id	sid	tid	token	lemma	pos
bracis-28391	1	1	occluded	occlude	VERB
bracis-28391	1	2	face	face	NOUN
bracis-28391	1	3	in	in	ADP
bracis-28391	1	4	-	-	PUNCT
bracis-28391	1	5	painting	painting	NOUN
bracis-28391	1	6	using	use	VERB
bracis-28391	1	7	generative	generative	ADJ
bracis-28391	1	8	adversarial	adversarial	ADJ
bracis-28391	1	9	networks	network	NOUN
bracis-28391	1	10	—	—	PUNCT
bracis-28391	1	11	a	a	DET
bracis-28391	1	12	review	review	NOUN
bracis-28391	1	13	|	|	NOUN
bracis-28391	1	14	springer	springer	NOUN
bracis-28391	1	15	nature	nature	PROPN
bracis-28391	1	16	link	link	PROPN
bracis-28391	1	17	(	(	PUNCT
bracis-28391	1	18	formerly	formerly	ADV
bracis-28391	1	19	springerlink	springerlink	NOUN
bracis-28391	1	20	)	)	PUNCT
bracis-28391	1	21	skip	skip	VERB
bracis-28391	1	22	to	to	ADP
bracis-28391	1	23	main	main	ADJ
bracis-28391	1	24	content	content	NOUN
bracis-28391	1	25	advertisement	advertisement	NOUN
bracis-28391	1	26	log	log	NOUN
bracis-28391	1	27	in	in	ADP
bracis-28391	1	28	menu	menu	NOUN
bracis-28391	1	29	find	find	VERB
bracis-28391	1	30	a	a	DET
bracis-28391	1	31	journal	journal	NOUN
bracis-28391	1	32	publish	publish	VERB
bracis-28391	1	33	with	with	ADP
bracis-28391	1	34	us	we	PRON
bracis-28391	1	35	track	track	VERB
bracis-28391	1	36	your	your	PRON
bracis-28391	1	37	research	research	NOUN
bracis-28391	1	38	search	search	NOUN
bracis-28391	1	39	cart	cart	NOUN
bracis-28391	1	40	home	home	NOUN
bracis-28391	1	41	intelligent	intelligent	ADJ
bracis-28391	1	42	systems	system	NOUN
bracis-28391	1	43	conference	conference	NOUN
bracis-28391	1	44	paper	paper	NOUN
bracis-28391	1	45	occluded	occlude	VERB
bracis-28391	1	46	face	face	VERB
bracis-28391	1	47	in	in	ADP
bracis-28391	1	48	-	-	PUNCT
bracis-28391	1	49	painting	painting	NOUN
bracis-28391	1	50	using	use	VERB
bracis-28391	1	51	generative	generative	ADJ
bracis-28391	1	52	adversarial	adversarial	ADJ
bracis-28391	1	53	networks	network	NOUN
bracis-28391	1	54	—	—	PUNCT
bracis-28391	1	55	a	a	DET
bracis-28391	1	56	review	review	NOUN
bracis-28391	1	57	conference	conference	NOUN
bracis-28391	1	58	paper	paper	NOUN
bracis-28391	1	59	first	first	ADV
bracis-28391	1	60	online	online	ADV
bracis-28391	1	61	:	:	PUNCT
bracis-28391	1	62	12	12	NUM
bracis-28391	1	63	october	october	NOUN
bracis-28391	1	64	2023	2023	NUM
bracis-28391	1	65	pp	pp	ADP
bracis-28391	1	66	243–258	243–258	NUM
bracis-28391	1	67	cite	cite	VERB
bracis-28391	1	68	this	this	DET
bracis-28391	1	69	conference	conference	NOUN
bracis-28391	1	70	paper	paper	NOUN
bracis-28391	1	71	access	access	NOUN
bracis-28391	1	72	provided	provide	VERB
bracis-28391	1	73	by	by	ADP
bracis-28391	1	74	university	university	PROPN
bracis-28391	1	75	of	of	ADP
bracis-28391	1	76	notre	notre	PROPN
bracis-28391	1	77	dame	dame	PROPN
bracis-28391	1	78	hesburgh	hesburgh	PROPN
bracis-28391	1	79	library	library	PROPN
bracis-28391	1	80	download	download	PROPN
bracis-28391	1	81	book	book	NOUN
bracis-28391	1	82	pdf	pdf	PROPN
bracis-28391	1	83	download	download	NOUN
bracis-28391	1	84	book	book	NOUN
bracis-28391	1	85	epub	epub	PROPN
bracis-28391	1	86	intelligent	intelligent	ADJ
bracis-28391	1	87	systems	system	NOUN
bracis-28391	1	88	(	(	PUNCT
bracis-28391	1	89	bracis	bracis	NOUN
bracis-28391	1	90	2023	2023	NUM
bracis-28391	1	91	)	)	PUNCT
bracis-28391	1	92	occluded	occlude	VERB
bracis-28391	1	93	face	face	NOUN
bracis-28391	1	94	in	in	ADP
bracis-28391	1	95	-	-	PUNCT
bracis-28391	1	96	painting	painting	NOUN
bracis-28391	1	97	using	use	VERB
bracis-28391	1	98	generative	generative	ADJ
bracis-28391	1	99	adversarial	adversarial	ADJ
bracis-28391	1	100	networks	network	NOUN
bracis-28391	1	101	—	—	PUNCT
bracis-28391	1	102	a	a	DET
bracis-28391	1	103	review	review	NOUN
bracis-28391	1	104	download	download	NOUN
bracis-28391	1	105	book	book	NOUN
bracis-28391	1	106	pdf	pdf	PROPN
bracis-28391	1	107	download	download	NOUN
bracis-28391	1	108	book	book	PROPN
bracis-28391	1	109	epub	epub	PROPN
bracis-28391	1	110	victor	victor	PROPN
bracis-28391	1	111	ivamoto	ivamoto	PROPN
bracis-28391	1	112	  	  	SPACE
bracis-28391	1	113	orcid	orcid	PROPN
bracis-28391	1	114	:	:	PUNCT
bracis-28391	1	115	orcid.org/0000-0001-5463-36459	orcid.org/0000-0001-5463-36459	NOUN
bracis-28391	1	116	,	,	PUNCT
bracis-28391	1	117	rodolfo	rodolfo	PROPN
bracis-28391	1	118	simões	simões	PROPN
bracis-28391	1	119	  	  	SPACE
bracis-28391	1	120	orcid	orcid	NOUN
bracis-28391	1	121	:	:	PUNCT
bracis-28391	1	122	orcid.org/0000-0001-6989-12339	orcid.org/0000-0001-6989-12339	PROPN
bracis-28391	1	123	,	,	PUNCT
bracis-28391	1	124	bruno	bruno	PROPN
bracis-28391	1	125	kemmer	kemmer	PROPN
bracis-28391	1	126	  	  	SPACE
bracis-28391	1	127	orcid	orcid	PROPN
bracis-28391	1	128	:	:	PUNCT
bracis-28391	1	129	orcid.org/0000-0002-6830-32819	orcid.org/0000-0002-6830-32819	PROPN
bracis-28391	1	130	&	&	CCONJ
bracis-28391	1	131	…	…	PUNCT
bracis-28391	1	132	clodoaldo	clodoaldo	ADJ
bracis-28391	1	133	lima	lima	NOUN
bracis-28391	1	134	  	  	SPACE
bracis-28391	1	135	orcid	orcid	NOUN
bracis-28391	1	136	:	:	PUNCT
bracis-28391	1	137	orcid.org/0000-0003-3381-53489	orcid.org/0000-0003-3381-53489	NOUN
bracis-28391	1	138	  	  	SPACE
bracis-28391	1	139	show	show	VERB
bracis-28391	1	140	authors	author	NOUN
bracis-28391	1	141	part	part	NOUN
bracis-28391	1	142	of	of	ADP
bracis-28391	1	143	the	the	DET
bracis-28391	1	144	book	book	NOUN
bracis-28391	1	145	series	series	NOUN
bracis-28391	1	146	:	:	PUNCT
bracis-28391	1	147	lecture	lecture	NOUN
bracis-28391	1	148	notes	note	NOUN
bracis-28391	1	149	in	in	ADP
bracis-28391	1	150	computer	computer	NOUN
bracis-28391	1	151	science	science	NOUN
bracis-28391	1	152	(	(	PUNCT
bracis-28391	1	153	(	(	PUNCT
bracis-28391	1	154	lnai	lnai	ADJ
bracis-28391	1	155	,	,	PUNCT
bracis-28391	1	156	volume	volume	NOUN
bracis-28391	1	157	14196	14196	NUM
bracis-28391	1	158	)	)	PUNCT
bracis-28391	1	159	)	)	PUNCT
bracis-28391	1	160	included	include	VERB
bracis-28391	1	161	in	in	ADP
bracis-28391	1	162	the	the	DET
bracis-28391	1	163	following	follow	VERB
bracis-28391	1	164	conference	conference	NOUN
bracis-28391	1	165	series	series	NOUN
bracis-28391	1	166	:	:	PUNCT
bracis-28391	1	167	brazilian	brazilian	ADJ
bracis-28391	1	168	conference	conference	NOUN
bracis-28391	1	169	on	on	ADP
bracis-28391	1	170	intelligent	intelligent	ADJ
bracis-28391	1	171	systems	system	NOUN
bracis-28391	1	172	590	590	NUM
bracis-28391	1	173	accesses	access	NOUN
bracis-28391	1	174	3	3	NUM
bracis-28391	1	175	citations	citation	NOUN
bracis-28391	1	176	abstract	abstract	ADJ
bracis-28391	1	177	face	face	VERB
bracis-28391	1	178	image	image	NOUN
bracis-28391	1	179	de	de	NOUN
bracis-28391	1	180	-	-	NOUN
bracis-28391	1	181	occlusion	occlusion	NOUN
bracis-28391	1	182	and	and	CCONJ
bracis-28391	1	183	inpainting	inpainte	VERB
bracis-28391	1	184	is	be	AUX
bracis-28391	1	185	a	a	DET
bracis-28391	1	186	challenging	challenging	ADJ
bracis-28391	1	187	problem	problem	NOUN
bracis-28391	1	188	in	in	ADP
bracis-28391	1	189	computer	computer	NOUN
bracis-28391	1	190	vision	vision	NOUN
bracis-28391	1	191	with	with	ADP
bracis-28391	1	192	several	several	ADJ
bracis-28391	1	193	practical	practical	ADJ
bracis-28391	1	194	uses	use	NOUN
bracis-28391	1	195	and	and	CCONJ
bracis-28391	1	196	is	be	AUX
bracis-28391	1	197	employed	employ	VERB
bracis-28391	1	198	in	in	ADP
bracis-28391	1	199	many	many	ADJ
bracis-28391	1	200	image	image	NOUN
bracis-28391	1	201	preprocessing	preprocessing	NOUN
bracis-28391	1	202	applications	application	NOUN
bracis-28391	1	203	.	.	PUNCT
bracis-28391	2	1	the	the	DET
bracis-28391	2	2	impressive	impressive	ADJ
bracis-28391	2	3	results	result	NOUN
bracis-28391	2	4	achieved	achieve	VERB
bracis-28391	2	5	by	by	ADP
bracis-28391	2	6	generative	generative	ADJ
bracis-28391	2	7	adversarial	adversarial	ADJ
bracis-28391	2	8	networks	network	NOUN
bracis-28391	2	9	in	in	ADP
bracis-28391	2	10	image	image	NOUN
bracis-28391	2	11	processing	processing	NOUN
bracis-28391	2	12	increased	increase	VERB
bracis-28391	2	13	the	the	DET
bracis-28391	2	14	attention	attention	NOUN
bracis-28391	2	15	of	of	ADP
bracis-28391	2	16	the	the	DET
bracis-28391	2	17	scientific	scientific	ADJ
bracis-28391	2	18	community	community	NOUN
bracis-28391	2	19	in	in	ADP
bracis-28391	2	20	recent	recent	ADJ
bracis-28391	2	21	years	year	NOUN
bracis-28391	2	22	around	around	ADP
bracis-28391	2	23	facial	facial	ADJ
bracis-28391	2	24	de	de	NOUN
bracis-28391	2	25	-	-	NOUN
bracis-28391	2	26	occlusion	occlusion	NOUN
bracis-28391	2	27	and	and	CCONJ
bracis-28391	2	28	inpainting	inpainting	ADJ
bracis-28391	2	29	.	.	PUNCT
bracis-28391	3	1	recent	recent	ADJ
bracis-28391	3	2	network	network	NOUN
bracis-28391	3	3	architecture	architecture	NOUN
bracis-28391	3	4	developments	development	NOUN
bracis-28391	3	5	are	be	AUX
bracis-28391	3	6	the	the	DET
bracis-28391	3	7	two	two	NUM
bracis-28391	3	8	-	-	PUNCT
bracis-28391	3	9	stage	stage	NOUN
bracis-28391	3	10	networks	network	NOUN
bracis-28391	3	11	using	use	VERB
bracis-28391	3	12	coarse	coarse	ADV
bracis-28391	3	13	to	to	ADP
bracis-28391	3	14	fine	fine	ADJ
bracis-28391	3	15	approach	approach	NOUN
bracis-28391	3	16	,	,	PUNCT
bracis-28391	3	17	landmarks	landmark	NOUN
bracis-28391	3	18	,	,	PUNCT
bracis-28391	3	19	semantic	semantic	ADJ
bracis-28391	3	20	segmentation	segmentation	NOUN
bracis-28391	3	21	map	map	NOUN
bracis-28391	3	22	,	,	PUNCT
bracis-28391	3	23	and	and	CCONJ
bracis-28391	3	24	edge	edge	NOUN
bracis-28391	3	25	maps	map	NOUN
bracis-28391	3	26	that	that	PRON
bracis-28391	3	27	guide	guide	VERB
bracis-28391	3	28	the	the	DET
bracis-28391	3	29	inpainting	inpainting	ADJ
bracis-28391	3	30	process	process	NOUN
bracis-28391	3	31	.	.	PUNCT
bracis-28391	4	1	moreover	moreover	ADV
bracis-28391	4	2	,	,	PUNCT
bracis-28391	4	3	improved	improved	ADJ
bracis-28391	4	4	convolutions	convolution	NOUN
bracis-28391	4	5	enlarge	enlarge	VERB
bracis-28391	4	6	the	the	DET
bracis-28391	4	7	receptive	receptive	ADJ
bracis-28391	4	8	field	field	NOUN
bracis-28391	4	9	and	and	CCONJ
bracis-28391	4	10	filter	filter	VERB
bracis-28391	4	11	the	the	DET
bracis-28391	4	12	values	value	NOUN
bracis-28391	4	13	passed	pass	VERB
bracis-28391	4	14	to	to	ADP
bracis-28391	4	15	the	the	DET
bracis-28391	4	16	next	next	ADJ
bracis-28391	4	17	layer	layer	NOUN
bracis-28391	4	18	,	,	PUNCT
bracis-28391	4	19	and	and	CCONJ
bracis-28391	4	20	attention	attention	NOUN
bracis-28391	4	21	layers	layer	NOUN
bracis-28391	4	22	create	create	VERB
bracis-28391	4	23	relationships	relationship	NOUN
bracis-28391	4	24	between	between	ADP
bracis-28391	4	25	local	local	ADJ
bracis-28391	4	26	and	and	CCONJ
bracis-28391	4	27	distant	distant	ADJ
bracis-28391	4	28	information	information	NOUN
bracis-28391	4	29	.	.	PUNCT
bracis-28391	5	1	this	this	DET
bracis-28391	5	2	article	article	NOUN
bracis-28391	5	3	presents	present	VERB
bracis-28391	5	4	a	a	DET
bracis-28391	5	5	brief	brief	ADJ
bracis-28391	5	6	review	review	NOUN
bracis-28391	5	7	of	of	ADP
bracis-28391	5	8	recent	recent	ADJ
bracis-28391	5	9	developments	development	NOUN
bracis-28391	5	10	in	in	ADP
bracis-28391	5	11	gan	gan	NOUN
bracis-28391	5	12	-	-	PUNCT
bracis-28391	5	13	based	base	VERB
bracis-28391	5	14	techniques	technique	NOUN
bracis-28391	5	15	for	for	ADP
bracis-28391	5	16	de	de	NOUN
bracis-28391	5	17	-	-	NOUN
bracis-28391	5	18	occlusion	occlusion	NOUN
bracis-28391	5	19	and	and	CCONJ
bracis-28391	5	20	inpainting	inpainting	NOUN
bracis-28391	5	21	of	of	ADP
bracis-28391	5	22	face	face	NOUN
bracis-28391	5	23	images	image	NOUN
bracis-28391	5	24	.	.	PUNCT
bracis-28391	6	1	in	in	ADP
bracis-28391	6	2	addition	addition	NOUN
bracis-28391	6	3	,	,	PUNCT
bracis-28391	6	4	it	it	PRON
bracis-28391	6	5	describes	describe	VERB
bracis-28391	6	6	and	and	CCONJ
bracis-28391	6	7	analyzes	analyze	VERB
bracis-28391	6	8	network	network	NOUN
bracis-28391	6	9	architectures	architecture	NOUN
bracis-28391	6	10	and	and	CCONJ
bracis-28391	6	11	building	building	NOUN
bracis-28391	6	12	blocks	block	NOUN
bracis-28391	6	13	.	.	PUNCT
bracis-28391	7	1	finally	finally	ADV
bracis-28391	7	2	,	,	PUNCT
bracis-28391	7	3	we	we	PRON
bracis-28391	7	4	identify	identify	VERB
bracis-28391	7	5	current	current	ADJ
bracis-28391	7	6	limitations	limitation	NOUN
bracis-28391	7	7	and	and	CCONJ
bracis-28391	7	8	propose	propose	VERB
bracis-28391	7	9	directions	direction	NOUN
bracis-28391	7	10	for	for	ADP
bracis-28391	7	11	future	future	ADJ
bracis-28391	7	12	research	research	NOUN
bracis-28391	7	13	.	.	PUNCT
bracis-28391	8	1	this	this	DET
bracis-28391	8	2	study	study	NOUN
bracis-28391	8	3	was	be	AUX
bracis-28391	8	4	financed	finance	VERB
bracis-28391	8	5	in	in	ADP
bracis-28391	8	6	part	part	NOUN
bracis-28391	8	7	by	by	ADP
bracis-28391	8	8	the	the	DET
bracis-28391	8	9	coordenação	coordenação	PROPN
