DET
american_scientific_journal-4533	124	3	colorized	colorize	VERB
american_scientific_journal-4533	124	4	model	model	NOUN
american_scientific_journal-4533	124	5	training	training	NOUN
american_scientific_journal-4533	124	6	set	set	NOUN
american_scientific_journal-4533	124	7	of	of	ADP
american_scientific_journal-4533	124	8	this	this	DET
american_scientific_journal-4533	124	9	paper	paper	NOUN
american_scientific_journal-4533	124	10	selects	select	VERB
american_scientific_journal-4533	124	11	an	an	DET
american_scientific_journal-4533	124	12	image	image	NOUN
american_scientific_journal-4533	124	13	set	set	VERB
american_scientific_journal-4533	124	14	similar	similar	ADJ
american_scientific_journal-4533	124	15	to	to	ADP
american_scientific_journal-4533	124	16	the	the	DET
american_scientific_journal-4533	124	17	scene	scene	NOUN
american_scientific_journal-4533	124	18	in	in	ADP
american_scientific_journal-4533	124	19	the	the	DET
american_scientific_journal-4533	124	20	nir	nir	ADJ
american_scientific_journal-4533	124	21	image	image	NOUN
american_scientific_journal-4533	124	22	,	,	PUNCT
american_scientific_journal-4533	124	23	therefore	therefore	ADV
american_scientific_journal-4533	124	24	,	,	PUNCT
american_scientific_journal-4533	124	25	the	the	DET
american_scientific_journal-4533	124	26	color	color	NOUN
american_scientific_journal-4533	124	27	is	be	AUX
american_scientific_journal-4533	124	28	more	more	ADV
american_scientific_journal-4533	124	29	accurate	accurate	ADJ
american_scientific_journal-4533	124	30	and	and	CCONJ
american_scientific_journal-4533	124	31	the	the	DET
american_scientific_journal-4533	124	32	color	color	NOUN
american_scientific_journal-4533	124	33	is	be	AUX
american_scientific_journal-4533	124	34	more	more	ADV
american_scientific_journal-4533	124	35	natural	natural	ADJ
american_scientific_journal-4533	124	36	.	.	PUNCT
american_scientific_journal-4533	125	1	figure	figure	NOUN
american_scientific_journal-4533	125	2	6	6	NUM
american_scientific_journal-4533	125	3	:	:	PUNCT
american_scientific_journal-4533	125	4	the	the	DET
american_scientific_journal-4533	125	5	results	result	NOUN
american_scientific_journal-4533	125	6	of	of	ADP
american_scientific_journal-4533	125	7	the	the	DET
american_scientific_journal-4533	125	8	difference	difference	NOUN
american_scientific_journal-4533	125	9	model	model	NOUN
american_scientific_journal-4533	125	10	for	for	ADP
american_scientific_journal-4533	125	11	the	the	DET
american_scientific_journal-4533	125	12	colorization	colorization	NOUN
american_scientific_journal-4533	125	13	the	the	DET
american_scientific_journal-4533	125	14	low	low	ADJ
american_scientific_journal-4533	125	15	-	-	PUNCT
american_scientific_journal-4533	125	16	resolution	resolution	NOUN
american_scientific_journal-4533	125	17	image	image	NOUN
american_scientific_journal-4533	125	18	nir	nir	NOUN
american_scientific_journal-4533	125	19	image	image	NOUN
american_scientific_journal-4533	125	20	zhang	zhang	PROPN
american_scientific_journal-4533	125	21	’s	’s	PART
american_scientific_journal-4533	125	22	network	network	PROPN
american_scientific_journal-4533	125	23	iizuka	iizuka	PROPN
american_scientific_journal-4533	125	24	’s	’s	PART
american_scientific_journal-4533	125	25	network	network	NOUN
american_scientific_journal-4533	125	26	our	our	PRON
american_scientific_journal-4533	125	27	network	network	NOUN
american_scientific_journal-4533	125	28	nir	nir	PROPN
american_scientific_journal-4533	125	29	image	image	PROPN
american_scientific_journal-4533	125	30	zhang	zhang	PROPN
american_scientific_journal-4533	125	31	’s	’s	PART
american_scientific_journal-4533	125	32	network	network	PROPN
american_scientific_journal-4533	125	33	iizuka	iizuka	PROPN
american_scientific_journal-4533	125	34	’s	’s	PART
american_scientific_journal-4533	125	35	network	network	NOUN
american_scientific_journal-4533	125	36	our	our	PRON
american_scientific_journal-4533	125	37	network	network	NOUN
american_scientific_journal-4533	125	38	4.2.3	4.2.3	NUM
american_scientific_journal-4533	125	39	colorization	colorization	NOUN
american_scientific_journal-4533	125	40	results	result	NOUN
american_scientific_journal-4533	125	41	and	and	CCONJ
american_scientific_journal-4533	125	42	analysis	analysis	NOUN
american_scientific_journal-4533	125	43	of	of	ADP
american_scientific_journal-4533	125	44	high	high	ADJ
american_scientific_journal-4533	125	45	resolution	resolution	NOUN
american_scientific_journal-4533	125	46	nir	nir	NOUN
american_scientific_journal-4533	125	47	images	image	NOUN
american_scientific_journal-4533	125	48	high	high	ADJ
american_scientific_journal-4533	125	49	definition	definition	NOUN
american_scientific_journal-4533	125	50	nir	nir	NOUN
american_scientific_journal-4533	125	51	images	image	NOUN
american_scientific_journal-4533	125	52	are	be	AUX
american_scientific_journal-4533	125	53	characterized	characterize	VERB
american_scientific_journal-4533	125	54	by	by	ADP
american_scientific_journal-4533	125	55	rich	rich	ADJ
american_scientific_journal-4533	125	56	texture	texture	NOUN
american_scientific_journal-4533	125	57	and	and	CCONJ
american_scientific_journal-4533	125	58	sharp	sharp	ADJ
american_scientific_journal-4533	125	59	edges	edge	NOUN
american_scientific_journal-4533	125	60	.	.	PUNCT
american_scientific_journal-4533	126	1	figure	figure	NOUN
american_scientific_journal-4533	126	2	7	7	NUM
american_scientific_journal-4533	126	3	shows	show	VERB
american_scientific_journal-4533	126	4	the	the	DET
american_scientific_journal-4533	126	5	comparison	comparison	NOUN
american_scientific_journal-4533	126	6	of	of	ADP
american_scientific_journal-4533	126	7	the	the	DET
american_scientific_journal-4533	126	8	colorization	colorization	NOUN
american_scientific_journal-4533	126	9	effect	effect	NOUN
american_scientific_journal-4533	126	10	of	of	ADP
american_scientific_journal-4533	126	11	this	this	DET
american_scientific_journal-4533	126	12	model	model	NOUN
american_scientific_journal-4533	126	13	with	with	ADP
american_scientific_journal-4533	126	14	other	other	ADJ
american_scientific_journal-4533	126	15	colorization	colorization	NOUN
american_scientific_journal-4533	126	16	models	model	NOUN
american_scientific_journal-4533	126	17	.	.	PUNCT
american_scientific_journal-4533	127	1	the	the	DET
american_scientific_journal-4533	127	2	iizuka	iizuka	PROPN
american_scientific_journal-4533	127	3	’s	’s	PART
american_scientific_journal-4533	127	4	model	model	NOUN
american_scientific_journal-4533	127	5	incorrectly	incorrectly	ADV
american_scientific_journal-4533	127	6	identifies	identify	VERB
american_scientific_journal-4533	127	7	the	the	DET
american_scientific_journal-4533	127	8	grass	grass	NOUN
american_scientific_journal-4533	127	9	as	as	ADP
american_scientific_journal-4533	127	10	the	the	DET
american_scientific_journal-4533	127	11	sky	sky	NOUN
american_scientific_journal-4533	127	12	when	when	SCONJ
american_scientific_journal-4533	127	13	the	the	DET
american_scientific_journal-4533	127	14	second	second	ADJ
american_scientific_journal-4533	127	15	line	line	NOUN
american_scientific_journal-4533	127	16	of	of	ADP
american_scientific_journal-4533	127	17	images	image	NOUN
american_scientific_journal-4533	127	18	is	be	AUX
american_scientific_journal-4533	127	19	colored	color	VERB
american_scientific_journal-4533	127	20	.	.	PUNCT
american_scientific_journal-4533	128	1	the	the	DET
american_scientific_journal-4533	128	2	model	model	NOUN
american_scientific_journal-4533	128	3	of	of	ADP
american_scientific_journal-4533	128	4	zhang	zhang	PROPN
american_scientific_journal-4533	128	5	is	be	AUX
american_scientific_journal-4533	128	6	mistakenly	mistakenly	ADV
american_scientific_journal-4533	128	7	dyed	dye	VERB
american_scientific_journal-4533	128	8	into	into	ADP
american_scientific_journal-4533	128	9	orange	orange	NOUN
american_scientific_journal-4533	128	10	for	for	ADP
american_scientific_journal-4533	128	11	the	the	DET
american_scientific_journal-4533	128	12	sky	sky	NOUN
american_scientific_journal-4533	128	13	area	area	NOUN
american_scientific_journal-4533	128	14	in	in	ADP
american_scientific_journal-4533	128	15	the	the	DET
american_scientific_journal-4533	128	16	upper	upper	ADJ
american_scientific_journal-4533	128	17	right	right	ADJ
american_scientific_journal-4533	128	18	corner	corner	NOUN
american_scientific_journal-4533	128	19	of	of	ADP
american_scientific_journal-4533	128	20	the	the	DET
american_scientific_journal-4533	128	21	seventh	seventh	ADJ
american_scientific_journal-4533	128	22	line	line	NOUN
american_scientific_journal-4533	128	23	image	image	NOUN
american_scientific_journal-4533	128	24	.	.	PUNCT
american_scientific_journal-4533	129	1	by	by	ADP
american_scientific_journal-4533	129	2	contrast	contrast	NOUN
american_scientific_journal-4533	129	3	,	,	PUNCT
american_scientific_journal-4533	129	4	the	the	DET
american_scientific_journal-4533	129	5	our	our	PRON
american_scientific_journal-4533	129	6	model	model	NOUN
american_scientific_journal-4533	129	7	is	be	AUX
american_scientific_journal-4533	129	8	more	more	ADV
american_scientific_journal-4533	129	9	prominent	prominent	ADJ
american_scientific_journal-4533	129	10	in	in	ADP
american_scientific_journal-4533	129	11	semantic	semantic	ADJ
american_scientific_journal-4533	129	12	recognition	recognition	NOUN
american_scientific_journal-4533	129	13	and	and	CCONJ
american_scientific_journal-4533	129	14	color	color	NOUN
american_scientific_journal-4533	129	15	consistency	consistency	NOUN
