id	sid	tid	token	lemma	pos
p8418k7526f	1	1	generative	generative	ADJ
p8418k7526f	1	2	adversarial	adversarial	ADJ
p8418k7526f	1	3	networks	network	NOUN
p8418k7526f	1	4	(	(	PUNCT
p8418k7526f	1	5	gans	gan	NOUN
p8418k7526f	1	6	)	)	PUNCT
p8418k7526f	1	7	with	with	ADP
p8418k7526f	1	8	the	the	DET
p8418k7526f	1	9	ability	ability	NOUN
p8418k7526f	1	10	to	to	PART
p8418k7526f	1	11	generate	generate	VERB
p8418k7526f	1	12	samples	sample	NOUN
p8418k7526f	1	13	following	follow	VERB
p8418k7526f	1	14	almost	almost	ADV
p8418k7526f	1	15	any	any	PRON
p8418k7526f	1	16	implicit	implicit	ADJ
p8418k7526f	1	17	distribution	distribution	NOUN
p8418k7526f	1	18	have	have	AUX
p8418k7526f	1	19	been	be	AUX
p8418k7526f	1	20	successfully	successfully	ADV
p8418k7526f	1	21	applied	apply	VERB
p8418k7526f	1	22	to	to	ADP
p8418k7526f	1	23	a	a	DET
p8418k7526f	1	24	number	number	NOUN
p8418k7526f	1	25	of	of	ADP
p8418k7526f	1	26	different	different	ADJ
p8418k7526f	1	27	applications	application	NOUN
p8418k7526f	1	28	,	,	PUNCT
p8418k7526f	1	29	including	include	VERB
p8418k7526f	1	30	image	image	NOUN
p8418k7526f	1	31	synthesis	synthesis	NOUN
p8418k7526f	1	32	,	,	PUNCT
p8418k7526f	1	33	super	super	ADJ
p8418k7526f	1	34	resolution	resolution	NOUN
p8418k7526f	1	35	,	,	PUNCT
p8418k7526f	1	36	style	style	NOUN
p8418k7526f	1	37	transfer	transfer	NOUN
p8418k7526f	1	38	,	,	PUNCT
p8418k7526f	1	39	image	image	NOUN
p8418k7526f	1	40	inpainting	inpainting	NOUN
p8418k7526f	1	41	,	,	PUNCT
p8418k7526f	1	42	image	image	NOUN
p8418k7526f	1	43	caption	caption	NOUN
p8418k7526f	1	44	generation	generation	NOUN
p8418k7526f	1	45	,	,	PUNCT
p8418k7526f	1	46	etc	etc	X
p8418k7526f	1	47	.	.	X
p8418k7526f	2	1	a	a	DET
p8418k7526f	2	2	gan	gan	PROPN
p8418k7526f	2	3	contains	contain	VERB
p8418k7526f	2	4	two	two	NUM
p8418k7526f	2	5	main	main	ADJ
p8418k7526f	2	6	parts	part	NOUN
p8418k7526f	2	7	:	:	PUNCT
p8418k7526f	2	8	one	one	NUM
p8418k7526f	2	9	is	be	AUX
p8418k7526f	2	10	the	the	DET
p8418k7526f	2	11	generator	generator	NOUN
p8418k7526f	2	12	,	,	PUNCT
p8418k7526f	2	13	and	and	CCONJ
p8418k7526f	2	14	the	the	DET
p8418k7526f	2	15	other	other	ADJ
p8418k7526f	2	16	is	be	AUX
p8418k7526f	2	17	the	the	DET
p8418k7526f	2	18	discriminator	discriminator	NOUN
p8418k7526f	2	19	.	.	PUNCT
p8418k7526f	3	1	both	both	PRON
p8418k7526f	3	2	are	be	AUX
p8418k7526f	3	3	usually	usually	ADV
p8418k7526f	3	4	implemented	implement	VERB
p8418k7526f	3	5	via	via	ADP
p8418k7526f	3	6	deep	deep	ADJ
p8418k7526f	3	7	neural	neural	ADJ
p8418k7526f	3	8	networks	network	NOUN
p8418k7526f	3	9	(	(	PUNCT
p8418k7526f	3	10	dnns	dnns	PROPN
p8418k7526f	3	11	)	)	PUNCT
p8418k7526f	3	12	.	.	PUNCT
p8418k7526f	4	1	as	as	ADP
p8418k7526f	4	2	a	a	DET
p8418k7526f	4	3	spin	spin	NOUN
p8418k7526f	4	4	-	-	PUNCT
p8418k7526f	4	5	off	off	NOUN
p8418k7526f	4	6	of	of	ADP
p8418k7526f	4	7	dnns	dnns	ADJ
p8418k7526f	4	8	,	,	PUNCT
p8418k7526f	4	9	gans	gan	NOUN
p8418k7526f	4	10	require	require	VERB
p8418k7526f	4	11	a	a	DET
p8418k7526f	4	12	large	large	ADJ