bracis-28391	8	10	de	de	PROPN
bracis-28391	8	11	aperfeiçoamento	aperfeiçoamento	PROPN
bracis-28391	8	12	de	de	X
bracis-28391	8	13	pessoal	pessoal	PROPN
bracis-28391	8	14	de	de	PROPN
bracis-28391	8	15	nível	nível	PROPN
bracis-28391	8	16	superior	superior	PROPN
bracis-28391	8	17	brasil	brasil	PROPN
bracis-28391	8	18	(	(	PUNCT
bracis-28391	8	19	capes	cape	NOUN
bracis-28391	8	20	)	)	PUNCT
bracis-28391	8	21	finance	finance	NOUN
bracis-28391	8	22	code	code	NOUN
bracis-28391	8	23	001	001	NUM
bracis-28391	8	24	.	.	PUNCT
bracis-28391	9	1	access	access	NOUN
bracis-28391	9	2	provided	provide	VERB
bracis-28391	9	3	by	by	ADP
bracis-28391	9	4	university	university	PROPN
bracis-28391	9	5	of	of	ADP
bracis-28391	9	6	notre	notre	PROPN
bracis-28391	9	7	dame	dame	PROPN
bracis-28391	9	8	hesburgh	hesburgh	PROPN
bracis-28391	9	9	library	library	PROPN
bracis-28391	9	10	.	.	PUNCT
bracis-28391	10	1	download	download	PROPN
bracis-28391	10	2	conference	conference	NOUN
bracis-28391	10	3	paper	paper	NOUN
bracis-28391	10	4	pdf	pdf	NOUN
bracis-28391	10	5	similar	similar	ADJ
bracis-28391	10	6	content	content	NOUN
bracis-28391	10	7	being	be	AUX
bracis-28391	10	8	viewed	view	VERB
bracis-28391	10	9	by	by	ADP
bracis-28391	10	10	others	other	NOUN
bracis-28391	10	11	occluded	occlude	VERB
bracis-28391	10	12	face	face	VERB
bracis-28391	10	13	recognition	recognition	NOUN
bracis-28391	10	14	by	by	ADP
bracis-28391	10	15	identity	identity	NOUN
bracis-28391	10	16	-	-	PUNCT
bracis-28391	10	17	preserving	preserve	VERB
bracis-28391	10	18	inpainting	inpainting	ADJ
bracis-28391	10	19	chapter	chapter	NOUN
bracis-28391	10	20	©	©	NOUN
bracis-28391	10	21	2020	2020	NUM
bracis-28391	10	22	high	high	ADJ
bracis-28391	10	23	-	-	PUNCT
bracis-28391	10	24	quality	quality	NOUN
bracis-28391	10	25	facial	facial	ADJ
bracis-28391	10	26	feature	feature	NOUN
bracis-28391	10	27	occlusion	occlusion	NOUN
bracis-28391	10	28	repair	repair	NOUN
bracis-28391	10	29	based	base	VERB
bracis-28391	10	30	on	on	ADP
bracis-28391	10	31	s	s	NOUN
bracis-28391	10	32	-	-	PUNCT
bracis-28391	10	33	gans	gan	NOUN
bracis-28391	10	34	chapter	chapter	NOUN
bracis-28391	10	35	©	©	NOUN
bracis-28391	10	36	2024	2024	NUM
bracis-28391	10	37	restoring	restore	VERB
bracis-28391	10	38	face	face	NOUN
bracis-28391	10	39	occluded	occlude	VERB
bracis-28391	10	40	images	image	NOUN
bracis-28391	10	41	using	use	VERB
bracis-28391	10	42	gan	gan	PROPN
bracis-28391	10	43	based	base	VERB
bracis-28391	10	44	inpainting	inpainte	VERB
bracis-28391	10	45	with	with	ADP
bracis-28391	10	46	 	 	SPACE
bracis-28391	10	47	perceptual	perceptual	ADJ
bracis-28391	10	48	and	and	CCONJ
bracis-28391	10	49	 	 	SPACE
bracis-28391	10	50	contextual	contextual	ADJ
bracis-28391	10	51	losses	loss	NOUN
bracis-28391	10	52	chapter	chapter	NOUN
bracis-28391	10	53	©	©	PROPN
bracis-28391	10	54	2024	2024	NUM
bracis-28391	10	55	explore	explore	VERB
bracis-28391	10	56	related	relate	VERB
bracis-28391	10	57	subjects	subject	NOUN
bracis-28391	10	58	discover	discover	VERB
bracis-28391	10	59	the	the	DET
bracis-28391	10	60	latest	late	ADJ
bracis-28391	10	61	articles	article	NOUN
bracis-28391	10	62	,	,	PUNCT
bracis-28391	10	63	books	book	NOUN
bracis-28391	10	64	and	and	CCONJ
bracis-28391	10	65	news	news	NOUN
bracis-28391	10	66	in	in	ADP
bracis-28391	10	67	related	related	ADJ
bracis-28391	10	68	subjects	subject	NOUN
bracis-28391	10	69	,	,	PUNCT
bracis-28391	10	70	suggested	suggest	VERB
bracis-28391	10	71	using	use	VERB
bracis-28391	10	72	machine	machine	NOUN
bracis-28391	10	73	learning	learning	NOUN
bracis-28391	10	74	.	.	PUNCT
bracis-28391	11	1	biometrics	biometrics	PROPN
bracis-28391	11	2	computer	computer	NOUN
bracis-28391	11	3	graphics	graphic	NOUN
bracis-28391	11	4	computer	computer	NOUN
bracis-28391	11	5	vision	vision	NOUN
bracis-28391	11	6	image	image	NOUN
bracis-28391	11	7	processing	processing	NOUN
bracis-28391	11	8	occlusion	occlusion	NOUN
bracis-28391	11	9	veneers	veneer	NOUN
bracis-28391	11	10	1	1	NUM
bracis-28391	11	11	introduction	introduction	NOUN
bracis-28391	11	12	facial	facial	ADJ
bracis-28391	11	13	de	de	NOUN
bracis-28391	11	14	-	-	NOUN
bracis-28391	11	15	occlusion	occlusion	NOUN
bracis-28391	11	16	and	and	CCONJ
bracis-28391	11	17	inpainting	inpainting	NOUN
bracis-28391	11	18	are	be	AUX
bracis-28391	11	19	special	special	ADJ
bracis-28391	11	20	instances	instance	NOUN
bracis-28391	11	21	of	of	ADP
bracis-28391	11	22	image	image	NOUN
bracis-28391	11	23	inpainting	inpainte	VERB
bracis-28391	11	24	.	.	PUNCT
bracis-28391	12	1	they	they	PRON
bracis-28391	12	2	are	be	AUX
bracis-28391	12	3	used	use	VERB
bracis-28391	12	4	in	in	ADP
bracis-28391	12	5	the	the	DET
bracis-28391	12	6	restoration	restoration	NOUN
bracis-28391	12	7	of	of	ADP
bracis-28391	12	8	damaged	damage	VERB
bracis-28391	12	9	images	image	NOUN
bracis-28391	12	10	[	[	X
bracis-28391	12	11	26	26	NUM
bracis-28391	12	12	]	]	PUNCT
bracis-28391	12	13	,	,	PUNCT
bracis-28391	12	14	removal	removal	NOUN
bracis-28391	12	15	of	of	ADP
bracis-28391	12	16	unwanted	unwanted	ADJ
bracis-28391	12	17	content	content	NOUN
bracis-28391	12	18	[	[	X
bracis-28391	12	19	26	26	NUM
bracis-28391	12	20	]	]	PUNCT
bracis-28391	12	21	and	and	CCONJ
bracis-28391	12	22	data	datum	NOUN
bracis-28391	12	23	augmentation	augmentation	NOUN
bracis-28391	12	24	[	[	X
bracis-28391	12	25	8	8	NUM
bracis-28391	12	26	]	]	PUNCT
bracis-28391	12	27	.	.	PUNCT
bracis-28391	13	1	moreover	moreover	ADV
bracis-28391	13	2	,	,	PUNCT
bracis-28391	13	3	face	face	ADJ
bracis-28391	13	4	de	de	NOUN
bracis-28391	13	5	-	-	NOUN
bracis-28391	13	6	occlusion	occlusion	NOUN
bracis-28391	13	7	and	and	CCONJ
bracis-28391	13	8	inpainting	inpainting	NOUN
bracis-28391	13	9	are	be	AUX
bracis-28391	13	10	important	important	ADJ
bracis-28391	13	11	preprocessing	preprocessing	NOUN
bracis-28391	13	12	steps	step	NOUN
bracis-28391	13	13	in	in	ADP
bracis-28391	13	14	many	many	ADJ
bracis-28391	13	15	computer	computer	NOUN
bracis-28391	13	16	vision	vision	NOUN
bracis-28391	13	17	tasks	task	NOUN
bracis-28391	13	18	with	with	ADP
bracis-28391	13	19	numerous	numerous	ADJ
bracis-28391	13	20	applications	application	NOUN
bracis-28391	13	21	.	.	PUNCT
bracis-28391	14	1	this	this	PRON
bracis-28391	14	2	is	be	AUX
bracis-28391	14	3	because	because	SCONJ
bracis-28391	14	4	occlusions	occlusion	NOUN
bracis-28391	14	5	break	break	VERB
bracis-28391	14	6	the	the	DET
bracis-28391	14	7	entire	entire	ADJ
bracis-28391	14	8	structure	structure	NOUN
bracis-28391	14	9	of	of	ADP
bracis-28391	14	10	the	the	DET
bracis-28391	14	11	face	face	NOUN
bracis-28391	14	12	and	and	CCONJ
bracis-28391	14	13	hide	hide	VERB
bracis-28391	14	14	the	the	DET
bracis-28391	14	15	identity	identity	NOUN
bracis-28391	14	16	of	of	ADP
bracis-28391	14	17	the	the	DET
bracis-28391	14	18	subject	subject	NOUN
bracis-28391	14	19	,	,	PUNCT
bracis-28391	14	20	resulting	result	VERB
bracis-28391	14	21	in	in	ADP
bracis-28391	14	22	performance	performance	NOUN
bracis-28391	14	23	degradation	degradation	NOUN
bracis-28391	14	24	in	in	ADP
bracis-28391	14	25	many	many	ADJ
bracis-28391	14	26	applications	application	NOUN
bracis-28391	14	27	[	[	X
bracis-28391	14	28	37	37	NUM
bracis-28391	14	29	]	]	PUNCT
bracis-28391	14	30	.	.	PUNCT
bracis-28391	15	1	occlusions	occlusion	NOUN
bracis-28391	15	2	degrade	degrade	VERB
bracis-28391	15	3	the	the	DET
bracis-28391	15	4	performance	performance	NOUN
bracis-28391	15	5	of	of	ADP
bracis-28391	15	6	face	face	NOUN
bracis-28391	15	7	parsing	parse	VERB
bracis-28391	15	8	[	[	X
bracis-28391	15	9	30	30	NUM
bracis-28391	15	10	,	,	PUNCT
bracis-28391	15	11	32	32	NUM
bracis-28391	15	12	]	]	PUNCT
bracis-28391	15	13	,	,	PUNCT
bracis-28391	15	14	object	object	NOUN
bracis-28391	15	15	and	and	CCONJ
bracis-28391	15	16	face	face	VERB
bracis-28391	15	17	detection	detection	NOUN
bracis-28391	15	18	[	[	X
bracis-28391	15	19	21	21	NUM
bracis-28391	15	20	]	]	PUNCT
bracis-28391	15	21	and	and	CCONJ
bracis-28391	15	22	facial	facial	ADJ
bracis-28391	15	23	expression	expression	NOUN
bracis-28391	15	24	analysis	analysis	NOUN
bracis-28391	15	25	[	[	X
bracis-28391	15	26	32	32	NUM
bracis-28391	15	27	]	]	PUNCT
bracis-28391	15	28	.	.	PUNCT
bracis-28391	16	1	furthermore	furthermore	ADV
bracis-28391	16	2	,	,	PUNCT
bracis-28391	16	3	occlusions	occlusion	NOUN
bracis-28391	16	4	hide	hide	VERB
bracis-28391	16	5	landmarks	landmark	NOUN
bracis-28391	16	6	used	use	VERB
bracis-28391	16	7	in	in	ADP
bracis-28391	16	8	face	face	NOUN
bracis-28391	16	9	alignment	alignment	NOUN
bracis-28391	16	10	and	and	CCONJ
bracis-28391	16	11	frontalization	frontalization	NOUN
bracis-28391	16	12	[	[	X
bracis-28391	16	13	2	2	NUM
bracis-28391	16	14	,	,	PUNCT
bracis-28391	16	15	41	41	NUM
bracis-28391	16	16	]	]	PUNCT
bracis-28391	16	17	.	.	PUNCT
bracis-28391	17	1	face	face	NOUN
bracis-28391	17	2	inpainting	inpainte	VERB
bracis-28391	17	3	also	also	ADV
bracis-28391	17	4	poses	pose	VERB
bracis-28391	17	5	several	several	ADJ
bracis-28391	17	6	challenges	challenge	NOUN
bracis-28391	17	7	that	that	PRON
bracis-28391	17	8	are	be	AUX
bracis-28391	17	9	difficult	difficult	ADJ
bracis-28391	17	10	to	to	PART
bracis-28391	17	11	overcome	overcome	VERB
bracis-28391	17	12	.	.	PUNCT
bracis-28391	18	1	first	first	ADV
bracis-28391	18	2	,	,	PUNCT
bracis-28391	18	3	the	the	DET
bracis-28391	18	4	human	human	ADJ
bracis-28391	18	5	face	face	NOUN
bracis-28391	18	6	carries	carry	VERB
bracis-28391	18	7	biometric	biometric	ADJ
bracis-28391	18	8	information	information	NOUN
bracis-28391	18	9	unique	unique	ADJ
bracis-28391	18	10	to	to	ADP
bracis-28391	18	11	each	each	DET
bracis-28391	18	12	subject	subject	NOUN
bracis-28391	18	13	,	,	PUNCT
bracis-28391	18	14	revealing	reveal	VERB
bracis-28391	18	15	identity	identity	NOUN
bracis-28391	18	16	,	,	PUNCT
bracis-28391	18	17	age	age	NOUN
bracis-28391	18	18	,	,	PUNCT
bracis-28391	18	19	sex	sex	NOUN
bracis-28391	18	20	,	,	PUNCT
bracis-28391	18	21	emotions	emotion	NOUN
bracis-28391	18	22	,	,	PUNCT
bracis-28391	18	23	ethnicity	ethnicity	NOUN
bracis-28391	18	24	,	,	PUNCT
bracis-28391	18	25	and	and	CCONJ
bracis-28391	18	26	even	even	ADV
bracis-28391	18	27	culture	culture	NOUN
bracis-28391	18	28	and	and	CCONJ
bracis-28391	18	29	religion	religion	NOUN
bracis-28391	18	30	.	.	PUNCT
bracis-28391	19	1	this	this	DET
bracis-28391	19	2	biometric	biometric	ADJ
bracis-28391	19	3	information	information	NOUN
bracis-28391	19	4	must	must	AUX
bracis-28391	19	5	be	be	AUX
bracis-28391	19	6	preserved	preserve	VERB
bracis-28391	19	7	in	in	ADP
bracis-28391	19	8	the	the	DET
bracis-28391	19	9	restored	restore	VERB
bracis-28391	19	10	image	image	NOUN
bracis-28391	19	11	.	.	PUNCT
bracis-28391	20	1	second	second	ADJ
bracis-28391	20	2	,	,	PUNCT
bracis-28391	20	3	there	there	PRON
bracis-28391	20	4	are	be	VERB
bracis-28391	20	5	many	many	ADJ
bracis-28391	20	6	plausible	plausible	ADJ
bracis-28391	20	7	solutions	solution	NOUN
bracis-28391	20	8	for	for	ADP
bracis-28391	20	9	filling	fill	VERB
bracis-28391	20	10	the	the	DET
bracis-28391	20	11	missing	miss	VERB
bracis-28391	20	12	holes	hole	NOUN
bracis-28391	20	13	in	in	ADP
bracis-28391	20	14	an	an	DET
bracis-28391	20	15	image	image	NOUN
bracis-28391	20	16	,	,	PUNCT
bracis-28391	20	17	where	where	SCONJ
bracis-28391	20	18	the	the	DET
bracis-28391	20	19	ground	ground	NOUN
bracis-28391	20	20	-	-	PUNCT
bracis-28391	20	21	truth	truth	NOUN
bracis-28391	20	22	is	be	AUX
bracis-28391	20	23	just	just	ADV
bracis-28391	20	24	one	one	NUM
bracis-28391	20	25	option	option	NOUN
bracis-28391	20	26	.	.	PUNCT
bracis-28391	21	1	for	for	ADP
bracis-28391	21	2	example	example	NOUN
bracis-28391	21	3	,	,	PUNCT
bracis-28391	21	4	given	give	VERB
bracis-28391	21	5	a	a	DET
bracis-28391	21	6	face	face	NOUN
bracis-28391	21	7	covered	cover	VERB
bracis-28391	21	8	with	with	ADP
bracis-28391	21	9	a	a	DET
bracis-28391	21	10	surgical	surgical	ADJ
bracis-28391	21	11	mask	mask	NOUN
bracis-28391	21	12	,	,	PUNCT
bracis-28391	21	13	the	the	DET
bracis-28391	21	14	mouth	mouth	NOUN
bracis-28391	21	15	may	may	AUX
bracis-28391	21	16	be	be	AUX
bracis-28391	21	17	smiling	smile	VERB
bracis-28391	21	18	in	in	ADP
bracis-28391	21	19	the	the	DET
bracis-28391	21	20	ground	ground	NOUN
bracis-28391	21	21	-	-	PUNCT
bracis-28391	21	22	truth	truth	NOUN
bracis-28391	21	23	image	image	NOUN
bracis-28391	21	24	whereas	whereas	SCONJ
bracis-28391	21	25	it	it	PRON
bracis-28391	21	26	is	be	AUX
bracis-28391	21	27	closed	close	VERB
bracis-28391	21	28	after	after	ADP
bracis-28391	21	29	reconstruction	reconstruction	NOUN
bracis-28391	21	30	.	.	PUNCT
bracis-28391	22	1	third	third	ADV
bracis-28391	22	2	,	,	PUNCT
bracis-28391	22	3	the	the	DET
bracis-28391	22	4	set	set	NOUN
bracis-28391	22	5	of	of	ADP
bracis-28391	22	6	possible	possible	ADJ
bracis-28391	22	7	solutions	solution	NOUN