american_scientific_journal-4533	129	16	.	.	PUNCT
american_scientific_journal-4533	130	1	figure	figure	VERB
american_scientific_journal-4533	130	2	7	7	NUM
american_scientific_journal-4533	130	3	:	:	PUNCT
american_scientific_journal-4533	130	4	the	the	DET
american_scientific_journal-4533	130	5	results	result	NOUN
american_scientific_journal-4533	130	6	of	of	ADP
american_scientific_journal-4533	130	7	the	the	DET
american_scientific_journal-4533	130	8	difference	difference	NOUN
american_scientific_journal-4533	130	9	model	model	NOUN
american_scientific_journal-4533	130	10	for	for	ADP
american_scientific_journal-4533	130	11	the	the	DET
american_scientific_journal-4533	130	12	colorization	colorization	NOUN
american_scientific_journal-4533	130	13	the	the	DET
american_scientific_journal-4533	130	14	high	high	ADJ
american_scientific_journal-4533	130	15	-	-	PUNCT
american_scientific_journal-4533	130	16	resolution	resolution	NOUN
american_scientific_journal-4533	130	17	images	image	NOUN
american_scientific_journal-4533	130	18	american	american	ADJ
american_scientific_journal-4533	130	19	scientific	scientific	ADJ
american_scientific_journal-4533	130	20	research	research	NOUN
american_scientific_journal-4533	130	21	journal	journal	NOUN
american_scientific_journal-4533	130	22	for	for	ADP
american_scientific_journal-4533	130	23	engineering	engineering	NOUN
american_scientific_journal-4533	130	24	,	,	PUNCT
american_scientific_journal-4533	130	25	technology	technology	NOUN
american_scientific_journal-4533	130	26	,	,	PUNCT
american_scientific_journal-4533	130	27	and	and	CCONJ
american_scientific_journal-4533	130	28	sciences	science	NOUN
american_scientific_journal-4533	130	29	(	(	PUNCT
american_scientific_journal-4533	130	30	asrjets	asrjet	NOUN
american_scientific_journal-4533	130	31	)	)	PUNCT
american_scientific_journal-4533	130	32	(	(	PUNCT
american_scientific_journal-4533	130	33	2018	2018	NUM
american_scientific_journal-4533	130	34	)	)	PUNCT
american_scientific_journal-4533	130	35	volume	volume	NOUN
american_scientific_journal-4533	130	36	49	49	NUM
american_scientific_journal-4533	130	37	,	,	PUNCT
american_scientific_journal-4533	130	38	no	no	DET
american_scientific_journal-4533	130	39	1	1	NUM
american_scientific_journal-4533	130	40	,	,	PUNCT
american_scientific_journal-4533	130	41	pp	pp	ADV
american_scientific_journal-4533	130	42	118	118	NUM
american_scientific_journal-4533	130	43	-	-	SYM
american_scientific_journal-4533	130	44	130	130	NUM
american_scientific_journal-4533	130	45	127	127	NUM
american_scientific_journal-4533	130	46	nir	nir	NOUN
american_scientific_journal-4533	130	47	image	image	NOUN
american_scientific_journal-4533	130	48	zhang	zhang	PROPN
american_scientific_journal-4533	130	49	’s	’s	PART
american_scientific_journal-4533	130	50	network	network	PROPN
american_scientific_journal-4533	130	51	iizuka	iizuka	PROPN
american_scientific_journal-4533	130	52	’s	’s	PART
american_scientific_journal-4533	130	53	network	network	NOUN
american_scientific_journal-4533	130	54	our	our	PRON
american_scientific_journal-4533	130	55	network	network	NOUN
american_scientific_journal-4533	130	56	nir	nir	PROPN
american_scientific_journal-4533	130	57	image	image	PROPN
american_scientific_journal-4533	130	58	zhang	zhang	PROPN
american_scientific_journal-4533	130	59	’s	’s	PART
american_scientific_journal-4533	130	60	network	network	PROPN
american_scientific_journal-4533	130	61	iizuka	iizuka	PROPN
american_scientific_journal-4533	130	62	’s	’s	PART
american_scientific_journal-4533	130	63	network	network	NOUN
american_scientific_journal-4533	130	64	our	our	PRON
american_scientific_journal-4533	130	65	network	network	NOUN
american_scientific_journal-4533	130	66	4.2.4	4.2.4	NUM
american_scientific_journal-4533	130	67	image	image	NOUN
american_scientific_journal-4533	130	68	quality	quality	NOUN
american_scientific_journal-4533	130	69	comparison	comparison	NOUN
american_scientific_journal-4533	130	70	of	of	ADP
american_scientific_journal-4533	130	71	different	different	ADJ
american_scientific_journal-4533	130	72	colorized	colorize	VERB
american_scientific_journal-4533	130	73	models	model	NOUN
american_scientific_journal-4533	130	74	(	(	PUNCT
american_scientific_journal-4533	130	75	structural	structural	ADJ
american_scientific_journal-4533	130	76	similarity	similarity	NOUN
american_scientific_journal-4533	130	77	,	,	PUNCT
american_scientific_journal-4533	130	78	ssim	ssim	NOUN
american_scientific_journal-4533	130	79	)	)	PUNCT
american_scientific_journal-4533	130	80	is	be	AUX
american_scientific_journal-4533	130	81	an	an	DET
american_scientific_journal-4533	130	82	image	image	NOUN
american_scientific_journal-4533	130	83	quality	quality	NOUN
american_scientific_journal-4533	130	84	evaluation	evaluation	NOUN
american_scientific_journal-4533	130	85	index.table	index.table	ADJ
american_scientific_journal-4533	130	86	2	2	NUM
american_scientific_journal-4533	130	87	gives	give	VERB
american_scientific_journal-4533	130	88	the	the	DET
american_scientific_journal-4533	130	89	average	average	ADJ
american_scientific_journal-4533	130	90	ssim	ssim	NOUN
american_scientific_journal-4533	130	91	(	(	PUNCT
american_scientific_journal-4533	130	92	mssim	mssim	NOUN
american_scientific_journal-4533	130	93	)	)	PUNCT
american_scientific_journal-4533	130	94	values	value	NOUN
american_scientific_journal-4533	130	95	for	for	ADP
american_scientific_journal-4533	130	96	several	several	ADJ
american_scientific_journal-4533	130	97	colorization	colorization	NOUN
american_scientific_journal-4533	130	98	methods	method	NOUN
american_scientific_journal-4533	130	99	in	in	ADP
american_scientific_journal-4533	130	100	figure	figure	NOUN
american_scientific_journal-4533	130	101	8	8	NUM
american_scientific_journal-4533	130	102	.	.	PUNCT
american_scientific_journal-4533	131	1	we	we	PRON
american_scientific_journal-4533	131	2	took	take	VERB
american_scientific_journal-4533	131	3	a	a	DET
american_scientific_journal-4533	131	4	partial	partial	ADJ
american_scientific_journal-4533	131	5	image	image	NOUN
american_scientific_journal-4533	131	6	of	of	ADP
american_scientific_journal-4533	131	7	the	the	DET
american_scientific_journal-4533	131	8	coco	coco	PROPN
american_scientific_journal-4533	131	9	image	image	NOUN
american_scientific_journal-4533	131	10	set	set	VERB
american_scientific_journal-4533	131	11	as	as	SCONJ
american_scientific_journal-4533	131	12	the	the	DET
american_scientific_journal-4533	131	13	image	image	NOUN
american_scientific_journal-4533	131	14	to	to	PART
american_scientific_journal-4533	131	15	be	be	AUX
american_scientific_journal-4533	131	16	painted	paint	VERB
american_scientific_journal-4533	131	17	by	by	ADP
american_scientific_journal-4533	131	18	the	the	DET
american_scientific_journal-4533	131	19	near	near	ADV
american_scientific_journal-4533	131	20	-	-	PUNCT
american_scientific_journal-4533	131	21	infrared	infrared	ADJ
american_scientific_journal-4533	131	22	camera	camera	NOUN
american_scientific_journal-4533	131	23	.	.	PUNCT
american_scientific_journal-4533	132	1	figure	figure	NOUN
american_scientific_journal-4533	132	2	8	8	NUM
american_scientific_journal-4533	132	3	is	be	AUX
american_scientific_journal-4533	132	4	a	a	DET
american_scientific_journal-4533	132	5	subjective	subjective	ADJ
american_scientific_journal-4533	132	6	evaluation	evaluation	NOUN
american_scientific_journal-4533	132	7	of	of	ADP
american_scientific_journal-4533	132	8	the	the	DET
american_scientific_journal-4533	132	9	coloring	coloring	NOUN
american_scientific_journal-4533	132	10	of	of	ADP
american_scientific_journal-4533	132	11	the	the	DET
american_scientific_journal-4533	132	12	near	near	ADV
american_scientific_journal-4533	132	13	-	-	PUNCT
american_scientific_journal-4533	132	14	infrared	infrared	ADJ
american_scientific_journal-4533	132	15	image	image	NOUN
american_scientific_journal-4533	132	16	by	by	ADP
american_scientific_journal-4533	132	17	each	each	DET
american_scientific_journal-4533	132	18	model	model	NOUN
american_scientific_journal-4533	132	19	.	.	PUNCT
american_scientific_journal-4533	133	1	mssim	mssim	NOUN
american_scientific_journal-4533	133	2	as	as	ADP
american_scientific_journal-4533	133	3	an	an	DET
american_scientific_journal-4533	133	4	objective	objective	ADJ
american_scientific_journal-4533	133	5	evaluation	evaluation	NOUN
american_scientific_journal-4533	133	6	index	index	NOUN
american_scientific_journal-4533	133	7	of	of	ADP
american_scientific_journal-4533	133	8	image	image	NOUN
american_scientific_journal-4533	133	9	similarity	similarity	NOUN
american_scientific_journal-4533	133	10	is	be	AUX
american_scientific_journal-4533	133	11	shown	show	VERB
american_scientific_journal-4533	133	12	in	in	ADP
american_scientific_journal-4533	133	13	table	table	NOUN
american_scientific_journal-4533	133	14	2	2	NUM
american_scientific_journal-4533	133	15	.	.	PUNCT
american_scientific_journal-4533	133	16	through	through	ADP
american_scientific_journal-4533	133	17	the	the	DET
american_scientific_journal-4533	133	18	visual	visual	ADJ
american_scientific_journal-4533	133	19	comparison	comparison	NOUN
american_scientific_journal-4533	133	20	of	of	ADP
american_scientific_journal-4533	133	21	figure	figure	NOUN
american_scientific_journal-4533	133	22	8	8	NUM
american_scientific_journal-4533	133	23	,	,	PUNCT
american_scientific_journal-4533	133	24	it	it	PRON
american_scientific_journal-4533	133	25	is	be	AUX