p8418k7526f	4	13	amount	amount	NOUN
p8418k7526f	4	14	of	of	ADP
p8418k7526f	4	15	resources	resource	NOUN
p8418k7526f	4	16	as	as	ADP
p8418k7526f	4	17	other	other	ADJ
p8418k7526f	4	18	dnns	dnns	NOUN
p8418k7526f	4	19	,	,	PUNCT
p8418k7526f	4	20	no	no	ADV
p8418k7526f	4	21	matter	matter	NOUN
p8418k7526f	4	22	in	in	ADP
p8418k7526f	4	23	terms	term	NOUN
p8418k7526f	4	24	of	of	ADP
p8418k7526f	4	25	physical	physical	ADJ
p8418k7526f	4	26	resources	resource	NOUN
p8418k7526f	4	27	like	like	ADP
p8418k7526f	4	28	memory	memory	NOUN
p8418k7526f	4	29	and	and	CCONJ
p8418k7526f	4	30	computation	computation	NOUN
p8418k7526f	4	31	cost	cost	NOUN
p8418k7526f	4	32	,	,	PUNCT
p8418k7526f	4	33	or	or	CCONJ
p8418k7526f	4	34	data	datum	NOUN
p8418k7526f	4	35	resources	resource	NOUN
p8418k7526f	4	36	needed	need	VERB
p8418k7526f	4	37	for	for	ADP
p8418k7526f	4	38	training	training	NOUN
p8418k7526f	4	39	.	.	PUNCT
p8418k7526f	5	1	this	this	DET
p8418k7526f	5	2	high	high	ADJ
p8418k7526f	5	3	resources	resource	NOUN
p8418k7526f	5	4	demand	demand	NOUN
p8418k7526f	5	5	hinders	hinder	VERB
p8418k7526f	5	6	gans	gan	NOUN
p8418k7526f	5	7	from	from	ADP
p8418k7526f	5	8	being	be	AUX
p8418k7526f	5	9	widely	widely	ADV
p8418k7526f	5	10	used	use	VERB
p8418k7526f	5	11	in	in	ADP
p8418k7526f	5	12	various	various	ADJ
p8418k7526f	5	13	practical	practical	ADJ
p8418k7526f	5	14	environments	environment	NOUN
p8418k7526f	5	15	with	with	ADP
p8418k7526f	5	16	limited	limited	ADJ
p8418k7526f	5	17	resources.this	resources.this	DET
p8418k7526f	5	18	work	work	NOUN
p8418k7526f	5	19	focuses	focus	VERB
p8418k7526f	5	20	on	on	ADP
p8418k7526f	5	21	three	three	NUM
p8418k7526f	5	22	techniques	technique	NOUN
p8418k7526f	5	23	to	to	PART
p8418k7526f	5	24	mitigate	mitigate	VERB
p8418k7526f	5	25	the	the	DET
p8418k7526f	5	26	high	high	ADJ
p8418k7526f	5	27	pressure	pressure	NOUN
p8418k7526f	5	28	from	from	ADP
p8418k7526f	5	29	the	the	DET
p8418k7526f	5	30	resource	resource	NOUN
p8418k7526f	5	31	demand	demand	NOUN
p8418k7526f	5	32	from	from	ADP
p8418k7526f	5	33	different	different	ADJ
p8418k7526f	5	34	aspects	aspect	NOUN
p8418k7526f	5	35	.	.	PUNCT
p8418k7526f	6	1	the	the	DET
p8418k7526f	6	2	first	first	ADJ
p8418k7526f	6	3	method	method	NOUN
p8418k7526f	6	4	explores	explore	VERB
p8418k7526f	6	5	the	the	DET
p8418k7526f	6	6	weight	weight	NOUN
p8418k7526f	6	7	binarization	binarization	NOUN
p8418k7526f	6	8	on	on	ADP
p8418k7526f	6	9	gans	gan	NOUN
p8418k7526f	6	10	for	for	ADP
p8418k7526f	6	11	memory	memory	NOUN
p8418k7526f	6	12	saving	saving	NOUN
p8418k7526f	6	13	and	and	CCONJ
p8418k7526f	6	14	speedup	speedup	NOUN
p8418k7526f	6	15	of	of	ADP
p8418k7526f	6	16	image	image	NOUN
p8418k7526f	6	17	construction	construction	NOUN
p8418k7526f	6	18	on	on	ADP
p8418k7526f	6	19	the	the	DET
p8418k7526f	6	20	edge	edge	NOUN
p8418k7526f	6	21	,	,	PUNCT
p8418k7526f	6	22	where	where	SCONJ
p8418k7526f	6	23	the	the	DET
p8418k7526f	6	24	physical	physical	ADJ
p8418k7526f	6	25	resources	resource	NOUN
p8418k7526f	6	26	are	be	AUX