bracis-28391	22	8	is	be	AUX
bracis-28391	22	9	restricted	restrict	VERB
bracis-28391	22	10	by	by	ADP
bracis-28391	22	11	the	the	DET
bracis-28391	22	12	overall	overall	ADJ
bracis-28391	22	13	content	content	NOUN
bracis-28391	22	14	,	,	PUNCT
bracis-28391	22	15	as	as	SCONJ
bracis-28391	22	16	the	the	DET
bracis-28391	22	17	restoration	restoration	NOUN
bracis-28391	22	18	must	must	AUX
bracis-28391	22	19	preserve	preserve	VERB
bracis-28391	22	20	the	the	DET
bracis-28391	22	21	subject	subject	NOUN
bracis-28391	22	22	’s	’s	PART
bracis-28391	22	23	skin	skin	NOUN
bracis-28391	22	24	and	and	CCONJ
bracis-28391	22	25	hair	hair	NOUN
bracis-28391	22	26	texture	texture	NOUN
bracis-28391	22	27	,	,	PUNCT
bracis-28391	22	28	facial	facial	ADJ
bracis-28391	22	29	symmetry	symmetry	NOUN
bracis-28391	22	30	,	,	PUNCT
bracis-28391	22	31	structure	structure	NOUN
bracis-28391	22	32	and	and	CCONJ
bracis-28391	22	33	expression	expression	NOUN
bracis-28391	22	34	,	,	PUNCT
bracis-28391	22	35	along	along	ADP
bracis-28391	22	36	with	with	ADP
bracis-28391	22	37	variations	variation	NOUN
bracis-28391	22	38	of	of	ADP
bracis-28391	22	39	illumination	illumination	NOUN
bracis-28391	22	40	and	and	CCONJ
bracis-28391	22	41	pose	pose	VERB
bracis-28391	22	42	.	.	PUNCT
bracis-28391	23	1	fourth	fourth	ADJ
bracis-28391	23	2	,	,	PUNCT
bracis-28391	23	3	occlusions	occlusion	NOUN
bracis-28391	23	4	can	can	AUX
bracis-28391	23	5	appear	appear	VERB
bracis-28391	23	6	anywhere	anywhere	ADV
bracis-28391	23	7	in	in	ADP
bracis-28391	23	8	the	the	DET
bracis-28391	23	9	image	image	NOUN
bracis-28391	23	10	and	and	CCONJ
bracis-28391	23	11	may	may	AUX
bracis-28391	23	12	be	be	AUX
bracis-28391	23	13	of	of	ADP
bracis-28391	23	14	any	any	DET
bracis-28391	23	15	shape	shape	NOUN
bracis-28391	23	16	and	and	CCONJ
bracis-28391	23	17	size	size	NOUN
bracis-28391	23	18	.	.	PUNCT
bracis-28391	24	1	large	large	ADJ
bracis-28391	24	2	occlusions	occlusion	NOUN
bracis-28391	24	3	covering	cover	VERB
bracis-28391	24	4	both	both	DET
bracis-28391	24	5	sides	side	NOUN
bracis-28391	24	6	off	off	ADP
bracis-28391	24	7	the	the	DET
bracis-28391	24	8	face	face	NOUN
bracis-28391	24	9	are	be	AUX
bracis-28391	24	10	more	more	ADV
bracis-28391	24	11	difficult	difficult	ADJ
bracis-28391	24	12	to	to	PART
bracis-28391	24	13	restore	restore	VERB
bracis-28391	24	14	than	than	ADP
bracis-28391	24	15	small	small	ADJ
bracis-28391	24	16	ones	one	NOUN
bracis-28391	24	17	covering	cover	VERB
bracis-28391	24	18	just	just	ADV
bracis-28391	24	19	one	one	NUM
bracis-28391	24	20	side	side	NOUN
bracis-28391	24	21	.	.	PUNCT
bracis-28391	25	1	fifth	fifth	ADJ
bracis-28391	25	2	,	,	PUNCT
bracis-28391	25	3	unique	unique	ADJ
bracis-28391	25	4	facial	facial	ADJ
bracis-28391	25	5	marks	mark	NOUN
bracis-28391	25	6	such	such	ADJ
bracis-28391	25	7	as	as	ADP
bracis-28391	25	8	makeup	makeup	NOUN
bracis-28391	25	9	,	,	PUNCT
bracis-28391	25	10	tattoos	tattoo	NOUN
bracis-28391	25	11	,	,	PUNCT
bracis-28391	25	12	scars	scar	NOUN
bracis-28391	25	13	,	,	PUNCT
bracis-28391	25	14	stains	stain	NOUN
bracis-28391	25	15	,	,	PUNCT
bracis-28391	25	16	wrinkles	wrinkle	NOUN
bracis-28391	25	17	,	,	PUNCT
bracis-28391	25	18	and	and	CCONJ
bracis-28391	25	19	accessories	accessory	NOUN
bracis-28391	25	20	are	be	AUX
bracis-28391	25	21	difficult	difficult	ADJ
bracis-28391	25	22	to	to	PART
bracis-28391	25	23	recover	recover	VERB
bracis-28391	25	24	with	with	ADP
bracis-28391	25	25	no	no	DET
bracis-28391	25	26	reference	reference	NOUN
bracis-28391	25	27	image	image	NOUN
bracis-28391	25	28	.	.	PUNCT
bracis-28391	26	1	finally	finally	ADV
bracis-28391	26	2	,	,	PUNCT
bracis-28391	26	3	the	the	DET
bracis-28391	26	4	restored	restore	VERB
bracis-28391	26	5	area	area	NOUN
bracis-28391	26	6	must	must	AUX
bracis-28391	26	7	be	be	AUX
bracis-28391	26	8	visually	visually	ADV
bracis-28391	26	9	consistent	consistent	ADJ
bracis-28391	26	10	with	with	ADP
bracis-28391	26	11	the	the	DET
bracis-28391	26	12	neighboring	neighboring	NOUN
bracis-28391	26	13	region	region	NOUN
bracis-28391	26	14	,	,	PUNCT
bracis-28391	26	15	creating	create	VERB
bracis-28391	26	16	an	an	DET
bracis-28391	26	17	imperceptible	imperceptible	ADJ
bracis-28391	26	18	transition	transition	NOUN
bracis-28391	26	19	between	between	ADP
bracis-28391	26	20	them	they	PRON
bracis-28391	26	21	[	[	X
bracis-28391	26	22	1	1	NUM
bracis-28391	26	23	,	,	PUNCT
bracis-28391	26	24	38	38	NUM
bracis-28391	26	25	,	,	PUNCT
bracis-28391	26	26	44	44	NUM
bracis-28391	26	27	]	]	PUNCT
bracis-28391	26	28	.	.	PUNCT
bracis-28391	27	1	researchers	researcher	NOUN
bracis-28391	27	2	developed	develop	VERB
bracis-28391	27	3	new	new	ADJ
bracis-28391	27	4	methods	method	NOUN
bracis-28391	27	5	to	to	PART
bracis-28391	27	6	overcome	overcome	VERB
bracis-28391	27	7	these	these	DET
bracis-28391	27	8	challenges	challenge	NOUN
bracis-28391	27	9	and	and	CCONJ
bracis-28391	27	10	improve	improve	VERB
bracis-28391	27	11	the	the	DET
bracis-28391	27	12	quality	quality	NOUN
bracis-28391	27	13	of	of	ADP
bracis-28391	27	14	the	the	DET
bracis-28391	27	15	image	image	NOUN
bracis-28391	27	16	.	.	PUNCT
bracis-28391	28	1	the	the	DET
bracis-28391	28	2	most	most	ADV
bracis-28391	28	3	prominent	prominent	ADJ
bracis-28391	28	4	methods	method	NOUN
bracis-28391	28	5	are	be	AUX
bracis-28391	28	6	gan	gan	ADJ
bracis-28391	28	7	-	-	PUNCT
bracis-28391	28	8	based	base	VERB
bracis-28391	28	9	networks	network	NOUN
bracis-28391	28	10	that	that	PRON
bracis-28391	28	11	are	be	AUX
bracis-28391	28	12	able	able	ADJ
bracis-28391	28	13	to	to	PART
bracis-28391	28	14	reconstruct	reconstruct	VERB
bracis-28391	28	15	an	an	DET
bracis-28391	28	16	image	image	NOUN
bracis-28391	28	17	with	with	ADP
bracis-28391	28	18	photo	photo	NOUN
bracis-28391	28	19	-	-	PUNCT
bracis-28391	28	20	realism	realism	NOUN
bracis-28391	28	21	.	.	PUNCT
bracis-28391	29	1	modifications	modification	NOUN
bracis-28391	29	2	in	in	ADP
bracis-28391	29	3	the	the	DET
bracis-28391	29	4	gan	gan	ADJ
bracis-28391	29	5	architecture	architecture	NOUN
bracis-28391	29	6	with	with	ADP
bracis-28391	29	7	the	the	DET
bracis-28391	29	8	inclusion	inclusion	NOUN
bracis-28391	29	9	of	of	ADP
bracis-28391	29	10	new	new	ADJ
bracis-28391	29	11	building	building	NOUN
bracis-28391	29	12	blocks	block	NOUN
bracis-28391	29	13	,	,	PUNCT
bracis-28391	29	14	network	network	NOUN
bracis-28391	29	15	elements	element	NOUN
bracis-28391	29	16	and	and	CCONJ
bracis-28391	29	17	loss	loss	NOUN
bracis-28391	29	18	functions	function	NOUN
bracis-28391	29	19	address	address	VERB
bracis-28391	29	20	specific	specific	ADJ
bracis-28391	29	21	facial	facial	ADJ
bracis-28391	29	22	inpainting	inpainting	ADJ
bracis-28391	29	23	issues	issue	NOUN
bracis-28391	29	24	.	.	PUNCT
bracis-28391	30	1	this	this	DET
bracis-28391	30	2	reviewfootnote	reviewfootnote	ADJ
bracis-28391	30	3	1	1	NUM
bracis-28391	30	4	summarizes	summarize	NOUN
bracis-28391	30	5	these	these	DET
bracis-28391	30	6	developments	development	NOUN
bracis-28391	30	7	,	,	PUNCT
bracis-28391	30	8	building	build	VERB
bracis-28391	30	9	a	a	DET
bracis-28391	30	10	solid	solid	ADJ
bracis-28391	30	11	foundation	foundation	NOUN
bracis-28391	30	12	for	for	ADP
bracis-28391	30	13	future	future	ADJ
bracis-28391	30	14	research	research	NOUN
bracis-28391	30	15	.	.	PUNCT
bracis-28391	31	1	the	the	DET
bracis-28391	31	2	rest	rest	NOUN
bracis-28391	31	3	of	of	ADP
bracis-28391	31	4	the	the	DET
bracis-28391	31	5	article	article	NOUN
bracis-28391	31	6	is	be	AUX
bracis-28391	31	7	organized	organize	VERB
bracis-28391	31	8	as	as	SCONJ
bracis-28391	31	9	follows	follow	VERB
bracis-28391	31	10	.	.	PUNCT
bracis-28391	32	1	section	section	NOUN
bracis-28391	32	2	 	 	SPACE
bracis-28391	32	3	2	2	NUM
bracis-28391	32	4	describes	describe	VERB
bracis-28391	32	5	network	network	NOUN
bracis-28391	32	6	architecture	architecture	NOUN
bracis-28391	32	7	and	and	CCONJ
bracis-28391	32	8	components	component	NOUN
bracis-28391	32	9	and	and	CCONJ
bracis-28391	32	10	presents	present	NOUN
bracis-28391	32	11	methods	method	NOUN
bracis-28391	32	12	of	of	ADP
bracis-28391	32	13	training	train	VERB
bracis-28391	32	14	stability	stability	NOUN
bracis-28391	32	15	.	.	PUNCT
bracis-28391	33	1	section	section	NOUN
bracis-28391	33	2	.	.	PUNCT
bracis-28391	33	3	 	 	SPACE
bracis-28391	33	4	3	3	NUM
bracis-28391	33	5	discusses	discuss	VERB
bracis-28391	33	6	the	the	DET
bracis-28391	33	7	current	current	ADJ
bracis-28391	33	8	limitations	limitation	NOUN
bracis-28391	33	9	found	find	VERB
bracis-28391	33	10	in	in	ADP
bracis-28391	33	11	the	the	DET
bracis-28391	33	12	literature	literature	NOUN
bracis-28391	33	13	.	.	PUNCT
bracis-28391	34	1	finally	finally	ADV
bracis-28391	34	2	,	,	PUNCT
bracis-28391	34	3	we	we	PRON
bracis-28391	34	4	conclude	conclude	VERB
bracis-28391	34	5	in	in	ADP
bracis-28391	34	6	sect	sect	NOUN
bracis-28391	34	7	.	.	PUNCT
bracis-28391	34	8	 	 	SPACE
bracis-28391	35	1	4	4	NUM
bracis-28391	35	2	.	.	NOUN
bracis-28391	35	3	2	2	NUM
bracis-28391	35	4	theoretical	theoretical	ADJ
bracis-28391	35	5	background	background	NOUN
bracis-28391	35	6	the	the	DET
bracis-28391	35	7	network	network	NOUN
bracis-28391	35	8	used	use	VERB
bracis-28391	35	9	for	for	ADP
bracis-28391	35	10	image	image	NOUN
bracis-28391	35	11	inpainting	inpainte	VERB
bracis-28391	35	12	consists	consist	NOUN
bracis-28391	35	13	of	of	ADP
bracis-28391	35	14	a	a	DET
bracis-28391	35	15	number	number	NOUN
bracis-28391	35	16	of	of	ADP
bracis-28391	35	17	components	component	NOUN
bracis-28391	35	18	and	and	CCONJ
bracis-28391	35	19	elements	element	NOUN
bracis-28391	35	20	that	that	PRON
bracis-28391	35	21	contribute	contribute	VERB
bracis-28391	35	22	to	to	ADP
bracis-28391	35	23	the	the	DET
bracis-28391	35	24	final	final	ADJ
bracis-28391	35	25	result	result	NOUN
bracis-28391	35	26	.	.	PUNCT
bracis-28391	36	1	this	this	DET
bracis-28391	36	2	section	section	NOUN
bracis-28391	36	3	discusses	discuss	VERB
bracis-28391	36	4	the	the	DET
bracis-28391	36	5	main	main	ADJ
bracis-28391	36	6	network	network	NOUN
bracis-28391	36	7	structures	structure	NOUN
bracis-28391	36	8	found	find	VERB
bracis-28391	36	9	in	in	ADP
bracis-28391	36	10	the	the	DET
bracis-28391	36	11	literature	literature	NOUN
bracis-28391	36	12	.	.	PUNCT
bracis-28391	37	1	2.1	2.1	NUM
bracis-28391	37	2	network	network	NOUN
bracis-28391	37	3	architecture	architecture	NOUN
bracis-28391	37	4	generative	generative	VERB
bracis-28391	37	5	adversarial	adversarial	ADJ
bracis-28391	37	6	networks	network	NOUN
bracis-28391	37	7	(	(	PUNCT
bracis-28391	37	8	gan	gan	PROPN
bracis-28391	37	9	)	)	PUNCT
bracis-28391	37	10	.	.	PUNCT
bracis-28391	38	1	generative	generative	ADJ
bracis-28391	38	2	adversarial	adversarial	ADJ
bracis-28391	38	3	networks	network	NOUN
bracis-28391	38	4	(	(	PUNCT
bracis-28391	38	5	gan	gan	NOUN
bracis-28391	38	6	)	)	PUNCT
bracis-28391	38	7	consist	consist	NOUN
bracis-28391	38	8	of	of	ADP
bracis-28391	38	9	a	a	DET
bracis-28391	38	10	generator	generator	NOUN
bracis-28391	38	11	and	and	CCONJ
bracis-28391	38	12	discriminator	discriminator	NOUN
bracis-28391	38	13	networks	network	NOUN
bracis-28391	38	14	[	[	X
bracis-28391	38	15	12	12	NUM
bracis-28391	38	16	]	]	PUNCT
bracis-28391	38	17	.	.	PUNCT
bracis-28391	39	1	the	the	DET
bracis-28391	39	2	generator	generator	NOUN
bracis-28391	39	3	creates	create	VERB
bracis-28391	39	4	images	image	NOUN
bracis-28391	39	5	from	from	ADP
bracis-28391	39	6	simple	simple	ADJ
bracis-28391	39	7	random	random	ADJ
bracis-28391	39	8	noise	noise	NOUN
bracis-28391	39	9	,	,	PUNCT
bracis-28391	39	10	usually	usually	ADV
bracis-28391	39	11	following	follow	VERB
bracis-28391	39	12	a	a	DET
bracis-28391	39	13	uniform	uniform	ADJ
bracis-28391	39	14	or	or	CCONJ
bracis-28391	39	15	spherical	spherical	ADJ
bracis-28391	39	16	gaussian	gaussian	ADJ
bracis-28391	39	17	distribution	distribution	NOUN
bracis-28391	39	18	[	[	X
bracis-28391	39	19	13	13	NUM
bracis-28391	39	20	]	]	PUNCT
bracis-28391	39	21	.	.	PUNCT
bracis-28391	40	1	the	the	DET
bracis-28391	40	2	discriminator	discriminator	NOUN
bracis-28391	40	3	is	be	AUX
bracis-28391	40	4	a	a	DET
bracis-28391	40	5	classifier	classifier	NOUN
bracis-28391	40	6	that	that	PRON
bracis-28391	40	7	distinguishes	distinguish	VERB
bracis-28391	40	8	between	between	ADP
bracis-28391	40	9	real	real	ADJ
bracis-28391	40	10	and	and	CCONJ
bracis-28391	40	11	fake	fake	ADJ
bracis-28391	40	12	images	image	NOUN
bracis-28391	40	13	.	.	PUNCT
bracis-28391	41	1	both	both	DET
bracis-28391	41	2	networks	network	NOUN
bracis-28391	41	3	play	play	VERB
bracis-28391	41	4	an	an	DET
bracis-28391	41	5	adversarial	adversarial	ADJ
bracis-28391	41	6	game	game	NOUN
bracis-28391	41	7	in	in	ADP
bracis-28391	41	8	which	which	PRON
bracis-28391	41	9	the	the	DET
bracis-28391	41	10	generator	generator	NOUN
