id	sid	tid	token	lemma	pos
stem-4464	1	1	463	463	NUM
stem-4464	1	2	american	american	ADJ
stem-4464	1	3	journal	journal	NOUN
stem-4464	1	4	of	of	ADP
stem-4464	1	5	language	language	NOUN
stem-4464	1	6	,	,	PUNCT
stem-4464	1	7	literacy	literacy	NOUN
stem-4464	1	8	and	and	CCONJ
stem-4464	1	9	learning	learn	VERB
stem-4464	1	10	in	in	ADP
stem-4464	1	11	stem	stem	NOUN
stem-4464	1	12	education	education	NOUN
stem-4464	1	13	www	www	PROPN
stem-4464	1	14	.	.	PROPN
stem-4464	2	1	grnjournal.us	grnjournal.us	PROPN
stem-4464	2	2	american	american	PROPN
stem-4464	2	3	journal	journal	PROPN
stem-4464	2	4	of	of	ADP
stem-4464	2	5	language	language	NOUN
stem-4464	2	6	,	,	PUNCT
stem-4464	2	7	literacy	literacy	NOUN
stem-4464	2	8	and	and	CCONJ
stem-4464	2	9	learning	learn	VERB
stem-4464	2	10	in	in	ADP
stem-4464	2	11	stem	stem	NOUN
stem-4464	2	12	education	education	NOUN
stem-4464	2	13	volume	volume	NOUN
stem-4464	2	14	02	02	NUM
stem-4464	2	15	,	,	PUNCT
stem-4464	2	16	issue	issue	NOUN
stem-4464	2	17	04	04	NUM
stem-4464	2	18	,	,	PUNCT
stem-4464	2	19	2024	2024	NUM
stem-4464	2	20	issn	issn	X
stem-4464	2	21	(	(	PUNCT
stem-4464	2	22	e	e	NOUN
stem-4464	2	23	):	):	PUNCT
stem-4464	2	24	2993	2993	NUM
stem-4464	2	25	-	-	SYM
stem-4464	2	26	2769	2769	NUM
stem-4464	2	27	actual	actual	ADJ
stem-4464	2	28	modern	modern	ADJ
stem-4464	2	29	problems	problem	NOUN
stem-4464	2	30	of	of	ADP
stem-4464	2	31	picture	picture	NOUN
stem-4464	2	32	coding	code	VERB
stem-4464	2	33	shojanov	shojanov	NOUN
stem-4464	2	34	a’lo	a’lo	PROPN
stem-4464	2	35	akhmad	akhmad	PROPN
stem-4464	2	36	ugli	ugli	PROPN
stem-4464	2	37	master	master	NOUN
stem-4464	2	38	student	student	NOUN
stem-4464	2	39	.	.	PUNCT
stem-4464	3	1	urgench	urgench	PROPN
stem-4464	3	2	state	state	PROPN
stem-4464	3	3	university	university	PROPN
stem-4464	3	4	abstract	abstract	NOUN
stem-4464	3	5	this	this	DET
stem-4464	3	6	article	article	NOUN
stem-4464	3	7	provides	provide	VERB
stem-4464	3	8	detailed	detailed	ADJ
stem-4464	3	9	information	information	NOUN
stem-4464	3	10	on	on	ADP
stem-4464	3	11	the	the	DET
stem-4464	3	12	latest	late	ADJ
stem-4464	3	13	digital	digital	ADJ
stem-4464	3	14	image	image	NOUN
stem-4464	3	15	encoding	encode	VERB
stem-4464	3	16	problems	problem	NOUN
stem-4464	3	17	and	and	CCONJ
stem-4464	3	18	their	their	PRON
stem-4464	3	19	solutions	solution	NOUN
stem-4464	3	20	.	.	PUNCT
stem-4464	4	1	the	the	DET
stem-4464	4	2	software	software	NOUN
stem-4464	4	3	and	and	CCONJ
stem-4464	4	4	hardware	hardware	NOUN
stem-4464	4	5	requirements	requirement	NOUN
stem-4464	4	6	for	for	ADP
stem-4464	4	7	optimizing	optimize	VERB
stem-4464	4	8	the	the	DET
stem-4464	4	9	size	size	NOUN
stem-4464	4	10	and	and	CCONJ
stem-4464	4	11	quality	quality	NOUN
stem-4464	4	12	of	of	ADP
stem-4464	4	13	digital	digital	ADJ
stem-4464	4	14	images	image	NOUN
stem-4464	4	15	are	be	AUX
stem-4464	4	16	reviewed	review	VERB
stem-4464	4	17	,	,	PUNCT
stem-4464	4	18	as	as	ADV
stem-4464	4	19	well	well	ADV
stem-4464	4	20	as	as	ADP
stem-4464	4	21	the	the	DET
stem-4464	4	22	role	role	NOUN
stem-4464	4	23	of	of	ADP
stem-4464	4	24	artificial	artificial	ADJ
stem-4464	4	25	intelligence	intelligence	NOUN
stem-4464	4	26	and	and	CCONJ
stem-4464	4	27	machine	machine	NOUN
stem-4464	4	28	learning	learning	NOUN
stem-4464	4	29	technologies	technology	NOUN
stem-4464	4	30	in	in	ADP
stem-4464	4	31	the	the	DET
stem-4464	4	32	field	field	NOUN
stem-4464	4	33	.	.	PUNCT
stem-4464	5	1	the	the	DET
stem-4464	5	2	article	article	NOUN
stem-4464	5	3	also	also	ADV
stem-4464	5	4	discusses	discuss	VERB
stem-4464	5	5	the	the	DET
stem-4464	5	6	future	future	ADJ
stem-4464	5	7	directions	direction	NOUN
stem-4464	5	8	of	of	ADP
stem-4464	5	9	digital	digital	ADJ
stem-4464	5	10	image	image	NOUN
stem-4464	5	11	coding	coding	NOUN
stem-4464	5	12	,	,	PUNCT
stem-4464	5	13	including	include	VERB
stem-4464	5	14	the	the	DET
stem-4464	5	15	need	need	NOUN
stem-4464	5	16	to	to	PART
stem-4464	5	17	develop	develop	VERB
stem-4464	5	18	new	new	ADJ
stem-4464	5	19	algorithms	algorithm	NOUN
stem-4464	5	20	and	and	CCONJ
stem-4464	5	21	coding	code	VERB
stem-4464	5	22	standards	standard	NOUN
stem-4464	5	23	for	for	ADP
stem-4464	5	24	ultra	ultra	ADJ
stem-4464	5	25	-	-	ADJ
stem-4464	5	26	high	high	ADJ
stem-4464	5	27	resolution	resolution	NOUN
stem-4464	5	28	images	image	NOUN
stem-4464	5	29	.	.	PUNCT
stem-4464	6	1	the	the	DET
stem-4464	6	2	problems	problem	NOUN
stem-4464	6	3	of	of	ADP
stem-4464	6	4	applying	apply	VERB
stem-4464	6	5	new	new	ADJ
stem-4464	6	6	technologies	technology	NOUN
stem-4464	6	7	,	,	PUNCT
stem-4464	6	8	which	which	PRON
stem-4464	6	9	are	be	AUX
stem-4464	6	10	important	important	ADJ
stem-4464	6	11	in	in	ADP
stem-4464	6	12	improving	improve	VERB
stem-4464	6	13	the	the	DET
stem-4464	6	14	efficiency	efficiency	NOUN
stem-4464	6	15	of	of	ADP
stem-4464	6	16	coding	code	VERB
stem-4464	6	17	,	,	PUNCT
stem-4464	6	18	are	be	AUX
stem-4464	6	19	also	also	ADV
stem-4464	6	20	considered	consider	VERB
stem-4464	6	21	.	.	PUNCT
stem-4464	7	1	key	key	ADJ
stem-4464	7	2	words	word	NOUN
stem-4464	7	3	:	:	PUNCT
stem-4464	7	4	digital	digital	ADJ
stem-4464	7	5	image	image	NOUN
stem-4464	7	6	,	,	PUNCT
stem-4464	7	7	coding	code	VERB
stem-4464	7	8	data	datum	NOUN
stem-4464	7	9	compression	compression	NOUN
stem-4464	7	10	,	,	PUNCT
stem-4464	7	11	quality	quality	NOUN
stem-4464	7	12	preservation	preservation	NOUN
stem-4464	7	13	,	,	PUNCT
stem-4464	7	14	artificial	artificial	ADJ
stem-4464	7	15	intelligence	intelligence	NOUN
stem-4464	7	16	,	,	PUNCT
stem-4464	7	17	machine	machine	NOUN
stem-4464	7	18	learning	learning	NOUN
stem-4464	7	19	,	,	PUNCT
stem-4464	7	20	ultra	ultra	ADJ
stem-4464	7	21	-	-	ADJ
stem-4464	7	22	high	high	ADJ
stem-4464	7	23	resolution	resolution	NOUN
stem-4464	7	24	,	,	PUNCT
stem-4464	7	25	image	image	NOUN
stem-4464	7	26	processing	processing	NOUN
stem-4464	7	27	,	,	PUNCT
stem-4464	7	28	software	software	NOUN
stem-4464	7	29	and	and	CCONJ
stem-4464	7	30	hardware	hardware	NOUN
stem-4464	7	31	devices	device	NOUN
stem-4464	7	32	,	,	PUNCT
stem-4464	7	33	working	work	VERB
stem-4464	7	34	with	with	ADP
stem-4464	7	35	digital	digital	ADJ
stem-4464	7	36	images	image	NOUN
stem-4464	7	37	.	.	PUNCT
stem-4464	8	1	introduction	introduction	NOUN
stem-4464	8	2	in	in	ADP
stem-4464	8	3	the	the	DET
stem-4464	8	4	modern	modern	ADJ
stem-4464	8	5	world	world	NOUN
stem-4464	8	6	,	,	PUNCT
stem-4464	8	7	digital	digital	ADJ
stem-4464	8	8	images	image	NOUN
stem-4464	8	9	have	have	AUX
stem-4464	8	10	become	become	VERB
stem-4464	8	11	an	an	DET
stem-4464	8	12	integral	integral	ADJ
stem-4464	8	13	part	part	NOUN
stem-4464	8	14	of	of	ADP
stem-4464	8	15	our	our	PRON
stem-4464	8	16	lives	life	NOUN
stem-4464	8	17	.	.	PUNCT
stem-4464	9	1	high	high	ADJ
stem-4464	9	2	-	-	PUNCT
stem-4464	9	3	quality	quality	NOUN
stem-4464	9	4	image	image	NOUN
stem-4464	9	5	encoding	encoding	NOUN
stem-4464	9	6	and	and	CCONJ
stem-4464	9	7	decoding	decode	VERB
stem-4464	9	8	processes	process	NOUN
stem-4464	9	9	are	be	AUX
stem-4464	9	10	crucial	crucial	ADJ
stem-4464	9	11	for	for	ADP
stem-4464	9	12	fast	fast	ADJ
stem-4464	9	13	data	datum	NOUN
stem-4464	9	14	exchange	exchange	NOUN
stem-4464	9	15	over	over	ADP
stem-4464	9	16	the	the	DET
stem-4464	9	17	internet	internet	NOUN
stem-4464	9	18	.	.	PUNCT
stem-4464	10	1	current	current	ADJ
stem-4464	10	2	problems	problem	NOUN
stem-4464	10	3	of	of	ADP
stem-4464	10	4	digital	digital	ADJ
stem-4464	10	5	image	image	NOUN
stem-4464	10	6	coding	coding	NOUN
stem-4464	10	7	mainly	mainly	ADV
stem-4464	10	8	depend	depend	VERB
stem-4464	10	9	on	on	ADP
stem-4464	10	10	the	the	DET
stem-4464	10	11	efficiency	efficiency	NOUN
stem-4464	10	12	of	of	ADP
stem-4464	10	13	data	data	NOUN
stem-4464	10	14	compression	compression	NOUN
stem-4464	10	15	,	,	PUNCT
stem-4464	10	16	preservation	preservation	NOUN
stem-4464	10	17	of	of	ADP
stem-4464	10	18	image	image	NOUN
stem-4464	10	19	quality	quality	NOUN
stem-4464	10	20	,	,	PUNCT
stem-4464	10	21	as	as	ADV
stem-4464	10	22	well	well	ADV
stem-4464	10	23	as	as	ADP
stem-4464	10	24	resource	resource	NOUN
stem-4464	10	25	requirements	requirement	NOUN
stem-4464	10	26	for	for	ADP
stem-4464	10	27	processing	process	VERB
stem-4464	10	28	high	high	ADJ
stem-4464	10	29	-	-	PUNCT
stem-4464	10	30	volume	volume	NOUN
stem-4464	10	31	images	image	NOUN
stem-4464	10	32	.	.	PUNCT
stem-4464	11	1	this	this	DET
stem-4464	11	2	article	article	NOUN
stem-4464	11	3	discusses	discuss	VERB
stem-4464	11	4	current	current	ADJ
stem-4464	11	5	problems	problem	NOUN
stem-4464	11	6	of	of	ADP
stem-4464	11	7	modern	modern	ADJ
stem-4464	11	8	coding	code	VERB
stem-4464	11	9	technologies	technology	NOUN
stem-4464	11	10	and	and	CCONJ
stem-4464	11	11	ways	way	NOUN
stem-4464	11	12	to	to	PART
stem-4464	11	13	solve	solve	VERB
stem-4464	11	14	these	these	DET
stem-4464	11	15	problems	problem	NOUN
stem-4464	11	16	in	in	ADP
stem-4464	11	17	the	the	DET
stem-4464	11	18	future	future	NOUN
stem-4464	11	19	.	.	PUNCT
stem-4464	12	1	the	the	DET
stem-4464	12	2	main	main	ADJ
stem-4464	12	3	goal	goal	NOUN
stem-4464	12	4	in	in	ADP
stem-4464	12	5	image	image	NOUN
stem-4464	12	6	compression	compression	NOUN
stem-4464	12	7	algorithms	algorithms	NOUN
stem-4464	12	8	is	be	AUX
stem-4464	12	9	to	to	PART
stem-4464	12	10	keep	keep	VERB
stem-4464	12	11	high	high	ADJ
stem-4464	12	12	-	-	PUNCT
stem-4464	12	13	quality	quality	NOUN
