id	sid	tid	token	lemma	pos
bracis-19070	1	1	how	how	SCONJ
bracis-19070	1	2	to	to	PART
bracis-19070	1	3	generate	generate	VERB
bracis-19070	1	4	synthetic	synthetic	ADJ
bracis-19070	1	5	paintings	painting	NOUN
bracis-19070	1	6	to	to	PART
bracis-19070	1	7	improve	improve	VERB
bracis-19070	1	8	art	art	NOUN
bracis-19070	1	9	style	style	NOUN
bracis-19070	1	10	classification	classification	NOUN
bracis-19070	1	11	|	|	NOUN
bracis-19070	1	12	springer	springer	NOUN
bracis-19070	1	13	nature	nature	PROPN
bracis-19070	1	14	link	link	PROPN
bracis-19070	1	15	(	(	PUNCT
bracis-19070	1	16	formerly	formerly	ADV
bracis-19070	1	17	springerlink	springerlink	NOUN
bracis-19070	1	18	)	)	PUNCT
bracis-19070	1	19	skip	skip	VERB
bracis-19070	1	20	to	to	ADP
bracis-19070	1	21	main	main	ADJ
bracis-19070	1	22	content	content	NOUN
bracis-19070	1	23	advertisement	advertisement	NOUN
bracis-19070	1	24	log	log	NOUN
bracis-19070	1	25	in	in	ADP
bracis-19070	1	26	menu	menu	NOUN
bracis-19070	1	27	find	find	VERB
bracis-19070	1	28	a	a	DET
bracis-19070	1	29	journal	journal	NOUN
bracis-19070	1	30	publish	publish	VERB
bracis-19070	1	31	with	with	ADP
bracis-19070	1	32	us	we	PRON
bracis-19070	1	33	track	track	VERB
bracis-19070	1	34	your	your	PRON
bracis-19070	1	35	research	research	NOUN
bracis-19070	1	36	search	search	NOUN
bracis-19070	1	37	cart	cart	NOUN
bracis-19070	1	38	home	home	NOUN
bracis-19070	1	39	intelligent	intelligent	ADJ
bracis-19070	1	40	systems	system	NOUN
bracis-19070	1	41	conference	conference	NOUN
bracis-19070	1	42	paper	paper	NOUN
bracis-19070	1	43	how	how	SCONJ
bracis-19070	1	44	to	to	PART
bracis-19070	1	45	generate	generate	VERB
bracis-19070	1	46	synthetic	synthetic	ADJ
bracis-19070	1	47	paintings	painting	NOUN
bracis-19070	1	48	to	to	PART
bracis-19070	1	49	improve	improve	VERB
bracis-19070	1	50	art	art	NOUN
bracis-19070	1	51	style	style	NOUN
bracis-19070	1	52	classification	classification	NOUN
bracis-19070	1	53	conference	conference	NOUN
bracis-19070	1	54	paper	paper	NOUN
bracis-19070	1	55	first	first	ADV
bracis-19070	1	56	online	online	ADV
bracis-19070	1	57	:	:	PUNCT
bracis-19070	1	58	28	28	NUM
bracis-19070	1	59	november	november	NOUN
bracis-19070	1	60	2021	2021	NUM
bracis-19070	2	1	pp	pp	CCONJ
bracis-19070	2	2	238–253	238–253	NUM
bracis-19070	2	3	cite	cite	VERB
bracis-19070	2	4	this	this	DET
bracis-19070	2	5	conference	conference	NOUN
bracis-19070	2	6	paper	paper	NOUN
bracis-19070	2	7	access	access	NOUN
bracis-19070	2	8	provided	provide	VERB
bracis-19070	2	9	by	by	ADP
bracis-19070	2	10	university	university	PROPN
bracis-19070	2	11	of	of	ADP
bracis-19070	2	12	notre	notre	PROPN
bracis-19070	2	13	dame	dame	PROPN
bracis-19070	2	14	hesburgh	hesburgh	PROPN
bracis-19070	2	15	library	library	PROPN
bracis-19070	2	16	download	download	PROPN
bracis-19070	2	17	book	book	NOUN
bracis-19070	2	18	pdf	pdf	PROPN
bracis-19070	2	19	download	download	NOUN
bracis-19070	2	20	book	book	NOUN
bracis-19070	2	21	epub	epub	PROPN
bracis-19070	2	22	intelligent	intelligent	ADJ
bracis-19070	2	23	systems	system	NOUN
bracis-19070	2	24	(	(	PUNCT
bracis-19070	2	25	bracis	bracis	NOUN
bracis-19070	2	26	2021	2021	NUM
bracis-19070	2	27	)	)	PUNCT
bracis-19070	2	28	how	how	SCONJ
bracis-19070	2	29	to	to	PART
bracis-19070	2	30	generate	generate	VERB
bracis-19070	2	31	synthetic	synthetic	ADJ
bracis-19070	2	32	paintings	painting	NOUN
bracis-19070	2	33	to	to	PART
bracis-19070	2	34	improve	improve	VERB
bracis-19070	2	35	art	art	NOUN
bracis-19070	2	36	style	style	NOUN
bracis-19070	2	37	classification	classification	NOUN
bracis-19070	2	38	download	download	NOUN
bracis-19070	2	39	book	book	NOUN
bracis-19070	2	40	pdf	pdf	PROPN
bracis-19070	2	41	download	download	NOUN
bracis-19070	2	42	book	book	PROPN
bracis-19070	2	43	epub	epub	PROPN
bracis-19070	2	44	sarah	sarah	PROPN
bracis-19070	2	45	pires	pire	VERB
bracis-19070	2	46	pérez	pérez	NOUN
bracis-19070	2	47	  	  	SPACE
bracis-19070	2	48	orcid	orcid	NOUN
bracis-19070	2	49	:	:	PUNCT
bracis-19070	3	1	orcid.org/0000-0003-0771-231010	orcid.org/0000-0003-0771-231010	PROPN
bracis-19070	3	2	&	&	CCONJ
bracis-19070	3	3	fabio	fabio	PROPN
bracis-19070	3	4	gagliardi	gagliardi	PROPN
bracis-19070	3	5	cozman	cozman	PROPN
bracis-19070	3	6	  	  	SPACE
bracis-19070	3	7	orcid	orcid	NOUN
bracis-19070	3	8	:	:	PUNCT
bracis-19070	3	9	orcid.org/0000-0003-4077-493510	orcid.org/0000-0003-4077-493510	ADJ
bracis-19070	3	10	  	  	SPACE
bracis-19070	3	11	part	part	NOUN
bracis-19070	3	12	of	of	ADP
bracis-19070	3	13	the	the	DET
bracis-19070	3	14	book	book	NOUN
bracis-19070	3	15	series	series	NOUN
bracis-19070	3	16	:	:	PUNCT
bracis-19070	3	17	lecture	lecture	NOUN
bracis-19070	3	18	notes	note	NOUN
bracis-19070	3	19	in	in	ADP
bracis-19070	3	20	computer	computer	NOUN
bracis-19070	3	21	science	science	NOUN
bracis-19070	3	22	(	(	PUNCT
bracis-19070	3	23	(	(	PUNCT
bracis-19070	3	24	lnai	lnai	ADJ
bracis-19070	3	25	,	,	PUNCT
bracis-19070	3	26	volume	volume	NOUN
bracis-19070	3	27	13074	13074	NUM
bracis-19070	3	28	)	)	PUNCT
bracis-19070	3	29	)	)	PUNCT
bracis-19070	3	30	included	include	VERB
bracis-19070	3	31	in	in	ADP
bracis-19070	3	32	the	the	DET
bracis-19070	3	33	following	follow	VERB
bracis-19070	3	34	conference	conference	NOUN
bracis-19070	3	35	series	series	NOUN
bracis-19070	3	36	:	:	PUNCT
bracis-19070	3	37	brazilian	brazilian	ADJ
bracis-19070	3	38	conference	conference	NOUN
bracis-19070	3	39	on	on	ADP
bracis-19070	3	40	intelligent	intelligent	ADJ
bracis-19070	3	41	systems	system	NOUN
bracis-19070	3	42	1313	1313	NUM
bracis-19070	3	43	accesses	access	VERB
bracis-19070	3	44	4	4	NUM
bracis-19070	3	45	citations	citation	NOUN
bracis-19070	3	46	abstract	abstract	ADJ
bracis-19070	3	47	indexing	indexing	NOUN
bracis-19070	3	48	artwork	artwork	NOUN
bracis-19070	3	49	is	be	AUX
bracis-19070	3	50	not	not	PART
bracis-19070	3	51	only	only	ADV
bracis-19070	3	52	a	a	DET
bracis-19070	3	53	tedious	tedious	ADJ
bracis-19070	3	54	job	job	NOUN
bracis-19070	3	55	;	;	PUNCT
bracis-19070	3	56	it	it	PRON
bracis-19070	3	57	is	be	AUX
bracis-19070	3	58	an	an	DET
bracis-19070	3	59	impossible	impossible	ADJ
bracis-19070	3	60	task	task	NOUN
bracis-19070	3	61	to	to	PART
bracis-19070	3	62	complete	complete	VERB
bracis-19070	3	63	manually	manually	ADV
bracis-19070	3	64	given	give	VERB
bracis-19070	3	65	the	the	DET
bracis-19070	3	66	amount	amount	NOUN
bracis-19070	3	67	of	of	ADP
bracis-19070	3	68	online	online	ADJ
bracis-19070	3	69	art	art	NOUN
bracis-19070	3	70	.	.	PUNCT
bracis-19070	4	1	in	in	ADP
bracis-19070	4	2	any	any	DET
bracis-19070	4	3	case	case	NOUN
bracis-19070	4	4	,	,	PUNCT
bracis-19070	4	5	the	the	DET
bracis-19070	4	6	automatic	automatic	ADJ
bracis-19070	4	7	classification	classification	NOUN
bracis-19070	4	8	of	of	ADP
bracis-19070	4	9	art	art	NOUN
bracis-19070	4	10	styles	style	NOUN
bracis-19070	4	11	is	be	AUX
bracis-19070	4	12	also	also	ADV
bracis-19070	4	13	a	a	DET
bracis-19070	4	14	challenge	challenge	NOUN
bracis-19070	4	15	due	due	ADP
bracis-19070	4	16	to	to	ADP
bracis-19070	4	17	the	the	DET
bracis-19070	4	18	relative	relative	ADJ
bracis-19070	4	19	lack	lack	NOUN
bracis-19070	4	20	of	of	ADP
bracis-19070	4	21	labeled	label	VERB
bracis-19070	4	22	data	datum	NOUN
bracis-19070	4	23	and	and	CCONJ
bracis-19070	4	24	the	the	DET
bracis-19070	4	25	complexity	complexity	NOUN
bracis-19070	4	26	of	of	ADP
bracis-19070	4	27	the	the	DET
bracis-19070	4	28	subject	subject	NOUN
bracis-19070	4	29	matter	matter	NOUN
bracis-19070	4	30	.	.	PUNCT
bracis-19070	5	1	this	this	DET
bracis-19070	5	2	complexity	complexity	NOUN
bracis-19070	5	3	means	mean	VERB
bracis-19070	5	4	that	that	SCONJ
bracis-19070	5	5	common	common	ADJ
bracis-19070	5	6	data	data	NOUN
bracis-19070	5	7	augmentation	augmentation	NOUN
bracis-19070	5	8	techniques	technique	NOUN
bracis-19070	5	9	may	may	AUX
bracis-19070	5	10	not	not	PART
bracis-19070	5	11	generate	generate	VERB
bracis-19070	5	12	useful	useful	ADJ
bracis-19070	5	13	data	datum	NOUN
bracis-19070	5	14	;	;	PUNCT
bracis-19070	5	15	in	in	ADP
bracis-19070	5	16	fact	fact	NOUN
bracis-19070	5	17	,	,	PUNCT
bracis-19070	5	18	they	they	PRON
bracis-19070	5	19	may	may	AUX
bracis-19070	5	20	degrade	degrade	VERB
bracis-19070	5	21	performance	performance	NOUN
bracis-19070	5	22	in	in	ADP
bracis-19070	5	23	practice	practice	NOUN
bracis-19070	5	24	.	.	PUNCT
bracis-19070	6	1	in	in	ADP
bracis-19070	6	2	this	this	DET
bracis-19070	6	3	paper	paper	NOUN
bracis-19070	6	4	,	,	PUNCT
bracis-19070	6	5	we	we	PRON
bracis-19070	6	6	use	use	VERB
bracis-19070	6	7	generative	generative	ADJ
bracis-19070	6	8	adversarial	adversarial	ADJ
bracis-19070	6	9	networks	network	NOUN
bracis-19070	6	10	for	for	ADP
bracis-19070	6	11	data	datum	NOUN
bracis-19070	6	12	augmentation	augmentation	NOUN
bracis-19070	6	13	so	so	SCONJ
bracis-19070	6	14	as	as	SCONJ
bracis-19070	6	15	to	to	PART
bracis-19070	6	16	improve	improve	VERB
bracis-19070	6	17	the	the	DET
bracis-19070	6	18	accuracy	accuracy	NOUN
bracis-19070	6	19	of	of	ADP
bracis-19070	6	20	an	an	DET
bracis-19070	6	21	art	art	NOUN
bracis-19070	6	22	style	style	NOUN
bracis-19070	6	23	classifier	classifier	NOUN
bracis-19070	6	24	,	,	PUNCT
bracis-19070	6	25	showing	show	VERB
bracis-19070	6	26	that	that	SCONJ
bracis-19070	6	27	we	we	PRON
bracis-19070	6	28	can	can	AUX
bracis-19070	6	29	improve	improve	VERB
bracis-19070	6	30	performance	performance	NOUN
bracis-19070	6	31	of	of	ADP
bracis-19070	6	32	efficientnet	efficientnet	NOUN
bracis-19070	6	33	b0	b0	NOUN
bracis-19070	6	34	,	,	PUNCT
bracis-19070	6	35	a	a	DET
bracis-19070	6	36	state	state	NOUN
bracis-19070	6	37	of	of	ADP
bracis-19070	6	38	art	art	NOUN
bracis-19070	6	39	classifier	classifier	NOUN
bracis-19070	6	40	.	.	PUNCT
bracis-19070	7	1	to	to	PART
bracis-19070	7	2	achieve	achieve	VERB
bracis-19070	7	3	this	this	DET
bracis-19070	7	4	result	result	NOUN
bracis-19070	7	5	,	,	PUNCT
bracis-19070	7	6	we	we	PRON
bracis-19070	7	7	introduce	introduce	VERB
bracis-19070	7	8	class	class	NOUN
bracis-19070	7	9	-	-	PUNCT
bracis-19070	7	10	by	by	ADP
bracis-19070	7	11	-	-	PUNCT
bracis-19070	7	12	class	class	NOUN
bracis-19070	7	13	performance	performance	NOUN
bracis-19070	7	14	analysis	analysis	NOUN
bracis-19070	7	15	;	;	PUNCT
bracis-19070	7	16	we	we	PRON
bracis-19070	7	17	also	also	ADV
bracis-19070	7	18	present	present	VERB
bracis-19070	7	19	a	a	DET
bracis-19070	7	20	modified	modify	VERB
bracis-19070	7	21	version	version	NOUN
bracis-19070	7	22	of	of	ADP
bracis-19070	7	23	the	the	DET
bracis-19070	7	24	sagan	sagan	PROPN
bracis-19070	7	25	training	training	NOUN
bracis-19070	7	26	configuration	configuration	NOUN
bracis-19070	7	27	that	that	PRON
bracis-19070	7	28	allows	allow	VERB
bracis-19070	7	29	better	well	ADJ
bracis-19070	7	30	control	control	NOUN
bracis-19070	7	31	against	against	ADP
bracis-19070	7	32	mode	mode	NOUN
bracis-19070	7	33	collapse	collapse	NOUN
bracis-19070	7	34	and	and	CCONJ
bracis-19070	7	35	vanishing	vanish	VERB
bracis-19070	7	36	gradient	gradient	NOUN
bracis-19070	7	37	in	in	ADP
bracis-19070	7	38	the	the	DET
bracis-19070	7	39	context	context	NOUN
bracis-19070	7	40	of	of	ADP
bracis-19070	7	41	artwork	artwork	NOUN
bracis-19070	7	42	.	.	PUNCT
bracis-19070	8	1	access	access	NOUN
bracis-19070	8	2	provided	provide	VERB
bracis-19070	8	3	by	by	ADP
bracis-19070	8	4	university	university	PROPN
bracis-19070	8	5	of	of	ADP
bracis-19070	8	6	notre	notre	PROPN
bracis-19070	8	7	dame	dame	PROPN
bracis-19070	8	8	hesburgh	hesburgh	PROPN
bracis-19070	8	9	library	library	PROPN
bracis-19070	8	10	.	.	PUNCT
bracis-19070	9	1	download	download	PROPN
bracis-19070	9	2	conference	conference	NOUN
bracis-19070	9	3	paper	paper	NOUN
bracis-19070	9	4	pdf	pdf	NOUN
bracis-19070	9	5	similar	similar	ADJ
bracis-19070	9	6	content	content	NOUN
bracis-19070	9	7	being	be	AUX
bracis-19070	9	8	viewed	view	VERB
bracis-19070	9	9	by	by	ADP
bracis-19070	9	10	others	other	NOUN
bracis-19070	9	11	style	style	NOUN
bracis-19070	9	12	recommendation	recommendation	NOUN
bracis-19070	9	13	and	and	CCONJ
bracis-19070	9	14	simulation	simulation	NOUN
bracis-19070	9	15	for	for	ADP
bracis-19070	9	16	handmade	handmade	ADJ
bracis-19070	9	17	artworks	artwork	NOUN
bracis-19070	9	18	using	use	VERB
bracis-19070	9	19	generative	generative	ADJ
bracis-19070	9	20	adversarial	adversarial	ADJ
bracis-19070	9	21	networks	network	NOUN
bracis-19070	9	22	article	article	NOUN
bracis-19070	9	23	open	open	VERB
bracis-19070	9	24	access	access	NOUN
bracis-19070	9	25	14	14	NUM
bracis-19070	9	26	november	november	PROPN
bracis-19070	9	27	2024	2024	NUM
bracis-19070	9	28	creativity	creativity	NOUN
bracis-19070	9	29	and	and	CCONJ
bracis-19070	9	30	style	style	NOUN
bracis-19070	9	31	in	in	ADP
bracis-19070	9	32	gan	gan	NOUN
bracis-19070	9	33	and	and	CCONJ
bracis-19070	9	34	ai	ai	PROPN
bracis-19070	9	35	art	art	NOUN
bracis-19070	9	36	:	:	PUNCT
bracis-19070	9	37	some	some	DET
bracis-19070	9	38	art	art	NOUN
bracis-19070	9	39	-	-	PUNCT
bracis-19070	9	40	historical	historical	ADJ
bracis-19070	9	41	reflections	reflection	NOUN
bracis-19070	9	42	article	article	NOUN
bracis-19070	9	43	01	01	NUM
bracis-19070	9	44	may	may	PROPN
bracis-19070	9	45	2024	2024	NUM
bracis-19070	9	46	research	research	NOUN
bracis-19070	9	47	on	on	ADP
bracis-19070	9	48	the	the	DET
bracis-19070	9	49	innovation	innovation	NOUN
bracis-19070	9	50	mechanism	mechanism	NOUN
bracis-19070	9	51	and	and	CCONJ
bracis-19070	9	52	development	development	NOUN
bracis-19070	9	53	strategy	strategy	NOUN
bracis-19070	9	54	of	of	ADP
bracis-19070	9	55	digital	digital	ADJ
bracis-19070	9	56	media	medium	NOUN
bracis-19070	9	57	art	art	NOUN
bracis-19070	9	58	in	in	ADP
bracis-19070	9	59	the	the	DET
bracis-19070	9	60	context	context	NOUN
bracis-19070	9	61	of	of	ADP
bracis-19070	9	62	artificial	artificial	ADJ
bracis-19070	9	63	intelligence	intelligence	NOUN
bracis-19070	9	64	era	era	NOUN
bracis-19070	9	65	chapter	chapter	NOUN
bracis-19070	9	66	©	©	PROPN
bracis-19070	9	67	2025	2025	NUM
bracis-19070	9	68	explore	explore	VERB
bracis-19070	9	69	related	relate	VERB
bracis-19070	9	70	subjects	subject	NOUN
bracis-19070	9	71	discover	discover	VERB
bracis-19070	9	72	the	the	DET
bracis-19070	9	73	latest	late	ADJ
bracis-19070	9	74	articles	article	NOUN
bracis-19070	9	75	,	,	PUNCT
bracis-19070	9	76	books	book	NOUN
bracis-19070	9	77	and	and	CCONJ
bracis-19070	9	78	news	news	NOUN
bracis-19070	9	79	in	in	ADP
bracis-19070	9	80	related	related	ADJ
bracis-19070	9	81	subjects	subject	NOUN
bracis-19070	9	82	,	,	PUNCT
bracis-19070	9	83	suggested	suggest	VERB
bracis-19070	9	84	using	use	VERB
bracis-19070	9	85	machine	machine	NOUN
bracis-19070	9	86	learning	learning	NOUN
bracis-19070	9	87	.	.	PUNCT
bracis-19070	10	1	art	art	NOUN
bracis-19070	10	2	history	history	NOUN
bracis-19070	10	3	fine	fine	ADJ
bracis-19070	10	4	art	art	NOUN
bracis-19070	10	5	machine	machine	NOUN
bracis-19070	10	6	learning	learn	VERB
bracis-19070	10	7	symbolic	symbolic	PROPN
bracis-19070	10	8	ai	ai	VERB
bracis-19070	10	9	visual	visual	ADJ
bracis-19070	10	10	culture	culture	NOUN
bracis-19070	10	11	artificial	artificial	ADJ
bracis-19070	10	12	intelligence	intelligence	NOUN
bracis-19070	10	13	1	1	NUM
bracis-19070	10	14	introduction	introduction	NOUN
bracis-19070	10	15	no	no	DET
bracis-19070	10	16	society	society	NOUN
bracis-19070	10	17	,	,	PUNCT
bracis-19070	10	18	however	however	ADV
bracis-19070	10	19	low	low	ADV
bracis-19070	10	20	it	it	PRON
bracis-19070	10	21	may	may	AUX
bracis-19070	10	22	have	have	AUX
bracis-19070	10	23	been	be	AUX
bracis-19070	10	24	its	its	PRON
bracis-19070	10	25	level	level	NOUN
bracis-19070	10	26	of	of	ADP
bracis-19070	10	27	material	material	NOUN
bracis-19070	10	28	accomplishment	accomplishment	NOUN
bracis-19070	10	29	,	,	PUNCT
bracis-19070	10	30	has	have	AUX
bracis-19070	10	31	ceased	cease	VERB
bracis-19070	10	32	to	to	PART
bracis-19070	10	33	produce	produce	VERB
bracis-19070	10	34	art	art	NOUN
bracis-19070	10	35	[	[	X
bracis-19070	10	36	15	15	NUM
bracis-19070	10	37	]	]	PUNCT
bracis-19070	10	38	.	.	PUNCT
bracis-19070	11	1	art	art	NOUN
bracis-19070	11	2	has	have	AUX
bracis-19070	11	3	been	be	AUX
bracis-19070	11	4	,	,	PUNCT
bracis-19070	11	5	through	through	ADP
bracis-19070	11	6	the	the	DET
bracis-19070	11	7	ages	age	NOUN
bracis-19070	11	8	,	,	PUNCT
bracis-19070	11	9	a	a	DET
bracis-19070	11	10	mirror	mirror	NOUN
bracis-19070	11	11	reflecting	reflect	VERB
bracis-19070	11	12	society	society	NOUN
bracis-19070	11	13	;	;	PUNCT
bracis-19070	11	14	the	the	DET
bracis-19070	11	15	purpose	purpose	NOUN
bracis-19070	11	16	of	of	ADP
bracis-19070	11	17	art	art	NOUN
bracis-19070	11	18	has	have	AUX
bracis-19070	11	19	varied	vary	VERB
bracis-19070	11	20	but	but	CCONJ
bracis-19070	11	21	its	its	PRON
bracis-19070	11	22	importance	importance	NOUN
bracis-19070	11	23	in	in	ADP
bracis-19070	11	24	capturing	capture	VERB
bracis-19070	11	25	society	society	NOUN
bracis-19070	11	26	has	have	AUX
bracis-19070	11	27	been	be	AUX
bracis-19070	11	28	constant	constant	ADJ
bracis-19070	11	29	.	.	PUNCT
bracis-19070	12	1	one	one	NUM
bracis-19070	12	2	way	way	NOUN
bracis-19070	12	3	to	to	PART
bracis-19070	12	4	discuss	discuss	VERB
bracis-19070	12	5	the	the	DET
bracis-19070	12	6	content	content	NOUN
bracis-19070	12	7	of	of	ADP
bracis-19070	12	8	artwork	artwork	NOUN
bracis-19070	12	9	is	be	AUX
bracis-19070	12	10	through	through	ADP
bracis-19070	12	11	style	style	NOUN
bracis-19070	12	12	categories	category	NOUN
bracis-19070	12	13	.	.	PUNCT
bracis-19070	13	1	such	such	ADJ
bracis-19070	13	2	categories	category	NOUN
bracis-19070	13	3	indicate	indicate	VERB
bracis-19070	13	4	connections	connection	NOUN
bracis-19070	13	5	between	between	ADP
bracis-19070	13	6	paintings	painting	NOUN
bracis-19070	13	7	and	and	CCONJ
bracis-19070	13	8	help	help	VERB
bracis-19070	13	9	us	we	PRON
bracis-19070	13	10	to	to	PART
bracis-19070	13	11	better	well	ADV
bracis-19070	13	12	understand	understand	VERB
bracis-19070	13	13	their	their	PRON
bracis-19070	13	14	meanings	meaning	NOUN
bracis-19070	13	15	.	.	PUNCT
bracis-19070	14	1	even	even	ADV
bracis-19070	14	2	if	if	SCONJ
bracis-19070	14	3	many	many	ADJ
bracis-19070	14	4	art	art	NOUN
bracis-19070	14	5	theorists	theorist	NOUN
bracis-19070	14	6	look	look	VERB
bracis-19070	14	7	at	at	ADP
bracis-19070	14	8	style	style	NOUN
bracis-19070	14	9	categories	category	NOUN
bracis-19070	14	10	with	with	ADP
bracis-19070	14	11	reservations	reservation	NOUN
bracis-19070	14	12	,	,	PUNCT
bracis-19070	14	13	footnote	footnote	VERB
bracis-19070	14	14	1	1	NUM
bracis-19070	14	15	categories	category	NOUN
bracis-19070	14	16	provide	provide	VERB
bracis-19070	14	17	an	an	DET
bracis-19070	14	18	important	important	ADJ
bracis-19070	14	19	guideline	guideline	NOUN
bracis-19070	14	20	for	for	ADP
bracis-19070	14	21	beginner	beginner	NOUN
bracis-19070	14	22	art	art	NOUN
bracis-19070	14	23	aficionados	aficionado	NOUN
bracis-19070	14	24	and	and	CCONJ
bracis-19070	14	25	the	the	DET
bracis-19070	14	26	general	general	ADJ
bracis-19070	14	27	crowd	crowd	NOUN
bracis-19070	14	28	within	within	ADP
bracis-19070	14	29	museums	museum	NOUN
bracis-19070	14	30	and	and	CCONJ
bracis-19070	14	31	galleries	gallery	NOUN
bracis-19070	14	32	.	.	PUNCT
bracis-19070	15	1	besides	besides	SCONJ
bracis-19070	15	2	,	,	PUNCT
bracis-19070	15	3	style	style	NOUN
bracis-19070	15	4	categories	category	NOUN
bracis-19070	15	5	can	can	AUX
bracis-19070	15	6	be	be	AUX
bracis-19070	15	7	used	use	VERB
bracis-19070	15	8	by	by	ADP
bracis-19070	15	9	recommendation	recommendation	NOUN
bracis-19070	15	10	tools	tool	NOUN
bracis-19070	15	11	to	to	PART
bracis-19070	15	12	improve	improve	VERB
bracis-19070	15	13	a	a	DET
bracis-19070	15	14	museum	museum	NOUN
bracis-19070	15	15	visitor	visitor	NOUN
bracis-19070	15	16	’s	’s	PART
bracis-19070	15	17	experience	experience	NOUN
bracis-19070	15	18	,	,	PUNCT
bracis-19070	15	19	either	either	CCONJ
bracis-19070	15	20	in	in	ADP
bracis-19070	15	21	a	a	DET
bracis-19070	15	22	traditional	traditional	ADJ
bracis-19070	15	23	physical	physical	ADJ
bracis-19070	15	24	museum	museum	NOUN
bracis-19070	15	25	location	location	NOUN
bracis-19070	15	26	or	or	CCONJ
bracis-19070	15	27	in	in	ADP
bracis-19070	15	28	one	one	NUM
bracis-19070	15	29	of	of	ADP
bracis-19070	15	30	the	the	DET
bracis-19070	15	31	increasingly	increasingly	ADV
bracis-19070	15	32	common	common	ADJ
bracis-19070	15	33	digital	digital	ADJ
bracis-19070	15	34	galleries	gallery	NOUN
bracis-19070	15	35	.	.	PUNCT
bracis-19070	16	1	alas	alas	INTJ
bracis-19070	16	2	,	,	PUNCT
bracis-19070	16	3	the	the	DET
bracis-19070	16	4	current	current	ADJ
bracis-19070	16	5	quantity	quantity	NOUN
bracis-19070	16	6	of	of	ADP
bracis-19070	16	7	online	online	ADJ
bracis-19070	16	8	art	art	NOUN
bracis-19070	16	9	has	have	AUX
bracis-19070	16	10	now	now	ADV
bracis-19070	16	11	surpassed	surpass	VERB
bracis-19070	16	12	our	our	PRON
bracis-19070	16	13	manual	manual	ADJ
bracis-19070	16	14	indexing	indexing	NOUN
bracis-19070	16	15	abilities	ability	NOUN
bracis-19070	16	16	.	.	PUNCT
bracis-19070	17	1	the	the	DET
bracis-19070	17	2	field	field	NOUN
bracis-19070	17	3	of	of	ADP
bracis-19070	17	4	computer	computer	NOUN
bracis-19070	17	5	vision	vision	NOUN
bracis-19070	17	6	has	have	AUX
bracis-19070	17	7	developed	develop	VERB
bracis-19070	17	8	artwork	artwork	NOUN
bracis-19070	17	9	style	style	NOUN
bracis-19070	17	10	classification	classification	NOUN
bracis-19070	17	11	tools	tool	NOUN
bracis-19070	17	12	using	use	VERB
bracis-19070	17	13	a	a	DET
bracis-19070	17	14	diversity	diversity	NOUN
bracis-19070	17	15	of	of	ADP
bracis-19070	17	16	techniques	technique	NOUN
bracis-19070	17	17	from	from	ADP
bracis-19070	17	18	feature	feature	NOUN
bracis-19070	17	19	-	-	PUNCT
bracis-19070	17	20	based	base	VERB
bracis-19070	17	21	machine	machine	NOUN
bracis-19070	17	22	learning	learning	NOUN
bracis-19070	17	23	 	 	SPACE
bracis-19070	18	1	[	[	X
bracis-19070	18	2	2	2	NUM
bracis-19070	18	3	,	,	PUNCT
bracis-19070	18	4	32	32	NUM
bracis-19070	18	5	]	]	PUNCT
bracis-19070	18	6	to	to	ADP
bracis-19070	18	7	deep	deep	ADJ
bracis-19070	18	8	learning	learning	NOUN
bracis-19070	18	9	 	 	SPACE
bracis-19070	19	1	[	[	X
bracis-19070	19	2	3	3	NUM
bracis-19070	19	3	,	,	PUNCT
bracis-19070	19	4	10	10	NUM
bracis-19070	19	5	,	,	PUNCT
bracis-19070	19	6	23	23	NUM
bracis-19070	19	7	]	]	PUNCT
bracis-19070	19	8	.	.	PUNCT
bracis-19070	20	1	beyond	beyond	ADP
bracis-19070	20	2	the	the	DET
bracis-19070	20	3	challenge	challenge	NOUN
bracis-19070	20	4	of	of	ADP
bracis-19070	20	5	class	class	NOUN
bracis-19070	20	6	imbalance	imbalance	NOUN
bracis-19070	20	7	,	,	PUNCT
bracis-19070	20	8	style	style	NOUN
bracis-19070	20	9	classification	classification	NOUN
bracis-19070	20	10	is	be	AUX
bracis-19070	20	11	further	far	ADV
bracis-19070	20	12	complicated	complicate	VERB
bracis-19070	20	13	by	by	ADP
bracis-19070	20	14	aesthetic	aesthetic	ADJ
bracis-19070	20	15	diversity	diversity	NOUN
bracis-19070	20	16	,	,	PUNCT
bracis-19070	20	17	a	a	DET
bracis-19070	20	18	problem	problem	NOUN
bracis-19070	20	19	that	that	PRON
bracis-19070	20	20	is	be	AUX
bracis-19070	20	21	not	not	PART
bracis-19070	20	22	usually	usually	ADV
bracis-19070	20	23	met	meet	VERB
bracis-19070	20	24	in	in	ADP
bracis-19070	20	25	most	most	ADJ
bracis-19070	20	26	image	image	NOUN
bracis-19070	20	27	classification	classification	NOUN
bracis-19070	20	28	models	model	NOUN
bracis-19070	20	29	.	.	PUNCT
bracis-19070	21	1	for	for	ADP
bracis-19070	21	2	instance	instance	NOUN
bracis-19070	21	3	,	,	PUNCT
bracis-19070	21	4	the	the	DET
bracis-19070	21	5	baroque	baroque	NOUN
bracis-19070	21	6	is	be	AUX
bracis-19070	21	7	directly	directly	ADV
bracis-19070	21	8	linked	link	VERB
bracis-19070	21	9	to	to	ADP
bracis-19070	21	10	the	the	DET
bracis-19070	21	11	historic	historic	ADJ
bracis-19070	21	12	moment	moment	NOUN
bracis-19070	21	13	of	of	ADP
bracis-19070	21	14	the	the	DET
bracis-19070	21	15	catholic	catholic	ADJ
bracis-19070	21	16	church	church	PROPN
bracis-19070	21	17	struggling	struggle	VERB
bracis-19070	21	18	against	against	ADP
bracis-19070	21	19	the	the	DET
bracis-19070	21	20	protestant	protestant	ADJ
bracis-19070	21	21	reformation	reformation	NOUN
bracis-19070	21	22	;	;	PUNCT
bracis-19070	21	23	in	in	ADP
bracis-19070	21	24	an	an	DET
bracis-19070	21	25	attempt	attempt	NOUN
bracis-19070	21	26	to	to	PART
bracis-19070	21	27	combat	combat	VERB
bracis-19070	21	28	the	the	DET
bracis-19070	21	29	protestant	protestant	ADJ
bracis-19070	21	30	faith	faith	NOUN
bracis-19070	21	31	,	,	PUNCT
bracis-19070	21	32	the	the	DET
bracis-19070	21	33	church	church	NOUN
bracis-19070	21	34	announced	announce	VERB
bracis-19070	21	35	during	during	ADP
bracis-19070	21	36	the	the	DET
bracis-19070	21	37	council	council	NOUN
bracis-19070	21	38	of	of	ADP
bracis-19070	21	39	trent	trent	NOUN
bracis-19070	21	40	(	(	PUNCT
bracis-19070	21	41	1545–1563	1545–1563	NUM
bracis-19070	21	42	)	)	PUNCT
bracis-19070	21	43	the	the	DET
bracis-19070	21	44	dissemination	dissemination	NOUN
bracis-19070	21	45	of	of	ADP
bracis-19070	21	46	religious	religious	ADJ
bracis-19070	21	47	ideas	idea	NOUN
bracis-19070	21	48	through	through	ADP
bracis-19070	21	49	images	image	NOUN
bracis-19070	21	50	to	to	PART
bracis-19070	21	51	awaken	awaken	VERB
bracis-19070	21	52	religious	religious	ADJ
bracis-19070	21	53	fervor	fervor	NOUN
bracis-19070	21	54	—	—	PUNCT
bracis-19070	21	55	therefore	therefore	ADV
bracis-19070	21	56	,	,	PUNCT
bracis-19070	21	57	the	the	DET
bracis-19070	21	58	baroque	baroque	NOUN
bracis-19070	21	59	works	work	NOUN
bracis-19070	21	60	are	be	AUX
bracis-19070	21	61	very	very	ADV
bracis-19070	21	62	concentrated	concentrated	ADJ
bracis-19070	21	63	on	on	ADP
bracis-19070	21	64	the	the	DET
bracis-19070	21	65	religious	religious	ADJ
bracis-19070	21	66	theme	theme	NOUN
bracis-19070	21	67	.	.	PUNCT
bracis-19070	22	1	minimalism	minimalism	NOUN
bracis-19070	22	2	,	,	PUNCT
bracis-19070	22	3	on	on	ADP
bracis-19070	22	4	the	the	DET
bracis-19070	22	5	other	other	ADJ
bracis-19070	22	6	hand	hand	NOUN
bracis-19070	22	7	,	,	PUNCT
bracis-19070	22	8	does	do	AUX
bracis-19070	22	9	not	not	PART
bracis-19070	22	10	have	have	VERB
bracis-19070	22	11	a	a	DET
bracis-19070	22	12	single	single	ADJ
bracis-19070	22	13	theme	theme	NOUN
bracis-19070	22	14	,	,	PUNCT
bracis-19070	22	15	but	but	CCONJ
bracis-19070	22	16	it	it	PRON
bracis-19070	22	17	employs	employ	VERB
bracis-19070	22	18	a	a	DET
bracis-19070	22	19	few	few	ADJ
bracis-19070	22	20	elements	element	NOUN
bracis-19070	22	21	in	in	ADP
bracis-19070	22	22	a	a	DET
bracis-19070	22	23	distinctive	distinctive	ADJ
bracis-19070	22	24	manner	manner	NOUN
bracis-19070	22	25	[	[	X
bracis-19070	22	26	15	15	NUM
bracis-19070	22	27	]	]	PUNCT
bracis-19070	22	28	.	.	PUNCT
bracis-19070	23	1	the	the	DET
bracis-19070	23	2	use	use	NOUN
bracis-19070	23	3	of	of	ADP
bracis-19070	23	4	image	image	NOUN
bracis-19070	23	5	augmentation	augmentation	NOUN
bracis-19070	23	6	is	be	AUX
bracis-19070	23	7	well	well	ADV
bracis-19070	23	8	established	establish	VERB
bracis-19070	23	9	in	in	ADP
bracis-19070	23	10	computer	computer	NOUN
bracis-19070	23	11	vision	vision	NOUN
bracis-19070	23	12	so	so	SCONJ
bracis-19070	23	13	as	as	SCONJ
bracis-19070	23	14	to	to	PART
bracis-19070	23	15	enhance	enhance	VERB
bracis-19070	23	16	the	the	DET
bracis-19070	23	17	content	content	NOUN
bracis-19070	23	18	of	of	ADP
bracis-19070	23	19	a	a	DET
bracis-19070	23	20	training	training	NOUN
bracis-19070	23	21	dataset	dataset	NOUN
bracis-19070	23	22	.	.	PUNCT
bracis-19070	24	1	but	but	CCONJ
bracis-19070	24	2	usual	usual	ADJ
bracis-19070	24	3	techniques	technique	NOUN
bracis-19070	24	4	do	do	AUX
bracis-19070	24	5	not	not	PART
bracis-19070	24	6	produce	produce	VERB
bracis-19070	24	7	good	good	ADJ
bracis-19070	24	8	results	result	NOUN
bracis-19070	24	9	when	when	SCONJ
bracis-19070	24	10	applied	apply	VERB
bracis-19070	24	11	to	to	ADP
bracis-19070	24	12	artwork	artwork	NOUN
bracis-19070	24	13	;	;	PUNCT
bracis-19070	24	14	for	for	ADP
bracis-19070	24	15	instance	instance	NOUN
bracis-19070	24	16	,	,	PUNCT
bracis-19070	24	17	many	many	ADJ
bracis-19070	24	18	of	of	ADP
bracis-19070	24	19	the	the	DET
bracis-19070	24	20	common	common	ADJ
bracis-19070	24	21	image	image	NOUN
bracis-19070	24	22	augmentation	augmentation	NOUN
bracis-19070	24	23	techniques	technique	NOUN
bracis-19070	24	24	modify	modify	VERB
bracis-19070	24	25	the	the	DET
bracis-19070	24	26	resulting	result	VERB
bracis-19070	24	27	color	color	NOUN
bracis-19070	24	28	of	of	ADP
bracis-19070	24	29	the	the	DET
bracis-19070	24	30	image	image	NOUN
bracis-19070	24	31	,	,	PUNCT
bracis-19070	24	32	which	which	PRON
bracis-19070	24	33	can	can	AUX
bracis-19070	24	34	be	be	AUX
bracis-19070	24	35	problematic	problematic	ADJ
bracis-19070	24	36	in	in	ADP
bracis-19070	24	37	the	the	DET
bracis-19070	24	38	case	case	NOUN
bracis-19070	24	39	of	of	ADP
bracis-19070	24	40	artwork	artwork	NOUN
bracis-19070	24	41	as	as	SCONJ
bracis-19070	24	42	colors	color	NOUN
bracis-19070	24	43	often	often	ADV
bracis-19070	24	44	have	have	VERB
bracis-19070	24	45	or	or	CCONJ
bracis-19070	24	46	convey	convey	VERB
bracis-19070	24	47	particular	particular	ADJ
bracis-19070	24	48	meaning	meaning	NOUN
bracis-19070	24	49	.	.	PUNCT
bracis-19070	25	1	in	in	ADP
bracis-19070	25	2	this	this	DET
bracis-19070	25	3	paper	paper	NOUN
bracis-19070	25	4	we	we	PRON
bracis-19070	25	5	propose	propose	VERB
bracis-19070	25	6	an	an	DET
bracis-19070	25	7	artwork	artwork	NOUN
bracis-19070	25	8	style	style	NOUN
bracis-19070	25	9	classifier	classifier	NOUN
bracis-19070	25	10	that	that	PRON
bracis-19070	25	11	resorts	resort	VERB
bracis-19070	25	12	to	to	PART
bracis-19070	25	13	generative	generative	VERB
bracis-19070	25	14	adversarial	adversarial	ADJ
bracis-19070	25	15	networks	network	NOUN
bracis-19070	25	16	(	(	PUNCT
bracis-19070	25	17	gans	gan	NOUN
bracis-19070	25	18	)	)	PUNCT
bracis-19070	25	19	as	as	ADP
bracis-19070	25	20	an	an	DET
bracis-19070	25	21	image	image	NOUN
bracis-19070	25	22	augmentation	augmentation	NOUN
bracis-19070	25	23	tool	tool	NOUN
bracis-19070	25	24	for	for	ADP
bracis-19070	25	25	oversampling	oversample	VERB
bracis-19070	25	26	.	.	PUNCT
bracis-19070	26	1	artwork	artwork	NOUN
bracis-19070	26	2	generation	generation	NOUN
bracis-19070	26	3	with	with	ADP
bracis-19070	26	4	gans	gan	NOUN
bracis-19070	26	5	is	be	AUX
bracis-19070	26	6	not	not	PART
bracis-19070	26	7	a	a	DET
bracis-19070	26	8	direct	direct	ADJ
bracis-19070	26	9	matter	matter	NOUN
bracis-19070	26	10	;	;	PUNCT
bracis-19070	26	11	even	even	ADV
bracis-19070	26	12	high	high	ADJ
bracis-19070	26	13	performance	performance	NOUN
bracis-19070	26	14	gan	gan	PROPN
bracis-19070	26	15	architectures	architecture	NOUN
bracis-19070	26	16	did	do	AUX
bracis-19070	26	17	not	not	PART
bracis-19070	26	18	do	do	VERB
bracis-19070	26	19	well	well	ADV
bracis-19070	26	20	in	in	ADP
bracis-19070	26	21	preliminary	preliminary	ADJ
bracis-19070	26	22	experiments	experiment	NOUN
bracis-19070	26	23	,	,	PUNCT
bracis-19070	26	24	so	so	SCONJ
bracis-19070	26	25	we	we	PRON
bracis-19070	26	26	had	have	VERB
bracis-19070	26	27	to	to	PART
bracis-19070	26	28	propose	propose	VERB
bracis-19070	26	29	techniques	technique	NOUN
bracis-19070	26	30	to	to	PART
bracis-19070	26	31	enhance	enhance	VERB
bracis-19070	26	32	image	image	NOUN
bracis-19070	26	33	quality	quality	NOUN
bracis-19070	26	34	and	and	CCONJ
bracis-19070	26	35	diversity	diversity	NOUN
bracis-19070	26	36	.	.	PUNCT
bracis-19070	27	1	we	we	PRON
bracis-19070	27	2	describe	describe	VERB
bracis-19070	27	3	in	in	ADP
bracis-19070	27	4	this	this	DET
bracis-19070	27	5	paper	paper	NOUN
bracis-19070	27	6	a	a	DET
bracis-19070	27	7	methodology	methodology	NOUN
bracis-19070	27	8	for	for	ADP
bracis-19070	27	9	data	datum	NOUN
bracis-19070	27	10	augmentation	augmentation	NOUN
bracis-19070	27	11	that	that	PRON
bracis-19070	27	12	is	be	AUX
bracis-19070	27	13	tuned	tune	VERB
bracis-19070	27	14	to	to	ADP
bracis-19070	27	15	the	the	DET
bracis-19070	27	16	requirements	requirement	NOUN
bracis-19070	27	17	of	of	ADP
bracis-19070	27	18	artwork	artwork	NOUN
bracis-19070	27	19	classification	classification	NOUN
bracis-19070	27	20	;	;	PUNCT
bracis-19070	27	21	we	we	PRON
bracis-19070	27	22	also	also	ADV
bracis-19070	27	23	describe	describe	VERB
bracis-19070	27	24	a	a	DET
bracis-19070	27	25	specialized	specialized	ADJ
bracis-19070	27	26	network	network	NOUN
bracis-19070	27	27	architecture	architecture	NOUN
bracis-19070	27	28	and	and	CCONJ
bracis-19070	27	29	an	an	DET
bracis-19070	27	30	adjusted	adjust	VERB
bracis-19070	27	31	loss	loss	NOUN
bracis-19070	27	32	function	function	NOUN
bracis-19070	27	33	that	that	PRON
bracis-19070	27	34	both	both	PRON
bracis-19070	27	35	contribute	contribute	VERB
bracis-19070	27	36	to	to	ADP
bracis-19070	27	37	the	the	DET
bracis-19070	27	38	overall	overall	ADJ
bracis-19070	27	39	performance	performance	NOUN
bracis-19070	27	40	of	of	ADP