bracis-28391	41	11	tries	try	VERB
bracis-28391	41	12	to	to	PART
bracis-28391	41	13	fool	fool	VERB
bracis-28391	41	14	the	the	DET
bracis-28391	41	15	discriminator	discriminator	NOUN
bracis-28391	41	16	by	by	ADP
bracis-28391	41	17	gradually	gradually	ADV
bracis-28391	41	18	improving	improve	VERB
bracis-28391	41	19	the	the	DET
bracis-28391	41	20	image	image	NOUN
bracis-28391	41	21	quality	quality	NOUN
bracis-28391	41	22	.	.	PUNCT
bracis-28391	42	1	they	they	PRON
bracis-28391	42	2	are	be	AUX
bracis-28391	42	3	trained	train	VERB
bracis-28391	42	4	in	in	ADP
bracis-28391	42	5	alternation	alternation	NOUN
bracis-28391	42	6	until	until	SCONJ
bracis-28391	42	7	the	the	DET
bracis-28391	42	8	discriminator	discriminator	NOUN
bracis-28391	42	9	is	be	AUX
bracis-28391	42	10	unable	unable	ADJ
bracis-28391	42	11	to	to	PART
bracis-28391	42	12	distinguish	distinguish	VERB
bracis-28391	42	13	the	the	DET
bracis-28391	42	14	synthetic	synthetic	NOUN
bracis-28391	42	15	from	from	ADP
bracis-28391	42	16	real	real	ADJ
bracis-28391	42	17	images	image	NOUN
bracis-28391	42	18	 	 	SPACE
bracis-28391	43	1	[	[	X
bracis-28391	43	2	12	12	NUM
bracis-28391	43	3	]	]	PUNCT
bracis-28391	43	4	.	.	PUNCT
bracis-28391	44	1	figure	figure	NOUN
bracis-28391	44	2	 	 	SPACE
bracis-28391	44	3	1	1	NUM
bracis-28391	44	4	shows	show	VERB
bracis-28391	44	5	the	the	DET
bracis-28391	44	6	gan	gan	PROPN
bracis-28391	44	7	architecture	architecture	NOUN
bracis-28391	44	8	.	.	PUNCT
bracis-28391	45	1	fig	fig	NOUN
bracis-28391	45	2	.	.	PUNCT
bracis-28391	46	1	1	1	X
bracis-28391	46	2	.	.	X
bracis-28391	46	3	original	original	ADJ
bracis-28391	46	4	gan	gan	ADJ
bracis-28391	46	5	architecture	architecture	NOUN
bracis-28391	46	6	proposed	propose	VERB
bracis-28391	46	7	by	by	ADP
bracis-28391	46	8	goodfellow	goodfellow	PROPN
bracis-28391	46	9	et	et	PROPN
bracis-28391	46	10	al	al	PROPN
bracis-28391	46	11	.	.	PUNCT
bracis-28391	47	1	[	[	X
bracis-28391	47	2	12	12	NUM
bracis-28391	47	3	]	]	PUNCT
bracis-28391	47	4	.	.	PUNCT
bracis-28391	48	1	the	the	DET
bracis-28391	48	2	generator	generator	NOUN
bracis-28391	48	3	receives	receive	VERB
bracis-28391	48	4	a	a	DET
bracis-28391	48	5	random	random	ADJ
bracis-28391	48	6	noise	noise	NOUN
bracis-28391	48	7	vector	vector	NOUN
bracis-28391	48	8	as	as	ADP
bracis-28391	48	9	input	input	NOUN
bracis-28391	48	10	and	and	CCONJ
bracis-28391	48	11	creates	create	VERB
bracis-28391	48	12	fake	fake	ADJ
bracis-28391	48	13	images	image	NOUN
bracis-28391	48	14	.	.	PUNCT
bracis-28391	49	1	the	the	DET
bracis-28391	49	2	discriminator	discriminator	NOUN
bracis-28391	49	3	is	be	AUX
bracis-28391	49	4	a	a	DET
bracis-28391	49	5	classifier	classifier	NOUN
bracis-28391	49	6	that	that	PRON
bracis-28391	49	7	evaluates	evaluate	VERB
bracis-28391	49	8	whether	whether	SCONJ
bracis-28391	49	9	the	the	DET
bracis-28391	49	10	image	image	NOUN
bracis-28391	49	11	is	be	AUX
bracis-28391	49	12	real	real	ADJ
bracis-28391	49	13	or	or	CCONJ
bracis-28391	49	14	fake	fake	ADJ
bracis-28391	49	15	.	.	PUNCT
bracis-28391	50	1	full	full	ADJ
bracis-28391	50	2	size	size	NOUN
bracis-28391	50	3	image	image	NOUN
bracis-28391	50	4	in	in	ADP
bracis-28391	50	5	image	image	NOUN
bracis-28391	50	6	inpainting	inpainte	VERB
bracis-28391	50	7	and	and	CCONJ
bracis-28391	50	8	de	de	NOUN
bracis-28391	50	9	-	-	NOUN
bracis-28391	50	10	occlusion	occlusion	NOUN
bracis-28391	50	11	,	,	PUNCT
bracis-28391	50	12	the	the	DET
bracis-28391	50	13	generator	generator	NOUN
bracis-28391	50	14	input	input	NOUN
bracis-28391	50	15	is	be	AUX
bracis-28391	50	16	a	a	DET
bracis-28391	50	17	set	set	NOUN
bracis-28391	50	18	of	of	ADP
bracis-28391	50	19	occluded	occluded	ADJ
bracis-28391	50	20	images	image	NOUN
bracis-28391	50	21	instead	instead	ADV
bracis-28391	50	22	of	of	ADP
bracis-28391	50	23	random	random	ADJ
bracis-28391	50	24	noise	noise	NOUN
bracis-28391	50	25	.	.	PUNCT
bracis-28391	51	1	after	after	ADP
bracis-28391	51	2	training	training	NOUN
bracis-28391	51	3	,	,	PUNCT
bracis-28391	51	4	only	only	ADV
bracis-28391	51	5	the	the	DET
bracis-28391	51	6	generator	generator	NOUN
bracis-28391	51	7	is	be	AUX
bracis-28391	51	8	used	use	VERB
bracis-28391	51	9	to	to	PART
bracis-28391	51	10	infer	infer	VERB
bracis-28391	51	11	new	new	ADJ
bracis-28391	51	12	images	image	NOUN
bracis-28391	51	13	and	and	CCONJ
bracis-28391	51	14	the	the	DET
bracis-28391	51	15	discriminator	discriminator	NOUN
bracis-28391	51	16	is	be	AUX
bracis-28391	51	17	removed	remove	VERB
bracis-28391	51	18	.	.	PUNCT
bracis-28391	52	1	figure	figure	NOUN
bracis-28391	52	2	 	 	SPACE
bracis-28391	52	3	2	2	NUM
bracis-28391	52	4	illustrates	illustrate	VERB
bracis-28391	52	5	the	the	DET
bracis-28391	52	6	basic	basic	ADJ
bracis-28391	52	7	gan	gan	NOUN
bracis-28391	52	8	architecture	architecture	NOUN
bracis-28391	52	9	used	use	VERB
bracis-28391	52	10	in	in	ADP
bracis-28391	52	11	image	image	NOUN
bracis-28391	52	12	de	de	NOUN
bracis-28391	52	13	-	-	NOUN
bracis-28391	52	14	occlusion	occlusion	NOUN
bracis-28391	52	15	and	and	CCONJ
bracis-28391	52	16	inpainting	inpainting	NOUN
bracis-28391	52	17	.	.	PUNCT
bracis-28391	53	1	variations	variation	NOUN
bracis-28391	53	2	of	of	ADP
bracis-28391	53	3	this	this	DET
bracis-28391	53	4	architecture	architecture	NOUN
bracis-28391	53	5	found	find	VERB
bracis-28391	53	6	in	in	ADP
bracis-28391	53	7	the	the	DET
bracis-28391	53	8	literature	literature	NOUN
bracis-28391	53	9	are	be	AUX
bracis-28391	53	10	described	describe	VERB
bracis-28391	53	11	in	in	ADP
bracis-28391	53	12	the	the	DET
bracis-28391	53	13	next	next	ADJ
bracis-28391	53	14	sections	section	NOUN
bracis-28391	53	15	.	.	PUNCT
bracis-28391	54	1	fig	fig	NOUN
bracis-28391	54	2	.	.	PUNCT
bracis-28391	55	1	2	2	X
bracis-28391	55	2	.	.	X
bracis-28391	55	3	gan	gan	ADJ
bracis-28391	55	4	architecture	architecture	NOUN
bracis-28391	55	5	used	use	VERB
bracis-28391	55	6	in	in	ADP
bracis-28391	55	7	image	image	NOUN
bracis-28391	55	8	de	de	NOUN
bracis-28391	55	9	-	-	NOUN
bracis-28391	55	10	occlusion	occlusion	NOUN
bracis-28391	55	11	and	and	CCONJ
bracis-28391	55	12	inpainting	inpainting	ADJ
bracis-28391	55	13	.	.	PUNCT
bracis-28391	56	1	instead	instead	ADV
bracis-28391	56	2	of	of	ADP
bracis-28391	56	3	random	random	ADJ
bracis-28391	56	4	noise	noise	NOUN
bracis-28391	56	5	,	,	PUNCT
bracis-28391	56	6	the	the	DET
bracis-28391	56	7	generator	generator	NOUN
bracis-28391	56	8	receives	receive	VERB
bracis-28391	56	9	occluded	occluded	ADJ
bracis-28391	56	10	images	image	NOUN
bracis-28391	56	11	as	as	ADP
bracis-28391	56	12	input	input	NOUN
bracis-28391	56	13	and	and	CCONJ
bracis-28391	56	14	creates	create	VERB
bracis-28391	56	15	occlusion	occlusion	NOUN
bracis-28391	56	16	-	-	PUNCT
bracis-28391	56	17	free	free	ADJ
bracis-28391	56	18	images	image	NOUN
bracis-28391	56	19	.	.	PUNCT
bracis-28391	57	1	full	full	ADJ
bracis-28391	57	2	size	size	NOUN
bracis-28391	57	3	image	image	NOUN
bracis-28391	57	4	two	two	NUM
bracis-28391	57	5	-	-	PUNCT
bracis-28391	57	6	stage	stage	NOUN
bracis-28391	57	7	network	network	NOUN
bracis-28391	57	8	.	.	PUNCT
bracis-28391	58	1	splitting	split	VERB
bracis-28391	58	2	the	the	DET
bracis-28391	58	3	inpainting	inpainting	ADJ
bracis-28391	58	4	process	process	NOUN
bracis-28391	58	5	into	into	ADP
bracis-28391	58	6	two	two	NUM
bracis-28391	58	7	or	or	CCONJ
bracis-28391	58	8	more	more	ADJ
bracis-28391	58	9	stages	stage	NOUN
bracis-28391	58	10	improves	improve	VERB
bracis-28391	58	11	the	the	DET
bracis-28391	58	12	image	image	NOUN
bracis-28391	58	13	quality	quality	NOUN
bracis-28391	58	14	.	.	PUNCT
bracis-28391	59	1	in	in	ADP
bracis-28391	59	2	this	this	DET
bracis-28391	59	3	setting	setting	NOUN
bracis-28391	59	4	,	,	PUNCT
bracis-28391	59	5	each	each	DET
bracis-28391	59	6	stage	stage	NOUN
bracis-28391	59	7	is	be	AUX
bracis-28391	59	8	responsible	responsible	ADJ
bracis-28391	59	9	for	for	ADP
bracis-28391	59	10	a	a	DET
bracis-28391	59	11	portion	portion	NOUN
bracis-28391	59	12	of	of	ADP
bracis-28391	59	13	the	the	DET
bracis-28391	59	14	restoration	restoration	NOUN
bracis-28391	59	15	process	process	NOUN
bracis-28391	59	16	.	.	PUNCT
bracis-28391	60	1	the	the	DET
bracis-28391	60	2	most	most	ADV
bracis-28391	60	3	common	common	ADJ
bracis-28391	60	4	approaches	approach	NOUN
bracis-28391	60	5	are	be	AUX
bracis-28391	60	6	coarse	coarse	NOUN
bracis-28391	60	7	-	-	PUNCT
bracis-28391	60	8	to	to	ADP
bracis-28391	60	9	-	-	PUNCT
bracis-28391	60	10	fine	fine	ADJ
bracis-28391	60	11	and	and	CCONJ
bracis-28391	60	12	prior	prior	ADJ
bracis-28391	60	13	information	information	NOUN
bracis-28391	60	14	.	.	PUNCT
bracis-28391	61	1	in	in	ADP
bracis-28391	61	2	the	the	DET
bracis-28391	61	3	coarse	coarse	NOUN
bracis-28391	61	4	-	-	PUNCT
bracis-28391	61	5	to	to	ADP
bracis-28391	61	6	-	-	PUNCT
bracis-28391	61	7	fine	fine	ADJ
bracis-28391	61	8	approach	approach	NOUN
bracis-28391	61	9	,	,	PUNCT
bracis-28391	61	10	the	the	DET
bracis-28391	61	11	first	first	ADJ
bracis-28391	61	12	stage	stage	NOUN
bracis-28391	61	13	creates	create	VERB
bracis-28391	61	14	an	an	DET
bracis-28391	61	15	initial	initial	ADJ
bracis-28391	61	16	coarse	coarse	ADJ
bracis-28391	61	17	prediction	prediction	NOUN
bracis-28391	61	18	of	of	ADP
bracis-28391	61	19	the	the	DET
bracis-28391	61	20	de	de	ADJ
bracis-28391	61	21	-	-	ADJ
bracis-28391	61	22	occluded	occluded	ADJ
bracis-28391	61	23	image	image	NOUN
bracis-28391	61	24	and	and	CCONJ
bracis-28391	61	25	the	the	DET
bracis-28391	61	26	second	second	ADJ
bracis-28391	61	27	stage	stage	NOUN
bracis-28391	61	28	takes	take	VERB
bracis-28391	61	29	the	the	DET
bracis-28391	61	30	result	result	NOUN
bracis-28391	61	31	of	of	ADP
bracis-28391	61	32	the	the	DET
bracis-28391	61	33	first	first	ADJ
bracis-28391	61	34	stage	stage	NOUN
bracis-28391	61	35	as	as	ADP
bracis-28391	61	36	input	input	NOUN
bracis-28391	61	37	and	and	CCONJ
bracis-28391	61	38	refines	refine	VERB
bracis-28391	61	39	the	the	DET
bracis-28391	61	40	prediction	prediction	NOUN
bracis-28391	61	41	[	[	X
bracis-28391	61	42	45	45	NUM
bracis-28391	61	43	]	]	PUNCT
bracis-28391	61	44	.	.	PUNCT
bracis-28391	62	1	this	this	DET
bracis-28391	62	2	method	method	NOUN
bracis-28391	62	3	gained	gain	VERB
bracis-28391	62	4	popularity	popularity	NOUN
bracis-28391	62	5	for	for	ADP
bracis-28391	62	6	its	its	PRON
bracis-28391	62	7	higher	high	ADJ
bracis-28391	62	8	performance	performance	NOUN
bracis-28391	62	9	compared	compare	VERB
bracis-28391	62	10	to	to	ADP
bracis-28391	62	11	single	single	ADJ
bracis-28391	62	12	-	-	PUNCT
bracis-28391	62	13	stage	stage	NOUN
bracis-28391	62	14	networks	network	NOUN
bracis-28391	62	15	[	[	X
bracis-28391	62	16	4	4	NUM
bracis-28391	62	17	,	,	PUNCT
bracis-28391	62	18	9	9	NUM
bracis-28391	62	19	,	,	PUNCT
bracis-28391	62	20	14	14	NUM
bracis-28391	62	21	,	,	PUNCT
bracis-28391	62	22	44	44	NUM
bracis-28391	62	23	,	,	PUNCT
bracis-28391	62	24	45	45	NUM
bracis-28391	62	25	]	]	PUNCT
bracis-28391	62	26	.	.	PUNCT
bracis-28391	63	1	figure	figure	NOUN
bracis-28391	63	2	 	 	SPACE
bracis-28391	63	3	3	3	NUM
bracis-28391	63	4	illustrates	illustrate	VERB
bracis-28391	63	5	a	a	DET
bracis-28391	63	6	two	two	NUM
bracis-28391	63	7	-	-	PUNCT
bracis-28391	63	8	stage	stage	NOUN
bracis-28391	63	9	network	network	NOUN
bracis-28391	63	10	with	with	ADP
bracis-28391	63	11	the	the	DET
bracis-28391	63	12	coarse	coarse	NOUN
bracis-28391	63	13	-	-	PUNCT
bracis-28391	63	14	to	to	ADP
bracis-28391	63	15	-	-	PUNCT
bracis-28391	63	16	fine	fine	ADJ
bracis-28391	63	17	approach	approach	NOUN
bracis-28391	63	18	.	.	PUNCT
bracis-28391	64	1	prior	prior	ADJ
bracis-28391	64	2	information	information	NOUN
bracis-28391	64	3	such	such	ADJ
bracis-28391	64	4	as	as	ADP
bracis-28391	64	5	landmarks	landmark	NOUN
bracis-28391	64	6	,	,	PUNCT
bracis-28391	64	7	edges	edge	NOUN
bracis-28391	64	8	,	,	PUNCT
bracis-28391	64	9	or	or	CCONJ
bracis-28391	64	10	semantic	semantic	ADJ
bracis-28391	64	11	segmentation	segmentation	NOUN
bracis-28391	64	12	maps	map	NOUN
bracis-28391	64	13	provides	provide	VERB
bracis-28391	64	14	spatial	spatial	ADJ
bracis-28391	64	15	and	and	CCONJ
bracis-28391	64	16	structural	structural	ADJ
bracis-28391	64	17	information	information	NOUN
bracis-28391	64	18	,	,	PUNCT
bracis-28391	64	19	guiding	guide	VERB
bracis-28391	64	20	the	the	DET
bracis-28391	64	21	inpainting	inpainte	VERB
bracis-28391	64	22	process	process	NOUN
bracis-28391	64	23	.	.	PUNCT
bracis-28391	65	1	this	this	PRON
bracis-28391	65	2	allows	allow	VERB
bracis-28391	65	3	the	the	DET
bracis-28391	65	4	inpainting	inpainting	ADJ
bracis-28391	65	5	network	network	NOUN
bracis-28391	65	6	to	to	PART
bracis-28391	65	7	build	build	VERB
bracis-28391	65	8	the	the	DET
bracis-28391	65	9	face	face	NOUN
bracis-28391	65	10	with	with	ADP
bracis-28391	65	11	realistic	realistic	ADJ