stem-4464	12	14	visual	visual	ADJ
stem-4464	12	15	images	image	NOUN
stem-4464	12	16	while	while	SCONJ
stem-4464	12	17	reducing	reduce	VERB
stem-4464	12	18	file	file	NOUN
stem-4464	12	19	size	size	NOUN
stem-4464	12	20	.	.	PUNCT
stem-4464	13	1	this	this	DET
stem-4464	13	2	process	process	NOUN
stem-4464	13	3	faces	face	VERB
stem-4464	13	4	various	various	ADJ
stem-4464	13	5	technical	technical	ADJ
stem-4464	13	6	and	and	CCONJ
stem-4464	13	7	scientific	scientific	ADJ
stem-4464	13	8	challenges	challenge	NOUN
stem-4464	13	9	,	,	PUNCT
stem-4464	13	10	in	in	ADP
stem-4464	13	11	particular	particular	ADJ
stem-4464	13	12	,	,	PUNCT
stem-4464	13	13	minimizing	minimize	VERB
stem-4464	13	14	image	image	NOUN
stem-4464	13	15	quality	quality	NOUN
stem-4464	13	16	loss	loss	NOUN
stem-4464	13	17	and	and	CCONJ
stem-4464	13	18	increasing	increase	VERB
stem-4464	13	19	compression	compression	NOUN
stem-4464	13	20	efficiency	efficiency	NOUN
stem-4464	13	21	.	.	PUNCT
stem-4464	14	1	prof	prof	PROPN
stem-4464	14	2	.	.	PUNCT
stem-4464	15	1	dr	dr	PROPN
stem-4464	15	2	.	.	PROPN
stem-4464	15	3	mirza	mirza	PROPN
stem-4464	15	4	yusupov	yusupov	PROPN
stem-4464	15	5	said	say	VERB
stem-4464	15	6	,	,	PUNCT
stem-4464	15	7	"	"	PUNCT
stem-4464	15	8	the	the	DET
stem-4464	15	9	biggest	big	ADJ
stem-4464	15	10	challenge	challenge	NOUN
stem-4464	15	11	in	in	ADP
stem-4464	15	12	the	the	DET
stem-4464	15	13	process	process	NOUN
stem-4464	15	14	of	of	ADP
stem-4464	15	15	image	image	NOUN
stem-4464	15	16	compression	compression	NOUN
stem-4464	15	17	is	be	AUX
stem-4464	15	18	to	to	PART
stem-4464	15	19	preserve	preserve	VERB
stem-4464	15	20	the	the	DET
stem-4464	15	21	original	original	ADJ
stem-4464	15	22	image	image	NOUN
stem-4464	15	23	quality	quality	NOUN
stem-4464	15	24	.	.	PUNCT
stem-4464	16	1	for	for	ADP
stem-4464	16	2	example	example	NOUN
stem-4464	16	3	,	,	PUNCT
stem-4464	16	4	the	the	DET
stem-4464	16	5	jpeg	jpeg	NOUN
stem-4464	16	6	algorithm	algorithm	NOUN
stem-4464	16	7	can	can	AUX
stem-4464	16	8	lose	lose	VERB
stem-4464	16	9	brightness	brightness	NOUN
stem-4464	16	10	and	and	CCONJ
stem-4464	16	11	color	color	NOUN
stem-4464	16	12	separation	separation	NOUN
stem-4464	16	13	,	,	PUNCT
stem-4464	16	14	which	which	PRON
stem-4464	16	15	creates	create	VERB
stem-4464	16	16	a	a	DET
stem-4464	16	17	problem	problem	NOUN
stem-4464	16	18	for	for	ADP
stem-4464	16	19	detailed	detailed	ADJ
stem-4464	16	20	and	and	CCONJ
stem-4464	16	21	colorful	colorful	ADJ
stem-4464	16	22	images	image	NOUN
stem-4464	16	23	.	.	PUNCT
stem-4464	17	1	"1	"1	NOUN
stem-4464	17	2	.	.	PUNCT
stem-4464	18	1	russian	russian	ADJ
stem-4464	18	2	researcher	researcher	PROPN
stem-4464	18	3	dr	dr	PROPN
stem-4464	18	4	.	.	PROPN
stem-4464	18	5	elena	elena	PROPN
stem-4464	18	6	petrova	petrova	PROPN
stem-4464	18	7	comments	comment	NOUN
stem-4464	18	8	:	:	PUNCT
stem-4464	18	9	"	"	PUNCT
stem-4464	18	10	image	image	NOUN
stem-4464	18	11	compression	compression	NOUN
stem-4464	18	12	technologies	technology	NOUN
stem-4464	18	13	,	,	PUNCT
stem-4464	18	14	especially	especially	ADV
stem-4464	18	15	in	in	ADP
stem-4464	18	16	video	video	NOUN
stem-4464	18	17	processing	processing	NOUN
stem-4464	18	18	,	,	PUNCT
stem-4464	18	19	require	require	VERB
stem-4464	18	20	efficient	efficient	ADJ
stem-4464	18	21	management	management	NOUN
stem-4464	18	22	of	of	ADP
stem-4464	18	23	a	a	DET
stem-4464	18	24	large	large	ADJ
stem-4464	18	25	amount	amount	NOUN
stem-4464	18	26	of	of	ADP
stem-4464	18	27	data	datum	NOUN
stem-4464	18	28	.	.	PUNCT
stem-4464	19	1	this	this	PRON
stem-4464	19	2	,	,	PUNCT
stem-4464	19	3	in	in	ADP
stem-4464	19	4	turn	turn	NOUN
stem-4464	19	5	,	,	PUNCT
stem-4464	19	6	increases	increase	VERB
stem-4464	19	7	the	the	DET
stem-4464	19	8	complexity	complexity	NOUN
stem-4464	19	9	of	of	ADP
stem-4464	19	10	the	the	DET
stem-4464	19	11	algorithm	algorithm	NOUN
stem-4464	19	12	and	and	CCONJ
stem-4464	19	13	the	the	DET
stem-4464	19	14	speed	speed	NOUN
stem-4464	19	15	of	of	ADP
stem-4464	19	16	operation"2	operation"2	PROPN
stem-4464	19	17	.	.	PUNCT
stem-4464	20	1	professor	professor	PROPN
stem-4464	20	2	james	james	PROPN
stem-4464	20	3	smith	smith	PROPN
stem-4464	20	4	,	,	PUNCT
stem-4464	20	5	on	on	ADP
stem-4464	20	6	the	the	DET
stem-4464	20	7	issue	issue	NOUN
stem-4464	20	8	of	of	ADP
stem-4464	20	9	compression	compression	NOUN
stem-4464	20	10	quality	quality	NOUN
stem-4464	20	11	,	,	PUNCT
stem-4464	20	12	notes	note	NOUN
stem-4464	20	13	,	,	PUNCT
stem-4464	20	14	"	"	PUNCT
stem-4464	20	15	lossless	lossless	NOUN
stem-4464	20	16	compression	compression	NOUN
stem-4464	20	17	methods	method	NOUN
stem-4464	20	18	preserve	preserve	VERB
stem-4464	20	19	the	the	DET
stem-4464	20	20	image	image	NOUN
stem-4464	20	21	in	in	ADP
stem-4464	20	22	its	its	PRON
stem-4464	20	23	original	original	ADJ
stem-4464	20	24	state	state	NOUN
stem-4464	20	25	,	,	PUNCT
stem-4464	20	26	but	but	CCONJ
stem-4464	20	27	these	these	DET
stem-4464	20	28	methods	method	NOUN
stem-4464	20	29	produce	produce	VERB
stem-4464	20	30	large	large	ADJ
stem-4464	20	31	files	file	NOUN
stem-4464	20	32	.	.	PUNCT
stem-4464	21	1	therefore	therefore	ADV
stem-4464	21	2	,	,	PUNCT
stem-4464	21	3	there	there	PRON
stem-4464	21	4	is	be	VERB
stem-4464	21	5	a	a	DET
stem-4464	21	6	need	need	NOUN
stem-4464	21	7	to	to	PART
stem-4464	21	8	develop	develop	VERB
stem-4464	21	9	effective	effective	ADJ
stem-4464	21	10	lossy	lossy	ADJ
stem-4464	21	11	compression	compression	NOUN
stem-4464	21	12	algorithms	algorithm	NOUN
stem-4464	21	13	,	,	PUNCT
stem-4464	21	14	which	which	PRON
stem-4464	21	15	requires	require	VERB
stem-4464	21	16	precise	precise	ADJ
stem-4464	21	17	scientific	scientific	ADJ
stem-4464	21	18	1	1	NUM
stem-4464	21	19	yusupov	yusupov	NOUN
stem-4464	21	20	,	,	PUNCT
stem-4464	21	21	m.	m.	NOUN
stem-4464	21	22	,	,	PUNCT
stem-4464	21	23	"	"	PUNCT
stem-4464	21	24	raqamli	raqamli	ADJ
stem-4464	21	25	tasvirni	tasvirni	NOUN
stem-4464	21	26	qayta	qayta	NOUN
stem-4464	21	27	ishlash	ishlash	NOUN
stem-4464	21	28	"	"	PUNCT
stem-4464	21	29	,	,	PUNCT
stem-4464	21	30	toshkent	toshkent	INTJ
stem-4464	21	31	,	,	PUNCT
stem-4464	21	32	2018	2018	NUM
stem-4464	21	33	,	,	PUNCT
stem-4464	21	34	o'zbekiston	o'zbekiston	PROPN
stem-4464	21	35	fanlar	fanlar	ADJ
stem-4464	21	36	akademiyasi	akademiyasi	PROPN
stem-4464	21	37	nashriyoti	nashriyoti	PROPN
stem-4464	21	38	,	,	PUNCT
stem-4464	21	39	sahifa	sahifa	NOUN
stem-4464	21	40	202	202	NUM
stem-4464	21	41	2	2	NUM
stem-4464	21	42	petrova	petrova	PROPN
stem-4464	21	43	,	,	PUNCT
stem-4464	21	44	e.	e.	PROPN
stem-4464	21	45	,	,	PUNCT
stem-4464	21	46	"	"	PUNCT
stem-4464	21	47	vizual	vizual	ADJ
stem-4464	21	48	ma'lumotlarni	ma'lumotlarni	PROPN
stem-4464	21	49	qayta	qayta	NOUN
stem-4464	21	50	ishlash	ishlash	NOUN
stem-4464	21	51	"	"	PUNCT
stem-4464	21	52	,	,	PUNCT
stem-4464	21	53	moskva	moskva	PROPN
stem-4464	21	54	,	,	PUNCT
stem-4464	21	55	2019	2019	NUM
stem-4464	21	56	,	,	PUNCT
stem-4464	21	57	moskva	moskva	PROPN
stem-4464	21	58	davlat	davlat	PROPN
stem-4464	21	59	universiteti	universiteti	PROPN
stem-4464	21	60	nashriyoti	nashriyoti	PROPN
stem-4464	21	61	,	,	PUNCT
stem-4464	21	62	sahifa	sahifa	PROPN
stem-4464	21	63	154	154	NUM
stem-4464	21	64	http://www/	http://www/	NOUN
stem-4464	22	1	464	464	NUM
stem-4464	22	2	american	american	ADJ
stem-4464	22	3	journal	journal	PROPN
stem-4464	22	4	of	of	ADP
stem-4464	22	5	language	language	NOUN
stem-4464	22	6	,	,	PUNCT
stem-4464	22	7	literacy	literacy	NOUN
stem-4464	22	8	and	and	CCONJ
stem-4464	22	9	learning	learn	VERB
stem-4464	22	10	in	in	ADP
stem-4464	22	11	stem	stem	NOUN
stem-4464	22	12	education	education	NOUN
stem-4464	22	13	www	www	PROPN
stem-4464	22	14	.	.	PROPN
stem-4464	22	15	grnjournal.us	grnjournal.us	X
stem-4464	22	16	research"3	research"3	PROPN
stem-4464	22	17	.	.	PUNCT
stem-4464	23	1	every	every	DET
stem-4464	23	2	scientist	scientist	NOUN
stem-4464	23	3	says	say	VERB
stem-4464	23	4	that	that	SCONJ
stem-4464	23	5	it	it	PRON
stem-4464	23	6	is	be	AUX
stem-4464	23	7	important	important	ADJ
stem-4464	23	8	to	to	PART
stem-4464	23	9	find	find	VERB
stem-4464	23	10	a	a	DET
stem-4464	23	11	balance	balance	NOUN
stem-4464	23	12	between	between	ADP
stem-4464	23	13	quality	quality	NOUN
stem-4464	23	14	and	and	CCONJ
stem-4464	23	15	size	size	NOUN
stem-4464	23	16	when	when	SCONJ
stem-4464	23	17	compressing	compress	VERB
stem-4464	23	18	an	an	DET
stem-4464	23	19	image	image	NOUN
stem-4464	23	20	.	.	PUNCT
stem-4464	24	1	this	this	DET
stem-4464	24	2	process	process	NOUN
stem-4464	24	3	,	,	PUNCT
stem-4464	24	4	along	along	ADP
stem-4464	24	5	with	with	ADP
stem-4464	24	6	the	the	DET
stem-4464	24	7	development	development	NOUN
stem-4464	24	8	of	of	ADP
stem-4464	24	9	technologies	technology	NOUN
stem-4464	24	10	,	,	PUNCT
stem-4464	24	11	requires	require	VERB
stem-4464	24	12	the	the	DET
stem-4464	24	13	development	development	NOUN
stem-4464	24	14	of	of	ADP
stem-4464	24	15	new	new	ADJ
stem-4464	24	16	algorithms	algorithm	NOUN
stem-4464	24	17	and	and	CCONJ
stem-4464	24	18	approaches	approach	NOUN
stem-4464	24	19	.	.	PUNCT
stem-4464	25	1	each	each	DET
stem-4464	25	2	method	method	NOUN
stem-4464	25	3	has	have	VERB
stem-4464	25	4	its	its	PRON
stem-4464	25	5	own	own	ADJ
stem-4464	25	6	advantages	advantage	NOUN
stem-4464	25	7	and	and	CCONJ
stem-4464	25	8	disadvantages	disadvantage	NOUN
stem-4464	25	9	,	,	PUNCT
stem-4464	25	10	so	so	SCONJ