bracis-19070	27	41	our	our	PRON
bracis-19070	27	42	proposal	proposal	NOUN
bracis-19070	27	43	.	.	PUNCT
bracis-19070	28	1	in	in	ADP
bracis-19070	28	2	short	short	ADJ
bracis-19070	28	3	,	,	PUNCT
bracis-19070	28	4	our	our	PRON
bracis-19070	28	5	contributions	contribution	NOUN
bracis-19070	28	6	are	be	AUX
bracis-19070	28	7	both	both	PRON
bracis-19070	28	8	in	in	ADP
bracis-19070	28	9	adopting	adopt	VERB
bracis-19070	28	10	gans	gan	NOUN
bracis-19070	28	11	for	for	ADP
bracis-19070	28	12	data	datum	NOUN
bracis-19070	28	13	augmentation	augmentation	NOUN
bracis-19070	28	14	in	in	ADP
bracis-19070	28	15	the	the	DET
bracis-19070	28	16	particular	particular	ADJ
bracis-19070	28	17	context	context	NOUN
bracis-19070	28	18	of	of	ADP
bracis-19070	28	19	artwork	artwork	NOUN
bracis-19070	28	20	classification	classification	NOUN
bracis-19070	28	21	,	,	PUNCT
bracis-19070	28	22	and	and	CCONJ
bracis-19070	28	23	in	in	ADP
bracis-19070	28	24	proposing	propose	VERB
bracis-19070	28	25	novel	novel	ADJ
bracis-19070	28	26	techniques	technique	NOUN
bracis-19070	28	27	that	that	PRON
bracis-19070	28	28	may	may	AUX
bracis-19070	28	29	be	be	AUX
bracis-19070	28	30	of	of	ADP
bracis-19070	28	31	broad	broad	ADJ
bracis-19070	28	32	interest	interest	NOUN
bracis-19070	28	33	whenever	whenever	SCONJ
bracis-19070	28	34	similar	similar	ADJ
bracis-19070	28	35	classification	classification	NOUN
bracis-19070	28	36	problems	problem	NOUN
bracis-19070	28	37	are	be	AUX
bracis-19070	28	38	met	meet	VERB
bracis-19070	28	39	.	.	PUNCT
bracis-19070	29	1	the	the	DET
bracis-19070	29	2	paper	paper	NOUN
bracis-19070	29	3	is	be	AUX
bracis-19070	29	4	organized	organize	VERB
bracis-19070	29	5	as	as	SCONJ
bracis-19070	29	6	follows	follow	VERB
bracis-19070	29	7	.	.	PUNCT
bracis-19070	30	1	section	section	NOUN
bracis-19070	30	2	 	 	SPACE
bracis-19070	30	3	2	2	NUM
bracis-19070	30	4	analyzes	analyze	VERB
bracis-19070	30	5	related	related	ADJ
bracis-19070	30	6	work	work	NOUN
bracis-19070	30	7	on	on	ADP
bracis-19070	30	8	art	art	NOUN
bracis-19070	30	9	style	style	NOUN
bracis-19070	30	10	classification	classification	NOUN
bracis-19070	30	11	and	and	CCONJ
bracis-19070	30	12	generative	generative	ADJ
bracis-19070	30	13	adversarial	adversarial	ADJ
bracis-19070	30	14	networks	network	NOUN
bracis-19070	30	15	.	.	PUNCT
bracis-19070	31	1	section	section	NOUN
bracis-19070	31	2	 	 	SPACE
bracis-19070	31	3	3	3	NUM
bracis-19070	31	4	describes	describe	VERB
bracis-19070	31	5	our	our	PRON
bracis-19070	31	6	approach	approach	NOUN
bracis-19070	31	7	;	;	PUNCT
bracis-19070	31	8	results	result	NOUN
bracis-19070	31	9	and	and	CCONJ
bracis-19070	31	10	analysis	analysis	NOUN
bracis-19070	31	11	are	be	AUX
bracis-19070	31	12	shown	show	VERB
bracis-19070	31	13	in	in	ADP
bracis-19070	31	14	sect	sect	NOUN
bracis-19070	31	15	.	.	PUNCT
bracis-19070	31	16	 	 	SPACE
bracis-19070	32	1	4	4	X
bracis-19070	32	2	.	.	PUNCT
bracis-19070	32	3	finally	finally	ADV
bracis-19070	32	4	,	,	PUNCT
bracis-19070	32	5	conclusions	conclusion	NOUN
bracis-19070	32	6	are	be	AUX
bracis-19070	32	7	presented	present	VERB
bracis-19070	32	8	in	in	ADP
bracis-19070	32	9	sect	sect	NOUN
bracis-19070	32	10	.	.	PUNCT
bracis-19070	32	11	 	 	SPACE
bracis-19070	33	1	5	5	NUM
bracis-19070	33	2	.	.	SYM
bracis-19070	33	3	2	2	NUM
bracis-19070	33	4	related	relate	VERB
bracis-19070	33	5	work	work	NOUN
bracis-19070	33	6	in	in	ADP
bracis-19070	33	7	this	this	DET
bracis-19070	33	8	section	section	NOUN
bracis-19070	33	9	,	,	PUNCT
bracis-19070	33	10	we	we	PRON
bracis-19070	33	11	explore	explore	VERB
bracis-19070	33	12	relevant	relevant	ADJ
bracis-19070	33	13	efforts	effort	NOUN
bracis-19070	33	14	on	on	ADP
bracis-19070	33	15	artwork	artwork	NOUN
bracis-19070	33	16	classification	classification	NOUN
bracis-19070	33	17	.	.	PUNCT
bracis-19070	34	1	we	we	PRON
bracis-19070	34	2	also	also	ADV
bracis-19070	34	3	present	present	VERB
bracis-19070	34	4	the	the	DET
bracis-19070	34	5	architectural	architectural	ADJ
bracis-19070	34	6	development	development	NOUN
bracis-19070	34	7	of	of	ADP
bracis-19070	34	8	generative	generative	ADJ
bracis-19070	34	9	adversarial	adversarial	ADJ
bracis-19070	34	10	networks	network	NOUN
bracis-19070	34	11	(	(	PUNCT
bracis-19070	34	12	gans	gan	NOUN
bracis-19070	34	13	)	)	PUNCT
bracis-19070	34	14	,	,	PUNCT
bracis-19070	34	15	its	its	PRON
bracis-19070	34	16	use	use	NOUN
bracis-19070	34	17	in	in	ADP
bracis-19070	34	18	the	the	DET
bracis-19070	34	19	art	art	NOUN
bracis-19070	34	20	domain	domain	NOUN
bracis-19070	34	21	and	and	CCONJ
bracis-19070	34	22	its	its	PRON
bracis-19070	34	23	relevance	relevance	NOUN
bracis-19070	34	24	to	to	ADP
bracis-19070	34	25	image	image	NOUN
bracis-19070	34	26	augmentation	augmentation	NOUN
bracis-19070	34	27	.	.	PUNCT
bracis-19070	35	1	2.1	2.1	NUM
bracis-19070	35	2	artwork	artwork	NOUN
bracis-19070	35	3	classification	classification	NOUN
bracis-19070	35	4	initial	initial	ADJ
bracis-19070	35	5	research	research	NOUN
bracis-19070	35	6	on	on	ADP
bracis-19070	35	7	artwork	artwork	NOUN
bracis-19070	35	8	classification	classification	NOUN
bracis-19070	35	9	was	be	AUX
bracis-19070	35	10	focused	focus	VERB
bracis-19070	35	11	on	on	ADP
bracis-19070	35	12	feature	feature	NOUN
bracis-19070	35	13	-	-	PUNCT
bracis-19070	35	14	based	base	VERB
bracis-19070	35	15	machine	machine	NOUN
bracis-19070	35	16	learning	learn	VERB
bracis-19070	35	17	[	[	X
bracis-19070	35	18	2	2	NUM
bracis-19070	35	19	,	,	PUNCT
bracis-19070	35	20	32	32	NUM
bracis-19070	35	21	]	]	PUNCT
bracis-19070	35	22	.	.	PUNCT
bracis-19070	36	1	since	since	SCONJ
bracis-19070	36	2	the	the	DET
bracis-19070	36	3	initial	initial	ADJ
bracis-19070	36	4	success	success	NOUN
bracis-19070	36	5	of	of	ADP
bracis-19070	36	6	a	a	DET
bracis-19070	36	7	convolutional	convolutional	ADJ
bracis-19070	36	8	neural	neural	ADJ
bracis-19070	36	9	network	network	NOUN
bracis-19070	36	10	(	(	PUNCT
bracis-19070	36	11	cnn	cnn	PROPN
bracis-19070	36	12	)	)	PUNCT
bracis-19070	36	13	in	in	ADP
bracis-19070	36	14	object	object	NOUN
bracis-19070	36	15	classification	classification	NOUN
bracis-19070	36	16	for	for	ADP
bracis-19070	36	17	imagenet	imagenet	NOUN
bracis-19070	36	18	[	[	X
bracis-19070	36	19	25	25	NUM
bracis-19070	36	20	]	]	PUNCT
bracis-19070	36	21	,	,	PUNCT
bracis-19070	36	22	several	several	ADJ
bracis-19070	36	23	studies	study	NOUN
bracis-19070	36	24	in	in	ADP
bracis-19070	36	25	artwork	artwork	NOUN
bracis-19070	36	26	classification	classification	NOUN
bracis-19070	36	27	have	have	AUX
bracis-19070	36	28	explored	explore	VERB
bracis-19070	36	29	these	these	DET
bracis-19070	36	30	networks	network	NOUN
bracis-19070	36	31	[	[	X
bracis-19070	36	32	3	3	NUM
bracis-19070	36	33	,	,	PUNCT
bracis-19070	36	34	10	10	NUM
bracis-19070	36	35	,	,	PUNCT
bracis-19070	36	36	16	16	NUM
bracis-19070	36	37	,	,	PUNCT
bracis-19070	36	38	23	23	NUM
bracis-19070	36	39	]	]	PUNCT
bracis-19070	36	40	.	.	PUNCT
bracis-19070	37	1	to	to	PART
bracis-19070	37	2	improve	improve	VERB
bracis-19070	37	3	the	the	DET
bracis-19070	37	4	performance	performance	NOUN
bracis-19070	37	5	of	of	ADP
bracis-19070	37	6	the	the	DET
bracis-19070	37	7	classification	classification	NOUN
bracis-19070	37	8	of	of	ADP
bracis-19070	37	9	art	art	NOUN
bracis-19070	37	10	styles	style	NOUN
bracis-19070	37	11	with	with	ADP
bracis-19070	37	12	cnns	cnn	NOUN
bracis-19070	37	13	,	,	PUNCT
bracis-19070	37	14	researchers	researcher	NOUN
bracis-19070	37	15	have	have	AUX
bracis-19070	37	16	investigated	investigate	VERB
bracis-19070	37	17	the	the	DET
bracis-19070	37	18	benefits	benefit	NOUN
bracis-19070	37	19	of	of	ADP
bracis-19070	37	20	pre	pre	ADJ
bracis-19070	37	21	-	-	ADJ
bracis-19070	37	22	trained	train	VERB
bracis-19070	37	23	weights	weight	NOUN
bracis-19070	37	24	from	from	ADP
bracis-19070	37	25	the	the	DET
bracis-19070	37	26	imagenet	imagenet	NOUN
bracis-19070	37	27	challenge	challenge	NOUN
bracis-19070	37	28	instead	instead	ADV
bracis-19070	37	29	of	of	ADP
bracis-19070	37	30	random	random	ADJ
bracis-19070	37	31	startups	startup	NOUN
bracis-19070	37	32	[	[	X
bracis-19070	37	33	26	26	NUM
bracis-19070	37	34	,	,	PUNCT
bracis-19070	37	35	36	36	NUM
bracis-19070	37	36	]	]	PUNCT
bracis-19070	37	37	.	.	PUNCT
bracis-19070	38	1	there	there	PRON
bracis-19070	38	2	has	have	AUX
bracis-19070	38	3	been	be	AUX
bracis-19070	38	4	significant	significant	ADJ
bracis-19070	38	5	activity	activity	NOUN
bracis-19070	38	6	in	in	ADP
bracis-19070	38	7	artwork	artwork	NOUN
bracis-19070	38	8	classification	classification	NOUN
bracis-19070	38	9	in	in	ADP
bracis-19070	38	10	recent	recent	ADJ
bracis-19070	38	11	years	year	NOUN
bracis-19070	38	12	.	.	PUNCT
bracis-19070	39	1	cetinic	cetinic	PROPN
bracis-19070	39	2	et	et	PROPN
bracis-19070	39	3	al	al	PROPN
bracis-19070	39	4	.	.	PROPN
bracis-19070	39	5	expanded	expand	VERB
bracis-19070	39	6	artwork	artwork	NOUN
bracis-19070	39	7	classification	classification	NOUN
bracis-19070	39	8	beyond	beyond	ADP
bracis-19070	39	9	style	style	NOUN
bracis-19070	39	10	,	,	PUNCT
bracis-19070	39	11	genre	genre	NOUN
bracis-19070	39	12	,	,	PUNCT
bracis-19070	39	13	artist	artist	NOUN
bracis-19070	39	14	and	and	CCONJ
bracis-19070	39	15	time	time	NOUN
bracis-19070	39	16	period	period	NOUN
bracis-19070	39	17	classification	classification	NOUN
bracis-19070	39	18	,	,	PUNCT
bracis-19070	39	19	examining	examine	VERB
bracis-19070	39	20	also	also	ADV
bracis-19070	39	21	nationality	nationality	NOUN
bracis-19070	39	22	and	and	CCONJ
bracis-19070	39	23	testing	testing	NOUN
bracis-19070	39	24	scene	scene	NOUN
bracis-19070	39	25	recognition	recognition	NOUN
bracis-19070	39	26	and	and	CCONJ
bracis-19070	39	27	sentiment	sentiment	NOUN
bracis-19070	39	28	analysis	analysis	NOUN
bracis-19070	39	29	techniques	technique	NOUN
bracis-19070	39	30	[	[	X
bracis-19070	39	31	6	6	NUM
bracis-19070	39	32	]	]	PUNCT
bracis-19070	39	33	.	.	PUNCT
bracis-19070	40	1	chu	chu	PROPN
bracis-19070	40	2	et	et	PROPN
bracis-19070	40	3	al	al	PROPN
bracis-19070	40	4	.	.	PROPN
bracis-19070	40	5	studied	study	VERB
bracis-19070	40	6	the	the	DET
bracis-19070	40	7	style	style	NOUN
bracis-19070	40	8	classification	classification	NOUN
bracis-19070	40	9	task	task	NOUN
bracis-19070	40	10	focusing	focus	VERB
bracis-19070	40	11	on	on	ADP
bracis-19070	40	12	describing	describe	VERB
bracis-19070	40	13	image	image	NOUN
bracis-19070	40	14	texture	texture	NOUN
bracis-19070	40	15	with	with	ADP
bracis-19070	40	16	deep	deep	ADJ
bracis-19070	40	17	learning	learning	NOUN
bracis-19070	40	18	.	.	PUNCT
bracis-19070	41	1	they	they	PRON
bracis-19070	41	2	investigated	investigate	VERB
bracis-19070	41	3	the	the	DET
bracis-19070	41	4	intra	intra	ADJ
bracis-19070	41	5	-	-	ADJ
bracis-19070	41	6	layer	layer	NOUN
bracis-19070	41	7	and	and	CCONJ
bracis-19070	41	8	inter	inter	ADJ
bracis-19070	41	9	-	-	ADJ
bracis-19070	41	10	layer	layer	ADJ
bracis-19070	41	11	correlations	correlation	NOUN
bracis-19070	41	12	in	in	ADP
bracis-19070	41	13	order	order	NOUN
bracis-19070	41	14	to	to	PART
bracis-19070	41	15	create	create	VERB
bracis-19070	41	16	deep	deep	ADJ
bracis-19070	41	17	features	feature	NOUN
bracis-19070	41	18	for	for	ADP
bracis-19070	41	19	style	style	NOUN
bracis-19070	41	20	classification	classification	NOUN
bracis-19070	41	21	.	.	PUNCT
bracis-19070	42	1	[	[	X
bracis-19070	42	2	9	9	NUM
bracis-19070	42	3	]	]	PUNCT
bracis-19070	42	4	.	.	PUNCT
bracis-19070	43	1	the	the	DET
bracis-19070	43	2	work	work	NOUN
bracis-19070	43	3	of	of	ADP
bracis-19070	43	4	elgammal	elgammal	PROPN
bracis-19070	43	5	et	et	PROPN
bracis-19070	43	6	al	al	PROPN
bracis-19070	43	7	.	.	PROPN
bracis-19070	43	8	analyzed	analyze	VERB
bracis-19070	43	9	the	the	DET
bracis-19070	43	10	learned	learn	VERB
bracis-19070	43	11	representations	representation	NOUN
bracis-19070	43	12	of	of	ADP
bracis-19070	43	13	a	a	DET
bracis-19070	43	14	fine	fine	ADV
bracis-19070	43	15	-	-	PUNCT
bracis-19070	43	16	tuned	tune	VERB
bracis-19070	43	17	resnet-152	resnet-152	NOUN
bracis-19070	43	18	,	,	PUNCT
bracis-19070	43	19	noting	note	VERB
bracis-19070	43	20	that	that	SCONJ
bracis-19070	43	21	some	some	PRON
bracis-19070	43	22	of	of	ADP
bracis-19070	43	23	the	the	DET
bracis-19070	43	24	style	style	NOUN
bracis-19070	43	25	patterns	pattern	NOUN
bracis-19070	43	26	designed	design	VERB
bracis-19070	43	27	by	by	ADP
bracis-19070	43	28	heinrich	heinrich	PROPN
bracis-19070	43	29	wölfflin	wölfflin	PROPN
bracis-19070	43	30	(	(	PUNCT
bracis-19070	43	31	1846–1945	1846–1945	NUM
bracis-19070	43	32	)	)	PUNCT
bracis-19070	43	33	correlate	correlate	VERB
bracis-19070	43	34	with	with	ADP
bracis-19070	43	35	the	the	DET
bracis-19070	43	36	pca	pca	NOUN
bracis-19070	43	37	decomposition	decomposition	NOUN
bracis-19070	43	38	of	of	ADP
bracis-19070	43	39	these	these	DET
bracis-19070	43	40	learned	learn	VERB
bracis-19070	43	41	representations	representation	NOUN
bracis-19070	43	42	[	[	X
bracis-19070	43	43	14	14	NUM
bracis-19070	43	44	]	]	PUNCT
bracis-19070	43	45	.	.	PUNCT
bracis-19070	44	1	in	in	ADP
bracis-19070	44	2	rodriguez	rodriguez	PROPN
bracis-19070	44	3	et	et	PROPN
bracis-19070	44	4	al	al	PROPN
bracis-19070	44	5	.	.	PROPN
bracis-19070	44	6	,	,	PUNCT
bracis-19070	44	7	five	five	NUM
bracis-19070	44	8	image	image	NOUN
bracis-19070	44	9	patches	patch	NOUN
bracis-19070	44	10	of	of	ADP
bracis-19070	44	11	painting	painting	NOUN
bracis-19070	44	12	were	be	AUX
bracis-19070	44	13	used	use	VERB
bracis-19070	44	14	for	for	ADP
bracis-19070	44	15	training	training	NOUN
bracis-19070	44	16	and	and	CCONJ
bracis-19070	44	17	weights	weight	NOUN
bracis-19070	44	18	for	for	ADP
bracis-19070	44	19	each	each	DET
bracis-19070	44	20	patch	patch	NOUN
bracis-19070	44	21	were	be	AUX
bracis-19070	44	22	optimized	optimize	VERB
bracis-19070	44	23	in	in	ADP
bracis-19070	44	24	order	order	NOUN
bracis-19070	44	25	to	to	PART
bracis-19070	44	26	improve	improve	VERB
bracis-19070	44	27	accuracy	accuracy	NOUN
bracis-19070	44	28	of	of	ADP
bracis-19070	44	29	the	the	DET
bracis-19070	44	30	final	final	ADJ
bracis-19070	44	31	model	model	NOUN
bracis-19070	45	1	[	[	X
bracis-19070	45	2	29	29	NUM
bracis-19070	45	3	]	]	PUNCT
bracis-19070	45	4	.	.	PUNCT
bracis-19070	46	1	sandoval	sandoval	PROPN
bracis-19070	46	2	et	et	PROPN
bracis-19070	46	3	al	al	PROPN
bracis-19070	46	4	.	.	PROPN
bracis-19070	46	5	also	also	ADV
bracis-19070	46	6	worked	work	VERB
bracis-19070	46	7	with	with	ADP
bracis-19070	46	8	image	image	NOUN
bracis-19070	46	9	patches	patch	NOUN
bracis-19070	46	10	,	,	PUNCT
bracis-19070	46	11	but	but	CCONJ
bracis-19070	46	12	in	in	ADP
bracis-19070	46	13	a	a	DET
bracis-19070	46	14	two	two	NUM
bracis-19070	46	15	-	-	PUNCT
bracis-19070	46	16	stage	stage	NOUN
bracis-19070	46	17	deep	deep	ADJ
bracis-19070	46	18	learning	learning	NOUN
bracis-19070	46	19	approach	approach	NOUN
bracis-19070	46	20	,	,	PUNCT
bracis-19070	46	21	in	in	ADP
bracis-19070	46	22	which	which	PRON
bracis-19070	46	23	these	these	DET
bracis-19070	46	24	five	five	NUM
bracis-19070	46	25	patches	patch	NOUN
bracis-19070	46	26	are	be	AUX
bracis-19070	46	27	trained	train	VERB
bracis-19070	46	28	independently	independently	ADV
bracis-19070	46	29	at	at	ADP
bracis-19070	46	30	a	a	DET
bracis-19070	46	31	first	first	ADJ
bracis-19070	46	32	step	step	NOUN
bracis-19070	46	33	.	.	PUNCT
bracis-19070	47	1	at	at	ADP
bracis-19070	47	2	the	the	DET
bracis-19070	47	3	second	second	ADJ
bracis-19070	47	4	stage	stage	NOUN
bracis-19070	47	5	,	,	PUNCT
bracis-19070	47	6	the	the	DET
bracis-19070	47	7	outcome	outcome	NOUN
bracis-19070	47	8	of	of	ADP
bracis-19070	47	9	these	these	DET
bracis-19070	47	10	patches	patch	NOUN
bracis-19070	47	11	are	be	AUX
bracis-19070	47	12	fused	fuse	VERB
bracis-19070	47	13	to	to	ADP
bracis-19070	47	14	a	a	DET
bracis-19070	47	15	second	second	ADJ
bracis-19070	47	16	shallow	shallow	ADJ
bracis-19070	47	17	neural	neural	ADJ
bracis-19070	47	18	network	network	NOUN
bracis-19070	47	19	for	for	ADP
bracis-19070	47	20	the	the	DET
bracis-19070	47	21	final	final	ADJ
bracis-19070	47	22	decision	decision	NOUN
bracis-19070	47	23	[	[	X
bracis-19070	47	24	31	31	NUM
bracis-19070	47	25	]	]	PUNCT
bracis-19070	47	26	.	.	PUNCT
bracis-19070	48	1	zhong	zhong	PROPN
bracis-19070	48	2	et	et	PROPN
bracis-19070	48	3	al	al	PROPN
bracis-19070	48	4	.	.	PROPN
bracis-19070	48	5	presented	present	VERB
bracis-19070	48	6	a	a	DET
bracis-19070	48	7	two	two	NUM
bracis-19070	48	8	-	-	PUNCT
bracis-19070	48	9	channel	channel	NOUN
bracis-19070	48	10	dual	dual	ADJ
bracis-19070	48	11	path	path	NOUN
bracis-19070	48	12	network	network	NOUN
bracis-19070	48	13	and	and	CCONJ
bracis-19070	48	14	two	two	NUM
bracis-19070	48	15	inputs	input	NOUN
bracis-19070	48	16	are	be	AUX
bracis-19070	48	17	used	use	VERB
bracis-19070	48	18	:	:	PUNCT
bracis-19070	48	19	the	the	DET
bracis-19070	48	20	rgb	rgb	PROPN
bracis-19070	48	21	image	image	NOUN
bracis-19070	48	22	and	and	CCONJ
bracis-19070	48	23	four	four	NUM
bracis-19070	48	24	-	-	PUNCT
bracis-19070	48	25	directional	directional	ADJ
bracis-19070	48	26	gray	gray	ADJ
bracis-19070	48	27	-	-	PUNCT
bracis-19070	48	28	level	level	NOUN
bracis-19070	48	29	co	co	NOUN
bracis-19070	48	30	-	-	NOUN
bracis-19070	48	31	occurrence	occurrence	ADJ
bracis-19070	48	32	matrix	matrix	NOUN
bracis-19070	48	33	for	for	ADP
bracis-19070	48	34	detecting	detect	VERB
bracis-19070	48	35	the	the	DET
bracis-19070	48	36	brush	brush	NOUN
bracis-19070	48	37	stroke	stroke	NOUN
bracis-19070	48	38	information	information	NOUN
bracis-19070	48	39	[	[	X
bracis-19070	48	40	44	44	NUM
bracis-19070	48	41	]	]	PUNCT
bracis-19070	48	42	.	.	PUNCT
bracis-19070	49	1	the	the	DET
bracis-19070	49	2	work	work	NOUN
bracis-19070	49	3	of	of	ADP
bracis-19070	49	4	zhu	zhu	PROPN
bracis-19070	49	5	et	et	PROPN
bracis-19070	49	6	al	al	PROPN
bracis-19070	49	7	.	.	PUNCT
bracis-19070	50	1	not	not	PART
bracis-19070	50	2	only	only	ADV
bracis-19070	50	3	trained	train	VERB
bracis-19070	50	4	the	the	DET
bracis-19070	50	5	inception	inception	ADJ
bracis-19070	50	6	v3	v3	PROPN
bracis-19070	50	7	network	network	NOUN
bracis-19070	50	8	for	for	ADP
bracis-19070	50	9	classifying	classify	VERB
bracis-19070	50	10	nine	nine	NUM
bracis-19070	50	11	artistic	artistic	ADJ
bracis-19070	50	12	movements	movement	NOUN
bracis-19070	50	13	,	,	PUNCT
bracis-19070	50	14	but	but	CCONJ
bracis-19070	50	15	also	also	ADV
bracis-19070	50	16	used	use	VERB
bracis-19070	50	17	grad	grad	NOUN
bracis-19070	50	18	-	-	PUNCT
bracis-19070	50	19	cam	cam	NOUN
bracis-19070	50	20	heat	heat	NOUN
bracis-19070	50	21	map	map	NOUN
bracis-19070	50	22	for	for	ADP
bracis-19070	50	23	visualizing	visualize	VERB
bracis-19070	50	24	the	the	DET
bracis-19070	50	25	areas	area	NOUN
bracis-19070	50	26	of	of	ADP
bracis-19070	50	27	the	the	DET
bracis-19070	50	28	images	image	NOUN
bracis-19070	50	29	the	the	DET
bracis-19070	50	30	model	model	NOUN
bracis-19070	50	31	was	be	AUX
bracis-19070	50	32	focusing	focus	VERB
bracis-19070	50	33	for	for	ADP
bracis-19070	50	34	class	class	NOUN
bracis-19070	50	35	prediction	prediction	NOUN
bracis-19070	50	36	[	[	X
bracis-19070	50	37	46	46	NUM
bracis-19070	50	38	]	]	PUNCT
bracis-19070	50	39	.	.	PUNCT
bracis-19070	51	1	chen	chen	PROPN
bracis-19070	51	2	et	et	PROPN
bracis-19070	51	3	al	al	PROPN
bracis-19070	51	4	.	.	PROPN
bracis-19070	51	5	presented	present	VERB
bracis-19070	51	6	an	an	DET
bracis-19070	51	7	adaptive	adaptive	ADJ
bracis-19070	51	8	cross	cross	ADJ
bracis-19070	51	9	-	-	ADJ
bracis-19070	51	10	layer	layer	ADJ
bracis-19070	51	11	correlation	correlation	NOUN
bracis-19070	51	12	for	for	ADP
bracis-19070	51	13	artwork	artwork	NOUN
bracis-19070	51	14	classification	classification	NOUN
bracis-19070	51	15	,	,	PUNCT
bracis-19070	51	16	in	in	ADP
bracis-19070	51	17	which	which	PRON
bracis-19070	51	18	it	it	PRON
bracis-19070	51	19	adaptively	adaptively	ADV
bracis-19070	51	20	weights	weight	VERB
bracis-19070	51	21	features	feature	NOUN
bracis-19070	51	22	in	in	ADP
bracis-19070	51	23	different	different	ADJ
bracis-19070	51	24	spatial	spatial	ADJ
bracis-19070	51	25	locations	location	NOUN
bracis-19070	51	26	based	base	VERB
bracis-19070	51	27	on	on	ADP
bracis-19070	51	28	similarity	similarity	NOUN
bracis-19070	51	29	[	[	X
bracis-19070	51	30	7	7	NUM
bracis-19070	51	31	]	]	PUNCT
bracis-19070	51	32	.	.	PUNCT
bracis-19070	52	1	bianco	bianco	PROPN
bracis-19070	52	2	et	et	PROPN
bracis-19070	52	3	al	al	PROPN
bracis-19070	52	4	.	.	PROPN
bracis-19070	52	5	studied	study	VERB
bracis-19070	52	6	the	the	DET
bracis-19070	52	7	advantages	advantage	NOUN
bracis-19070	52	8	of	of	ADP
bracis-19070	52	9	training	train	VERB
bracis-19070	52	10	a	a	DET
bracis-19070	52	11	model	model	NOUN
bracis-19070	52	12	with	with	ADP
bracis-19070	52	13	the	the	DET
bracis-19070	52	14	full	full	ADJ
bracis-19070	52	15	image	image	NOUN
bracis-19070	52	16	of	of	ADP
bracis-19070	52	17	the	the	DET
bracis-19070	52	18	paintings	painting	NOUN
bracis-19070	52	19	and	and	CCONJ
bracis-19070	52	20	also	also	ADV
bracis-19070	52	21	its	its	PRON
bracis-19070	52	22	crop	crop	NOUN
bracis-19070	52	23	at	at	ADP
bracis-19070	52	24	different	different	ADJ
bracis-19070	52	25	resolutions	resolution	NOUN
bracis-19070	52	26	[	[	X
bracis-19070	52	27	4	4	NUM
bracis-19070	52	28	]	]	PUNCT
bracis-19070	52	29	.	.	PUNCT
bracis-19070	53	1	2.2	2.2	NUM
bracis-19070	53	2	generative	generative	ADJ
bracis-19070	53	3	adversarial	adversarial	ADJ
bracis-19070	53	4	networks	network	NOUN
bracis-19070	53	5	generative	generative	VERB
bracis-19070	53	6	adversarial	adversarial	ADJ
bracis-19070	53	7	networks	network	NOUN
bracis-19070	53	8	(	(	PUNCT
bracis-19070	53	9	gans	gan	NOUN
bracis-19070	53	10	)	)	PUNCT
bracis-19070	53	11	are	be	AUX
bracis-19070	53	12	built	build	VERB
bracis-19070	53	13	by	by	ADP
bracis-19070	53	14	training	train	VERB
bracis-19070	53	15	two	two	NUM
bracis-19070	53	16	networks	network	NOUN
bracis-19070	53	17	with	with	ADP
bracis-19070	53	18	a	a	DET
bracis-19070	53	19	minimax	minimax	NOUN
bracis-19070	53	20	game	game	NOUN
bracis-19070	53	21	framework	framework	NOUN
bracis-19070	53	22	,	,	PUNCT
bracis-19070	53	23	where	where	SCONJ
bracis-19070	53	24	we	we	PRON
bracis-19070	53	25	have	have	VERB
bracis-19070	53	26	a	a	DET
bracis-19070	53	27	model	model	NOUN
bracis-19070	53	28	capable	capable	ADJ
bracis-19070	53	29	of	of	ADP
bracis-19070	53	30	generating	generate	VERB
bracis-19070	53	31	synthetic	synthetic	ADJ
bracis-19070	53	32	data	datum	NOUN
bracis-19070	53	33	(	(	PUNCT
bracis-19070	53	34	model	model	NOUN
bracis-19070	53	35	g	g	PROPN
bracis-19070	53	36	)	)	PUNCT
bracis-19070	53	37	and	and	CCONJ
bracis-19070	53	38	another	another	DET
bracis-19070	53	39	model	model	NOUN
bracis-19070	53	40	that	that	PRON
bracis-19070	53	41	evaluates	evaluate	VERB
bracis-19070	53	42	whether	whether	SCONJ
bracis-19070	53	43	the	the	DET
bracis-19070	53	44	data	data	NOUN
bracis-19070	53	45	is	be	AUX
bracis-19070	53	46	real	real	ADJ
bracis-19070	53	47	or	or	CCONJ
bracis-19070	53	48	synthetic	synthetic	ADJ
bracis-19070	53	49	(	(	PUNCT
bracis-19070	53	50	model	model	NOUN
bracis-19070	53	51	d	d	NOUN
bracis-19070	53	52	)	)	PUNCT
bracis-19070	54	1	[	[	X
bracis-19070	54	2	19	19	NUM
bracis-19070	54	3	]	]	PUNCT
bracis-19070	54	4	.	.	PUNCT
bracis-19070	55	1	in	in	ADP
bracis-19070	55	2	the	the	DET
bracis-19070	55	3	work	work	NOUN
bracis-19070	55	4	of	of	ADP
bracis-19070	55	5	mirza	mirza	PROPN
bracis-19070	55	6	and	and	CCONJ
bracis-19070	55	7	osindero	osindero	NOUN
bracis-19070	55	8	,	,	PUNCT
bracis-19070	55	9	an	an	DET
bracis-19070	55	10	extra	extra	ADJ
bracis-19070	55	11	parameter	parameter	NOUN
bracis-19070	55	12	was	be	AUX
bracis-19070	55	13	introduced	introduce	VERB
bracis-19070	55	14	in	in	ADP
bracis-19070	55	15	the	the	DET
bracis-19070	55	16	gan	gan	ADJ
bracis-19070	55	17	architecture	architecture	NOUN
bracis-19070	55	18	so	so	SCONJ
bracis-19070	55	19	as	as	SCONJ
bracis-19070	55	20	to	to	PART
bracis-19070	55	21	allow	allow	VERB
bracis-19070	55	22	the	the	DET
bracis-19070	55	23	generator	generator	NOUN
bracis-19070	55	24	model	model	NOUN
bracis-19070	55	25	to	to	PART
bracis-19070	55	26	create	create	VERB
bracis-19070	55	27	images	image	NOUN
bracis-19070	55	28	according	accord	VERB
bracis-19070	55	29	to	to	ADP
bracis-19070	55	30	class	class	NOUN
bracis-19070	55	31	labels	label	NOUN
bracis-19070	55	32	[	[	X
bracis-19070	55	33	27	27	NUM
bracis-19070	55	34	]	]	PUNCT
bracis-19070	55	35	.	.	PUNCT
bracis-19070	56	1	chen	chen	PROPN
bracis-19070	56	2	et	et	PROPN
bracis-19070	56	3	al	al	PROPN
bracis-19070	56	4	.	.	PROPN
bracis-19070	56	5	developed	develop	VERB
bracis-19070	56	6	a	a	DET
bracis-19070	56	7	gan	gan	ADJ
bracis-19070	56	8	architecture	architecture	NOUN
bracis-19070	56	9	to	to	PART
bracis-19070	56	10	learn	learn	VERB
bracis-19070	56	11	disentangled	disentangle	VERB
bracis-19070	56	12	representations	representation	NOUN
bracis-19070	56	13	in	in	ADP
bracis-19070	56	14	an	an	DET
bracis-19070	56	15	unsupervised	unsupervised	ADJ
bracis-19070	56	16	manner	manner	NOUN
bracis-19070	56	17	;	;	PUNCT
bracis-19070	56	18	they	they	PRON
bracis-19070	56	19	introduced	introduce	VERB
bracis-19070	56	20	a	a	DET
bracis-19070	56	21	representation	representation	NOUN
bracis-19070	56	22	learning	learn	VERB
bracis-19070	56	23	algorithm	algorithm	NOUN
bracis-19070	56	24	called	call	VERB
bracis-19070	56	25	information	information	NOUN
bracis-19070	56	26	maximizing	maximize	VERB
bracis-19070	56	27	generative	generative	ADJ
bracis-19070	56	28	adversarial	adversarial	ADJ
bracis-19070	56	29	networks	network	NOUN
bracis-19070	56	30	(	(	PUNCT
bracis-19070	56	31	infogan	infogan	NOUN
bracis-19070	56	32	)	)	PUNCT
bracis-19070	56	33	,	,	PUNCT
bracis-19070	56	34	in	in	ADP
bracis-19070	56	35	which	which	PRON
bracis-19070	56	36	an	an	DET
bracis-19070	56	37	information	information	NOUN
bracis-19070	56	38	-	-	PUNCT
bracis-19070	56	39	regularized	regularize	VERB
bracis-19070	56	40	minimax	minimax	NOUN
bracis-19070	56	41	game	game	NOUN
bracis-19070	56	42	is	be	AUX
bracis-19070	56	43	used	use	VERB
bracis-19070	56	44	in	in	ADP
bracis-19070	56	45	order	order	NOUN
bracis-19070	56	46	to	to	PART
bracis-19070	56	47	train	train	VERB
bracis-19070	56	48	a	a	DET
bracis-19070	56	49	multi	multi	ADJ
bracis-19070	56	50	class	class	NOUN
bracis-19070	56	51	generative	generative	ADJ
bracis-19070	56	52	model	model	NOUN
bracis-19070	56	53	without	without	ADP
bracis-19070	56	54	the	the	DET
bracis-19070	56	55	label	label	NOUN
bracis-19070	56	56	information	information	NOUN
bracis-19070	56	57	[	[	X
bracis-19070	56	58	8	8	NUM
bracis-19070	56	59	]	]	PUNCT
bracis-19070	56	60	.	.	PUNCT
bracis-19070	57	1	some	some	DET
bracis-19070	57	2	work	work	NOUN
bracis-19070	57	3	on	on	ADP
bracis-19070	57	4	gans	gan	NOUN
bracis-19070	57	5	has	have	AUX
bracis-19070	57	6	focused	focus	VERB
bracis-19070	57	7	on	on	ADP
bracis-19070	57	8	the	the	DET
bracis-19070	57	9	impact	impact	NOUN
bracis-19070	57	10	of	of	ADP
bracis-19070	57	11	the	the	DET
bracis-19070	57	12	loss	loss	NOUN
bracis-19070	57	13	function	function	NOUN
bracis-19070	57	14	.	.	PUNCT
bracis-19070	58	1	arjovsky	arjovsky	PROPN
bracis-19070	58	2	et	et	PROPN
bracis-19070	58	3	al	al	PROPN
bracis-19070	58	4	.	.	PROPN
bracis-19070	58	5	used	use	VERB
bracis-19070	58	6	the	the	DET
bracis-19070	58	7	concept	concept	NOUN
bracis-19070	58	8	of	of	ADP
bracis-19070	58	9	the	the	DET
bracis-19070	58	10	earth	earth	NOUN
bracis-19070	58	11	mover	mover	NOUN
bracis-19070	58	12	(	(	PUNCT
bracis-19070	58	13	em	em	NOUN
bracis-19070	58	14	)	)	PUNCT
bracis-19070	58	15	distance	distance	NOUN
bracis-19070	58	16	,	,	PUNCT
bracis-19070	58	17	also	also	ADV
bracis-19070	58	18	known	know	VERB
bracis-19070	58	19	as	as	ADP
bracis-19070	58	20	wasserstein-1	wasserstein-1	NUM
bracis-19070	58	21	distance	distance	NOUN
bracis-19070	58	22	,	,	PUNCT
bracis-19070	58	23	as	as	ADP
bracis-19070	58	24	a	a	DET
bracis-19070	58	25	loss	loss	NOUN
bracis-19070	58	26	function	function	NOUN
bracis-19070	58	27	[	[	X
bracis-19070	58	28	1	1	NUM
bracis-19070	58	29	]	]	PUNCT
bracis-19070	58	30	.	.	PUNCT
bracis-19070	59	1	gulrajani	gulrajani	PROPN
bracis-19070	59	2	et	et	PROPN
bracis-19070	59	3	al	al	PROPN
bracis-19070	59	4	.	.	PROPN
bracis-19070	59	5	improved	improve	VERB
bracis-19070	59	6	the	the	DET
bracis-19070	59	7	wasserstein	wasserstein	NOUN
bracis-19070	59	8	function	function	NOUN
bracis-19070	59	9	loss	loss	NOUN
bracis-19070	59	10	adding	add	VERB
bracis-19070	59	11	a	a	DET
bracis-19070	59	12	gradient	gradient	ADJ
bracis-19070	59	13	penalty	penalty	NOUN
bracis-19070	59	14	[	[	X
bracis-19070	59	15	20	20	NUM
bracis-19070	59	16	]	]	PUNCT
bracis-19070	59	17	.	.	PUNCT
bracis-19070	60	1	an	an	DET
bracis-19070	60	2	important	important	ADJ
bracis-19070	60	3	concept	concept	NOUN
bracis-19070	60	4	in	in	ADP
bracis-19070	60	5	the	the	DET
bracis-19070	60	6	evolution	evolution	NOUN
bracis-19070	60	7	of	of	ADP
bracis-19070	60	8	the	the	DET
bracis-19070	60	9	gan	gan	ADJ
bracis-19070	60	10	architecture	architecture	NOUN
bracis-19070	60	11	is	be	AUX
bracis-19070	60	12	the	the	DET
bracis-19070	60	13	self	self	NOUN
bracis-19070	60	14	-	-	PUNCT
bracis-19070	60	15	attention	attention	NOUN
bracis-19070	60	16	mechanism	mechanism	NOUN
bracis-19070	60	17	.	.	PUNCT
bracis-19070	61	1	the	the	DET
bracis-19070	61	2	convolutional	convolutional	ADJ
bracis-19070	61	3	architecture	architecture	NOUN
bracis-19070	61	4	processes	process	VERB
bracis-19070	61	5	information	information	NOUN
bracis-19070	61	6	in	in	ADP
bracis-19070	61	7	local	local	ADJ
bracis-19070	61	8	neighborhoods	neighborhood	NOUN
bracis-19070	61	9	and	and	CCONJ
bracis-19070	61	10	it	it	PRON
bracis-19070	61	11	has	have	VERB
bracis-19070	61	12	no	no	DET
bracis-19070	61	13	mechanism	mechanism	NOUN
bracis-19070	61	14	to	to	PART
bracis-19070	61	15	deal	deal	VERB
bracis-19070	61	16	with	with	ADP
bracis-19070	61	17	long	long	ADJ
bracis-19070	61	18	distance	distance	NOUN
bracis-19070	61	19	dependencies	dependency	NOUN
bracis-19070	61	20	.	.	PUNCT
bracis-19070	62	1	the	the	DET
bracis-19070	62	2	self	self	NOUN
bracis-19070	62	3	-	-	PUNCT
bracis-19070	62	4	attention	attention	NOUN
bracis-19070	62	5	enables	enable	VERB
bracis-19070	62	6	both	both	CCONJ
bracis-19070	62	7	the	the	DET
bracis-19070	62	8	generator	generator	NOUN
bracis-19070	62	9	and	and	CCONJ
bracis-19070	62	10	the	the	DET
bracis-19070	62	11	discriminator	discriminator	NOUN
bracis-19070	62	12	to	to	PART
bracis-19070	62	13	deal	deal	VERB
bracis-19070	62	14	with	with	ADP
bracis-19070	62	15	widely	widely	ADV
bracis-19070	62	16	separated	separate	VERB
bracis-19070	62	17	spatial	spatial	ADJ
bracis-19070	62	18	regions	region	NOUN
bracis-19070	62	19	.	.	PUNCT
bracis-19070	63	1	the	the	DET
bracis-19070	63	2	work	work	NOUN
bracis-19070	63	3	of	of	ADP
bracis-19070	63	4	zhang	zhang	PROPN
bracis-19070	63	5	et	et	PROPN
bracis-19070	63	6	al	al	PROPN
bracis-19070	63	7	.	.	PROPN
bracis-19070	63	8	presented	present	VERB
bracis-19070	63	9	this	this	DET
bracis-19070	63	10	concept	concept	NOUN
bracis-19070	63	11	as	as	ADP
bracis-19070	63	12	self	self	NOUN
bracis-19070	63	13	-	-	PUNCT
bracis-19070	63	14	attention	attention	NOUN
bracis-19070	63	15	gan	gan	NOUN
bracis-19070	63	16	(	(	PUNCT
bracis-19070	63	17	sagan	sagan	PROPN
bracis-19070	63	18	)	)	PUNCT
bracis-19070	63	19	 	 	SPACE
bracis-19070	64	1	[	[	X
bracis-19070	64	2	43	43	NUM
bracis-19070	64	3	]	]	PUNCT
bracis-19070	64	4	and	and	CCONJ
bracis-19070	64	5	other	other	ADJ
bracis-19070	64	6	proposals	proposal	NOUN
bracis-19070	64	7	have	have	AUX
bracis-19070	64	8	used	use	VERB
bracis-19070	64	9	this	this	DET
bracis-19070	64	10	architecture	architecture	NOUN
bracis-19070	64	11	as	as	ADP
bracis-19070	64	12	a	a	DET
bracis-19070	64	13	reference	reference	NOUN
bracis-19070	64	14	[	[	X
bracis-19070	64	15	5	5	NUM
bracis-19070	64	16	,	,	PUNCT
bracis-19070	64	17	11	11	NUM
bracis-19070	64	18	]	]	PUNCT
bracis-19070	64	19	.	.	PUNCT
bracis-19070	65	1	the	the	DET
bracis-19070	65	2	use	use	NOUN
bracis-19070	65	3	of	of	ADP
bracis-19070	65	4	synthetic	synthetic	ADJ
bracis-19070	65	5	images	image	NOUN
bracis-19070	65	6	to	to	PART
bracis-19070	65	7	improve	improve	VERB
bracis-19070	65	8	classifiers	classifier	NOUN
bracis-19070	65	9	has	have	AUX
bracis-19070	65	10	been	be	AUX
bracis-19070	65	11	adopted	adopt	VERB
bracis-19070	65	12	particularly	particularly	ADV
bracis-19070	65	13	in	in	ADP
bracis-19070	65	14	the	the	DET
bracis-19070	65	15	medical	medical	ADJ
bracis-19070	65	16	field	field	NOUN
bracis-19070	65	17	,	,	PUNCT
bracis-19070	65	18	for	for	ADP
bracis-19070	65	19	instance	instance	NOUN
bracis-19070	65	20	in	in	ADP
bracis-19070	65	21	simulating	simulate	VERB
bracis-19070	65	22	lung	lung	NOUN
bracis-19070	65	23	nodules	nodule	NOUN
bracis-19070	65	24	[	[	X
bracis-19070	65	25	21	21	NUM
bracis-19070	65	26	]	]	PUNCT
bracis-19070	65	27	,	,	PUNCT
bracis-19070	65	28	ecg	ecg	PROPN
bracis-19070	66	1	[	[	X