bracis-28391	65	12	structure	structure	NOUN
bracis-28391	65	13	and	and	CCONJ
bracis-28391	65	14	facial	facial	ADJ
bracis-28391	65	15	expressions	expression	NOUN
bracis-28391	65	16	.	.	PUNCT
bracis-28391	66	1	in	in	ADP
bracis-28391	66	2	general	general	ADJ
bracis-28391	66	3	,	,	PUNCT
bracis-28391	66	4	the	the	DET
bracis-28391	66	5	prior	prior	ADJ
bracis-28391	66	6	network	network	NOUN
bracis-28391	66	7	is	be	AUX
bracis-28391	66	8	trained	train	VERB
bracis-28391	66	9	to	to	PART
bracis-28391	66	10	detect	detect	VERB
bracis-28391	66	11	landmarks	landmark	NOUN
bracis-28391	66	12	,	,	PUNCT
bracis-28391	66	13	edges	edge	NOUN
bracis-28391	66	14	or	or	CCONJ
bracis-28391	66	15	semantic	semantic	ADJ
bracis-28391	66	16	segmentation	segmentation	NOUN
bracis-28391	66	17	and	and	CCONJ
bracis-28391	66	18	create	create	VERB
bracis-28391	66	19	the	the	DET
bracis-28391	66	20	respective	respective	ADJ
bracis-28391	66	21	maps	map	NOUN
bracis-28391	66	22	which	which	PRON
bracis-28391	66	23	are	be	AUX
bracis-28391	66	24	used	use	VERB
bracis-28391	66	25	by	by	ADP
bracis-28391	66	26	the	the	DET
bracis-28391	66	27	inpainting	inpainting	ADJ
bracis-28391	66	28	network	network	NOUN
bracis-28391	66	29	to	to	PART
bracis-28391	66	30	guide	guide	VERB
bracis-28391	66	31	the	the	DET
bracis-28391	66	32	completion	completion	NOUN
bracis-28391	66	33	process	process	NOUN
bracis-28391	66	34	.	.	PUNCT
bracis-28391	67	1	the	the	DET
bracis-28391	67	2	landmark	landmark	NOUN
bracis-28391	67	3	map	map	NOUN
bracis-28391	67	4	improves	improve	VERB
bracis-28391	67	5	the	the	DET
bracis-28391	67	6	perceptual	perceptual	ADJ
bracis-28391	67	7	quality	quality	NOUN
bracis-28391	67	8	of	of	ADP
bracis-28391	67	9	the	the	DET
bracis-28391	67	10	image	image	NOUN
bracis-28391	67	11	,	,	PUNCT
bracis-28391	67	12	providing	provide	VERB
bracis-28391	67	13	spatial	spatial	ADJ
bracis-28391	67	14	consistency	consistency	NOUN
bracis-28391	67	15	in	in	ADP
bracis-28391	67	16	unaligned	unaligned	ADJ
bracis-28391	67	17	faces	face	NOUN
bracis-28391	67	18	[	[	X
bracis-28391	67	19	38	38	NUM
bracis-28391	67	20	]	]	PUNCT
bracis-28391	67	21	.	.	PUNCT
bracis-28391	68	1	the	the	DET
bracis-28391	68	2	effect	effect	NOUN
bracis-28391	68	3	of	of	ADP
bracis-28391	68	4	landmarks	landmark	NOUN
bracis-28391	68	5	in	in	ADP
bracis-28391	68	6	image	image	NOUN
bracis-28391	68	7	inpainting	inpainte	VERB
bracis-28391	68	8	is	be	AUX
bracis-28391	68	9	so	so	ADV
bracis-28391	68	10	strong	strong	ADJ
bracis-28391	68	11	that	that	SCONJ
bracis-28391	68	12	swapping	swap	VERB
bracis-28391	68	13	the	the	DET
bracis-28391	68	14	map	map	NOUN
bracis-28391	68	15	of	of	ADP
bracis-28391	68	16	two	two	NUM
bracis-28391	68	17	persons	person	NOUN
bracis-28391	68	18	changes	change	VERB
bracis-28391	68	19	their	their	PRON
bracis-28391	68	20	identities	identity	NOUN
bracis-28391	68	21	and	and	CCONJ
bracis-28391	68	22	face	face	VERB
bracis-28391	68	23	expressions	expression	NOUN
bracis-28391	68	24	[	[	X
bracis-28391	68	25	43	43	NUM
bracis-28391	68	26	]	]	PUNCT
bracis-28391	68	27	.	.	PUNCT
bracis-28391	69	1	the	the	DET
bracis-28391	69	2	edge	edge	NOUN
bracis-28391	69	3	generator	generator	NOUN
bracis-28391	69	4	network	network	NOUN
bracis-28391	69	5	predicts	predict	VERB
bracis-28391	69	6	the	the	DET
bracis-28391	69	7	edge	edge	NOUN
bracis-28391	69	8	map	map	NOUN
bracis-28391	69	9	of	of	ADP
bracis-28391	69	10	the	the	DET
bracis-28391	69	11	occlusion	occlusion	NOUN
bracis-28391	69	12	-	-	PUNCT
bracis-28391	69	13	free	free	ADJ
bracis-28391	69	14	image	image	NOUN
bracis-28391	69	15	,	,	PUNCT
bracis-28391	69	16	which	which	PRON
bracis-28391	69	17	is	be	AUX
bracis-28391	69	18	later	later	ADV
bracis-28391	69	19	used	use	VERB
bracis-28391	69	20	to	to	PART
bracis-28391	69	21	guide	guide	VERB
bracis-28391	69	22	the	the	DET
bracis-28391	69	23	inpainting	inpainting	ADJ
bracis-28391	69	24	process	process	NOUN
bracis-28391	69	25	[	[	X
bracis-28391	69	26	36	36	NUM
bracis-28391	69	27	,	,	PUNCT
bracis-28391	69	28	42	42	NUM
bracis-28391	69	29	,	,	PUNCT
bracis-28391	69	30	50	50	NUM
bracis-28391	69	31	]	]	PUNCT
bracis-28391	69	32	.	.	PUNCT
bracis-28391	70	1	the	the	DET
bracis-28391	70	2	generator	generator	NOUN
bracis-28391	70	3	receives	receive	VERB
bracis-28391	70	4	the	the	DET
bracis-28391	70	5	masked	mask	VERB
bracis-28391	70	6	grayscale	grayscale	NOUN
bracis-28391	70	7	ground	ground	NOUN
bracis-28391	70	8	-	-	PUNCT
bracis-28391	70	9	truth	truth	NOUN
bracis-28391	70	10	image	image	NOUN
bracis-28391	70	11	,	,	PUNCT
bracis-28391	70	12	the	the	DET
bracis-28391	70	13	masked	masked	ADJ
bracis-28391	70	14	edge	edge	NOUN
bracis-28391	70	15	map	map	NOUN
bracis-28391	70	16	and	and	CCONJ
bracis-28391	70	17	the	the	DET
bracis-28391	70	18	binary	binary	PROPN
bracis-28391	70	19	mask	mask	NOUN
bracis-28391	70	20	indicating	indicate	VERB
bracis-28391	70	21	the	the	DET
bracis-28391	70	22	occluded	occluded	ADJ
bracis-28391	70	23	area	area	NOUN
bracis-28391	70	24	.	.	PUNCT
bracis-28391	71	1	likewise	likewise	ADV
bracis-28391	71	2	,	,	PUNCT
bracis-28391	71	3	a	a	DET
bracis-28391	71	4	parsing	parse	VERB
bracis-28391	71	5	network	network	NOUN
bracis-28391	71	6	creates	create	VERB
bracis-28391	71	7	an	an	DET
bracis-28391	71	8	occlusion	occlusion	NOUN
bracis-28391	71	9	-	-	PUNCT
bracis-28391	71	10	free	free	ADJ
bracis-28391	71	11	semantic	semantic	ADJ
bracis-28391	71	12	segmentation	segmentation	NOUN
bracis-28391	71	13	map	map	NOUN
bracis-28391	71	14	of	of	ADP
bracis-28391	71	15	the	the	DET
bracis-28391	71	16	original	original	ADJ
bracis-28391	71	17	occluded	occluded	ADJ
bracis-28391	71	18	image	image	NOUN
bracis-28391	71	19	,	,	PUNCT
bracis-28391	71	20	which	which	PRON
bracis-28391	71	21	guides	guide	VERB
bracis-28391	71	22	the	the	DET
bracis-28391	71	23	de	de	ADJ
bracis-28391	71	24	-	-	NOUN
bracis-28391	71	25	occlusion	occlusion	NOUN
bracis-28391	71	26	process	process	NOUN
bracis-28391	71	27	[	[	X
bracis-28391	71	28	35	35	NUM
bracis-28391	71	29	,	,	PUNCT
bracis-28391	71	30	46	46	NUM
bracis-28391	71	31	]	]	PUNCT
bracis-28391	71	32	.	.	PUNCT
bracis-28391	72	1	alternatively	alternatively	ADV
bracis-28391	72	2	,	,	PUNCT
bracis-28391	72	3	the	the	DET
bracis-28391	72	4	parsing	parse	VERB
bracis-28391	72	5	network	network	NOUN
bracis-28391	72	6	can	can	AUX
bracis-28391	72	7	provide	provide	VERB
bracis-28391	72	8	semantic	semantic	ADJ
bracis-28391	72	9	regularization	regularization	NOUN
bracis-28391	72	10	,	,	PUNCT
bracis-28391	72	11	where	where	SCONJ
bracis-28391	72	12	the	the	DET
bracis-28391	72	13	semantic	semantic	ADJ
bracis-28391	72	14	segmentation	segmentation	NOUN
bracis-28391	72	15	map	map	NOUN
bracis-28391	72	16	of	of	ADP
bracis-28391	72	17	the	the	DET
bracis-28391	72	18	generated	generate	VERB
bracis-28391	72	19	image	image	NOUN
bracis-28391	72	20	is	be	AUX
bracis-28391	72	21	compared	compare	VERB
bracis-28391	72	22	with	with	ADP
bracis-28391	72	23	the	the	DET
bracis-28391	72	24	ground	ground	NOUN
bracis-28391	72	25	-	-	PUNCT
bracis-28391	72	26	truth	truth	NOUN
bracis-28391	72	27	[	[	X
bracis-28391	72	28	11	11	NUM
bracis-28391	72	29	,	,	PUNCT
bracis-28391	72	30	27	27	NUM
bracis-28391	72	31	]	]	PUNCT
bracis-28391	72	32	.	.	PUNCT
bracis-28391	73	1	fig	fig	NOUN
bracis-28391	73	2	.	.	PUNCT
bracis-28391	74	1	3	3	X
bracis-28391	74	2	.	.	X
bracis-28391	74	3	the	the	DET
bracis-28391	74	4	two	two	NUM
bracis-28391	74	5	-	-	PUNCT
bracis-28391	74	6	stage	stage	NOUN
bracis-28391	74	7	architecture	architecture	NOUN
bracis-28391	74	8	consists	consist	VERB
bracis-28391	74	9	of	of	ADP
bracis-28391	74	10	a	a	DET
bracis-28391	74	11	coarse	coarse	NOUN
bracis-28391	74	12	and	and	CCONJ
bracis-28391	74	13	a	a	DET
bracis-28391	74	14	refinement	refinement	NOUN
bracis-28391	74	15	network	network	NOUN
bracis-28391	74	16	.	.	PUNCT
bracis-28391	75	1	full	full	ADJ
bracis-28391	75	2	size	size	NOUN
bracis-28391	75	3	image	image	NOUN
bracis-28391	75	4	2.2	2.2	NUM
bracis-28391	75	5	generator	generator	NOUN
bracis-28391	75	6	in	in	ADP
bracis-28391	75	7	gans	gan	NOUN
bracis-28391	75	8	,	,	PUNCT
bracis-28391	75	9	the	the	DET
bracis-28391	75	10	generator	generator	NOUN
bracis-28391	75	11	is	be	AUX
bracis-28391	75	12	any	any	DET
bracis-28391	75	13	neural	neural	ADJ
bracis-28391	75	14	network	network	NOUN
bracis-28391	75	15	able	able	ADJ
bracis-28391	75	16	to	to	PART
bracis-28391	75	17	create	create	VERB
bracis-28391	75	18	the	the	DET
bracis-28391	75	19	probability	probability	NOUN
bracis-28391	75	20	distribution	distribution	NOUN
bracis-28391	75	21	of	of	ADP
bracis-28391	75	22	real	real	ADJ
bracis-28391	75	23	data	datum	NOUN
bracis-28391	75	24	[	[	X
bracis-28391	75	25	12	12	NUM
bracis-28391	75	26	,	,	PUNCT
bracis-28391	75	27	13	13	NUM
bracis-28391	75	28	]	]	PUNCT
bracis-28391	75	29	.	.	PUNCT
bracis-28391	76	1	then	then	ADV
bracis-28391	76	2	,	,	PUNCT
bracis-28391	76	3	sampling	sample	VERB
bracis-28391	76	4	from	from	ADP
bracis-28391	76	5	this	this	DET
bracis-28391	76	6	distribution	distribution	NOUN
bracis-28391	76	7	generates	generate	VERB
bracis-28391	76	8	completely	completely	ADV
bracis-28391	76	9	new	new	ADJ
bracis-28391	76	10	images	image	NOUN
bracis-28391	76	11	.	.	PUNCT
bracis-28391	77	1	the	the	DET
bracis-28391	77	2	input	input	NOUN
bracis-28391	77	3	to	to	ADP
bracis-28391	77	4	the	the	DET
bracis-28391	77	5	generator	generator	NOUN
bracis-28391	77	6	can	can	AUX
bracis-28391	77	7	be	be	AUX
bracis-28391	77	8	a	a	DET
bracis-28391	77	9	vector	vector	NOUN
bracis-28391	77	10	of	of	ADP
bracis-28391	77	11	random	random	ADJ
bracis-28391	77	12	noise	noise	NOUN
bracis-28391	77	13	,	,	PUNCT
bracis-28391	77	14	the	the	DET
bracis-28391	77	15	incomplete	incomplete	ADJ
bracis-28391	77	16	image	image	NOUN
bracis-28391	77	17	,	,	PUNCT
bracis-28391	77	18	semantic	semantic	ADJ
bracis-28391	77	19	segmentation	segmentation	NOUN
bracis-28391	77	20	map	map	NOUN
bracis-28391	77	21	,	,	PUNCT
bracis-28391	77	22	edge	edge	NOUN
bracis-28391	77	23	map	map	NOUN
bracis-28391	77	24	,	,	PUNCT
bracis-28391	77	25	landmarks	landmark	NOUN
bracis-28391	77	26	or	or	CCONJ
bracis-28391	77	27	binary	binary	NOUN
bracis-28391	77	28	mask	mask	NOUN
bracis-28391	77	29	.	.	PUNCT
bracis-28391	78	1	in	in	ADP
bracis-28391	78	2	face	face	NOUN
bracis-28391	78	3	image	image	NOUN
bracis-28391	78	4	de	de	NOUN
bracis-28391	78	5	-	-	NOUN
bracis-28391	78	6	occlusion	occlusion	NOUN
bracis-28391	78	7	and	and	CCONJ
bracis-28391	78	8	inpainting	inpainting	NOUN
bracis-28391	78	9	,	,	PUNCT
bracis-28391	78	10	the	the	DET
bracis-28391	78	11	generator	generator	NOUN
bracis-28391	78	12	can	can	AUX
bracis-28391	78	13	be	be	AUX
bracis-28391	78	14	an	an	DET
bracis-28391	78	15	encoder	encoder	NOUN
bracis-28391	78	16	-	-	PUNCT
bracis-28391	78	17	decoder	decoder	NOUN
bracis-28391	78	18	,	,	PUNCT
bracis-28391	78	19	u	u	NOUN
bracis-28391	78	20	-	-	NOUN
bracis-28391	78	21	net	net	ADJ
bracis-28391	78	22	,	,	PUNCT
bracis-28391	78	23	multi	multi	ADJ
bracis-28391	78	24	-	-	ADJ
bracis-28391	78	25	branch	branch	ADJ
bracis-28391	78	26	network	network	NOUN
bracis-28391	78	27	or	or	CCONJ
bracis-28391	78	28	any	any	DET
bracis-28391	78	29	variation	variation	NOUN
bracis-28391	78	30	.	.	PUNCT
bracis-28391	79	1	encoder	encoder	NOUN
bracis-28391	79	2	-	-	PUNCT
bracis-28391	79	3	decoder	decoder	NOUN
bracis-28391	79	4	and	and	CCONJ
bracis-28391	79	5	u	u	NOUN
bracis-28391	79	6	-	-	NOUN
bracis-28391	79	7	net	net	NOUN
bracis-28391	79	8	.	.	PUNCT
bracis-28391	80	1	an	an	DET
bracis-28391	80	2	encoder	encoder	NOUN
bracis-28391	80	3	-	-	PUNCT
bracis-28391	80	4	decoder	decoder	NOUN
bracis-28391	80	5	is	be	AUX
bracis-28391	80	6	a	a	DET
bracis-28391	80	7	generative	generative	ADJ
bracis-28391	80	8	model	model	NOUN
bracis-28391	80	9	trained	train	VERB
bracis-28391	80	10	to	to	PART
bracis-28391	80	11	reconstruct	reconstruct	VERB
bracis-28391	80	12	the	the	DET
bracis-28391	80	13	input	input	NOUN
bracis-28391	80	14	data	datum	NOUN
bracis-28391	80	15	in	in	ADP
bracis-28391	80	16	an	an	DET
bracis-28391	80	17	unsupervised	unsupervised	ADJ
bracis-28391	80	18	way	way	NOUN
bracis-28391	80	19	[	[	X
bracis-28391	80	20	34	34	NUM
bracis-28391	80	21	]	]	PUNCT
bracis-28391	80	22	.	.	PUNCT
bracis-28391	81	1	the	the	DET
bracis-28391	81	2	network	network	NOUN
bracis-28391	81	3	has	have	VERB
bracis-28391	81	4	a	a	DET
bracis-28391	81	5	symmetric	symmetric	ADJ
bracis-28391	81	6	architecture	architecture	NOUN
bracis-28391	81	7	comprised	comprise	VERB
bracis-28391	81	8	of	of	ADP
bracis-28391	81	9	an	an	DET
bracis-28391	81	10	encoder	encoder	NOUN
bracis-28391	81	11	and	and	CCONJ
bracis-28391	81	12	a	a	DET
bracis-28391	81	13	decoder	decoder	NOUN
bracis-28391	81	14	.	.	PUNCT
bracis-28391	82	1	the	the	DET
bracis-28391	82	2	encoder	encoder	NOUN
bracis-28391	82	3	consists	consist	VERB