stem-4464	25	11	researchers	researcher	NOUN
stem-4464	25	12	should	should	AUX
stem-4464	25	13	consider	consider	VERB
stem-4464	25	14	different	different	ADJ
stem-4464	25	15	approaches	approach	NOUN
stem-4464	25	16	to	to	PART
stem-4464	25	17	solve	solve	VERB
stem-4464	25	18	these	these	DET
stem-4464	25	19	problems	problem	NOUN
stem-4464	25	20	.	.	PUNCT
stem-4464	26	1	deep	deep	ADJ
stem-4464	26	2	learning	learning	NOUN
stem-4464	26	3	techniques	technique	NOUN
stem-4464	26	4	play	play	VERB
stem-4464	26	5	an	an	DET
stem-4464	26	6	important	important	ADJ
stem-4464	26	7	role	role	NOUN
stem-4464	26	8	in	in	ADP
stem-4464	26	9	improving	improve	VERB
stem-4464	26	10	the	the	DET
stem-4464	26	11	performance	performance	NOUN
stem-4464	26	12	of	of	ADP
stem-4464	26	13	image	image	NOUN
stem-4464	26	14	encoding	encoding	NOUN
stem-4464	26	15	,	,	PUNCT
stem-4464	26	16	as	as	SCONJ
stem-4464	26	17	they	they	PRON
stem-4464	26	18	allow	allow	VERB
stem-4464	26	19	to	to	PART
stem-4464	26	20	optimize	optimize	VERB
stem-4464	26	21	the	the	DET
stem-4464	26	22	encoding	encoding	NOUN
stem-4464	26	23	and	and	CCONJ
stem-4464	26	24	decoding	decode	VERB
stem-4464	26	25	processes	process	NOUN
stem-4464	26	26	without	without	ADP
stem-4464	26	27	significant	significant	ADJ
stem-4464	26	28	loss	loss	NOUN
stem-4464	26	29	of	of	ADP
stem-4464	26	30	image	image	NOUN
stem-4464	26	31	integrity	integrity	NOUN
stem-4464	26	32	.	.	PUNCT
stem-4464	27	1	below	below	ADV
stem-4464	27	2	is	be	AUX
stem-4464	27	3	a	a	DET
stem-4464	27	4	scientific	scientific	ADJ
stem-4464	27	5	analysis	analysis	NOUN
stem-4464	27	6	of	of	ADP
stem-4464	27	7	this	this	DET
stem-4464	27	8	process	process	NOUN
stem-4464	27	9	,	,	PUNCT
stem-4464	27	10	which	which	PRON
stem-4464	27	11	is	be	AUX
stem-4464	27	12	divided	divide	VERB
stem-4464	27	13	into	into	ADP
stem-4464	27	14	several	several	ADJ
stem-4464	27	15	main	main	ADJ
stem-4464	27	16	parts	part	NOUN
stem-4464	27	17	:	:	PUNCT
stem-4464	27	18	deep	deep	ADJ
stem-4464	27	19	learning	learning	NOUN
stem-4464	27	20	is	be	AUX
stem-4464	27	21	a	a	DET
stem-4464	27	22	method	method	NOUN
stem-4464	27	23	of	of	ADP
stem-4464	27	24	studying	study	VERB
stem-4464	27	25	data	datum	NOUN
stem-4464	27	26	using	use	VERB
stem-4464	27	27	artificial	artificial	ADJ
stem-4464	27	28	neural	neural	ADJ
stem-4464	27	29	networks	network	NOUN
stem-4464	27	30	.	.	PUNCT
stem-4464	28	1	these	these	DET
stem-4464	28	2	networks	network	NOUN
stem-4464	28	3	have	have	VERB
stem-4464	28	4	a	a	DET
stem-4464	28	5	multi	multi	ADJ
stem-4464	28	6	-	-	ADJ
stem-4464	28	7	layered	layered	ADJ
stem-4464	28	8	(	(	PUNCT
stem-4464	28	9	deep	deep	ADJ
stem-4464	28	10	)	)	PUNCT
stem-4464	28	11	structure	structure	NOUN
stem-4464	28	12	,	,	PUNCT
stem-4464	28	13	and	and	CCONJ
stem-4464	28	14	each	each	DET
stem-4464	28	15	layer	layer	NOUN
stem-4464	28	16	separates	separate	VERB
stem-4464	28	17	more	more	ADV
stem-4464	28	18	abstract	abstract	ADJ
stem-4464	28	19	and	and	CCONJ
stem-4464	28	20	meaningful	meaningful	ADJ
stem-4464	28	21	features	feature	NOUN
stem-4464	28	22	for	for	ADP
stem-4464	28	23	the	the	DET
stem-4464	28	24	next	next	ADJ
stem-4464	28	25	layer	layer	NOUN
stem-4464	28	26	.	.	PUNCT
stem-4464	29	1	in	in	ADP
stem-4464	29	2	image	image	NOUN
stem-4464	29	3	coding	coding	NOUN
stem-4464	29	4	,	,	PUNCT
stem-4464	29	5	deep	deep	ADJ
stem-4464	29	6	learning	learning	NOUN
stem-4464	29	7	techniques	technique	NOUN
stem-4464	29	8	help	help	VERB
stem-4464	29	9	to	to	PART
stem-4464	29	10	analyze	analyze	VERB
stem-4464	29	11	the	the	DET
stem-4464	29	12	image	image	NOUN
stem-4464	29	13	and	and	CCONJ
stem-4464	29	14	represent	represent	VERB
stem-4464	29	15	it	it	PRON
stem-4464	29	16	in	in	ADP
stem-4464	29	17	a	a	DET
stem-4464	29	18	rich	rich	ADJ
stem-4464	29	19	and	and	CCONJ
stem-4464	29	20	compact	compact	ADJ
stem-4464	29	21	form	form	NOUN
stem-4464	29	22	.	.	PUNCT
stem-4464	30	1	this	this	PRON
stem-4464	30	2	makes	make	VERB
stem-4464	30	3	it	it	PRON
stem-4464	30	4	possible	possible	ADJ
stem-4464	30	5	to	to	PART
stem-4464	30	6	encode	encode	VERB
stem-4464	30	7	the	the	DET
stem-4464	30	8	image	image	NOUN
stem-4464	30	9	with	with	ADP
stem-4464	30	10	a	a	DET
stem-4464	30	11	smaller	small	ADJ
stem-4464	30	12	amount	amount	NOUN
stem-4464	30	13	of	of	ADP
stem-4464	30	14	data	datum	NOUN
stem-4464	30	15	while	while	SCONJ
stem-4464	30	16	maintaining	maintain	VERB
stem-4464	30	17	the	the	DET
stem-4464	30	18	original	original	ADJ
stem-4464	30	19	quality	quality	NOUN
stem-4464	30	20	level	level	NOUN
stem-4464	30	21	.	.	PUNCT
stem-4464	31	1	autoencoders	autoencoder	NOUN
stem-4464	31	2	are	be	AUX
stem-4464	31	3	an	an	DET
stem-4464	31	4	important	important	ADJ
stem-4464	31	5	component	component	NOUN
stem-4464	31	6	of	of	ADP
stem-4464	31	7	deep	deep	ADJ
stem-4464	31	8	learning	learning	NOUN
stem-4464	31	9	.	.	PUNCT
stem-4464	32	1	they	they	PRON
stem-4464	32	2	mainly	mainly	ADV
stem-4464	32	3	consist	consist	VERB
stem-4464	32	4	of	of	ADP
stem-4464	32	5	two	two	NUM
stem-4464	32	6	parts	part	NOUN
stem-4464	32	7	:	:	PUNCT
stem-4464	32	8	encoder	encoder	NOUN
stem-4464	32	9	and	and	CCONJ
stem-4464	32	10	decoder	decoder	NOUN
stem-4464	32	11	.	.	PUNCT
stem-4464	33	1	an	an	DET
stem-4464	33	2	encoder	encoder	NOUN
stem-4464	33	3	receives	receive	VERB
stem-4464	33	4	an	an	DET
stem-4464	33	5	image	image	NOUN
stem-4464	33	6	and	and	CCONJ
stem-4464	33	7	converts	convert	VERB
stem-4464	33	8	it	it	PRON
stem-4464	33	9	into	into	ADP
stem-4464	33	10	a	a	DET
stem-4464	33	11	series	series	NOUN
stem-4464	33	12	of	of	ADP
stem-4464	33	13	latent	latent	NOUN
stem-4464	33	14	features	feature	NOUN
stem-4464	33	15	,	,	PUNCT
stem-4464	33	16	which	which	PRON
stem-4464	33	17	allows	allow	VERB
stem-4464	33	18	encoding	encode	VERB
stem-4464	33	19	the	the	DET
stem-4464	33	20	image	image	NOUN
stem-4464	33	21	in	in	ADP
stem-4464	33	22	a	a	DET
stem-4464	33	23	compact	compact	ADJ
stem-4464	33	24	form	form	NOUN
stem-4464	33	25	.	.	PUNCT
stem-4464	34	1	and	and	CCONJ
stem-4464	34	2	the	the	DET
stem-4464	34	3	decoder	decoder	NOUN
stem-4464	34	4	takes	take	VERB
stem-4464	34	5	this	this	DET
stem-4464	34	6	compact	compact	ADJ
stem-4464	34	7	code	code	NOUN
stem-4464	34	8	and	and	CCONJ
stem-4464	34	9	makes	make	VERB
stem-4464	34	10	it	it	PRON
stem-4464	34	11	look	look	VERB
stem-4464	34	12	close	close	ADJ
stem-4464	34	13	to	to	ADP
stem-4464	34	14	the	the	DET
stem-4464	34	15	original	original	ADJ
stem-4464	34	16	image	image	NOUN
stem-4464	34	17	.	.	PUNCT
stem-4464	35	1	this	this	DET
stem-4464	35	2	process	process	NOUN
stem-4464	35	3	allows	allow	VERB
stem-4464	35	4	you	you	PRON
stem-4464	35	5	to	to	PART
stem-4464	35	6	reduce	reduce	VERB
stem-4464	35	7	the	the	DET
stem-4464	35	8	size	size	NOUN
stem-4464	35	9	of	of	ADP
stem-4464	35	10	the	the	DET
stem-4464	35	11	image	image	NOUN
stem-4464	35	12	while	while	SCONJ
stem-4464	35	13	maintaining	maintain	VERB
stem-4464	35	14	its	its	PRON
stem-4464	35	15	integrity4	integrity4	PROPN
stem-4464	35	16	.	.	PUNCT
stem-4464	36	1	convolutional	convolutional	ADJ
stem-4464	36	2	neural	neural	ADJ
stem-4464	36	3	networks	network	NOUN
stem-4464	36	4	(	(	PUNCT
stem-4464	36	5	cnn	cnn	PROPN
stem-4464	36	6	)	)	PUNCT
stem-4464	36	7	are	be	AUX
stem-4464	36	8	particularly	particularly	ADV
stem-4464	36	9	effective	effective	ADJ
stem-4464	36	10	in	in	ADP
stem-4464	36	11	image	image	NOUN
stem-4464	36	12	processing	processing	NOUN
stem-4464	36	13	.	.	PUNCT
stem-4464	37	1	by	by	ADP
stem-4464	37	2	identifying	identify	VERB
stem-4464	37	3	local	local	ADJ
stem-4464	37	4	features	feature	NOUN
stem-4464	37	5	of	of	ADP
stem-4464	37	6	the	the	DET
stem-4464	37	7	image	image	NOUN
stem-4464	37	8	,	,	PUNCT
stem-4464	37	9	they	they	PRON
stem-4464	37	10	allow	allow	VERB
stem-4464	37	11	extracting	extract	VERB
stem-4464	37	12	important	important	ADJ
stem-4464	37	13	information	information	NOUN
stem-4464	37	14	and	and	CCONJ
stem-4464	37	15	discarding	discard	VERB
stem-4464	37	16	redundant	redundant	ADJ
stem-4464	37	17	information	information	NOUN
stem-4464	37	18	.	.	PUNCT
stem-4464	38	1	cnns	cnns	PROPN
stem-4464	38	2	are	be	AUX
stem-4464	38	3	very	very	ADV
stem-4464	38	4	important	important	ADJ
stem-4464	38	5	in	in	ADP
stem-4464	38	6	image	image	NOUN
stem-4464	38	7	coding	coding	NOUN
stem-4464	38	8	,	,	PUNCT
stem-4464	38	9	reducing	reduce	VERB
stem-4464	38	10	the	the	DET
stem-4464	38	11	overall	overall	ADJ
stem-4464	38	12	size	size	NOUN
stem-4464	38	13	of	of	ADP
stem-4464	38	14	an	an	DET
stem-4464	38	15	image	image	NOUN
stem-4464	38	16	while	while	SCONJ
stem-4464	38	17	preserving	preserve	VERB
stem-4464	38	18	its	its	PRON
stem-4464	38	19	main	main	ADJ
stem-4464	38	20	features	feature	NOUN
stem-4464	38	21	.	.	PUNCT
stem-4464	39	1	different	different	ADJ
stem-4464	39	2	image	image	NOUN
stem-4464	39	3	sets	set	NOUN
stem-4464	39	4	(	(	PUNCT
stem-4464	39	5	e.g.	e.g.	ADV
stem-4464	39	6	imagenet	imagenet	NOUN
stem-4464	39	7	,	,	PUNCT
stem-4464	39	8	cifar-10	cifar-10	PROPN
stem-4464	39	9	)	)	PUNCT
stem-4464	39	10	and	and	CCONJ
stem-4464	39	11	different	different	ADJ
stem-4464	39	12	encoding	encoding	NOUN
stem-4464	39	13	methods	method	NOUN
stem-4464	39	14	(	(	PUNCT
stem-4464	39	15	e.g.	e.g.	ADV
stem-4464	39	16	jpeg	jpeg	NOUN
stem-4464	39	17	,	,	PUNCT
stem-4464	39	18	png	png	PROPN
stem-4464	39	19	)	)	PUNCT
stem-4464	39	20	are	be	AUX