bracis-19070	66	2	42	42	NUM
bracis-19070	66	3	]	]	PUNCT
bracis-19070	66	4	,	,	PUNCT
bracis-19070	66	5	liver	liver	NOUN
bracis-19070	66	6	lesions	lesion	NOUN
bracis-19070	66	7	[	[	X
bracis-19070	66	8	17	17	NUM
bracis-19070	66	9	]	]	PUNCT
bracis-19070	66	10	,	,	PUNCT
bracis-19070	66	11	chromosomes	chromosome	NOUN
bracis-19070	66	12	[	[	X
bracis-19070	66	13	40	40	NUM
bracis-19070	66	14	]	]	PUNCT
bracis-19070	66	15	,	,	PUNCT
bracis-19070	66	16	skins	skin	VERB
bracis-19070	66	17	lesions	lesion	NOUN
bracis-19070	66	18	[	[	X
bracis-19070	66	19	28	28	NUM
bracis-19070	66	20	]	]	PUNCT
bracis-19070	66	21	and	and	CCONJ
bracis-19070	66	22	covid-19	covid-19	PROPN
bracis-19070	66	23	results	result	VERB
bracis-19070	66	24	[	[	X
bracis-19070	66	25	12	12	NUM
bracis-19070	66	26	,	,	PUNCT
bracis-19070	66	27	38	38	NUM
bracis-19070	66	28	]	]	PUNCT
bracis-19070	66	29	.	.	PUNCT
bracis-19070	67	1	we	we	PRON
bracis-19070	67	2	also	also	ADV
bracis-19070	67	3	mention	mention	VERB
bracis-19070	67	4	the	the	DET
bracis-19070	67	5	work	work	NOUN
bracis-19070	67	6	of	of	ADP
bracis-19070	67	7	suh	suh	PROPN
bracis-19070	67	8	et	et	PROPN
bracis-19070	67	9	al	al	PROPN
bracis-19070	67	10	.	.	PROPN
bracis-19070	67	11	,	,	PUNCT
bracis-19070	67	12	where	where	SCONJ
bracis-19070	67	13	classifier	classifier	NOUN
bracis-19070	67	14	loss	loss	NOUN
bracis-19070	67	15	is	be	AUX
bracis-19070	67	16	included	include	VERB
bracis-19070	67	17	in	in	ADP
bracis-19070	67	18	the	the	DET
bracis-19070	67	19	gan	gan	PROPN
bracis-19070	67	20	training	training	NOUN
bracis-19070	67	21	process	process	NOUN
bracis-19070	67	22	in	in	ADP
bracis-19070	67	23	order	order	NOUN
bracis-19070	67	24	to	to	PART
bracis-19070	67	25	reduce	reduce	VERB
bracis-19070	67	26	ambiguity	ambiguity	NOUN
bracis-19070	67	27	between	between	ADP
bracis-19070	67	28	classes	class	NOUN
bracis-19070	67	29	:	:	PUNCT
bracis-19070	67	30	their	their	PRON
bracis-19070	67	31	classification	classification	NOUN
bracis-19070	67	32	enhancement	enhancement	NOUN
bracis-19070	67	33	generative	generative	ADJ
bracis-19070	67	34	adversarial	adversarial	ADJ
bracis-19070	67	35	networks	network	NOUN
bracis-19070	67	36	(	(	PUNCT
bracis-19070	67	37	cegan	cegan	NOUN
bracis-19070	67	38	)	)	PUNCT
bracis-19070	67	39	consist	consist	NOUN
bracis-19070	67	40	of	of	ADP
bracis-19070	67	41	three	three	NUM
bracis-19070	67	42	independent	independent	ADJ
bracis-19070	67	43	networks	network	NOUN
bracis-19070	67	44	–	–	PUNCT
bracis-19070	67	45	a	a	DET
bracis-19070	67	46	discriminator	discriminator	NOUN
bracis-19070	67	47	,	,	PUNCT
bracis-19070	67	48	a	a	DET
bracis-19070	67	49	generator	generator	NOUN
bracis-19070	67	50	and	and	CCONJ
bracis-19070	67	51	a	a	DET
bracis-19070	67	52	classifier	classifier	NOUN
bracis-19070	67	53	–	–	PUNCT
bracis-19070	67	54	using	use	VERB
bracis-19070	67	55	wgan	wgan	VERB
bracis-19070	67	56	-	-	PUNCT
bracis-19070	67	57	gp	gp	NOUN
bracis-19070	67	58	for	for	ADP
bracis-19070	67	59	classification	classification	NOUN
bracis-19070	67	60	under	under	ADP
bracis-19070	67	61	imbalanced	imbalanced	ADJ
bracis-19070	67	62	data	data	NOUN
bracis-19070	67	63	conditions	condition	NOUN
bracis-19070	67	64	[	[	X
bracis-19070	67	65	34	34	NUM
bracis-19070	67	66	]	]	PUNCT
bracis-19070	67	67	.	.	PUNCT
bracis-19070	68	1	generative	generative	ADJ
bracis-19070	68	2	adversarial	adversarial	ADJ
bracis-19070	68	3	networks	network	NOUN
bracis-19070	68	4	have	have	AUX
bracis-19070	68	5	already	already	ADV
bracis-19070	68	6	been	be	AUX
bracis-19070	68	7	used	use	VERB
bracis-19070	68	8	in	in	ADP
bracis-19070	68	9	the	the	DET
bracis-19070	68	10	art	art	NOUN
bracis-19070	68	11	domain	domain	NOUN
bracis-19070	68	12	.	.	PUNCT
bracis-19070	69	1	for	for	ADP
bracis-19070	69	2	instance	instance	NOUN
bracis-19070	69	3	,	,	PUNCT
bracis-19070	69	4	one	one	PRON
bracis-19070	69	5	can	can	AUX
bracis-19070	69	6	find	find	VERB
bracis-19070	69	7	a	a	DET
bracis-19070	69	8	generator	generator	NOUN
bracis-19070	69	9	for	for	ADP
bracis-19070	69	10	image	image	NOUN
bracis-19070	69	11	style	style	NOUN
bracis-19070	69	12	transfer	transfer	NOUN
bracis-19070	69	13	(	(	PUNCT
bracis-19070	69	14	the	the	DET
bracis-19070	69	15	cyclegan	cyclegan	NOUN
bracis-19070	69	16	 	 	SPACE
bracis-19070	70	1	[	[	X
bracis-19070	70	2	45	45	NUM
bracis-19070	70	3	]	]	NUM
bracis-19070	70	4	)	)	PUNCT
bracis-19070	70	5	,	,	PUNCT
bracis-19070	70	6	an	an	DET
bracis-19070	70	7	image	image	NOUN
bracis-19070	70	8	-	-	PUNCT
bracis-19070	70	9	to	to	ADP
bracis-19070	70	10	-	-	PUNCT
bracis-19070	70	11	image	image	NOUN
bracis-19070	70	12	translator	translator	NOUN
bracis-19070	70	13	from	from	ADP
bracis-19070	70	14	art	art	NOUN
bracis-19070	70	15	to	to	ADP
bracis-19070	70	16	real	real	ADJ
bracis-19070	70	17	images	image	NOUN
bracis-19070	70	18	[	[	X
bracis-19070	70	19	18	18	NUM
bracis-19070	70	20	,	,	PUNCT
bracis-19070	70	21	37	37	NUM
bracis-19070	70	22	]	]	PUNCT
bracis-19070	70	23	,	,	PUNCT
bracis-19070	70	24	and	and	CCONJ
bracis-19070	70	25	a	a	DET
bracis-19070	70	26	model	model	NOUN
bracis-19070	70	27	specialized	specialize	VERB
bracis-19070	70	28	in	in	ADP
bracis-19070	70	29	creating	create	VERB
bracis-19070	70	30	chinese	chinese	ADJ
bracis-19070	70	31	landscapes	landscape	NOUN
bracis-19070	71	1	[	[	X
bracis-19070	71	2	41	41	NUM
bracis-19070	71	3	]	]	PUNCT
bracis-19070	71	4	.	.	PUNCT
bracis-19070	72	1	the	the	DET
bracis-19070	72	2	first	first	ADJ
bracis-19070	72	3	,	,	PUNCT
bracis-19070	72	4	and	and	CCONJ
bracis-19070	72	5	to	to	ADP
bracis-19070	72	6	the	the	DET
bracis-19070	72	7	best	good	ADJ
bracis-19070	72	8	of	of	ADP
bracis-19070	72	9	our	our	PRON
bracis-19070	72	10	knowledge	knowledge	NOUN
bracis-19070	72	11	the	the	DET
bracis-19070	72	12	only	only	ADJ
bracis-19070	72	13	,	,	PUNCT
bracis-19070	72	14	work	work	NOUN
bracis-19070	72	15	aimed	aim	VERB
bracis-19070	72	16	at	at	ADP
bracis-19070	72	17	creating	create	VERB
bracis-19070	72	18	artwork	artwork	NOUN
bracis-19070	72	19	with	with	ADP
bracis-19070	72	20	the	the	DET
bracis-19070	72	21	wikiart	wikiart	NOUN
bracis-19070	72	22	dataset	dataset	NOUN
bracis-19070	72	23	appeared	appear	VERB
bracis-19070	72	24	in	in	ADP
bracis-19070	72	25	ref	ref	NOUN
bracis-19070	72	26	.	.	PUNCT
bracis-19070	73	1	[	[	X
bracis-19070	73	2	13	13	NUM
bracis-19070	73	3	]	]	PUNCT
bracis-19070	73	4	.	.	PUNCT
bracis-19070	74	1	there	there	ADV
bracis-19070	74	2	,	,	PUNCT
bracis-19070	74	3	elgammal	elgammal	PROPN
bracis-19070	74	4	et	et	PROPN
bracis-19070	74	5	al	al	PROPN
bracis-19070	74	6	.	.	PROPN
bracis-19070	74	7	developed	develop	VERB
bracis-19070	74	8	the	the	DET
bracis-19070	74	9	creative	creative	ADJ
bracis-19070	74	10	adversarial	adversarial	ADJ
bracis-19070	74	11	network	network	NOUN
bracis-19070	74	12	to	to	PART
bracis-19070	74	13	creatively	creatively	ADV
bracis-19070	74	14	generate	generate	VERB
bracis-19070	74	15	artwork	artwork	NOUN
bracis-19070	74	16	by	by	ADP
bracis-19070	74	17	maximizing	maximize	VERB
bracis-19070	74	18	deviation	deviation	NOUN
bracis-19070	74	19	from	from	ADP
bracis-19070	74	20	established	establish	VERB
bracis-19070	74	21	styles	style	NOUN
bracis-19070	74	22	and	and	CCONJ
bracis-19070	74	23	by	by	ADP
bracis-19070	74	24	minimizing	minimize	VERB
bracis-19070	74	25	deviation	deviation	NOUN
bracis-19070	74	26	from	from	ADP
bracis-19070	74	27	art	art	NOUN
bracis-19070	74	28	distribution	distribution	NOUN
bracis-19070	74	29	[	[	X
bracis-19070	74	30	13	13	NUM
bracis-19070	74	31	]	]	PUNCT
bracis-19070	74	32	.	.	PUNCT
bracis-19070	75	1	the	the	DET
bracis-19070	75	2	authors	author	NOUN
bracis-19070	75	3	found	find	VERB
bracis-19070	75	4	that	that	SCONJ
bracis-19070	75	5	the	the	DET
bracis-19070	75	6	way	way	NOUN
bracis-19070	75	7	to	to	PART
bracis-19070	75	8	encourage	encourage	VERB
bracis-19070	75	9	the	the	DET
bracis-19070	75	10	generator	generator	NOUN
bracis-19070	75	11	“	"	PUNCT
bracis-19070	75	12	to	to	PART
bracis-19070	75	13	be	be	AUX
bracis-19070	75	14	creative	creative	ADJ
bracis-19070	75	15	"	"	PUNCT
bracis-19070	75	16	was	be	AUX
bracis-19070	75	17	to	to	PART
bracis-19070	75	18	penalize	penalize	VERB
bracis-19070	75	19	it	it	PRON
bracis-19070	75	20	any	any	DET
bracis-19070	75	21	time	time	NOUN
bracis-19070	75	22	in	in	ADP
bracis-19070	75	23	which	which	PRON
bracis-19070	75	24	it	it	PRON
bracis-19070	75	25	was	be	AUX
bracis-19070	75	26	too	too	ADV
bracis-19070	75	27	easy	easy	ADJ
bracis-19070	75	28	for	for	SCONJ
bracis-19070	75	29	the	the	DET
bracis-19070	75	30	discriminator	discriminator	NOUN
bracis-19070	75	31	to	to	PART
bracis-19070	75	32	identify	identify	VERB
bracis-19070	75	33	the	the	DET
bracis-19070	75	34	synthetic	synthetic	ADJ
bracis-19070	75	35	image	image	NOUN
bracis-19070	75	36	as	as	ADP
bracis-19070	75	37	being	be	AUX
bracis-19070	75	38	art	art	NOUN
bracis-19070	75	39	from	from	ADP
bracis-19070	75	40	a	a	DET
bracis-19070	75	41	certain	certain	ADJ
bracis-19070	75	42	style	style	NOUN
bracis-19070	75	43	.	.	PUNCT
bracis-19070	76	1	3	3	NUM
bracis-19070	76	2	our	our	PRON
bracis-19070	76	3	proposal	proposal	NOUN
bracis-19070	76	4	simply	simply	ADV
bracis-19070	76	5	put	put	VERB
bracis-19070	76	6	,	,	PUNCT
bracis-19070	76	7	our	our	PRON
bracis-19070	76	8	main	main	ADJ
bracis-19070	76	9	goal	goal	NOUN
bracis-19070	76	10	is	be	AUX
bracis-19070	76	11	to	to	PART
bracis-19070	76	12	enhance	enhance	VERB
bracis-19070	76	13	the	the	DET
bracis-19070	76	14	accuracy	accuracy	NOUN
bracis-19070	76	15	of	of	ADP
bracis-19070	76	16	artwork	artwork	NOUN
bracis-19070	76	17	style	style	NOUN
bracis-19070	76	18	classification	classification	NOUN
bracis-19070	76	19	.	.	PUNCT
bracis-19070	77	1	in	in	ADP
bracis-19070	77	2	pursuing	pursue	VERB
bracis-19070	77	3	this	this	PRON
bracis-19070	77	4	,	,	PUNCT
bracis-19070	77	5	we	we	PRON
bracis-19070	77	6	were	be	AUX
bracis-19070	77	7	led	lead	VERB
bracis-19070	77	8	to	to	PART
bracis-19070	77	9	study	study	VERB
bracis-19070	77	10	the	the	DET
bracis-19070	77	11	potential	potential	ADJ
bracis-19070	77	12	benefits	benefit	NOUN
bracis-19070	77	13	of	of	ADP
bracis-19070	77	14	synthetic	synthetic	ADJ
bracis-19070	77	15	images	image	NOUN
bracis-19070	77	16	generated	generate	VERB
bracis-19070	77	17	by	by	ADP
bracis-19070	77	18	generative	generative	ADJ
bracis-19070	77	19	adversarial	adversarial	ADJ
bracis-19070	77	20	networks	network	NOUN
bracis-19070	77	21	.	.	PUNCT
bracis-19070	78	1	as	as	SCONJ
bracis-19070	78	2	noted	note	VERB
bracis-19070	78	3	before	before	ADV
bracis-19070	78	4	,	,	PUNCT
bracis-19070	78	5	synthetic	synthetic	ADJ
bracis-19070	78	6	art	art	NOUN
bracis-19070	78	7	generation	generation	NOUN
bracis-19070	78	8	has	have	AUX
bracis-19070	78	9	been	be	AUX
bracis-19070	78	10	employed	employ	VERB
bracis-19070	78	11	only	only	ADV
bracis-19070	78	12	by	by	ADP
bracis-19070	78	13	elgammal	elgammal	PROPN
bracis-19070	78	14	et	et	PROPN
bracis-19070	78	15	al	al	PROPN
bracis-19070	78	16	.	.	PROPN
bracis-19070	79	1	(	(	PUNCT
bracis-19070	79	2	2017	2017	NUM
bracis-19070	79	3	)	)	PUNCT
bracis-19070	79	4	,	,	PUNCT
bracis-19070	79	5	but	but	CCONJ
bracis-19070	79	6	not	not	PART
bracis-19070	79	7	with	with	ADP
bracis-19070	79	8	the	the	DET
bracis-19070	79	9	purpose	purpose	NOUN
bracis-19070	79	10	of	of	ADP
bracis-19070	79	11	enhancing	enhance	VERB
bracis-19070	79	12	classification	classification	NOUN
bracis-19070	79	13	;	;	PUNCT
bracis-19070	79	14	to	to	ADP
bracis-19070	79	15	the	the	DET
bracis-19070	79	16	best	good	ADJ
bracis-19070	79	17	of	of	ADP
bracis-19070	79	18	our	our	PRON
bracis-19070	79	19	knowledge	knowledge	NOUN
bracis-19070	79	20	,	,	PUNCT
bracis-19070	79	21	the	the	DET
bracis-19070	79	22	latter	latter	ADJ
bracis-19070	79	23	task	task	NOUN
bracis-19070	79	24	has	have	AUX
bracis-19070	79	25	not	not	PART
bracis-19070	79	26	been	be	AUX
bracis-19070	79	27	investigated	investigate	VERB
bracis-19070	79	28	yet	yet	ADV
bracis-19070	79	29	.	.	PUNCT
bracis-19070	80	1	in	in	ADP
bracis-19070	80	2	short	short	ADJ
bracis-19070	80	3	,	,	PUNCT
bracis-19070	80	4	our	our	PRON
bracis-19070	80	5	specific	specific	ADJ
bracis-19070	80	6	goal	goal	NOUN
bracis-19070	80	7	here	here	ADV
bracis-19070	80	8	is	be	AUX
bracis-19070	80	9	not	not	PART
bracis-19070	80	10	to	to	PART
bracis-19070	80	11	make	make	VERB
bracis-19070	80	12	art	art	NOUN
bracis-19070	80	13	,	,	PUNCT
bracis-19070	80	14	but	but	CCONJ
bracis-19070	80	15	to	to	PART
bracis-19070	80	16	improve	improve	VERB
bracis-19070	80	17	art	art	NOUN
bracis-19070	80	18	style	style	NOUN
bracis-19070	80	19	classification	classification	NOUN
bracis-19070	80	20	.	.	PUNCT
bracis-19070	81	1	we	we	PRON
bracis-19070	81	2	introduce	introduce	VERB
bracis-19070	81	3	a	a	DET
bracis-19070	81	4	strategy	strategy	NOUN
bracis-19070	81	5	that	that	PRON
bracis-19070	81	6	we	we	PRON
bracis-19070	81	7	refer	refer	VERB
bracis-19070	81	8	to	to	ADP
bracis-19070	81	9	as	as	ADP
bracis-19070	81	10	class	class	NOUN
bracis-19070	81	11	-	-	PUNCT
bracis-19070	81	12	by	by	ADP
bracis-19070	81	13	-	-	PUNCT
bracis-19070	81	14	class	class	NOUN
bracis-19070	81	15	performance	performance	NOUN
bracis-19070	81	16	analysis	analysis	NOUN
bracis-19070	81	17	.	.	PUNCT
bracis-19070	82	1	in	in	ADP
bracis-19070	82	2	order	order	NOUN
bracis-19070	82	3	to	to	PART
bracis-19070	82	4	start	start	VERB
bracis-19070	82	5	up	up	ADP
bracis-19070	82	6	learning	learn	VERB
bracis-19070	82	7	,	,	PUNCT
bracis-19070	82	8	a	a	DET
bracis-19070	82	9	baseline	baseline	NOUN
bracis-19070	82	10	model	model	NOUN
bracis-19070	82	11	is	be	AUX
bracis-19070	82	12	trained	train	VERB
bracis-19070	82	13	without	without	ADP
bracis-19070	82	14	image	image	NOUN
bracis-19070	82	15	augmentation	augmentation	NOUN
bracis-19070	82	16	techniques	technique	NOUN
bracis-19070	82	17	.	.	PUNCT
bracis-19070	83	1	the	the	DET
bracis-19070	83	2	next	next	ADJ
bracis-19070	83	3	step	step	NOUN
bracis-19070	83	4	is	be	AUX
bracis-19070	83	5	to	to	PART
bracis-19070	83	6	explore	explore	VERB
bracis-19070	83	7	the	the	DET
bracis-19070	83	8	benefit	benefit	NOUN
bracis-19070	83	9	of	of	ADP
bracis-19070	83	10	geometric	geometric	ADJ
bracis-19070	83	11	transformations	transformation	NOUN
bracis-19070	83	12	.	.	PUNCT
bracis-19070	84	1	we	we	PRON
bracis-19070	84	2	then	then	ADV
bracis-19070	84	3	concentrate	concentrate	VERB
bracis-19070	84	4	on	on	ADP
bracis-19070	84	5	classes	class	NOUN
bracis-19070	84	6	with	with	ADP
bracis-19070	84	7	the	the	DET
bracis-19070	84	8	lowest	low	ADJ
bracis-19070	84	9	performance	performance	NOUN
bracis-19070	84	10	;	;	PUNCT
bracis-19070	84	11	we	we	PRON
bracis-19070	84	12	want	want	VERB
bracis-19070	84	13	to	to	PART
bracis-19070	84	14	maximize	maximize	VERB
bracis-19070	84	15	the	the	DET
bracis-19070	84	16	information	information	NOUN
bracis-19070	84	17	about	about	ADP
bracis-19070	84	18	these	these	DET
bracis-19070	84	19	classes	class	NOUN
bracis-19070	84	20	.	.	PUNCT
bracis-19070	85	1	such	such	ADJ
bracis-19070	85	2	information	information	NOUN
bracis-19070	85	3	is	be	AUX
bracis-19070	85	4	enhanced	enhance	VERB
bracis-19070	85	5	by	by	ADP
bracis-19070	85	6	a	a	DET
bracis-19070	85	7	version	version	NOUN
bracis-19070	85	8	of	of	ADP
bracis-19070	85	9	gans	gan	NOUN
bracis-19070	85	10	with	with	ADP
bracis-19070	85	11	a	a	DET
bracis-19070	85	12	self	self	NOUN
bracis-19070	85	13	-	-	PUNCT
bracis-19070	85	14	attention	attention	NOUN
bracis-19070	85	15	mechanism	mechanism	NOUN
bracis-19070	85	16	for	for	ADP
bracis-19070	85	17	image	image	NOUN
bracis-19070	85	18	diversity	diversity	NOUN
bracis-19070	85	19	that	that	PRON
bracis-19070	85	20	is	be	AUX
bracis-19070	85	21	trained	train	VERB
bracis-19070	85	22	with	with	ADP
bracis-19070	85	23	the	the	DET
bracis-19070	85	24	wasserstein	wasserstein	NOUN
bracis-19070	85	25	with	with	ADP
bracis-19070	85	26	gradient	gradient	ADJ
bracis-19070	85	27	penalty	penalty	NOUN
bracis-19070	85	28	loss	loss	NOUN
bracis-19070	85	29	function	function	NOUN
bracis-19070	85	30	for	for	ADP
bracis-19070	85	31	avoiding	avoid	VERB
bracis-19070	85	32	vanishing	vanish	VERB
bracis-19070	85	33	gradient	gradient	NOUN
bracis-19070	85	34	.	.	PUNCT
bracis-19070	86	1	in	in	ADP
bracis-19070	86	2	addition	addition	NOUN
bracis-19070	86	3	,	,	PUNCT
bracis-19070	86	4	classes	class	NOUN
bracis-19070	86	5	with	with	ADP
bracis-19070	86	6	low	low	ADJ
bracis-19070	86	7	performance	performance	NOUN
bracis-19070	86	8	may	may	AUX
bracis-19070	86	9	or	or	CCONJ
bracis-19070	86	10	may	may	AUX
bracis-19070	86	11	not	not	PART
bracis-19070	86	12	contain	contain	VERB
bracis-19070	86	13	a	a	DET
bracis-19070	86	14	small	small	ADJ
bracis-19070	86	15	number	number	NOUN
bracis-19070	86	16	of	of	ADP
bracis-19070	86	17	images	image	NOUN
bracis-19070	86	18	.	.	PUNCT
bracis-19070	87	1	hence	hence	ADV
bracis-19070	87	2	,	,	PUNCT
bracis-19070	87	3	we	we	PRON
bracis-19070	87	4	suggest	suggest	VERB
bracis-19070	87	5	two	two	NUM
bracis-19070	87	6	strategies	strategy	NOUN
bracis-19070	87	7	when	when	SCONJ
bracis-19070	87	8	we	we	PRON
bracis-19070	87	9	sample	sample	VERB
bracis-19070	87	10	either	either	ADV
bracis-19070	87	11	:	:	PUNCT
bracis-19070	87	12	low	low	ADJ
bracis-19070	87	13	quantity	quantity	NOUN
bracis-19070	87	14	classes	class	NOUN
bracis-19070	87	15	:	:	PUNCT
bracis-19070	87	16	add	add	VERB
bracis-19070	87	17	a	a	DET
bracis-19070	87	18	multiple	multiple	NOUN
bracis-19070	87	19	of	of	ADP
bracis-19070	87	20	the	the	DET
bracis-19070	87	21	number	number	NOUN
bracis-19070	87	22	of	of	ADP
bracis-19070	87	23	original	original	ADJ
bracis-19070	87	24	images	image	NOUN
bracis-19070	87	25	;	;	PUNCT
bracis-19070	87	26	high	high	ADJ
bracis-19070	87	27	quantity	quantity	NOUN
bracis-19070	87	28	classes	class	NOUN
bracis-19070	87	29	:	:	PUNCT
bracis-19070	87	30	add	add	VERB
bracis-19070	87	31	a	a	DET
bracis-19070	87	32	fraction	fraction	NOUN
bracis-19070	87	33	of	of	ADP
bracis-19070	87	34	the	the	DET
bracis-19070	87	35	number	number	NOUN
bracis-19070	87	36	of	of	ADP
bracis-19070	87	37	original	original	ADJ
bracis-19070	87	38	images	image	NOUN
bracis-19070	87	39	.	.	PUNCT
bracis-19070	88	1	there	there	PRON
bracis-19070	88	2	are	be	VERB
bracis-19070	88	3	many	many	ADJ
bracis-19070	88	4	decisions	decision	NOUN
bracis-19070	88	5	that	that	PRON
bracis-19070	88	6	must	must	AUX
bracis-19070	88	7	be	be	AUX
bracis-19070	88	8	set	set	VERB
bracis-19070	88	9	in	in	ADP
bracis-19070	88	10	implementing	implement	VERB
bracis-19070	88	11	this	this	DET
bracis-19070	88	12	strategy	strategy	NOUN
bracis-19070	88	13	;	;	PUNCT
bracis-19070	88	14	some	some	PRON
bracis-19070	88	15	of	of	ADP
bracis-19070	88	16	them	they	PRON
bracis-19070	88	17	depend	depend	VERB
bracis-19070	88	18	on	on	ADP
bracis-19070	88	19	the	the	DET
bracis-19070	88	20	particular	particular	ADJ
bracis-19070	88	21	artwork	artwork	NOUN
bracis-19070	88	22	collection	collection	NOUN
bracis-19070	88	23	is	be	AUX
bracis-19070	88	24	dealing	deal	VERB
bracis-19070	88	25	with	with	ADP
bracis-19070	88	26	.	.	PUNCT
bracis-19070	89	1	in	in	ADP
bracis-19070	89	2	the	the	DET
bracis-19070	89	3	following	follow	VERB
bracis-19070	89	4	subsections	subsection	NOUN
bracis-19070	89	5	,	,	PUNCT
bracis-19070	89	6	all	all	DET
bracis-19070	89	7	relevant	relevant	ADJ
bracis-19070	89	8	aspects	aspect	NOUN
bracis-19070	89	9	of	of	ADP
bracis-19070	89	10	our	our	PRON
bracis-19070	89	11	strategy	strategy	NOUN
bracis-19070	89	12	are	be	AUX
bracis-19070	89	13	discussed	discuss	VERB
bracis-19070	89	14	:	:	PUNCT
bracis-19070	89	15	our	our	PRON
bracis-19070	89	16	study	study	NOUN
bracis-19070	89	17	of	of	ADP
bracis-19070	89	18	image	image	NOUN
bracis-19070	89	19	augmentation	augmentation	NOUN
bracis-19070	89	20	,	,	PUNCT
bracis-19070	89	21	our	our	PRON
bracis-19070	89	22	choices	choice	NOUN
bracis-19070	89	23	regarding	regard	VERB
bracis-19070	89	24	the	the	DET
bracis-19070	89	25	gan	gan	ADJ
bracis-19070	89	26	architecture	architecture	NOUN
bracis-19070	89	27	and	and	CCONJ
bracis-19070	89	28	the	the	DET
bracis-19070	89	29	loss	loss	NOUN
bracis-19070	89	30	function	function	NOUN
bracis-19070	89	31	and	and	CCONJ
bracis-19070	89	32	,	,	PUNCT
bracis-19070	89	33	finally	finally	ADV
bracis-19070	89	34	,	,	PUNCT
bracis-19070	89	35	the	the	DET
bracis-19070	89	36	model	model	NOUN
bracis-19070	89	37	architecture	architecture	NOUN
bracis-19070	89	38	for	for	ADP
bracis-19070	89	39	our	our	PRON
bracis-19070	89	40	classification	classification	NOUN
bracis-19070	89	41	task	task	NOUN
bracis-19070	89	42	.	.	PUNCT
bracis-19070	90	1	3.1	3.1	NUM
bracis-19070	90	2	image	image	NOUN
bracis-19070	90	3	augmentation	augmentation	NOUN
bracis-19070	90	4	data	datum	NOUN
bracis-19070	90	5	augmentation	augmentation	NOUN
bracis-19070	90	6	is	be	AUX
bracis-19070	90	7	a	a	DET
bracis-19070	90	8	natural	natural	ADJ
bracis-19070	90	9	solution	solution	NOUN
bracis-19070	90	10	to	to	ADP
bracis-19070	90	11	the	the	DET
bracis-19070	90	12	problem	problem	NOUN
bracis-19070	90	13	of	of	ADP
bracis-19070	90	14	limited	limited	ADJ
bracis-19070	90	15	data	datum	NOUN
bracis-19070	90	16	[	[	X
bracis-19070	90	17	33	33	NUM
bracis-19070	90	18	]	]	PUNCT
bracis-19070	90	19	.	.	PUNCT
bracis-19070	91	1	with	with	ADP
bracis-19070	91	2	respect	respect	NOUN
bracis-19070	91	3	to	to	ADP
bracis-19070	91	4	images	image	NOUN
bracis-19070	91	5	,	,	PUNCT
bracis-19070	91	6	augmentation	augmentation	NOUN
bracis-19070	91	7	techniques	technique	NOUN
bracis-19070	91	8	consist	consist	VERB
bracis-19070	91	9	of	of	ADP
bracis-19070	91	10	geometric	geometric	ADJ
bracis-19070	91	11	transformations	transformation	NOUN
bracis-19070	91	12	,	,	PUNCT
bracis-19070	91	13	such	such	ADJ
bracis-19070	91	14	as	as	ADP
bracis-19070	91	15	rotation	rotation	NOUN
bracis-19070	91	16	,	,	PUNCT
bracis-19070	91	17	image	image	NOUN
bracis-19070	91	18	cropping	cropping	NOUN
bracis-19070	91	19	,	,	PUNCT
bracis-19070	91	20	flipping	flipping	NOUN
bracis-19070	91	21	and	and	CCONJ
bracis-19070	91	22	color	color	NOUN
bracis-19070	91	23	conversions	conversion	NOUN
bracis-19070	91	24	[	[	X
bracis-19070	91	25	34	34	NUM
bracis-19070	91	26	]	]	PUNCT
bracis-19070	91	27	.	.	PUNCT
bracis-19070	92	1	we	we	PRON
bracis-19070	92	2	studied	study	VERB
bracis-19070	92	3	these	these	DET
bracis-19070	92	4	techniques	technique	NOUN
bracis-19070	92	5	in	in	ADP
bracis-19070	92	6	the	the	DET
bracis-19070	92	7	context	context	NOUN
bracis-19070	92	8	of	of	ADP
bracis-19070	92	9	art	art	NOUN
bracis-19070	92	10	style	style	NOUN
bracis-19070	92	11	classification	classification	NOUN
bracis-19070	92	12	,	,	PUNCT
bracis-19070	92	13	a	a	DET
bracis-19070	92	14	setting	setting	NOUN
bracis-19070	92	15	with	with	ADP
bracis-19070	92	16	many	many	ADJ
bracis-19070	92	17	classes	class	NOUN
bracis-19070	92	18	and	and	CCONJ
bracis-19070	92	19	serious	serious	ADJ
bracis-19070	92	20	class	class	NOUN
bracis-19070	92	21	imbalance	imbalance	NOUN
bracis-19070	92	22	.	.	PUNCT
bracis-19070	93	1	our	our	PRON
bracis-19070	93	2	first	first	ADJ
bracis-19070	93	3	experiment	experiment	NOUN
bracis-19070	93	4	was	be	AUX
bracis-19070	93	5	to	to	PART
bracis-19070	93	6	ascertain	ascertain	VERB
bracis-19070	93	7	the	the	DET
bracis-19070	93	8	benefits	benefit	NOUN
bracis-19070	93	9	of	of	ADP
bracis-19070	93	10	rotation	rotation	NOUN
bracis-19070	93	11	,	,	PUNCT
bracis-19070	93	12	image	image	NOUN
bracis-19070	93	13	cropping	cropping	NOUN
bracis-19070	93	14	and	and	CCONJ
bracis-19070	93	15	flipping	flipping	NOUN
bracis-19070	93	16	.	.	PUNCT
bracis-19070	94	1	results	result	NOUN
bracis-19070	94	2	can	can	AUX
bracis-19070	94	3	be	be	AUX
bracis-19070	94	4	seen	see	VERB
bracis-19070	94	5	in	in	ADP
bracis-19070	94	6	table	table	NOUN
bracis-19070	94	7	 	 	SPACE
bracis-19070	94	8	6	6	NUM
bracis-19070	94	9	.	.	PUNCT
bracis-19070	95	1	improvement	improvement	NOUN
bracis-19070	95	2	was	be	AUX
bracis-19070	95	3	obtained	obtain	VERB
bracis-19070	95	4	by	by	ADP
bracis-19070	95	5	rotating	rotate	VERB
bracis-19070	95	6	the	the	DET
bracis-19070	95	7	image	image	NOUN
bracis-19070	95	8	between	between	ADP
bracis-19070	95	9	-10	-10	PUNCT
bracis-19070	95	10	and	and	CCONJ
bracis-19070	95	11	10	10	NUM
bracis-19070	95	12	degrees	degree	NOUN
bracis-19070	95	13	,	,	PUNCT
bracis-19070	95	14	horizontal	horizontal	ADJ
bracis-19070	95	15	flips	flip	NOUN
bracis-19070	95	16	and	and	CCONJ
bracis-19070	95	17	random	random	ADJ
bracis-19070	95	18	crops	crop	NOUN
bracis-19070	95	19	.	.	PUNCT
bracis-19070	96	1	alas	alas	INTJ
bracis-19070	96	2	,	,	PUNCT
bracis-19070	96	3	traditional	traditional	ADJ
bracis-19070	96	4	image	image	NOUN
bracis-19070	96	5	augmentation	augmentation	NOUN
bracis-19070	96	6	techniques	technique	NOUN
bracis-19070	96	7	often	often	ADV
bracis-19070	96	8	generate	generate	VERB
bracis-19070	96	9	simple	simple	ADJ
bracis-19070	96	10	and	and	CCONJ
bracis-19070	96	11	redundant	redundant	ADJ
bracis-19070	96	12	copies	copy	NOUN
bracis-19070	96	13	of	of	ADP
bracis-19070	96	14	the	the	DET
bracis-19070	96	15	original	original	ADJ
bracis-19070	96	16	data	datum	NOUN
bracis-19070	96	17	in	in	ADP
bracis-19070	96	18	many	many	ADJ
bracis-19070	96	19	cases	case	NOUN
bracis-19070	96	20	[	[	X
bracis-19070	96	21	34	34	NUM
bracis-19070	96	22	]	]	PUNCT
bracis-19070	96	23	.	.	PUNCT
bracis-19070	97	1	in	in	ADP
bracis-19070	97	2	some	some	DET
bracis-19070	97	3	cases	case	NOUN
bracis-19070	97	4	,	,	PUNCT
bracis-19070	97	5	data	datum	NOUN
bracis-19070	97	6	augmentation	augmentation	NOUN
bracis-19070	97	7	may	may	AUX
bracis-19070	97	8	not	not	PART
bracis-19070	97	9	be	be	AUX
bracis-19070	97	10	a	a	DET
bracis-19070	97	11	profitable	profitable	ADJ
bracis-19070	97	12	idea	idea	NOUN
bracis-19070	97	13	.	.	PUNCT
bracis-19070	98	1	for	for	ADP
bracis-19070	98	2	many	many	ADJ
bracis-19070	98	3	domains	domain	NOUN
bracis-19070	98	4	,	,	PUNCT
bracis-19070	98	5	color	color	NOUN
bracis-19070	98	6	conversions	conversion	NOUN
bracis-19070	98	7	offer	offer	VERB
bracis-19070	98	8	image	image	NOUN
bracis-19070	98	9	diversity	diversity	NOUN
bracis-19070	98	10	;	;	PUNCT
bracis-19070	98	11	for	for	ADP
bracis-19070	98	12	instance	instance	NOUN
bracis-19070	98	13	,	,	PUNCT
bracis-19070	98	14	the	the	DET
bracis-19070	98	15	object	object	NOUN
bracis-19070	98	16	class	class	NOUN
bracis-19070	98	17	“	"	PUNCT
bracis-19070	98	18	bicycle	bicycle	NOUN
bracis-19070	98	19	"	"	PUNCT
bracis-19070	98	20	can	can	AUX
bracis-19070	98	21	be	be	AUX
bracis-19070	98	22	represented	represent	VERB
bracis-19070	98	23	with	with	ADP
bracis-19070	98	24	red	red	ADJ
bracis-19070	98	25	or	or	CCONJ
bracis-19070	98	26	blue	blue	ADJ
bracis-19070	98	27	bicycles	bicycle	NOUN
bracis-19070	98	28	.	.	PUNCT
bracis-19070	99	1	in	in	ADP
bracis-19070	99	2	artwork	artwork	NOUN
bracis-19070	99	3	,	,	PUNCT
bracis-19070	99	4	however	however	ADV
bracis-19070	99	5	,	,	PUNCT
bracis-19070	99	6	colors	color	NOUN
bracis-19070	99	7	are	be	AUX
bracis-19070	99	8	meaningful	meaningful	ADJ
bracis-19070	99	9	and	and	CCONJ
bracis-19070	99	10	altering	alter	VERB
bracis-19070	99	11	them	they	PRON
bracis-19070	99	12	without	without	ADP
bracis-19070	99	13	care	care	NOUN
bracis-19070	99	14	can	can	AUX
bracis-19070	99	15	result	result	VERB
bracis-19070	99	16	in	in	ADP
bracis-19070	99	17	an	an	DET
bracis-19070	99	18	image	image	NOUN
bracis-19070	99	19	that	that	PRON
bracis-19070	99	20	lies	lie	VERB
bracis-19070	99	21	in	in	ADP
bracis-19070	99	22	a	a	DET
bracis-19070	99	23	category	category	NOUN
bracis-19070	99	24	different	different	ADJ
bracis-19070	99	25	from	from	ADP
bracis-19070	99	26	the	the	DET
bracis-19070	99	27	original	original	ADJ
bracis-19070	99	28	one	one	NOUN
bracis-19070	99	29	.	.	PUNCT
bracis-19070	100	1	for	for	ADP
bracis-19070	100	2	example	example	NOUN
bracis-19070	100	3	,	,	PUNCT
bracis-19070	100	4	pablo	pablo	PROPN
bracis-19070	100	5	picasso	picasso	PROPN
bracis-19070	100	6	’s	’s	PART
bracis-19070	100	7	blue	blue	ADJ
bracis-19070	100	8	period	period	NOUN
bracis-19070	100	9	paintings	painting	NOUN
bracis-19070	100	10	(	(	PUNCT
bracis-19070	100	11	1901–1904	1901–1904	NUM
bracis-19070	100	12	)	)	PUNCT
bracis-19070	100	13	should	should	AUX
bracis-19070	100	14	always	always	ADV
bracis-19070	100	15	be	be	AUX
bracis-19070	100	16	represented	represent	VERB
bracis-19070	100	17	by	by	ADP
bracis-19070	100	18	gloomy	gloomy	ADJ
bracis-19070	100	19	shades	shade	NOUN
bracis-19070	100	20	of	of	ADP
bracis-19070	100	21	grayish	grayish	ADJ
bracis-19070	100	22	blue	blue	NOUN
bracis-19070	100	23	.	.	PUNCT
bracis-19070	101	1	the	the	DET
bracis-19070	101	2	true	true	ADJ
bracis-19070	101	3	atmosphere	atmosphere	NOUN
bracis-19070	101	4	color	color	NOUN
bracis-19070	101	5	for	for	ADP
bracis-19070	101	6	édouard	édouard	ADJ
bracis-19070	101	7	manet	manet	NOUN
bracis-19070	101	8	should	should	AUX
bracis-19070	101	9	always	always	ADV
bracis-19070	101	10	be	be	AUX
bracis-19070	101	11	violet	violet	ADJ
bracis-19070	101	12	and	and	CCONJ
bracis-19070	101	13	many	many	ADJ
bracis-19070	101	14	of	of	ADP
bracis-19070	101	15	his	his	PRON
bracis-19070	101	16	impressionist	impressionist	ADJ
bracis-19070	101	17	colleagues	colleague	NOUN
bracis-19070	101	18	used	use	VERB
bracis-19070	101	19	violet	violet	NOUN
bracis-19070	101	20	as	as	ADP
bracis-19070	101	21	their	their	PRON
bracis-19070	101	22	main	main	ADJ
bracis-19070	101	23	color	color	NOUN
bracis-19070	101	24	[	[	X
bracis-19070	101	25	24	24	NUM
bracis-19070	101	26	]	]	PUNCT
bracis-19070	101	27	.	.	PUNCT
bracis-19070	102	1	3.2	3.2	NUM
bracis-19070	102	2	generative	generative	ADJ
bracis-19070	102	3	adversarial	adversarial	ADJ
bracis-19070	102	4	network	network	NOUN
bracis-19070	102	5	one	one	NUM
bracis-19070	102	6	of	of	ADP
bracis-19070	102	7	the	the	DET
bracis-19070	102	8	most	most	ADV
bracis-19070	102	9	challenging	challenging	ADJ
bracis-19070	102	10	tasks	task	NOUN
bracis-19070	102	11	for	for	ADP
bracis-19070	102	12	generative	generative	ADJ
bracis-19070	102	13	adversarial	adversarial	ADJ
bracis-19070	102	14	networks	network	NOUN
bracis-19070	102	15	is	be	AUX
bracis-19070	102	16	producing	produce	VERB
bracis-19070	102	17	a	a	DET
bracis-19070	102	18	diverse	diverse	ADJ
bracis-19070	102	19	set	set	NOUN
bracis-19070	102	20	of	of	ADP
bracis-19070	102	21	synthetic	synthetic	ADJ
bracis-19070	102	22	images	image	NOUN
bracis-19070	102	23	.	.	PUNCT
bracis-19070	103	1	wang	wang	PROPN
bracis-19070	103	2	et	et	PROPN
bracis-19070	103	3	al	al	PROPN
bracis-19070	103	4	.	.	PROPN
bracis-19070	103	5	compare	compare	VERB
bracis-19070	103	6	the	the	DET
bracis-19070	103	7	most	most	ADV
bracis-19070	103	8	influential	influential	ADJ
bracis-19070	103	9	gan	gan	PROPN
bracis-19070	103	10	architectures	architecture	NOUN
bracis-19070	103	11	with	with	ADP
bracis-19070	103	12	respect	respect	NOUN
bracis-19070	103	13	to	to	ADP
bracis-19070	103	14	image	image	NOUN
bracis-19070	103	15	quality	quality	NOUN
bracis-19070	103	16	,	,	PUNCT
bracis-19070	103	17	performance	performance	NOUN
bracis-19070	103	18	against	against	ADP
bracis-19070	103	19	vanishing	vanish	VERB
bracis-19070	103	20	gradient	gradient	NOUN
bracis-19070	103	21	and	and	CCONJ
bracis-19070	103	22	ability	ability	NOUN
bracis-19070	103	23	for	for	ADP
bracis-19070	103	24	mode	mode	NOUN
bracis-19070	103	25	diversity	diversity	NOUN
bracis-19070	103	26	.	.	PUNCT
bracis-19070	104	1	in	in	ADP
bracis-19070	104	2	order	order	NOUN
bracis-19070	104	3	to	to	PART
bracis-19070	104	4	create	create	VERB
bracis-19070	104	5	synthetic	synthetic	ADJ
bracis-19070	104	6	artwork	artwork	NOUN
bracis-19070	104	7	,	,	PUNCT
bracis-19070	104	8	where	where	SCONJ
bracis-19070	104	9	shape	shape	NOUN
bracis-19070	104	10	must	must	AUX
bracis-19070	104	11	greatly	greatly	ADV
bracis-19070	104	12	vary	vary	VERB
bracis-19070	104	13	and	and	CCONJ
bracis-19070	104	14	colors	color	NOUN
bracis-19070	104	15	are	be	AUX
bracis-19070	104	16	very	very	ADV
bracis-19070	104	17	relevant	relevant	ADJ
bracis-19070	104	18	,	,	PUNCT
bracis-19070	104	19	we	we	PRON
bracis-19070	104	20	chose	choose	VERB
bracis-19070	104	21	to	to	PART
bracis-19070	104	22	focus	focus	VERB
bracis-19070	104	23	on	on	ADP
bracis-19070	104	24	a	a	DET
bracis-19070	104	25	mechanism	mechanism	NOUN
bracis-19070	104	26	proven	prove	VERB
bracis-19070	104	27	to	to	PART
bracis-19070	104	28	excel	excel	VERB
bracis-19070	104	29	in	in	ADP
bracis-19070	104	30	diversity	diversity	NOUN
bracis-19070	104	31	;	;	PUNCT
bracis-19070	104	32	we	we	PRON
bracis-19070	104	33	adopted	adopt	VERB
bracis-19070	104	34	self	self	NOUN
bracis-19070	104	35	-	-	PUNCT
bracis-19070	104	36	attention	attention	NOUN
bracis-19070	104	37	generative	generative	ADJ
bracis-19070	104	38	adversarial	adversarial	ADJ
bracis-19070	104	39	network	network	NOUN
bracis-19070	104	40	(	(	PUNCT
bracis-19070	104	41	sagan	sagan	PROPN
bracis-19070	104	42	)	)	PUNCT
bracis-19070	104	43	with	with	ADP
bracis-19070	104	44	some	some	DET