bracis-28391	82	4	of	of	ADP
bracis-28391	82	5	a	a	DET
bracis-28391	82	6	stack	stack	NOUN
bracis-28391	82	7	of	of	ADP
bracis-28391	82	8	down	down	ADV
bracis-28391	82	9	-	-	PUNCT
bracis-28391	82	10	sampling	sample	VERB
bracis-28391	82	11	layers	layer	NOUN
bracis-28391	82	12	that	that	PRON
bracis-28391	82	13	compress	compress	VERB
bracis-28391	82	14	the	the	DET
bracis-28391	82	15	original	original	ADJ
bracis-28391	82	16	data	datum	NOUN
bracis-28391	82	17	into	into	ADP
bracis-28391	82	18	a	a	DET
bracis-28391	82	19	low	low	ADJ
bracis-28391	82	20	dimensional	dimensional	ADJ
bracis-28391	82	21	representation	representation	NOUN
bracis-28391	82	22	.	.	PUNCT
bracis-28391	83	1	the	the	DET
bracis-28391	83	2	decoder	decoder	NOUN
bracis-28391	83	3	part	part	NOUN
bracis-28391	83	4	contains	contain	VERB
bracis-28391	83	5	a	a	DET
bracis-28391	83	6	series	series	NOUN
bracis-28391	83	7	of	of	ADP
bracis-28391	83	8	up	up	ADV
bracis-28391	83	9	-	-	PUNCT
bracis-28391	83	10	sampling	sample	VERB
bracis-28391	83	11	layers	layer	NOUN
bracis-28391	83	12	that	that	PRON
bracis-28391	83	13	recover	recover	VERB
bracis-28391	83	14	the	the	DET
bracis-28391	83	15	original	original	ADJ
bracis-28391	83	16	information	information	NOUN
bracis-28391	83	17	.	.	PUNCT
bracis-28391	84	1	optionally	optionally	ADV
bracis-28391	84	2	,	,	PUNCT
bracis-28391	84	3	a	a	DET
bracis-28391	84	4	bottleneck	bottleneck	NOUN
bracis-28391	84	5	layer	layer	NOUN
bracis-28391	84	6	can	can	AUX
bracis-28391	84	7	be	be	AUX
bracis-28391	84	8	inserted	insert	VERB
bracis-28391	84	9	between	between	ADP
bracis-28391	84	10	the	the	DET
bracis-28391	84	11	encoder	encoder	NOUN
bracis-28391	84	12	and	and	CCONJ
bracis-28391	84	13	the	the	DET
bracis-28391	84	14	decoder	decoder	NOUN
bracis-28391	84	15	.	.	PUNCT
bracis-28391	85	1	this	this	DET
bracis-28391	85	2	layer	layer	NOUN
bracis-28391	85	3	converts	convert	VERB
bracis-28391	85	4	the	the	DET
bracis-28391	85	5	encoder	encoder	NOUN
bracis-28391	85	6	’s	’s	PART
bracis-28391	85	7	last	last	ADJ
bracis-28391	85	8	layer	layer	NOUN
bracis-28391	85	9	into	into	ADP
bracis-28391	85	10	a	a	DET
bracis-28391	85	11	vector	vector	NOUN
bracis-28391	85	12	with	with	ADP
bracis-28391	85	13	similar	similar	ADJ
bracis-28391	85	14	functionality	functionality	NOUN
bracis-28391	85	15	as	as	ADP
bracis-28391	85	16	the	the	DET
bracis-28391	85	17	random	random	ADJ
bracis-28391	85	18	noise	noise	NOUN
bracis-28391	85	19	vector	vector	NOUN
bracis-28391	85	20	in	in	ADP
bracis-28391	85	21	the	the	DET
bracis-28391	85	22	original	original	ADJ
bracis-28391	85	23	gan	gan	NOUN
bracis-28391	85	24	.	.	PUNCT
bracis-28391	86	1	the	the	DET
bracis-28391	86	2	encoder	encoder	NOUN
bracis-28391	86	3	-	-	PUNCT
bracis-28391	86	4	decoder	decoder	NOUN
bracis-28391	86	5	architecture	architecture	NOUN
bracis-28391	86	6	with	with	ADP
bracis-28391	86	7	the	the	DET
bracis-28391	86	8	bottleneck	bottleneck	NOUN
bracis-28391	86	9	layer	layer	NOUN
bracis-28391	86	10	is	be	AUX
bracis-28391	86	11	appropriate	appropriate	ADJ
bracis-28391	86	12	for	for	ADP
bracis-28391	86	13	image	image	NOUN
bracis-28391	86	14	inpainting	inpainte	VERB
bracis-28391	86	15	with	with	ADP
bracis-28391	86	16	gans	gan	NOUN
bracis-28391	86	17	.	.	PUNCT
bracis-28391	87	1	the	the	DET
bracis-28391	87	2	encoder	encoder	NOUN
bracis-28391	87	3	converts	convert	VERB
bracis-28391	87	4	the	the	DET
bracis-28391	87	5	occluded	occluded	ADJ
bracis-28391	87	6	image	image	NOUN
bracis-28391	87	7	into	into	ADP
bracis-28391	87	8	a	a	DET
bracis-28391	87	9	vector	vector	NOUN
bracis-28391	87	10	,	,	PUNCT
bracis-28391	87	11	and	and	CCONJ
bracis-28391	87	12	the	the	DET
bracis-28391	87	13	decoder	decoder	NOUN
bracis-28391	87	14	reconstructs	reconstruct	VERB
bracis-28391	87	15	the	the	DET
bracis-28391	87	16	de	de	ADJ
bracis-28391	87	17	-	-	ADJ
bracis-28391	87	18	occluded	occluded	ADJ
bracis-28391	87	19	face	face	NOUN
bracis-28391	87	20	from	from	ADP
bracis-28391	87	21	this	this	DET
bracis-28391	87	22	vector	vector	NOUN
bracis-28391	87	23	.	.	PUNCT
bracis-28391	88	1	the	the	DET
bracis-28391	88	2	u	u	NOUN
bracis-28391	88	3	-	-	NOUN
bracis-28391	88	4	net	net	NOUN
bracis-28391	88	5	has	have	VERB
bracis-28391	88	6	a	a	DET
bracis-28391	88	7	similar	similar	ADJ
bracis-28391	88	8	architecture	architecture	NOUN
bracis-28391	88	9	as	as	ADP
bracis-28391	88	10	the	the	DET
bracis-28391	88	11	encoder	encoder	NOUN
bracis-28391	88	12	-	-	PUNCT
bracis-28391	88	13	decoder	decoder	NOUN
bracis-28391	88	14	,	,	PUNCT
bracis-28391	88	15	where	where	SCONJ
bracis-28391	88	16	the	the	DET
bracis-28391	88	17	main	main	ADJ
bracis-28391	88	18	difference	difference	NOUN
bracis-28391	88	19	is	be	AUX
bracis-28391	88	20	the	the	DET
bracis-28391	88	21	skip	skip	ADJ
bracis-28391	88	22	connections	connection	NOUN
bracis-28391	88	23	concatenating	concatenate	VERB
bracis-28391	88	24	each	each	DET
bracis-28391	88	25	encoder	encoder	NOUN
bracis-28391	88	26	layer	layer	NOUN
bracis-28391	88	27	with	with	ADP
bracis-28391	88	28	the	the	DET
bracis-28391	88	29	corresponding	corresponding	ADJ
bracis-28391	88	30	symmetrical	symmetrical	ADJ
bracis-28391	88	31	decoder	decoder	NOUN
bracis-28391	88	32	layer	layer	NOUN
bracis-28391	88	33	.	.	PUNCT
bracis-28391	89	1	in	in	ADP
bracis-28391	89	2	the	the	DET
bracis-28391	89	3	original	original	ADJ
bracis-28391	89	4	architecture	architecture	NOUN
bracis-28391	89	5	[	[	X
bracis-28391	89	6	40	40	NUM
bracis-28391	89	7	]	]	PUNCT
bracis-28391	89	8	,	,	PUNCT
bracis-28391	89	9	the	the	DET
bracis-28391	89	10	u	u	ADJ
bracis-28391	89	11	-	-	ADJ
bracis-28391	89	12	net	net	ADJ
bracis-28391	89	13	encoder	encoder	NOUN
bracis-28391	89	14	is	be	AUX
bracis-28391	89	15	a	a	DET
bracis-28391	89	16	series	series	NOUN
bracis-28391	89	17	of	of	ADP
bracis-28391	89	18	3\(\times	3\(\times	PROPN
bracis-28391	89	19	\)3	\)3	PROPN
bracis-28391	89	20	convolutions	convolution	NOUN
bracis-28391	89	21	followed	follow	VERB
bracis-28391	89	22	by	by	ADP
bracis-28391	89	23	relu	relu	NOUN
bracis-28391	89	24	and	and	CCONJ
bracis-28391	89	25	2\(\times	2\(\time	NOUN
bracis-28391	89	26	\)2	\)2	PROPN
bracis-28391	89	27	max	max	PROPN
bracis-28391	89	28	pooling	pooling	NOUN
bracis-28391	89	29	,	,	PUNCT
bracis-28391	89	30	while	while	SCONJ
bracis-28391	89	31	the	the	DET
bracis-28391	89	32	decoder	decoder	NOUN
bracis-28391	89	33	is	be	AUX
bracis-28391	89	34	a	a	DET
bracis-28391	89	35	series	series	NOUN
bracis-28391	89	36	of	of	ADP
bracis-28391	89	37	up	up	ADP
bracis-28391	89	38	sampling	sample	VERB
bracis-28391	89	39	layers	layer	NOUN
bracis-28391	89	40	with	with	ADP
bracis-28391	89	41	2\(\times	2\(\time	NOUN
bracis-28391	89	42	\)2	\)2	NOUN
bracis-28391	89	43	kernel	kernel	NOUN
bracis-28391	89	44	,	,	PUNCT
bracis-28391	89	45	a	a	DET
bracis-28391	89	46	concatenation	concatenation	NOUN
bracis-28391	89	47	with	with	ADP
bracis-28391	89	48	the	the	DET
bracis-28391	89	49	corresponding	correspond	VERB
bracis-28391	89	50	encoder	encoder	NOUN
bracis-28391	89	51	layer	layer	NOUN
bracis-28391	89	52	and	and	CCONJ
bracis-28391	89	53	3\(\times	3\(\times	NUM
bracis-28391	89	54	\)3	\)3	PROPN
bracis-28391	89	55	convolutions	convolution	VERB
bracis-28391	89	56	with	with	ADP
bracis-28391	89	57	relu	relu	NOUN
bracis-28391	89	58	.	.	PUNCT
bracis-28391	90	1	figure	figure	NOUN
bracis-28391	90	2	 	 	SPACE
bracis-28391	90	3	4	4	NUM
bracis-28391	90	4	illustrates	illustrate	VERB
bracis-28391	90	5	the	the	DET
bracis-28391	90	6	encoder	encoder	NOUN
bracis-28391	90	7	-	-	PUNCT
bracis-28391	90	8	decoder	decoder	NOUN
bracis-28391	90	9	and	and	CCONJ
bracis-28391	90	10	u	u	NOUN
bracis-28391	90	11	-	-	ADJ
bracis-28391	90	12	net	net	ADJ
bracis-28391	90	13	architectures	architecture	NOUN
bracis-28391	90	14	.	.	PUNCT
bracis-28391	91	1	fig	fig	NOUN
bracis-28391	91	2	.	.	PUNCT
bracis-28391	92	1	4	4	X
bracis-28391	92	2	.	.	X
bracis-28391	92	3	the	the	DET
bracis-28391	92	4	encoder	encoder	NOUN
bracis-28391	92	5	-	-	PUNCT
bracis-28391	92	6	decoder	decoder	NOUN
bracis-28391	92	7	and	and	CCONJ
bracis-28391	92	8	u	u	NOUN
bracis-28391	92	9	-	-	ADJ
bracis-28391	92	10	net	net	ADJ
bracis-28391	92	11	architectures	architecture	NOUN
bracis-28391	92	12	consist	consist	VERB
bracis-28391	92	13	of	of	ADP
bracis-28391	92	14	an	an	DET
bracis-28391	92	15	encoder	encoder	NOUN
bracis-28391	92	16	with	with	ADP
bracis-28391	92	17	down	down	ADP
bracis-28391	92	18	sampling	sample	VERB
bracis-28391	92	19	layers	layer	NOUN
bracis-28391	92	20	,	,	PUNCT
bracis-28391	92	21	a	a	DET
bracis-28391	92	22	bottleneck	bottleneck	NOUN
bracis-28391	92	23	layer	layer	NOUN
bracis-28391	92	24	in	in	ADP
bracis-28391	92	25	the	the	DET
bracis-28391	92	26	middle	middle	NOUN
bracis-28391	92	27	and	and	CCONJ
bracis-28391	92	28	a	a	DET
bracis-28391	92	29	decoder	decoder	NOUN
bracis-28391	92	30	with	with	ADP
bracis-28391	92	31	up	up	ADP
bracis-28391	92	32	sampling	sample	VERB
bracis-28391	92	33	layers	layer	NOUN
bracis-28391	92	34	.	.	PUNCT
bracis-28391	93	1	the	the	DET
bracis-28391	93	2	u	u	NOUN
bracis-28391	93	3	-	-	NOUN
bracis-28391	93	4	net	net	NOUN
bracis-28391	93	5	has	have	VERB
bracis-28391	93	6	skip	skip	VERB
bracis-28391	93	7	-	-	PUNCT
bracis-28391	93	8	connections	connection	NOUN
bracis-28391	93	9	concatenating	concatenate	VERB
bracis-28391	93	10	each	each	DET
bracis-28391	93	11	encoder	encoder	NOUN
bracis-28391	93	12	layer	layer	NOUN
bracis-28391	93	13	with	with	ADP
bracis-28391	93	14	the	the	DET
bracis-28391	93	15	corresponding	correspond	VERB
bracis-28391	93	16	decoder	decoder	NOUN
bracis-28391	93	17	layer	layer	NOUN
bracis-28391	93	18	.	.	PUNCT
bracis-28391	94	1	left	leave	VERB
bracis-28391	94	2	:	:	PUNCT
bracis-28391	94	3	encoder	encoder	NOUN
bracis-28391	94	4	-	-	PUNCT
bracis-28391	94	5	decoder	decoder	NOUN
bracis-28391	94	6	.	.	PUNCT
bracis-28391	95	1	right	right	ADJ
bracis-28391	95	2	:	:	PUNCT
bracis-28391	95	3	u	u	NOUN
bracis-28391	95	4	-	-	NOUN
bracis-28391	95	5	net	net	ADJ
bracis-28391	95	6	.	.	PUNCT
bracis-28391	96	1	full	full	ADJ
bracis-28391	96	2	size	size	NOUN
bracis-28391	96	3	image	image	NOUN
bracis-28391	96	4	modified	modify	VERB
bracis-28391	96	5	versions	version	NOUN
bracis-28391	96	6	of	of	ADP
bracis-28391	96	7	both	both	DET
bracis-28391	96	8	encoder	encoder	NOUN
bracis-28391	96	9	-	-	PUNCT
bracis-28391	96	10	decoder	decoder	NOUN
bracis-28391	96	11	and	and	CCONJ
bracis-28391	96	12	u	u	NOUN
bracis-28391	96	13	-	-	NOUN
bracis-28391	96	14	net	net	NOUN
bracis-28391	96	15	are	be	AUX
bracis-28391	96	16	commonly	commonly	ADV
bracis-28391	96	17	used	use	VERB
bracis-28391	96	18	in	in	ADP
bracis-28391	96	19	the	the	DET
bracis-28391	96	20	generator	generator	NOUN
bracis-28391	96	21	of	of	ADP
bracis-28391	96	22	gans	gan	NOUN
bracis-28391	96	23	used	use	VERB
bracis-28391	96	24	in	in	ADP
bracis-28391	96	25	face	face	NOUN
bracis-28391	96	26	de	de	NOUN
bracis-28391	96	27	-	-	NOUN
bracis-28391	96	28	occlusion	occlusion	NOUN
bracis-28391	96	29	and	and	CCONJ
bracis-28391	96	30	inpainting	inpainting	NOUN
bracis-28391	96	31	.	.	PUNCT
bracis-28391	97	1	the	the	DET
bracis-28391	97	2	variations	variation	NOUN
bracis-28391	97	3	include	include	VERB
bracis-28391	97	4	adding	add	VERB
bracis-28391	97	5	dilated	dilated	ADJ
bracis-28391	97	6	convolution	convolution	NOUN
bracis-28391	97	7	[	[	X
bracis-28391	97	8	21	21	NUM
bracis-28391	97	9	,	,	PUNCT
bracis-28391	97	10	25	25	NUM
bracis-28391	97	11	,	,	PUNCT
bracis-28391	97	12	26	26	NUM
bracis-28391	97	13	,	,	PUNCT
bracis-28391	97	14	28	28	NUM
bracis-28391	97	15	,	,	PUNCT
bracis-28391	97	16	29	29	NUM
bracis-28391	97	17	,	,	PUNCT
bracis-28391	97	18	35	35	NUM
bracis-28391	97	19	,	,	PUNCT
bracis-28391	97	20	46	46	NUM
bracis-28391	97	21	,	,	PUNCT
bracis-28391	97	22	47	47	NUM
bracis-28391	97	23	]	]	PUNCT
bracis-28391	97	24	,	,	PUNCT
bracis-28391	97	25	se	se	X
bracis-28391	97	26	block	block	VERB
bracis-28391	97	27	[	[	X
bracis-28391	97	28	21	21	NUM
bracis-28391	97	29	,	,	PUNCT
bracis-28391	97	30	25	25	NUM
bracis-28391	97	31	,	,	PUNCT
bracis-28391	97	32	35	35	NUM
bracis-28391	97	33	,	,	PUNCT
bracis-28391	97	34	47	47	NUM
bracis-28391	97	35	]	]	PUNCT
bracis-28391	97	36	,	,	PUNCT
bracis-28391	97	37	hdc	hdc	NOUN
bracis-28391	98	1	[	[	X
bracis-28391	98	2	10	10	NUM
bracis-28391	98	3	]	]	PUNCT
bracis-28391	98	4	and	and	CCONJ
bracis-28391	98	5	self	self	NOUN
bracis-28391	98	6	attention	attention	NOUN
bracis-28391	98	7	blocks	block	NOUN
bracis-28391	99	1	[	[	X
bracis-28391	99	2	33	33	NUM
bracis-28391	99	3	]	]	PUNCT
bracis-28391	99	4	.	.	PUNCT
bracis-28391	100	1	2.3	2.3	NUM
bracis-28391	100	2	discriminator	discriminator	NOUN
bracis-28391	100	3	the	the	DET
bracis-28391	100	4	discriminator	discriminator	NOUN
bracis-28391	100	5	is	be	AUX
bracis-28391	100	6	a	a	DET
bracis-28391	100	7	classifier	classifier	NOUN