american_scientific_journal-4533	133	26	found	find	VERB
american_scientific_journal-4533	133	27	that	that	SCONJ
american_scientific_journal-4533	133	28	the	the	DET
american_scientific_journal-4533	133	29	zhang.r	zhang.r	PROPN
american_scientific_journal-4533	133	30	model	model	NOUN
american_scientific_journal-4533	133	31	has	have	VERB
american_scientific_journal-4533	133	32	edge	edge	NOUN
american_scientific_journal-4533	133	33	overflow	overflow	NOUN
american_scientific_journal-4533	133	34	phenomenon	phenomenon	NOUN
american_scientific_journal-4533	133	35	when	when	SCONJ
american_scientific_journal-4533	133	36	dealing	deal	VERB
american_scientific_journal-4533	133	37	with	with	ADP
american_scientific_journal-4533	133	38	scenes	scene	NOUN
american_scientific_journal-4533	133	39	in	in	ADP
american_scientific_journal-4533	133	40	the	the	DET
american_scientific_journal-4533	133	41	image	image	NOUN
american_scientific_journal-4533	133	42	scene	scene	NOUN
american_scientific_journal-4533	133	43	;	;	PUNCT
american_scientific_journal-4533	133	44	the	the	DET
american_scientific_journal-4533	133	45	iizuka	iizuka	PROPN
american_scientific_journal-4533	133	46	model	model	NOUN
american_scientific_journal-4533	133	47	deals	deal	VERB
american_scientific_journal-4533	133	48	with	with	ADP
american_scientific_journal-4533	133	49	low	low	ADJ
american_scientific_journal-4533	133	50	contrast	contrast	NOUN
american_scientific_journal-4533	133	51	of	of	ADP
american_scientific_journal-4533	133	52	the	the	DET
american_scientific_journal-4533	133	53	image	image	NOUN
american_scientific_journal-4533	133	54	scene	scene	NOUN
american_scientific_journal-4533	133	55	,	,	PUNCT
american_scientific_journal-4533	133	56	especially	especially	ADV
american_scientific_journal-4533	133	57	the	the	DET
american_scientific_journal-4533	133	58	sky	sky	NOUN
american_scientific_journal-4533	133	59	.	.	PUNCT
american_scientific_journal-4533	134	1	the	the	DET
american_scientific_journal-4533	134	2	model	model	NOUN
american_scientific_journal-4533	134	3	guarantees	guarantee	VERB
american_scientific_journal-4533	134	4	that	that	SCONJ
american_scientific_journal-4533	134	5	the	the	DET
american_scientific_journal-4533	134	6	scene	scene	NOUN
american_scientific_journal-4533	134	7	and	and	CCONJ
american_scientific_journal-4533	134	8	the	the	DET
american_scientific_journal-4533	134	9	edge	edge	NOUN
american_scientific_journal-4533	134	10	of	of	ADP
american_scientific_journal-4533	134	11	the	the	DET
american_scientific_journal-4533	134	12	object	object	NOUN
american_scientific_journal-4533	134	13	are	be	AUX
american_scientific_journal-4533	134	14	clear	clear	ADJ
american_scientific_journal-4533	134	15	in	in	ADP
american_scientific_journal-4533	134	16	the	the	DET
american_scientific_journal-4533	134	17	image	image	NOUN
american_scientific_journal-4533	134	18	.	.	PUNCT
american_scientific_journal-4533	135	1	accurately	accurately	ADV
american_scientific_journal-4533	135	2	enhances	enhance	VERB
american_scientific_journal-4533	135	3	the	the	DET
american_scientific_journal-4533	135	4	contrast	contrast	NOUN
american_scientific_journal-4533	135	5	of	of	ADP
american_scientific_journal-4533	135	6	the	the	DET
american_scientific_journal-4533	135	7	image	image	NOUN
american_scientific_journal-4533	135	8	and	and	CCONJ
american_scientific_journal-4533	135	9	improves	improve	VERB
american_scientific_journal-4533	135	10	the	the	DET
american_scientific_journal-4533	135	11	visualization	visualization	NOUN
american_scientific_journal-4533	135	12	of	of	ADP
american_scientific_journal-4533	135	13	the	the	DET
american_scientific_journal-4533	135	14	image.comparing	image.compare	VERB
american_scientific_journal-4533	135	15	the	the	DET
american_scientific_journal-4533	135	16	mssim	mssim	NOUN
american_scientific_journal-4533	135	17	values	value	NOUN
american_scientific_journal-4533	135	18	with	with	ADP
american_scientific_journal-4533	135	19	table	table	NOUN
american_scientific_journal-4533	135	20	2	2	NUM
american_scientific_journal-4533	135	21	,	,	PUNCT
american_scientific_journal-4533	135	22	it	it	PRON
american_scientific_journal-4533	135	23	can	can	AUX
american_scientific_journal-4533	135	24	be	be	AUX
american_scientific_journal-4533	135	25	seen	see	VERB
american_scientific_journal-4533	135	26	that	that	SCONJ
american_scientific_journal-4533	135	27	the	the	DET
american_scientific_journal-4533	135	28	colorized	colorize	VERB
american_scientific_journal-4533	135	29	image	image	NOUN
american_scientific_journal-4533	135	30	using	use	VERB
american_scientific_journal-4533	135	31	this	this	DET
american_scientific_journal-4533	135	32	model	model	NOUN
american_scientific_journal-4533	135	33	is	be	AUX
american_scientific_journal-4533	135	34	closest	close	ADJ
american_scientific_journal-4533	135	35	to	to	ADP
american_scientific_journal-4533	135	36	the	the	DET
american_scientific_journal-4533	135	37	original	original	ADJ
american_scientific_journal-4533	135	38	color	color	NOUN
american_scientific_journal-4533	135	39	image	image	NOUN
american_scientific_journal-4533	135	40	.	.	PUNCT
american_scientific_journal-4533	136	1	(	(	PUNCT
american_scientific_journal-4533	136	2	a1	a1	NOUN
american_scientific_journal-4533	136	3	)	)	PUNCT
american_scientific_journal-4533	136	4	near	near	ADP
american_scientific_journal-4533	136	5	infrared	infrared	ADJ
american_scientific_journal-4533	136	6	image	image	NOUN
american_scientific_journal-4533	136	7	(	(	PUNCT
american_scientific_journal-4533	136	8	b1	b1	NOUN
american_scientific_journal-4533	136	9	)	)	PUNCT
american_scientific_journal-4533	136	10	zhang.r	zhang.r	PROPN
american_scientific_journal-4533	136	11	(	(	PUNCT
american_scientific_journal-4533	136	12	c1	c1	PROPN
american_scientific_journal-4533	136	13	)	)	PUNCT
american_scientific_journal-4533	137	1	iizuka	iizuka	PROPN
american_scientific_journal-4533	137	2	(	(	PUNCT
american_scientific_journal-4533	137	3	e1	e1	PROPN
american_scientific_journal-4533	137	4	)	)	PUNCT
american_scientific_journal-4533	137	5	ours	our	NOUN
american_scientific_journal-4533	137	6	(	(	PUNCT
american_scientific_journal-4533	137	7	d1	d1	NOUN
american_scientific_journal-4533	137	8	)	)	PUNCT
american_scientific_journal-4533	137	9	original	original	ADJ
american_scientific_journal-4533	137	10	color	color	NOUN
american_scientific_journal-4533	137	11	image	image	NOUN
american_scientific_journal-4533	137	12	figure	figure	NOUN
american_scientific_journal-4533	137	13	8	8	NUM
american_scientific_journal-4533	137	14	:	:	PUNCT
american_scientific_journal-4533	137	15	the	the	DET
american_scientific_journal-4533	137	16	results	result	NOUN
american_scientific_journal-4533	137	17	of	of	ADP
american_scientific_journal-4533	137	18	the	the	DET
american_scientific_journal-4533	137	19	difference	difference	NOUN
american_scientific_journal-4533	137	20	model	model	NOUN
american_scientific_journal-4533	137	21	for	for	ADP
american_scientific_journal-4533	137	22	the	the	DET
american_scientific_journal-4533	137	23	colorization	colorization	NOUN
american_scientific_journal-4533	137	24	of	of	ADP
american_scientific_journal-4533	137	25	coco	coco	PROPN
american_scientific_journal-4533	137	26	image	image	PROPN
american_scientific_journal-4533	137	27	collection	collection	NOUN
american_scientific_journal-4533	137	28	american	american	PROPN
american_scientific_journal-4533	137	29	scientific	scientific	PROPN
american_scientific_journal-4533	137	30	research	research	PROPN
american_scientific_journal-4533	137	31	journal	journal	NOUN
american_scientific_journal-4533	137	32	for	for	ADP
american_scientific_journal-4533	137	33	engineering	engineering	NOUN
american_scientific_journal-4533	137	34	,	,	PUNCT
american_scientific_journal-4533	137	35	technology	technology	NOUN
american_scientific_journal-4533	137	36	,	,	PUNCT
american_scientific_journal-4533	137	37	and	and	CCONJ
american_scientific_journal-4533	137	38	sciences	science	NOUN
american_scientific_journal-4533	137	39	(	(	PUNCT
american_scientific_journal-4533	137	40	asrjets	asrjet	NOUN
american_scientific_journal-4533	137	41	)	)	PUNCT
american_scientific_journal-4533	137	42	(	(	PUNCT
american_scientific_journal-4533	137	43	2018	2018	NUM
american_scientific_journal-4533	137	44	)	)	PUNCT
american_scientific_journal-4533	137	45	volume	volume	NOUN
american_scientific_journal-4533	137	46	49	49	NUM
american_scientific_journal-4533	137	47	,	,	PUNCT
american_scientific_journal-4533	137	48	no	no	DET
american_scientific_journal-4533	137	49	1	1	NUM
american_scientific_journal-4533	137	50	,	,	PUNCT
american_scientific_journal-4533	137	51	pp	pp	ADV
american_scientific_journal-4533	137	52	118	118	NUM
american_scientific_journal-4533	137	53	-	-	SYM
american_scientific_journal-4533	137	54	130	130	NUM
american_scientific_journal-4533	137	55	128	128	NUM
american_scientific_journal-4533	137	56	table	table	NOUN
american_scientific_journal-4533	137	57	2	2	NUM
american_scientific_journal-4533	137	58	:	:	PUNCT
american_scientific_journal-4533	137	59	comparison	comparison	NOUN
american_scientific_journal-4533	137	60	of	of	ADP
american_scientific_journal-4533	137	61	mssim	mssim	NOUN
american_scientific_journal-4533	137	62	indicators	indicator	NOUN
american_scientific_journal-4533	137	63	in	in	ADP
american_scientific_journal-4533	137	64	different	different	ADJ
american_scientific_journal-4533	137	65	methods	method	NOUN
american_scientific_journal-4533	137	66	in	in	ADP
american_scientific_journal-4533	137	67	figure	figure	NOUN