stem-4464	39	21	considered	consider	VERB
stem-4464	39	22	in	in	ADP
stem-4464	39	23	the	the	DET
stem-4464	39	24	analysis	analysis	NOUN
stem-4464	39	25	of	of	ADP
stem-4464	39	26	the	the	DET
stem-4464	39	27	experimental	experimental	ADJ
stem-4464	39	28	results	result	NOUN
stem-4464	39	29	.	.	PUNCT
stem-4464	40	1	the	the	DET
stem-4464	40	2	quality	quality	NOUN
stem-4464	40	3	and	and	CCONJ
stem-4464	40	4	size	size	NOUN
stem-4464	40	5	of	of	ADP
stem-4464	40	6	images	image	NOUN
stem-4464	40	7	coded	code	VERB
stem-4464	40	8	by	by	ADP
stem-4464	40	9	deep	deep	ADJ
stem-4464	40	10	learning	learning	NOUN
stem-4464	40	11	methods	method	NOUN
stem-4464	40	12	show	show	VERB
stem-4464	40	13	much	much	ADV
stem-4464	40	14	better	well	ADJ
stem-4464	40	15	results	result	NOUN
stem-4464	40	16	compared	compare	VERB
stem-4464	40	17	to	to	ADP
stem-4464	40	18	traditional	traditional	ADJ
stem-4464	40	19	methods	method	NOUN
stem-4464	40	20	.	.	PUNCT
stem-4464	41	1	this	this	PRON
stem-4464	41	2	clearly	clearly	ADV
stem-4464	41	3	proves	prove	VERB
stem-4464	41	4	the	the	DET
stem-4464	41	5	effectiveness	effectiveness	NOUN
stem-4464	41	6	of	of	ADP
stem-4464	41	7	deep	deep	ADJ
stem-4464	41	8	learning	learning	NOUN
stem-4464	41	9	algorithms	algorithm	NOUN
stem-4464	41	10	in	in	ADP
stem-4464	41	11	image	image	NOUN
stem-4464	41	12	coding	coding	NOUN
stem-4464	41	13	.	.	PUNCT
stem-4464	42	1	deep	deep	ADJ
stem-4464	42	2	learning	learning	NOUN
stem-4464	42	3	techniques	technique	NOUN
stem-4464	42	4	play	play	VERB
stem-4464	42	5	an	an	DET
stem-4464	42	6	important	important	ADJ
stem-4464	42	7	role	role	NOUN
stem-4464	42	8	in	in	ADP
stem-4464	42	9	improving	improve	VERB
stem-4464	42	10	the	the	DET
stem-4464	42	11	efficiency	efficiency	NOUN
stem-4464	42	12	of	of	ADP
stem-4464	42	13	image	image	NOUN
stem-4464	42	14	coding	coding	NOUN
stem-4464	42	15	,	,	PUNCT
stem-4464	42	16	and	and	CCONJ
stem-4464	42	17	research	research	NOUN
stem-4464	42	18	in	in	ADP
stem-4464	42	19	this	this	DET
stem-4464	42	20	area	area	NOUN
stem-4464	42	21	will	will	AUX
stem-4464	42	22	help	help	VERB
stem-4464	42	23	to	to	PART
stem-4464	42	24	develop	develop	VERB
stem-4464	42	25	more	more	ADV
stem-4464	42	26	efficient	efficient	ADJ
stem-4464	42	27	image	image	NOUN
stem-4464	42	28	coding	code	VERB
stem-4464	42	29	methods	method	NOUN
stem-4464	42	30	.	.	PUNCT
stem-4464	43	1	future	future	ADJ
stem-4464	43	2	work	work	NOUN
stem-4464	43	3	in	in	ADP
stem-4464	43	4	this	this	DET
stem-4464	43	5	area	area	NOUN
stem-4464	43	6	may	may	AUX
stem-4464	43	7	focus	focus	VERB
stem-4464	43	8	on	on	ADP
stem-4464	43	9	creating	create	VERB
stem-4464	43	10	new	new	ADJ
stem-4464	43	11	algorithms	algorithm	NOUN
stem-4464	43	12	that	that	PRON
stem-4464	43	13	can	can	AUX
stem-4464	43	14	be	be	AUX
stem-4464	43	15	applied	apply	VERB
stem-4464	43	16	to	to	ADP
stem-4464	43	17	other	other	ADJ
stem-4464	43	18	areas	area	NOUN
stem-4464	43	19	of	of	ADP
stem-4464	43	20	artificial	artificial	ADJ
stem-4464	43	21	intelligence	intelligence	NOUN
stem-4464	43	22	in	in	ADP
stem-4464	43	23	particular5	particular5	PROPN
stem-4464	43	24	.	.	PUNCT
stem-4464	44	1	the	the	DET
stem-4464	44	2	application	application	NOUN
stem-4464	44	3	of	of	ADP
stem-4464	44	4	deep	deep	ADJ
stem-4464	44	5	learning	learning	NOUN
stem-4464	44	6	in	in	ADP
stem-4464	44	7	image	image	NOUN
stem-4464	44	8	coding	coding	NOUN
stem-4464	44	9	is	be	AUX
stem-4464	44	10	aimed	aim	VERB
stem-4464	44	11	at	at	ADP
stem-4464	44	12	improving	improve	VERB
stem-4464	44	13	not	not	PART
stem-4464	44	14	only	only	ADV
stem-4464	44	15	technical	technical	ADJ
stem-4464	44	16	efficiency	efficiency	NOUN
stem-4464	44	17	,	,	PUNCT
stem-4464	44	18	but	but	CCONJ
stem-4464	44	19	also	also	ADV
stem-4464	44	20	image	image	NOUN
stem-4464	44	21	quality	quality	NOUN
stem-4464	44	22	,	,	PUNCT
stem-4464	44	23	and	and	CCONJ
stem-4464	44	24	the	the	DET
stem-4464	44	25	innovations	innovation	NOUN
stem-4464	44	26	in	in	ADP
stem-4464	44	27	this	this	DET
stem-4464	44	28	field	field	NOUN
stem-4464	44	29	promise	promise	VERB
stem-4464	44	30	more	more	ADV
stem-4464	44	31	interesting	interesting	ADJ
stem-4464	44	32	activities	activity	NOUN
stem-4464	44	33	in	in	ADP
stem-4464	44	34	the	the	DET
stem-4464	44	35	future	future	NOUN
stem-4464	44	36	.	.	PUNCT
stem-4464	45	1	image	image	NOUN
stem-4464	45	2	compression	compression	NOUN
stem-4464	45	3	technology	technology	NOUN
stem-4464	45	4	has	have	AUX
stem-4464	45	5	developed	develop	VERB
stem-4464	45	6	significantly	significantly	ADV
stem-4464	45	7	over	over	ADP
stem-4464	45	8	the	the	DET
stem-4464	45	9	past	past	ADJ
stem-4464	45	10	few	few	ADJ
stem-4464	45	11	years	year	NOUN
stem-4464	45	12	,	,	PUNCT
stem-4464	45	13	and	and	CCONJ
stem-4464	45	14	this	this	DET
stem-4464	45	15	development	development	NOUN
stem-4464	45	16	has	have	AUX
stem-4464	45	17	led	lead	VERB
stem-4464	45	18	not	not	PART
stem-4464	45	19	only	only	ADV
stem-4464	45	20	to	to	ADP
stem-4464	45	21	a	a	DET
stem-4464	45	22	reduction	reduction	NOUN
stem-4464	45	23	in	in	ADP
stem-4464	45	24	file	file	NOUN
stem-4464	45	25	size	size	NOUN
stem-4464	45	26	,	,	PUNCT
stem-4464	45	27	but	but	CCONJ
stem-4464	45	28	also	also	ADV
stem-4464	45	29	to	to	ADP
stem-4464	45	30	an	an	DET
stem-4464	45	31	increase	increase	NOUN
stem-4464	45	32	in	in	ADP
stem-4464	45	33	the	the	DET
stem-4464	45	34	efficiency	efficiency	NOUN
stem-4464	45	35	of	of	ADP
stem-4464	45	36	image	image	NOUN
stem-4464	45	37	processing	processing	NOUN
stem-4464	45	38	.	.	PUNCT
stem-4464	46	1	the	the	DET
stem-4464	46	2	main	main	ADJ
stem-4464	46	3	achievements	achievement	NOUN
stem-4464	46	4	of	of	ADP
stem-4464	46	5	modern	modern	ADJ
stem-4464	46	6	image	image	NOUN
stem-4464	46	7	compression	compression	NOUN
stem-4464	46	8	algorithms	algorithm	NOUN
stem-4464	46	9	are	be	AUX
stem-4464	46	10	:	:	PUNCT
stem-4464	46	11	the	the	DET
stem-4464	46	12	use	use	NOUN
stem-4464	46	13	of	of	ADP
stem-4464	46	14	artificial	artificial	ADJ
stem-4464	46	15	intelligence	intelligence	NOUN
stem-4464	46	16	(	(	PUNCT
stem-4464	46	17	ai	ai	NOUN
stem-4464	46	18	)	)	PUNCT
stem-4464	46	19	and	and	CCONJ
stem-4464	46	20	machine	machine	NOUN
stem-4464	46	21	learning	learning	NOUN
stem-4464	46	22	has	have	AUX
stem-4464	46	23	revolutionized	revolutionize	VERB
stem-4464	46	24	the	the	DET
stem-4464	46	25	field	field	NOUN
stem-4464	46	26	of	of	ADP
stem-4464	46	27	image	image	NOUN
stem-4464	46	28	compression	compression	NOUN
stem-4464	46	29	.	.	PUNCT
stem-4464	47	1	for	for	ADP
stem-4464	47	2	example	example	NOUN
stem-4464	47	3	,	,	PUNCT
stem-4464	47	4	image	image	NOUN
stem-4464	47	5	compression	compression	NOUN
stem-4464	47	6	processes	process	NOUN
stem-4464	47	7	are	be	AUX
stem-4464	47	8	being	be	AUX
stem-4464	47	9	performed	perform	VERB
stem-4464	47	10	more	more	ADV
stem-4464	47	11	efficiently	efficiently	ADV
stem-4464	47	12	using	use	VERB
stem-4464	47	13	edge-2	edge-2	NUM
stem-4464	47	14	-	-	PUNCT
stem-4464	47	15	end	end	NOUN
stem-4464	47	16	learning	learning	NOUN
stem-4464	47	17	approaches	approach	NOUN
stem-4464	47	18	,	,	PUNCT
stem-4464	47	19	namely	namely	ADV
stem-4464	47	20	fully	fully	ADV
stem-4464	47	21	convolutional	convolutional	ADJ
stem-4464	47	22	neural	neural	ADJ
stem-4464	47	23	networks	network	NOUN
stem-4464	47	24	(	(	PUNCT
stem-4464	47	25	cnn	cnn	PROPN
stem-4464	47	26	)	)	PUNCT
stem-4464	47	27	.	.	PUNCT
stem-4464	48	1	these	these	DET
stem-4464	48	2	networks	network	NOUN
stem-4464	48	3	automatically	automatically	ADV
stem-4464	48	4	analyze	analyze	VERB
stem-4464	48	5	the	the	DET
stem-4464	48	6	image	image	NOUN
stem-4464	48	7	and	and	CCONJ
stem-4464	48	8	remove	remove	VERB
stem-4464	48	9	unnecessary	unnecessary	ADJ
stem-4464	48	10	information	information	NOUN
stem-4464	48	11	while	while	SCONJ
stem-4464	48	12	preserving	preserve	VERB
stem-4464	48	13	the	the	DET
stem-4464	48	14	most	most	ADV
stem-4464	48	15	important	important	ADJ
stem-4464	48	16	features	feature	NOUN
stem-4464	48	17	.	.	PUNCT
stem-4464	49	1	this	this	DET
stem-4464	49	2	method	method	NOUN
stem-4464	49	3	offers	offer	VERB
stem-4464	49	4	much	much	ADV
stem-4464	49	5	better	well	ADJ
stem-4464	49	6	compression	compression	NOUN
stem-4464	49	7	ratios	ratio	NOUN
stem-4464	49	8	than	than	ADP
stem-4464	49	9	traditional	traditional	ADJ
stem-4464	49	10	jpeg	jpeg	NOUN
stem-4464	49	11	or	or	CCONJ
stem-4464	49	12	png	png	PROPN
stem-4464	49	13	algorithms	algorithm	NOUN
stem-4464	49	14	,	,	PUNCT
stem-4464	49	15	making	make	VERB
stem-4464	49	16	the	the	DET
stem-4464	49	17	process	process	NOUN
stem-4464	49	18	more	more	ADJ
stem-4464	49	19	cost	cost	NOUN
stem-4464	49	20	-	-	PUNCT
stem-4464	49	21	effective	effective	ADJ
stem-4464	49	22	.	.	PUNCT
stem-4464	50	1	3	3	NUM
stem-4464	50	2	smith	smith	PROPN
stem-4464	50	3	,	,	PUNCT
stem-4464	50	4	j.	j.	PROPN
stem-4464	50	5	,	,	PUNCT
stem-4464	50	6	"	"	PUNCT
stem-4464	50	7	digital	digital	ADJ
stem-4464	50	8	image	image	NOUN
stem-4464	50	9	processing	processing	NOUN
stem-4464	50	10	"	"	PUNCT
stem-4464	50	11	,	,	PUNCT
stem-4464	50	12	london	london	PROPN
stem-4464	50	13	,	,	PUNCT
stem-4464	50	14	2020	2020	NUM
stem-4464	50	15	,	,	PUNCT
stem-4464	50	16	cambridge	cambridge	PROPN
stem-4464	50	17	university	university	PROPN
stem-4464	50	18	press	press	NOUN
stem-4464	50	19	,	,	PUNCT
stem-4464	50	20	sahifa	sahifa	PROPN
stem-4464	50	21	89	89	NUM