bracis-19070	104	45	modifications	modification	NOUN
bracis-19070	104	46	which	which	PRON
bracis-19070	104	47	will	will	AUX
bracis-19070	104	48	be	be	AUX
bracis-19070	104	49	explained	explain	VERB
bracis-19070	104	50	later	later	ADV
bracis-19070	104	51	.	.	PUNCT
bracis-19070	105	1	we	we	PRON
bracis-19070	105	2	chose	choose	VERB
bracis-19070	105	3	this	this	DET
bracis-19070	105	4	architecture	architecture	NOUN
bracis-19070	105	5	as	as	ADP
bracis-19070	105	6	the	the	DET
bracis-19070	105	7	basis	basis	NOUN
bracis-19070	105	8	of	of	ADP
bracis-19070	105	9	our	our	PRON
bracis-19070	105	10	gan	gan	NOUN
bracis-19070	105	11	as	as	ADP
bracis-19070	105	12	the	the	DET
bracis-19070	105	13	self	self	NOUN
bracis-19070	105	14	-	-	PUNCT
bracis-19070	105	15	attention	attention	NOUN
bracis-19070	105	16	mechanism	mechanism	NOUN
bracis-19070	105	17	helps	help	VERB
bracis-19070	105	18	the	the	DET
bracis-19070	105	19	gan	gan	NOUN
bracis-19070	105	20	to	to	PART
bracis-19070	105	21	learn	learn	VERB
bracis-19070	105	22	global	global	ADJ
bracis-19070	105	23	and	and	CCONJ
bracis-19070	105	24	long	long	ADJ
bracis-19070	105	25	-	-	PUNCT
bracis-19070	105	26	range	range	NOUN
bracis-19070	105	27	dependencies	dependency	NOUN
bracis-19070	105	28	across	across	ADP
bracis-19070	105	29	multi	multi	ADJ
bracis-19070	105	30	-	-	ADJ
bracis-19070	105	31	class	class	ADJ
bracis-19070	105	32	images	image	NOUN
bracis-19070	105	33	[	[	X
bracis-19070	105	34	39	39	NUM
bracis-19070	105	35	]	]	PUNCT
bracis-19070	105	36	.	.	PUNCT
bracis-19070	106	1	fig	fig	NOUN
bracis-19070	106	2	.	.	PUNCT
bracis-19070	107	1	1	1	X
bracis-19070	107	2	.	.	X
bracis-19070	107	3	the	the	DET
bracis-19070	107	4	self	self	NOUN
bracis-19070	107	5	-	-	PUNCT
bracis-19070	107	6	attention	attention	NOUN
bracis-19070	107	7	mechanism	mechanism	NOUN
bracis-19070	107	8	[	[	X
bracis-19070	107	9	43	43	NUM
bracis-19070	107	10	]	]	X
bracis-19070	107	11	full	full	ADJ
bracis-19070	107	12	size	size	NOUN
bracis-19070	107	13	image	image	NOUN
bracis-19070	107	14	figure	figure	NOUN
bracis-19070	107	15	 	 	SPACE
bracis-19070	107	16	1	1	NUM
bracis-19070	107	17	shows	show	VERB
bracis-19070	107	18	a	a	DET
bracis-19070	107	19	self	self	NOUN
bracis-19070	107	20	-	-	PUNCT
bracis-19070	107	21	attention	attention	NOUN
bracis-19070	107	22	module	module	NOUN
bracis-19070	107	23	.	.	PUNCT
bracis-19070	108	1	transformers	transformer	NOUN
bracis-19070	108	2	are	be	AUX
bracis-19070	108	3	used	use	VERB
bracis-19070	108	4	to	to	PART
bracis-19070	108	5	create	create	VERB
bracis-19070	108	6	the	the	DET
bracis-19070	108	7	key	key	ADJ
bracis-19070	108	8	f(x	f(x	PROPN
bracis-19070	108	9	)	)	PUNCT
bracis-19070	108	10	,	,	PUNCT
bracis-19070	108	11	query	query	NOUN
bracis-19070	108	12	g(x	g(x	NOUN
bracis-19070	108	13	)	)	PUNCT
bracis-19070	108	14	and	and	CCONJ
bracis-19070	108	15	value	value	VERB
bracis-19070	108	16	h(x	h(x	PROPN
bracis-19070	108	17	):	):	PUNCT
bracis-19070	108	18	$	$	SYM
bracis-19070	108	19	$	$	SYM
bracis-19070	108	20	f(x	f(x	PROPN
bracis-19070	108	21	)	)	PUNCT
bracis-19070	108	22	=	=	PUNCT
bracis-19070	109	1	w_{f}x	w_{f}x	NOUN
bracis-19070	109	2	,	,	PUNCT
bracis-19070	109	3	\qquad	\qquad	PROPN
bracis-19070	109	4	g(x	g(x	NOUN
bracis-19070	109	5	)	)	PUNCT
bracis-19070	109	6	=	=	SYM
bracis-19070	109	7	w_{g}x	w_{g}x	NOUN
bracis-19070	109	8	,	,	PUNCT
bracis-19070	109	9	\qquad	\qquad	PROPN
bracis-19070	109	10	h(x	h(x	PROPN
bracis-19070	109	11	)	)	PUNCT
bracis-19070	109	12	=	=	SYM
bracis-19070	110	1	w_{h}x	w_{h}x	NOUN
bracis-19070	110	2	.	.	PUNCT
bracis-19070	111	1	$	$	SYM
bracis-19070	111	2	$	$	SYM
bracis-19070	111	3	the	the	DET
bracis-19070	111	4	attention	attention	NOUN
bracis-19070	111	5	map	map	NOUN
bracis-19070	111	6	is	be	AUX
bracis-19070	111	7	created	create	VERB
bracis-19070	111	8	after	after	ADP
bracis-19070	111	9	applying	apply	VERB
bracis-19070	111	10	a	a	DET
bracis-19070	111	11	softmax	softmax	NOUN
bracis-19070	111	12	to	to	ADP
bracis-19070	111	13	the	the	DET
bracis-19070	111	14	dot	dot	NOUN
bracis-19070	111	15	product	product	NOUN
bracis-19070	111	16	of	of	ADP
bracis-19070	111	17	the	the	DET
bracis-19070	111	18	key	key	NOUN
bracis-19070	111	19	and	and	CCONJ
bracis-19070	111	20	the	the	DET
bracis-19070	111	21	query	query	NOUN
bracis-19070	111	22	(	(	PUNCT
bracis-19070	111	23	eq	eq	NOUN
bracis-19070	111	24	.	.	PUNCT
bracis-19070	111	25	 	 	SPACE
bracis-19070	111	26	1	1	NUM
bracis-19070	111	27	)	)	PUNCT
bracis-19070	111	28	.	.	PUNCT
bracis-19070	112	1	another	another	DET
bracis-19070	112	2	dot	dot	NOUN
bracis-19070	112	3	product	product	NOUN
bracis-19070	112	4	is	be	AUX
bracis-19070	112	5	taken	take	VERB
bracis-19070	112	6	between	between	ADP
bracis-19070	112	7	the	the	DET
bracis-19070	112	8	attention	attention	NOUN
bracis-19070	112	9	map	map	NOUN
bracis-19070	112	10	and	and	CCONJ
bracis-19070	112	11	the	the	DET
bracis-19070	112	12	value	value	NOUN
bracis-19070	112	13	;	;	PUNCT
bracis-19070	112	14	the	the	DET
bracis-19070	112	15	attention	attention	NOUN
bracis-19070	112	16	map	map	NOUN
bracis-19070	112	17	is	be	AUX
bracis-19070	112	18	applied	apply	VERB
bracis-19070	112	19	to	to	ADP
bracis-19070	112	20	the	the	DET
bracis-19070	112	21	value	value	NOUN
bracis-19070	112	22	in	in	ADP
bracis-19070	112	23	order	order	NOUN
bracis-19070	112	24	to	to	PART
bracis-19070	112	25	create	create	VERB
bracis-19070	112	26	a	a	DET
bracis-19070	112	27	self	self	NOUN
bracis-19070	112	28	-	-	PUNCT
bracis-19070	112	29	attention	attention	NOUN
bracis-19070	112	30	map	map	NOUN
bracis-19070	112	31	(	(	PUNCT
bracis-19070	112	32	\(o_{j}\	\(o_{j}\	NOUN
bracis-19070	112	33	)	)	PUNCT
bracis-19070	112	34	)	)	PUNCT
bracis-19070	112	35	(	(	PUNCT
bracis-19070	112	36	eq	eq	NOUN
bracis-19070	112	37	.	.	PUNCT
bracis-19070	112	38	 	 	SPACE
bracis-19070	112	39	2	2	NUM
bracis-19070	112	40	)	)	PUNCT
bracis-19070	112	41	.	.	PUNCT
bracis-19070	113	1	$	$	SYM
bracis-19070	113	2	$	$	SYM
bracis-19070	113	3	\begin{aligned	\begin{aligne	VERB
bracis-19070	113	4	}	}	PUNCT
bracis-19070	113	5	\alpha	\alpha	ADP
bracis-19070	113	6	_	_	ADJ
bracis-19070	113	7	{	{	PUNCT
bracis-19070	113	8	j	j	PROPN
bracis-19070	113	9	,	,	PUNCT
bracis-19070	113	10	i	i	PROPN
bracis-19070	113	11	}	}	PUNCT
bracis-19070	113	12	=	=	SYM
bracis-19070	113	13	\mathrm	\mathrm	PROPN
bracis-19070	113	14	{	{	PUNCT
bracis-19070	113	15	softmax}(f(x_{i})^{\top	softmax}(f(x_{i})^{\top	NOUN
bracis-19070	113	16	}	}	PUNCT
bracis-19070	113	17	g(x_{j	g(x_{j	ADJ
bracis-19070	113	18	}	}	PUNCT
bracis-19070	113	19	)	)	PUNCT
bracis-19070	113	20	)	)	PUNCT
bracis-19070	113	21	,	,	PUNCT
bracis-19070	113	22	\end{aligned}$$	\end{aligned}$$	X
bracis-19070	113	23	(	(	PUNCT
bracis-19070	113	24	1	1	NUM
bracis-19070	113	25	)	)	PUNCT
bracis-19070	113	26	$	$	SYM
bracis-19070	113	27	$	$	SYM
bracis-19070	113	28	\begin{aligned	\begin{aligne	VERB
bracis-19070	113	29	}	}	PUNCT
bracis-19070	113	30	o_{j	o_{j	NOUN
bracis-19070	113	31	}	}	PUNCT
bracis-19070	113	32	=	=	SYM
bracis-19070	113	33	w_{v}\left	w_{v}\left	PROPN
bracis-19070	113	34	(	(	PUNCT
bracis-19070	113	35	\sum	\sum	NOUN
bracis-19070	113	36	_	_	PUNCT
bracis-19070	113	37	{	{	PUNCT
bracis-19070	113	38	i=1}^{n}\alpha	i=1}^{n}\alpha	NOUN
bracis-19070	113	39	_	_	PUNCT
bracis-19070	113	40	{	{	PUNCT
bracis-19070	113	41	j	j	NOUN
bracis-19070	113	42	,	,	PUNCT
bracis-19070	113	43	i}h(x_{i})\right	i}h(x_{i})\right	PROPN
bracis-19070	113	44	)	)	PUNCT
bracis-19070	113	45	.	.	PUNCT
bracis-19070	114	1	\end{aligned}$$	\end{aligned}$$	X
bracis-19070	114	2	(	(	PUNCT
bracis-19070	114	3	2	2	X
bracis-19070	114	4	)	)	PUNCT
bracis-19070	114	5	the	the	DET
bracis-19070	114	6	parameters	parameter	NOUN
bracis-19070	114	7	\(w_{f}\	\(w_{f}\	PROPN
bracis-19070	114	8	)	)	PUNCT
bracis-19070	114	9	,	,	PUNCT
bracis-19070	114	10	\(w_{g}\	\(w_{g}\	NOUN
bracis-19070	114	11	)	)	PUNCT
bracis-19070	114	12	,	,	PUNCT
bracis-19070	114	13	\(w_{h}\	\(w_{h}\	NOUN
bracis-19070	114	14	)	)	PUNCT
bracis-19070	114	15	and	and	CCONJ
bracis-19070	114	16	\(w_{v}\	\(w_{v}\	NOUN
bracis-19070	114	17	)	)	PUNCT
bracis-19070	114	18	are	be	AUX
bracis-19070	114	19	the	the	DET
bracis-19070	114	20	learned	learn	VERB
bracis-19070	114	21	weight	weight	NOUN
bracis-19070	114	22	matrices	matrix	NOUN
bracis-19070	114	23	.	.	PUNCT
bracis-19070	115	1	3.3	3.3	NUM
bracis-19070	115	2	adversarial	adversarial	ADJ
bracis-19070	115	3	loss	loss	NOUN
bracis-19070	115	4	function	function	VERB
bracis-19070	115	5	the	the	DET
bracis-19070	115	6	original	original	ADJ
bracis-19070	115	7	version	version	NOUN
bracis-19070	115	8	of	of	ADP
bracis-19070	115	9	the	the	DET
bracis-19070	115	10	sagan	sagan	PROPN
bracis-19070	115	11	training	training	NOUN
bracis-19070	115	12	configuration	configuration	NOUN
bracis-19070	115	13	used	use	VERB
bracis-19070	115	14	hinge	hinge	NOUN
bracis-19070	115	15	loss	loss	NOUN
bracis-19070	115	16	.	.	PUNCT
bracis-19070	116	1	for	for	ADP
bracis-19070	116	2	our	our	PRON
bracis-19070	116	3	dataset	dataset	NOUN
bracis-19070	116	4	,	,	PUNCT
bracis-19070	116	5	we	we	PRON
bracis-19070	116	6	experienced	experience	VERB
bracis-19070	116	7	frequent	frequent	ADJ
bracis-19070	116	8	mode	mode	NOUN
bracis-19070	116	9	collapse	collapse	NOUN
bracis-19070	116	10	and	and	CCONJ
bracis-19070	116	11	vanishing	vanish	VERB
bracis-19070	116	12	gradient	gradient	NOUN
bracis-19070	116	13	with	with	ADP
bracis-19070	116	14	this	this	DET
bracis-19070	116	15	loss	loss	NOUN
bracis-19070	116	16	,	,	PUNCT
bracis-19070	116	17	likely	likely	ADJ
bracis-19070	116	18	due	due	ADP
bracis-19070	116	19	to	to	ADP
bracis-19070	116	20	our	our	PRON
bracis-19070	116	21	dataset	dataset	NOUN
bracis-19070	116	22	’s	’s	PART
bracis-19070	116	23	diversity	diversity	NOUN
bracis-19070	116	24	.	.	PUNCT
bracis-19070	117	1	moreover	moreover	ADV
bracis-19070	117	2	,	,	PUNCT
bracis-19070	117	3	in	in	ADP
bracis-19070	117	4	order	order	NOUN
bracis-19070	117	5	to	to	PART
bracis-19070	117	6	guarantee	guarantee	VERB
bracis-19070	117	7	this	this	PRON
bracis-19070	117	8	to	to	PART
bracis-19070	117	9	be	be	AUX
bracis-19070	117	10	k	k	NOUN
bracis-19070	117	11	-	-	NOUN
bracis-19070	117	12	lipschitz	lipschitz	ADJ
bracis-19070	117	13	,	,	PUNCT
bracis-19070	117	14	as	as	SCONJ
bracis-19070	117	15	needed	need	VERB
bracis-19070	117	16	to	to	PART
bracis-19070	117	17	prevent	prevent	VERB
bracis-19070	117	18	mode	mode	NOUN
bracis-19070	117	19	collapse	collapse	NOUN
bracis-19070	117	20	,	,	PUNCT
bracis-19070	117	21	a	a	DET
bracis-19070	117	22	gradient	gradient	ADJ
bracis-19070	117	23	penalty	penalty	NOUN
bracis-19070	117	24	was	be	AUX
bracis-19070	117	25	added	add	VERB
bracis-19070	117	26	to	to	ADP
bracis-19070	117	27	the	the	DET
bracis-19070	117	28	loss	loss	NOUN
bracis-19070	117	29	function	function	NOUN
bracis-19070	117	30	.	.	PUNCT
bracis-19070	118	1	for	for	ADP
bracis-19070	118	2	this	this	DET
bracis-19070	118	3	reason	reason	NOUN
bracis-19070	118	4	,	,	PUNCT
bracis-19070	118	5	we	we	PRON
bracis-19070	118	6	used	use	VERB
bracis-19070	118	7	the	the	DET
bracis-19070	118	8	wasserstein	wasserstein	NOUN
bracis-19070	118	9	with	with	ADP
bracis-19070	118	10	gradient	gradient	ADJ
bracis-19070	118	11	penalty	penalty	NOUN
bracis-19070	118	12	(	(	PUNCT
bracis-19070	118	13	wasserstein	wasserstein	NOUN
bracis-19070	118	14	-	-	PUNCT
bracis-19070	118	15	gp	gp	NOUN
bracis-19070	118	16	)	)	PUNCT
bracis-19070	118	17	loss	loss	NOUN
bracis-19070	118	18	function	function	NOUN
bracis-19070	118	19	so	so	SCONJ
bracis-19070	118	20	as	as	SCONJ
bracis-19070	118	21	to	to	PART
bracis-19070	118	22	have	have	VERB
bracis-19070	118	23	better	well	ADJ
bracis-19070	118	24	control	control	NOUN
bracis-19070	118	25	of	of	ADP
bracis-19070	118	26	the	the	DET
bracis-19070	118	27	values	value	NOUN
bracis-19070	118	28	for	for	ADP
bracis-19070	118	29	feedback	feedback	NOUN
bracis-19070	118	30	.	.	PUNCT
bracis-19070	119	1	that	that	PRON
bracis-19070	119	2	is	is	ADV
bracis-19070	119	3	,	,	PUNCT
bracis-19070	119	4	the	the	DET
bracis-19070	119	5	loss	loss	NOUN
bracis-19070	119	6	is	be	AUX
bracis-19070	119	7	:	:	PUNCT
bracis-19070	119	8	$	$	SYM
bracis-19070	119	9	$	$	SYM
bracis-19070	119	10	\begin{aligned	\begin{aligne	VERB
bracis-19070	119	11	}	}	PUNCT
bracis-19070	119	12	l	l	NOUN
bracis-19070	119	13	=	=	SYM
bracis-19070	119	14	\mathop	\mathop	PROPN
bracis-19070	119	15	{	{	PUNCT
bracis-19070	119	16	\mathbb	\mathbb	PROPN
bracis-19070	119	17	{	{	PUNCT
bracis-19070	119	18	e}}_{\tilde{x}\sim	e}}_{\tilde{x}\sim	PROPN
bracis-19070	119	19	\mathbb	\mathbb	PROPN
bracis-19070	119	20	{	{	PUNCT
bracis-19070	119	21	p}_{g	p}_{g	ADJ
bracis-19070	119	22	}	}	PUNCT
bracis-19070	119	23	}	}	PUNCT
bracis-19070	119	24	\left	\left	PROPN
bracis-19070	119	25	[	[	PUNCT
bracis-19070	119	26	d(\tilde{x	d(\tilde{x	ADJ
bracis-19070	119	27	}	}	PUNCT
bracis-19070	119	28	)	)	PUNCT
bracis-19070	120	1	\right	\right	ADP
bracis-19070	120	2	]	]	X
bracis-19070	120	3	\mathop	\mathop	PROPN
bracis-19070	120	4	{	{	PUNCT
bracis-19070	120	5	\mathbb	\mathbb	PROPN
bracis-19070	120	6	{	{	PUNCT
bracis-19070	120	7	e}}_{x\sim	e}}_{x\sim	NOUN
bracis-19070	120	8	\mathbb	\mathbb	PROPN
bracis-19070	120	9	{	{	PUNCT
bracis-19070	120	10	p}_{r	p}_{r	NOUN
bracis-19070	120	11	}	}	PUNCT
bracis-19070	120	12	}	}	PUNCT
bracis-19070	120	13	\left	\left	PROPN
bracis-19070	120	14	[	[	PUNCT
bracis-19070	120	15	d(x	d(x	NOUN
bracis-19070	120	16	)	)	PUNCT
bracis-19070	121	1	\right	\right	ADP
bracis-19070	121	2	]	]	X
bracis-19070	121	3	+	+	CCONJ
bracis-19070	121	4	\lambda	\lambda	PROPN
bracis-19070	121	5	\mathop	\mathop	PROPN
bracis-19070	121	6	{	{	PUNCT
bracis-19070	121	7	\mathbb	\mathbb	PROPN
bracis-19070	121	8	{	{	PUNCT
bracis-19070	121	9	e}}_{\hat{x}\sim	e}}_{\hat{x}\sim	NOUN
bracis-19070	121	10	\mathbb	\mathbb	PROPN
bracis-19070	121	11	{	{	PUNCT
bracis-19070	121	12	p}_{\hat{x	p}_{\hat{x	VERB
bracis-19070	121	13	}	}	PUNCT
bracis-19070	121	14	}	}	PUNCT
bracis-19070	121	15	}	}	PUNCT
bracis-19070	121	16	\left	\left	PROPN
bracis-19070	121	17	[	[	PUNCT
bracis-19070	121	18	(	(	PUNCT
bracis-19070	121	19	||\nabla	||\nabla	PROPN
bracis-19070	121	20	_	_	PROPN
bracis-19070	121	21	{	{	PUNCT
bracis-19070	121	22	\hat{x	\hat{x	ADJ
bracis-19070	121	23	}	}	PUNCT
bracis-19070	121	24	}	}	PUNCT
bracis-19070	121	25	d(\hat{x})||_{2	d(\hat{x})||_{2	PROPN
bracis-19070	121	26	}	}	PUNCT
bracis-19070	121	27	1)^2\right	1)^2\right	NUM
bracis-19070	121	28	]	]	PUNCT
bracis-19070	121	29	,	,	PUNCT
bracis-19070	121	30	\end{aligned}$$	\end{aligned}$$	X
bracis-19070	121	31	(	(	PUNCT
bracis-19070	121	32	3	3	NUM
bracis-19070	121	33	)	)	PUNCT
bracis-19070	121	34	where	where	SCONJ
bracis-19070	121	35	\(\mathbb	\(\mathbb	PUNCT
bracis-19070	121	36	{	{	PUNCT
bracis-19070	121	37	p}_{r}\	p}_{r}\	PROPN
bracis-19070	121	38	)	)	PUNCT
bracis-19070	121	39	is	be	AUX
bracis-19070	121	40	the	the	DET
bracis-19070	121	41	real	real	ADJ
bracis-19070	121	42	images	image	NOUN
bracis-19070	121	43	distribution	distribution	NOUN
bracis-19070	121	44	,	,	PUNCT
bracis-19070	121	45	\(\mathbb	\(\mathbb	X
bracis-19070	121	46	{	{	PUNCT
bracis-19070	121	47	p}_{g}\	p}_{g}\	PROPN
bracis-19070	121	48	)	)	PUNCT
bracis-19070	121	49	is	be	AUX
bracis-19070	121	50	the	the	DET
bracis-19070	121	51	generated	generate	VERB
bracis-19070	121	52	images	image	NOUN
bracis-19070	121	53	distribution	distribution	NOUN
bracis-19070	121	54	and	and	CCONJ
bracis-19070	121	55	\(\mathbb	\(\mathbb	VERB
bracis-19070	121	56	{	{	PUNCT
bracis-19070	121	57	p}_{\hat{x}}\	p}_{\hat{x}}\	NOUN
bracis-19070	121	58	)	)	PUNCT
bracis-19070	122	1	is	be	AUX
bracis-19070	122	2	the	the	DET
bracis-19070	122	3	sampling	sample	VERB
bracis-19070	122	4	uniformly	uniformly	ADV
bracis-19070	122	5	along	along	ADP
bracis-19070	122	6	straight	straight	ADJ
bracis-19070	122	7	lines	line	NOUN
bracis-19070	122	8	between	between	ADP
bracis-19070	122	9	pairs	pair	NOUN
bracis-19070	122	10	of	of	ADP
bracis-19070	122	11	points	point	NOUN
bracis-19070	122	12	sampled	sample	VERB
bracis-19070	122	13	from	from	ADP
bracis-19070	122	14	the	the	DET
bracis-19070	122	15	data	datum	NOUN
bracis-19070	122	16	distribution	distribution	NOUN
bracis-19070	122	17	\(\mathbb	\(\mathbb	NOUN
bracis-19070	122	18	{	{	PUNCT
bracis-19070	122	19	p}_{r}\	p}_{r}\	NOUN
bracis-19070	122	20	)	)	PUNCT
bracis-19070	122	21	and	and	CCONJ
bracis-19070	122	22	the	the	DET
bracis-19070	122	23	generator	generator	NOUN
bracis-19070	122	24	distribution	distribution	NOUN
bracis-19070	122	25	\(\mathbb	\(\mathbb	NOUN
bracis-19070	122	26	{	{	PUNCT
bracis-19070	122	27	p}_{g}\	p}_{g}\	PROPN
bracis-19070	122	28	)	)	PUNCT
bracis-19070	122	29	.	.	PUNCT
bracis-19070	123	1	in	in	ADP
bracis-19070	123	2	our	our	PRON
bracis-19070	123	3	experiments	experiment	NOUN
bracis-19070	123	4	,	,	PUNCT
bracis-19070	123	5	the	the	DET
bracis-19070	123	6	interpolation	interpolation	NOUN
bracis-19070	123	7	between	between	ADP
bracis-19070	123	8	a	a	DET
bracis-19070	123	9	batch	batch	NOUN
bracis-19070	123	10	of	of	ADP
bracis-19070	123	11	real	real	ADJ
bracis-19070	123	12	images	image	NOUN
bracis-19070	123	13	and	and	CCONJ
bracis-19070	123	14	fake	fake	ADJ
bracis-19070	123	15	images	image	NOUN
bracis-19070	123	16	was	be	AUX
bracis-19070	123	17	enforced	enforce	VERB
bracis-19070	123	18	and	and	CCONJ
bracis-19070	123	19	the	the	DET
bracis-19070	123	20	gradient	gradient	ADJ
bracis-19070	123	21	norm	norm	NOUN
bracis-19070	123	22	of	of	ADP
bracis-19070	123	23	its	its	PRON
bracis-19070	123	24	output	output	NOUN
bracis-19070	123	25	was	be	AUX
bracis-19070	123	26	limited	limit	VERB
bracis-19070	123	27	at	at	ADP
bracis-19070	123	28	1	1	NUM
bracis-19070	123	29	.	.	PUNCT
bracis-19070	124	1	the	the	DET
bracis-19070	124	2	value	value	NOUN
bracis-19070	124	3	of	of	ADP
bracis-19070	124	4	the	the	DET
bracis-19070	124	5	penalty	penalty	NOUN
bracis-19070	124	6	coefficient	coefficient	NOUN
bracis-19070	124	7	(	(	PUNCT
bracis-19070	124	8	\(\lambda	\(\lambda	NOUN
bracis-19070	124	9	\	\	NOUN
bracis-19070	124	10	)	)	PUNCT
bracis-19070	124	11	)	)	PUNCT
bracis-19070	124	12	was	be	AUX
bracis-19070	124	13	10	10	NUM
bracis-19070	124	14	,	,	PUNCT
bracis-19070	124	15	following	follow	VERB
bracis-19070	124	16	the	the	DET
bracis-19070	124	17	original	original	ADJ
bracis-19070	124	18	paper	paper	NOUN
bracis-19070	124	19	[	[	X
bracis-19070	124	20	20	20	NUM
bracis-19070	124	21	]	]	PUNCT
bracis-19070	124	22	.	.	PUNCT
bracis-19070	125	1	3.4	3.4	NUM
bracis-19070	125	2	efficientnet	efficientnet	NOUN
bracis-19070	125	3	the	the	DET
bracis-19070	125	4	efficientnet	efficientnet	NOUN
bracis-19070	125	5	b0	b0	NOUN
bracis-19070	125	6	architecture	architecture	NOUN
bracis-19070	125	7	was	be	AUX
bracis-19070	125	8	chosen	choose	VERB
bracis-19070	125	9	for	for	ADP
bracis-19070	125	10	these	these	DET
bracis-19070	125	11	experiments	experiment	NOUN
bracis-19070	125	12	due	due	ADP
bracis-19070	125	13	to	to	ADP
bracis-19070	125	14	its	its	PRON
bracis-19070	125	15	high	high	ADJ
bracis-19070	125	16	performance	performance	NOUN
bracis-19070	125	17	and	and	CCONJ
bracis-19070	125	18	relatively	relatively	ADV
bracis-19070	125	19	small	small	ADJ
bracis-19070	125	20	size	size	NOUN
bracis-19070	125	21	.	.	PUNCT
bracis-19070	126	1	efficientnet	efficientnet	PROPN
bracis-19070	126	2	b0	b0	PROPN
bracis-19070	126	3	belongs	belong	VERB
bracis-19070	126	4	to	to	ADP
bracis-19070	126	5	a	a	DET
bracis-19070	126	6	family	family	NOUN
bracis-19070	126	7	of	of	ADP
bracis-19070	126	8	models	model	NOUN
bracis-19070	126	9	known	know	VERB
bracis-19070	126	10	as	as	ADP
bracis-19070	126	11	efficientnet	efficientnet	NOUN
bracis-19070	126	12	,	,	PUNCT
bracis-19070	126	13	presented	present	VERB
bracis-19070	126	14	by	by	ADP
bracis-19070	126	15	tan	tan	PROPN
bracis-19070	126	16	and	and	CCONJ
bracis-19070	126	17	le	le	X
bracis-19070	127	1	[	[	X
bracis-19070	127	2	35	35	NUM
bracis-19070	127	3	]	]	PUNCT
bracis-19070	127	4	.	.	PUNCT
bracis-19070	128	1	the	the	DET
bracis-19070	128	2	efficientnet	efficientnet	PROPN
bracis-19070	128	3	b0	b0	NOUN
bracis-19070	128	4	is	be	AUX
bracis-19070	128	5	the	the	DET
bracis-19070	128	6	efficientnet	efficientnet	PROPN
bracis-19070	128	7	family	family	NOUN
bracis-19070	128	8	’s	’s	PART
bracis-19070	128	9	baseline	baseline	NOUN
bracis-19070	128	10	,	,	PUNCT
bracis-19070	128	11	from	from	ADP
bracis-19070	128	12	which	which	PRON
bracis-19070	128	13	all	all	DET
bracis-19070	128	14	the	the	DET
bracis-19070	128	15	models	model	NOUN
bracis-19070	128	16	from	from	ADP
bracis-19070	128	17	b1	b1	NOUN
bracis-19070	128	18	to	to	ADP
bracis-19070	128	19	b7	b7	PROPN
bracis-19070	128	20	are	be	AUX
bracis-19070	128	21	scaled	scale	VERB
bracis-19070	128	22	up	up	ADP
bracis-19070	128	23	uniformly	uniformly	ADV
bracis-19070	128	24	in	in	ADP
bracis-19070	128	25	dimensions	dimension	NOUN
bracis-19070	128	26	of	of	ADP
bracis-19070	128	27	depth	depth	NOUN
bracis-19070	128	28	,	,	PUNCT
bracis-19070	128	29	width	width	ADJ
bracis-19070	128	30	and	and	CCONJ
bracis-19070	128	31	resolution	resolution	NOUN
bracis-19070	128	32	.	.	PUNCT
bracis-19070	129	1	table	table	NOUN
bracis-19070	129	2	 	 	SPACE
bracis-19070	129	3	1	1	NUM
bracis-19070	129	4	summarizes	summarize	NOUN
bracis-19070	129	5	the	the	DET
bracis-19070	129	6	stages	stage	NOUN
bracis-19070	129	7	in	in	ADP
bracis-19070	129	8	the	the	DET
bracis-19070	129	9	efficientnet	efficientnet	NOUN
bracis-19070	129	10	b0	b0	NOUN
bracis-19070	129	11	.	.	PUNCT
bracis-19070	130	1	each	each	DET
bracis-19070	130	2	stage	stage	NOUN
bracis-19070	130	3	consists	consist	VERB
bracis-19070	130	4	of	of	ADP
bracis-19070	130	5	one	one	NUM
bracis-19070	130	6	or	or	CCONJ
bracis-19070	130	7	more	more	ADJ
bracis-19070	130	8	layers	layer	NOUN
bracis-19070	130	9	built	build	VERB
bracis-19070	130	10	with	with	ADP
bracis-19070	130	11	blocks	block	NOUN
bracis-19070	130	12	of	of	ADP
bracis-19070	130	13	mbconv	mbconv	NOUN
bracis-19070	130	14	[	[	X
bracis-19070	130	15	30	30	NUM
bracis-19070	130	16	]	]	PUNCT
bracis-19070	130	17	,	,	PUNCT
bracis-19070	130	18	which	which	PRON
bracis-19070	130	19	are	be	AUX
bracis-19070	130	20	combined	combine	VERB
bracis-19070	130	21	with	with	ADP
bracis-19070	130	22	a	a	DET
bracis-19070	130	23	squeeze	squeeze	NOUN
bracis-19070	130	24	-	-	PUNCT
bracis-19070	130	25	and	and	CCONJ
bracis-19070	130	26	-	-	PUNCT
bracis-19070	130	27	excitation	excitation	NOUN
bracis-19070	130	28	optimization	optimization	NOUN
bracis-19070	130	29	[	[	X
bracis-19070	130	30	22	22	NUM
bracis-19070	130	31	]	]	PUNCT
bracis-19070	130	32	.	.	PUNCT
bracis-19070	131	1	table	table	NOUN
bracis-19070	131	2	1	1	NUM
bracis-19070	131	3	.	.	PUNCT
bracis-19070	132	1	summary	summary	NOUN
bracis-19070	132	2	of	of	ADP
bracis-19070	132	3	the	the	DET
bracis-19070	132	4	composition	composition	NOUN
bracis-19070	132	5	of	of	ADP
bracis-19070	132	6	the	the	DET
bracis-19070	132	7	efficientnet	efficientnet	NOUN
bracis-19070	132	8	b0full	b0full	ADJ
bracis-19070	132	9	size	size	NOUN
bracis-19070	132	10	table	table	NOUN
bracis-19070	132	11	4	4	NUM
bracis-19070	132	12	experimental	experimental	ADJ
bracis-19070	132	13	results	result	NOUN
bracis-19070	132	14	the	the	DET
bracis-19070	132	15	methods	method	NOUN
bracis-19070	132	16	described	describe	VERB
bracis-19070	132	17	previously	previously	ADV
bracis-19070	132	18	are	be	AUX
bracis-19070	132	19	only	only	ADV
bracis-19070	132	20	useful	useful	ADJ
bracis-19070	132	21	if	if	SCONJ
bracis-19070	132	22	they	they	PRON
bracis-19070	132	23	do	do	AUX
bracis-19070	132	24	lead	lead	VERB
bracis-19070	132	25	to	to	ADP
bracis-19070	132	26	improvement	improvement	NOUN
bracis-19070	132	27	in	in	ADP
bracis-19070	132	28	realistic	realistic	ADJ
bracis-19070	132	29	circumstances	circumstance	NOUN
bracis-19070	132	30	.	.	PUNCT
bracis-19070	133	1	we	we	PRON
bracis-19070	133	2	developed	develop	VERB
bracis-19070	133	3	and	and	CCONJ
bracis-19070	133	4	tested	test	VERB
bracis-19070	133	5	them	they	PRON
bracis-19070	133	6	by	by	ADP
bracis-19070	133	7	dealing	deal	VERB
bracis-19070	133	8	with	with	ADP
bracis-19070	133	9	real	real	ADJ
bracis-19070	133	10	artwork	artwork	NOUN
bracis-19070	133	11	and	and	CCONJ
bracis-19070	133	12	existing	exist	VERB
bracis-19070	133	13	datasets	dataset	NOUN
bracis-19070	133	14	.	.	PUNCT
bracis-19070	134	1	in	in	ADP
bracis-19070	134	2	this	this	DET
bracis-19070	134	3	section	section	NOUN
bracis-19070	134	4	,	,	PUNCT
bracis-19070	134	5	we	we	PRON
bracis-19070	134	6	present	present	VERB
bracis-19070	134	7	the	the	DET
bracis-19070	134	8	dataset	dataset	NOUN
bracis-19070	134	9	we	we	PRON
bracis-19070	134	10	used	use	VERB
bracis-19070	134	11	and	and	CCONJ
bracis-19070	134	12	its	its	PRON
bracis-19070	134	13	characteristics	characteristic	NOUN
bracis-19070	134	14	,	,	PUNCT
bracis-19070	134	15	the	the	DET
bracis-19070	134	16	training	training	NOUN
bracis-19070	134	17	configurations	configuration	NOUN
bracis-19070	134	18	for	for	ADP
bracis-19070	134	19	both	both	CCONJ
bracis-19070	134	20	gan	gan	NOUN
bracis-19070	134	21	and	and	CCONJ
bracis-19070	134	22	classifier	classifier	NOUN
bracis-19070	134	23	and	and	CCONJ
bracis-19070	134	24	the	the	DET
bracis-19070	134	25	results	result	NOUN
bracis-19070	134	26	for	for	ADP
bracis-19070	134	27	each	each	DET
bracis-19070	134	28	step	step	NOUN
bracis-19070	134	29	of	of	ADP
bracis-19070	134	30	the	the	DET
bracis-19070	134	31	class	class	NOUN
bracis-19070	134	32	-	-	PUNCT
bracis-19070	134	33	by	by	ADP
bracis-19070	134	34	-	-	PUNCT
bracis-19070	134	35	class	class	NOUN
bracis-19070	134	36	performance	performance	NOUN
bracis-19070	134	37	analysis	analysis	NOUN
bracis-19070	134	38	.	.	PUNCT
bracis-19070	135	1	4.1	4.1	NUM
bracis-19070	135	2	the	the	DET
bracis-19070	135	3	wikiart	wikiart	NOUN
bracis-19070	135	4	dataset	dataset	NOUN
bracis-19070	135	5	we	we	PRON
bracis-19070	135	6	used	use	VERB
bracis-19070	135	7	the	the	DET
bracis-19070	135	8	wikiart	wikiart	NOUN
bracis-19070	135	9	dataset	dataset	VERB
bracis-19070	135	10	in	in	ADP
bracis-19070	135	11	our	our	PRON
bracis-19070	135	12	experiments	experiment	NOUN
bracis-19070	135	13	.	.	PUNCT
bracis-19070	136	1	in	in	ADP
bracis-19070	136	2	fact	fact	NOUN
bracis-19070	136	3	,	,	PUNCT
bracis-19070	136	4	the	the	DET
bracis-19070	136	5	version	version	NOUN
bracis-19070	136	6	we	we	PRON
bracis-19070	136	7	used	use	VERB
bracis-19070	136	8	was	be	AUX
bracis-19070	136	9	the	the	DET
bracis-19070	136	10	one	one	NOUN
bracis-19070	136	11	discussed	discuss	VERB
bracis-19070	136	12	by	by	ADP
bracis-19070	136	13	elgammal	elgammal	PROPN
bracis-19070	136	14	et	et	PROPN
bracis-19070	136	15	al	al	PROPN
bracis-19070	136	16	.	.	PUNCT
bracis-19070	137	1	[	[	X
bracis-19070	137	2	14	14	NUM
bracis-19070	137	3	]	]	PUNCT
bracis-19070	137	4	,	,	PUNCT
bracis-19070	137	5	from	from	ADP
bracis-19070	137	6	which	which	PRON
bracis-19070	137	7	we	we	PRON
bracis-19070	137	8	adopted	adopt	VERB
bracis-19070	137	9	the	the	DET
bracis-19070	137	10	following	follow	VERB
bracis-19070	137	11	conventions	convention	NOUN
bracis-19070	137	12	:	:	PUNCT
bracis-19070	137	13	new	new	ADJ
bracis-19070	137	14	realism	realism	NOUN
bracis-19070	137	15	and	and	CCONJ
bracis-19070	137	16	contemporary	contemporary	ADJ
bracis-19070	137	17	realism	realism	NOUN
bracis-19070	137	18	were	be	AUX
bracis-19070	137	19	added	add	VERB
bracis-19070	137	20	to	to	ADP
bracis-19070	137	21	realism	realism	NOUN
bracis-19070	137	22	;	;	PUNCT
bracis-19070	137	23	action	action	NOUN
bracis-19070	137	24	painting	painting	NOUN
bracis-19070	137	25	was	be	AUX
bracis-19070	137	26	added	add	VERB
bracis-19070	137	27	to	to	ADP
bracis-19070	137	28	abstract	abstract	ADJ
bracis-19070	137	29	-	-	PUNCT
bracis-19070	137	30	expressionism	expressionism	NOUN
bracis-19070	137	31	;	;	PUNCT
bracis-19070	137	32	synthetic	synthetic	ADJ
bracis-19070	137	33	cubism	cubism	NOUN
bracis-19070	137	34	and	and	CCONJ
bracis-19070	137	35	analytical	analytical	ADJ
bracis-19070	137	36	cubism	cubism	NOUN
bracis-19070	137	37	were	be	AUX
bracis-19070	137	38	added	add	VERB
bracis-19070	137	39	to	to	ADP
bracis-19070	137	40	cubism	cubism	NOUN
bracis-19070	137	41	.	.	PUNCT
bracis-19070	138	1	table	table	NOUN
bracis-19070	138	2	2	2	NUM
bracis-19070	138	3	.	.	PUNCT
bracis-19070	139	1	dataset	dataset	NOUN
bracis-19070	139	2	used	use	VERB
bracis-19070	139	3	in	in	ADP
bracis-19070	139	4	experiments.full	experiments.full	NUM
bracis-19070	139	5	size	size	NOUN
bracis-19070	139	6	table	table	NOUN
bracis-19070	139	7	a	a	DET
bracis-19070	139	8	total	total	NOUN
bracis-19070	139	9	of	of	ADP
bracis-19070	139	10	63,659	63,659	NUM
bracis-19070	139	11	images	image	NOUN
bracis-19070	139	12	are	be	AUX
bracis-19070	139	13	available	available	ADJ
bracis-19070	139	14	there	there	ADV
bracis-19070	139	15	;	;	PUNCT
bracis-19070	139	16	10	10	NUM
bracis-19070	139	17	%	%	NOUN
bracis-19070	139	18	of	of	ADP
bracis-19070	139	19	them	they	PRON
bracis-19070	139	20	were	be	AUX
bracis-19070	139	21	used	use	VERB
bracis-19070	139	22	for	for	ADP
bracis-19070	139	23	testing	testing	NOUN
bracis-19070	139	24	and	and	CCONJ
bracis-19070	139	25	10	10	NUM
bracis-19070	139	26	%	%	NOUN
bracis-19070	139	27	of	of	ADP
bracis-19070	139	28	the	the	DET
bracis-19070	139	29	remaining	remain	VERB
bracis-19070	139	30	dataset	dataset	NOUN
bracis-19070	139	31	was	be	AUX
bracis-19070	139	32	used	use	VERB
bracis-19070	139	33	for	for	ADP
bracis-19070	139	34	validation	validation	NOUN
bracis-19070	139	35	.	.	PUNCT
bracis-19070	140	1	the	the	DET
bracis-19070	140	2	training	training	NOUN
bracis-19070	140	3	volumetry	volumetry	NOUN
bracis-19070	140	4	of	of	ADP
bracis-19070	140	5	the	the	DET
bracis-19070	140	6	image	image	NOUN
bracis-19070	140	7	distribution	distribution	NOUN
bracis-19070	140	8	is	be	AUX
bracis-19070	140	9	presented	present	VERB
bracis-19070	140	10	in	in	ADP
bracis-19070	140	11	the	the	DET
bracis-19070	140	12	last	last	ADJ
bracis-19070	140	13	column	column	NOUN
bracis-19070	140	14	of	of	ADP
bracis-19070	140	15	table	table	NOUN
bracis-19070	140	16	 	 	SPACE
bracis-19070	140	17	2	2	NUM
bracis-19070	140	18	.	.	PUNCT
bracis-19070	141	1	the	the	DET
bracis-19070	141	2	training	training	NOUN
bracis-19070	141	3	dataset	dataset	NOUN
bracis-19070	141	4	is	be	AUX
bracis-19070	141	5	used	use	VERB
bracis-19070	141	6	both	both	PRON
bracis-19070	141	7	in	in	ADP
bracis-19070	141	8	classifier	classifier	NOUN
bracis-19070	141	9	training	training	NOUN
bracis-19070	141	10	and	and	CCONJ
bracis-19070	141	11	in	in	ADP
bracis-19070	141	12	gan	gan	ADJ
bracis-19070	141	13	training	training	NOUN
bracis-19070	141	14	.	.	PUNCT
bracis-19070	142	1	the	the	DET
bracis-19070	142	2	test	test	NOUN
bracis-19070	142	3	dataset	dataset	NOUN
bracis-19070	142	4	is	be	AUX
bracis-19070	142	5	the	the	DET
bracis-19070	142	6	same	same	ADJ
bracis-19070	142	7	for	for	SCONJ
bracis-19070	142	8	all	all	DET
bracis-19070	142	9	experiments	experiment	NOUN
bracis-19070	142	10	to	to	PART
bracis-19070	142	11	ensure	ensure	VERB
bracis-19070	142	12	comparability	comparability	NOUN
bracis-19070	142	13	of	of	ADP
bracis-19070	142	14	results	result	NOUN
bracis-19070	142	15	.	.	PUNCT
bracis-19070	143	1	the	the	DET
bracis-19070	143	2	class	class	NOUN
bracis-19070	143	3	imbalance	imbalance	NOUN
bracis-19070	143	4	is	be	AUX
bracis-19070	143	5	apparent	apparent	ADJ
bracis-19070	143	6	with	with	ADP
bracis-19070	143	7	the	the	DET
bracis-19070	143	8	volumetry	volumetry	NOUN
bracis-19070	143	9	varying	vary	VERB
bracis-19070	143	10	between	between	ADP
bracis-19070	143	11	10,566	10,566	NUM
bracis-19070	143	12	and	and	CCONJ
bracis-19070	143	13	940	940	NUM
bracis-19070	143	14	images	image	NOUN
bracis-19070	143	15	.	.	PUNCT
bracis-19070	144	1	4.2	4.2	NUM
bracis-19070	144	2	gan	gan	NOUN
bracis-19070	144	3	training	training	NOUN
bracis-19070	144	4	configuration	configuration	NOUN
bracis-19070	144	5	in	in	ADP
bracis-19070	144	6	order	order	NOUN
bracis-19070	144	7	to	to	PART
bracis-19070	144	8	accommodate	accommodate	VERB
bracis-19070	144	9	the	the	DET
bracis-19070	144	10	training	training	NOUN
bracis-19070	144	11	process	process	NOUN
bracis-19070	144	12	in	in	ADP
bracis-19070	144	13	2	2	NUM
bracis-19070	144	14	gpus	gpus	PROPN
bracis-19070	144	15	geforce	geforce	NOUN
bracis-19070	144	16	gtx	gtx	ADJ
bracis-19070	144	17	1080	1080	NUM
bracis-19070	144	18	ti	ti	NOUN
bracis-19070	144	19	(	(	PUNCT
bracis-19070	144	20	12	12	NUM
bracis-19070	144	21	gb	gb	NOUN
bracis-19070	144	22	)	)	PUNCT
bracis-19070	144	23	to	to	PART
bracis-19070	144	24	generate	generate	VERB
bracis-19070	144	25	images	image	NOUN
bracis-19070	144	26	of	of	ADP
bracis-19070	144	27	128	128	NUM
bracis-19070	144	28	 	 	SPACE
bracis-19070	144	29	\(\times	\(\time	NOUN
bracis-19070	144	30	\	\	NOUN
bracis-19070	144	31	)	)	PUNCT
bracis-19070	144	32	 	 	SPACE
bracis-19070	144	33	128	128	NUM
bracis-19070	144	34	,	,	PUNCT
bracis-19070	144	35	we	we	PRON
bracis-19070	144	36	lowered	lower	VERB