american_scientific_journal-4533	137	68	9	9	NUM
american_scientific_journal-4533	137	69	zhang.r	zhang.r	NUM
american_scientific_journal-4533	137	70	iizuka	iizuka	PROPN
american_scientific_journal-4533	137	71	ours	ours	PRON
american_scientific_journal-4533	137	72	fig.8（b1）,0.8217	fig.8（b1）,0.8217	PROPN
american_scientific_journal-4533	137	73	fig.8（c1）,0.8887	fig.8（c1）,0.8887	NUM
american_scientific_journal-4533	137	74	fig.8（d1）,0.9002	fig.8（d1）,0.9002	NUM
american_scientific_journal-4533	137	75	fig.8（b2）,0.6587	fig.8（b2）,0.6587	PROPN
american_scientific_journal-4533	137	76	fig.8（c2）,0.6084	fig.8（c2）,0.6084	PROPN
american_scientific_journal-4533	137	77	fig.8（d2）,0.6908	fig.8（d2）,0.6908	PROPN
american_scientific_journal-4533	137	78	fig.8（b3）,0.6634	fig.8（b3）,0.6634	PROPN
american_scientific_journal-4533	137	79	fig.8（c3）,0.5183	fig.8（c3）,0.5183	NUM
american_scientific_journal-4533	137	80	fig.8（d3）,0.7022	fig.8（d3）,0.7022	NOUN
american_scientific_journal-4533	137	81	5	5	NUM
american_scientific_journal-4533	137	82	.	.	X
american_scientific_journal-4533	138	1	conclusion	conclusion	NOUN
american_scientific_journal-4533	138	2	this	this	DET
american_scientific_journal-4533	138	3	paper	paper	NOUN
american_scientific_journal-4533	138	4	proposes	propose	VERB
american_scientific_journal-4533	138	5	a	a	DET
american_scientific_journal-4533	138	6	fast	fast	ADJ
american_scientific_journal-4533	138	7	near	near	ADV
american_scientific_journal-4533	138	8	-	-	PUNCT
american_scientific_journal-4533	138	9	infrared	infrared	ADJ
american_scientific_journal-4533	138	10	image	image	NOUN
american_scientific_journal-4533	138	11	colorization	colorization	NOUN
american_scientific_journal-4533	138	12	model	model	NOUN
american_scientific_journal-4533	138	13	composed	compose	VERB
american_scientific_journal-4533	138	14	of	of	ADP
american_scientific_journal-4533	138	15	a	a	DET
american_scientific_journal-4533	138	16	lightweight	lightweight	ADJ
american_scientific_journal-4533	138	17	image	image	NOUN
american_scientific_journal-4533	138	18	recognition	recognition	NOUN
american_scientific_journal-4533	138	19	network	network	NOUN
american_scientific_journal-4533	138	20	module	module	NOUN
american_scientific_journal-4533	138	21	and	and	CCONJ
american_scientific_journal-4533	138	22	an	an	DET
american_scientific_journal-4533	138	23	image	image	NOUN
american_scientific_journal-4533	138	24	colorization	colorization	NOUN
american_scientific_journal-4533	138	25	cnn	cnn	PROPN
american_scientific_journal-4533	138	26	module	module	NOUN
american_scientific_journal-4533	138	27	with	with	ADP
american_scientific_journal-4533	138	28	a	a	DET
american_scientific_journal-4533	138	29	fusion	fusion	NOUN
american_scientific_journal-4533	138	30	layer	layer	NOUN
american_scientific_journal-4533	138	31	.	.	PUNCT
american_scientific_journal-4533	139	1	our	our	PRON
american_scientific_journal-4533	139	2	method	method	NOUN
american_scientific_journal-4533	139	3	can	can	AUX
american_scientific_journal-4533	139	4	successfully	successfully	ADV
american_scientific_journal-4533	139	5	colored	color	VERB
american_scientific_journal-4533	139	6	images	image	NOUN
american_scientific_journal-4533	139	7	of	of	ADP
american_scientific_journal-4533	139	8	a	a	DET
american_scientific_journal-4533	139	9	certain	certain	ADJ
american_scientific_journal-4533	139	10	type	type	NOUN
american_scientific_journal-4533	139	11	of	of	ADP
american_scientific_journal-4533	139	12	scene	scene	NOUN
american_scientific_journal-4533	139	13	,	,	PUNCT
american_scientific_journal-4533	139	14	especially	especially	ADV
american_scientific_journal-4533	139	15	natural	natural	ADJ
american_scientific_journal-4533	139	16	scenery	scenery	NOUN
american_scientific_journal-4533	139	17	and	and	CCONJ
american_scientific_journal-4533	139	18	animal	animal	NOUN
american_scientific_journal-4533	139	19	images	image	NOUN
american_scientific_journal-4533	139	20	.	.	PUNCT
american_scientific_journal-4533	140	1	because	because	SCONJ
american_scientific_journal-4533	140	2	the	the	DET
american_scientific_journal-4533	140	3	color	color	NOUN
american_scientific_journal-4533	140	4	of	of	ADP
american_scientific_journal-4533	140	5	the	the	DET
american_scientific_journal-4533	140	6	near	near	ADV
american_scientific_journal-4533	140	7	-	-	PUNCT
american_scientific_journal-4533	140	8	infrared	infrared	ADJ
american_scientific_journal-4533	140	9	image	image	NOUN
american_scientific_journal-4533	140	10	is	be	AUX
american_scientific_journal-4533	140	11	highly	highly	ADV
american_scientific_journal-4533	140	12	dependent	dependent	ADJ
american_scientific_journal-4533	140	13	on	on	ADP
american_scientific_journal-4533	140	14	the	the	DET
american_scientific_journal-4533	140	15	similarity	similarity	NOUN
american_scientific_journal-4533	140	16	of	of	ADP
american_scientific_journal-4533	140	17	the	the	DET
american_scientific_journal-4533	140	18	image	image	NOUN
american_scientific_journal-4533	140	19	training	training	NOUN
american_scientific_journal-4533	140	20	set	set	NOUN
american_scientific_journal-4533	140	21	,	,	PUNCT
american_scientific_journal-4533	140	22	therefore	therefore	ADV
american_scientific_journal-4533	140	23	,	,	PUNCT
american_scientific_journal-4533	140	24	for	for	ADP
american_scientific_journal-4533	140	25	images	image	NOUN
american_scientific_journal-4533	140	26	with	with	ADP
american_scientific_journal-4533	140	27	particularly	particularly	ADV
american_scientific_journal-4533	140	28	complex	complex	ADJ
american_scientific_journal-4533	140	29	scenes	scene	NOUN
american_scientific_journal-4533	140	30	and	and	CCONJ
american_scientific_journal-4533	140	31	non	non	ADJ
american_scientific_journal-4533	140	32	-	-	ADJ
american_scientific_journal-4533	140	33	unique	unique	ADJ
american_scientific_journal-4533	140	34	colors	color	NOUN
american_scientific_journal-4533	140	35	,	,	PUNCT
american_scientific_journal-4533	140	36	the	the	DET
american_scientific_journal-4533	140	37	colorization	colorization	NOUN
american_scientific_journal-4533	140	38	effect	effect	NOUN
american_scientific_journal-4533	140	39	is	be	AUX
american_scientific_journal-4533	140	40	not	not	PART
american_scientific_journal-4533	140	41	good	good	ADJ
american_scientific_journal-4533	140	42	.	.	PUNCT
american_scientific_journal-4533	141	1	as	as	SCONJ
american_scientific_journal-4533	141	2	shown	show	VERB
american_scientific_journal-4533	141	3	in	in	ADP
american_scientific_journal-4533	141	4	figure	figure	NOUN
american_scientific_journal-4533	141	5	9	9	NUM
american_scientific_journal-4533	141	6	.	.	PUNCT
american_scientific_journal-4533	142	1	our	our	PRON
american_scientific_journal-4533	142	2	follow	follow	VERB
american_scientific_journal-4533	142	3	-	-	PUNCT
american_scientific_journal-4533	142	4	up	up	ADP
american_scientific_journal-4533	142	5	work	work	NOUN
american_scientific_journal-4533	142	6	is	be	AUX
american_scientific_journal-4533	142	7	to	to	PART
american_scientific_journal-4533	142	8	train	train	VERB
american_scientific_journal-4533	142	9	a	a	DET
american_scientific_journal-4533	142	10	more	more	ADV
american_scientific_journal-4533	142	11	semantic	semantic	ADJ
american_scientific_journal-4533	142	12	classifier	classifier	NOUN
american_scientific_journal-4533	142	13	model	model	NOUN
american_scientific_journal-4533	142	14	and	and	CCONJ
american_scientific_journal-4533	142	15	minimize	minimize	VERB
american_scientific_journal-4533	142	16	the	the	DET
american_scientific_journal-4533	142	17	time	time	NOUN
american_scientific_journal-4533	142	18	required	require	VERB
american_scientific_journal-4533	142	19	,	,	PUNCT
american_scientific_journal-4533	142	20	in	in	ADP
american_scientific_journal-4533	142	21	order	order	NOUN
american_scientific_journal-4533	142	22	to	to	PART
american_scientific_journal-4533	142	23	better	well	ADV
american_scientific_journal-4533	142	24	adapt	adapt	VERB
american_scientific_journal-4533	142	25	to	to	ADP
american_scientific_journal-4533	142	26	the	the	DET
american_scientific_journal-4533	142	27	requirements	requirement	NOUN
american_scientific_journal-4533	142	28	of	of	ADP
american_scientific_journal-4533	142	29	the	the	DET
american_scientific_journal-4533	142	30	actual	actual	ADJ
american_scientific_journal-4533	142	31	application	application	NOUN
american_scientific_journal-4533	142	32	.	.	PUNCT
american_scientific_journal-4533	143	1	figure	figure	NOUN
american_scientific_journal-4533	143	2	9	9	NUM
american_scientific_journal-4533	143	3	:	:	PUNCT
american_scientific_journal-4533	143	4	the	the	DET
american_scientific_journal-4533	143	5	failures	failure	NOUN
american_scientific_journal-4533	143	6	by	by	ADP
american_scientific_journal-4533	143	7	using	use	VERB
american_scientific_journal-4533	143	8	the	the	DET
american_scientific_journal-4533	143	9	colorization	colorization	NOUN
american_scientific_journal-4533	143	10	model	model	NOUN
american_scientific_journal-4533	143	11	in	in	ADP
american_scientific_journal-4533	143	12	our	our	PRON
american_scientific_journal-4533	143	13	paper	paper	NOUN
american_scientific_journal-4533	143	14	6	6	NUM
american_scientific_journal-4533	143	15	.	.	PUNCT
american_scientific_journal-4533	143	16	job	job	NOUN
american_scientific_journal-4533	143	17	prospects	prospect	NOUN
american_scientific_journal-4533	143	18	there	there	PRON
american_scientific_journal-4533	143	19	are	be	VERB
american_scientific_journal-4533	143	20	still	still	ADV