stem-4464	50	22	4	4	NUM
stem-4464	50	23	muxammadjon	muxammadjon	NOUN
stem-4464	50	24	o‘g‘li	o‘g‘li	NOUN
stem-4464	50	25	n.	n.	PROPN
stem-4464	50	26	r.	r.	PROPN
stem-4464	50	27	media	media	PROPN
stem-4464	50	28	portal	portal	PROPN
stem-4464	50	29	yaratishning	yaratishne	VERB
stem-4464	50	30	asosiy	asosiy	PROPN
stem-4464	50	31	afzallik	afzallik	PROPN
stem-4464	50	32	va	va	PROPN
stem-4464	50	33	kamchiliklari	kamchiliklari	VERB
stem-4464	50	34	//world	//world	PUNCT
stem-4464	50	35	scientific	scientific	ADJ
stem-4464	50	36	research	research	NOUN
stem-4464	50	37	journal	journal	NOUN
stem-4464	50	38	.	.	PUNCT
stem-4464	50	39	–	–	PUNCT
stem-4464	50	40	2022	2022	NUM
stem-4464	50	41	.	.	PUNCT
stem-4464	50	42	–	–	PUNCT
stem-4464	50	43	т	т	X
stem-4464	50	44	.	.	PROPN
stem-4464	50	45	10	10	NUM
stem-4464	50	46	.	.	PUNCT
stem-4464	50	47	–	–	PUNCT
stem-4464	50	48	№	№	NOUN
stem-4464	50	49	.	.	NOUN
stem-4464	51	1	2	2	NUM
stem-4464	51	2	.	.	X
stem-4464	51	3	–	–	PUNCT
stem-4464	51	4	с	с	PROPN
stem-4464	51	5	.	.	PROPN
stem-4464	51	6	125	125	NUM
stem-4464	51	7	-	-	SYM
stem-4464	51	8	131	131	NUM
stem-4464	51	9	.	.	NOUN
stem-4464	51	10	5	5	NUM
stem-4464	51	11	schreiber	schreiber	PROPN
stem-4464	51	12	w.	w.	PROPN
stem-4464	51	13	f.	f.	PROPN
stem-4464	51	14	picture	picture	PROPN
stem-4464	51	15	coding	code	VERB
stem-4464	51	16	//proceedings	//proceeding	NOUN
stem-4464	51	17	of	of	ADP
stem-4464	51	18	the	the	DET
stem-4464	51	19	ieee	ieee	NOUN
stem-4464	51	20	.	.	PUNCT
stem-4464	51	21	–	–	PUNCT
stem-4464	51	22	1967	1967	NUM
stem-4464	51	23	.	.	PUNCT
stem-4464	52	1	–	–	PUNCT
stem-4464	52	2	т	т	X
stem-4464	52	3	.	.	PROPN
stem-4464	52	4	55	55	NUM
stem-4464	52	5	.	.	PUNCT
stem-4464	52	6	–	–	PUNCT
stem-4464	52	7	№	№	NOUN
stem-4464	52	8	.	.	PUNCT
stem-4464	53	1	3	3	X
stem-4464	53	2	.	.	X
stem-4464	53	3	–	–	PUNCT
stem-4464	53	4	с	с	PROPN
stem-4464	53	5	.	.	PROPN
stem-4464	53	6	320	320	NUM
stem-4464	53	7	-	-	SYM
stem-4464	53	8	330	330	NUM
stem-4464	53	9	.	.	PUNCT
stem-4464	53	10	http://www/	http://www/	X
stem-4464	54	1	465	465	NUM
stem-4464	54	2	american	american	ADJ
stem-4464	54	3	journal	journal	NOUN
stem-4464	54	4	of	of	ADP
stem-4464	54	5	language	language	NOUN
stem-4464	54	6	,	,	PUNCT
stem-4464	54	7	literacy	literacy	NOUN
stem-4464	54	8	and	and	CCONJ
stem-4464	54	9	learning	learn	VERB
stem-4464	54	10	in	in	ADP
stem-4464	54	11	stem	stem	NOUN
stem-4464	54	12	education	education	NOUN
stem-4464	54	13	www	www	PROPN
stem-4464	54	14	.	.	PUNCT
stem-4464	55	1	grnjournal.us	grnjournal.us	X
stem-4464	55	2	data	data	NOUN
stem-4464	55	3	loss	loss	NOUN
stem-4464	55	4	has	have	AUX
stem-4464	55	5	always	always	ADV
stem-4464	55	6	been	be	AUX
stem-4464	55	7	a	a	DET
stem-4464	55	8	problem	problem	NOUN
stem-4464	55	9	when	when	SCONJ
stem-4464	55	10	compressing	compress	VERB
stem-4464	55	11	images	image	NOUN
stem-4464	55	12	.	.	PUNCT
stem-4464	56	1	however	however	ADV
stem-4464	56	2	,	,	PUNCT
stem-4464	56	3	modern	modern	ADJ
stem-4464	56	4	technology	technology	NOUN
stem-4464	56	5	aims	aim	VERB
stem-4464	56	6	to	to	PART
stem-4464	56	7	minimize	minimize	VERB
stem-4464	56	8	this	this	DET
stem-4464	56	9	problem	problem	NOUN
stem-4464	56	10	.	.	PUNCT
stem-4464	57	1	image	image	NOUN
stem-4464	57	2	reconstruction	reconstruction	NOUN
stem-4464	57	3	techniques	technique	NOUN
stem-4464	57	4	using	use	VERB
stem-4464	57	5	neural	neural	ADJ
stem-4464	57	6	networks	network	NOUN
stem-4464	57	7	allow	allow	VERB
stem-4464	57	8	obtaining	obtain	VERB
stem-4464	57	9	close	close	ADJ
stem-4464	57	10	-	-	PUNCT
stem-4464	57	11	to	to	ADP
stem-4464	57	12	-	-	PUNCT
stem-4464	57	13	original	original	ADJ
stem-4464	57	14	results	result	NOUN
stem-4464	57	15	from	from	ADP
stem-4464	57	16	compressed	compressed	ADJ
stem-4464	57	17	images	image	NOUN
stem-4464	57	18	.	.	PUNCT
stem-4464	58	1	such	such	ADJ
stem-4464	58	2	techniques	technique	NOUN
stem-4464	58	3	are	be	AUX
stem-4464	58	4	especially	especially	ADV
stem-4464	58	5	important	important	ADJ
stem-4464	58	6	in	in	ADP
stem-4464	58	7	the	the	DET
stem-4464	58	8	processing	processing	NOUN
stem-4464	58	9	of	of	ADP
stem-4464	58	10	medical	medical	ADJ
stem-4464	58	11	and	and	CCONJ
stem-4464	58	12	space	space	NOUN
stem-4464	58	13	images	image	NOUN
stem-4464	58	14	,	,	PUNCT
stem-4464	58	15	since	since	SCONJ
stem-4464	58	16	image	image	NOUN
stem-4464	58	17	quality	quality	NOUN
stem-4464	58	18	plays	play	VERB
stem-4464	58	19	a	a	DET
stem-4464	58	20	very	very	ADV
stem-4464	58	21	important	important	ADJ
stem-4464	58	22	role	role	NOUN
stem-4464	58	23	in	in	ADP
stem-4464	58	24	these	these	DET
stem-4464	58	25	fields	field	NOUN
stem-4464	58	26	.	.	PUNCT
stem-4464	59	1	methodology	methodology	NOUN
stem-4464	59	2	another	another	DET
stem-4464	59	3	important	important	ADJ
stem-4464	59	4	achievement	achievement	NOUN
stem-4464	59	5	in	in	ADP
stem-4464	59	6	image	image	NOUN
stem-4464	59	7	compression	compression	NOUN
stem-4464	59	8	was	be	AUX
stem-4464	59	9	the	the	DET
stem-4464	59	10	development	development	NOUN
stem-4464	59	11	of	of	ADP
stem-4464	59	12	adaptive	adaptive	ADJ
stem-4464	59	13	and	and	CCONJ
stem-4464	59	14	dynamic	dynamic	ADJ
stem-4464	59	15	compression	compression	NOUN
stem-4464	59	16	methods	method	NOUN
stem-4464	59	17	.	.	PUNCT
stem-4464	60	1	these	these	DET
stem-4464	60	2	methods	method	NOUN
stem-4464	60	3	allow	allow	VERB
stem-4464	60	4	you	you	PRON
stem-4464	60	5	to	to	PART
stem-4464	60	6	change	change	VERB
stem-4464	60	7	the	the	DET
stem-4464	60	8	level	level	NOUN
stem-4464	60	9	of	of	ADP
stem-4464	60	10	compression	compression	NOUN
stem-4464	60	11	depending	depend	VERB
stem-4464	60	12	on	on	ADP
stem-4464	60	13	the	the	DET
stem-4464	60	14	characteristics	characteristic	NOUN
stem-4464	60	15	of	of	ADP
stem-4464	60	16	the	the	DET
stem-4464	60	17	image	image	NOUN
stem-4464	60	18	.	.	PUNCT
stem-4464	61	1	for	for	ADP
stem-4464	61	2	example	example	NOUN
stem-4464	61	3	,	,	PUNCT
stem-4464	61	4	by	by	ADP
stem-4464	61	5	applying	apply	VERB
stem-4464	61	6	different	different	ADJ
stem-4464	61	7	levels	level	NOUN
stem-4464	61	8	of	of	ADP
stem-4464	61	9	compression	compression	NOUN
stem-4464	61	10	to	to	ADP
stem-4464	61	11	different	different	ADJ
stem-4464	61	12	parts	part	NOUN
stem-4464	61	13	of	of	ADP
stem-4464	61	14	an	an	DET
stem-4464	61	15	image	image	NOUN
stem-4464	61	16	,	,	PUNCT
stem-4464	61	17	important	important	ADJ
stem-4464	61	18	details	detail	NOUN
stem-4464	61	19	can	can	AUX
stem-4464	61	20	be	be	AUX
stem-4464	61	21	preserved	preserve	VERB
stem-4464	61	22	and	and	CCONJ
stem-4464	61	23	less	less	ADV
stem-4464	61	24	important	important	ADJ
stem-4464	61	25	parts	part	NOUN
stem-4464	61	26	can	can	AUX
stem-4464	61	27	be	be	AUX
stem-4464	61	28	compressed	compress	VERB
stem-4464	61	29	more	more	ADV
stem-4464	61	30	strongly	strongly	ADV
stem-4464	61	31	.	.	PUNCT
stem-4464	62	1	this	this	PRON
stem-4464	62	2	helps	help	VERB
stem-4464	62	3	to	to	PART
stem-4464	62	4	improve	improve	VERB
stem-4464	62	5	the	the	DET
stem-4464	62	6	overall	overall	ADJ
stem-4464	62	7	quality	quality	NOUN
stem-4464	62	8	.	.	PUNCT
stem-4464	63	1	discussion	discussion	NOUN
stem-4464	63	2	modern	modern	ADJ
stem-4464	63	3	compression	compression	NOUN
stem-4464	63	4	algorithms	algorithm	NOUN
stem-4464	63	5	,	,	PUNCT
stem-4464	63	6	especially	especially	ADV
stem-4464	63	7	in	in	ADP
stem-4464	63	8	video	video	NOUN
stem-4464	63	9	compression	compression	NOUN
stem-4464	63	10	,	,	PUNCT
stem-4464	63	11	are	be	AUX
stem-4464	63	12	able	able	ADJ
stem-4464	63	13	to	to	PART
stem-4464	63	14	significantly	significantly	ADV
stem-4464	63	15	reduce	reduce	VERB
stem-4464	63	16	digital	digital	ADJ
stem-4464	63	17	inefficiencies	inefficiency	NOUN
stem-4464	63	18	.	.	PUNCT
stem-4464	64	1	newer	new	ADJ
stem-4464	64	2	coding	code	VERB
stem-4464	64	3	standards	standard	NOUN
stem-4464	64	4	such	such	ADJ
stem-4464	64	5	as	as	ADP
stem-4464	64	6	h.266	h.266	NOUN
stem-4464	64	7	/	/	SYM
stem-4464	64	8	vvc	vvc	X
stem-4464	64	9	(	(	PUNCT
stem-4464	64	10	versatile	versatile	ADJ
stem-4464	64	11	video	video	NOUN
stem-4464	64	12	coding	coding	NOUN
stem-4464	64	13	)	)	PUNCT
stem-4464	64	14	offer	offer	NOUN
stem-4464	64	15	compression	compression	NOUN
stem-4464	64	16	that	that	PRON
stem-4464	64	17	is	be	AUX
stem-4464	64	18	twice	twice	ADV
stem-4464	64	19	as	as	ADV
stem-4464	64	20	efficient	efficient	ADJ
stem-4464	64	21	as	as	ADP
stem-4464	64	22	previous	previous	ADJ
stem-4464	64	23	generation	generation	NOUN
stem-4464	64	24	coding	code	VERB
stem-4464	64	25	algorithms	algorithm	NOUN
stem-4464	64	26	.	.	PUNCT
stem-4464	65	1	these	these	DET
stem-4464	65	2	technologies	technology	NOUN
stem-4464	65	3	not	not	PART
stem-4464	65	4	only	only	ADV
stem-4464	65	5	help	help	VERB
stem-4464	65	6	to	to	PART
stem-4464	65	7	reduce	reduce	VERB
stem-4464	65	8	internet	internet	NOUN
stem-4464	65	9	traffic	traffic	NOUN
stem-4464	65	10	,	,	PUNCT
stem-4464	65	11	but	but	CCONJ
stem-4464	65	12	also	also	ADV
stem-4464	65	13	provide	provide	VERB
stem-4464	65	14	high	high	ADJ
stem-4464	65	15	-	-	PUNCT
stem-4464	65	16	quality	quality	NOUN
stem-4464	65	17	video	video	NOUN
stem-4464	65	18	content	content	NOUN
stem-4464	65	19	to	to	ADP
stem-4464	65	20	more	more	ADJ
stem-4464	65	21	users	user	NOUN
stem-4464	65	22	.	.	PUNCT
stem-4464	66	1	these	these	DET
stem-4464	66	2	advances	advance	NOUN
stem-4464	66	3	define	define	VERB