bracis-19070	144	37	the	the	DET
bracis-19070	144	38	batch	batch	NOUN
bracis-19070	144	39	size	size	NOUN
bracis-19070	144	40	to	to	ADP
bracis-19070	144	41	32	32	NUM
bracis-19070	144	42	images	image	NOUN
bracis-19070	144	43	(	(	PUNCT
bracis-19070	144	44	the	the	DET
bracis-19070	144	45	sagan	sagan	PROPN
bracis-19070	144	46	was	be	AUX
bracis-19070	144	47	trained	train	VERB
bracis-19070	144	48	with	with	ADP
bracis-19070	144	49	batch	batch	NOUN
bracis-19070	144	50	size	size	NOUN
bracis-19070	144	51	of	of	ADP
bracis-19070	144	52	256	256	NUM
bracis-19070	144	53	images	image	NOUN
bracis-19070	144	54	)	)	PUNCT
bracis-19070	144	55	.	.	PUNCT
bracis-19070	145	1	the	the	DET
bracis-19070	145	2	process	process	NOUN
bracis-19070	145	3	ran	run	VERB
bracis-19070	145	4	for	for	ADP
bracis-19070	145	5	200.000	200.000	NUM
bracis-19070	145	6	epochs	epoch	NOUN
bracis-19070	145	7	(	(	PUNCT
bracis-19070	145	8	approximately	approximately	ADV
bracis-19070	145	9	34	34	NUM
bracis-19070	145	10	 	 	SPACE
bracis-19070	145	11	h	h	NOUN
bracis-19070	145	12	)	)	PUNCT
bracis-19070	145	13	.	.	PUNCT
bracis-19070	146	1	each	each	DET
bracis-19070	146	2	class	class	NOUN
bracis-19070	146	3	was	be	AUX
bracis-19070	146	4	trained	train	VERB
bracis-19070	146	5	independently	independently	ADV
bracis-19070	146	6	,	,	PUNCT
bracis-19070	146	7	using	use	VERB
bracis-19070	146	8	the	the	DET
bracis-19070	146	9	equivalent	equivalent	ADJ
bracis-19070	146	10	training	training	NOUN
bracis-19070	146	11	dataset	dataset	NOUN
bracis-19070	146	12	of	of	ADP
bracis-19070	146	13	the	the	DET
bracis-19070	146	14	classifier	classifier	NOUN
bracis-19070	146	15	.	.	PUNCT
bracis-19070	147	1	the	the	DET
bracis-19070	147	2	optimizer	optimizer	NOUN
bracis-19070	147	3	setup	setup	NOUN
bracis-19070	147	4	follows	follow	VERB
bracis-19070	147	5	the	the	DET
bracis-19070	147	6	original	original	ADJ
bracis-19070	147	7	sagan	sagan	PROPN
bracis-19070	147	8	article	article	PROPN
bracis-19070	147	9	:	:	PUNCT
bracis-19070	147	10	adam	adam	PROPN
bracis-19070	147	11	optimizer	optimizer	NOUN
bracis-19070	147	12	with	with	ADP
bracis-19070	147	13	\(\beta	\(\beta	PROPN
bracis-19070	147	14	_	_	NOUN
bracis-19070	147	15	{	{	PUNCT
bracis-19070	147	16	1	1	NUM
bracis-19070	147	17	}	}	PUNCT
bracis-19070	147	18	=	=	SYM
bracis-19070	147	19	0\	0\	PROPN
bracis-19070	147	20	)	)	PUNCT
bracis-19070	147	21	and	and	CCONJ
bracis-19070	147	22	\(\beta	\(\beta	ADP
bracis-19070	147	23	_	_	NOUN
bracis-19070	147	24	{	{	PUNCT
bracis-19070	147	25	2	2	NUM
bracis-19070	147	26	}	}	PUNCT
bracis-19070	147	27	=	=	SYM
bracis-19070	147	28	0.9\	0.9\	NOUN
bracis-19070	147	29	)	)	PUNCT
bracis-19070	147	30	.	.	PUNCT
bracis-19070	148	1	the	the	DET
bracis-19070	148	2	learning	learning	NOUN
bracis-19070	148	3	rate	rate	NOUN
bracis-19070	148	4	is	be	AUX
bracis-19070	148	5	constant	constant	ADJ
bracis-19070	148	6	but	but	CCONJ
bracis-19070	148	7	specific	specific	ADJ
bracis-19070	148	8	for	for	ADP
bracis-19070	148	9	each	each	DET
bracis-19070	148	10	model	model	NOUN
bracis-19070	148	11	:	:	PUNCT
bracis-19070	148	12	for	for	SCONJ
bracis-19070	148	13	the	the	DET
bracis-19070	148	14	discriminator	discriminator	NOUN
bracis-19070	148	15	is	be	AUX
bracis-19070	148	16	0.0004	0.0004	NUM
bracis-19070	148	17	and	and	CCONJ
bracis-19070	148	18	for	for	ADP
bracis-19070	148	19	the	the	DET
bracis-19070	148	20	generator	generator	NOUN
bracis-19070	148	21	is	be	AUX
bracis-19070	148	22	0.0001	0.0001	NUM
bracis-19070	148	23	[	[	X
bracis-19070	148	24	43	43	NUM
bracis-19070	148	25	]	]	PUNCT
bracis-19070	148	26	.	.	PUNCT
bracis-19070	149	1	4.3	4.3	NUM
bracis-19070	149	2	efficientnet	efficientnet	NOUN
bracis-19070	149	3	b0	b0	NOUN
bracis-19070	149	4	training	training	NOUN
bracis-19070	149	5	configuration	configuration	NOUN
bracis-19070	149	6	using	use	VERB
bracis-19070	149	7	the	the	DET
bracis-19070	149	8	imagenet	imagenet	NOUN
bracis-19070	149	9	pretrained	pretraine	VERB
bracis-19070	149	10	model	model	NOUN
bracis-19070	149	11	,	,	PUNCT
bracis-19070	149	12	the	the	DET
bracis-19070	149	13	fine	fine	ADV
bracis-19070	149	14	-	-	PUNCT
bracis-19070	149	15	tuning	tuning	NOUN
bracis-19070	149	16	for	for	ADP
bracis-19070	149	17	our	our	PRON
bracis-19070	149	18	classification	classification	NOUN
bracis-19070	149	19	purpose	purpose	NOUN
bracis-19070	149	20	was	be	AUX
bracis-19070	149	21	done	do	VERB
bracis-19070	149	22	by	by	ADP
bracis-19070	149	23	unfreezing	unfreeze	VERB
bracis-19070	149	24	each	each	DET
bracis-19070	149	25	block	block	NOUN
bracis-19070	149	26	until	until	SCONJ
bracis-19070	149	27	there	there	PRON
bracis-19070	149	28	was	be	VERB
bracis-19070	149	29	no	no	DET
bracis-19070	149	30	further	further	ADJ
bracis-19070	149	31	improvement	improvement	NOUN
bracis-19070	149	32	on	on	ADP
bracis-19070	149	33	the	the	DET
bracis-19070	149	34	validation	validation	NOUN
bracis-19070	149	35	dataset	dataset	NOUN
bracis-19070	149	36	.	.	PUNCT
bracis-19070	150	1	the	the	DET
bracis-19070	150	2	stochastic	stochastic	ADJ
bracis-19070	150	3	gradient	gradient	ADJ
bracis-19070	150	4	descent	descent	NOUN
bracis-19070	150	5	optimizer	optimizer	NOUN
bracis-19070	150	6	was	be	AUX
bracis-19070	150	7	used	use	VERB
bracis-19070	150	8	with	with	ADP
bracis-19070	150	9	decay	decay	NOUN
bracis-19070	150	10	0.9	0.9	NUM
bracis-19070	150	11	and	and	CCONJ
bracis-19070	150	12	momentum	momentum	NOUN
bracis-19070	150	13	0.9	0.9	NUM
bracis-19070	150	14	;	;	PUNCT
bracis-19070	150	15	initial	initial	ADJ
bracis-19070	150	16	learning	learning	NOUN
bracis-19070	150	17	rate	rate	NOUN
bracis-19070	150	18	of	of	ADP
bracis-19070	150	19	0.01	0.01	NUM
bracis-19070	150	20	with	with	ADP
bracis-19070	150	21	decay	decay	NOUN
bracis-19070	150	22	after	after	ADP
bracis-19070	150	23	the	the	DET
bracis-19070	150	24	fifth	fifth	ADJ
bracis-19070	150	25	epoch	epoch	NOUN
bracis-19070	150	26	(	(	PUNCT
bracis-19070	150	27	\(lr	\(lr	NOUN
bracis-19070	150	28	=	=	SYM
bracis-19070	150	29	lr*e^{-0.1}\	lr*e^{-0.1}\	NUM
bracis-19070	150	30	)	)	PUNCT
bracis-19070	150	31	)	)	PUNCT
bracis-19070	150	32	.	.	PUNCT
bracis-19070	151	1	images	image	NOUN
bracis-19070	151	2	were	be	AUX
bracis-19070	151	3	resized	resize	VERB
bracis-19070	151	4	to	to	ADP
bracis-19070	151	5	224	224	NUM
bracis-19070	151	6	 	 	SPACE
bracis-19070	151	7	\(\times	\(\time	NOUN
bracis-19070	151	8	\	\	NOUN
bracis-19070	151	9	)	)	PUNCT
bracis-19070	151	10	 	 	SPACE
bracis-19070	151	11	244	244	NUM
bracis-19070	151	12	and	and	CCONJ
bracis-19070	151	13	batch	batch	NOUN
bracis-19070	151	14	size	size	NOUN
bracis-19070	151	15	was	be	AUX
bracis-19070	151	16	32	32	NUM
bracis-19070	151	17	images	image	NOUN
bracis-19070	151	18	.	.	PUNCT
bracis-19070	152	1	4.4	4.4	NUM
bracis-19070	152	2	baseline	baseline	PROPN
bracis-19070	152	3	results	result	VERB
bracis-19070	152	4	the	the	DET
bracis-19070	152	5	result	result	NOUN
bracis-19070	152	6	of	of	ADP
bracis-19070	152	7	the	the	DET
bracis-19070	152	8	efficientnet	efficientnet	PROPN
bracis-19070	152	9	b0	b0	PROPN
bracis-19070	152	10	baseline	baseline	NOUN
bracis-19070	152	11	trained	train	VERB
bracis-19070	152	12	model	model	NOUN
bracis-19070	152	13	and	and	CCONJ
bracis-19070	152	14	the	the	DET
bracis-19070	152	15	efficientnet	efficientnet	PROPN
bracis-19070	152	16	b0	b0	PROPN
bracis-19070	152	17	trained	train	VERB
bracis-19070	152	18	model	model	NOUN
bracis-19070	152	19	with	with	ADP
bracis-19070	152	20	geometric	geometric	ADJ
bracis-19070	152	21	augmentation	augmentation	NOUN
bracis-19070	152	22	are	be	AUX
bracis-19070	152	23	shown	show	VERB
bracis-19070	152	24	in	in	ADP
bracis-19070	152	25	table	table	NOUN
bracis-19070	152	26	 	 	SPACE
bracis-19070	152	27	6	6	NUM
bracis-19070	152	28	(	(	PUNCT
bracis-19070	152	29	first	first	ADJ
bracis-19070	152	30	and	and	CCONJ
bracis-19070	152	31	second	second	ADJ
bracis-19070	152	32	lines	line	NOUN
bracis-19070	152	33	)	)	PUNCT
bracis-19070	152	34	.	.	PUNCT
bracis-19070	153	1	the	the	DET
bracis-19070	153	2	performance	performance	NOUN
bracis-19070	153	3	for	for	ADP
bracis-19070	153	4	each	each	DET
bracis-19070	153	5	class	class	NOUN
bracis-19070	153	6	of	of	ADP
bracis-19070	153	7	the	the	DET
bracis-19070	153	8	latter	latter	ADJ
bracis-19070	153	9	is	be	AUX
bracis-19070	153	10	shown	show	VERB
bracis-19070	153	11	in	in	ADP
bracis-19070	153	12	fig	fig	NOUN
bracis-19070	153	13	.	.	PUNCT
bracis-19070	153	14	 	 	SPACE
bracis-19070	154	1	2	2	X
bracis-19070	154	2	.	.	PUNCT
bracis-19070	155	1	it	it	PRON
bracis-19070	155	2	is	be	AUX
bracis-19070	155	3	important	important	ADJ
bracis-19070	155	4	to	to	PART
bracis-19070	155	5	highlight	highlight	VERB
bracis-19070	155	6	that	that	DET
bracis-19070	155	7	low	low	ADJ
bracis-19070	155	8	performance	performance	NOUN
bracis-19070	155	9	is	be	AUX
bracis-19070	155	10	not	not	PART
bracis-19070	155	11	correlated	correlate	VERB
bracis-19070	155	12	to	to	PART
bracis-19070	155	13	image	image	NOUN
bracis-19070	155	14	quantity	quantity	NOUN
bracis-19070	155	15	:	:	PUNCT
bracis-19070	155	16	the	the	DET
bracis-19070	155	17	ukiyo	ukiyo	PROPN
bracis-19070	155	18	-	-	PUNCT
bracis-19070	155	19	e	e	NOUN
bracis-19070	155	20	movement	movement	NOUN
bracis-19070	155	21	–	–	PUNCT
bracis-19070	155	22	the	the	DET
bracis-19070	155	23	japanese	japanese	ADJ
bracis-19070	155	24	style	style	NOUN
bracis-19070	155	25	–	–	PUNCT
bracis-19070	155	26	had	have	VERB
bracis-19070	155	27	the	the	DET
bracis-19070	155	28	least	least	ADJ
bracis-19070	155	29	amount	amount	NOUN
bracis-19070	155	30	of	of	ADP
bracis-19070	155	31	images	image	NOUN
bracis-19070	155	32	and	and	CCONJ
bracis-19070	155	33	the	the	DET
bracis-19070	155	34	best	good	ADJ
bracis-19070	155	35	f1	f1	NOUN
bracis-19070	155	36	-	-	PUNCT
bracis-19070	155	37	score	score	NOUN
bracis-19070	155	38	.	.	PUNCT
bracis-19070	156	1	still	still	ADV
bracis-19070	156	2	,	,	PUNCT
bracis-19070	156	3	the	the	DET
bracis-19070	156	4	worst	bad	ADJ
bracis-19070	156	5	performance	performance	NOUN
bracis-19070	156	6	was	be	AUX
bracis-19070	156	7	obtained	obtain	VERB
bracis-19070	156	8	by	by	ADP
bracis-19070	156	9	the	the	DET
bracis-19070	156	10	pop	pop	ADJ
bracis-19070	156	11	art	art	NOUN
bracis-19070	156	12	class	class	NOUN
bracis-19070	156	13	with	with	ADP
bracis-19070	156	14	only	only	ADV
bracis-19070	156	15	1205	1205	NUM
bracis-19070	156	16	images	image	NOUN
bracis-19070	156	17	.	.	PUNCT
bracis-19070	157	1	on	on	ADP
bracis-19070	157	2	the	the	DET
bracis-19070	157	3	other	other	ADJ
bracis-19070	157	4	hand	hand	NOUN
bracis-19070	157	5	,	,	PUNCT
bracis-19070	157	6	the	the	DET
bracis-19070	157	7	second	second	ADJ
bracis-19070	157	8	and	and	CCONJ
bracis-19070	157	9	third	third	ADJ
bracis-19070	157	10	worst	bad	ADJ
bracis-19070	157	11	performances	performance	NOUN
bracis-19070	157	12	belong	belong	VERB
bracis-19070	157	13	to	to	ADP
bracis-19070	157	14	two	two	NUM
bracis-19070	157	15	classes	class	NOUN
bracis-19070	157	16	with	with	ADP
bracis-19070	157	17	the	the	DET
bracis-19070	157	18	largest	large	ADJ
bracis-19070	157	19	number	number	NOUN
bracis-19070	157	20	of	of	ADP
bracis-19070	157	21	images	image	NOUN
bracis-19070	157	22	expressionism	expressionism	NOUN
bracis-19070	157	23	and	and	CCONJ
bracis-19070	157	24	romanticism	romanticism	NOUN
bracis-19070	157	25	.	.	PUNCT
bracis-19070	158	1	fig	fig	NOUN
bracis-19070	158	2	.	.	PUNCT
bracis-19070	159	1	2	2	X
bracis-19070	159	2	.	.	X
bracis-19070	159	3	analysis	analysis	NOUN
bracis-19070	159	4	of	of	ADP
bracis-19070	159	5	the	the	DET
bracis-19070	159	6	trained	train	VERB
bracis-19070	159	7	efficientnet	efficientnet	NOUN
bracis-19070	159	8	b0	b0	NOUN
bracis-19070	159	9	with	with	ADP
bracis-19070	159	10	geometric	geometric	ADJ
bracis-19070	159	11	augmentation	augmentation	NOUN
bracis-19070	159	12	full	full	ADJ
bracis-19070	159	13	size	size	NOUN
bracis-19070	159	14	image	image	NOUN
bracis-19070	159	15	4.5	4.5	NUM
bracis-19070	159	16	sampling	sample	VERB
bracis-19070	159	17	low	low	ADJ
bracis-19070	159	18	quantity	quantity	NOUN
bracis-19070	159	19	classes	class	NOUN
bracis-19070	159	20	pop	pop	VERB
bracis-19070	159	21	art	art	NOUN
bracis-19070	159	22	is	be	AUX
bracis-19070	159	23	the	the	DET
bracis-19070	159	24	fourth	fourth	ADJ
bracis-19070	159	25	lowest	low	ADJ
bracis-19070	159	26	class	class	NOUN
bracis-19070	159	27	in	in	ADP
bracis-19070	159	28	terms	term	NOUN
bracis-19070	159	29	of	of	ADP
bracis-19070	159	30	quantity	quantity	NOUN
bracis-19070	159	31	and	and	CCONJ
bracis-19070	159	32	images	image	NOUN
bracis-19070	159	33	,	,	PUNCT
bracis-19070	159	34	so	so	CCONJ
bracis-19070	159	35	the	the	DET
bracis-19070	159	36	low	low	ADJ
bracis-19070	159	37	quantity	quantity	NOUN
bracis-19070	159	38	class	class	NOUN
bracis-19070	159	39	sampling	sampling	NOUN
bracis-19070	159	40	strategy	strategy	NOUN
bracis-19070	159	41	was	be	AUX
bracis-19070	159	42	applied	apply	VERB
bracis-19070	159	43	.	.	PUNCT
bracis-19070	160	1	the	the	DET
bracis-19070	160	2	results	result	NOUN
bracis-19070	160	3	are	be	AUX
bracis-19070	160	4	shown	show	VERB
bracis-19070	160	5	in	in	ADP
bracis-19070	160	6	table	table	NOUN
bracis-19070	160	7	 	 	SPACE
bracis-19070	160	8	3	3	NUM
bracis-19070	160	9	.	.	PUNCT
bracis-19070	161	1	the	the	DET
bracis-19070	161	2	classifier	classifier	NOUN
bracis-19070	161	3	that	that	PRON
bracis-19070	161	4	obtained	obtain	VERB
bracis-19070	161	5	the	the	DET
bracis-19070	161	6	best	good	ADJ
bracis-19070	161	7	accuracy	accuracy	NOUN
bracis-19070	161	8	score	score	NOUN
bracis-19070	161	9	is	be	AUX
bracis-19070	161	10	not	not	PART
bracis-19070	161	11	the	the	DET
bracis-19070	161	12	same	same	ADJ
bracis-19070	161	13	as	as	SCONJ
bracis-19070	161	14	that	that	PRON
bracis-19070	161	15	obtained	obtain	VERB
bracis-19070	161	16	the	the	DET
bracis-19070	161	17	best	good	ADJ
bracis-19070	161	18	f1	f1	NOUN
bracis-19070	161	19	-	-	PUNCT
bracis-19070	161	20	score	score	NOUN
bracis-19070	161	21	for	for	ADP
bracis-19070	161	22	the	the	DET
bracis-19070	161	23	pop	pop	ADJ
bracis-19070	161	24	art	art	NOUN
bracis-19070	161	25	class	class	NOUN
bracis-19070	161	26	.	.	PUNCT
bracis-19070	162	1	this	this	PRON
bracis-19070	162	2	shows	show	VERB
bracis-19070	162	3	that	that	SCONJ
bracis-19070	162	4	other	other	ADJ
bracis-19070	162	5	classes	class	NOUN
bracis-19070	162	6	have	have	AUX
bracis-19070	162	7	benefited	benefit	VERB
bracis-19070	162	8	from	from	ADP
bracis-19070	162	9	the	the	DET
bracis-19070	162	10	information	information	NOUN
bracis-19070	162	11	obtained	obtain	VERB
bracis-19070	162	12	from	from	ADP
bracis-19070	162	13	the	the	DET
bracis-19070	162	14	images	image	NOUN
bracis-19070	162	15	generated	generate	VERB
bracis-19070	162	16	(	(	PUNCT
bracis-19070	162	17	tables	table	NOUN
bracis-19070	162	18	4	4	NUM
bracis-19070	162	19	and	and	CCONJ
bracis-19070	162	20	5	5	NUM
bracis-19070	162	21	)	)	PUNCT
bracis-19070	162	22	.	.	PUNCT
bracis-19070	163	1	table	table	NOUN
bracis-19070	164	1	3	3	NUM
bracis-19070	164	2	.	.	PUNCT
bracis-19070	165	1	summary	summary	NOUN
bracis-19070	165	2	of	of	ADP
bracis-19070	165	3	experiments	experiment	NOUN
bracis-19070	165	4	with	with	ADP
bracis-19070	165	5	added	add	VERB
bracis-19070	165	6	synthetic	synthetic	ADJ
bracis-19070	165	7	pop	pop	NOUN
bracis-19070	165	8	art	art	NOUN
bracis-19070	165	9	imagesfull	imagesfull	NOUN
bracis-19070	165	10	size	size	NOUN
bracis-19070	165	11	table	table	NOUN
bracis-19070	165	12	4.6	4.6	NUM
bracis-19070	165	13	sampling	sample	VERB
bracis-19070	165	14	high	high	ADJ
bracis-19070	165	15	quantity	quantity	NOUN
bracis-19070	165	16	classes	class	NOUN
bracis-19070	165	17	both	both	PRON
bracis-19070	165	18	expressionism	expressionism	NOUN
bracis-19070	165	19	and	and	CCONJ
bracis-19070	165	20	romanticism	romanticism	NOUN
bracis-19070	165	21	classes	class	NOUN
bracis-19070	165	22	have	have	VERB
bracis-19070	165	23	a	a	DET
bracis-19070	165	24	similar	similar	ADJ
bracis-19070	165	25	behavior	behavior	NOUN
bracis-19070	165	26	to	to	ADP
bracis-19070	165	27	that	that	PRON
bracis-19070	165	28	of	of	ADP
bracis-19070	165	29	our	our	PRON
bracis-19070	165	30	reference	reference	NOUN
bracis-19070	165	31	model	model	NOUN
bracis-19070	165	32	:	:	PUNCT
bracis-19070	165	33	they	they	PRON
bracis-19070	165	34	have	have	VERB
bracis-19070	165	35	many	many	ADJ
bracis-19070	165	36	more	more	ADJ
bracis-19070	165	37	images	image	NOUN
bracis-19070	165	38	than	than	ADP
bracis-19070	165	39	most	most	ADJ
bracis-19070	165	40	of	of	ADP
bracis-19070	165	41	the	the	DET
bracis-19070	165	42	classes	class	NOUN
bracis-19070	165	43	–	–	PUNCT
bracis-19070	165	44	more	more	ADJ
bracis-19070	165	45	than	than	ADP
bracis-19070	165	46	four	four	NUM
bracis-19070	165	47	times	time	NOUN
bracis-19070	165	48	pop	pop	NOUN
bracis-19070	165	49	art	art	NOUN
bracis-19070	165	50	’s	’s	PART
bracis-19070	165	51	image	image	NOUN
bracis-19070	165	52	quantity	quantity	NOUN
bracis-19070	165	53	–	–	PUNCT
bracis-19070	165	54	but	but	CCONJ
bracis-19070	165	55	low	low	ADJ
bracis-19070	165	56	performance	performance	NOUN
bracis-19070	165	57	.	.	PUNCT
bracis-19070	166	1	it	it	PRON
bracis-19070	166	2	is	be	AUX
bracis-19070	166	3	interesting	interesting	ADJ
bracis-19070	166	4	to	to	PART
bracis-19070	166	5	observe	observe	VERB
bracis-19070	166	6	that	that	SCONJ
bracis-19070	166	7	for	for	ADP
bracis-19070	166	8	both	both	DET
bracis-19070	166	9	classes	class	NOUN
bracis-19070	166	10	,	,	PUNCT
bracis-19070	166	11	the	the	DET
bracis-19070	166	12	quantity	quantity	NOUN
bracis-19070	166	13	of	of	ADP
bracis-19070	166	14	images	image	NOUN
bracis-19070	166	15	that	that	PRON
bracis-19070	166	16	generated	generate	VERB
bracis-19070	166	17	the	the	DET
bracis-19070	166	18	best	good	ADJ
bracis-19070	166	19	results	result	NOUN
bracis-19070	166	20	was	be	AUX
bracis-19070	166	21	1/4	1/4	NUM
bracis-19070	166	22	of	of	ADP
bracis-19070	166	23	its	its	PRON
bracis-19070	166	24	original	original	ADJ
bracis-19070	166	25	training	training	NOUN
bracis-19070	166	26	data	datum	NOUN
bracis-19070	166	27	quantity	quantity	NOUN
bracis-19070	166	28	.	.	PUNCT
bracis-19070	167	1	the	the	DET
bracis-19070	167	2	synthetic	synthetic	ADJ
bracis-19070	167	3	romantic	romantic	ADJ
bracis-19070	167	4	class	class	NOUN
bracis-19070	167	5	had	have	VERB
bracis-19070	167	6	a	a	DET
bracis-19070	167	7	better	well	ADJ
bracis-19070	167	8	f1	f1	NOUN
bracis-19070	167	9	-	-	PUNCT
bracis-19070	167	10	score	score	NOUN
bracis-19070	167	11	when	when	SCONJ
bracis-19070	167	12	3/4	3/4	NUM
bracis-19070	167	13	of	of	ADP
bracis-19070	167	14	the	the	DET
bracis-19070	167	15	quantity	quantity	NOUN
bracis-19070	167	16	of	of	ADP
bracis-19070	167	17	the	the	DET
bracis-19070	167	18	original	original	ADJ
bracis-19070	167	19	data	datum	NOUN
bracis-19070	167	20	was	be	AUX
bracis-19070	167	21	added	add	VERB
bracis-19070	167	22	,	,	PUNCT
bracis-19070	167	23	but	but	CCONJ
bracis-19070	167	24	still	still	ADV
bracis-19070	167	25	did	do	AUX
bracis-19070	167	26	n’t	not	PART
bracis-19070	167	27	produce	produce	VERB
bracis-19070	167	28	a	a	DET
bracis-19070	167	29	better	well	ADJ
bracis-19070	167	30	classifier	classifier	NOUN
bracis-19070	167	31	.	.	PUNCT
bracis-19070	168	1	table	table	NOUN
bracis-19070	168	2	4	4	NUM
bracis-19070	168	3	.	.	PUNCT
bracis-19070	169	1	summary	summary	NOUN
bracis-19070	169	2	of	of	ADP
bracis-19070	169	3	experiments	experiment	NOUN
bracis-19070	169	4	with	with	ADP
bracis-19070	169	5	added	add	VERB
bracis-19070	169	6	synthetic	synthetic	ADJ
bracis-19070	169	7	expressionist	expressionist	NOUN
bracis-19070	169	8	imagesfull	imagesfull	NOUN
bracis-19070	169	9	size	size	NOUN
bracis-19070	169	10	table	table	NOUN
bracis-19070	169	11	table	table	NOUN
bracis-19070	169	12	5	5	NUM
bracis-19070	169	13	.	.	PUNCT
bracis-19070	170	1	summary	summary	NOUN
bracis-19070	170	2	of	of	ADP
bracis-19070	170	3	experiments	experiment	NOUN
bracis-19070	170	4	with	with	ADP
bracis-19070	170	5	added	add	VERB
bracis-19070	170	6	synthetic	synthetic	ADJ
bracis-19070	170	7	romantic	romantic	ADJ
bracis-19070	170	8	imagesfull	imagesfull	NOUN
bracis-19070	170	9	size	size	NOUN
bracis-19070	170	10	table	table	NOUN
bracis-19070	170	11	4.7	4.7	NUM
bracis-19070	170	12	summary	summary	NOUN
bracis-19070	170	13	of	of	ADP
bracis-19070	170	14	results	result	NOUN
bracis-19070	170	15	figure	figure	VERB
bracis-19070	170	16	 	 	SPACE
bracis-19070	170	17	3	3	NUM
bracis-19070	170	18	shows	show	VERB
bracis-19070	170	19	how	how	SCONJ
bracis-19070	170	20	each	each	DET
bracis-19070	170	21	class	class	NOUN
bracis-19070	170	22	performed	perform	VERB
bracis-19070	170	23	in	in	ADP
bracis-19070	170	24	the	the	DET
bracis-19070	170	25	best	good	ADJ
bracis-19070	170	26	experiment	experiment	NOUN
bracis-19070	170	27	for	for	ADP
bracis-19070	170	28	each	each	DET
bracis-19070	170	29	class	class	NOUN
bracis-19070	170	30	(	(	PUNCT
bracis-19070	170	31	pop	pop	NOUN
bracis-19070	170	32	art	art	NOUN
bracis-19070	170	33	,	,	PUNCT
bracis-19070	170	34	expressionism	expressionism	NOUN
bracis-19070	170	35	and	and	CCONJ
bracis-19070	170	36	romanticism	romanticism	NOUN
bracis-19070	170	37	)	)	PUNCT
bracis-19070	170	38	.	.	PUNCT
bracis-19070	171	1	although	although	SCONJ
bracis-19070	171	2	the	the	DET
bracis-19070	171	3	classification	classification	NOUN
bracis-19070	171	4	problem	problem	NOUN
bracis-19070	171	5	has	have	VERB
bracis-19070	171	6	many	many	ADJ
bracis-19070	171	7	classes	class	NOUN
bracis-19070	171	8	to	to	PART
bracis-19070	171	9	be	be	AUX
bracis-19070	171	10	able	able	ADJ
bracis-19070	171	11	to	to	PART
bracis-19070	171	12	point	point	VERB
bracis-19070	171	13	out	out	ADP
bracis-19070	171	14	correlations	correlation	NOUN
bracis-19070	171	15	,	,	PUNCT
bracis-19070	171	16	it	it	PRON
bracis-19070	171	17	is	be	AUX
bracis-19070	171	18	possible	possible	ADJ
bracis-19070	171	19	to	to	PART
bracis-19070	171	20	observe	observe	VERB
bracis-19070	171	21	that	that	SCONJ
bracis-19070	171	22	the	the	DET
bracis-19070	171	23	art	art	NOUN
bracis-19070	171	24	nouveau	nouveau	PROPN
bracis-19070	171	25	class	class	NOUN
bracis-19070	171	26	had	have	VERB
bracis-19070	171	27	its	its	PRON
bracis-19070	171	28	best	good	ADJ
bracis-19070	171	29	performance	performance	NOUN
bracis-19070	171	30	with	with	ADP
bracis-19070	171	31	synthetic	synthetic	ADJ
bracis-19070	171	32	images	image	NOUN
bracis-19070	171	33	from	from	ADP
bracis-19070	171	34	the	the	DET
bracis-19070	171	35	pop	pop	ADJ
bracis-19070	171	36	art	art	NOUN
bracis-19070	171	37	artistic	artistic	ADJ
bracis-19070	171	38	movement	movement	NOUN
bracis-19070	171	39	.	.	PUNCT
bracis-19070	172	1	it	it	PRON
bracis-19070	172	2	is	be	AUX
bracis-19070	172	3	also	also	ADV
bracis-19070	172	4	observed	observe	VERB
bracis-19070	172	5	that	that	SCONJ
bracis-19070	172	6	the	the	DET
bracis-19070	172	7	pop	pop	NOUN
bracis-19070	172	8	art	art	NOUN
bracis-19070	172	9	class	class	NOUN
bracis-19070	172	10	itself	itself	PRON
bracis-19070	172	11	performs	perform	VERB
bracis-19070	172	12	even	even	ADV
bracis-19070	172	13	better	well	ADV
bracis-19070	172	14	when	when	SCONJ
bracis-19070	172	15	we	we	PRON
bracis-19070	172	16	have	have	VERB
bracis-19070	172	17	the	the	DET
bracis-19070	172	18	information	information	NOUN
bracis-19070	172	19	of	of	ADP
bracis-19070	172	20	the	the	DET
bracis-19070	172	21	synthetic	synthetic	ADJ
bracis-19070	172	22	images	image	NOUN
bracis-19070	172	23	of	of	ADP
bracis-19070	172	24	the	the	DET
bracis-19070	172	25	artistic	artistic	ADJ
bracis-19070	172	26	movements	movement	NOUN
bracis-19070	172	27	romanticism	romanticism	NOUN
bracis-19070	172	28	and	and	CCONJ
bracis-19070	172	29	expressionism	expressionism	NOUN
bracis-19070	172	30	.	.	PUNCT
bracis-19070	173	1	fig	fig	NOUN
bracis-19070	173	2	.	.	PUNCT
bracis-19070	174	1	3	3	X
bracis-19070	174	2	.	.	X
bracis-19070	174	3	the	the	DET
bracis-19070	174	4	evolution	evolution	NOUN
bracis-19070	174	5	of	of	ADP
bracis-19070	174	6	performance	performance	NOUN
bracis-19070	174	7	for	for	ADP
bracis-19070	174	8	each	each	DET
bracis-19070	174	9	class	class	NOUN
bracis-19070	174	10	during	during	ADP
bracis-19070	174	11	experiments	experiment	NOUN
bracis-19070	174	12	.	.	PUNCT
bracis-19070	175	1	full	full	ADJ
bracis-19070	175	2	size	size	NOUN
bracis-19070	175	3	image	image	NOUN
bracis-19070	175	4	table	table	NOUN
bracis-19070	175	5	 	 	SPACE
bracis-19070	175	6	6	6	NUM
bracis-19070	175	7	also	also	ADV
bracis-19070	175	8	shows	show	VERB
bracis-19070	175	9	the	the	DET
bracis-19070	175	10	best	good	ADJ
bracis-19070	175	11	result	result	NOUN
bracis-19070	175	12	of	of	ADP
bracis-19070	175	13	each	each	DET
bracis-19070	175	14	efficientnet	efficientnet	NOUN
bracis-19070	175	15	b0	b0	NOUN
bracis-19070	175	16	model	model	NOUN
bracis-19070	175	17	trained	train	VERB
bracis-19070	175	18	with	with	ADP
bracis-19070	175	19	synthetic	synthetic	ADJ
bracis-19070	175	20	artwork	artwork	NOUN
bracis-19070	175	21	class	class	NOUN
bracis-19070	175	22	.	.	PUNCT
bracis-19070	176	1	the	the	DET
bracis-19070	176	2	strategy	strategy	NOUN
bracis-19070	176	3	of	of	ADP
bracis-19070	176	4	class	class	NOUN
bracis-19070	176	5	-	-	PUNCT
bracis-19070	176	6	by	by	ADP
bracis-19070	176	7	-	-	PUNCT
bracis-19070	176	8	class	class	NOUN
bracis-19070	176	9	performance	performance	NOUN
bracis-19070	176	10	analysis	analysis	NOUN
bracis-19070	176	11	allowed	allow	VERB
bracis-19070	176	12	us	we	PRON
bracis-19070	176	13	to	to	PART
bracis-19070	176	14	improve	improve	VERB
bracis-19070	176	15	the	the	DET
bracis-19070	176	16	classifier	classifier	NOUN
bracis-19070	176	17	accuracy	accuracy	NOUN
bracis-19070	176	18	by	by	ADP
bracis-19070	176	19	almost	almost	ADV
bracis-19070	176	20	2	2	NUM
bracis-19070	176	21	%	%	NOUN
bracis-19070	176	22	.	.	PUNCT
bracis-19070	177	1	table	table	NOUN
bracis-19070	177	2	6	6	NUM
bracis-19070	177	3	.	.	PUNCT
bracis-19070	178	1	efficientnet	efficientnet	PROPN
bracis-19070	178	2	b0	b0	PROPN
bracis-19070	178	3	trained	train	VERB
bracis-19070	178	4	models.full	models.full	NOUN
bracis-19070	178	5	size	size	NOUN
bracis-19070	178	6	table	table	NOUN
bracis-19070	178	7	fig	fig	NOUN
bracis-19070	178	8	.	.	PUNCT
bracis-19070	179	1	4	4	NUM
bracis-19070	179	2	.	.	X
bracis-19070	179	3	first	first	ADJ
bracis-19070	179	4	row	row	NOUN
bracis-19070	179	5	of	of	ADP
bracis-19070	179	6	images	image	NOUN
bracis-19070	179	7	contains	contain	VERB
bracis-19070	179	8	real	real	ADJ
bracis-19070	179	9	pop	pop	NOUN
bracis-19070	179	10	art	art	NOUN
bracis-19070	179	11	painting	painting	NOUN
bracis-19070	179	12	and	and	CCONJ
bracis-19070	179	13	second	second	ADJ
bracis-19070	179	14	row	row	NOUN
bracis-19070	179	15	contains	contain	VERB
bracis-19070	179	16	generated	generate	VERB
bracis-19070	179	17	pop	pop	NOUN
bracis-19070	179	18	art	art	NOUN
bracis-19070	179	19	painting	painting	NOUN
bracis-19070	179	20	.	.	PUNCT
bracis-19070	180	1	full	full	ADJ
bracis-19070	180	2	size	size	NOUN
bracis-19070	180	3	image	image	NOUN
bracis-19070	180	4	fig	fig	NOUN
bracis-19070	180	5	.	.	PUNCT
bracis-19070	181	1	5	5	NUM
bracis-19070	181	2	.	.	PUNCT
bracis-19070	181	3	first	first	ADJ
bracis-19070	181	4	row	row	NOUN
bracis-19070	181	5	of	of	ADP
bracis-19070	181	6	images	image	NOUN
bracis-19070	181	7	contains	contain	VERB
bracis-19070	181	8	real	real	ADJ
bracis-19070	181	9	expressionist	expressionist	NOUN
bracis-19070	181	10	painting	painting	NOUN
bracis-19070	181	11	and	and	CCONJ
bracis-19070	181	12	second	second	ADJ
bracis-19070	181	13	row	row	NOUN
bracis-19070	181	14	contains	contain	VERB
bracis-19070	181	15	generated	generate	VERB
bracis-19070	181	16	expressionist	expressionist	NOUN
bracis-19070	181	17	painting	painting	NOUN
bracis-19070	181	18	.	.	PUNCT
bracis-19070	182	1	full	full	ADJ
bracis-19070	182	2	size	size	NOUN
bracis-19070	182	3	image	image	NOUN
bracis-19070	182	4	fig	fig	NOUN
bracis-19070	182	5	.	.	PUNCT
bracis-19070	183	1	6	6	NUM
bracis-19070	183	2	.	.	PUNCT
bracis-19070	183	3	first	first	ADJ
bracis-19070	183	4	row	row	NOUN
bracis-19070	183	5	of	of	ADP
bracis-19070	183	6	images	image	NOUN
bracis-19070	183	7	contains	contain	VERB
bracis-19070	183	8	real	real	ADJ
bracis-19070	183	9	romantic	romantic	ADJ
bracis-19070	183	10	painting	painting	NOUN
bracis-19070	183	11	and	and	CCONJ
bracis-19070	183	12	second	second	ADJ
bracis-19070	183	13	row	row	NOUN
bracis-19070	183	14	contains	contain	VERB
bracis-19070	183	15	generated	generate	VERB
bracis-19070	183	16	romantic	romantic	ADJ
bracis-19070	183	17	painting	painting	NOUN
bracis-19070	183	18	.	.	PUNCT
bracis-19070	184	1	full	full	ADJ
bracis-19070	184	2	size	size	NOUN
bracis-19070	184	3	image	image	NOUN
bracis-19070	184	4	4.8	4.8	NUM
bracis-19070	184	5	generated	generate	VERB
bracis-19070	184	6	images	image	NOUN
bracis-19070	184	7	figures	figure	NOUN
bracis-19070	184	8	 	 	SPACE
bracis-19070	184	9	3	3	NUM
bracis-19070	184	10	,	,	PUNCT
bracis-19070	184	11	4	4	NUM
bracis-19070	184	12	and	and	CCONJ
bracis-19070	184	13	5	5	NUM
bracis-19070	184	14	show	show	VERB
bracis-19070	184	15	a	a	DET
bracis-19070	184	16	sample	sample	NOUN
bracis-19070	184	17	of	of	ADP
bracis-19070	184	18	the	the	DET
bracis-19070	184	19	images	image	NOUN
bracis-19070	184	20	generated	generate	VERB
bracis-19070	184	21	in	in	ADP
bracis-19070	184	22	our	our	PRON
bracis-19070	184	23	experiments	experiment	NOUN
bracis-19070	184	24	.	.	PUNCT
bracis-19070	185	1	to	to	PART
bracis-19070	185	2	help	help	VERB
bracis-19070	185	3	in	in	ADP
bracis-19070	185	4	understanding	understand	VERB
bracis-19070	185	5	the	the	DET
bracis-19070	185	6	quality	quality	NOUN
bracis-19070	185	7	of	of	ADP
bracis-19070	185	8	these	these	DET
bracis-19070	185	9	generated	generate	VERB
bracis-19070	185	10	images	image	NOUN
bracis-19070	185	11	,	,	PUNCT
bracis-19070	185	12	real	real	ADJ
bracis-19070	185	13	images	image	NOUN
bracis-19070	185	14	of	of	ADP
bracis-19070	185	15	corresponding	correspond	VERB
bracis-19070	185	16	artistic	artistic	ADJ
bracis-19070	185	17	styles	style	NOUN
bracis-19070	185	18	were	be	AUX
bracis-19070	185	19	added	add	VERB
bracis-19070	185	20	above	above	ADV
bracis-19070	185	21	.	.	PUNCT
bracis-19070	186	1	by	by	ADP
bracis-19070	186	2	visual	visual	ADJ
bracis-19070	186	3	inspection	inspection	NOUN
bracis-19070	186	4	,	,	PUNCT
bracis-19070	186	5	it	it	PRON
bracis-19070	186	6	is	be	AUX
bracis-19070	186	7	noticeable	noticeable	ADJ
bracis-19070	186	8	that	that	SCONJ
bracis-19070	186	9	the	the	DET
bracis-19070	186	10	generated	generate	VERB
bracis-19070	186	11	images	image	NOUN
bracis-19070	186	12	retain	retain	VERB
bracis-19070	186	13	general	general	ADJ
bracis-19070	186	14	properties	property	NOUN
bracis-19070	186	15	of	of	ADP
bracis-19070	186	16	the	the	DET
bracis-19070	186	17	styles	style	NOUN
bracis-19070	186	18	.	.	PUNCT
bracis-19070	187	1	for	for	ADP
bracis-19070	187	2	the	the	DET
bracis-19070	187	3	three	three	NUM
bracis-19070	187	4	depicted	depicted	ADJ
bracis-19070	187	5	artistic	artistic	ADJ
bracis-19070	187	6	styles	style	NOUN
bracis-19070	187	7	,	,	PUNCT
bracis-19070	187	8	it	it	PRON
bracis-19070	187	9	is	be	AUX
bracis-19070	187	10	clear	clear	ADJ
bracis-19070	187	11	that	that	SCONJ
bracis-19070	187	12	the	the	DET
bracis-19070	187	13	models	model	NOUN
bracis-19070	187	14	are	be	AUX
bracis-19070	187	15	flawed	flaw	VERB
bracis-19070	187	16	in	in	ADP
bracis-19070	187	17	terms	term	NOUN
bracis-19070	187	18	of	of	ADP
bracis-19070	187	19	shape	shape	NOUN
bracis-19070	187	20	definition	definition	NOUN
bracis-19070	187	21	,	,	PUNCT
bracis-19070	187	22	but	but	CCONJ
bracis-19070	187	23	they	they	PRON
bracis-19070	187	24	are	be	AUX
bracis-19070	187	25	competent	competent	ADJ
bracis-19070	187	26	in	in	ADP
bracis-19070	187	27	the	the	DET
bracis-19070	187	28	choice	choice	NOUN
bracis-19070	187	29	of	of	ADP
bracis-19070	187	30	colors	color	NOUN
bracis-19070	187	31	,	,	PUNCT
bracis-19070	187	32	even	even	ADV
bracis-19070	187	33	in	in	ADP
bracis-19070	187	34	the	the	DET
bracis-19070	187	35	variety	variety	NOUN
bracis-19070	187	36	of	of	ADP
bracis-19070	187	37	colors	color	NOUN
bracis-19070	187	38	that	that	PRON
bracis-19070	187	39	a	a	DET
bracis-19070	187	40	style	style	NOUN
bracis-19070	187	41	contains	contain	VERB
bracis-19070	187	42	and	and	CCONJ
bracis-19070	187	43	correctly	correctly	ADV
bracis-19070	187	44	separating	separate	VERB
bracis-19070	187	45	grayscale	grayscale	NOUN
bracis-19070	187	46	images	image	NOUN
bracis-19070	187	47	from	from	ADP
bracis-19070	187	48	colored	colored	ADJ
bracis-19070	187	49	images	image	NOUN
bracis-19070	187	50	(	(	PUNCT
bracis-19070	187	51	examples	example	NOUN
bracis-19070	187	52	in	in	ADP
bracis-19070	187	53	figs	fig	NOUN
bracis-19070	187	54	.	.	PUNCT
bracis-19070	187	55	 	 	SPACE
bracis-19070	187	56	4	4	NUM
bracis-19070	187	57	and	and	CCONJ
bracis-19070	187	58	5	5	NUM
bracis-19070	187	59	)	)	PUNCT
bracis-19070	187	60	(	(	PUNCT
bracis-19070	187	61	fig	fig	NOUN
bracis-19070	187	62	.	.	PUNCT