american_scientific_journal-4533	143	21	many	many	ADJ
american_scientific_journal-4533	143	22	problems	problem	NOUN
american_scientific_journal-4533	143	23	that	that	PRON
american_scientific_journal-4533	143	24	require	require	VERB
american_scientific_journal-4533	143	25	us	we	PRON
american_scientific_journal-4533	143	26	to	to	PART
american_scientific_journal-4533	143	27	analyze	analyze	VERB
american_scientific_journal-4533	143	28	and	and	CCONJ
american_scientific_journal-4533	143	29	study	study	VERB
american_scientific_journal-4533	143	30	in	in	ADP
american_scientific_journal-4533	143	31	depth	depth	NOUN
american_scientific_journal-4533	143	32	,	,	PUNCT
american_scientific_journal-4533	143	33	mainly	mainly	ADV
american_scientific_journal-4533	143	34	in	in	ADP
american_scientific_journal-4533	143	35	the	the	DET
american_scientific_journal-4533	143	36	following	follow	VERB
american_scientific_journal-4533	143	37	aspects	aspect	NOUN
american_scientific_journal-4533	143	38	:	:	PUNCT
american_scientific_journal-4533	143	39	（	（	SYM
american_scientific_journal-4533	143	40	1）parameter	1）parameter	NUM
american_scientific_journal-4533	143	41	setting	setting	NOUN
american_scientific_journal-4533	143	42	problem	problem	NOUN
american_scientific_journal-4533	143	43	.	.	PUNCT
american_scientific_journal-4533	144	1	in	in	ADP
american_scientific_journal-4533	144	2	general	general	ADJ
american_scientific_journal-4533	144	3	,	,	PUNCT
american_scientific_journal-4533	144	4	deep	deep	ADJ
american_scientific_journal-4533	144	5	learning	learning	NOUN
american_scientific_journal-4533	144	6	methods	method	NOUN
american_scientific_journal-4533	144	7	involve	involve	VERB
american_scientific_journal-4533	144	8	parameter	parameter	NOUN
american_scientific_journal-4533	144	9	setting	set	VERB
american_scientific_journal-4533	144	10	issues	issue	NOUN
american_scientific_journal-4533	144	11	,	,	PUNCT
american_scientific_journal-4533	144	12	such	such	ADJ
american_scientific_journal-4533	144	13	as	as	ADP
american_scientific_journal-4533	144	14	the	the	DET
american_scientific_journal-4533	144	15	choice	choice	NOUN
american_scientific_journal-4533	144	16	of	of	ADP
american_scientific_journal-4533	144	17	weight	weight	NOUN
american_scientific_journal-4533	144	18	attenuation	attenuation	NOUN
american_scientific_journal-4533	144	19	factors	factor	NOUN
american_scientific_journal-4533	144	20	（	（	PUNCT
american_scientific_journal-4533	144	21	2）improvements	2）improvements	NUM
american_scientific_journal-4533	144	22	to	to	ADP
american_scientific_journal-4533	144	23	the	the	DET
american_scientific_journal-4533	144	24	fusion	fusion	NOUN
american_scientific_journal-4533	144	25	layer	layer	NOUN
american_scientific_journal-4533	144	26	.	.	PUNCT
american_scientific_journal-4533	145	1	the	the	DET
american_scientific_journal-4533	145	2	fusion	fusion	NOUN
american_scientific_journal-4533	145	3	method	method	NOUN
american_scientific_journal-4533	145	4	used	use	VERB
american_scientific_journal-4533	145	5	in	in	ADP
american_scientific_journal-4533	145	6	the	the	DET
american_scientific_journal-4533	145	7	colorization	colorization	NOUN
american_scientific_journal-4533	145	8	network	network	NOUN
american_scientific_journal-4533	145	9	in	in	ADP
american_scientific_journal-4533	145	10	this	this	DET
american_scientific_journal-4533	145	11	paper	paper	NOUN
american_scientific_journal-4533	145	12	is	be	AUX
american_scientific_journal-4533	145	13	a	a	DET
american_scientific_journal-4533	145	14	simple	simple	ADJ
american_scientific_journal-4533	145	15	linear	linear	NOUN
american_scientific_journal-4533	145	16	fusion	fusion	NOUN
american_scientific_journal-4533	145	17	,	,	PUNCT
american_scientific_journal-4533	145	18	which	which	PRON
american_scientific_journal-4533	145	19	will	will	AUX
american_scientific_journal-4533	145	20	be	be	AUX
american_scientific_journal-4533	145	21	designed	design	VERB
american_scientific_journal-4533	145	22	in	in	ADP
american_scientific_journal-4533	145	23	a	a	DET
american_scientific_journal-4533	145	24	more	more	ADV
american_scientific_journal-4533	145	25	rigorous	rigorous	ADJ
american_scientific_journal-4533	145	26	fusion	fusion	NOUN
american_scientific_journal-4533	145	27	method	method	NOUN
american_scientific_journal-4533	145	28	.	.	PUNCT
american_scientific_journal-4533	146	1	（	（	PUNCT
american_scientific_journal-4533	147	1	3）optimize	3）optimize	NUM
american_scientific_journal-4533	147	2	the	the	DET
american_scientific_journal-4533	147	3	classifier	classifier	NOUN
american_scientific_journal-4533	147	4	model	model	NOUN
american_scientific_journal-4533	147	5	.	.	PUNCT
american_scientific_journal-4533	148	1	our	our	PRON
american_scientific_journal-4533	148	2	method	method	NOUN
american_scientific_journal-4533	148	3	can	can	AUX
american_scientific_journal-4533	148	4	successfully	successfully	ADV
american_scientific_journal-4533	148	5	color	color	VERB
american_scientific_journal-4533	148	6	the	the	DET
american_scientific_journal-4533	148	7	image	image	NOUN
american_scientific_journal-4533	148	8	of	of	ADP
american_scientific_journal-4533	148	9	a	a	DET
american_scientific_journal-4533	148	10	certain	certain	ADJ
american_scientific_journal-4533	148	11	scene	scene	NOUN
american_scientific_journal-4533	148	12	,	,	PUNCT
american_scientific_journal-4533	148	13	especially	especially	ADV
american_scientific_journal-4533	148	14	outdoor	outdoor	ADJ
american_scientific_journal-4533	148	15	scenes	scene	NOUN
american_scientific_journal-4533	148	16	,	,	PUNCT
american_scientific_journal-4533	148	17	portraits	portrait	NOUN
american_scientific_journal-4533	148	18	and	and	CCONJ
american_scientific_journal-4533	148	19	animals	animal	NOUN
american_scientific_journal-4533	148	20	,	,	PUNCT
american_scientific_journal-4533	148	21	but	but	CCONJ
american_scientific_journal-4533	148	22	since	since	SCONJ
american_scientific_journal-4533	148	23	the	the	DET
american_scientific_journal-4533	148	24	near	near	ADV
american_scientific_journal-4533	148	25	-	-	PUNCT
american_scientific_journal-4533	148	26	infrared	infrared	ADJ
american_scientific_journal-4533	148	27	image	image	NOUN
american_scientific_journal-4533	148	28	is	be	AUX
american_scientific_journal-4533	148	29	colorless	colorless	ADJ
american_scientific_journal-4533	148	30	,	,	PUNCT
american_scientific_journal-4533	148	31	the	the	DET
american_scientific_journal-4533	148	32	image	image	NOUN
american_scientific_journal-4533	148	33	quality	quality	NOUN
american_scientific_journal-4533	148	34	after	after	ADP
american_scientific_journal-4533	148	35	colorization	colorization	NOUN
american_scientific_journal-4533	148	36	is	be	AUX
american_scientific_journal-4533	148	37	highly	highly	ADV
american_scientific_journal-4533	148	38	dependent	dependent	ADJ
american_scientific_journal-4533	148	39	on	on	ADP
american_scientific_journal-4533	148	40	the	the	DET
american_scientific_journal-4533	148	41	training	training	NOUN
american_scientific_journal-4533	148	42	set	set	VERB
american_scientific_journal-4533	148	43	image	image	NOUN
american_scientific_journal-4533	148	44	content	content	NOUN
american_scientific_journal-4533	148	45	,	,	PUNCT
american_scientific_journal-4533	148	46	so	so	SCONJ
american_scientific_journal-4533	148	47	it	it	PRON
american_scientific_journal-4533	148	48	is	be	AUX
american_scientific_journal-4533	148	49	especially	especially	ADV
american_scientific_journal-4533	148	50	special	special	ADJ
american_scientific_journal-4533	148	51	for	for	ADP
american_scientific_journal-4533	148	52	the	the	DET
american_scientific_journal-4533	148	53	scene	scene	NOUN
american_scientific_journal-4533	148	54	.	.	PUNCT
american_scientific_journal-4533	149	1	the	the	DET
american_scientific_journal-4533	149	2	color	color	NOUN
american_scientific_journal-4533	149	3	rendering	rendering	NOUN
american_scientific_journal-4533	149	4	of	of	ADP
american_scientific_journal-4533	149	5	complex	complex	ADJ
american_scientific_journal-4533	149	6	and	and	CCONJ
american_scientific_journal-4533	149	7	object	object	VERB
american_scientific_journal-4533	149	8	color	color	NOUN
american_scientific_journal-4533	149	9	non	non	ADJ
american_scientific_journal-4533	149	10	-	-	ADJ
american_scientific_journal-4533	149	11	unique	unique	ADJ
american_scientific_journal-4533	149	12	images	image	NOUN
american_scientific_journal-4533	149	13	still	still	ADV
american_scientific_journal-4533	149	14	needs	need	VERB
american_scientific_journal-4533	149	15	to	to	PART
american_scientific_journal-4533	149	16	be	be	AUX
american_scientific_journal-4533	149	17	american	american	ADJ
american_scientific_journal-4533	149	18	scientific	scientific	ADJ
american_scientific_journal-4533	149	19	research	research	NOUN
american_scientific_journal-4533	149	20	journal	journal	NOUN
american_scientific_journal-4533	149	21	for	for	ADP
american_scientific_journal-4533	149	22	engineering	engineering	NOUN
american_scientific_journal-4533	149	23	,	,	PUNCT
american_scientific_journal-4533	149	24	technology	technology	NOUN
american_scientific_journal-4533	149	25	,	,	PUNCT
american_scientific_journal-4533	149	26	and	and	CCONJ
american_scientific_journal-4533	149	27	sciences	science	NOUN
american_scientific_journal-4533	149	28	(	(	PUNCT
american_scientific_journal-4533	149	29	asrjets	asrjet	NOUN
american_scientific_journal-4533	149	30	)	)	PUNCT
american_scientific_journal-4533	149	31	(	(	PUNCT
american_scientific_journal-4533	149	32	2018	2018	NUM