stem-4464	66	4	the	the	DET
stem-4464	66	5	future	future	NOUN
stem-4464	66	6	of	of	ADP
stem-4464	66	7	image	image	NOUN
stem-4464	66	8	compression	compression	NOUN
stem-4464	66	9	technologies	technology	NOUN
stem-4464	66	10	,	,	PUNCT
stem-4464	66	11	making	make	VERB
stem-4464	66	12	the	the	DET
stem-4464	66	13	storage	storage	NOUN
stem-4464	66	14	and	and	CCONJ
stem-4464	66	15	transmission	transmission	NOUN
stem-4464	66	16	of	of	ADP
stem-4464	66	17	multimedia	multimedia	NOUN
stem-4464	66	18	information	information	NOUN
stem-4464	66	19	more	more	ADV
stem-4464	66	20	efficient	efficient	ADJ
stem-4464	66	21	and	and	CCONJ
stem-4464	66	22	cost	cost	NOUN
stem-4464	66	23	-	-	PUNCT
stem-4464	66	24	effective	effective	ADJ
stem-4464	66	25	.	.	PUNCT
stem-4464	67	1	security	security	NOUN
stem-4464	67	2	issues	issue	NOUN
stem-4464	67	3	and	and	CCONJ
stem-4464	67	4	their	their	PRON
stem-4464	67	5	solutions	solution	NOUN
stem-4464	67	6	are	be	AUX
stem-4464	67	7	important	important	ADJ
stem-4464	67	8	in	in	ADP
stem-4464	67	9	coding	code	VERB
stem-4464	67	10	processes	process	NOUN
stem-4464	67	11	,	,	PUNCT
stem-4464	67	12	especially	especially	ADV
stem-4464	67	13	in	in	ADP
stem-4464	67	14	image	image	NOUN
stem-4464	67	15	encryption	encryption	NOUN
stem-4464	67	16	.	.	PUNCT
stem-4464	68	1	this	this	DET
stem-4464	68	2	area	area	NOUN
stem-4464	68	3	includes	include	VERB
stem-4464	68	4	strategies	strategy	NOUN
stem-4464	68	5	and	and	CCONJ
stem-4464	68	6	technologies	technology	NOUN
stem-4464	68	7	to	to	PART
stem-4464	68	8	protect	protect	VERB
stem-4464	68	9	sensitive	sensitive	ADJ
stem-4464	68	10	data	datum	NOUN
stem-4464	68	11	by	by	ADP
stem-4464	68	12	ensuring	ensure	VERB
stem-4464	68	13	the	the	DET
stem-4464	68	14	privacy	privacy	NOUN
stem-4464	68	15	of	of	ADP
stem-4464	68	16	image	image	NOUN
stem-4464	68	17	data	datum	NOUN
stem-4464	68	18	.	.	PUNCT
stem-4464	69	1	below	below	ADV
stem-4464	69	2	is	be	AUX
stem-4464	69	3	a	a	DET
stem-4464	69	4	detailed	detailed	ADJ
stem-4464	69	5	analysis	analysis	NOUN
stem-4464	69	6	of	of	ADP
stem-4464	69	7	security	security	NOUN
stem-4464	69	8	issues	issue	NOUN
stem-4464	69	9	and	and	CCONJ
stem-4464	69	10	their	their	PRON
stem-4464	69	11	solutions	solution	NOUN
stem-4464	69	12	.	.	PUNCT
stem-4464	70	1	image	image	NOUN
stem-4464	70	2	files	file	NOUN
stem-4464	70	3	are	be	AUX
stem-4464	70	4	usually	usually	ADV
stem-4464	70	5	large	large	ADJ
stem-4464	70	6	and	and	CCONJ
stem-4464	70	7	require	require	VERB
stem-4464	70	8	a	a	DET
stem-4464	70	9	lot	lot	NOUN
stem-4464	70	10	of	of	ADP
stem-4464	70	11	time	time	NOUN
stem-4464	70	12	and	and	CCONJ
stem-4464	70	13	resources	resource	NOUN
stem-4464	70	14	to	to	PART
stem-4464	70	15	encrypt	encrypt	VERB
stem-4464	70	16	and	and	CCONJ
stem-4464	70	17	decode	decode	VERB
stem-4464	70	18	.	.	PUNCT
stem-4464	71	1	this	this	PRON
stem-4464	71	2	is	be	AUX
stem-4464	71	3	especially	especially	ADV
stem-4464	71	4	problematic	problematic	ADJ
stem-4464	71	5	when	when	SCONJ
stem-4464	71	6	processing	process	VERB
stem-4464	71	7	high	high	ADJ
stem-4464	71	8	-	-	PUNCT
stem-4464	71	9	resolution	resolution	NOUN
stem-4464	71	10	and	and	CCONJ
stem-4464	71	11	dynamic	dynamic	ADJ
stem-4464	71	12	images	image	NOUN
stem-4464	71	13	.	.	PUNCT
stem-4464	72	1	as	as	ADP
stem-4464	72	2	a	a	DET
stem-4464	72	3	solution	solution	NOUN
stem-4464	72	4	,	,	PUNCT
stem-4464	72	5	effective	effective	ADJ
stem-4464	72	6	encryption	encryption	NOUN
stem-4464	72	7	algorithms	algorithm	NOUN
stem-4464	72	8	can	can	AUX
stem-4464	72	9	be	be	AUX
stem-4464	72	10	used	use	VERB
stem-4464	72	11	.	.	PUNCT
stem-4464	73	1	for	for	ADP
stem-4464	73	2	example	example	NOUN
stem-4464	73	3	,	,	PUNCT
stem-4464	73	4	the	the	DET
stem-4464	73	5	use	use	NOUN
stem-4464	73	6	of	of	ADP
stem-4464	73	7	fast	fast	ADJ
stem-4464	73	8	algorithms	algorithm	NOUN
stem-4464	73	9	such	such	ADJ
stem-4464	73	10	as	as	ADP
stem-4464	73	11	symmetric	symmetric	ADJ
stem-4464	73	12	key	key	ADJ
stem-4464	73	13	encryption	encryption	NOUN
stem-4464	73	14	algorithms	algorithm	NOUN
stem-4464	73	15	(	(	PUNCT
stem-4464	73	16	aes	aes	NOUN
stem-4464	73	17	)	)	PUNCT
stem-4464	73	18	or	or	CCONJ
stem-4464	73	19	asymmetric	asymmetric	ADJ
stem-4464	73	20	key	key	ADJ
stem-4464	73	21	encryption	encryption	NOUN
stem-4464	73	22	methods	method	NOUN
stem-4464	73	23	(	(	PUNCT
stem-4464	73	24	rsa	rsa	NOUN
stem-4464	73	25	)	)	PUNCT
stem-4464	73	26	allows	allow	VERB
stem-4464	73	27	data	datum	NOUN
stem-4464	73	28	to	to	PART
stem-4464	73	29	be	be	AUX
stem-4464	73	30	encrypted	encrypt	VERB
stem-4464	73	31	quickly	quickly	ADV
stem-4464	73	32	and	and	CCONJ
stem-4464	73	33	efficiently	efficiently	ADV
stem-4464	73	34	.	.	PUNCT
stem-4464	74	1	it	it	PRON
stem-4464	74	2	is	be	AUX
stem-4464	74	3	important	important	ADJ
stem-4464	74	4	to	to	PART
stem-4464	74	5	preserve	preserve	VERB
stem-4464	74	6	the	the	DET
stem-4464	74	7	quality	quality	NOUN
stem-4464	74	8	of	of	ADP
stem-4464	74	9	the	the	DET
stem-4464	74	10	image	image	NOUN
stem-4464	74	11	during	during	ADP
stem-4464	74	12	the	the	DET
stem-4464	74	13	encryption	encryption	NOUN
stem-4464	74	14	process	process	NOUN
stem-4464	74	15	.	.	PUNCT
stem-4464	75	1	if	if	SCONJ
stem-4464	75	2	the	the	DET
stem-4464	75	3	encryption	encryption	NOUN
stem-4464	75	4	process	process	NOUN
stem-4464	75	5	loses	lose	VERB
stem-4464	75	6	important	important	ADJ
stem-4464	75	7	details	detail	NOUN
stem-4464	75	8	of	of	ADP
stem-4464	75	9	the	the	DET
stem-4464	75	10	image	image	NOUN
stem-4464	75	11	,	,	PUNCT
stem-4464	75	12	it	it	PRON
stem-4464	75	13	not	not	PART
stem-4464	75	14	only	only	ADV
stem-4464	75	15	improves	improve	VERB
stem-4464	75	16	security	security	NOUN
stem-4464	75	17	,	,	PUNCT
stem-4464	75	18	but	but	CCONJ
stem-4464	75	19	also	also	ADV
stem-4464	75	20	reduces	reduce	VERB
stem-4464	75	21	the	the	DET
stem-4464	75	22	usefulness	usefulness	NOUN
stem-4464	75	23	of	of	ADP
stem-4464	75	24	the	the	DET
stem-4464	75	25	data	datum	NOUN
stem-4464	75	26	.	.	PUNCT
stem-4464	76	1	using	use	VERB
stem-4464	76	2	lossless	lossless	PROPN
stem-4464	76	3	compression	compression	NOUN
stem-4464	76	4	techniques	technique	NOUN
stem-4464	76	5	,	,	PUNCT
stem-4464	76	6	such	such	ADJ
stem-4464	76	7	as	as	ADP
stem-4464	76	8	formats	format	NOUN
stem-4464	76	9	such	such	ADJ
stem-4464	76	10	as	as	ADP
stem-4464	76	11	png	png	PROPN
stem-4464	76	12	or	or	CCONJ
stem-4464	76	13	tiff	tiff	NOUN
stem-4464	76	14	,	,	PUNCT
stem-4464	76	15	allows	allow	VERB
stem-4464	76	16	encoding	encode	VERB
stem-4464	76	17	without	without	ADP
stem-4464	76	18	loss	loss	NOUN
stem-4464	76	19	of	of	ADP
stem-4464	76	20	image	image	NOUN
stem-4464	76	21	quality	quality	NOUN
stem-4464	76	22	.	.	PUNCT
stem-4464	77	1	key	key	ADJ
stem-4464	77	2	management	management	NOUN
stem-4464	77	3	is	be	AUX
stem-4464	77	4	also	also	ADV
stem-4464	77	5	important	important	ADJ
stem-4464	77	6	in	in	ADP
stem-4464	77	7	image	image	NOUN
stem-4464	77	8	encryption	encryption	NOUN
stem-4464	77	9	.	.	PUNCT
stem-4464	78	1	improper	improper	ADJ
stem-4464	78	2	key	key	ADJ
stem-4464	78	3	management	management	NOUN
stem-4464	78	4	can	can	AUX
stem-4464	78	5	cause	cause	VERB
stem-4464	78	6	encrypted	encrypt	VERB
stem-4464	78	7	data	datum	NOUN
stem-4464	78	8	to	to	PART
stem-4464	78	9	become	become	VERB
stem-4464	78	10	insecure	insecure	ADJ
stem-4464	78	11	.	.	PUNCT
stem-4464	79	1	improving	improve	VERB
stem-4464	79	2	the	the	DET
stem-4464	79	3	way	way	NOUN
stem-4464	79	4	keys	key	NOUN
stem-4464	79	5	are	be	AUX
stem-4464	79	6	kept	keep	VERB
stem-4464	79	7	secure	secure	ADJ
stem-4464	79	8	and	and	CCONJ
stem-4464	79	9	used	used	ADJ
stem-4464	79	10	can	can	AUX
stem-4464	79	11	be	be	AUX
stem-4464	79	12	done	do	VERB
stem-4464	79	13	,	,	PUNCT
stem-4464	79	14	for	for	ADP
stem-4464	79	15	example	example	NOUN
stem-4464	79	16	,	,	PUNCT
stem-4464	79	17	by	by	ADP
stem-4464	79	18	regularly	regularly	ADV
stem-4464	79	19	updating	update	VERB
stem-4464	79	20	keys	key	NOUN
stem-4464	79	21	and	and	CCONJ
stem-4464	79	22	restricting	restrict	VERB
stem-4464	79	23	access	access	NOUN
stem-4464	79	24	to	to	ADP
stem-4464	79	25	them	they	PRON
stem-4464	79	26	.	.	PUNCT
stem-4464	80	1	analyzing	analyze	VERB
stem-4464	80	2	there	there	ADV
stem-4464	80	3	are	be	AUX
stem-4464	80	4	various	various	ADJ
stem-4464	80	5	attacks	attack	NOUN
stem-4464	80	6	against	against	ADP
stem-4464	80	7	encrypted	encrypt	VERB
stem-4464	80	8	images	image	NOUN
stem-4464	80	9	,	,	PUNCT
stem-4464	80	10	including	include	VERB
stem-4464	80	11	cryptanalytic	cryptanalytic	ADJ
stem-4464	80	12	attacks	attack	NOUN
stem-4464	80	13	and	and	CCONJ
stem-4464	80	14	attempts	attempt	NOUN
stem-4464	80	15	to	to	PART
stem-4464	80	16	read	read	VERB
stem-4464	80	17	information	information	NOUN
stem-4464	80	18	.	.	PUNCT
stem-4464	81	1	the	the	DET
stem-4464	81	2	use	use	NOUN
stem-4464	81	3	of	of	ADP
stem-4464	81	4	strong	strong	ADJ
stem-4464	81	5	encryption	encryption	NOUN
stem-4464	81	6	algorithms	algorithm	NOUN
stem-4464	81	7	,	,	PUNCT
stem-4464	81	8	such	such	ADJ
stem-4464	81	9	as	as	ADP
stem-4464	81	10	strict	strict	ADJ
stem-4464	81	11	block	block	NOUN
stem-4464	81	12	ciphers	cipher	NOUN
stem-4464	81	13	or	or	CCONJ
stem-4464	81	14	continuous	continuous	ADJ
stem-4464	81	15	ciphers	cipher	NOUN
stem-4464	81	16	,	,	PUNCT
stem-4464	81	17	can	can	AUX
stem-4464	81	18	help	help	VERB