p8418k7526f	6	27	quite	quite	ADV
p8418k7526f	6	28	limited	limited	ADJ
p8418k7526f	6	29	.	.	PUNCT
p8418k7526f	7	1	therefore	therefore	ADV
p8418k7526f	7	2	,	,	PUNCT
p8418k7526f	7	3	the	the	DET
p8418k7526f	7	4	aim	aim	NOUN
p8418k7526f	7	5	is	be	AUX
p8418k7526f	7	6	to	to	PART
p8418k7526f	7	7	binarize	binarize	VERB
p8418k7526f	7	8	gans	gan	NOUN
p8418k7526f	7	9	as	as	ADV
p8418k7526f	7	10	much	much	ADV
p8418k7526f	7	11	as	as	ADP
p8418k7526f	7	12	possible	possible	ADJ
p8418k7526f	7	13	and	and	CCONJ
p8418k7526f	7	14	cost	cost	VERB
p8418k7526f	7	15	resources	resource	NOUN
p8418k7526f	7	16	to	to	ADP
p8418k7526f	7	17	the	the	DET
p8418k7526f	7	18	least	least	ADJ
p8418k7526f	7	19	.	.	PUNCT
p8418k7526f	8	1	the	the	DET
p8418k7526f	8	2	study	study	NOUN
p8418k7526f	8	3	also	also	ADV
p8418k7526f	8	4	reveals	reveal	VERB
p8418k7526f	8	5	some	some	DET
p8418k7526f	8	6	constructive	constructive	ADJ
p8418k7526f	8	7	hints	hint	NOUN
p8418k7526f	8	8	for	for	ADP
p8418k7526f	8	9	more	more	ADJ
p8418k7526f	8	10	general	general	ADJ
p8418k7526f	8	11	model	model	NOUN
p8418k7526f	8	12	compression	compression	NOUN
p8418k7526f	8	13	on	on	ADP
p8418k7526f	8	14	dnns	dnns	PROPN
p8418k7526f	8	15	.	.	PUNCT
p8418k7526f	9	1	the	the	DET
p8418k7526f	9	2	second	second	ADJ
p8418k7526f	9	3	method	method	NOUN
p8418k7526f	9	4	aims	aim	VERB
p8418k7526f	9	5	to	to	PART
p8418k7526f	9	6	improve	improve	VERB
p8418k7526f	9	7	the	the	DET
p8418k7526f	9	8	performance	performance	NOUN
p8418k7526f	9	9	of	of	ADP
p8418k7526f	9	10	a	a	DET
p8418k7526f	9	11	gan	gan	PROPN
p8418k7526f	9	12	given	give	VERB
p8418k7526f	9	13	resources	resource	NOUN
p8418k7526f	9	14	constraints	constraint	NOUN
p8418k7526f	9	15	.	.	PUNCT
p8418k7526f	10	1	this	this	DET
p8418k7526f	10	2	gan	gan	PROPN
p8418k7526f	10	3	is	be	AUX
p8418k7526f	10	4	applied	apply	VERB
p8418k7526f	10	5	to	to	ADP
p8418k7526f	10	6	medical	medical	ADJ
p8418k7526f	10	7	image	image	NOUN
p8418k7526f	10	8	processing	processing	NOUN
p8418k7526f	10	9	,	,	PUNCT
p8418k7526f	10	10	where	where	SCONJ
p8418k7526f	10	11	performance	performance	NOUN
p8418k7526f	10	12	improvement	improvement	NOUN
p8418k7526f	10	13	under	under	ADP
p8418k7526f	10	14	constrained	constrained	ADJ
p8418k7526f	10	15	resources	resource	NOUN
p8418k7526f	10	16	will	will	AUX
p8418k7526f	10	17	benefit	benefit	VERB
p8418k7526f	10	18	patients	patient	NOUN
p8418k7526f	10	19	and	and	CCONJ
p8418k7526f	10	20	radiologists	radiologist	NOUN
p8418k7526f	10	21	greatly	greatly	ADV
p8418k7526f	10	22	.	.	PUNCT
p8418k7526f	11	1	this	this	DET
p8418k7526f	11	2	study	study	NOUN
p8418k7526f	11	3	may	may	AUX
p8418k7526f	11	4	guide	guide	VERB
p8418k7526f	11	5	further	further	ADJ
p8418k7526f	11	6	performance	performance	NOUN
p8418k7526f	11	7	improvement	improvement	NOUN
p8418k7526f	11	8	on	on	ADP
p8418k7526f	11	9	similar	similar	ADJ
p8418k7526f	11	10	applications	application	NOUN
p8418k7526f	11	11	given	give	VERB
p8418k7526f	11	12	constrained	constrain	VERB
p8418k7526f	11	13	resources	resource	NOUN