american_scientific_journal-4533	149	33	)	)	PUNCT
american_scientific_journal-4533	149	34	volume	volume	NOUN
american_scientific_journal-4533	149	35	49	49	NUM
american_scientific_journal-4533	149	36	,	,	PUNCT
american_scientific_journal-4533	149	37	no	no	DET
american_scientific_journal-4533	149	38	1	1	NUM
american_scientific_journal-4533	149	39	,	,	PUNCT
american_scientific_journal-4533	149	40	pp	pp	ADV
american_scientific_journal-4533	149	41	118	118	NUM
american_scientific_journal-4533	149	42	-	-	SYM
american_scientific_journal-4533	149	43	130	130	NUM
american_scientific_journal-4533	149	44	129	129	NUM
american_scientific_journal-4533	149	45	improved	improve	VERB
american_scientific_journal-4533	149	46	.	.	PUNCT
american_scientific_journal-4533	150	1	our	our	PRON
american_scientific_journal-4533	150	2	follow	follow	VERB
american_scientific_journal-4533	150	3	-	-	PUNCT
american_scientific_journal-4533	150	4	up	up	ADP
american_scientific_journal-4533	150	5	work	work	NOUN
american_scientific_journal-4533	150	6	is	be	AUX
american_scientific_journal-4533	150	7	to	to	PART
american_scientific_journal-4533	150	8	optimize	optimize	VERB
american_scientific_journal-4533	150	9	the	the	DET
american_scientific_journal-4533	150	10	classifier	classifier	NOUN
american_scientific_journal-4533	150	11	model	model	NOUN
american_scientific_journal-4533	150	12	and	and	CCONJ
american_scientific_journal-4533	150	13	train	train	VERB
american_scientific_journal-4533	150	14	the	the	DET
american_scientific_journal-4533	150	15	more	more	ADV
american_scientific_journal-4533	150	16	semantic	semantic	ADJ
american_scientific_journal-4533	150	17	classifier	classifier	NOUN
american_scientific_journal-4533	150	18	model	model	NOUN
american_scientific_journal-4533	150	19	.	.	PUNCT
american_scientific_journal-4533	151	1	references	reference	NOUN
american_scientific_journal-4533	151	2	[	[	X
american_scientific_journal-4533	151	3	1	1	NUM
american_scientific_journal-4533	151	4	]	]	PUNCT
american_scientific_journal-4533	151	5	reinhard	reinhard	PROPN
american_scientific_journal-4533	151	6	e	e	NOUN
american_scientific_journal-4533	151	7	,	,	PUNCT
american_scientific_journal-4533	151	8	ashikhmin	ashikhmin	VERB
american_scientific_journal-4533	151	9	m	m	PROPN
american_scientific_journal-4533	151	10	,	,	PUNCT
american_scientific_journal-4533	151	11	gooch	gooch	PROPN
american_scientific_journal-4533	151	12	b	b	PROPN
american_scientific_journal-4533	151	13	,	,	PUNCT
american_scientific_journal-4533	151	14	et	et	PROPN
american_scientific_journal-4533	151	15	al	al	PROPN
american_scientific_journal-4533	151	16	.	.	PUNCT
american_scientific_journal-4533	151	17	color	color	NOUN
american_scientific_journal-4533	151	18	transfer	transfer	NOUN
american_scientific_journal-4533	151	19	between	between	ADP
american_scientific_journal-4533	151	20	images[j	images[j	PROPN
american_scientific_journal-4533	151	21	]	]	PUNCT
american_scientific_journal-4533	151	22	.	.	PUNCT
american_scientific_journal-4533	152	1	ieee	ieee	PROPN
american_scientific_journal-4533	152	2	computer	computer	NOUN
american_scientific_journal-4533	152	3	graphics	graphic	NOUN
american_scientific_journal-4533	152	4	&	&	CCONJ
american_scientific_journal-4533	152	5	applications	application	NOUN
american_scientific_journal-4533	152	6	,	,	PUNCT
american_scientific_journal-4533	152	7	2002	2002	NUM
american_scientific_journal-4533	152	8	,	,	PUNCT
american_scientific_journal-4533	152	9	21(5):34	21(5):34	PROPN
american_scientific_journal-4533	152	10	-	-	SYM
american_scientific_journal-4533	152	11	41	41	NUM
american_scientific_journal-4533	152	12	.	.	PUNCT
american_scientific_journal-4533	153	1	[	[	X
american_scientific_journal-4533	153	2	2	2	NUM
american_scientific_journal-4533	153	3	]	]	PUNCT
american_scientific_journal-4533	153	4	welsh	welsh	PROPN
american_scientific_journal-4533	153	5	t	t	PROPN
american_scientific_journal-4533	153	6	,	,	PUNCT
american_scientific_journal-4533	153	7	ashikhmin	ashikhmin	NOUN
american_scientific_journal-4533	153	8	m	m	PROPN
american_scientific_journal-4533	153	9	,	,	PUNCT
american_scientific_journal-4533	153	10	mueller	mueller	PROPN
american_scientific_journal-4533	153	11	k.	k.	PROPN
american_scientific_journal-4533	153	12	transferring	transfer	VERB
american_scientific_journal-4533	153	13	color	color	NOUN
american_scientific_journal-4533	153	14	to	to	AUX
american_scientific_journal-4533	153	15	greyscale	greyscale	VERB
american_scientific_journal-4533	153	16	images[j	images[j	PROPN
american_scientific_journal-4533	153	17	]	]	PUNCT
american_scientific_journal-4533	153	18	.	.	PUNCT
american_scientific_journal-4533	153	19	acm	acm	PROPN
american_scientific_journal-4533	153	20	trans	trans	PROPN
american_scientific_journal-4533	153	21	graphics	graphic	NOUN
american_scientific_journal-4533	153	22	,	,	PUNCT
american_scientific_journal-4533	153	23	2002	2002	NUM
american_scientific_journal-4533	153	24	,	,	PUNCT
american_scientific_journal-4533	153	25	21(3):277	21(3):277	PROPN
american_scientific_journal-4533	153	26	-	-	PUNCT
american_scientific_journal-4533	153	27	280	280	NUM
american_scientific_journal-4533	153	28	.	.	PUNCT
american_scientific_journal-4533	154	1	[	[	X
american_scientific_journal-4533	154	2	3	3	X
american_scientific_journal-4533	154	3	]	]	X
american_scientific_journal-4533	154	4	liu	liu	PROPN
american_scientific_journal-4533	154	5	x	x	PROPN
american_scientific_journal-4533	155	1	p	p	PROPN
american_scientific_journal-4533	155	2	,	,	PUNCT
american_scientific_journal-4533	155	3	wan	wan	PROPN
american_scientific_journal-4533	155	4	l	l	PROPN
american_scientific_journal-4533	155	5	,	,	PUNCT
american_scientific_journal-4533	155	6	qu	qu	PROPN
american_scientific_journal-4533	155	7	y	y	PROPN
american_scientific_journal-4533	155	8	g	g	PROPN
american_scientific_journal-4533	155	9	,	,	PUNCT
american_scientific_journal-4533	155	10	et	et	PROPN
american_scientific_journal-4533	155	11	al	al	PROPN
american_scientific_journal-4533	155	12	.	.	PROPN
american_scientific_journal-4533	155	13	intrinsic	intrinsic	PROPN
american_scientific_journal-4533	155	14	colorization[j	colorization[j	PROPN
american_scientific_journal-4533	155	15	]	]	PUNCT
american_scientific_journal-4533	155	16	.	.	PUNCT
american_scientific_journal-4533	156	1	acm	acm	PROPN
american_scientific_journal-4533	156	2	transactions	transaction	NOUN
american_scientific_journal-4533	156	3	on	on	ADP
american_scientific_journal-4533	156	4	graphics	graphic	NOUN
american_scientific_journal-4533	156	5	,	,	PUNCT
american_scientific_journal-4533	156	6	2008	2008	NUM
american_scientific_journal-4533	156	7	,	,	PUNCT
american_scientific_journal-4533	156	8	27(5	27(5	PROPN
american_scientific_journal-4533	156	9	):	):	PUNCT
american_scientific_journal-4533	156	10	article	article	NOUN
american_scientific_journal-4533	156	11	no	no	NOUN
american_scientific_journal-4533	156	12	.	.	NOUN
american_scientific_journal-4533	156	13	152	152	NUM
american_scientific_journal-4533	157	1	[	[	X
american_scientific_journal-4533	157	2	4	4	NUM
american_scientific_journal-4533	157	3	]	]	X
american_scientific_journal-4533	157	4	xiao	xiao	PROPN
american_scientific_journal-4533	157	5	x	x	PROPN
american_scientific_journal-4533	157	6	,	,	PUNCT
american_scientific_journal-4533	157	7	ma	ma	PROPN
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american_scientific_journal-4533	157	9	gradient	gradient	PROPN
american_scientific_journal-4533	157	10	-	-	PUNCT
american_scientific_journal-4533	157	11	preserving	preserve	VERB
american_scientific_journal-4533	157	12	color	color	NOUN
american_scientific_journal-4533	157	13	transfer[c]//	transfer[c]//	PROPN
american_scientific_journal-4533	157	14	computer	computer	NOUN
american_scientific_journal-4533	157	15	graphics	graphics	PROPN
american_scientific_journal-4533	157	16	forum	forum	PROPN
american_scientific_journal-4533	157	17	.	.	PUNCT
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american_scientific_journal-4533	157	19	.	.	PUNCT
american_scientific_journal-4533	158	1	[	[	X
american_scientific_journal-4533	158	2	5]levin	5]levin	NUM
american_scientific_journal-4533	158	3	a	a	DET
american_scientific_journal-4533	158	4	,	,	PUNCT
american_scientific_journal-4533	158	5	lischinski	lischinski	PROPN
american_scientific_journal-4533	158	6	d	d	PROPN
american_scientific_journal-4533	158	7	,	,	PUNCT
american_scientific_journal-4533	158	8	weiss	weiss	PROPN
american_scientific_journal-4533	158	9	y.	y.	PROPN
american_scientific_journal-4533	158	10	colorization	colorization	NOUN
american_scientific_journal-4533	158	11	using	use	VERB
american_scientific_journal-4533	158	12	optimization[j	optimization[j	PROPN
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american_scientific_journal-4533	158	14	.	.	PUNCT
american_scientific_journal-4533	159	1	acm	acm	PROPN
american_scientific_journal-4533	159	2	transactions	transaction	NOUN
american_scientific_journal-4533	159	3	on	on	ADP
american_scientific_journal-4533	159	4	graphics	graphic	NOUN
american_scientific_journal-4533	159	5	,	,	PUNCT
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american_scientific_journal-4533	159	7	,	,	PUNCT
american_scientific_journal-4533	159	8	23(3	23(3	NUM
american_scientific_journal-4533	159	9	):	):	PUNCT
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american_scientific_journal-4533	159	11	-	-	SYM
american_scientific_journal-4533	159	12	694	694	NUM