stem-4464	81	19	counter	counter	VERB
stem-4464	81	20	such	such	ADJ
stem-4464	81	21	attacks	attack	NOUN
stem-4464	81	22	.	.	PUNCT
stem-4464	82	1	also	also	ADV
stem-4464	82	2	,	,	PUNCT
stem-4464	82	3	the	the	DET
stem-4464	82	4	length	length	NOUN
stem-4464	82	5	and	and	CCONJ
stem-4464	82	6	complexity	complexity	NOUN
stem-4464	82	7	of	of	ADP
stem-4464	82	8	the	the	DET
stem-4464	82	9	key	key	NOUN
stem-4464	82	10	used	use	VERB
stem-4464	82	11	in	in	ADP
stem-4464	82	12	image	image	NOUN
stem-4464	82	13	encryption	encryption	NOUN
stem-4464	82	14	plays	play	VERB
stem-4464	82	15	an	an	DET
stem-4464	82	16	important	important	ADJ
stem-4464	82	17	role	role	NOUN
stem-4464	82	18	.	.	PUNCT
stem-4464	83	1	convenience	convenience	NOUN
stem-4464	83	2	of	of	ADP
stem-4464	83	3	encrypted	encrypt	VERB
stem-4464	83	4	images	image	NOUN
stem-4464	83	5	in	in	ADP
stem-4464	83	6	daily	daily	ADJ
stem-4464	83	7	use	use	NOUN
stem-4464	83	8	is	be	AUX
stem-4464	83	9	also	also	ADV
stem-4464	83	10	important	important	ADJ
stem-4464	83	11	.	.	PUNCT
stem-4464	84	1	it	it	PRON
stem-4464	84	2	is	be	AUX
stem-4464	84	3	necessary	necessary	ADJ
stem-4464	84	4	to	to	PART
stem-4464	84	5	make	make	VERB
stem-4464	84	6	encryption	encryption	NOUN
stem-4464	84	7	and	and	CCONJ
stem-4464	84	8	decoding	decode	VERB
stem-4464	84	9	processes	process	NOUN
stem-4464	84	10	simple	simple	ADJ
stem-4464	84	11	and	and	CCONJ
stem-4464	84	12	understandable	understandable	ADJ
stem-4464	84	13	for	for	ADP
stem-4464	84	14	users	user	NOUN
stem-4464	84	15	,	,	PUNCT
stem-4464	84	16	for	for	ADP
stem-4464	84	17	example	example	NOUN
stem-4464	84	18	,	,	PUNCT
stem-4464	84	19	to	to	PART
stem-4464	84	20	provide	provide	VERB
stem-4464	84	21	the	the	DET
stem-4464	84	22	ability	ability	NOUN
stem-4464	84	23	to	to	PART
stem-4464	84	24	manage	manage	VERB
stem-4464	84	25	keys	key	NOUN
stem-4464	84	26	and	and	CCONJ
stem-4464	84	27	configure	configure	NOUN
stem-4464	84	28	encryption	encryption	NOUN
stem-4464	84	29	parameters	parameter	NOUN
stem-4464	84	30	through	through	ADP
stem-4464	84	31	the	the	DET
stem-4464	84	32	user	user	NOUN
stem-4464	84	33	interface	interface	NOUN
stem-4464	84	34	.	.	PUNCT
stem-4464	85	1	there	there	PRON
stem-4464	85	2	are	be	VERB
stem-4464	85	3	a	a	DET
stem-4464	85	4	number	number	NOUN
stem-4464	85	5	of	of	ADP
stem-4464	85	6	problems	problem	NOUN
stem-4464	85	7	to	to	PART
stem-4464	85	8	ensure	ensure	VERB
stem-4464	85	9	security	security	NOUN
stem-4464	85	10	in	in	ADP
stem-4464	85	11	the	the	DET
stem-4464	85	12	process	process	NOUN
stem-4464	85	13	of	of	ADP
stem-4464	85	14	image	image	NOUN
stem-4464	85	15	encryption	encryption	NOUN
stem-4464	85	16	,	,	PUNCT
stem-4464	85	17	and	and	CCONJ
stem-4464	85	18	technological	technological	ADJ
stem-4464	85	19	approaches	approach	NOUN
stem-4464	85	20	and	and	CCONJ
stem-4464	85	21	strategies	strategy	NOUN
stem-4464	85	22	are	be	AUX
stem-4464	85	23	used	use	VERB
stem-4464	85	24	to	to	PART
stem-4464	85	25	solve	solve	VERB
stem-4464	85	26	them	they	PRON
stem-4464	85	27	.	.	PUNCT
stem-4464	86	1	is	be	AUX
stem-4464	86	2	used	use	VERB
stem-4464	86	3	.	.	PUNCT
stem-4464	87	1	these	these	DET
stem-4464	87	2	processes	process	NOUN
stem-4464	87	3	must	must	AUX
stem-4464	87	4	be	be	AUX
stem-4464	87	5	continuously	continuously	ADV
stem-4464	87	6	improved	improve	VERB
stem-4464	87	7	to	to	PART
stem-4464	87	8	ensure	ensure	VERB
stem-4464	87	9	security	security	NOUN
stem-4464	87	10	and	and	CCONJ
stem-4464	87	11	user	user	NOUN
stem-4464	87	12	-	-	PUNCT
stem-4464	87	13	friendliness	friendliness	NOUN
stem-4464	87	14	.	.	PUNCT
stem-4464	88	1	increasing	increase	VERB
stem-4464	88	2	the	the	DET
stem-4464	88	3	clarity	clarity	NOUN
stem-4464	88	4	or	or	CCONJ
stem-4464	88	5	sharpness	sharpness	NOUN
stem-4464	88	6	of	of	ADP
stem-4464	88	7	digital	digital	ADJ
stem-4464	88	8	images	image	NOUN
stem-4464	88	9	has	have	VERB
stem-4464	88	10	a	a	DET
stem-4464	88	11	major	major	ADJ
stem-4464	88	12	impact	impact	NOUN
stem-4464	88	13	on	on	ADP
stem-4464	88	14	modern	modern	ADJ
stem-4464	88	15	encoding	encoding	NOUN
stem-4464	88	16	and	and	CCONJ
stem-4464	88	17	image	image	NOUN
stem-4464	88	18	processing	processing	NOUN
stem-4464	88	19	technologies	technology	NOUN
stem-4464	88	20	.	.	PUNCT
stem-4464	89	1	ultra	ultra	ADJ
stem-4464	89	2	-	-	ADJ
stem-4464	89	3	high	high	ADJ
stem-4464	89	4	resolution	resolution	NOUN
stem-4464	89	5	images	image	NOUN
stem-4464	89	6	typically	typically	ADV
stem-4464	89	7	contain	contain	VERB
stem-4464	89	8	more	more	ADJ
stem-4464	89	9	http://www/	http://www/	SYM
stem-4464	89	10	466	466	NUM
stem-4464	89	11	american	american	ADJ
stem-4464	89	12	journal	journal	NOUN
stem-4464	89	13	of	of	ADP
stem-4464	89	14	language	language	NOUN
stem-4464	89	15	,	,	PUNCT
stem-4464	89	16	literacy	literacy	NOUN
stem-4464	89	17	and	and	CCONJ
stem-4464	89	18	learning	learn	VERB
stem-4464	89	19	in	in	ADP
stem-4464	89	20	stem	stem	NOUN
stem-4464	89	21	education	education	NOUN
stem-4464	89	22	www	www	PROPN
stem-4464	89	23	.	.	PUNCT
stem-4464	90	1	grnjournal.us	grnjournal.us	X
stem-4464	90	2	data	datum	NOUN
stem-4464	90	3	,	,	PUNCT
stem-4464	90	4	which	which	PRON
stem-4464	90	5	increases	increase	VERB
stem-4464	90	6	file	file	NOUN
stem-4464	90	7	size	size	NOUN
stem-4464	90	8	and	and	CCONJ
stem-4464	90	9	places	place	VERB
stem-4464	90	10	additional	additional	ADJ
stem-4464	90	11	demands	demand	NOUN
stem-4464	90	12	on	on	ADP
stem-4464	90	13	encoding	encoding	NOUN
stem-4464	90	14	and	and	CCONJ
stem-4464	90	15	storage	storage	NOUN
stem-4464	90	16	processes	process	NOUN
stem-4464	90	17	.	.	PUNCT
stem-4464	91	1	therefore	therefore	ADV
stem-4464	91	2	,	,	PUNCT
stem-4464	91	3	there	there	PRON
stem-4464	91	4	is	be	VERB
stem-4464	91	5	a	a	DET
stem-4464	91	6	need	need	NOUN
stem-4464	91	7	to	to	PART
stem-4464	91	8	improve	improve	VERB
stem-4464	91	9	existing	exist	VERB
stem-4464	91	10	coding	code	VERB
stem-4464	91	11	methods	method	NOUN
stem-4464	91	12	and	and	CCONJ
stem-4464	91	13	develop	develop	VERB
stem-4464	91	14	new	new	ADJ
stem-4464	91	15	technologies	technology	NOUN
stem-4464	91	16	.	.	PUNCT
stem-4464	92	1	first	first	ADV
stem-4464	92	2	,	,	PUNCT
stem-4464	92	3	with	with	ADP
stem-4464	92	4	the	the	DET
stem-4464	92	5	development	development	NOUN
stem-4464	92	6	of	of	ADP
stem-4464	92	7	digital	digital	ADJ
stem-4464	92	8	image	image	NOUN
stem-4464	92	9	coding	code	VERB
stem-4464	92	10	technologies	technology	NOUN
stem-4464	92	11	,	,	PUNCT
stem-4464	92	12	such	such	ADJ
stem-4464	92	13	as	as	ADP
stem-4464	92	14	jpeg	jpeg	NOUN
stem-4464	92	15	,	,	PUNCT
stem-4464	92	16	mpeg	mpeg	NOUN
stem-4464	92	17	,	,	PUNCT
stem-4464	92	18	etc	etc	X
stem-4464	92	19	.	.	X
stem-4464	92	20	,	,	PUNCT
stem-4464	92	21	standards	standard	NOUN
stem-4464	92	22	are	be	AUX
stem-4464	92	23	updated	update	VERB
stem-4464	92	24	and	and	CCONJ
stem-4464	92	25	their	their	PRON
stem-4464	92	26	efficiency	efficiency	NOUN
stem-4464	92	27	is	be	AUX
stem-4464	92	28	improved	improve	VERB
stem-4464	92	29	.	.	PUNCT
stem-4464	93	1	further	further	ADJ
stem-4464	93	2	optimization	optimization	NOUN
stem-4464	93	3	of	of	ADP
stem-4464	93	4	these	these	DET
stem-4464	93	5	encoding	encoding	NOUN
stem-4464	93	6	methods	method	NOUN
stem-4464	93	7	is	be	AUX
stem-4464	93	8	needed	need	VERB
stem-4464	93	9	for	for	ADP
stem-4464	93	10	ultra	ultra	ADJ
stem-4464	93	11	-	-	ADJ
stem-4464	93	12	high	high	ADJ
stem-4464	93	13	resolution	resolution	NOUN
stem-4464	93	14	images	image	NOUN
stem-4464	93	15	.	.	PUNCT
stem-4464	94	1	the	the	DET
stem-4464	94	2	main	main	ADJ
stem-4464	94	3	areas	area	NOUN
stem-4464	94	4	of	of	ADP
stem-4464	94	5	optimization	optimization	NOUN
stem-4464	94	6	are	be	AUX
stem-4464	94	7	:	:	PUNCT
stem-4464	94	8	increasing	increase	VERB
stem-4464	94	9	the	the	DET
stem-4464	94	10	efficiency	efficiency	NOUN
stem-4464	94	11	of	of	ADP
stem-4464	94	12	data	data	NOUN
stem-4464	94	13	compression	compression	NOUN
stem-4464	94	14	,	,	PUNCT
stem-4464	94	15	maintaining	maintain	VERB
stem-4464	94	16	image	image	NOUN
stem-4464	94	17	quality	quality	NOUN
stem-4464	94	18	and	and	CCONJ
stem-4464	94	19	speeding	speed	VERB
stem-4464	94	20	up	up	ADP
stem-4464	94	21	encoding	encoding	NOUN
stem-4464	94	22	/	/	SYM
stem-4464	94	23	decoding	decode	VERB
stem-4464	94	24	processes	process	NOUN
stem-4464	94	25	.	.	PUNCT
stem-4464	95	1	these	these	DET
stem-4464	95	2	processes	process	NOUN
stem-4464	95	3	are	be	AUX
stem-4464	95	4	mainly	mainly	ADV
stem-4464	95	5	carried	carry	VERB
stem-4464	95	6	out	out	ADP
stem-4464	95	7	using	use	VERB
stem-4464	95	8	data	datum	NOUN
stem-4464	95	9	analysis	analysis	NOUN
stem-4464	95	10	,	,	PUNCT
stem-4464	95	11	artificial	artificial	ADJ
stem-4464	95	12	intelligence	intelligence	NOUN
stem-4464	95	13	and	and	CCONJ
stem-4464	95	14	machine	machine	NOUN
stem-4464	95	15	learning	learn	VERB
stem-4464	95	16	algorithms	algorithm	NOUN
stem-4464	95	17	.	.	PUNCT
stem-4464	96	1	secondly	secondly	ADV
stem-4464	96	2	,	,	PUNCT
stem-4464	96	3	new	new	ADJ
stem-4464	96	4	algorithms	algorithm	NOUN
stem-4464	96	5	and	and	CCONJ
stem-4464	96	6	technologies	technology	NOUN
stem-4464	96	7	are	be	AUX
stem-4464	96	8	being	be	AUX
stem-4464	96	9	developed	develop	VERB
stem-4464	96	10	in	in	ADP
stem-4464	96	11	the	the	DET
stem-4464	96	12	processing	processing	NOUN
stem-4464	96	13	of	of	ADP