bracis-28391	100	8	that	that	PRON
bracis-28391	100	9	calculates	calculate	VERB
bracis-28391	100	10	the	the	DET
bracis-28391	100	11	probability	probability	NOUN
bracis-28391	100	12	that	that	SCONJ
bracis-28391	100	13	the	the	DET
bracis-28391	100	14	image	image	NOUN
bracis-28391	100	15	is	be	AUX
bracis-28391	100	16	real	real	ADJ
bracis-28391	100	17	rather	rather	ADV
bracis-28391	100	18	than	than	ADP
bracis-28391	100	19	synthesized	synthesize	VERB
bracis-28391	100	20	[	[	X
bracis-28391	100	21	12	12	NUM
bracis-28391	100	22	]	]	PUNCT
bracis-28391	100	23	.	.	PUNCT
bracis-28391	101	1	however	however	ADV
bracis-28391	101	2	,	,	PUNCT
bracis-28391	101	3	since	since	SCONJ
bracis-28391	101	4	the	the	DET
bracis-28391	101	5	inpainted	inpainte	VERB
bracis-28391	101	6	region	region	NOUN
bracis-28391	101	7	is	be	AUX
bracis-28391	101	8	a	a	DET
bracis-28391	101	9	fraction	fraction	NOUN
bracis-28391	101	10	of	of	ADP
bracis-28391	101	11	the	the	DET
bracis-28391	101	12	entire	entire	ADJ
bracis-28391	101	13	image	image	NOUN
bracis-28391	101	14	,	,	PUNCT
bracis-28391	101	15	the	the	DET
bracis-28391	101	16	discriminator	discriminator	NOUN
bracis-28391	101	17	is	be	AUX
bracis-28391	101	18	biased	bias	VERB
bracis-28391	101	19	towards	towards	ADP
bracis-28391	101	20	a	a	DET
bracis-28391	101	21	generated	generate	VERB
bracis-28391	101	22	image	image	NOUN
bracis-28391	101	23	being	be	AUX
bracis-28391	101	24	real	real	ADJ
bracis-28391	101	25	,	,	PUNCT
bracis-28391	101	26	resulting	result	VERB
bracis-28391	101	27	in	in	ADP
bracis-28391	101	28	poor	poor	ADJ
bracis-28391	101	29	inpainting	inpainting	ADJ
bracis-28391	101	30	quality	quality	NOUN
bracis-28391	101	31	.	.	PUNCT
bracis-28391	102	1	this	this	DET
bracis-28391	102	2	section	section	NOUN
bracis-28391	102	3	describes	describe	VERB
bracis-28391	102	4	variations	variation	NOUN
bracis-28391	102	5	of	of	ADP
bracis-28391	102	6	discriminators	discriminator	NOUN
bracis-28391	102	7	that	that	PRON
bracis-28391	102	8	address	address	VERB
bracis-28391	102	9	this	this	DET
bracis-28391	102	10	issue	issue	NOUN
bracis-28391	102	11	.	.	PUNCT
bracis-28391	103	1	local	local	ADJ
bracis-28391	103	2	and	and	CCONJ
bracis-28391	103	3	global	global	ADJ
bracis-28391	103	4	discriminators	discriminator	NOUN
bracis-28391	103	5	.	.	PUNCT
bracis-28391	104	1	the	the	DET
bracis-28391	104	2	combination	combination	NOUN
bracis-28391	104	3	of	of	ADP
bracis-28391	104	4	global	global	ADJ
bracis-28391	104	5	and	and	CCONJ
bracis-28391	104	6	local	local	ADJ
bracis-28391	104	7	discriminators	discriminator	NOUN
bracis-28391	104	8	improves	improve	VERB
bracis-28391	104	9	the	the	DET
bracis-28391	104	10	reconstruction	reconstruction	NOUN
bracis-28391	104	11	realism	realism	NOUN
bracis-28391	104	12	and	and	CCONJ
bracis-28391	104	13	consistency	consistency	NOUN
bracis-28391	104	14	.	.	PUNCT
bracis-28391	105	1	the	the	DET
bracis-28391	105	2	global	global	ADJ
bracis-28391	105	3	discriminator	discriminator	NOUN
bracis-28391	105	4	evaluates	evaluate	VERB
bracis-28391	105	5	the	the	DET
bracis-28391	105	6	entire	entire	ADJ
bracis-28391	105	7	image	image	NOUN
bracis-28391	105	8	,	,	PUNCT
bracis-28391	105	9	while	while	SCONJ
bracis-28391	105	10	the	the	DET
bracis-28391	105	11	local	local	ADJ
bracis-28391	105	12	discriminator	discriminator	NOUN
bracis-28391	105	13	judges	judge	VERB
bracis-28391	105	14	a	a	DET
bracis-28391	105	15	small	small	ADJ
bracis-28391	105	16	patch	patch	NOUN
bracis-28391	105	17	around	around	ADP
bracis-28391	105	18	the	the	DET
bracis-28391	105	19	reconstructed	reconstructed	ADJ
bracis-28391	105	20	area	area	NOUN
bracis-28391	105	21	.	.	PUNCT
bracis-28391	106	1	the	the	DET
bracis-28391	106	2	objective	objective	ADJ
bracis-28391	106	3	function	function	NOUN
bracis-28391	106	4	is	be	AUX
bracis-28391	106	5	the	the	DET
bracis-28391	106	6	sum	sum	NOUN
bracis-28391	106	7	of	of	ADP
bracis-28391	106	8	the	the	DET
bracis-28391	106	9	loss	loss	NOUN
bracis-28391	106	10	functions	function	NOUN
bracis-28391	106	11	applied	apply	VERB
bracis-28391	106	12	to	to	ADP
bracis-28391	106	13	each	each	DET
bracis-28391	106	14	discriminator	discriminator	NOUN
bracis-28391	106	15	[	[	X
bracis-28391	106	16	27	27	NUM
bracis-28391	106	17	]	]	PUNCT
bracis-28391	106	18	.	.	PUNCT
bracis-28391	107	1	a	a	DET
bracis-28391	107	2	less	less	ADV
bracis-28391	107	3	common	common	ADJ
bracis-28391	107	4	variation	variation	NOUN
bracis-28391	107	5	combines	combine	VERB
bracis-28391	107	6	the	the	DET
bracis-28391	107	7	outputs	output	NOUN
bracis-28391	107	8	of	of	ADP
bracis-28391	107	9	both	both	DET
bracis-28391	107	10	discriminators	discriminator	NOUN
bracis-28391	107	11	and	and	CCONJ
bracis-28391	107	12	converts	convert	VERB
bracis-28391	107	13	them	they	PRON
bracis-28391	107	14	into	into	ADP
bracis-28391	107	15	a	a	DET
bracis-28391	107	16	single	single	ADJ
bracis-28391	107	17	number	number	NOUN
bracis-28391	107	18	representing	represent	VERB
bracis-28391	107	19	the	the	DET
bracis-28391	107	20	probability	probability	NOUN
bracis-28391	107	21	that	that	SCONJ
bracis-28391	107	22	the	the	DET
bracis-28391	107	23	image	image	NOUN
bracis-28391	107	24	is	be	AUX
bracis-28391	107	25	real	real	ADJ
bracis-28391	107	26	or	or	CCONJ
bracis-28391	107	27	reconstructed	reconstruct	VERB
bracis-28391	107	28	.	.	PUNCT
bracis-28391	108	1	specifically	specifically	ADV
bracis-28391	108	2	,	,	PUNCT
bracis-28391	108	3	the	the	DET
bracis-28391	108	4	outputs	output	NOUN
bracis-28391	108	5	of	of	ADP
bracis-28391	108	6	both	both	DET
bracis-28391	108	7	discriminators	discriminator	NOUN
bracis-28391	108	8	concatenate	concatenate	VERB
bracis-28391	108	9	and	and	CCONJ
bracis-28391	108	10	then	then	ADV
bracis-28391	108	11	pass	pass	VERB
bracis-28391	108	12	through	through	ADP
bracis-28391	108	13	a	a	DET
bracis-28391	108	14	fully	fully	ADV
bracis-28391	108	15	connected	connect	VERB
bracis-28391	108	16	layer	layer	NOUN
bracis-28391	108	17	.	.	PUNCT
bracis-28391	109	1	in	in	ADP
bracis-28391	109	2	this	this	DET
bracis-28391	109	3	setting	setting	NOUN
bracis-28391	109	4	,	,	PUNCT
bracis-28391	109	5	the	the	DET
bracis-28391	109	6	loss	loss	NOUN
bracis-28391	109	7	is	be	AUX
bracis-28391	109	8	calculated	calculate	VERB
bracis-28391	109	9	at	at	ADP
bracis-28391	109	10	the	the	DET
bracis-28391	109	11	combined	combine	VERB
bracis-28391	109	12	output	output	NOUN
bracis-28391	109	13	[	[	X
bracis-28391	109	14	19	19	NUM
bracis-28391	109	15	]	]	PUNCT
bracis-28391	109	16	.	.	PUNCT
bracis-28391	110	1	figure	figure	NOUN
bracis-28391	110	2	 	 	SPACE
bracis-28391	110	3	5	5	NUM
bracis-28391	110	4	shows	show	VERB
bracis-28391	110	5	an	an	DET
bracis-28391	110	6	example	example	NOUN
bracis-28391	110	7	of	of	ADP
bracis-28391	110	8	an	an	DET
bracis-28391	110	9	architecture	architecture	NOUN
bracis-28391	110	10	of	of	ADP
bracis-28391	110	11	local	local	ADJ
bracis-28391	110	12	and	and	CCONJ
bracis-28391	110	13	global	global	ADJ
bracis-28391	110	14	discriminators	discriminator	NOUN
bracis-28391	110	15	with	with	ADP
bracis-28391	110	16	combined	combined	ADJ
bracis-28391	110	17	outputs	output	NOUN
bracis-28391	110	18	.	.	PUNCT
bracis-28391	111	1	the	the	DET
bracis-28391	111	2	architecture	architecture	NOUN
bracis-28391	111	3	is	be	AUX
bracis-28391	111	4	a	a	DET
bracis-28391	111	5	stack	stack	NOUN
bracis-28391	111	6	of	of	ADP
bracis-28391	111	7	\(5\times	\(5\time	NOUN
bracis-28391	111	8	5\	5\	NOUN
bracis-28391	111	9	)	)	PUNCT
bracis-28391	111	10	convolutions	convolution	NOUN
bracis-28391	111	11	with	with	ADP
bracis-28391	111	12	stride	stride	NOUN
bracis-28391	111	13	2	2	NUM
bracis-28391	111	14	followed	follow	VERB
bracis-28391	111	15	by	by	ADP
bracis-28391	111	16	a	a	DET
bracis-28391	111	17	fully	fully	ADV
bracis-28391	111	18	-	-	PUNCT
bracis-28391	111	19	connected	connect	VERB
bracis-28391	111	20	layer	layer	NOUN
bracis-28391	111	21	that	that	PRON
bracis-28391	111	22	outputs	output	VERB
bracis-28391	111	23	a	a	DET
bracis-28391	111	24	1024	1024	NUM
bracis-28391	111	25	vector	vector	NOUN
bracis-28391	111	26	.	.	PUNCT
bracis-28391	112	1	the	the	DET
bracis-28391	112	2	concatenated	concatenate	VERB
bracis-28391	112	3	output	output	NOUN
bracis-28391	112	4	of	of	ADP
bracis-28391	112	5	both	both	DET
bracis-28391	112	6	discriminators	discriminator	NOUN
bracis-28391	112	7	passes	pass	VERB
bracis-28391	112	8	through	through	ADP
bracis-28391	112	9	a	a	DET
bracis-28391	112	10	fully	fully	ADV
bracis-28391	112	11	-	-	PUNCT
bracis-28391	112	12	connected	connect	VERB
bracis-28391	112	13	layer	layer	NOUN
bracis-28391	112	14	with	with	ADP
bracis-28391	112	15	sigmoid	sigmoid	NOUN
bracis-28391	112	16	activation	activation	NOUN
bracis-28391	112	17	[	[	X
bracis-28391	112	18	19	19	NUM
bracis-28391	112	19	]	]	PUNCT
bracis-28391	112	20	.	.	PUNCT
bracis-28391	113	1	fig	fig	NOUN
bracis-28391	113	2	.	.	PUNCT
bracis-28391	114	1	5	5	X
bracis-28391	114	2	.	.	PUNCT
bracis-28391	114	3	network	network	NOUN
bracis-28391	114	4	architecture	architecture	NOUN
bracis-28391	114	5	.	.	PUNCT
bracis-28391	115	1	it	it	PRON
bracis-28391	115	2	consists	consist	VERB
bracis-28391	115	3	of	of	ADP
bracis-28391	115	4	one	one	NUM
bracis-28391	115	5	generator	generator	NOUN
bracis-28391	115	6	and	and	CCONJ
bracis-28391	115	7	two	two	NUM
bracis-28391	115	8	discriminators	discriminator	NOUN
bracis-28391	115	9	.	.	PUNCT
bracis-28391	116	1	the	the	DET
bracis-28391	116	2	generator	generator	NOUN
bracis-28391	116	3	takes	take	VERB
bracis-28391	116	4	the	the	DET
bracis-28391	116	5	occluded	occluded	ADJ
bracis-28391	116	6	image	image	NOUN
bracis-28391	116	7	as	as	ADP
bracis-28391	116	8	input	input	NOUN
bracis-28391	116	9	and	and	CCONJ
bracis-28391	116	10	outputs	output	VERB
bracis-28391	116	11	the	the	DET
bracis-28391	116	12	occlusion	occlusion	NOUN
bracis-28391	116	13	-	-	PUNCT
bracis-28391	116	14	free	free	ADJ
bracis-28391	116	15	image	image	NOUN
bracis-28391	116	16	.	.	PUNCT
bracis-28391	117	1	two	two	NUM
bracis-28391	117	2	discriminators	discriminator	NOUN
bracis-28391	117	3	learn	learn	VERB
bracis-28391	117	4	to	to	PART
bracis-28391	117	5	distinguish	distinguish	VERB
bracis-28391	117	6	the	the	DET
bracis-28391	117	7	synthesized	synthesize	VERB
bracis-28391	117	8	contents	content	NOUN
bracis-28391	117	9	as	as	ADP
bracis-28391	117	10	real	real	ADJ
bracis-28391	117	11	and	and	CCONJ
bracis-28391	117	12	fake	fake	ADJ
bracis-28391	117	13	.	.	PUNCT
bracis-28391	118	1	the	the	DET
bracis-28391	118	2	global	global	ADJ
bracis-28391	118	3	discriminator	discriminator	NOUN
bracis-28391	118	4	evaluates	evaluate	VERB
bracis-28391	118	5	the	the	DET
bracis-28391	118	6	entire	entire	ADJ
bracis-28391	118	7	image	image	NOUN
bracis-28391	118	8	,	,	PUNCT
bracis-28391	118	9	while	while	SCONJ
bracis-28391	118	10	the	the	DET
bracis-28391	118	11	local	local	ADJ
bracis-28391	118	12	discriminator	discriminator	NOUN
bracis-28391	118	13	centers	center	NOUN
bracis-28391	118	14	in	in	ADP
bracis-28391	118	15	a	a	DET
bracis-28391	118	16	small	small	ADJ
bracis-28391	118	17	area	area	NOUN
bracis-28391	118	18	around	around	ADP
bracis-28391	118	19	the	the	DET
bracis-28391	118	20	damaged	damage	VERB
bracis-28391	118	21	region	region	NOUN
bracis-28391	118	22	[	[	X
bracis-28391	118	23	19	19	NUM
bracis-28391	118	24	]	]	PUNCT
bracis-28391	118	25	.	.	PUNCT
bracis-28391	119	1	full	full	ADJ
bracis-28391	119	2	size	size	NOUN
bracis-28391	119	3	image	image	NOUN
bracis-28391	119	4	patchgan	patchgan	NOUN
bracis-28391	119	5	.	.	PUNCT
bracis-28391	120	1	instead	instead	ADV
bracis-28391	120	2	of	of	ADP
bracis-28391	120	3	evaluating	evaluate	VERB
bracis-28391	120	4	the	the	DET
bracis-28391	120	5	entire	entire	ADJ
bracis-28391	120	6	image	image	NOUN
bracis-28391	120	7	as	as	ADP
bracis-28391	120	8	being	be	AUX
bracis-28391	120	9	real	real	ADJ
bracis-28391	120	10	or	or	CCONJ
bracis-28391	120	11	fake	fake	ADJ
bracis-28391	120	12	like	like	ADP
bracis-28391	120	13	the	the	DET
bracis-28391	120	14	standard	standard	ADJ
bracis-28391	120	15	discriminator	discriminator	NOUN
bracis-28391	120	16	,	,	PUNCT
bracis-28391	120	17	patchgan	patchgan	PROPN
bracis-28391	120	18	classifies	classify	VERB
bracis-28391	120	19	each	each	DET
bracis-28391	120	20	patch	patch	NOUN
bracis-28391	120	21	in	in	ADP
bracis-28391	120	22	the	the	DET
bracis-28391	120	23	input	input	NOUN
bracis-28391	120	24	image	image	NOUN
bracis-28391	120	25	.	.	PUNCT
bracis-28391	121	1	this	this	DET
bracis-28391	121	2	discriminator	discriminator	NOUN
bracis-28391	121	3	runs	run	VERB
bracis-28391	121	4	across	across	ADP
bracis-28391	121	5	the	the	DET
bracis-28391	121	6	image	image	NOUN
bracis-28391	121	7	like	like	ADP
bracis-28391	121	8	a	a	DET
bracis-28391	121	9	convolution	convolution	NOUN
bracis-28391	121	10	and	and	CCONJ