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american_scientific_journal-4533	159	14	6	6	NUM
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american_scientific_journal-4533	159	18	,	,	PUNCT
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american_scientific_journal-4533	159	22	image	image	NOUN
american_scientific_journal-4533	159	23	and	and	CCONJ
american_scientific_journal-4533	159	24	video	video	NOUN
american_scientific_journal-4533	159	25	colorization	colorization	NOUN
american_scientific_journal-4533	159	26	using	use	VERB
american_scientific_journal-4533	159	27	chrominance	chrominance	NOUN
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american_scientific_journal-4533	160	2	transactions	transaction	NOUN
american_scientific_journal-4533	160	3	on	on	ADP
american_scientific_journal-4533	160	4	image	image	NOUN
american_scientific_journal-4533	160	5	processing	processing	NOUN
american_scientific_journal-4533	160	6	,	,	PUNCT
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american_scientific_journal-4533	160	8	,	,	PUNCT
american_scientific_journal-4533	160	9	15(5	15(5	NUM
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american_scientific_journal-4533	160	12	-	-	SYM
american_scientific_journal-4533	160	13	1129	1129	NUM
american_scientific_journal-4533	160	14	[	[	X
american_scientific_journal-4533	160	15	7	7	X
american_scientific_journal-4533	160	16	]	]	X
american_scientific_journal-4533	160	17	luan	luan	PROPN
american_scientific_journal-4533	161	1	q	q	PROPN
american_scientific_journal-4533	161	2	,	,	PUNCT
american_scientific_journal-4533	161	3	wen	wen	PROPN
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american_scientific_journal-4533	161	5	,	,	PUNCT
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american_scientific_journal-4533	161	7	-	-	PUNCT
american_scientific_journal-4533	161	8	or	or	CCONJ
american_scientific_journal-4533	161	9	d	d	NOUN
american_scientific_journal-4533	161	10	,	,	PUNCT
american_scientific_journal-4533	161	11	et	et	PROPN
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american_scientific_journal-4533	161	13	.	.	PROPN
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american_scientific_journal-4533	161	15	image	image	NOUN
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american_scientific_journal-4533	161	22	eurographic	eurographic	ADJ
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american_scientific_journal-4533	161	24	on	on	ADP
american_scientific_journal-4533	161	25	rendering	render	VERB
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american_scientific_journal-4533	161	27	.	.	PUNCT
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american_scientific_journal-4533	162	2	-	-	PUNCT
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american_scientific_journal-4533	162	4	-	-	PUNCT
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american_scientific_journal-4533	162	6	:	:	PUNCT
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american_scientific_journal-4533	162	10	,	,	PUNCT
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american_scientific_journal-4533	162	12	:	:	PUNCT
american_scientific_journal-4533	162	13	309	309	NUM
american_scientific_journal-4533	162	14	-	-	SYM
american_scientific_journal-4533	162	15	320	320	NUM
american_scientific_journal-4533	162	16	[	[	X
american_scientific_journal-4533	162	17	8]zhang	8]zhang	NUM
american_scientific_journal-4533	162	18	r	r	PROPN
american_scientific_journal-4533	162	19	,	,	PUNCT
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american_scientific_journal-4533	162	21	p	p	X
american_scientific_journal-4533	162	22	,	,	PUNCT
american_scientific_journal-4533	162	23	efros.a	efros.a	X
american_scientific_journal-4533	162	24	a.colorful	a.colorful	ADJ
american_scientific_journal-4533	162	25	image	image	NOUN
american_scientific_journal-4533	162	26	colorization[c]//	colorization[c]//	PROPN
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american_scientific_journal-4533	162	28	conference	conference	PROPN
american_scientific_journal-4533	162	29	on	on	ADP
american_scientific_journal-4533	162	30	computer	computer	NOUN
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american_scientific_journal-4533	162	32	.	.	PUNCT
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american_scientific_journal-4533	163	2	,	,	PUNCT
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american_scientific_journal-4533	163	4	,	,	PUNCT
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american_scientific_journal-4533	163	6	-	-	SYM
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american_scientific_journal-4533	163	8	.	.	PUNCT
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american_scientific_journal-4533	164	2	9	9	NUM
american_scientific_journal-4533	164	3	]	]	X
american_scientific_journal-4533	164	4	iizuka	iizuka	PROPN
american_scientific_journal-4533	164	5	s	s	PROPN
american_scientific_journal-4533	164	6	,	,	PUNCT
american_scientific_journal-4533	164	7	simoserra	simoserra	ADJ
american_scientific_journal-4533	164	8	e	e	NOUN
american_scientific_journal-4533	164	9	,	,	PUNCT
american_scientific_journal-4533	164	10	ishikawa	ishikawa	PROPN
american_scientific_journal-4533	164	11	h.	h.	PROPN
american_scientific_journal-4533	164	12	let	let	VERB
american_scientific_journal-4533	164	13	there	there	PRON
american_scientific_journal-4533	164	14	be	be	AUX
american_scientific_journal-4533	164	15	color	color	NOUN
american_scientific_journal-4533	164	16	!	!	PUNCT
american_scientific_journal-4533	164	17	:	:	PUNCT
american_scientific_journal-4533	165	1	joint	joint	ADJ
american_scientific_journal-4533	165	2	end	end	NOUN
american_scientific_journal-4533	165	3	-	-	PUNCT
american_scientific_journal-4533	165	4	to	to	ADP
american_scientific_journal-4533	165	5	-	-	PUNCT
american_scientific_journal-4533	165	6	end	end	NOUN
american_scientific_journal-4533	165	7	learning	learning	NOUN
american_scientific_journal-4533	165	8	of	of	ADP
american_scientific_journal-4533	165	9	global	global	ADJ
american_scientific_journal-4533	165	10	and	and	CCONJ
american_scientific_journal-4533	165	11	local	local	ADJ
american_scientific_journal-4533	165	12	image	image	NOUN
american_scientific_journal-4533	165	13	priors	prior	NOUN
american_scientific_journal-4533	165	14	for	for	ADP
american_scientific_journal-4533	165	15	automatic	automatic	ADJ
american_scientific_journal-4533	165	16	image	image	NOUN
american_scientific_journal-4533	165	17	colorization	colorization	NOUN
american_scientific_journal-4533	165	18	with	with	ADP
american_scientific_journal-4533	165	19	simultaneous	simultaneous	ADJ
american_scientific_journal-4533	165	20	classification[j	classification[j	PROPN
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american_scientific_journal-4533	165	22	.	.	PUNCT
american_scientific_journal-4533	166	1	acm	acm	PROPN
american_scientific_journal-4533	166	2	transactions	transaction	NOUN
american_scientific_journal-4533	166	3	on	on	ADP
american_scientific_journal-4533	166	4	graphics	graphic	NOUN
american_scientific_journal-4533	166	5	,	,	PUNCT
american_scientific_journal-4533	166	6	2016	2016	NUM
american_scientific_journal-4533	166	7	,	,	PUNCT
american_scientific_journal-4533	166	8	35(4):1	35(4):1	NUM
american_scientific_journal-4533	166	9	-	-	SYM
american_scientific_journal-4533	166	10	11	11	NUM
american_scientific_journal-4533	166	11	.	.	PUNCT
american_scientific_journal-4533	167	1	[	[	X
american_scientific_journal-4533	167	2	10	10	NUM
american_scientific_journal-4533	167	3	]	]	X
american_scientific_journal-4533	167	4	girshick	girshick	ADJ
american_scientific_journal-4533	167	5	r	r	PROPN
american_scientific_journal-4533	167	6	,	,	PUNCT
american_scientific_journal-4533	167	7	donahue	donahue	PROPN
american_scientific_journal-4533	167	8	j	j	PROPN
american_scientific_journal-4533	167	9	,	,	PUNCT
american_scientific_journal-4533	167	10	darrell	darrell	PROPN
american_scientific_journal-4533	167	11	t	t	PROPN
american_scientific_journal-4533	167	12	,	,	PUNCT
american_scientific_journal-4533	167	13	et	et	PROPN
american_scientific_journal-4533	167	14	al	al	PROPN
american_scientific_journal-4533	167	15	.	.	PROPN
american_scientific_journal-4533	167	16	rich	rich	ADJ
american_scientific_journal-4533	167	17	feature	feature	NOUN
american_scientific_journal-4533	167	18	hierarchies	hierarchy	NOUN
american_scientific_journal-4533	167	19	for	for	ADP
american_scientific_journal-4533	167	20	accurate	accurate	ADJ
american_scientific_journal-4533	167	21	object	object	NOUN
american_scientific_journal-4533	167	22	detection	detection	NOUN
american_scientific_journal-4533	167	23	and	and	CCONJ
american_scientific_journal-4533	167	24	semantic	semantic	ADJ
american_scientific_journal-4533	167	25	segmentation[c]//.	segmentation[c]//.	PROPN
american_scientific_journal-4533	167	26	ieee	ieee	NOUN
american_scientific_journal-4533	167	27	conference	conference	NOUN
american_scientific_journal-4533	167	28	on	on	ADP
american_scientific_journal-4533	167	29	computer	computer	NOUN
american_scientific_journal-4533	167	30	vision	vision	NOUN
american_scientific_journal-4533	167	31	and	and	CCONJ
american_scientific_journal-4533	167	32	pattern	pattern	NOUN
american_scientific_journal-4533	167	33	recognition.ieee	recognition.ieee	NOUN
american_scientific_journal-4533	167	34	computer	computer	NOUN
american_scientific_journal-4533	167	35	society	society	NOUN
american_scientific_journal-4533	167	36	,	,	PUNCT
american_scientific_journal-4533	167	37	2014:580	2014:580	NUM