bracis-19070	187	63	 	 	SPACE
bracis-19070	187	64	6	6	NUM
bracis-19070	187	65	)	)	PUNCT
bracis-19070	187	66	.	.	PUNCT
bracis-19070	188	1	5	5	NUM
bracis-19070	188	2	conclusion	conclusion	NOUN
bracis-19070	188	3	artwork	artwork	NOUN
bracis-19070	188	4	style	style	NOUN
bracis-19070	188	5	classification	classification	NOUN
bracis-19070	188	6	is	be	AUX
bracis-19070	188	7	quite	quite	ADV
bracis-19070	188	8	challenging	challenging	ADJ
bracis-19070	188	9	:	:	PUNCT
bracis-19070	188	10	class	class	NOUN
bracis-19070	188	11	imbalance	imbalance	NOUN
bracis-19070	188	12	and	and	CCONJ
bracis-19070	188	13	high	high	ADJ
bracis-19070	188	14	diversity	diversity	NOUN
bracis-19070	188	15	within	within	ADP
bracis-19070	188	16	classes	class	NOUN
bracis-19070	188	17	and	and	CCONJ
bracis-19070	188	18	similarities	similarity	NOUN
bracis-19070	188	19	between	between	ADP
bracis-19070	188	20	classes	class	NOUN
bracis-19070	188	21	are	be	AUX
bracis-19070	188	22	inevitable	inevitable	ADJ
bracis-19070	188	23	given	give	VERB
bracis-19070	188	24	existing	exist	VERB
bracis-19070	188	25	art	art	NOUN
bracis-19070	188	26	styles	style	NOUN
bracis-19070	188	27	.	.	PUNCT
bracis-19070	189	1	besides	besides	SCONJ
bracis-19070	189	2	,	,	PUNCT
bracis-19070	189	3	classification	classification	NOUN
bracis-19070	189	4	performance	performance	NOUN
bracis-19070	189	5	does	do	AUX
bracis-19070	189	6	not	not	PART
bracis-19070	189	7	correlate	correlate	VERB
bracis-19070	189	8	with	with	ADP
bracis-19070	189	9	dataset	dataset	ADJ
bracis-19070	189	10	size	size	NOUN
bracis-19070	189	11	.	.	PUNCT
bracis-19070	190	1	it	it	PRON
bracis-19070	190	2	is	be	AUX
bracis-19070	190	3	thus	thus	ADV
bracis-19070	190	4	natural	natural	ADJ
bracis-19070	190	5	to	to	PART
bracis-19070	190	6	look	look	VERB
bracis-19070	190	7	for	for	ADP
bracis-19070	190	8	data	data	NOUN
bracis-19070	190	9	augmentation	augmentation	NOUN
bracis-19070	190	10	strategies	strategy	NOUN
bracis-19070	190	11	;	;	PUNCT
bracis-19070	190	12	however	however	ADV
bracis-19070	190	13	,	,	PUNCT
bracis-19070	190	14	straightforward	straightforward	ADJ
bracis-19070	190	15	techniques	technique	NOUN
bracis-19070	190	16	do	do	AUX
bracis-19070	190	17	not	not	PART
bracis-19070	190	18	generate	generate	VERB
bracis-19070	190	19	images	image	NOUN
bracis-19070	190	20	that	that	PRON
bracis-19070	190	21	can	can	AUX
bracis-19070	190	22	help	help	VERB
bracis-19070	190	23	distinguish	distinguish	VERB
bracis-19070	190	24	between	between	ADP
bracis-19070	190	25	class	class	NOUN
bracis-19070	190	26	styles	style	NOUN
bracis-19070	190	27	.	.	PUNCT
bracis-19070	191	1	in	in	ADP
bracis-19070	191	2	this	this	DET
bracis-19070	191	3	paper	paper	NOUN
bracis-19070	191	4	we	we	PRON
bracis-19070	191	5	explored	explore	VERB
bracis-19070	191	6	gans	gan	NOUN
bracis-19070	191	7	for	for	ADP
bracis-19070	191	8	data	datum	NOUN
bracis-19070	191	9	augmentation	augmentation	NOUN
bracis-19070	191	10	in	in	ADP
bracis-19070	191	11	this	this	DET
bracis-19070	191	12	setting	setting	NOUN
bracis-19070	191	13	;	;	PUNCT
bracis-19070	191	14	this	this	PRON
bracis-19070	191	15	is	be	AUX
bracis-19070	191	16	a	a	DET
bracis-19070	191	17	little	little	ADJ
bracis-19070	191	18	explored	explore	VERB
bracis-19070	191	19	avenue	avenue	NOUN
bracis-19070	191	20	and	and	CCONJ
bracis-19070	191	21	one	one	NUM
bracis-19070	191	22	that	that	PRON
bracis-19070	191	23	can	can	AUX
bracis-19070	191	24	not	not	PART
bracis-19070	191	25	be	be	AUX
bracis-19070	191	26	taken	take	VERB
bracis-19070	191	27	without	without	ADP
bracis-19070	191	28	some	some	DET
bracis-19070	191	29	care	care	NOUN
bracis-19070	191	30	.	.	PUNCT
bracis-19070	192	1	to	to	PART
bracis-19070	192	2	be	be	AUX
bracis-19070	192	3	able	able	ADJ
bracis-19070	192	4	to	to	PART
bracis-19070	192	5	actually	actually	ADV
bracis-19070	192	6	use	use	VERB
bracis-19070	192	7	gans	gan	NOUN
bracis-19070	192	8	to	to	PART
bracis-19070	192	9	generate	generate	VERB
bracis-19070	192	10	artwork	artwork	NOUN
bracis-19070	192	11	-	-	PUNCT
bracis-19070	192	12	like	like	ADJ
bracis-19070	192	13	images	image	NOUN
bracis-19070	192	14	with	with	ADP
bracis-19070	192	15	the	the	DET
bracis-19070	192	16	desirable	desirable	ADJ
bracis-19070	192	17	properties	property	NOUN
bracis-19070	192	18	and	and	CCONJ
bracis-19070	192	19	diversity	diversity	NOUN
bracis-19070	192	20	,	,	PUNCT
bracis-19070	192	21	we	we	PRON
bracis-19070	192	22	had	have	VERB
bracis-19070	192	23	to	to	PART
bracis-19070	192	24	develop	develop	VERB
bracis-19070	192	25	a	a	DET
bracis-19070	192	26	working	working	NOUN
bracis-19070	192	27	methodology	methodology	NOUN
bracis-19070	192	28	,	,	PUNCT
bracis-19070	192	29	a	a	DET
bracis-19070	192	30	specialized	specialized	ADJ
bracis-19070	192	31	network	network	NOUN
bracis-19070	192	32	architecture	architecture	NOUN
bracis-19070	192	33	,	,	PUNCT
bracis-19070	192	34	and	and	CCONJ
bracis-19070	192	35	an	an	DET
bracis-19070	192	36	adapted	adapt	VERB
bracis-19070	192	37	loss	loss	NOUN
bracis-19070	192	38	function	function	NOUN
bracis-19070	192	39	.	.	PUNCT
bracis-19070	193	1	these	these	DET
bracis-19070	193	2	technical	technical	ADJ
bracis-19070	193	3	contributions	contribution	NOUN
bracis-19070	193	4	should	should	AUX
bracis-19070	193	5	be	be	AUX
bracis-19070	193	6	valuable	valuable	ADJ
bracis-19070	193	7	in	in	ADP
bracis-19070	193	8	other	other	ADJ
bracis-19070	193	9	settings	setting	NOUN
bracis-19070	193	10	where	where	SCONJ
bracis-19070	193	11	artwork	artwork	NOUN
bracis-19070	193	12	is	be	AUX
bracis-19070	193	13	to	to	PART
bracis-19070	193	14	be	be	AUX
bracis-19070	193	15	classified	classify	VERB
bracis-19070	193	16	;	;	PUNCT
bracis-19070	193	17	moreover	moreover	ADV
bracis-19070	193	18	,	,	PUNCT
bracis-19070	193	19	they	they	PRON
bracis-19070	193	20	should	should	AUX
bracis-19070	193	21	be	be	AUX
bracis-19070	193	22	useful	useful	ADJ
bracis-19070	193	23	in	in	ADP
bracis-19070	193	24	data	datum	NOUN
bracis-19070	193	25	augmentation	augmentation	NOUN
bracis-19070	193	26	scenarios	scenario	NOUN
bracis-19070	193	27	with	with	ADP
bracis-19070	193	28	many	many	ADJ
bracis-19070	193	29	classes	class	NOUN
bracis-19070	193	30	that	that	PRON
bracis-19070	193	31	are	be	AUX
bracis-19070	193	32	hard	hard	ADJ
bracis-19070	193	33	to	to	PART
bracis-19070	193	34	differentiate	differentiate	VERB
bracis-19070	193	35	and	and	CCONJ
bracis-19070	193	36	that	that	PRON
bracis-19070	193	37	are	be	AUX
bracis-19070	193	38	sensitive	sensitive	ADJ
bracis-19070	193	39	to	to	ADP
bracis-19070	193	40	popular	popular	ADJ
bracis-19070	193	41	existing	exist	VERB
bracis-19070	193	42	techniques	technique	NOUN
bracis-19070	193	43	such	such	ADJ
bracis-19070	193	44	as	as	ADP
bracis-19070	193	45	coloring	coloring	NOUN
bracis-19070	193	46	and	and	CCONJ
bracis-19070	193	47	rotation	rotation	NOUN
bracis-19070	193	48	.	.	PUNCT
bracis-19070	194	1	we	we	PRON
bracis-19070	194	2	found	find	VERB
bracis-19070	194	3	that	that	SCONJ
bracis-19070	194	4	our	our	PRON
bracis-19070	194	5	approach	approach	NOUN
bracis-19070	194	6	and	and	CCONJ
bracis-19070	194	7	methodology	methodology	NOUN
bracis-19070	194	8	can	can	AUX
bracis-19070	194	9	generate	generate	VERB
bracis-19070	194	10	better	well	ADJ
bracis-19070	194	11	classifiers	classifier	NOUN
bracis-19070	194	12	.	.	PUNCT
bracis-19070	195	1	in	in	ADP
bracis-19070	195	2	particular	particular	ADJ
bracis-19070	195	3	,	,	PUNCT
bracis-19070	195	4	the	the	DET
bracis-19070	195	5	combination	combination	NOUN
bracis-19070	195	6	of	of	ADP
bracis-19070	195	7	self	self	NOUN
bracis-19070	195	8	-	-	PUNCT
bracis-19070	195	9	attention	attention	NOUN
bracis-19070	195	10	for	for	ADP
bracis-19070	195	11	mode	mode	NOUN
bracis-19070	195	12	diversity	diversity	NOUN
bracis-19070	195	13	and	and	CCONJ
bracis-19070	195	14	the	the	DET
bracis-19070	195	15	wasserstein	wasserstein	NOUN
bracis-19070	195	16	-	-	PUNCT
bracis-19070	195	17	gp	gp	NOUN
bracis-19070	195	18	loss	loss	NOUN
bracis-19070	195	19	function	function	NOUN
bracis-19070	195	20	against	against	ADP
bracis-19070	195	21	vanishing	vanish	VERB
bracis-19070	195	22	gradient	gradient	NOUN
bracis-19070	195	23	enabled	enable	VERB
bracis-19070	195	24	us	we	PRON
bracis-19070	195	25	,	,	PUNCT
bracis-19070	195	26	in	in	ADP
bracis-19070	195	27	our	our	PRON
bracis-19070	195	28	experiments	experiment	NOUN
bracis-19070	195	29	,	,	PUNCT
bracis-19070	195	30	to	to	PART
bracis-19070	195	31	improve	improve	VERB
bracis-19070	195	32	the	the	DET
bracis-19070	195	33	augmentation	augmentation	NOUN
bracis-19070	195	34	of	of	ADP
bracis-19070	195	35	the	the	DET
bracis-19070	195	36	images	image	NOUN
bracis-19070	195	37	and	and	CCONJ
bracis-19070	195	38	consequently	consequently	ADV
bracis-19070	195	39	increase	increase	VERB
bracis-19070	195	40	the	the	DET
bracis-19070	195	41	accuracy	accuracy	NOUN
bracis-19070	195	42	of	of	ADP
bracis-19070	195	43	the	the	DET
bracis-19070	195	44	model	model	NOUN
bracis-19070	195	45	by	by	ADP
bracis-19070	195	46	almost	almost	ADV
bracis-19070	195	47	2	2	NUM
bracis-19070	195	48	%	%	NOUN
bracis-19070	195	49	.	.	PUNCT
bracis-19070	196	1	notes	note	VERB
bracis-19070	196	2	1.this	1.this	NUM
bracis-19070	196	3	feeling	feeling	NOUN
bracis-19070	196	4	can	can	AUX
bracis-19070	196	5	be	be	AUX
bracis-19070	196	6	found	find	VERB
bracis-19070	196	7	in	in	ADP
bracis-19070	196	8	articles	article	NOUN
bracis-19070	196	9	on	on	ADP
bracis-19070	196	10	the	the	DET
bracis-19070	196	11	study	study	NOUN
bracis-19070	196	12	of	of	ADP
bracis-19070	196	13	art	art	NOUN
bracis-19070	196	14	:	:	PUNCT
bracis-19070	197	1	https://www.artsy.net/article/alina-cohen-art-movements-matter	https://www.artsy.net/article/alina-cohen-art-movements-matter	X
bracis-19070	197	2	.	.	PUNCT
bracis-19070	198	1	references	reference	NOUN
bracis-19070	198	2	arjovsky	arjovsky	PROPN
bracis-19070	198	3	,	,	PUNCT
bracis-19070	198	4	m.	m.	NOUN
bracis-19070	198	5	,	,	PUNCT
bracis-19070	198	6	chintala	chintala	PROPN
bracis-19070	198	7	,	,	PUNCT
bracis-19070	198	8	s.	s.	PROPN
bracis-19070	198	9	,	,	PUNCT
bracis-19070	198	10	bottou	bottou	PROPN
bracis-19070	198	11	,	,	PUNCT
bracis-19070	198	12	l.	l.	PROPN
bracis-19070	198	13	:	:	PUNCT
bracis-19070	198	14	wasserstein	wasserstein	PROPN
bracis-19070	198	15	gan	gan	PROPN
bracis-19070	198	16	.	.	PUNCT
bracis-19070	199	1	arxiv	arxiv	PROPN
bracis-19070	199	2	(	(	PUNCT
bracis-19070	199	3	2017	2017	NUM
bracis-19070	199	4	)	)	PUNCT
bracis-19070	199	5	google	google	PROPN
bracis-19070	199	6	scholar	scholar	NOUN
bracis-19070	199	7	  	  	SPACE
bracis-19070	199	8	arora	arora	PROPN
bracis-19070	199	9	,	,	PUNCT
bracis-19070	199	10	r.s	r.s	PROPN
bracis-19070	199	11	.	.	PROPN
bracis-19070	199	12	,	,	PUNCT
bracis-19070	199	13	elgammal	elgammal	PROPN
bracis-19070	199	14	,	,	PUNCT
bracis-19070	199	15	a.	a.	NOUN
bracis-19070	199	16	:	:	PUNCT
bracis-19070	199	17	towards	towards	ADP
bracis-19070	199	18	automated	automate	VERB
bracis-19070	199	19	classification	classification	NOUN
bracis-19070	199	20	of	of	ADP
bracis-19070	199	21	fine	fine	ADJ
bracis-19070	199	22	-	-	PUNCT
bracis-19070	199	23	art	art	NOUN
bracis-19070	199	24	painting	painting	NOUN
bracis-19070	199	25	style	style	NOUN
bracis-19070	199	26	:	:	PUNCT
bracis-19070	199	27	a	a	DET
bracis-19070	199	28	comparative	comparative	ADJ
bracis-19070	199	29	study	study	NOUN
bracis-19070	199	30	.	.	PUNCT
bracis-19070	200	1	in	in	ADP
bracis-19070	200	2	:	:	PUNCT
bracis-19070	200	3	proceedings	proceeding	NOUN
bracis-19070	200	4	international	international	ADJ
bracis-19070	200	5	conference	conference	NOUN
bracis-19070	200	6	on	on	ADP
bracis-19070	200	7	pattern	pattern	NOUN
bracis-19070	200	8	recognition	recognition	NOUN
bracis-19070	200	9	,	,	PUNCT
bracis-19070	200	10	pp	pp	ADV
bracis-19070	200	11	.	.	PUNCT
bracis-19070	201	1	3541–3544	3541–3544	NUM
bracis-19070	201	2	(	(	PUNCT
bracis-19070	201	3	2012	2012	NUM
bracis-19070	201	4	)	)	PUNCT
bracis-19070	201	5	google	google	NOUN
bracis-19070	201	6	scholar	scholar	NOUN
bracis-19070	201	7	  	  	SPACE
bracis-19070	201	8	bar	bar	NOUN
bracis-19070	201	9	,	,	PUNCT
bracis-19070	201	10	y.	y.	NOUN
bracis-19070	201	11	,	,	PUNCT
bracis-19070	201	12	levy	levy	NOUN
bracis-19070	201	13	,	,	PUNCT
bracis-19070	201	14	n.	n.	NOUN
bracis-19070	201	15	,	,	PUNCT
bracis-19070	201	16	wolf	wolf	PROPN
bracis-19070	201	17	,	,	PUNCT
bracis-19070	201	18	l.	l.	PROPN
bracis-19070	201	19	:	:	PUNCT
bracis-19070	201	20	classification	classification	NOUN
bracis-19070	201	21	of	of	ADP
bracis-19070	201	22	artistic	artistic	ADJ
bracis-19070	201	23	styles	style	NOUN
bracis-19070	201	24	using	use	VERB
bracis-19070	201	25	binarized	binarize	VERB
bracis-19070	201	26	features	feature	NOUN
bracis-19070	201	27	derived	derive	VERB
bracis-19070	201	28	from	from	ADP
bracis-19070	201	29	a	a	DET
bracis-19070	201	30	deep	deep	ADJ
bracis-19070	201	31	neural	neural	ADJ
bracis-19070	201	32	network	network	NOUN
bracis-19070	201	33	.	.	PUNCT
bracis-19070	202	1	in	in	ADP
bracis-19070	202	2	:	:	PUNCT
bracis-19070	202	3	agapito	agapito	PROPN
bracis-19070	202	4	,	,	PUNCT
bracis-19070	202	5	l.	l.	PROPN
bracis-19070	202	6	,	,	PUNCT
bracis-19070	202	7	bronstein	bronstein	PROPN
bracis-19070	202	8	,	,	PUNCT
bracis-19070	202	9	m.m	m.m	PROPN
bracis-19070	202	10	.	.	PROPN
bracis-19070	202	11	,	,	PUNCT
bracis-19070	202	12	rother	rother	PROPN
bracis-19070	202	13	,	,	PUNCT
bracis-19070	202	14	c.	c.	PROPN
bracis-19070	202	15	(	(	PUNCT
bracis-19070	202	16	eds	eds	PROPN
bracis-19070	202	17	.	.	PUNCT
bracis-19070	202	18	)	)	PUNCT
bracis-19070	202	19	eccv	eccv	ADV
bracis-19070	202	20	2014	2014	NUM
bracis-19070	202	21	.	.	PUNCT
bracis-19070	203	1	lncs	lncs	PROPN
bracis-19070	203	2	,	,	PUNCT
bracis-19070	203	3	vol	vol	NOUN
bracis-19070	203	4	.	.	PROPN
bracis-19070	203	5	8925	8925	NUM
bracis-19070	203	6	,	,	PUNCT
bracis-19070	203	7	pp	pp	ADJ
bracis-19070	203	8	.	.	PUNCT
bracis-19070	204	1	71–84	71–84	NOUN
bracis-19070	204	2	.	.	PUNCT
bracis-19070	205	1	springer	springer	NOUN
bracis-19070	205	2	,	,	PUNCT
bracis-19070	205	3	cham	cham	PROPN
bracis-19070	205	4	(	(	PUNCT
bracis-19070	205	5	2015	2015	NUM
bracis-19070	205	6	)	)	PUNCT
bracis-19070	205	7	.	.	PUNCT
bracis-19070	206	1	https://doi.org/10.1007/978-3-319-16178-5_5	https://doi.org/10.1007/978-3-319-16178-5_5	PUNCT
bracis-19070	206	2	chapter	chapter	NOUN
bracis-19070	206	3	  	  	SPACE
bracis-19070	206	4	google	google	PROPN
bracis-19070	206	5	scholar	scholar	NOUN
bracis-19070	206	6	  	  	SPACE
bracis-19070	206	7	bianco	bianco	NOUN
bracis-19070	206	8	,	,	PUNCT
bracis-19070	206	9	s.	s.	PROPN
bracis-19070	206	10	,	,	PUNCT
bracis-19070	206	11	mazzini	mazzini	PROPN
bracis-19070	206	12	,	,	PUNCT
bracis-19070	206	13	d.	d.	PROPN
bracis-19070	206	14	,	,	PUNCT
bracis-19070	206	15	napoletano	napoletano	PROPN
bracis-19070	206	16	,	,	PUNCT
bracis-19070	206	17	p.	p.	NOUN
bracis-19070	206	18	,	,	PUNCT
bracis-19070	206	19	schettini	schettini	PROPN
bracis-19070	206	20	,	,	PUNCT
bracis-19070	206	21	r.	r.	PROPN
bracis-19070	206	22	:	:	PUNCT
bracis-19070	206	23	multitask	multitask	ADJ
bracis-19070	206	24	painting	paint	VERB
bracis-19070	206	25	categorization	categorization	NOUN
bracis-19070	206	26	by	by	ADP
bracis-19070	206	27	deep	deep	ADJ
bracis-19070	206	28	multibranch	multibranch	ADJ
bracis-19070	206	29	neural	neural	ADJ
bracis-19070	206	30	network	network	NOUN
bracis-19070	206	31	.	.	PUNCT
bracis-19070	207	1	expert	expert	NOUN
bracis-19070	207	2	syst	syst	PROPN
bracis-19070	207	3	.	.	PUNCT
bracis-19070	208	1	appl	appl	PROPN
bracis-19070	208	2	.	.	PROPN
bracis-19070	209	1	135	135	NUM
bracis-19070	209	2	,	,	PUNCT
bracis-19070	209	3	90–101	90–101	PROPN
bracis-19070	209	4	(	(	PUNCT
bracis-19070	209	5	2019	2019	NUM
bracis-19070	209	6	)	)	PUNCT
bracis-19070	209	7	.	.	PUNCT
bracis-19070	210	1	https://doi.org/10.1016/j.eswa.2019.05.036	https://doi.org/10.1016/j.eswa.2019.05.036	PROPN
bracis-19070	210	2	article	article	PROPN
bracis-19070	210	3	  	  	SPACE
bracis-19070	210	4	google	google	PROPN
bracis-19070	210	5	scholar	scholar	NOUN
bracis-19070	210	6	  	  	SPACE
bracis-19070	210	7	brock	brock	PROPN
bracis-19070	210	8	,	,	PUNCT
bracis-19070	210	9	a.	a.	PROPN
bracis-19070	210	10	,	,	PUNCT
bracis-19070	210	11	donahuey	donahuey	PROPN
bracis-19070	210	12	,	,	PUNCT
bracis-19070	210	13	j.	j.	PROPN
bracis-19070	210	14	,	,	PUNCT
bracis-19070	210	15	simonyany	simonyany	PROPN
bracis-19070	210	16	,	,	PUNCT
bracis-19070	210	17	k.	k.	PROPN
bracis-19070	210	18	:	:	PUNCT
bracis-19070	210	19	large	large	ADJ
bracis-19070	210	20	scale	scale	NOUN
bracis-19070	210	21	gan	gan	NOUN
bracis-19070	210	22	training	training	NOUN
bracis-19070	210	23	for	for	ADP
bracis-19070	210	24	high	high	ADJ
bracis-19070	210	25	fidelity	fidelity	NOUN
bracis-19070	210	26	natural	natural	ADJ
bracis-19070	210	27	image	image	NOUN
bracis-19070	210	28	synthesis	synthesis	NOUN
bracis-19070	210	29	,	,	PUNCT
bracis-19070	210	30	pp	pp	ADJ
bracis-19070	210	31	.	.	PUNCT
bracis-19070	211	1	1–35	1–35	NOUN
bracis-19070	211	2	(	(	PUNCT
bracis-19070	211	3	2018	2018	NUM
bracis-19070	211	4	)	)	PUNCT
bracis-19070	211	5	.	.	PUNCT
bracis-19070	212	1	arxiv	arxiv	PROPN
bracis-19070	212	2	google	google	PROPN
bracis-19070	212	3	scholar	scholar	PROPN
bracis-19070	212	4	  	  	SPACE
bracis-19070	212	5	cetinic	cetinic	NOUN
bracis-19070	212	6	,	,	PUNCT
bracis-19070	212	7	e.	e.	PROPN
bracis-19070	212	8	,	,	PUNCT
bracis-19070	212	9	lipic	lipic	NOUN
bracis-19070	212	10	,	,	PUNCT
bracis-19070	212	11	t.	t.	NOUN
bracis-19070	212	12	,	,	PUNCT
bracis-19070	212	13	grgic	grgic	NOUN
bracis-19070	212	14	,	,	PUNCT
bracis-19070	212	15	s.	s.	PROPN
bracis-19070	212	16	:	:	PUNCT
bracis-19070	212	17	fine	fine	ADJ
bracis-19070	212	18	-	-	PUNCT
bracis-19070	212	19	tuning	tune	VERB
bracis-19070	212	20	convolutional	convolutional	ADJ
bracis-19070	212	21	neural	neural	ADJ
bracis-19070	212	22	networks	network	NOUN
bracis-19070	212	23	for	for	ADP
bracis-19070	212	24	fine	fine	ADJ
bracis-19070	212	25	art	art	NOUN
bracis-19070	212	26	classification	classification	NOUN
bracis-19070	212	27	.	.	PUNCT
bracis-19070	213	1	expert	expert	NOUN
bracis-19070	213	2	syst	syst	PROPN
bracis-19070	213	3	.	.	PUNCT
bracis-19070	214	1	appl	appl	PROPN
bracis-19070	214	2	.	.	PROPN
bracis-19070	215	1	114	114	NUM
bracis-19070	215	2	,	,	PUNCT
bracis-19070	215	3	107–118	107–118	NUM
bracis-19070	215	4	(	(	PUNCT
bracis-19070	215	5	2018	2018	NUM
bracis-19070	215	6	)	)	PUNCT
bracis-19070	215	7	.	.	PUNCT
bracis-19070	216	1	https://doi.org/10.1016/j.eswa.2018.07.026	https://doi.org/10.1016/j.eswa.2018.07.026	PROPN
bracis-19070	216	2	article	article	NOUN
bracis-19070	216	3	  	  	SPACE
bracis-19070	216	4	google	google	PROPN
bracis-19070	216	5	scholar	scholar	NOUN
bracis-19070	216	6	  	  	SPACE
bracis-19070	216	7	chen	chen	PROPN
bracis-19070	216	8	,	,	PUNCT
bracis-19070	216	9	l.	l.	PROPN
bracis-19070	216	10	,	,	PUNCT
bracis-19070	216	11	yang	yang	PROPN
bracis-19070	216	12	,	,	PUNCT
bracis-19070	216	13	j.	j.	PROPN
bracis-19070	216	14	:	:	PUNCT
bracis-19070	216	15	recognizing	recognize	VERB
bracis-19070	216	16	the	the	DET
bracis-19070	216	17	style	style	NOUN
bracis-19070	216	18	of	of	ADP
bracis-19070	216	19	visual	visual	ADJ
bracis-19070	216	20	arts	art	NOUN
bracis-19070	216	21	via	via	ADP
bracis-19070	216	22	adaptive	adaptive	ADJ
bracis-19070	216	23	cross	cross	ADJ
bracis-19070	216	24	-	-	ADJ
bracis-19070	216	25	layer	layer	ADJ
bracis-19070	216	26	correlation	correlation	NOUN
bracis-19070	216	27	.	.	PUNCT
bracis-19070	217	1	in	in	ADP
bracis-19070	217	2	:	:	PUNCT
bracis-19070	217	3	mm	mm	NOUN
bracis-19070	217	4	2019	2019	NUM
bracis-19070	217	5	proceedings	proceeding	NOUN
bracis-19070	217	6	of	of	ADP
bracis-19070	217	7	the	the	DET
bracis-19070	217	8	27th	27th	ADJ
bracis-19070	217	9	acm	acm	PROPN
bracis-19070	217	10	international	international	ADJ
bracis-19070	217	11	conference	conference	NOUN
bracis-19070	217	12	on	on	ADP
bracis-19070	217	13	multimedia	multimedia	NOUN
bracis-19070	217	14	,	,	PUNCT
bracis-19070	217	15	pp	pp	ADP
bracis-19070	217	16	.	.	PUNCT
bracis-19070	218	1	2459–2467	2459–2467	NUM
bracis-19070	218	2	(	(	PUNCT
bracis-19070	218	3	2019	2019	NUM
bracis-19070	218	4	)	)	PUNCT
bracis-19070	218	5	.	.	PUNCT
bracis-19070	219	1	https://doi.org/10.1145/3343031.3350977	https://doi.org/10.1145/3343031.3350977	PROPN
bracis-19070	219	2	chen	chen	PROPN
bracis-19070	219	3	,	,	PUNCT
bracis-19070	219	4	x.	x.	PROPN
bracis-19070	219	5	,	,	PUNCT
bracis-19070	219	6	duan	duan	PROPN
bracis-19070	219	7	,	,	PUNCT
bracis-19070	219	8	y.	y.	PROPN
bracis-19070	219	9	,	,	PUNCT
bracis-19070	219	10	houthooft	houthooft	PROPN
bracis-19070	219	11	,	,	PUNCT
bracis-19070	219	12	r.	r.	PROPN
bracis-19070	219	13	,	,	PUNCT
bracis-19070	219	14	schulman	schulman	PROPN
bracis-19070	219	15	,	,	PUNCT
bracis-19070	219	16	j.	j.	PROPN
bracis-19070	219	17	,	,	PUNCT
bracis-19070	219	18	sutskever	sutskever	PROPN
bracis-19070	219	19	,	,	PUNCT
bracis-19070	219	20	i.	i.	PROPN
bracis-19070	219	21	,	,	PUNCT
bracis-19070	219	22	abbeel	abbeel	NOUN
bracis-19070	219	23	,	,	PUNCT
bracis-19070	219	24	p.	p.	NOUN
bracis-19070	219	25	:	:	PUNCT
bracis-19070	219	26	infogan	infogan	NOUN
bracis-19070	219	27	:	:	PUNCT
bracis-19070	219	28	interpretable	interpretable	ADJ
bracis-19070	219	29	representation	representation	NOUN
bracis-19070	219	30	learning	learning	NOUN
bracis-19070	219	31	by	by	ADP
bracis-19070	219	32	information	information	NOUN
bracis-19070	219	33	maximizing	maximize	VERB
bracis-19070	219	34	generative	generative	ADJ
bracis-19070	219	35	adversarial	adversarial	ADJ
bracis-19070	219	36	nets	net	NOUN
bracis-19070	219	37	.	.	PUNCT
bracis-19070	220	1	in	in	ADP
bracis-19070	220	2	:	:	PUNCT
bracis-19070	220	3	neural	neural	ADJ
bracis-19070	220	4	information	information	NOUN
bracis-19070	220	5	processing	processing	NOUN
bracis-19070	220	6	systems	system	NOUN
bracis-19070	220	7	,	,	PUNCT
bracis-19070	220	8	pp	pp	X
bracis-19070	220	9	.	.	PUNCT
bracis-19070	221	1	2180–2188	2180–2188	NUM
bracis-19070	221	2	(	(	PUNCT
bracis-19070	221	3	2016	2016	NUM
bracis-19070	221	4	)	)	PUNCT
bracis-19070	221	5	google	google	PROPN
bracis-19070	221	6	scholar	scholar	NOUN
bracis-19070	221	7	  	  	SPACE
bracis-19070	221	8	chu	chu	PROPN
bracis-19070	221	9	,	,	PUNCT
bracis-19070	221	10	w.t	w.t	PROPN
bracis-19070	221	11	.	.	PROPN
bracis-19070	221	12	,	,	PUNCT
bracis-19070	221	13	wu	wu	PROPN
bracis-19070	221	14	,	,	PUNCT
bracis-19070	221	15	y.l	y.l	PROPN
bracis-19070	221	16	.	.	PROPN
bracis-19070	221	17	:	:	PUNCT
bracis-19070	221	18	image	image	NOUN
bracis-19070	221	19	style	style	NOUN
bracis-19070	221	20	classification	classification	NOUN
bracis-19070	221	21	based	base	VERB
bracis-19070	221	22	on	on	ADP
bracis-19070	221	23	learnt	learn	VERB
bracis-19070	221	24	deep	deep	ADJ
bracis-19070	221	25	correlation	correlation	NOUN
bracis-19070	221	26	features	feature	NOUN
bracis-19070	221	27	.	.	PUNCT
bracis-19070	222	1	ieee	ieee	PROPN
bracis-19070	222	2	trans	trans	PROPN
bracis-19070	222	3	.	.	PUNCT
bracis-19070	223	1	multimedia	multimedia	PROPN
bracis-19070	223	2	20	20	NUM
bracis-19070	223	3	,	,	PUNCT
bracis-19070	223	4	2491–2502	2491–2502	NUM
bracis-19070	223	5	(	(	PUNCT
bracis-19070	223	6	2018	2018	NUM
bracis-19070	223	7	)	)	PUNCT
bracis-19070	223	8	.	.	PUNCT
bracis-19070	224	1	https://doi.org/10.1109/tmm.2018.2801718	https://doi.org/10.1109/tmm.2018.2801718	PROPN
bracis-19070	224	2	article	article	PROPN
bracis-19070	224	3	  	  	SPACE
bracis-19070	224	4	google	google	PROPN
bracis-19070	224	5	scholar	scholar	NOUN
bracis-19070	224	6	  	  	SPACE
bracis-19070	224	7	condorovici	condorovici	NOUN
bracis-19070	224	8	,	,	PUNCT
bracis-19070	224	9	r.g	r.g	PROPN
bracis-19070	224	10	.	.	PROPN
bracis-19070	224	11	,	,	PUNCT
bracis-19070	224	12	florea	florea	PROPN
bracis-19070	224	13	,	,	PUNCT
bracis-19070	224	14	c.	c.	NOUN
bracis-19070	224	15	,	,	PUNCT
bracis-19070	224	16	vertan	vertan	PROPN
bracis-19070	224	17	,	,	PUNCT
bracis-19070	224	18	c.	c.	NOUN
bracis-19070	224	19	:	:	PUNCT
bracis-19070	224	20	automatically	automatically	ADV
bracis-19070	224	21	classifying	classify	VERB
bracis-19070	224	22	paintings	painting	NOUN
bracis-19070	224	23	with	with	ADP
bracis-19070	224	24	perceptual	perceptual	ADJ
bracis-19070	224	25	inspired	inspire	VERB
bracis-19070	224	26	descriptors	descriptor	NOUN
bracis-19070	224	27	.	.	PUNCT
bracis-19070	225	1	j.	j.	PROPN
bracis-19070	225	2	visual	visual	PROPN
bracis-19070	225	3	commun	commun	PROPN
bracis-19070	225	4	.	.	PUNCT
bracis-19070	226	1	image	image	PROPN
bracis-19070	226	2	represent	represent	VERB
bracis-19070	226	3	.	.	PUNCT
bracis-19070	227	1	26	26	NUM
bracis-19070	227	2	,	,	PUNCT
bracis-19070	227	3	222–230	222–230	NUM
bracis-19070	227	4	(	(	PUNCT
bracis-19070	227	5	2015	2015	NUM
bracis-19070	227	6	)	)	PUNCT
bracis-19070	227	7	.	.	PUNCT
bracis-19070	228	1	https://doi.org/10.1016/j.jvcir.2014.11.016	https://doi.org/10.1016/j.jvcir.2014.11.016	PROPN
bracis-19070	228	2	article	article	NOUN
bracis-19070	228	3	  	  	SPACE
bracis-19070	228	4	google	google	PROPN
bracis-19070	228	5	scholar	scholar	NOUN
bracis-19070	228	6	  	  	SPACE
bracis-19070	228	7	daras	daras	PROPN
bracis-19070	228	8	,	,	PUNCT
bracis-19070	228	9	g.	g.	NOUN
bracis-19070	228	10	,	,	PUNCT
bracis-19070	228	11	odena	odena	PROPN
bracis-19070	228	12	,	,	PUNCT
bracis-19070	228	13	a.	a.	PROPN
bracis-19070	228	14	,	,	PUNCT
bracis-19070	228	15	zhang	zhang	PROPN
bracis-19070	228	16	,	,	PUNCT
bracis-19070	228	17	h.	h.	PROPN
bracis-19070	228	18	,	,	PUNCT
bracis-19070	228	19	dimakis	dimakis	PROPN
bracis-19070	228	20	,	,	PUNCT
bracis-19070	228	21	a.g	a.g	PROPN
bracis-19070	228	22	.	.	PROPN
bracis-19070	228	23	:	:	PUNCT
bracis-19070	229	1	your	your	PRON
bracis-19070	229	2	local	local	ADJ
bracis-19070	229	3	gan	gan	NOUN
bracis-19070	229	4	:	:	PUNCT
bracis-19070	229	5	designing	design	VERB
bracis-19070	229	6	two	two	NUM
bracis-19070	229	7	dimensional	dimensional	ADJ
bracis-19070	229	8	local	local	ADJ
bracis-19070	229	9	attention	attention	NOUN
bracis-19070	229	10	mechanisms	mechanism	NOUN
bracis-19070	229	11	for	for	ADP
bracis-19070	229	12	generative	generative	ADJ
bracis-19070	229	13	models	model	NOUN
bracis-19070	229	14	.	.	PUNCT
bracis-19070	230	1	proceedings	proceeding	NOUN
bracis-19070	230	2	of	of	ADP
bracis-19070	230	3	the	the	DET
bracis-19070	230	4	ieee	ieee	NOUN
bracis-19070	230	5	computer	computer	NOUN
bracis-19070	230	6	society	society	PROPN
bracis-19070	230	7	conference	conference	NOUN
bracis-19070	230	8	on	on	ADP
bracis-19070	230	9	computer	computer	NOUN
bracis-19070	230	10	vision	vision	NOUN
bracis-19070	230	11	and	and	CCONJ
bracis-19070	230	12	pattern	pattern	NOUN
bracis-19070	230	13	recognition	recognition	NOUN
bracis-19070	230	14	,	,	PUNCT
bracis-19070	230	15	pp	pp	ADP
bracis-19070	230	16	.	.	PUNCT
bracis-19070	231	1	14519–14527	14519–14527	NUM
bracis-19070	231	2	(	(	PUNCT
bracis-19070	231	3	2020	2020	NUM
bracis-19070	231	4	)	)	PUNCT
bracis-19070	231	5	.	.	PUNCT
bracis-19070	232	1	https://doi.org/10.1109/cvpr42600.2020.01454	https://doi.org/10.1109/cvpr42600.2020.01454	PROPN
bracis-19070	232	2	eldeen	eldeen	PROPN
bracis-19070	232	3	,	,	PUNCT
bracis-19070	232	4	n.	n.	NOUN
bracis-19070	232	5	,	,	PUNCT
bracis-19070	232	6	khalifa	khalifa	PROPN
bracis-19070	232	7	,	,	PUNCT
bracis-19070	232	8	m.	m.	NOUN
bracis-19070	232	9	:	:	PUNCT
bracis-19070	232	10	detection	detection	NOUN
bracis-19070	232	11	of	of	ADP
bracis-19070	232	12	coronavirus	coronavirus	NOUN
bracis-19070	232	13	(	(	PUNCT
bracis-19070	232	14	covid-19	covid-19	PROPN
bracis-19070	232	15	)	)	PUNCT
bracis-19070	232	16	associated	associated	ADJ
bracis-19070	232	17	pneumonia	pneumonia	NOUN
bracis-19070	232	18	based	base	VERB
bracis-19070	232	19	on	on	ADP
bracis-19070	232	20	generative	generative	ADJ
bracis-19070	232	21	adversarial	adversarial	ADJ
bracis-19070	232	22	networks	network	NOUN
bracis-19070	232	23	and	and	CCONJ
bracis-19070	232	24	a	a	DET
bracis-19070	232	25	fine	fine	ADV
bracis-19070	232	26	-	-	PUNCT
bracis-19070	232	27	tuned	tune	VERB
bracis-19070	232	28	deep	deep	ADJ
bracis-19070	232	29	transfer	transfer	NOUN
bracis-19070	232	30	learning	learning	NOUN
bracis-19070	232	31	model	model	NOUN
bracis-19070	232	32	using	use	VERB
bracis-19070	232	33	chest	chest	NOUN
bracis-19070	232	34	x	x	NOUN
bracis-19070	232	35	-	-	NOUN
bracis-19070	232	36	ray	ray	NOUN
bracis-19070	232	37	dataset	dataset	NOUN
bracis-19070	232	38	(	(	PUNCT
bracis-19070	232	39	2020	2020	NUM
bracis-19070	232	40	)	)	PUNCT
bracis-19070	232	41	.	.	PUNCT
bracis-19070	233	1	http://www.egyptscience.net	http://www.egyptscience.net	PROPN
bracis-19070	233	2	elgammal	elgammal	PROPN
bracis-19070	233	3	,	,	PUNCT
bracis-19070	233	4	a.	a.	PROPN
bracis-19070	233	5	,	,	PUNCT
bracis-19070	233	6	liu	liu	PROPN
bracis-19070	233	7	,	,	PUNCT
bracis-19070	233	8	b.	b.	PROPN
bracis-19070	233	9	,	,	PUNCT
bracis-19070	233	10	elhoseiny	elhoseiny	PROPN
bracis-19070	233	11	,	,	PUNCT
bracis-19070	233	12	m.	m.	NOUN
bracis-19070	233	13	,	,	PUNCT
bracis-19070	233	14	mazzone	mazzone	NOUN
bracis-19070	233	15	,	,	PUNCT
bracis-19070	233	16	m.	m.	NOUN
bracis-19070	233	17	:	:	PUNCT
bracis-19070	233	18	can	can	AUX
bracis-19070	233	19	:	:	PUNCT
bracis-19070	233	20	creative	creative	ADJ
bracis-19070	233	21	adversarial	adversarial	ADJ
bracis-19070	233	22	networks	network	NOUN
bracis-19070	233	23	,	,	PUNCT
bracis-19070	233	24	generating	generate	VERB
bracis-19070	233	25	“	"	PUNCT
bracis-19070	233	26	art	art	NOUN
bracis-19070	233	27	"	"	PUNCT
bracis-19070	233	28	by	by	ADP
bracis-19070	233	29	learning	learn	VERB
bracis-19070	233	30	about	about	ADP
bracis-19070	233	31	styles	style	NOUN
bracis-19070	233	32	and	and	CCONJ
bracis-19070	233	33	deviating	deviate	VERB
bracis-19070	233	34	from	from	ADP
bracis-19070	233	35	style	style	NOUN
bracis-19070	233	36	norms	norm	NOUN
bracis-19070	233	37	,	,	PUNCT
bracis-19070	233	38	pp	pp	ADV
bracis-19070	233	39	.	.	PUNCT
bracis-19070	234	1	1–22	1–22	PROPN
bracis-19070	234	2	(	(	PUNCT
bracis-19070	234	3	2017	2017	NUM
bracis-19070	234	4	)	)	PUNCT
bracis-19070	234	5	.	.	PUNCT
bracis-19070	235	1	arxiv	arxiv	PROPN
bracis-19070	235	2	google	google	PROPN
bracis-19070	235	3	scholar	scholar	PROPN
bracis-19070	235	4	  	  	SPACE
bracis-19070	235	5	elgammal	elgammal	NOUN
bracis-19070	235	6	,	,	PUNCT
bracis-19070	235	7	a.	a.	PROPN
bracis-19070	235	8	,	,	PUNCT
bracis-19070	235	9	liu	liu	PROPN
bracis-19070	235	10	,	,	PUNCT
bracis-19070	235	11	b.	b.	PROPN
bracis-19070	235	12	,	,	PUNCT
bracis-19070	235	13	kim	kim	PROPN
bracis-19070	235	14	,	,	PUNCT
bracis-19070	235	15	d.	d.	PROPN
bracis-19070	235	16	,	,	PUNCT
bracis-19070	235	17	elhoseiny	elhoseiny	PROPN
bracis-19070	235	18	,	,	PUNCT
bracis-19070	235	19	m.	m.	NOUN
bracis-19070	235	20	,	,	PUNCT
bracis-19070	235	21	mazzone	mazzone	NOUN
bracis-19070	235	22	,	,	PUNCT
bracis-19070	235	23	m.	m.	NOUN
bracis-19070	235	24	:	:	PUNCT
bracis-19070	235	25	the	the	DET
bracis-19070	235	26	shape	shape	NOUN
bracis-19070	235	27	of	of	ADP
bracis-19070	235	28	art	art	NOUN
bracis-19070	235	29	history	history	NOUN
bracis-19070	235	30	in	in	ADP
bracis-19070	235	31	the	the	DET
bracis-19070	235	32	eyes	eye	NOUN
bracis-19070	235	33	of	of	ADP
bracis-19070	235	34	the	the	DET
bracis-19070	235	35	machine	machine	NOUN
bracis-19070	235	36	.	.	PUNCT
bracis-19070	236	1	in	in	ADP
bracis-19070	236	2	:	:	PUNCT
bracis-19070	236	3	32nd	32nd	ADJ
bracis-19070	236	4	aaai	aaai	PROPN
bracis-19070	236	5	conference	conference	NOUN
bracis-19070	236	6	on	on	ADP
bracis-19070	236	7	artificial	artificial	ADJ
bracis-19070	236	8	intelligence	intelligence	NOUN
bracis-19070	236	9	,	,	PUNCT
bracis-19070	236	10	aaai	aaai	PROPN
bracis-19070	236	11	2018	2018	NUM
bracis-19070	236	12	,	,	PUNCT
bracis-19070	236	13	pp	pp	ADP
bracis-19070	236	14	.	.	PUNCT
bracis-19070	236	15	2183–2191	2183–2191	NUM
bracis-19070	236	16	(	(	PUNCT
bracis-19070	236	17	2018	2018	NUM
bracis-19070	236	18	)	)	PUNCT
bracis-19070	236	19	google	google	NOUN
bracis-19070	236	20	scholar	scholar	NOUN
bracis-19070	236	21	  	  	SPACE
bracis-19070	236	22	farthing	farthing	NOUN
bracis-19070	236	23	,	,	PUNCT
bracis-19070	236	24	s.	s.	PROPN
bracis-19070	236	25	:	:	PUNCT
bracis-19070	236	26	tudo	tudo	PROPN
bracis-19070	236	27	sobre	sobre	PROPN
bracis-19070	236	28	arte	arte	PROPN
bracis-19070	236	29	.	.	PUNCT
bracis-19070	237	1	2	2	NUM
bracis-19070	237	2	edn	edn	NOUN
bracis-19070	237	3	.	.	PUNCT
bracis-19070	238	1	(	(	PUNCT
bracis-19070	238	2	2018	2018	NUM
bracis-19070	238	3	)	)	PUNCT
bracis-19070	238	4	google	google	PROPN
bracis-19070	238	5	scholar	scholar	NOUN
bracis-19070	238	6	  	  	SPACE
bracis-19070	238	7	florea	florea	NOUN
bracis-19070	238	8	,	,	PUNCT
bracis-19070	238	9	c.	c.	NOUN
bracis-19070	238	10	,	,	PUNCT
bracis-19070	238	11	toca	toca	PROPN
bracis-19070	238	12	,	,	PUNCT