p8418k7526f	11	14	,	,	PUNCT
p8418k7526f	11	15	but	but	CCONJ
p8418k7526f	11	16	not	not	PART
p8418k7526f	11	17	only	only	ADV
p8418k7526f	11	18	on	on	ADP
p8418k7526f	11	19	gans	gan	NOUN
p8418k7526f	11	20	.	.	PUNCT
p8418k7526f	12	1	finally	finally	ADV
p8418k7526f	12	2	,	,	PUNCT
p8418k7526f	12	3	orthogonal	orthogonal	ADJ
p8418k7526f	12	4	to	to	ADP
p8418k7526f	12	5	the	the	DET
p8418k7526f	12	6	previous	previous	ADJ
p8418k7526f	12	7	mitigation	mitigation	NOUN
p8418k7526f	12	8	on	on	ADP
p8418k7526f	12	9	the	the	DET
p8418k7526f	12	10	physical	physical	ADJ
p8418k7526f	12	11	resource	resource	NOUN
p8418k7526f	12	12	demands	demand	NOUN
p8418k7526f	12	13	,	,	PUNCT
p8418k7526f	12	14	data	datum	NOUN
p8418k7526f	12	15	resource	resource	NOUN
p8418k7526f	12	16	pressure	pressure	NOUN
p8418k7526f	12	17	is	be	AUX
p8418k7526f	12	18	relieved	relieve	VERB
p8418k7526f	12	19	by	by	ADP
p8418k7526f	12	20	the	the	DET
p8418k7526f	12	21	third	third	ADJ
p8418k7526f	12	22	method	method	NOUN
p8418k7526f	12	23	when	when	SCONJ
p8418k7526f	12	24	applying	apply	VERB
p8418k7526f	12	25	a	a	DET
p8418k7526f	12	26	gan	gan	NOUN
p8418k7526f	12	27	to	to	ADP
p8418k7526f	12	28	data	datum	NOUN
p8418k7526f	12	29	augmentation	augmentation	NOUN
p8418k7526f	12	30	.	.	PUNCT
p8418k7526f	13	1	leveraging	leverage	VERB
p8418k7526f	13	2	the	the	DET
p8418k7526f	13	3	ability	ability	NOUN
p8418k7526f	13	4	of	of	ADP
p8418k7526f	13	5	gan	gan	PROPN
p8418k7526f	13	6	generating	generating	NOUN
p8418k7526f	13	7	samples	sample	NOUN
p8418k7526f	13	8	from	from	ADP
p8418k7526f	13	9	an	an	DET
p8418k7526f	13	10	implicit	implicit	ADJ
p8418k7526f	13	11	distribution	distribution	NOUN
p8418k7526f	13	12	delicately	delicately	ADV
p8418k7526f	13	13	,	,	PUNCT
p8418k7526f	13	14	it	it	PRON
p8418k7526f	13	15	is	be	AUX
p8418k7526f	13	16	possible	possible	ADJ
p8418k7526f	13	17	to	to	PART
p8418k7526f	13	18	solve	solve	VERB
p8418k7526f	13	19	the	the	DET
p8418k7526f	13	20	problem	problem	NOUN
p8418k7526f	13	21	with	with	ADP
p8418k7526f	13	22	data	datum	NOUN
p8418k7526f	13	23	resources	resource	NOUN
p8418k7526f	13	24	constraints	constraint	NOUN
p8418k7526f	13	25	via	via	ADP
p8418k7526f	13	26	both	both	DET
p8418k7526f	13	27	gans	gan	NOUN
p8418k7526f	13	28	and	and	CCONJ
p8418k7526f	13	29	general	general	ADJ
p8418k7526f	13	30	dnns	dnns	NOUN
p8418k7526f	13	31	.	.	PUNCT
p8418k7526f	14	1	in	in	ADP
p8418k7526f	14	2	addition	addition	NOUN
p8418k7526f	14	3	,	,	PUNCT
p8418k7526f	14	4	a	a	DET
p8418k7526f	14	5	case	case	NOUN
p8418k7526f	14	6	study	study	VERB
p8418k7526f	14	7	applying	apply	VERB
p8418k7526f	14	8	a	a	DET
p8418k7526f	14	9	gan	gan	NOUN
p8418k7526f	14	10	into	into	ADP
p8418k7526f	14	11	solving	solve	VERB
p8418k7526f	14	12	a	a	DET
p8418k7526f	14	13	resources	resource	NOUN
p8418k7526f	14	14	constrained	constrain	VERB
p8418k7526f	14	15	problem	problem	NOUN
p8418k7526f	14	16	is	be	AUX
p8418k7526f	14	17	also	also	ADV
p8418k7526f	14	18	provided	provide	VERB
p8418k7526f	14	19	.	.	PUNCT