american_scientific_journal-4533	167	38	-	-	SYM
american_scientific_journal-4533	167	39	587	587	NUM
american_scientific_journal-4533	167	40	.	.	PUNCT
american_scientific_journal-4533	168	1	6:649	6:649	X
american_scientific_journal-4533	168	2	-	-	SYM
american_scientific_journal-4533	168	3	666	666	NUM
american_scientific_journal-4533	168	4	.	.	PUNCT
american_scientific_journal-4533	169	1	american	american	PROPN
american_scientific_journal-4533	169	2	scientific	scientific	ADJ
american_scientific_journal-4533	169	3	research	research	PROPN
american_scientific_journal-4533	169	4	journal	journal	NOUN
american_scientific_journal-4533	169	5	for	for	ADP
american_scientific_journal-4533	169	6	engineering	engineering	NOUN
american_scientific_journal-4533	169	7	,	,	PUNCT
american_scientific_journal-4533	169	8	technology	technology	NOUN
american_scientific_journal-4533	169	9	,	,	PUNCT
american_scientific_journal-4533	169	10	and	and	CCONJ
american_scientific_journal-4533	169	11	sciences	science	NOUN
american_scientific_journal-4533	169	12	(	(	PUNCT
american_scientific_journal-4533	169	13	asrjets	asrjet	NOUN
american_scientific_journal-4533	169	14	)	)	PUNCT
american_scientific_journal-4533	169	15	(	(	PUNCT
american_scientific_journal-4533	169	16	2018	2018	NUM
american_scientific_journal-4533	169	17	)	)	PUNCT
american_scientific_journal-4533	169	18	volume	volume	NOUN
american_scientific_journal-4533	169	19	49	49	NUM
american_scientific_journal-4533	169	20	,	,	PUNCT
american_scientific_journal-4533	169	21	no	no	DET
american_scientific_journal-4533	169	22	1	1	NUM
american_scientific_journal-4533	169	23	,	,	PUNCT
american_scientific_journal-4533	169	24	pp	pp	ADV
american_scientific_journal-4533	169	25	118	118	NUM
american_scientific_journal-4533	169	26	-	-	SYM
american_scientific_journal-4533	169	27	130	130	NUM
american_scientific_journal-4533	169	28	130	130	NUM
american_scientific_journal-4533	169	29	[	[	X
american_scientific_journal-4533	169	30	11	11	NUM
american_scientific_journal-4533	169	31	]	]	X
american_scientific_journal-4533	169	32	girshick	girshick	PROPN
american_scientific_journal-4533	169	33	r.	r.	PROPN
american_scientific_journal-4533	169	34	fast	fast	VERB
american_scientific_journal-4533	169	35	r	r	PROPN
american_scientific_journal-4533	169	36	-	-	PUNCT
american_scientific_journal-4533	169	37	cnn[c]//	cnn[c]//	ADJ
american_scientific_journal-4533	169	38	ieee	ieee	NOUN
american_scientific_journal-4533	169	39	international	international	ADJ
american_scientific_journal-4533	169	40	conference	conference	NOUN
american_scientific_journal-4533	169	41	on	on	ADP
american_scientific_journal-4533	169	42	computer	computer	NOUN
american_scientific_journal-4533	169	43	vision.ieee	vision.ieee	NOUN
american_scientific_journal-4533	169	44	computer	computer	NOUN
american_scientific_journal-4533	169	45	society	society	NOUN
american_scientific_journal-4533	169	46	,	,	PUNCT
american_scientific_journal-4533	169	47	2015:1440	2015:1440	NUM
american_scientific_journal-4533	169	48	-	-	X
american_scientific_journal-4533	169	49	1448	1448	NUM
american_scientific_journal-4533	169	50	.	.	PUNCT
american_scientific_journal-4533	170	1	[	[	X
american_scientific_journal-4533	170	2	12	12	NUM
american_scientific_journal-4533	170	3	]	]	X
american_scientific_journal-4533	170	4	ren	ren	PROPN
american_scientific_journal-4533	170	5	s	s	PROPN
american_scientific_journal-4533	170	6	,	,	PUNCT
american_scientific_journal-4533	170	7	he	he	PRON
american_scientific_journal-4533	170	8	k	k	NOUN
american_scientific_journal-4533	170	9	,	,	PUNCT
american_scientific_journal-4533	170	10	girshick	girshick	ADJ
american_scientific_journal-4533	170	11	r	r	NOUN
american_scientific_journal-4533	170	12	,	,	PUNCT
american_scientific_journal-4533	170	13	et	et	PROPN
american_scientific_journal-4533	170	14	al	al	PROPN
american_scientific_journal-4533	170	15	.	.	PUNCT
american_scientific_journal-4533	171	1	faster	fast	ADJ
american_scientific_journal-4533	171	2	r	r	NOUN
american_scientific_journal-4533	171	3	-	-	PUNCT
american_scientific_journal-4533	171	4	cnn	cnn	NOUN
american_scientific_journal-4533	171	5	:	:	PUNCT
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american_scientific_journal-4533	171	7	real	real	ADJ
american_scientific_journal-4533	171	8	-	-	PUNCT
american_scientific_journal-4533	171	9	time	time	NOUN
american_scientific_journal-4533	171	10	object	object	NOUN
american_scientific_journal-4533	171	11	detection	detection	NOUN
american_scientific_journal-4533	171	12	with	with	ADP
american_scientific_journal-4533	171	13	region	region	NOUN
american_scientific_journal-4533	171	14	proposal	proposal	NOUN
american_scientific_journal-4533	171	15	networks[c]//	networks[c]//	PROPN
american_scientific_journal-4533	171	16	international	international	ADJ
american_scientific_journal-4533	171	17	conference	conference	NOUN
american_scientific_journal-4533	171	18	on	on	ADP
american_scientific_journal-4533	171	19	neural	neural	ADJ
american_scientific_journal-4533	171	20	information	information	NOUN
american_scientific_journal-4533	171	21	processing	processing	NOUN
american_scientific_journal-4533	171	22	systems	system	NOUN
american_scientific_journal-4533	171	23	.	.	PUNCT
american_scientific_journal-4533	172	1	mit	mit	PROPN
american_scientific_journal-4533	172	2	press	press	NOUN
american_scientific_journal-4533	172	3	,	,	PUNCT
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american_scientific_journal-4533	172	5	-	-	SYM
american_scientific_journal-4533	172	6	99	99	NUM
american_scientific_journal-4533	172	7	.	.	PUNCT
american_scientific_journal-4533	173	1	[	[	X
american_scientific_journal-4533	173	2	13]bhat	13]bhat	X
american_scientific_journal-4533	173	3	p	p	X
american_scientific_journal-4533	173	4	,	,	PUNCT
american_scientific_journal-4533	173	5	zitnick	zitnick	NOUN
american_scientific_journal-4533	173	6	c	c	PROPN
american_scientific_journal-4533	173	7	l	l	PROPN
american_scientific_journal-4533	173	8	,	,	PUNCT
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american_scientific_journal-4533	173	10	m	m	PROPN
american_scientific_journal-4533	173	11	,	,	PUNCT
american_scientific_journal-4533	173	12	et	et	PROPN
american_scientific_journal-4533	173	13	al	al	PROPN
american_scientific_journal-4533	173	14	.	.	PROPN
american_scientific_journal-4533	173	15	gradientshop	gradientshop	PROPN
american_scientific_journal-4533	173	16	:	:	PUNCT
american_scientific_journal-4533	173	17	a	a	DET
american_scientific_journal-4533	173	18	gradient	gradient	ADJ
american_scientific_journal-4533	173	19	-	-	PUNCT
american_scientific_journal-4533	173	20	domain	domain	NOUN
american_scientific_journal-4533	173	21	optimization	optimization	NOUN
american_scientific_journal-4533	173	22	framework	framework	NOUN
american_scientific_journal-4533	173	23	for	for	ADP
american_scientific_journal-4533	173	24	image	image	NOUN
american_scientific_journal-4533	173	25	and	and	CCONJ
american_scientific_journal-4533	173	26	video	video	NOUN
american_scientific_journal-4533	173	27	filtering[j	filtering[j	NOUN
american_scientific_journal-4533	173	28	]	]	PUNCT
american_scientific_journal-4533	173	29	.	.	PUNCT
american_scientific_journal-4533	174	1	acm	acm	PROPN
american_scientific_journal-4533	174	2	transactions	transaction	NOUN
american_scientific_journal-4533	174	3	on	on	ADP
american_scientific_journal-4533	174	4	graphics	graphic	NOUN
american_scientific_journal-4533	174	5	,	,	PUNCT
american_scientific_journal-4533	174	6	2010	2010	NUM
american_scientific_journal-4533	174	7	,	,	PUNCT
american_scientific_journal-4533	174	8	29(2):10	29(2):10	NUM
american_scientific_journal-4533	174	9	.	.	PUNCT
american_scientific_journal-4533	175	1	[	[	X
american_scientific_journal-4533	175	2	14	14	NUM
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american_scientific_journal-4533	175	4	sheng	sheng	PROPN
american_scientific_journal-4533	175	5	b	b	PROPN
american_scientific_journal-4533	175	6	,	,	PUNCT
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american_scientific_journal-4533	175	8	h	h	PROPN
american_scientific_journal-4533	175	9	,	,	PUNCT
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american_scientific_journal-4533	175	11	s	s	PROPN
american_scientific_journal-4533	175	12	,	,	PUNCT
american_scientific_journal-4533	175	13	et	et	PROPN
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american_scientific_journal-4533	175	15	.	.	PUNCT
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american_scientific_journal-4533	175	17	using	use	VERB
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american_scientific_journal-4533	175	20	-	-	PUNCT
american_scientific_journal-4533	175	21	invariant	invariant	ADJ
american_scientific_journal-4533	175	22	feature	feature	NOUN
american_scientific_journal-4533	175	23	space[j].ieee	space[j].ieee	PROPN
american_scientific_journal-4533	175	24	computer	computer	NOUN
american_scientific_journal-4533	175	25	graphics	graphic	NOUN
american_scientific_journal-4533	175	26	&	&	CCONJ
american_scientific_journal-4533	175	27	applications	application	NOUN
american_scientific_journal-4533	175	28	,	,	PUNCT
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american_scientific_journal-4533	175	30	,	,	PUNCT
american_scientific_journal-4533	175	31	31(2):24	31(2):24	NUM
american_scientific_journal-4533	175	32	-	-	SYM
american_scientific_journal-4533	175	33	35	35	NUM
american_scientific_journal-4533	175	34	.	.	PUNCT