bracis-19070	238	13	c.	c.	NOUN
bracis-19070	238	14	,	,	PUNCT
bracis-19070	238	15	gieseke	gieseke	NOUN
bracis-19070	238	16	,	,	PUNCT
bracis-19070	238	17	f.	f.	PROPN
bracis-19070	238	18	:	:	PUNCT
bracis-19070	238	19	artistic	artistic	ADJ
bracis-19070	238	20	movement	movement	NOUN
bracis-19070	238	21	recognition	recognition	NOUN
bracis-19070	238	22	by	by	ADP
bracis-19070	238	23	boosted	boost	VERB
bracis-19070	238	24	fusion	fusion	NOUN
bracis-19070	238	25	of	of	ADP
bracis-19070	238	26	color	color	NOUN
bracis-19070	238	27	structure	structure	NOUN
bracis-19070	238	28	and	and	CCONJ
bracis-19070	238	29	topographic	topographic	ADJ
bracis-19070	238	30	description	description	NOUN
bracis-19070	238	31	.	.	PUNCT
bracis-19070	239	1	in	in	ADP
bracis-19070	239	2	:	:	PUNCT
bracis-19070	239	3	proceedings	proceeding	NOUN
bracis-19070	239	4	2017	2017	NUM
bracis-19070	239	5	ieee	ieee	NOUN
bracis-19070	239	6	winter	winter	NOUN
bracis-19070	239	7	conference	conference	NOUN
bracis-19070	239	8	on	on	ADP
bracis-19070	239	9	applications	application	NOUN
bracis-19070	239	10	of	of	ADP
bracis-19070	239	11	computer	computer	NOUN
bracis-19070	239	12	vision	vision	NOUN
bracis-19070	239	13	,	,	PUNCT
bracis-19070	239	14	wacv	wacv	NOUN
bracis-19070	239	15	2017	2017	NUM
bracis-19070	239	16	,	,	PUNCT
bracis-19070	239	17	pp	pp	ADP
bracis-19070	239	18	.	.	PUNCT
bracis-19070	240	1	569–577	569–577	NUM
bracis-19070	240	2	(	(	PUNCT
bracis-19070	240	3	2017	2017	NUM
bracis-19070	240	4	)	)	PUNCT
bracis-19070	240	5	.	.	PUNCT
bracis-19070	241	1	https://doi.org/10.1109/wacv.2017.69	https://doi.org/10.1109/wacv.2017.69	PROPN
bracis-19070	241	2	frid	frid	PROPN
bracis-19070	241	3	-	-	PUNCT
bracis-19070	241	4	adar	adar	PROPN
bracis-19070	241	5	,	,	PUNCT
bracis-19070	241	6	m.	m.	NOUN
bracis-19070	241	7	,	,	PUNCT
bracis-19070	241	8	diamant	diamant	NOUN
bracis-19070	241	9	,	,	PUNCT
bracis-19070	241	10	i.	i.	PROPN
bracis-19070	241	11	,	,	PUNCT
bracis-19070	241	12	klang	klang	PROPN
bracis-19070	241	13	,	,	PUNCT
bracis-19070	241	14	e.	e.	PROPN
bracis-19070	241	15	,	,	PUNCT
bracis-19070	241	16	amitai	amitai	NOUN
bracis-19070	241	17	,	,	PUNCT
bracis-19070	241	18	m.	m.	NOUN
bracis-19070	241	19	,	,	PUNCT
bracis-19070	241	20	goldberger	goldberger	NOUN
bracis-19070	241	21	,	,	PUNCT
bracis-19070	241	22	j.	j.	PROPN
bracis-19070	241	23	,	,	PUNCT
bracis-19070	241	24	greenspan	greenspan	PROPN
bracis-19070	241	25	,	,	PUNCT
bracis-19070	241	26	h.	h.	PROPN
bracis-19070	241	27	:	:	PUNCT
bracis-19070	241	28	gan	gin	VERB
bracis-19070	241	29	-	-	PUNCT
bracis-19070	241	30	based	base	VERB
bracis-19070	241	31	synthetic	synthetic	ADJ
bracis-19070	241	32	medical	medical	ADJ
bracis-19070	241	33	image	image	NOUN
bracis-19070	241	34	augmentation	augmentation	NOUN
bracis-19070	241	35	for	for	ADP
bracis-19070	241	36	increased	increase	VERB
bracis-19070	241	37	cnn	cnn	PROPN
bracis-19070	241	38	performance	performance	NOUN
bracis-19070	241	39	in	in	ADP
bracis-19070	241	40	liver	liver	NOUN
bracis-19070	241	41	lesion	lesion	NOUN
bracis-19070	241	42	classification	classification	NOUN
bracis-19070	241	43	.	.	PUNCT
bracis-19070	242	1	neurocomputing	neurocompute	VERB
bracis-19070	242	2	321	321	NUM
bracis-19070	242	3	,	,	PUNCT
bracis-19070	242	4	321–331	321–331	NUM
bracis-19070	242	5	(	(	PUNCT
bracis-19070	242	6	2018	2018	NUM
bracis-19070	242	7	)	)	PUNCT
bracis-19070	242	8	.	.	PUNCT
bracis-19070	243	1	https://doi.org/10.1016/j.neucom.2018.09.013	https://doi.org/10.1016/j.neucom.2018.09.013	PROPN
bracis-19070	243	2	article	article	NOUN
bracis-19070	243	3	  	  	SPACE
bracis-19070	243	4	google	google	PROPN
bracis-19070	243	5	scholar	scholar	NOUN
bracis-19070	243	6	  	  	SPACE
bracis-19070	243	7	gao	gao	PROPN
bracis-19070	243	8	,	,	PUNCT
bracis-19070	243	9	x.	x.	PROPN
bracis-19070	243	10	,	,	PUNCT
bracis-19070	243	11	tian	tian	PROPN
bracis-19070	243	12	,	,	PUNCT
bracis-19070	243	13	y.	y.	PROPN
bracis-19070	243	14	,	,	PUNCT
bracis-19070	243	15	qi	qi	PROPN
bracis-19070	243	16	,	,	PUNCT
bracis-19070	243	17	z.	z.	PROPN
bracis-19070	243	18	:	:	PUNCT
bracis-19070	243	19	rpd	rpd	PROPN
bracis-19070	243	20	-	-	PUNCT
bracis-19070	243	21	gan	gan	PROPN
bracis-19070	243	22	:	:	PUNCT
bracis-19070	243	23	learning	learn	VERB
bracis-19070	243	24	to	to	PART
bracis-19070	243	25	draw	draw	VERB
bracis-19070	243	26	realistic	realistic	ADJ
bracis-19070	243	27	paintings	painting	NOUN
bracis-19070	243	28	with	with	ADP
bracis-19070	243	29	generative	generative	ADJ
bracis-19070	243	30	adversarial	adversarial	ADJ
bracis-19070	243	31	network	network	NOUN
bracis-19070	243	32	.	.	PUNCT
bracis-19070	244	1	ieee	ieee	PROPN
bracis-19070	244	2	trans	trans	PROPN
bracis-19070	244	3	.	.	PUNCT
bracis-19070	244	4	image	image	NOUN
bracis-19070	244	5	process	process	NOUN
bracis-19070	244	6	.	.	PUNCT
bracis-19070	245	1	29	29	NUM
bracis-19070	245	2	,	,	PUNCT
bracis-19070	245	3	8706–8720	8706–8720	NOUN
bracis-19070	245	4	(	(	PUNCT
bracis-19070	245	5	2020	2020	NUM
bracis-19070	245	6	)	)	PUNCT
bracis-19070	245	7	.	.	PUNCT
bracis-19070	246	1	https://doi.org/10.1109/tip.2020.3018856	https://doi.org/10.1109/tip.2020.3018856	NOUN
bracis-19070	246	2	article	article	PROPN
bracis-19070	246	3	  	  	SPACE
bracis-19070	246	4	google	google	PROPN
bracis-19070	246	5	scholar	scholar	NOUN
bracis-19070	246	6	  	  	SPACE
bracis-19070	246	7	goodfellow	goodfellow	PROPN
bracis-19070	246	8	,	,	PUNCT
bracis-19070	246	9	i.	i.	PROPN
bracis-19070	246	10	,	,	PUNCT
bracis-19070	246	11	et	et	PROPN
bracis-19070	246	12	al	al	PROPN
bracis-19070	246	13	.	.	PROPN
bracis-19070	246	14	:	:	PUNCT
bracis-19070	246	15	generative	generative	VERB
bracis-19070	246	16	adversarial	adversarial	ADJ
bracis-19070	246	17	networks	network	NOUN
bracis-19070	246	18	.	.	PUNCT
bracis-19070	247	1	commun	commun	PROPN
bracis-19070	247	2	.	.	PUNCT
bracis-19070	248	1	acm	acm	PROPN
bracis-19070	248	2	63	63	NUM
bracis-19070	248	3	,	,	PUNCT
bracis-19070	248	4	139–144	139–144	NUM
bracis-19070	248	5	(	(	PUNCT
bracis-19070	248	6	2014	2014	NUM
bracis-19070	248	7	)	)	PUNCT
bracis-19070	248	8	.	.	PUNCT
bracis-19070	249	1	https://doi.org/10.1145/3422622	https://doi.org/10.1145/3422622	ADJ
bracis-19070	249	2	article	article	NOUN
bracis-19070	249	3	  	  	SPACE
bracis-19070	249	4	google	google	PROPN
bracis-19070	249	5	scholar	scholar	NOUN
bracis-19070	249	6	  	  	SPACE
bracis-19070	249	7	gulrajani	gulrajani	NOUN
bracis-19070	249	8	,	,	PUNCT
bracis-19070	249	9	i.	i.	PROPN
bracis-19070	249	10	,	,	PUNCT
bracis-19070	249	11	ahmed	ahmed	PROPN
bracis-19070	249	12	,	,	PUNCT
bracis-19070	249	13	f.	f.	PROPN
bracis-19070	249	14	,	,	PUNCT
bracis-19070	249	15	arjovsky	arjovsky	PROPN
bracis-19070	249	16	,	,	PUNCT
bracis-19070	249	17	m.	m.	NOUN
bracis-19070	249	18	,	,	PUNCT
bracis-19070	249	19	dumoulin	dumoulin	PROPN
bracis-19070	249	20	,	,	PUNCT
bracis-19070	249	21	v.	v.	ADV
bracis-19070	249	22	,	,	PUNCT
bracis-19070	249	23	courville	courville	NOUN
bracis-19070	249	24	,	,	PUNCT
bracis-19070	249	25	a.	a.	NOUN
bracis-19070	249	26	:	:	PUNCT
bracis-19070	249	27	improved	improved	ADJ
bracis-19070	249	28	training	training	NOUN
bracis-19070	249	29	of	of	ADP
bracis-19070	249	30	wasserstein	wasserstein	NOUN
bracis-19070	249	31	gans	gan	NOUN
bracis-19070	249	32	,	,	PUNCT
bracis-19070	249	33	vol	vol	NOUN
bracis-19070	249	34	.	.	PROPN
bracis-19070	249	35	2017	2017	NUM
bracis-19070	249	36	-	-	PUNCT
bracis-19070	249	37	decem	decem	NOUN
bracis-19070	249	38	,	,	PUNCT
bracis-19070	249	39	pp	pp	ADJ
bracis-19070	249	40	.	.	PUNCT
bracis-19070	250	1	5768–5778	5768–5778	NUM
bracis-19070	250	2	(	(	PUNCT
bracis-19070	250	3	2017	2017	NUM
bracis-19070	250	4	)	)	PUNCT
bracis-19070	250	5	google	google	PROPN
bracis-19070	250	6	scholar	scholar	NOUN
bracis-19070	250	7	  	  	SPACE
bracis-19070	250	8	han	han	PROPN
bracis-19070	250	9	,	,	PUNCT
bracis-19070	250	10	c.	c.	PROPN
bracis-19070	250	11	,	,	PUNCT
bracis-19070	250	12	et	et	PROPN
bracis-19070	250	13	al	al	PROPN
bracis-19070	250	14	.	.	PROPN
bracis-19070	250	15	:	:	PUNCT
bracis-19070	251	1	synthesizing	synthesize	VERB
bracis-19070	251	2	diverse	diverse	ADJ
bracis-19070	251	3	lung	lung	NOUN
bracis-19070	251	4	nodules	nodule	NOUN
bracis-19070	251	5	wherever	wherever	SCONJ
bracis-19070	251	6	massively	massively	ADV
bracis-19070	251	7	:	:	PUNCT
bracis-19070	251	8	3d	3d	NUM
bracis-19070	251	9	multi	multi	ADJ
bracis-19070	251	10	-	-	ADJ
bracis-19070	251	11	conditional	conditional	ADJ
bracis-19070	251	12	gan	gan	NOUN
bracis-19070	251	13	-	-	PUNCT
bracis-19070	251	14	based	base	VERB
bracis-19070	251	15	ct	ct	NOUN
bracis-19070	251	16	image	image	NOUN
bracis-19070	251	17	augmentation	augmentation	NOUN
bracis-19070	251	18	for	for	ADP
bracis-19070	251	19	object	object	NOUN
bracis-19070	251	20	detection	detection	NOUN
bracis-19070	251	21	.	.	PUNCT
bracis-19070	252	1	in	in	ADP
bracis-19070	252	2	:	:	PUNCT
bracis-19070	252	3	proceedings	proceeding	NOUN
bracis-19070	252	4	2019	2019	NUM
bracis-19070	252	5	international	international	ADJ
bracis-19070	252	6	conference	conference	NOUN
bracis-19070	252	7	on	on	ADP
bracis-19070	252	8	3d	3d	PROPN
bracis-19070	252	9	vision	vision	NOUN
bracis-19070	252	10	,	,	PUNCT
bracis-19070	252	11	3dv	3dv	NOUN
bracis-19070	252	12	2019	2019	NUM
bracis-19070	252	13	,	,	PUNCT
bracis-19070	252	14	pp	pp	ADJ
bracis-19070	252	15	.	.	PUNCT
bracis-19070	253	1	729–737	729–737	NUM
bracis-19070	253	2	(	(	PUNCT
bracis-19070	253	3	2019	2019	NUM
bracis-19070	253	4	)	)	PUNCT
bracis-19070	253	5	.	.	PUNCT
bracis-19070	254	1	https://doi.org/10.1109/3dv.2019.00085	https://doi.org/10.1109/3dv.2019.00085	PROPN
bracis-19070	254	2	hu	hu	PROPN
bracis-19070	254	3	,	,	PUNCT
bracis-19070	254	4	j.	j.	PROPN
bracis-19070	254	5	,	,	PUNCT
bracis-19070	254	6	shen	shen	PROPN
bracis-19070	254	7	,	,	PUNCT
bracis-19070	254	8	l.	l.	PROPN
bracis-19070	254	9	,	,	PUNCT
bracis-19070	254	10	sun	sun	PROPN
bracis-19070	254	11	,	,	PUNCT
bracis-19070	254	12	g.	g.	NOUN
bracis-19070	254	13	:	:	PUNCT
bracis-19070	254	14	squeeze	squeeze	NOUN
bracis-19070	254	15	-	-	PUNCT
bracis-19070	254	16	and	and	CCONJ
bracis-19070	254	17	-	-	PUNCT
bracis-19070	254	18	excitation	excitation	NOUN
bracis-19070	254	19	networks	network	NOUN
bracis-19070	254	20	.	.	PUNCT
bracis-19070	255	1	in	in	ADP
bracis-19070	255	2	:	:	PUNCT
bracis-19070	255	3	proceedings	proceeding	NOUN
bracis-19070	255	4	of	of	ADP
bracis-19070	255	5	the	the	DET
bracis-19070	255	6	ieee	ieee	NOUN
bracis-19070	255	7	computer	computer	NOUN
bracis-19070	255	8	society	society	PROPN
bracis-19070	255	9	conference	conference	NOUN
bracis-19070	255	10	on	on	ADP
bracis-19070	255	11	computer	computer	NOUN
bracis-19070	255	12	vision	vision	NOUN
bracis-19070	255	13	and	and	CCONJ
bracis-19070	255	14	pattern	pattern	NOUN
bracis-19070	255	15	recognition	recognition	NOUN
bracis-19070	255	16	,	,	PUNCT
bracis-19070	255	17	pp	pp	X
bracis-19070	255	18	.	.	PUNCT
bracis-19070	256	1	7132–7141	7132–7141	NUM
bracis-19070	256	2	(	(	PUNCT
bracis-19070	256	3	2018	2018	NUM
bracis-19070	256	4	)	)	PUNCT
bracis-19070	256	5	.	.	PUNCT
bracis-19070	257	1	https://doi.org/10.1109/cvpr.2018.00745	https://doi.org/10.1109/cvpr.2018.00745	PROPN
bracis-19070	257	2	karayev	karayev	PROPN
bracis-19070	257	3	,	,	PUNCT
bracis-19070	257	4	s.	s.	PROPN
bracis-19070	257	5	,	,	PUNCT
bracis-19070	257	6	et	et	PROPN
bracis-19070	257	7	al	al	PROPN
bracis-19070	257	8	.	.	PUNCT
bracis-19070	257	9	:	:	PUNCT
bracis-19070	257	10	recognizing	recognize	VERB
bracis-19070	257	11	image	image	NOUN
bracis-19070	257	12	style	style	NOUN
bracis-19070	257	13	.	.	PUNCT
bracis-19070	258	1	in	in	ADP
bracis-19070	258	2	:	:	PUNCT
bracis-19070	258	3	bmvc	bmvc	NOUN
bracis-19070	258	4	2014	2014	NUM
bracis-19070	258	5	proceedings	proceeding	NOUN
bracis-19070	258	6	of	of	ADP
bracis-19070	258	7	the	the	DET
bracis-19070	258	8	british	british	ADJ
bracis-19070	258	9	machine	machine	PROPN
bracis-19070	258	10	vision	vision	PROPN
bracis-19070	258	11	conference	conference	PROPN
bracis-19070	258	12	2014	2014	NUM
bracis-19070	258	13	,	,	PUNCT
bracis-19070	258	14	pp	pp	ADV
bracis-19070	258	15	.	.	PUNCT
bracis-19070	259	1	1–20	1–20	PROPN
bracis-19070	259	2	(	(	PUNCT
bracis-19070	259	3	2014	2014	NUM
bracis-19070	259	4	)	)	PUNCT
bracis-19070	259	5	.	.	PUNCT
bracis-19070	260	1	https://doi.org/10.5244/c.28.122	https://doi.org/10.5244/c.28.122	PROPN
bracis-19070	260	2	kastan	kastan	PROPN
bracis-19070	260	3	,	,	PUNCT
bracis-19070	260	4	d.s	d.s	PROPN
bracis-19070	260	5	.	.	PROPN
bracis-19070	260	6	,	,	PUNCT
bracis-19070	260	7	farthing	farthing	NOUN
bracis-19070	260	8	,	,	PUNCT
bracis-19070	260	9	s.	s.	PROPN
bracis-19070	260	10	:	:	PUNCT
bracis-19070	260	11	on	on	ADP
bracis-19070	260	12	color	color	NOUN
bracis-19070	260	13	.	.	PUNCT
bracis-19070	261	1	yale	yale	PROPN
bracis-19070	261	2	university	university	PROPN
bracis-19070	261	3	press	press	NOUN
bracis-19070	261	4	,	,	PUNCT
bracis-19070	261	5	new	new	PROPN
bracis-19070	261	6	haven	haven	NOUN
bracis-19070	261	7	(	(	PUNCT
bracis-19070	261	8	2018	2018	NUM
bracis-19070	261	9	)	)	PUNCT
bracis-19070	261	10	google	google	NOUN
bracis-19070	261	11	scholar	scholar	NOUN
bracis-19070	261	12	  	  	SPACE
bracis-19070	261	13	krizhevsky	krizhevsky	NOUN
bracis-19070	261	14	,	,	PUNCT
bracis-19070	261	15	a.	a.	NOUN
bracis-19070	261	16	,	,	PUNCT
bracis-19070	261	17	sutskever	sutskever	PROPN
bracis-19070	261	18	,	,	PUNCT
bracis-19070	261	19	i.	i.	PROPN
bracis-19070	261	20	,	,	PUNCT
bracis-19070	261	21	hinton	hinton	PROPN
bracis-19070	261	22	,	,	PUNCT
bracis-19070	261	23	g.e	g.e	PROPN
bracis-19070	261	24	.	.	PUNCT
bracis-19070	261	25	:	:	PUNCT
bracis-19070	262	1	imagenet	imagenet	PROPN
bracis-19070	262	2	classification	classification	NOUN
bracis-19070	262	3	with	with	ADP
bracis-19070	262	4	deep	deep	ADJ
bracis-19070	262	5	convolutional	convolutional	ADJ
bracis-19070	262	6	neural	neural	ADJ
bracis-19070	262	7	networks	network	NOUN
bracis-19070	262	8	.	.	PUNCT
bracis-19070	263	1	commun	commun	PROPN
bracis-19070	263	2	.	.	PUNCT
bracis-19070	263	3	acm	acm	PROPN
bracis-19070	263	4	60	60	NUM
bracis-19070	263	5	,	,	PUNCT
bracis-19070	263	6	84–90	84–90	NUM
bracis-19070	263	7	(	(	PUNCT
bracis-19070	263	8	2012	2012	NUM
bracis-19070	263	9	)	)	PUNCT
bracis-19070	263	10	.	.	PUNCT
bracis-19070	264	1	https://doi.org/10.1145/3065386	https://doi.org/10.1145/3065386	X
bracis-19070	264	2	article	article	NOUN
bracis-19070	264	3	  	  	SPACE
bracis-19070	264	4	google	google	PROPN
bracis-19070	264	5	scholar	scholar	NOUN
bracis-19070	264	6	  	  	SPACE
bracis-19070	264	7	lecoutre	lecoutre	NOUN
bracis-19070	264	8	,	,	PUNCT
bracis-19070	264	9	a.	a.	NOUN
bracis-19070	264	10	,	,	PUNCT
bracis-19070	264	11	negrevergne	negrevergne	PROPN
bracis-19070	264	12	,	,	PUNCT
bracis-19070	264	13	b.	b.	PROPN
bracis-19070	264	14	,	,	PUNCT
bracis-19070	264	15	yger	yger	PROPN
bracis-19070	264	16	,	,	PUNCT
bracis-19070	264	17	f.	f.	PROPN
bracis-19070	264	18	:	:	PUNCT
bracis-19070	264	19	recognizing	recognize	VERB
bracis-19070	264	20	art	art	NOUN
bracis-19070	264	21	style	style	NOUN
bracis-19070	264	22	automatically	automatically	ADV
bracis-19070	264	23	in	in	ADP
bracis-19070	264	24	painting	paint	VERB
bracis-19070	264	25	with	with	ADP
bracis-19070	264	26	deep	deep	ADJ
bracis-19070	264	27	learning	learning	NOUN
bracis-19070	264	28	.	.	PUNCT
bracis-19070	265	1	j.	j.	PROPN
bracis-19070	265	2	mach	mach	PROPN
bracis-19070	265	3	.	.	PUNCT
bracis-19070	266	1	learn	learn	VERB
bracis-19070	266	2	.	.	PUNCT
bracis-19070	267	1	res	re	NOUN
bracis-19070	267	2	.	.	PUNCT
bracis-19070	268	1	77	77	NUM
bracis-19070	268	2	,	,	PUNCT
bracis-19070	268	3	327–342	327–342	NUM
bracis-19070	268	4	(	(	PUNCT
bracis-19070	268	5	2017	2017	NUM
bracis-19070	268	6	)	)	PUNCT
bracis-19070	268	7	google	google	PROPN
bracis-19070	268	8	scholar	scholar	NOUN
bracis-19070	268	9	  	  	SPACE
bracis-19070	268	10	mirza	mirza	PROPN
bracis-19070	268	11	,	,	PUNCT
bracis-19070	268	12	m.	m.	NOUN
bracis-19070	268	13	,	,	PUNCT
bracis-19070	268	14	osindero	osindero	NOUN
bracis-19070	268	15	,	,	PUNCT
bracis-19070	268	16	s.	s.	PROPN
bracis-19070	268	17	:	:	PUNCT
bracis-19070	268	18	conditional	conditional	ADJ
bracis-19070	268	19	generative	generative	ADJ
bracis-19070	268	20	adversarial	adversarial	ADJ
bracis-19070	268	21	nets	net	NOUN
bracis-19070	268	22	,	,	PUNCT
bracis-19070	268	23	pp	pp	ADV
bracis-19070	268	24	.	.	PUNCT
bracis-19070	269	1	1–7	1–7	NUM
bracis-19070	269	2	(	(	PUNCT
bracis-19070	269	3	2014	2014	NUM
bracis-19070	269	4	)	)	PUNCT
bracis-19070	269	5	google	google	PROPN
bracis-19070	269	6	scholar	scholar	NOUN
bracis-19070	269	7	  	  	SPACE
bracis-19070	269	8	qin	qin	PROPN
bracis-19070	269	9	,	,	PUNCT
bracis-19070	269	10	z.	z.	PROPN
bracis-19070	269	11	,	,	PUNCT
bracis-19070	269	12	liu	liu	PROPN
bracis-19070	269	13	,	,	PUNCT
bracis-19070	269	14	z.	z.	PROPN
bracis-19070	269	15	,	,	PUNCT
bracis-19070	269	16	zhu	zhu	PROPN
bracis-19070	269	17	,	,	PUNCT
bracis-19070	269	18	p.	p.	PROPN
bracis-19070	269	19	,	,	PUNCT
bracis-19070	269	20	xue	xue	PROPN
bracis-19070	269	21	,	,	PUNCT
bracis-19070	269	22	y.	y.	NOUN
bracis-19070	269	23	:	:	PUNCT
bracis-19070	269	24	a	a	DET
bracis-19070	269	25	gan	gan	NOUN
bracis-19070	269	26	-	-	PUNCT
bracis-19070	269	27	based	base	VERB
bracis-19070	269	28	image	image	NOUN
bracis-19070	269	29	synthesis	synthesis	NOUN
bracis-19070	269	30	method	method	NOUN
bracis-19070	269	31	for	for	ADP
bracis-19070	269	32	skin	skin	NOUN
bracis-19070	269	33	lesion	lesion	NOUN
bracis-19070	269	34	classification	classification	NOUN
bracis-19070	269	35	.	.	PUNCT
bracis-19070	270	1	comput	comput	NOUN
bracis-19070	270	2	.	.	PUNCT
bracis-19070	271	1	methods	method	NOUN
bracis-19070	271	2	prog	prog	PROPN
bracis-19070	271	3	.	.	PUNCT
bracis-19070	271	4	biomed	biome	VERB
bracis-19070	271	5	.	.	PUNCT
bracis-19070	272	1	195	195	NUM
bracis-19070	272	2	(	(	PUNCT
bracis-19070	272	3	2020	2020	NUM
bracis-19070	272	4	)	)	PUNCT
bracis-19070	272	5	.	.	PUNCT
bracis-19070	273	1	https://doi.org/10.1016/j.cmpb.2020.105568	https://doi.org/10.1016/j.cmpb.2020.105568	PROPN
bracis-19070	273	2	rodriguez	rodriguez	PROPN
bracis-19070	273	3	,	,	PUNCT
bracis-19070	273	4	c.s	c.s	PROPN
bracis-19070	273	5	.	.	PROPN
bracis-19070	273	6	,	,	PUNCT
bracis-19070	273	7	lech	lech	PROPN
bracis-19070	273	8	,	,	PUNCT
bracis-19070	273	9	m.	m.	NOUN
bracis-19070	273	10	,	,	PUNCT
bracis-19070	273	11	pirogova	pirogova	PROPN
bracis-19070	273	12	,	,	PUNCT
bracis-19070	273	13	e.	e.	PROPN
bracis-19070	273	14	:	:	PUNCT
bracis-19070	273	15	classification	classification	NOUN
bracis-19070	273	16	of	of	ADP
bracis-19070	273	17	style	style	NOUN
bracis-19070	273	18	in	in	ADP
bracis-19070	273	19	fine	fine	ADJ
bracis-19070	273	20	-	-	PUNCT
bracis-19070	273	21	art	art	NOUN
bracis-19070	273	22	paintings	painting	NOUN
bracis-19070	273	23	using	use	VERB
bracis-19070	273	24	transfer	transfer	NOUN
bracis-19070	273	25	learning	learning	NOUN
bracis-19070	273	26	and	and	CCONJ
bracis-19070	273	27	weighted	weight	VERB
bracis-19070	273	28	image	image	NOUN
bracis-19070	273	29	patches	patch	NOUN
bracis-19070	273	30	.	.	PUNCT
bracis-19070	274	1	in	in	ADP
bracis-19070	274	2	:	:	PUNCT
bracis-19070	274	3	2018	2018	NUM
bracis-19070	274	4	,	,	PUNCT
bracis-19070	274	5	12th	12th	ADJ
bracis-19070	274	6	international	international	ADJ
bracis-19070	274	7	conference	conference	NOUN
bracis-19070	274	8	on	on	ADP
bracis-19070	274	9	signal	signal	ADJ
bracis-19070	274	10	processing	processing	NOUN
bracis-19070	274	11	and	and	CCONJ
bracis-19070	274	12	communication	communication	NOUN
bracis-19070	274	13	systems	system	NOUN
bracis-19070	274	14	,	,	PUNCT
bracis-19070	274	15	icspcs	icspc	VERB
bracis-19070	274	16	2018	2018	NUM
bracis-19070	274	17	proceedings	proceeding	NOUN
bracis-19070	274	18	,	,	PUNCT
bracis-19070	274	19	pp	pp	ADV
bracis-19070	274	20	.	.	PUNCT
bracis-19070	275	1	1–7	1–7	NUM
bracis-19070	275	2	(	(	PUNCT
bracis-19070	275	3	2019	2019	NUM
bracis-19070	275	4	)	)	PUNCT
bracis-19070	275	5	.	.	PUNCT
bracis-19070	276	1	https://doi.org/10.1109/icspcs.2018.8631731	https://doi.org/10.1109/icspcs.2018.8631731	PROPN
bracis-19070	276	2	sandler	sandler	NOUN
bracis-19070	276	3	,	,	PUNCT
bracis-19070	276	4	m.	m.	NOUN
bracis-19070	276	5	,	,	PUNCT
bracis-19070	276	6	howard	howard	PROPN
bracis-19070	276	7	,	,	PUNCT
bracis-19070	276	8	a.	a.	PROPN
bracis-19070	276	9	,	,	PUNCT
bracis-19070	276	10	zhu	zhu	PROPN
bracis-19070	276	11	,	,	PUNCT
bracis-19070	276	12	m.	m.	NOUN
bracis-19070	276	13	,	,	PUNCT
bracis-19070	276	14	zhmoginov	zhmoginov	PROPN
bracis-19070	276	15	,	,	PUNCT
bracis-19070	276	16	a.	a.	PROPN
bracis-19070	276	17	,	,	PUNCT
bracis-19070	276	18	chen	chen	PROPN
bracis-19070	276	19	,	,	PUNCT
bracis-19070	276	20	l.c	l.c	PROPN
bracis-19070	276	21	.	.	PROPN
bracis-19070	276	22	:	:	PUNCT
bracis-19070	276	23	mobilenetv	mobilenetv	ADJ
bracis-19070	276	24	2	2	NUM
bracis-19070	276	25	:	:	PUNCT
bracis-19070	276	26	inverted	inverted	ADJ
bracis-19070	276	27	residuals	residual	NOUN
bracis-19070	276	28	and	and	CCONJ
bracis-19070	276	29	linear	linear	ADJ
bracis-19070	276	30	bottlenecks	bottleneck	NOUN
bracis-19070	276	31	.	.	PUNCT
bracis-19070	277	1	in	in	ADP
bracis-19070	277	2	:	:	PUNCT
bracis-19070	277	3	proceedings	proceeding	NOUN
bracis-19070	277	4	of	of	ADP
bracis-19070	277	5	the	the	DET
bracis-19070	277	6	ieee	ieee	NOUN
bracis-19070	277	7	computer	computer	NOUN
bracis-19070	277	8	society	society	PROPN
bracis-19070	277	9	conference	conference	NOUN
bracis-19070	277	10	on	on	ADP
bracis-19070	277	11	computer	computer	NOUN
bracis-19070	277	12	vision	vision	NOUN
bracis-19070	277	13	and	and	CCONJ
bracis-19070	277	14	pattern	pattern	NOUN
bracis-19070	277	15	recognition	recognition	NOUN
bracis-19070	277	16	,	,	PUNCT
bracis-19070	277	17	pp	pp	ADP
bracis-19070	277	18	.	.	PUNCT
bracis-19070	278	1	4510–4520	4510–4520	NUM
bracis-19070	278	2	(	(	PUNCT
bracis-19070	278	3	2018	2018	NUM
bracis-19070	278	4	)	)	PUNCT
bracis-19070	278	5	google	google	PROPN
bracis-19070	278	6	scholar	scholar	NOUN
bracis-19070	278	7	  	  	SPACE
bracis-19070	278	8	sandoval	sandoval	PROPN
bracis-19070	278	9	,	,	PUNCT
bracis-19070	278	10	c.	c.	PROPN
bracis-19070	278	11	,	,	PUNCT
bracis-19070	278	12	pirogova	pirogova	PROPN
bracis-19070	278	13	,	,	PUNCT
bracis-19070	278	14	e.	e.	PROPN
bracis-19070	278	15	,	,	PUNCT
bracis-19070	278	16	lech	lech	PROPN
bracis-19070	278	17	,	,	PUNCT
bracis-19070	278	18	m.	m.	NOUN
bracis-19070	278	19	:	:	PUNCT
bracis-19070	278	20	two	two	NUM
bracis-19070	278	21	-	-	PUNCT
bracis-19070	278	22	stage	stage	NOUN
bracis-19070	278	23	deep	deep	ADJ
bracis-19070	278	24	learning	learning	NOUN
bracis-19070	278	25	approach	approach	NOUN
bracis-19070	278	26	to	to	ADP
bracis-19070	278	27	the	the	DET
bracis-19070	278	28	classification	classification	NOUN
bracis-19070	278	29	of	of	ADP
bracis-19070	278	30	fine	fine	ADJ
bracis-19070	278	31	-	-	PUNCT
bracis-19070	278	32	art	art	NOUN
bracis-19070	278	33	paintings	painting	NOUN
bracis-19070	278	34	.	.	PUNCT
bracis-19070	279	1	ieee	ieee	NOUN
bracis-19070	279	2	access	access	NOUN
bracis-19070	279	3	7	7	NUM
bracis-19070	279	4	,	,	PUNCT
bracis-19070	279	5	41770–41781	41770–41781	NUM
bracis-19070	279	6	(	(	PUNCT
bracis-19070	279	7	2019	2019	NUM
bracis-19070	279	8	)	)	PUNCT
bracis-19070	279	9	article	article	NOUN
bracis-19070	279	10	  	  	SPACE
bracis-19070	279	11	google	google	PROPN
bracis-19070	279	12	scholar	scholar	NOUN
bracis-19070	279	13	  	  	SPACE
bracis-19070	279	14	shamir	shamir	PROPN
bracis-19070	279	15	,	,	PUNCT
bracis-19070	279	16	l.	l.	PROPN
bracis-19070	279	17	,	,	PUNCT
bracis-19070	279	18	macura	macura	NOUN
bracis-19070	279	19	,	,	PUNCT
bracis-19070	279	20	t.	t.	PROPN
bracis-19070	279	21	,	,	PUNCT
bracis-19070	279	22	orlov	orlov	PROPN
bracis-19070	279	23	,	,	PUNCT
bracis-19070	279	24	n.	n.	NOUN
bracis-19070	279	25	,	,	PUNCT
bracis-19070	279	26	eckley	eckley	PROPN
bracis-19070	279	27	,	,	PUNCT
bracis-19070	279	28	d.m	d.m	PROPN
bracis-19070	279	29	.	.	PROPN
bracis-19070	279	30	,	,	PUNCT
bracis-19070	279	31	goldberg	goldberg	PROPN
bracis-19070	279	32	,	,	PUNCT
bracis-19070	279	33	i.g	i.g	PROPN
bracis-19070	279	34	.	.	PROPN
bracis-19070	279	35	:	:	PUNCT
bracis-19070	280	1	impressionism	impressionism	NOUN
bracis-19070	280	2	,	,	PUNCT
bracis-19070	280	3	expressionism	expressionism	NOUN
bracis-19070	280	4	,	,	PUNCT
bracis-19070	280	5	surrealism	surrealism	NOUN
bracis-19070	280	6	:	:	PUNCT
bracis-19070	280	7	automated	automate	VERB
bracis-19070	280	8	recognition	recognition	NOUN
bracis-19070	280	9	of	of	ADP
bracis-19070	280	10	painters	painter	NOUN
bracis-19070	280	11	and	and	CCONJ
bracis-19070	280	12	schools	school	NOUN
bracis-19070	280	13	of	of	ADP
bracis-19070	280	14	art	art	NOUN
bracis-19070	280	15	.	.	PUNCT
bracis-19070	281	1	acm	acm	PROPN
bracis-19070	281	2	trans	trans	PROPN
bracis-19070	281	3	.	.	PROPN
bracis-19070	282	1	appl	appl	PROPN
bracis-19070	282	2	.	.	PUNCT
bracis-19070	283	1	percept	percept	PROPN
bracis-19070	283	2	.	.	PROPN
bracis-19070	283	3	7	7	NUM
bracis-19070	283	4	(	(	PUNCT
bracis-19070	283	5	2010	2010	NUM
bracis-19070	283	6	)	)	PUNCT
bracis-19070	283	7	.	.	PUNCT
bracis-19070	284	1	https://doi.org/10.1145/1670671.1670672	https://doi.org/10.1145/1670671.1670672	NOUN
bracis-19070	284	2	shorten	shorten	PROPN
bracis-19070	284	3	,	,	PUNCT
bracis-19070	284	4	c.	c.	NOUN
bracis-19070	284	5	,	,	PUNCT
bracis-19070	284	6	khoshgoftaar	khoshgoftaar	PROPN
bracis-19070	284	7	,	,	PUNCT
bracis-19070	284	8	t.m	t.m	PROPN
bracis-19070	284	9	.	.	PROPN
bracis-19070	284	10	:	:	PUNCT
bracis-19070	284	11	a	a	DET
bracis-19070	284	12	survey	survey	NOUN
bracis-19070	284	13	on	on	ADP
bracis-19070	284	14	image	image	NOUN
bracis-19070	284	15	data	datum	NOUN
bracis-19070	284	16	augmentation	augmentation	NOUN
bracis-19070	284	17	for	for	ADP
bracis-19070	284	18	deep	deep	ADJ
bracis-19070	284	19	learning	learning	NOUN
bracis-19070	284	20	.	.	PUNCT
bracis-19070	285	1	j.	j.	PROPN
bracis-19070	285	2	big	big	PROPN
bracis-19070	285	3	data	data	PROPN
bracis-19070	285	4	6	6	NUM
bracis-19070	285	5	,	,	PUNCT
bracis-19070	285	6	1–48	1–48	NOUN
bracis-19070	285	7	(	(	PUNCT
bracis-19070	285	8	2019	2019	NUM
bracis-19070	285	9	)	)	PUNCT
bracis-19070	285	10	article	article	NOUN
bracis-19070	285	11	  	  	SPACE
bracis-19070	285	12	google	google	PROPN
bracis-19070	285	13	scholar	scholar	NOUN
bracis-19070	285	14	  	  	SPACE
bracis-19070	285	15	suh	suh	PROPN
bracis-19070	285	16	,	,	PUNCT
bracis-19070	285	17	s.	s.	PROPN
bracis-19070	285	18	,	,	PUNCT
bracis-19070	285	19	lee	lee	PROPN
bracis-19070	285	20	,	,	PUNCT
bracis-19070	285	21	h.	h.	PROPN
bracis-19070	285	22	,	,	PUNCT
bracis-19070	285	23	lukowicz	lukowicz	NOUN
bracis-19070	285	24	,	,	PUNCT
bracis-19070	285	25	p.	p.	PROPN
bracis-19070	285	26	,	,	PUNCT
bracis-19070	285	27	lee	lee	PROPN
bracis-19070	285	28	,	,	PUNCT
bracis-19070	285	29	y.o	y.o	PROPN
bracis-19070	285	30	.	.	PROPN
bracis-19070	285	31	:	:	PUNCT
bracis-19070	286	1	cegan	cegan	ADJ
bracis-19070	286	2	:	:	PUNCT
bracis-19070	286	3	classification	classification	NOUN
bracis-19070	286	4	enhancement	enhancement	NOUN
bracis-19070	286	5	generative	generative	ADJ
bracis-19070	286	6	adversarial	adversarial	ADJ
bracis-19070	286	7	networks	network	NOUN
bracis-19070	286	8	for	for	ADP
bracis-19070	286	9	unraveling	unravel	VERB
bracis-19070	286	10	data	datum	NOUN
bracis-19070	286	11	imbalance	imbalance	NOUN
bracis-19070	286	12	problems	problem	NOUN
bracis-19070	286	13	.	.	PUNCT
bracis-19070	287	1	neural	neural	ADJ
bracis-19070	287	2	netw	netw	NOUN
bracis-19070	287	3	.	.	PUNCT
bracis-19070	288	1	133	133	NUM
bracis-19070	288	2	,	,	PUNCT
bracis-19070	288	3	69–86	69–86	NUM
bracis-19070	288	4	(	(	PUNCT
bracis-19070	288	5	2021	2021	NUM
bracis-19070	288	6	)	)	PUNCT
bracis-19070	288	7	article	article	NOUN
bracis-19070	288	8	  	  	SPACE
bracis-19070	288	9	google	google	PROPN
bracis-19070	288	10	scholar	scholar	NOUN
bracis-19070	288	11	  	  	SPACE
bracis-19070	288	12	tan	tan	PROPN
bracis-19070	288	13	,	,	PUNCT
bracis-19070	288	14	m.	m.	NOUN
bracis-19070	288	15	,	,	PUNCT
bracis-19070	288	16	le	le	X
bracis-19070	288	17	,	,	PUNCT
bracis-19070	288	18	q.v	q.v	PROPN
bracis-19070	288	19	.	.	PROPN
bracis-19070	288	20	:	:	PUNCT
bracis-19070	288	21	efficientnet	efficientnet	NOUN
bracis-19070	288	22	:	:	PUNCT
bracis-19070	288	23	rethinking	rethink	VERB
bracis-19070	288	24	model	model	NOUN
bracis-19070	288	25	scaling	scale	VERB
bracis-19070	288	26	for	for	ADP
bracis-19070	288	27	convolutional	convolutional	ADJ
bracis-19070	288	28	neural	neural	ADJ
bracis-19070	288	29	networks	network	NOUN
bracis-19070	288	30	.	.	PUNCT
bracis-19070	289	1	in	in	ADP
bracis-19070	289	2	:	:	PUNCT
bracis-19070	289	3	36th	36th	ADJ
bracis-19070	289	4	international	international	ADJ
bracis-19070	289	5	conference	conference	NOUN
bracis-19070	289	6	on	on	ADP
bracis-19070	289	7	machine	machine	NOUN
bracis-19070	289	8	learning	learning	NOUN
bracis-19070	289	9	,	,	PUNCT
bracis-19070	289	10	icml	icml	VERB
bracis-19070	289	11	2019	2019	NUM
bracis-19070	289	12	2019	2019	NUM
bracis-19070	289	13	-	-	SYM
bracis-19070	289	14	june	june	PROPN
bracis-19070	289	15	,	,	PUNCT
bracis-19070	289	16	pp	pp	PROPN
bracis-19070	289	17	.	.	PUNCT
bracis-19070	290	1	10691–10700	10691–10700	NUM
bracis-19070	290	2	(	(	PUNCT
bracis-19070	290	3	2019	2019	NUM
bracis-19070	290	4	)	)	PUNCT
bracis-19070	290	5	google	google	PROPN
bracis-19070	290	6	scholar	scholar	NOUN
bracis-19070	290	7	  	  	SPACE
bracis-19070	290	8	tan	tan	PROPN
bracis-19070	290	9	,	,	PUNCT
bracis-19070	290	10	w.r	w.r	PROPN
bracis-19070	290	11	.	.	PROPN
bracis-19070	290	12	,	,	PUNCT
bracis-19070	290	13	chan	chan	PROPN
bracis-19070	290	14	,	,	PUNCT
bracis-19070	290	15	c.s	c.s	PROPN
bracis-19070	290	16	.	.	PROPN
bracis-19070	290	17	,	,	PUNCT
bracis-19070	290	18	aguirre	aguirre	PROPN
bracis-19070	290	19	,	,	PUNCT
bracis-19070	290	20	h.e	h.e	PROPN
bracis-19070	290	21	.	.	PROPN
bracis-19070	290	22	,	,	PUNCT
bracis-19070	290	23	tanaka	tanaka	PROPN
bracis-19070	290	24	,	,	PUNCT
bracis-19070	290	25	k.	k.	PROPN
bracis-19070	290	26	:	:	PUNCT
bracis-19070	291	1	ceci	ceci	PROPN
bracis-19070	291	2	n’est	n’est	PROPN
bracis-19070	291	3	pas	pas	PROPN
bracis-19070	291	4	une	une	PROPN
bracis-19070	291	5	pipe	pipe	PROPN
bracis-19070	291	6	:	:	PUNCT
bracis-19070	291	7	a	a	DET
bracis-19070	291	8	deep	deep	ADJ
bracis-19070	291	9	convolutional	convolutional	ADJ
bracis-19070	291	10	network	network	NOUN
bracis-19070	291	11	for	for	ADP
bracis-19070	291	12	fine	fine	ADJ
bracis-19070	291	13	-	-	PUNCT
bracis-19070	291	14	art	art	NOUN
bracis-19070	291	15	paintings	painting	NOUN
bracis-19070	291	16	classification	classification	NOUN
bracis-19070	291	17	.	.	PUNCT
bracis-19070	292	1	in	in	ADP
bracis-19070	292	2	:	:	PUNCT
bracis-19070	292	3	proceedings	proceeding	NOUN
bracis-19070	292	4	international	international	ADJ
bracis-19070	292	5	conference	conference	NOUN
bracis-19070	292	6	on	on	ADP
bracis-19070	292	7	image	image	NOUN
bracis-19070	292	8	processing	processing	NOUN
bracis-19070	292	9	,	,	PUNCT
bracis-19070	292	10	icip	icip	NOUN
bracis-19070	292	11	2016	2016	NUM
bracis-19070	292	12	-	-	PUNCT
bracis-19070	292	13	august	august	PROPN
bracis-19070	292	14	,	,	PUNCT
bracis-19070	292	15	pp	pp	ADJ
bracis-19070	292	16	.	.	PUNCT
bracis-19070	293	1	3703–3707	3703–3707	NUM
bracis-19070	293	2	(	(	PUNCT
bracis-19070	293	3	2016	2016	NUM
bracis-19070	293	4	)	)	PUNCT
bracis-19070	293	5	.	.	PUNCT
bracis-19070	294	1	https://doi.org/10.1109/icip.2016.7533051	https://doi.org/10.1109/icip.2016.7533051	PROPN
bracis-19070	294	2	tomei	tomei	PROPN
bracis-19070	294	3	,	,	PUNCT
bracis-19070	294	4	m.	m.	NOUN
bracis-19070	294	5	,	,	PUNCT
bracis-19070	294	6	cornia	cornia	PROPN
bracis-19070	294	7	,	,	PUNCT
bracis-19070	294	8	m.	m.	NOUN
bracis-19070	294	9	,	,	PUNCT
bracis-19070	294	10	baraldi	baraldi	PROPN
bracis-19070	294	11	,	,	PUNCT
bracis-19070	294	12	l.	l.	PROPN
bracis-19070	294	13	,	,	PUNCT
bracis-19070	294	14	cucchiara	cucchiara	PROPN
bracis-19070	294	15	,	,	PUNCT
bracis-19070	294	16	r.	r.	PROPN
bracis-19070	294	17	:	:	PUNCT
bracis-19070	294	18	art2real	art2real	NOUN
bracis-19070	294	19	:	:	PUNCT
bracis-19070	294	20	unfolding	unfold	VERB
bracis-19070	294	21	the	the	DET
bracis-19070	294	22	reality	reality	NOUN
bracis-19070	294	23	of	of	ADP
bracis-19070	294	24	artworks	artwork	NOUN
bracis-19070	294	25	via	via	ADP
bracis-19070	294	26	semantically	semantically	ADV
bracis-19070	294	27	-	-	PUNCT
bracis-19070	294	28	aware	aware	ADJ
bracis-19070	294	29	image	image	NOUN
bracis-19070	294	30	-	-	PUNCT
bracis-19070	294	31	to	to	ADP
bracis-19070	294	32	-	-	PUNCT
bracis-19070	294	33	image	image	NOUN
bracis-19070	294	34	translation	translation	NOUN
bracis-19070	294	35	,	,	PUNCT
bracis-19070	294	36	vol	vol	NOUN
bracis-19070	294	37	.	.	PROPN
bracis-19070	294	38	2019	2019	NUM