stem-4464	96	14	ultrahigh	ultrahigh	ADJ
stem-4464	96	15	resolution	resolution	NOUN
stem-4464	96	16	images	image	NOUN
stem-4464	96	17	.	.	PUNCT
stem-4464	97	1	these	these	PRON
stem-4464	97	2	include	include	VERB
stem-4464	97	3	special	special	ADJ
stem-4464	97	4	algorithms	algorithm	NOUN
stem-4464	97	5	for	for	ADP
stem-4464	97	6	tasks	task	NOUN
stem-4464	97	7	such	such	ADJ
stem-4464	97	8	as	as	ADP
stem-4464	97	9	image	image	NOUN
stem-4464	97	10	restoration	restoration	NOUN
stem-4464	97	11	,	,	PUNCT
stem-4464	97	12	color	color	NOUN
stem-4464	97	13	correction	correction	NOUN
stem-4464	97	14	,	,	PUNCT
stem-4464	97	15	and	and	CCONJ
stem-4464	97	16	noise	noise	NOUN
stem-4464	97	17	reduction	reduction	NOUN
stem-4464	97	18	.	.	PUNCT
stem-4464	98	1	these	these	DET
stem-4464	98	2	algorithms	algorithm	NOUN
stem-4464	98	3	are	be	AUX
stem-4464	98	4	also	also	ADV
stem-4464	98	5	used	use	VERB
stem-4464	98	6	,	,	PUNCT
stem-4464	98	7	especially	especially	ADV
stem-4464	98	8	in	in	ADP
stem-4464	98	9	the	the	DET
stem-4464	98	10	fields	field	NOUN
stem-4464	98	11	of	of	ADP
stem-4464	98	12	medicine	medicine	NOUN
stem-4464	98	13	and	and	CCONJ
stem-4464	98	14	space	space	NOUN
stem-4464	98	15	research	research	NOUN
stem-4464	98	16	,	,	PUNCT
stem-4464	98	17	where	where	SCONJ
stem-4464	98	18	ultra	ultra	ADJ
stem-4464	98	19	-	-	ADJ
stem-4464	98	20	high	high	ADJ
stem-4464	98	21	-	-	PUNCT
stem-4464	98	22	resolution	resolution	NOUN
stem-4464	98	23	image	image	NOUN
stem-4464	98	24	processing	processing	NOUN
stem-4464	98	25	is	be	AUX
stem-4464	98	26	of	of	ADP
stem-4464	98	27	great	great	ADJ
stem-4464	98	28	importance	importance	NOUN
stem-4464	98	29	.	.	PUNCT
stem-4464	99	1	the	the	DET
stem-4464	99	2	third	third	ADJ
stem-4464	99	3	important	important	ADJ
stem-4464	99	4	factor	factor	NOUN
stem-4464	99	5	is	be	AUX
stem-4464	99	6	the	the	DET
stem-4464	99	7	improvement	improvement	NOUN
stem-4464	99	8	of	of	ADP
stem-4464	99	9	software	software	NOUN
stem-4464	99	10	and	and	CCONJ
stem-4464	99	11	hardware	hardware	NOUN
stem-4464	99	12	devices	device	NOUN
stem-4464	99	13	.	.	PUNCT
stem-4464	100	1	processing	process	VERB
stem-4464	100	2	ultra	ultra	ADJ
stem-4464	100	3	-	-	ADJ
stem-4464	100	4	high	high	ADJ
stem-4464	100	5	-	-	PUNCT
stem-4464	100	6	resolution	resolution	NOUN
stem-4464	100	7	images	image	NOUN
stem-4464	100	8	requires	require	VERB
stem-4464	100	9	powerful	powerful	ADJ
stem-4464	100	10	graphics	graphic	NOUN
stem-4464	100	11	processors	processor	NOUN
stem-4464	100	12	(	(	PUNCT
stem-4464	100	13	gpus	gpu	NOUN
stem-4464	100	14	)	)	PUNCT
stem-4464	100	15	,	,	PUNCT
stem-4464	100	16	fast	fast	ADJ
stem-4464	100	17	memory	memory	NOUN
stem-4464	100	18	,	,	PUNCT
stem-4464	100	19	and	and	CCONJ
stem-4464	100	20	highpowered	highpowered	ADJ
stem-4464	100	21	servers	server	NOUN
stem-4464	100	22	.	.	PUNCT
stem-4464	101	1	at	at	ADP
stem-4464	101	2	the	the	DET
stem-4464	101	3	same	same	ADJ
stem-4464	101	4	time	time	NOUN
stem-4464	101	5	,	,	PUNCT
stem-4464	101	6	cloud	cloud	NOUN
stem-4464	101	7	computing	computing	NOUN
stem-4464	101	8	services	service	NOUN
stem-4464	101	9	and	and	CCONJ
stem-4464	101	10	parallel	parallel	ADJ
stem-4464	101	11	programming	programming	NOUN
stem-4464	101	12	methods	method	NOUN
stem-4464	101	13	make	make	VERB
stem-4464	101	14	this	this	DET
stem-4464	101	15	process	process	NOUN
stem-4464	101	16	more	more	ADV
stem-4464	101	17	efficient	efficient	ADJ
stem-4464	101	18	and	and	CCONJ
stem-4464	101	19	economical	economical	ADJ
stem-4464	101	20	.	.	PUNCT
stem-4464	102	1	conclusion	conclusion	NOUN
stem-4464	102	2	in	in	ADP
stem-4464	102	3	summary	summary	NOUN
stem-4464	102	4	,	,	PUNCT
stem-4464	102	5	improving	improve	VERB
stem-4464	102	6	the	the	DET
stem-4464	102	7	clarity	clarity	NOUN
stem-4464	102	8	of	of	ADP
stem-4464	102	9	digital	digital	ADJ
stem-4464	102	10	images	image	NOUN
stem-4464	102	11	has	have	VERB
stem-4464	102	12	profound	profound	ADJ
stem-4464	102	13	implications	implication	NOUN
stem-4464	102	14	for	for	ADP
stem-4464	102	15	encoding	encoding	NOUN
stem-4464	102	16	and	and	CCONJ
stem-4464	102	17	processing	processing	NOUN
stem-4464	102	18	technologies	technology	NOUN
stem-4464	102	19	.	.	PUNCT
stem-4464	103	1	these	these	DET
stem-4464	103	2	changes	change	NOUN
stem-4464	103	3	,	,	PUNCT
stem-4464	103	4	in	in	ADP
stem-4464	103	5	turn	turn	NOUN
stem-4464	103	6	,	,	PUNCT
stem-4464	103	7	require	require	VERB
stem-4464	103	8	the	the	DET
stem-4464	103	9	development	development	NOUN
stem-4464	103	10	of	of	ADP
stem-4464	103	11	new	new	ADJ
stem-4464	103	12	technologies	technology	NOUN
stem-4464	103	13	and	and	CCONJ
stem-4464	103	14	methods	method	NOUN
stem-4464	103	15	,	,	PUNCT
stem-4464	103	16	which	which	PRON
stem-4464	103	17	allow	allow	VERB
stem-4464	103	18	to	to	PART
stem-4464	103	19	increase	increase	VERB
stem-4464	103	20	the	the	DET
stem-4464	103	21	efficiency	efficiency	NOUN
stem-4464	103	22	of	of	ADP
stem-4464	103	23	working	work	VERB
stem-4464	103	24	with	with	ADP
stem-4464	103	25	digital	digital	ADJ
stem-4464	103	26	images	image	NOUN
stem-4464	103	27	.	.	PUNCT
stem-4464	104	1	therefore	therefore	ADV
stem-4464	104	2	,	,	PUNCT
stem-4464	104	3	research	research	NOUN
stem-4464	104	4	and	and	CCONJ
stem-4464	104	5	news	news	NOUN
stem-4464	104	6	in	in	ADP
stem-4464	104	7	this	this	DET
stem-4464	104	8	field	field	NOUN
stem-4464	104	9	will	will	AUX
stem-4464	104	10	always	always	ADV
stem-4464	104	11	be	be	AUX
stem-4464	104	12	relevant	relevant	ADJ
stem-4464	104	13	.	.	PUNCT
stem-4464	105	1	references	reference	NOUN
stem-4464	105	2	1	1	NUM
stem-4464	105	3	.	.	PUNCT
stem-4464	105	4	yusupov	yusupov	NOUN
stem-4464	105	5	,	,	PUNCT
stem-4464	105	6	m.	m.	NOUN
stem-4464	105	7	,	,	PUNCT
stem-4464	105	8	"	"	PUNCT
stem-4464	105	9	raqamli	raqamli	ADJ
stem-4464	105	10	tasvirni	tasvirni	NOUN
stem-4464	105	11	qayta	qayta	NOUN
stem-4464	105	12	ishlash	ishlash	NOUN
stem-4464	105	13	"	"	PUNCT
stem-4464	105	14	,	,	PUNCT
stem-4464	105	15	toshkent	toshkent	INTJ
stem-4464	105	16	,	,	PUNCT
stem-4464	105	17	2018	2018	NUM
stem-4464	105	18	,	,	PUNCT
stem-4464	105	19	o'zbekiston	o'zbekiston	PROPN
stem-4464	105	20	fanlar	fanlar	ADJ
stem-4464	105	21	akademiyasi	akademiyasi	PROPN
stem-4464	105	22	nashriyoti	nashriyoti	PROPN
stem-4464	105	23	,	,	PUNCT
stem-4464	105	24	sahifa	sahifa	NOUN
stem-4464	105	25	202	202	NUM
stem-4464	105	26	2	2	NUM
stem-4464	105	27	.	.	X
stem-4464	106	1	petrova	petrova	PROPN
stem-4464	106	2	,	,	PUNCT
stem-4464	106	3	e.	e.	PROPN
stem-4464	106	4	,	,	PUNCT
stem-4464	106	5	"	"	PUNCT
stem-4464	106	6	vizual	vizual	ADJ
stem-4464	106	7	ma'lumotlarni	ma'lumotlarni	PROPN
stem-4464	106	8	qayta	qayta	NOUN
stem-4464	106	9	ishlash	ishlash	NOUN
stem-4464	106	10	"	"	PUNCT
stem-4464	106	11	,	,	PUNCT
stem-4464	106	12	moskva	moskva	PROPN
stem-4464	106	13	,	,	PUNCT
stem-4464	106	14	2019	2019	NUM
stem-4464	106	15	,	,	PUNCT
stem-4464	106	16	moskva	moskva	PROPN
stem-4464	106	17	davlat	davlat	PROPN
stem-4464	106	18	universiteti	universiteti	PROPN
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stem-4464	106	20	,	,	PUNCT
stem-4464	106	21	sahifa	sahifa	PROPN
stem-4464	106	22	154	154	NUM
stem-4464	106	23	3	3	NUM
stem-4464	106	24	.	.	PUNCT
stem-4464	106	25	smith	smith	PROPN
stem-4464	106	26	,	,	PUNCT
stem-4464	106	27	j.	j.	PROPN
stem-4464	106	28	,	,	PUNCT
stem-4464	106	29	"	"	PUNCT
stem-4464	106	30	digital	digital	ADJ
stem-4464	106	31	image	image	NOUN
stem-4464	106	32	processing	processing	NOUN
stem-4464	106	33	"	"	PUNCT
stem-4464	106	34	,	,	PUNCT
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stem-4464	106	36	,	,	PUNCT
stem-4464	106	37	2020	2020	NUM
stem-4464	106	38	,	,	PUNCT
stem-4464	106	39	cambridge	cambridge	PROPN
stem-4464	106	40	university	university	PROPN
stem-4464	106	41	press	press	NOUN
stem-4464	106	42	,	,	PUNCT
stem-4464	106	43	sahifa	sahifa	PROPN
stem-4464	106	44	89	89	NUM
stem-4464	106	45	4	4	NUM
stem-4464	106	46	.	.	X
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stem-4464	106	49	n.	n.	PROPN
stem-4464	106	50	r.	r.	PROPN
stem-4464	106	51	media	media	PROPN
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stem-4464	106	53	yaratishning	yaratishne	VERB
stem-4464	106	54	asosiy	asosiy	PROPN
stem-4464	106	55	afzallik	afzallik	PROPN
stem-4464	106	56	va	va	PROPN
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stem-4464	106	59	scientific	scientific	ADJ
stem-4464	106	60	research	research	NOUN
stem-4464	106	61	journal	journal	NOUN
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stem-4464	107	1	–	–	PUNCT
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stem-4464	109	1	2	2	NUM
stem-4464	109	2	.	.	X
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stem-4464	109	5	.	.	PROPN
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stem-4464	109	11	.	.	X
stem-4464	109	12	schreiber	schreiber	PROPN
stem-4464	109	13	w.	w.	PROPN
stem-4464	109	14	f.	f.	PROPN
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stem-4464	109	20	ieee	ieee	NOUN
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stem-4464	110	6	–	–	PUNCT
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stem-4464	110	8	.	.	PUNCT
stem-4464	111	1	3	3	X
stem-4464	111	2	.	.	X
stem-4464	111	3	–	–	PUNCT
stem-4464	111	4	с	с	PROPN
stem-4464	111	5	.	.	PROPN
stem-4464	111	6	320330	320330	NUM
stem-4464	111	7	.	.	PUNCT
stem-4464	111	8	http://www/	http://www/	X