bracis-19070	294	39	-	-	SYM
bracis-19070	294	40	june	june	PROPN
bracis-19070	294	41	,	,	PUNCT
bracis-19070	294	42	pp	pp	PROPN
bracis-19070	294	43	.	.	PUNCT
bracis-19070	295	1	5842–5852	5842–5852	NUM
bracis-19070	295	2	(	(	PUNCT
bracis-19070	295	3	2019	2019	NUM
bracis-19070	295	4	)	)	PUNCT
bracis-19070	295	5	.	.	PUNCT
bracis-19070	296	1	https://doi.org/10.1109/cvpr.2019.00600	https://doi.org/10.1109/cvpr.2019.00600	PROPN
bracis-19070	296	2	waheed	waheed	PROPN
bracis-19070	296	3	,	,	PUNCT
bracis-19070	296	4	a.	a.	NOUN
bracis-19070	296	5	,	,	PUNCT
bracis-19070	296	6	goyal	goyal	PROPN
bracis-19070	296	7	,	,	PUNCT
bracis-19070	296	8	m.	m.	NOUN
bracis-19070	296	9	,	,	PUNCT
bracis-19070	296	10	gupta	gupta	PROPN
bracis-19070	296	11	,	,	PUNCT
bracis-19070	296	12	d.	d.	PROPN
bracis-19070	296	13	,	,	PUNCT
bracis-19070	296	14	khanna	khanna	PROPN
bracis-19070	296	15	,	,	PUNCT
bracis-19070	296	16	a.	a.	PROPN
bracis-19070	296	17	,	,	PUNCT
bracis-19070	296	18	al	al	PROPN
bracis-19070	296	19	-	-	PUNCT
bracis-19070	296	20	turjman	turjman	PROPN
bracis-19070	296	21	,	,	PUNCT
bracis-19070	296	22	f.	f.	PROPN
bracis-19070	296	23	,	,	PUNCT
bracis-19070	296	24	pinheiro	pinheiro	PROPN
bracis-19070	296	25	,	,	PUNCT
bracis-19070	296	26	p.r	p.r	PROPN
bracis-19070	296	27	.	.	PROPN
bracis-19070	296	28	:	:	PUNCT
bracis-19070	296	29	covidgan	covidgan	PROPN
bracis-19070	296	30	:	:	PUNCT
bracis-19070	296	31	data	datum	NOUN
bracis-19070	296	32	augmentation	augmentation	NOUN
bracis-19070	296	33	using	use	VERB
bracis-19070	296	34	auxiliary	auxiliary	ADJ
bracis-19070	296	35	classifier	classifier	NOUN
bracis-19070	296	36	gan	gan	PROPN
bracis-19070	296	37	for	for	ADP
bracis-19070	296	38	improved	improved	ADJ
bracis-19070	296	39	covid-19	covid-19	PROPN
bracis-19070	296	40	detection	detection	NOUN
bracis-19070	296	41	.	.	PUNCT
bracis-19070	297	1	ieee	ieee	NOUN
bracis-19070	297	2	access	access	NOUN
bracis-19070	297	3	8	8	NUM
bracis-19070	297	4	,	,	PUNCT
bracis-19070	297	5	91916–91923	91916–91923	NUM
bracis-19070	297	6	(	(	PUNCT
bracis-19070	297	7	2020	2020	NUM
bracis-19070	297	8	)	)	PUNCT
bracis-19070	297	9	.	.	PUNCT
bracis-19070	298	1	https://doi.org/10.1109/access.2020.2994762	https://doi.org/10.1109/access.2020.2994762	PROPN
bracis-19070	298	2	article	article	NOUN
bracis-19070	298	3	  	  	SPACE
bracis-19070	298	4	google	google	PROPN
bracis-19070	298	5	scholar	scholar	NOUN
bracis-19070	298	6	  	  	SPACE
bracis-19070	298	7	wang	wang	PROPN
bracis-19070	298	8	,	,	PUNCT
bracis-19070	298	9	z.	z.	PROPN
bracis-19070	298	10	,	,	PUNCT
bracis-19070	298	11	she	she	PRON
bracis-19070	298	12	,	,	PUNCT
bracis-19070	298	13	q.	q.	PROPN
bracis-19070	298	14	,	,	PUNCT
bracis-19070	298	15	ward	ward	NOUN
bracis-19070	298	16	,	,	PUNCT
bracis-19070	298	17	t.e	t.e	PROPN
bracis-19070	298	18	.	.	PROPN
bracis-19070	298	19	:	:	PUNCT
bracis-19070	298	20	generative	generative	ADJ
bracis-19070	298	21	adversarial	adversarial	ADJ
bracis-19070	298	22	networks	network	NOUN
bracis-19070	298	23	:	:	PUNCT
bracis-19070	298	24	a	a	DET
bracis-19070	298	25	survey	survey	NOUN
bracis-19070	298	26	and	and	CCONJ
bracis-19070	298	27	taxonomy	taxonomy	NOUN
bracis-19070	298	28	,	,	PUNCT
bracis-19070	298	29	pp	pp	ADJ
bracis-19070	298	30	.	.	PUNCT
bracis-19070	299	1	1–41	1–41	NOUN
bracis-19070	299	2	(	(	PUNCT
bracis-19070	299	3	2019	2019	NUM
bracis-19070	299	4	)	)	PUNCT
bracis-19070	299	5	.	.	PUNCT
bracis-19070	300	1	arxiv	arxiv	PROPN
bracis-19070	300	2	google	google	PROPN
bracis-19070	300	3	scholar	scholar	PROPN
bracis-19070	300	4	  	  	SPACE
bracis-19070	300	5	wu	wu	PROPN
bracis-19070	300	6	,	,	PUNCT
bracis-19070	300	7	j.	j.	PROPN
bracis-19070	300	8	,	,	PUNCT
bracis-19070	300	9	huang	huang	PROPN
bracis-19070	300	10	,	,	PUNCT
bracis-19070	300	11	z.	z.	PROPN
bracis-19070	300	12	,	,	PUNCT
bracis-19070	300	13	thoma	thoma	PROPN
bracis-19070	300	14	,	,	PUNCT
bracis-19070	300	15	j.	j.	PROPN
bracis-19070	300	16	,	,	PUNCT
bracis-19070	300	17	acharya	acharya	PROPN
bracis-19070	300	18	,	,	PUNCT
bracis-19070	300	19	d.	d.	PROPN
bracis-19070	300	20	,	,	PUNCT
bracis-19070	300	21	van	van	PROPN
bracis-19070	300	22	gool	gool	PROPN
bracis-19070	300	23	,	,	PUNCT
bracis-19070	300	24	l.	l.	PROPN
bracis-19070	300	25	:	:	PUNCT
bracis-19070	300	26	wasserstein	wasserstein	NOUN
bracis-19070	300	27	divergence	divergence	NOUN
bracis-19070	300	28	for	for	ADP
bracis-19070	300	29	gans	gan	NOUN
bracis-19070	300	30	.	.	PUNCT
bracis-19070	301	1	in	in	ADP
bracis-19070	301	2	:	:	PUNCT
bracis-19070	301	3	ferrari	ferrari	PROPN
bracis-19070	301	4	,	,	PUNCT
bracis-19070	301	5	v.	v.	ADV
bracis-19070	301	6	,	,	PUNCT
bracis-19070	301	7	hebert	hebert	NOUN
bracis-19070	301	8	,	,	PUNCT
bracis-19070	301	9	m.	m.	NOUN
bracis-19070	301	10	,	,	PUNCT
bracis-19070	301	11	sminchisescu	sminchisescu	PROPN
bracis-19070	301	12	,	,	PUNCT
bracis-19070	301	13	c.	c.	PROPN
bracis-19070	301	14	,	,	PUNCT
bracis-19070	301	15	weiss	weiss	PROPN
bracis-19070	301	16	,	,	PUNCT
bracis-19070	301	17	y.	y.	PROPN
bracis-19070	301	18	(	(	PUNCT
bracis-19070	301	19	eds	eds	PROPN
bracis-19070	301	20	.	.	PUNCT
bracis-19070	301	21	)	)	PUNCT
bracis-19070	301	22	eccv	eccv	ADV
bracis-19070	301	23	2018	2018	NUM
bracis-19070	301	24	.	.	PUNCT
bracis-19070	302	1	lncs	lncs	PROPN
bracis-19070	302	2	,	,	PUNCT
bracis-19070	302	3	vol	vol	NOUN
bracis-19070	302	4	.	.	PROPN
bracis-19070	302	5	11209	11209	NUM
bracis-19070	302	6	,	,	PUNCT
bracis-19070	302	7	pp	pp	ADV
bracis-19070	302	8	.	.	PUNCT
bracis-19070	303	1	673–688	673–688	NUM
bracis-19070	303	2	.	.	PUNCT
bracis-19070	304	1	springer	springer	NOUN
bracis-19070	304	2	,	,	PUNCT
bracis-19070	304	3	cham	cham	PROPN
bracis-19070	304	4	(	(	PUNCT
bracis-19070	304	5	2018	2018	NUM
bracis-19070	304	6	)	)	PUNCT
bracis-19070	304	7	.	.	PUNCT
bracis-19070	305	1	https://doi.org/10.1007/978-3-030-01228-1_40	https://doi.org/10.1007/978-3-030-01228-1_40	PROPN
bracis-19070	305	2	chapter	chapter	NOUN
bracis-19070	305	3	  	  	SPACE
bracis-19070	305	4	google	google	PROPN
bracis-19070	305	5	scholar	scholar	NOUN
bracis-19070	305	6	  	  	SPACE
bracis-19070	305	7	xue	xue	PROPN
bracis-19070	305	8	,	,	PUNCT
bracis-19070	305	9	a.	a.	NOUN
bracis-19070	305	10	:	:	PUNCT
bracis-19070	305	11	end	end	NOUN
bracis-19070	305	12	-	-	PUNCT
bracis-19070	305	13	to	to	ADP
bracis-19070	305	14	-	-	PUNCT
bracis-19070	305	15	end	end	NOUN
bracis-19070	305	16	chinese	chinese	ADJ
bracis-19070	305	17	landscape	landscape	NOUN
bracis-19070	305	18	painting	paint	VERB
bracis-19070	305	19	creation	creation	NOUN
bracis-19070	305	20	using	use	VERB
bracis-19070	305	21	generative	generative	ADJ
bracis-19070	305	22	adversarial	adversarial	ADJ
bracis-19070	305	23	networks	network	NOUN
bracis-19070	305	24	,	,	PUNCT
bracis-19070	305	25	pp	pp	ADV
bracis-19070	305	26	.	.	PUNCT
bracis-19070	306	1	3863–3871	3863–3871	NUM
bracis-19070	306	2	(	(	PUNCT
bracis-19070	306	3	2020	2020	NUM
bracis-19070	306	4	)	)	PUNCT
bracis-19070	306	5	.	.	PUNCT
bracis-19070	307	1	arxiv	arxiv	PROPN
bracis-19070	307	2	google	google	PROPN
bracis-19070	307	3	scholar	scholar	PROPN
bracis-19070	307	4	  	  	SPACE
bracis-19070	307	5	özal	özal	VERB
bracis-19070	307	6	yıldırım	yıldırım	PROPN
bracis-19070	307	7	,	,	PUNCT
bracis-19070	307	8	pławiak	pławiak	PROPN
bracis-19070	307	9	,	,	PUNCT
bracis-19070	307	10	p.	p.	PROPN
bracis-19070	307	11	,	,	PUNCT
bracis-19070	307	12	tan	tan	PROPN
bracis-19070	307	13	,	,	PUNCT
bracis-19070	307	14	r.s	r.s	PROPN
bracis-19070	307	15	.	.	PROPN
bracis-19070	307	16	,	,	PUNCT
bracis-19070	307	17	acharya	acharya	PROPN
bracis-19070	307	18	,	,	PUNCT
bracis-19070	307	19	u.r	u.r	PROPN
bracis-19070	307	20	.	.	PUNCT
bracis-19070	307	21	:	:	PUNCT
bracis-19070	308	1	arrhythmia	arrhythmia	NOUN
bracis-19070	308	2	detection	detection	NOUN
bracis-19070	308	3	using	use	VERB
bracis-19070	308	4	deep	deep	ADJ
bracis-19070	308	5	convolutional	convolutional	ADJ
bracis-19070	308	6	neural	neural	ADJ
bracis-19070	308	7	network	network	NOUN
bracis-19070	308	8	with	with	ADP
bracis-19070	308	9	long	long	ADJ
bracis-19070	308	10	duration	duration	NOUN
bracis-19070	308	11	ecg	ecg	PROPN
bracis-19070	308	12	signals	signal	NOUN
bracis-19070	308	13	(	(	PUNCT
bracis-19070	308	14	2018	2018	NUM
bracis-19070	308	15	)	)	PUNCT
bracis-19070	308	16	google	google	PROPN
bracis-19070	308	17	scholar	scholar	NOUN
bracis-19070	308	18	  	  	SPACE
bracis-19070	308	19	zhang	zhang	PROPN
bracis-19070	308	20	,	,	PUNCT
bracis-19070	308	21	h.	h.	PROPN
bracis-19070	308	22	,	,	PUNCT
bracis-19070	308	23	goodfellow	goodfellow	PROPN
bracis-19070	308	24	,	,	PUNCT
bracis-19070	308	25	i.	i.	PROPN
bracis-19070	308	26	,	,	PUNCT
bracis-19070	308	27	metaxas	metaxas	PROPN
bracis-19070	308	28	,	,	PUNCT
bracis-19070	308	29	d.	d.	PROPN
bracis-19070	308	30	,	,	PUNCT
bracis-19070	308	31	odena	odena	PROPN
bracis-19070	308	32	,	,	PUNCT
bracis-19070	308	33	a.	a.	NOUN
bracis-19070	308	34	:	:	PUNCT
bracis-19070	308	35	self	self	NOUN
bracis-19070	308	36	-	-	PUNCT
bracis-19070	308	37	attention	attention	NOUN
bracis-19070	308	38	generative	generative	ADJ
bracis-19070	308	39	adversarial	adversarial	ADJ
bracis-19070	308	40	networks	network	NOUN
bracis-19070	308	41	.	.	PUNCT
bracis-19070	309	1	in	in	ADP
bracis-19070	309	2	:	:	PUNCT
bracis-19070	309	3	chaudhuri	chaudhuri	PROPN
bracis-19070	309	4	,	,	PUNCT
bracis-19070	309	5	k.	k.	PROPN
bracis-19070	309	6	,	,	PUNCT
bracis-19070	309	7	salakhutdinov	salakhutdinov	PROPN
bracis-19070	309	8	,	,	PUNCT
bracis-19070	309	9	r.	r.	PROPN
bracis-19070	309	10	(	(	PUNCT
bracis-19070	309	11	eds	eds	PROPN
bracis-19070	309	12	.	.	PUNCT
bracis-19070	309	13	)	)	PUNCT
bracis-19070	310	1	proceedings	proceeding	NOUN
bracis-19070	310	2	of	of	ADP
bracis-19070	310	3	the	the	DET
bracis-19070	310	4	36th	36th	ADJ
bracis-19070	310	5	international	international	ADJ
bracis-19070	310	6	conference	conference	NOUN
bracis-19070	310	7	on	on	ADP
bracis-19070	310	8	machine	machine	NOUN
bracis-19070	310	9	learning	learning	NOUN
bracis-19070	310	10	.	.	PUNCT
bracis-19070	311	1	proceedings	proceeding	NOUN
bracis-19070	311	2	of	of	ADP
bracis-19070	311	3	machine	machine	NOUN
bracis-19070	311	4	learning	learn	VERB
bracis-19070	311	5	research	research	NOUN
bracis-19070	311	6	,	,	PUNCT
bracis-19070	311	7	vol	vol	NOUN
bracis-19070	311	8	.	.	PROPN
bracis-19070	311	9	97	97	NUM
bracis-19070	311	10	,	,	PUNCT
bracis-19070	311	11	pp	pp	ADJ
bracis-19070	311	12	.	.	PUNCT
bracis-19070	312	1	7354–7363	7354–7363	NUM
bracis-19070	312	2	.	.	PUNCT
bracis-19070	313	1	pmlr	pmlr	NOUN
bracis-19070	313	2	(	(	PUNCT
bracis-19070	313	3	2019	2019	NUM
bracis-19070	313	4	)	)	PUNCT
bracis-19070	313	5	google	google	PROPN
bracis-19070	313	6	scholar	scholar	NOUN
bracis-19070	313	7	  	  	SPACE
bracis-19070	313	8	zhong	zhong	PROPN
bracis-19070	313	9	,	,	PUNCT
bracis-19070	313	10	s.	s.	PROPN
bracis-19070	313	11	,	,	PUNCT
bracis-19070	313	12	huang	huang	PROPN
bracis-19070	313	13	,	,	PUNCT
bracis-19070	313	14	x.	x.	PROPN
bracis-19070	313	15	,	,	PUNCT
bracis-19070	313	16	xiao	xiao	PROPN
bracis-19070	313	17	,	,	PUNCT
bracis-19070	313	18	z.	z.	PROPN
bracis-19070	313	19	:	:	PUNCT
bracis-19070	313	20	fine	fine	ADJ
bracis-19070	313	21	-	-	PUNCT
bracis-19070	313	22	art	art	NOUN
bracis-19070	313	23	painting	paint	VERB
bracis-19070	313	24	classification	classification	NOUN
bracis-19070	313	25	via	via	ADP
bracis-19070	313	26	two	two	NUM
bracis-19070	313	27	-	-	PUNCT
bracis-19070	313	28	channel	channel	NOUN
bracis-19070	313	29	dual	dual	ADJ
bracis-19070	313	30	path	path	NOUN
bracis-19070	313	31	networks	network	NOUN
bracis-19070	313	32	.	.	PUNCT
bracis-19070	314	1	int	int	NOUN
bracis-19070	314	2	.	.	PUNCT
bracis-19070	315	1	j.	j.	PROPN
bracis-19070	315	2	mach	mach	PROPN
bracis-19070	315	3	.	.	PUNCT
bracis-19070	316	1	learn	learn	VERB
bracis-19070	316	2	.	.	PUNCT
bracis-19070	317	1	cybern	cybern	PROPN
bracis-19070	317	2	.	.	PUNCT
bracis-19070	318	1	11	11	NUM
bracis-19070	318	2	,	,	PUNCT
bracis-19070	318	3	137–152	137–152	NUM
bracis-19070	318	4	(	(	PUNCT
bracis-19070	318	5	2020	2020	NUM
bracis-19070	318	6	)	)	PUNCT
bracis-19070	318	7	article	article	NOUN
bracis-19070	318	8	  	  	SPACE
bracis-19070	318	9	google	google	PROPN
bracis-19070	318	10	scholar	scholar	NOUN
bracis-19070	318	11	  	  	SPACE
bracis-19070	318	12	zhu	zhu	PROPN
bracis-19070	318	13	,	,	PUNCT
bracis-19070	318	14	j.y	j.y	PROPN
bracis-19070	318	15	.	.	PROPN
bracis-19070	318	16	,	,	PUNCT
bracis-19070	318	17	park	park	NOUN
bracis-19070	318	18	,	,	PUNCT
bracis-19070	318	19	t.	t.	PROPN
bracis-19070	318	20	,	,	PUNCT
bracis-19070	318	21	isola	isola	PROPN
bracis-19070	318	22	,	,	PUNCT
bracis-19070	318	23	p.	p.	PROPN
bracis-19070	318	24	,	,	PUNCT
bracis-19070	318	25	efros	efros	PROPN
bracis-19070	318	26	,	,	PUNCT
bracis-19070	318	27	a.a	a.a	PROPN
bracis-19070	318	28	.	.	PROPN
bracis-19070	318	29	:	:	PUNCT
bracis-19070	318	30	unpaired	unpaired	ADJ
bracis-19070	318	31	image	image	NOUN
bracis-19070	318	32	-	-	PUNCT
bracis-19070	318	33	to	to	ADP
bracis-19070	318	34	-	-	PUNCT
bracis-19070	318	35	image	image	NOUN
bracis-19070	318	36	translation	translation	NOUN
bracis-19070	318	37	using	use	VERB
bracis-19070	318	38	cycle	cycle	NOUN
bracis-19070	318	39	-	-	PUNCT
bracis-19070	318	40	consistent	consistent	ADJ
bracis-19070	318	41	adversarial	adversarial	ADJ
bracis-19070	318	42	networks	network	NOUN
bracis-19070	318	43	,	,	PUNCT
bracis-19070	318	44	vol	vol	NOUN
bracis-19070	318	45	.	.	NOUN
bracis-19070	318	46	2017	2017	NUM
bracis-19070	318	47	-	-	PUNCT
bracis-19070	318	48	octob	octob	NOUN
bracis-19070	318	49	,	,	PUNCT
bracis-19070	318	50	pp	pp	ADJ
bracis-19070	318	51	.	.	PUNCT
bracis-19070	319	1	2242–2251	2242–2251	NUM
bracis-19070	319	2	(	(	PUNCT
bracis-19070	319	3	2017	2017	NUM
bracis-19070	319	4	)	)	PUNCT
bracis-19070	319	5	google	google	PROPN
bracis-19070	319	6	scholar	scholar	NOUN
bracis-19070	319	7	  	  	SPACE
bracis-19070	319	8	zhu	zhu	PROPN
bracis-19070	319	9	,	,	PUNCT
bracis-19070	319	10	y.	y.	PROPN
bracis-19070	319	11	,	,	PUNCT
bracis-19070	319	12	ji	ji	PROPN
bracis-19070	319	13	,	,	PUNCT
bracis-19070	319	14	y.	y.	PROPN
bracis-19070	319	15	,	,	PUNCT
bracis-19070	319	16	zhang	zhang	PROPN
bracis-19070	319	17	,	,	PUNCT
bracis-19070	319	18	y.	y.	PROPN
bracis-19070	319	19	,	,	PUNCT
bracis-19070	319	20	xu	xu	PROPN
bracis-19070	319	21	,	,	PUNCT
bracis-19070	319	22	l.	l.	PROPN
bracis-19070	319	23	,	,	PUNCT
bracis-19070	319	24	zhou	zhou	PROPN
bracis-19070	319	25	,	,	PUNCT
bracis-19070	319	26	a.l	a.l	PROPN
bracis-19070	319	27	.	.	PROPN
bracis-19070	319	28	,	,	PUNCT
bracis-19070	319	29	chan	chan	PROPN
bracis-19070	319	30	,	,	PUNCT
bracis-19070	319	31	e.	e.	PROPN
bracis-19070	319	32	:	:	PUNCT
bracis-19070	319	33	machine	machine	NOUN
bracis-19070	319	34	:	:	PUNCT
bracis-19070	319	35	the	the	DET
bracis-19070	319	36	new	new	ADJ
bracis-19070	319	37	art	art	NOUN
bracis-19070	319	38	connoisseur	connoisseur	NOUN
bracis-19070	319	39	(	(	PUNCT
bracis-19070	319	40	2019	2019	NUM
bracis-19070	319	41	)	)	PUNCT
bracis-19070	319	42	.	.	PUNCT
bracis-19070	320	1	http://arxiv.org/abs/1911.10091	http://arxiv.org/abs/1911.10091	ADJ
bracis-19070	320	2	download	download	NOUN
bracis-19070	320	3	references	reference	VERB
bracis-19070	320	4	acknowledgements	acknowledgement	NOUN
bracis-19070	320	5	this	this	DET
bracis-19070	320	6	work	work	NOUN
bracis-19070	320	7	is	be	AUX
bracis-19070	320	8	part	part	NOUN
bracis-19070	320	9	of	of	ADP
bracis-19070	320	10	the	the	DET
bracis-19070	320	11	center	center	NOUN
bracis-19070	320	12	for	for	ADP
bracis-19070	320	13	data	datum	NOUN
bracis-19070	320	14	science	science	NOUN
bracis-19070	320	15	with	with	ADP
bracis-19070	320	16	funding	funding	NOUN
bracis-19070	320	17	by	by	ADP
bracis-19070	320	18	itaú	itaú	NOUN
bracis-19070	320	19	unibanco	unibanco	NOUN
bracis-19070	320	20	.	.	PUNCT
bracis-19070	321	1	the	the	DET
bracis-19070	321	2	first	first	ADJ
bracis-19070	321	3	author	author	NOUN
bracis-19070	321	4	thanks	thank	NOUN
bracis-19070	321	5	itaú	itaú	PROPN
bracis-19070	321	6	unibanco	unibanco	NOUN
bracis-19070	321	7	for	for	ADP
bracis-19070	321	8	its	its	PRON
bracis-19070	321	9	generosity	generosity	NOUN
bracis-19070	321	10	in	in	ADP
bracis-19070	321	11	authorizing	authorize	VERB
bracis-19070	321	12	research	research	NOUN
bracis-19070	321	13	activities	activity	NOUN
bracis-19070	321	14	that	that	PRON
bracis-19070	321	15	led	lead	VERB
bracis-19070	321	16	to	to	ADP
bracis-19070	321	17	this	this	DET
bracis-19070	321	18	work	work	NOUN
bracis-19070	321	19	.	.	PUNCT
bracis-19070	322	1	the	the	DET
bracis-19070	322	2	second	second	ADJ
bracis-19070	322	3	author	author	NOUN
bracis-19070	322	4	was	be	AUX
bracis-19070	322	5	partially	partially	ADV
bracis-19070	322	6	supported	support	VERB
bracis-19070	322	7	by	by	ADP
bracis-19070	322	8	conselho	conselho	NOUN
bracis-19070	322	9	nacional	nacional	PROPN
bracis-19070	322	10	de	de	X
bracis-19070	322	11	desenvolvimento	desenvolvimento	PROPN
bracis-19070	322	12	científico	científico	PROPN
bracis-19070	322	13	e	e	NOUN
bracis-19070	322	14	tecnológico	tecnológico	PROPN
bracis-19070	322	15	(	(	PUNCT
bracis-19070	322	16	cnpq	cnpq	NOUN
bracis-19070	322	17	)	)	PUNCT
bracis-19070	322	18	,	,	PUNCT
bracis-19070	322	19	grant	grant	VERB
bracis-19070	322	20	312180/2018	312180/2018	NUM
bracis-19070	322	21	-	-	SYM
bracis-19070	322	22	7	7	NUM
bracis-19070	322	23	,	,	PUNCT
bracis-19070	322	24	and	and	CCONJ
bracis-19070	322	25	by	by	ADP
bracis-19070	322	26	são	são	PROPN
bracis-19070	322	27	paulo	paulo	PROPN
bracis-19070	322	28	research	research	PROPN
bracis-19070	322	29	foundation	foundation	PROPN
bracis-19070	322	30	(	(	PUNCT
bracis-19070	322	31	fapesp	fapesp	NOUN
bracis-19070	322	32	)	)	PUNCT
bracis-19070	322	33	,	,	PUNCT
bracis-19070	322	34	grant	grant	VERB
bracis-19070	322	35	2019/07665	2019/07665	NUM
bracis-19070	322	36	-	-	SYM
bracis-19070	322	37	4	4	NUM
bracis-19070	322	38	.	.	PUNCT
bracis-19070	322	39	author	author	NOUN
bracis-19070	322	40	information	information	NOUN
bracis-19070	322	41	authors	author	NOUN
bracis-19070	322	42	and	and	CCONJ
bracis-19070	322	43	affiliations	affiliation	NOUN
bracis-19070	322	44	escola	escola	PROPN
bracis-19070	322	45	politécnica	politécnica	PROPN
bracis-19070	322	46	,	,	PUNCT
bracis-19070	322	47	universidade	universidade	PROPN
bracis-19070	322	48	de	de	PROPN
bracis-19070	322	49	são	são	PROPN
bracis-19070	322	50	paulo	paulo	PROPN
bracis-19070	322	51	,	,	PUNCT
bracis-19070	322	52	são	são	PROPN
bracis-19070	322	53	paulo	paulo	PROPN
bracis-19070	322	54	,	,	PUNCT
bracis-19070	322	55	brazil	brazil	PROPN
bracis-19070	322	56	sarah	sarah	PROPN
bracis-19070	322	57	pires	pire	VERB
bracis-19070	322	58	pérez	pérez	NOUN
bracis-19070	322	59	 	 	SPACE
bracis-19070	322	60	&	&	CCONJ
bracis-19070	322	61	 	 	SPACE
bracis-19070	322	62	fabio	fabio	PROPN
bracis-19070	322	63	gagliardi	gagliardi	PROPN
bracis-19070	322	64	cozman	cozman	PROPN
bracis-19070	322	65	authors	author	NOUN
bracis-19070	322	66	sarah	sarah	PROPN
bracis-19070	322	67	pires	pire	VERB
bracis-19070	322	68	pérezview	pérezview	NOUN
bracis-19070	322	69	author	author	NOUN
bracis-19070	322	70	publications	publication	NOUN
bracis-19070	322	71	search	search	NOUN
bracis-19070	322	72	author	author	NOUN
bracis-19070	322	73	on	on	ADP
bracis-19070	322	74	:	:	PUNCT
bracis-19070	322	75	pubmed	pubmed	PROPN
bracis-19070	322	76	 	 	SPACE
bracis-19070	322	77	google	google	PROPN
bracis-19070	322	78	scholar	scholar	NOUN
bracis-19070	322	79	fabio	fabio	PROPN
bracis-19070	322	80	gagliardi	gagliardi	PROPN
bracis-19070	322	81	cozmanview	cozmanview	PROPN
bracis-19070	322	82	author	author	NOUN
bracis-19070	322	83	publications	publication	NOUN
bracis-19070	322	84	search	search	NOUN
bracis-19070	322	85	author	author	NOUN
bracis-19070	322	86	on	on	ADP
bracis-19070	322	87	:	:	PUNCT
bracis-19070	322	88	pubmed	pubmed	PROPN
bracis-19070	322	89	 	 	SPACE
bracis-19070	322	90	google	google	PROPN
bracis-19070	322	91	scholar	scholar	NOUN
bracis-19070	322	92	editor	editor	NOUN
bracis-19070	322	93	information	information	NOUN
bracis-19070	322	94	editors	editor	NOUN
bracis-19070	322	95	and	and	CCONJ
bracis-19070	322	96	affiliations	affiliation	NOUN
bracis-19070	322	97	universidade	universidade	PROPN
bracis-19070	322	98	federal	federal	PROPN
bracis-19070	322	99	de	de	X
bracis-19070	322	100	sergipe	sergipe	PROPN
bracis-19070	322	101	,	,	PUNCT
bracis-19070	322	102	são	são	NOUN
bracis-19070	322	103	cristóvão	cristóvão	PROPN
bracis-19070	322	104	,	,	PUNCT
bracis-19070	322	105	brazil	brazil	PROPN
bracis-19070	322	106	andré	andré	PROPN
bracis-19070	322	107	britto	britto	PROPN
bracis-19070	322	108	universidade	universidade	PROPN
bracis-19070	322	109	de	de	PROPN
bracis-19070	322	110	são	são	PROPN
bracis-19070	322	111	paulo	paulo	PROPN
bracis-19070	322	112	,	,	PUNCT
bracis-19070	322	113	são	são	PROPN
bracis-19070	322	114	paulo	paulo	PROPN
bracis-19070	322	115	,	,	PUNCT
bracis-19070	322	116	brazil	brazil	PROPN
bracis-19070	322	117	karina	karina	PROPN
bracis-19070	322	118	valdivia	valdivia	PROPN
bracis-19070	322	119	delgado	delgado	VERB
bracis-19070	322	120	rights	right	NOUN
bracis-19070	322	121	and	and	CCONJ
bracis-19070	322	122	permissions	permission	NOUN
bracis-19070	322	123	reprints	reprint	NOUN
bracis-19070	322	124	and	and	CCONJ
bracis-19070	322	125	permissions	permission	VERB
bracis-19070	322	126	copyright	copyright	NOUN
bracis-19070	322	127	information	information	NOUN
bracis-19070	322	128	©	©	PROPN
bracis-19070	322	129	2021	2021	NUM
bracis-19070	322	130	springer	springer	NOUN
bracis-19070	322	131	nature	nature	NOUN
bracis-19070	322	132	switzerland	switzerland	PROPN
bracis-19070	322	133	ag	ag	PROPN
bracis-19070	322	134	about	about	ADP
bracis-19070	322	135	this	this	DET
bracis-19070	322	136	paper	paper	NOUN
bracis-19070	322	137	cite	cite	VERB
bracis-19070	322	138	this	this	DET
bracis-19070	322	139	paper	paper	NOUN
bracis-19070	322	140	pérez	pérez	NOUN
bracis-19070	322	141	,	,	PUNCT
bracis-19070	322	142	s.p	s.p	PROPN
bracis-19070	322	143	.	.	PROPN
bracis-19070	322	144	,	,	PUNCT
bracis-19070	322	145	cozman	cozman	NOUN
bracis-19070	322	146	,	,	PUNCT
bracis-19070	322	147	f.g	f.g	NOUN
bracis-19070	322	148	.	.	PROPN
bracis-19070	322	149	(	(	PUNCT
bracis-19070	322	150	2021	2021	NUM
bracis-19070	322	151	)	)	PUNCT
bracis-19070	322	152	.	.	PUNCT
bracis-19070	323	1	how	how	SCONJ
bracis-19070	323	2	to	to	PART
bracis-19070	323	3	generate	generate	VERB
bracis-19070	323	4	synthetic	synthetic	ADJ
bracis-19070	323	5	paintings	painting	NOUN
bracis-19070	323	6	to	to	PART
bracis-19070	323	7	improve	improve	VERB
bracis-19070	323	8	art	art	NOUN
bracis-19070	323	9	style	style	NOUN
bracis-19070	323	10	classification	classification	NOUN
bracis-19070	323	11	.	.	PUNCT
bracis-19070	324	1	in	in	ADP
bracis-19070	324	2	:	:	PUNCT
bracis-19070	324	3	britto	britto	PROPN
bracis-19070	324	4	,	,	PUNCT
bracis-19070	324	5	a.	a.	PROPN
bracis-19070	324	6	,	,	PUNCT
bracis-19070	324	7	valdivia	valdivia	PROPN
bracis-19070	324	8	delgado	delgado	PROPN
bracis-19070	324	9	,	,	PUNCT
bracis-19070	324	10	k.	k.	PROPN
bracis-19070	324	11	(	(	PUNCT
bracis-19070	324	12	eds	eds	PROPN
bracis-19070	324	13	)	)	PUNCT
bracis-19070	324	14	intelligent	intelligent	ADJ
bracis-19070	324	15	systems	system	NOUN
bracis-19070	324	16	.	.	PUNCT
bracis-19070	325	1	bracis	bracis	PROPN
bracis-19070	325	2	2021	2021	NUM
bracis-19070	325	3	.	.	PUNCT
bracis-19070	326	1	lecture	lecture	NOUN
bracis-19070	326	2	notes	note	NOUN
bracis-19070	326	3	in	in	ADP
bracis-19070	326	4	computer	computer	NOUN
bracis-19070	326	5	science	science	NOUN
bracis-19070	326	6	(	(	PUNCT
bracis-19070	326	7	)	)	PUNCT
bracis-19070	326	8	,	,	PUNCT
bracis-19070	326	9	vol	vol	NOUN
bracis-19070	326	10	13074	13074	NUM
bracis-19070	326	11	.	.	PUNCT
bracis-19070	327	1	springer	springer	NOUN
bracis-19070	327	2	,	,	PUNCT
bracis-19070	327	3	cham	cham	PROPN
bracis-19070	327	4	.	.	PUNCT
bracis-19070	328	1	https://doi.org/10.1007/978-3-030-91699-2_17	https://doi.org/10.1007/978-3-030-91699-2_17	PROPN
bracis-19070	328	2	download	download	PROPN
bracis-19070	328	3	citation	citation	NOUN
bracis-19070	328	4	.ris	.ris	PUNCT
bracis-19070	329	1	.enw	.enw	PROPN
bracis-19070	329	2	.bib	.bib	PUNCT
bracis-19070	330	1	doi	doi	PROPN
bracis-19070	330	2	:	:	PUNCT
bracis-19070	330	3	https://doi.org/10.1007/978-3-030-91699-2_17	https://doi.org/10.1007/978-3-030-91699-2_17	NOUN
bracis-19070	330	4	published	publish	VERB
bracis-19070	330	5	:	:	PUNCT
bracis-19070	330	6	28	28	NUM
bracis-19070	330	7	november	november	PROPN
bracis-19070	330	8	2021	2021	NUM
bracis-19070	330	9	publisher	publisher	NOUN
bracis-19070	330	10	name	name	NOUN
bracis-19070	330	11	:	:	PUNCT
bracis-19070	330	12	springer	springer	NOUN
bracis-19070	330	13	,	,	PUNCT
bracis-19070	330	14	cham	cham	PROPN
bracis-19070	330	15	print	print	PROPN
bracis-19070	330	16	isbn	isbn	PROPN
bracis-19070	330	17	:	:	PUNCT
bracis-19070	330	18	978	978	NUM
bracis-19070	330	19	-	-	SYM
bracis-19070	330	20	3	3	NUM
bracis-19070	330	21	-	-	PUNCT
bracis-19070	330	22	030	030	NUM
bracis-19070	330	23	-	-	PUNCT
bracis-19070	330	24	91698	91698	NUM
bracis-19070	330	25	-	-	SYM
bracis-19070	330	26	5	5	NUM
bracis-19070	330	27	online	online	ADJ
bracis-19070	330	28	isbn	isbn	NOUN
bracis-19070	330	29	:	:	PUNCT
bracis-19070	330	30	978	978	NUM
bracis-19070	330	31	-	-	SYM
bracis-19070	330	32	3	3	NUM
bracis-19070	330	33	-	-	PUNCT
bracis-19070	330	34	030	030	NUM
bracis-19070	330	35	-	-	PUNCT
bracis-19070	330	36	91699	91699	NUM
bracis-19070	330	37	-	-	SYM
bracis-19070	330	38	2	2	NUM
bracis-19070	330	39	ebook	ebook	NOUN
bracis-19070	330	40	packages	package	NOUN
bracis-19070	330	41	:	:	PUNCT
bracis-19070	330	42	computer	computer	NOUN
bracis-19070	330	43	sciencecomputer	sciencecomputer	NOUN
bracis-19070	330	44	science	science	NOUN
bracis-19070	330	45	(	(	PUNCT
bracis-19070	330	46	r0	r0	NOUN
bracis-19070	330	47	)	)	PUNCT
bracis-19070	330	48	share	share	VERB
bracis-19070	330	49	this	this	DET
bracis-19070	330	50	paper	paper	NOUN
bracis-19070	330	51	anyone	anyone	PRON
bracis-19070	330	52	you	you	PRON
bracis-19070	330	53	share	share	VERB
bracis-19070	330	54	the	the	DET
bracis-19070	330	55	following	follow	VERB
bracis-19070	330	56	link	link	NOUN
bracis-19070	330	57	with	with	ADP
bracis-19070	330	58	will	will	AUX
bracis-19070	330	59	be	be	AUX
bracis-19070	330	60	able	able	ADJ
bracis-19070	330	61	to	to	PART
bracis-19070	330	62	read	read	VERB
bracis-19070	330	63	this	this	DET
bracis-19070	330	64	content	content	NOUN
bracis-19070	330	65	:	:	PUNCT
bracis-19070	330	66	get	get	VERB
bracis-19070	330	67	shareable	shareable	ADJ
bracis-19070	330	68	linksorry	linksorry	NOUN
bracis-19070	330	69	,	,	PUNCT
bracis-19070	330	70	a	a	DET
bracis-19070	330	71	shareable	shareable	ADJ
bracis-19070	330	72	link	link	NOUN
bracis-19070	330	73	is	be	AUX
bracis-19070	330	74	not	not	PART
bracis-19070	330	75	currently	currently	ADV
bracis-19070	330	76	available	available	ADJ
bracis-19070	330	77	for	for	ADP
bracis-19070	330	78	this	this	DET
bracis-19070	330	79	article	article	NOUN
bracis-19070	330	80	.	.	PUNCT
bracis-19070	331	1	copy	copy	VERB
bracis-19070	331	2	shareable	shareable	ADJ
bracis-19070	331	3	link	link	NOUN
bracis-19070	331	4	to	to	PART
bracis-19070	331	5	clipboard	clipboard	NOUN
bracis-19070	331	6	provided	provide	VERB
bracis-19070	331	7	by	by	ADP
bracis-19070	331	8	the	the	DET
bracis-19070	331	9	springer	springer	NOUN
bracis-19070	331	10	nature	nature	PROPN
bracis-19070	331	11	sharedit	sharedit	PROPN
bracis-19070	331	12	content	content	NOUN
bracis-19070	331	13	-	-	PUNCT
bracis-19070	331	14	sharing	share	VERB
bracis-19070	331	15	initiative	initiative	NOUN
bracis-19070	331	16	keywords	keyword	NOUN
bracis-19070	331	17	computer	computer	NOUN
bracis-19070	331	18	vision	vision	NOUN
bracis-19070	331	19	gan	gin	VERB
bracis-19070	331	20	art	art	NOUN
bracis-19070	331	21	style	style	NOUN
bracis-19070	331	22	classification	classification	NOUN
bracis-19070	331	23	publish	publish	NOUN
bracis-19070	331	24	with	with	ADP
bracis-19070	331	25	us	us	PROPN
bracis-19070	331	26	policies	policy	NOUN
bracis-19070	331	27	and	and	CCONJ
bracis-19070	331	28	ethics	ethic	NOUN
bracis-19070	331	29	search	search	NOUN
bracis-19070	331	30	search	search	NOUN
bracis-19070	331	31	by	by	ADP
bracis-19070	331	32	keyword	keyword	NOUN
bracis-19070	331	33	or	or	CCONJ
bracis-19070	331	34	author	author	NOUN
bracis-19070	331	35	search	search	NOUN
bracis-19070	331	36	navigation	navigation	NOUN
bracis-19070	331	37	find	find	VERB
bracis-19070	331	38	a	a	DET
bracis-19070	331	39	journal	journal	NOUN
bracis-19070	331	40	publish	publish	VERB
bracis-19070	331	41	with	with	ADP
bracis-19070	331	42	us	we	PRON
bracis-19070	331	43	track	track	VERB
bracis-19070	331	44	your	your	PRON
bracis-19070	331	45	research	research	NOUN
bracis-19070	331	46	discover	discover	VERB
bracis-19070	331	47	content	content	NOUN
bracis-19070	331	48	journals	journal	NOUN
bracis-19070	331	49	a	a	DET
bracis-19070	331	50	-	-	PUNCT
bracis-19070	331	51	z	z	NOUN
bracis-19070	331	52	books	book	NOUN
bracis-19070	331	53	a	a	DET
bracis-19070	331	54	-	-	PUNCT
bracis-19070	331	55	z	z	NOUN
bracis-19070	331	56	publish	publish	NOUN
bracis-19070	331	57	with	with	ADP
bracis-19070	331	58	us	us	PROPN
bracis-19070	331	59	journal	journal	PROPN
bracis-19070	331	60	finder	finder	PROPN
bracis-19070	331	61	publish	publish	VERB
bracis-19070	331	62	your	your	PRON
bracis-19070	331	63	research	research	NOUN
bracis-19070	331	64	language	language	NOUN
bracis-19070	331	65	editing	edit	VERB
bracis-19070	331	66	open	open	ADJ
bracis-19070	331	67	access	access	NOUN
bracis-19070	331	68	publishing	publishing	NOUN
bracis-19070	331	69	products	product	NOUN
bracis-19070	331	70	and	and	CCONJ
bracis-19070	331	71	services	service	NOUN
bracis-19070	331	72	our	our	PRON
bracis-19070	331	73	products	product	NOUN
bracis-19070	331	74	librarians	librarian	VERB
bracis-19070	331	75	societies	society	NOUN
bracis-19070	331	76	partners	partner	NOUN
bracis-19070	331	77	and	and	CCONJ
bracis-19070	331	78	advertisers	advertiser	NOUN
bracis-19070	331	79	our	our	PRON
bracis-19070	331	80	brands	brand	NOUN
bracis-19070	331	81	springer	springer	NOUN
bracis-19070	331	82	nature	nature	PROPN
bracis-19070	331	83	portfolio	portfolio	PROPN
bracis-19070	331	84	bmc	bmc	PROPN
bracis-19070	331	85	palgrave	palgrave	PROPN
bracis-19070	331	86	macmillan	macmillan	PROPN
bracis-19070	331	87	apress	apress	PROPN
bracis-19070	331	88	discover	discover	VERB
bracis-19070	331	89	your	your	PRON
bracis-19070	331	90	privacy	privacy	NOUN
bracis-19070	331	91	choices	choice	NOUN
bracis-19070	331	92	/	/	SYM
bracis-19070	331	93	manage	manage	NOUN
bracis-19070	331	94	cookies	cookie	NOUN
bracis-19070	331	95	your	your	PRON
bracis-19070	331	96	us	us	PROPN
bracis-19070	332	1	state	state	NOUN
bracis-19070	332	2	privacy	privacy	NOUN
bracis-19070	332	3	rights	right	NOUN
bracis-19070	332	4	accessibility	accessibility	NOUN
bracis-19070	332	5	statement	statement	NOUN
bracis-19070	332	6	terms	term	NOUN
bracis-19070	332	7	and	and	CCONJ
bracis-19070	332	8	conditions	condition	NOUN
bracis-19070	332	9	privacy	privacy	NOUN
bracis-19070	332	10	policy	policy	NOUN
bracis-19070	332	11	help	help	NOUN
bracis-19070	332	12	and	and	CCONJ
bracis-19070	332	13	support	support	VERB
bracis-19070	332	14	legal	legal	ADJ
bracis-19070	332	15	notice	notice	NOUN
bracis-19070	332	16	cancel	cancel	VERB
bracis-19070	332	17	contracts	contract	NOUN
bracis-19070	332	18	here	here	ADV
bracis-19070	332	19	129.74.145.123	129.74.145.123	NUM
bracis-19070	332	20	hesburgh	hesburgh	PROPN
bracis-19070	332	21	library	library	PROPN
bracis-19070	332	22	er	er	INTJ
bracis-19070	332	23	unit	unit	NOUN
bracis-19070	332	24	(	(	PUNCT
bracis-19070	332	25	3005732405	3005732405	NUM
bracis-19070	332	26	)	)	PUNCT
bracis-19070	332	27	northeast	northeast	ADJ
bracis-19070	332	28	research	research	NOUN
bracis-19070	332	29	libraries	library	NOUN
bracis-19070	332	30	(	(	PUNCT
bracis-19070	332	31	nerl	nerl	PROPN
bracis-19070	332	32	)	)	PUNCT
bracis-19070	332	33	(	(	PUNCT
bracis-19070	332	34	8200828607	8200828607	NUM
bracis-19070	332	35	)	)	PUNCT
bracis-19070	332	36	nerl	nerl	VERB
bracis-19070	332	37	ta	ta	X
bracis-19070	332	38	account	account	NOUN
bracis-19070	332	39	(	(	PUNCT
bracis-19070	332	40	3006206169	3006206169	NUM
bracis-19070	332	41	)	)	PUNCT
bracis-19070	332	42	university	university	NOUN
bracis-19070	332	43	of	of	ADP
bracis-19070	332	44	notre	notre	PROPN
bracis-19070	332	45	dame	dame	PROPN
bracis-19070	332	46	hesburgh	hesburgh	PROPN
bracis-19070	332	47	library	library	NOUN
bracis-19070	332	48	(	(	PUNCT
bracis-19070	332	49	3000184373	3000184373	NUM
bracis-19070	332	50	)	)	PUNCT
bracis-19070	333	1	©	©	ADP
bracis-19070	333	2	2025	2025	NUM
bracis-19070	333	3	springer	springer	NOUN
bracis-19070	333	4	nature	nature	NOUN