bracis-28391	121	11	outputs	output	VERB
bracis-28391	121	12	the	the	DET
bracis-28391	121	13	average	average	NOUN
bracis-28391	121	14	of	of	ADP
bracis-28391	121	15	all	all	DET
bracis-28391	121	16	patches	patch	NOUN
bracis-28391	121	17	.	.	PUNCT
bracis-28391	122	1	patchgan	patchgan	PROPN
bracis-28391	122	2	models	model	NOUN
bracis-28391	122	3	high	high	ADJ
bracis-28391	122	4	-	-	PUNCT
bracis-28391	122	5	frequency	frequency	NOUN
bracis-28391	122	6	details	detail	NOUN
bracis-28391	122	7	,	,	PUNCT
bracis-28391	122	8	providing	provide	VERB
bracis-28391	122	9	texture	texture	NOUN
bracis-28391	122	10	and	and	CCONJ
bracis-28391	122	11	style	style	NOUN
bracis-28391	122	12	lossesfootnote	lossesfootnote	NOUN
bracis-28391	122	13	2	2	NUM
bracis-28391	122	14	[	[	X
bracis-28391	122	15	20	20	NUM
bracis-28391	122	16	]	]	PUNCT
bracis-28391	122	17	.	.	PUNCT
bracis-28391	123	1	figure	figure	NOUN
bracis-28391	123	2	 	 	SPACE
bracis-28391	123	3	6	6	NUM
bracis-28391	123	4	shows	show	VERB
bracis-28391	123	5	the	the	DET
bracis-28391	123	6	structure	structure	NOUN
bracis-28391	123	7	of	of	ADP
bracis-28391	123	8	patchgan	patchgan	NOUN
bracis-28391	123	9	.	.	PUNCT
bracis-28391	124	1	fig	fig	NOUN
bracis-28391	124	2	.	.	PUNCT
bracis-28391	125	1	6	6	X
bracis-28391	125	2	.	.	X
bracis-28391	125	3	patchgan	patchgan	PROPN
bracis-28391	125	4	classifies	classify	VERB
bracis-28391	125	5	each	each	DET
bracis-28391	125	6	patch	patch	NOUN
bracis-28391	125	7	in	in	ADP
bracis-28391	125	8	the	the	DET
bracis-28391	125	9	input	input	NOUN
bracis-28391	125	10	image	image	NOUN
bracis-28391	125	11	as	as	ADP
bracis-28391	125	12	real	real	ADJ
bracis-28391	125	13	or	or	CCONJ
bracis-28391	125	14	fake	fake	ADJ
bracis-28391	125	15	.	.	PUNCT
bracis-28391	126	1	this	this	DET
bracis-28391	126	2	discriminator	discriminator	NOUN
bracis-28391	126	3	runs	run	VERB
bracis-28391	126	4	across	across	ADP
bracis-28391	126	5	the	the	DET
bracis-28391	126	6	image	image	NOUN
bracis-28391	126	7	like	like	ADP
bracis-28391	126	8	a	a	DET
bracis-28391	126	9	convolution	convolution	NOUN
bracis-28391	126	10	and	and	CCONJ
bracis-28391	126	11	outputs	output	VERB
bracis-28391	126	12	the	the	DET
bracis-28391	126	13	average	average	NOUN
bracis-28391	126	14	of	of	ADP
bracis-28391	126	15	all	all	DET
bracis-28391	126	16	patches	patch	NOUN
bracis-28391	126	17	.	.	PUNCT
bracis-28391	127	1	full	full	ADJ
bracis-28391	127	2	size	size	NOUN
bracis-28391	127	3	image	image	NOUN
bracis-28391	127	4	sn	sn	NOUN
bracis-28391	127	5	-	-	PUNCT
bracis-28391	127	6	patchgan	patchgan	NOUN
bracis-28391	127	7	.	.	PUNCT
bracis-28391	128	1	sn	sn	NOUN
bracis-28391	128	2	-	-	PUNCT
bracis-28391	128	3	patchgan	patchgan	NOUN
bracis-28391	128	4	is	be	AUX
bracis-28391	128	5	a	a	DET
bracis-28391	128	6	fully	fully	ADV
bracis-28391	128	7	convolutional	convolutional	ADJ
bracis-28391	128	8	spectral	spectral	ADJ
bracis-28391	128	9	-	-	PUNCT
bracis-28391	128	10	normalized	normalize	VERB
bracis-28391	128	11	markovian	markovian	PROPN
bracis-28391	128	12	discriminator	discriminator	NOUN
bracis-28391	128	13	.	.	PUNCT
bracis-28391	129	1	this	this	DET
bracis-28391	129	2	discriminator	discriminator	NOUN
bracis-28391	129	3	computes	compute	VERB
bracis-28391	129	4	the	the	DET
bracis-28391	129	5	loss	loss	NOUN
bracis-28391	129	6	directly	directly	ADV
bracis-28391	129	7	on	on	ADP
bracis-28391	129	8	each	each	DET
bracis-28391	129	9	point	point	NOUN
bracis-28391	129	10	of	of	ADP
bracis-28391	129	11	the	the	DET
bracis-28391	129	12	last	last	ADJ
bracis-28391	129	13	feature	feature	NOUN
bracis-28391	129	14	map	map	NOUN
bracis-28391	129	15	.	.	PUNCT
bracis-28391	130	1	sn	sn	NOUN
bracis-28391	130	2	-	-	PUNCT
bracis-28391	130	3	patchgan	patchgan	NOUN
bracis-28391	130	4	was	be	AUX
bracis-28391	130	5	designed	design	VERB
bracis-28391	130	6	to	to	PART
bracis-28391	130	7	inpaint	inpaint	VERB
bracis-28391	130	8	images	image	NOUN
bracis-28391	130	9	with	with	ADP
bracis-28391	130	10	regular	regular	ADJ
bracis-28391	130	11	and	and	CCONJ
bracis-28391	130	12	irregular	irregular	ADJ
bracis-28391	130	13	shapes	shape	NOUN
bracis-28391	130	14	of	of	ADP
bracis-28391	130	15	any	any	DET
bracis-28391	130	16	size	size	NOUN
bracis-28391	130	17	and	and	CCONJ
bracis-28391	130	18	in	in	ADP
bracis-28391	130	19	multiple	multiple	ADJ
bracis-28391	130	20	regions	region	NOUN
bracis-28391	130	21	in	in	ADP
bracis-28391	130	22	the	the	DET
bracis-28391	130	23	image	image	NOUN
bracis-28391	130	24	.	.	PUNCT
bracis-28391	131	1	it	it	PRON
bracis-28391	131	2	provides	provide	VERB
bracis-28391	131	3	faster	fast	ADJ
bracis-28391	131	4	and	and	CCONJ
bracis-28391	131	5	more	more	ADV
bracis-28391	131	6	stable	stable	ADJ
bracis-28391	131	7	training	training	NOUN
bracis-28391	131	8	,	,	PUNCT
bracis-28391	131	9	replaces	replace	VERB
bracis-28391	131	10	the	the	DET
bracis-28391	131	11	global	global	ADJ
bracis-28391	131	12	and	and	CCONJ
bracis-28391	131	13	local	local	ADJ
bracis-28391	131	14	discriminators	discriminator	NOUN
bracis-28391	131	15	and	and	CCONJ
bracis-28391	131	16	dispenses	dispense	VERB
bracis-28391	131	17	the	the	DET
bracis-28391	131	18	perceptual	perceptual	ADJ
bracis-28391	131	19	loss	loss	NOUN
bracis-28391	131	20	[	[	X
bracis-28391	131	21	44	44	NUM
bracis-28391	131	22	]	]	PUNCT
bracis-28391	131	23	.	.	PUNCT
bracis-28391	132	1	the	the	DET
bracis-28391	132	2	original	original	ADJ
bracis-28391	132	3	discriminator	discriminator	NOUN
bracis-28391	132	4	consists	consist	VERB
bracis-28391	132	5	of	of	ADP
bracis-28391	132	6	a	a	DET
bracis-28391	132	7	stack	stack	NOUN
bracis-28391	132	8	of	of	ADP
bracis-28391	132	9	layers	layer	NOUN
bracis-28391	132	10	of	of	ADP
bracis-28391	132	11	\(5\times	\(5\times	NUM
bracis-28391	132	12	5\	5\	NOUN
bracis-28391	132	13	)	)	PUNCT
bracis-28391	132	14	convolutions	convolution	NOUN
bracis-28391	132	15	with	with	ADP
bracis-28391	132	16	stride	stride	NOUN
bracis-28391	132	17	2	2	NUM
bracis-28391	132	18	and	and	CCONJ
bracis-28391	132	19	spectral	spectral	ADJ
bracis-28391	132	20	normalization	normalization	NOUN
bracis-28391	132	21	.	.	PUNCT
bracis-28391	133	1	sn	sn	NOUN
bracis-28391	133	2	-	-	PUNCT
bracis-28391	133	3	patchgan	patchgan	NOUN
bracis-28391	133	4	can	can	AUX
bracis-28391	133	5	be	be	AUX
bracis-28391	133	6	interpreted	interpret	VERB
bracis-28391	133	7	as	as	ADP
bracis-28391	133	8	a	a	DET
bracis-28391	133	9	3d	3d	NUM
bracis-28391	133	10	classifier	classifier	NOUN
bracis-28391	133	11	,	,	PUNCT
bracis-28391	133	12	where	where	SCONJ
bracis-28391	133	13	the	the	DET
bracis-28391	133	14	loss	loss	NOUN
bracis-28391	133	15	is	be	AUX
bracis-28391	133	16	applied	apply	VERB
bracis-28391	133	17	to	to	ADP
bracis-28391	133	18	each	each	DET
bracis-28391	133	19	feature	feature	NOUN
bracis-28391	133	20	element	element	NOUN
bracis-28391	133	21	on	on	ADP
bracis-28391	133	22	the	the	DET
bracis-28391	133	23	feature	feature	NOUN
bracis-28391	133	24	map	map	NOUN
bracis-28391	133	25	of	of	ADP
bracis-28391	133	26	the	the	DET
bracis-28391	133	27	last	last	ADJ
bracis-28391	133	28	layer	layer	NOUN
bracis-28391	133	29	,	,	PUNCT
bracis-28391	133	30	as	as	SCONJ
bracis-28391	133	31	illustrated	illustrate	VERB
bracis-28391	133	32	in	in	ADP
bracis-28391	133	33	fig	fig	NOUN
bracis-28391	133	34	.	.	PUNCT
bracis-28391	133	35	 	 	SPACE
bracis-28391	134	1	7	7	NUM
bracis-28391	134	2	.	.	X
bracis-28391	134	3	fig	fig	NOUN
bracis-28391	134	4	.	.	PUNCT
bracis-28391	135	1	7	7	X
bracis-28391	135	2	.	.	X
bracis-28391	135	3	fully	fully	ADV
bracis-28391	135	4	convolutional	convolutional	ADJ
bracis-28391	135	5	spectral	spectral	ADJ
bracis-28391	135	6	-	-	PUNCT
bracis-28391	135	7	normalized	normalize	VERB
bracis-28391	135	8	markovian	markovian	ADJ
bracis-28391	135	9	discriminator	discriminator	NOUN
bracis-28391	135	10	(	(	PUNCT
bracis-28391	135	11	sn	sn	NOUN
bracis-28391	135	12	-	-	PUNCT
bracis-28391	135	13	patchgan	patchgan	NOUN
bracis-28391	135	14	)	)	PUNCT
bracis-28391	135	15	.	.	PUNCT
bracis-28391	136	1	the	the	DET
bracis-28391	136	2	discriminator	discriminator	NOUN
bracis-28391	136	3	loss	loss	NOUN
bracis-28391	136	4	is	be	AUX
bracis-28391	136	5	applied	apply	VERB
bracis-28391	136	6	in	in	ADP
bracis-28391	136	7	the	the	DET
bracis-28391	136	8	last	last	ADJ
bracis-28391	136	9	feature	feature	NOUN
bracis-28391	136	10	map	map	NOUN
bracis-28391	136	11	,	,	PUNCT
bracis-28391	136	12	resulting	result	VERB
bracis-28391	136	13	in	in	ADP
bracis-28391	136	14	a	a	DET
bracis-28391	136	15	3d	3d	NUM
bracis-28391	136	16	classifier	classifier	NOUN
bracis-28391	137	1	[	[	X
bracis-28391	137	2	44	44	NUM
bracis-28391	137	3	]	]	PUNCT
bracis-28391	137	4	.	.	PUNCT
bracis-28391	138	1	full	full	ADJ
bracis-28391	138	2	size	size	NOUN
bracis-28391	138	3	image	image	NOUN
bracis-28391	138	4	2.4	2.4	NUM
bracis-28391	138	5	building	building	NOUN
bracis-28391	138	6	blocks	block	NOUN
bracis-28391	138	7	in	in	ADP
bracis-28391	138	8	the	the	DET
bracis-28391	138	9	context	context	NOUN
bracis-28391	138	10	of	of	ADP
bracis-28391	138	11	this	this	DET
bracis-28391	138	12	paper	paper	NOUN
bracis-28391	138	13	,	,	PUNCT
bracis-28391	138	14	a	a	DET
bracis-28391	138	15	block	block	NOUN
bracis-28391	138	16	is	be	AUX
bracis-28391	138	17	a	a	DET
bracis-28391	138	18	group	group	NOUN
bracis-28391	138	19	of	of	ADP
bracis-28391	138	20	layers	layer	NOUN
bracis-28391	138	21	working	work	VERB
bracis-28391	138	22	together	together	ADV
bracis-28391	138	23	that	that	PRON
bracis-28391	138	24	executes	execute	VERB
bracis-28391	138	25	a	a	DET
bracis-28391	138	26	specific	specific	ADJ
bracis-28391	138	27	task	task	NOUN
bracis-28391	138	28	.	.	PUNCT
bracis-28391	139	1	a	a	DET
bracis-28391	139	2	block	block	NOUN
bracis-28391	139	3	can	can	AUX
bracis-28391	139	4	be	be	AUX
bracis-28391	139	5	inserted	insert	VERB
bracis-28391	139	6	between	between	ADP
bracis-28391	139	7	two	two	NUM
bracis-28391	139	8	layers	layer	NOUN
bracis-28391	139	9	in	in	ADP
bracis-28391	139	10	the	the	DET
bracis-28391	139	11	generator	generator	NOUN
bracis-28391	139	12	.	.	PUNCT
bracis-28391	140	1	this	this	DET
bracis-28391	140	2	section	section	NOUN
bracis-28391	140	3	describes	describe	VERB
bracis-28391	140	4	the	the	DET
bracis-28391	140	5	main	main	ADJ
bracis-28391	140	6	building	building	NOUN
bracis-28391	140	7	blocks	block	NOUN
bracis-28391	140	8	used	use	VERB
bracis-28391	140	9	in	in	ADP
bracis-28391	140	10	gans	gan	NOUN
bracis-28391	140	11	,	,	PUNCT
bracis-28391	140	12	such	such	ADJ
bracis-28391	140	13	as	as	ADP
bracis-28391	140	14	self	self	NOUN
bracis-28391	140	15	-	-	PUNCT
bracis-28391	140	16	attention	attention	NOUN
bracis-28391	140	17	,	,	PUNCT
bracis-28391	140	18	residual	residual	ADJ
bracis-28391	140	19	blocks	block	NOUN
bracis-28391	140	20	and	and	CCONJ
bracis-28391	140	21	squeeze	squeeze	NOUN
bracis-28391	140	22	and	and	CCONJ
bracis-28391	140	23	excitation	excitation	NOUN
bracis-28391	140	24	.	.	PUNCT
bracis-28391	141	1	self	self	NOUN
bracis-28391	141	2	-	-	PUNCT
bracis-28391	141	3	attention	attention	NOUN
bracis-28391	141	4	.	.	PUNCT
bracis-28391	142	1	convolutions	convolution	NOUN
bracis-28391	142	2	process	process	VERB
bracis-28391	142	3	local	local	ADJ
bracis-28391	142	4	information	information	NOUN
bracis-28391	142	5	limited	limit	VERB
bracis-28391	142	6	to	to	ADP
bracis-28391	142	7	the	the	DET
bracis-28391	142	8	kernel	kernel	PROPN
bracis-28391	142	9	shape	shape	NOUN
bracis-28391	142	10	and	and	CCONJ
bracis-28391	142	11	size	size	NOUN
bracis-28391	142	12	.	.	PUNCT
bracis-28391	143	1	when	when	SCONJ
bracis-28391	143	2	the	the	DET
bracis-28391	143	3	kernel	kernel	NOUN
bracis-28391	143	4	is	be	AUX
bracis-28391	143	5	inside	inside	ADP
bracis-28391	143	6	a	a	DET
bracis-28391	143	7	hole	hole	NOUN
bracis-28391	143	8	larger	large	ADJ
bracis-28391	143	9	than	than	ADP
bracis-28391	143	10	the	the	DET
bracis-28391	143	11	kernel	kernel	NOUN
bracis-28391	143	12	size	size	NOUN
bracis-28391	143	13	,	,	PUNCT
bracis-28391	143	14	it	it	PRON
bracis-28391	143	15	captures	capture	VERB
bracis-28391	143	16	only	only	ADV
bracis-28391	143	17	invalid	invalid	ADJ
bracis-28391	143	18	pixels	pixel	NOUN
bracis-28391	143	19	,	,	PUNCT
bracis-28391	143	20	becoming	become	VERB
bracis-28391	143	21	unable	unable	ADJ
bracis-28391	143	22	to	to	PART
bracis-28391	143	23	hallucinate	hallucinate	VERB
bracis-28391	143	24	meaningful	meaningful	ADJ
bracis-28391	143	25	pixels	pixel	NOUN
bracis-28391	143	26	.	.	PUNCT
bracis-28391	144	1	therefore	therefore	ADV
bracis-28391	144	2	,	,	PUNCT
bracis-28391	144	3	they	they	PRON
bracis-28391	144	4	’re	’re	VERB
bracis-28391	144	5	not	not	PART
bracis-28391	144	6	suitable	suitable	ADJ
bracis-28391	144	7	for	for	ADP
bracis-28391	144	8	inpainting	inpainte	VERB
bracis-28391	144	9	regions	region	NOUN
bracis-28391	144	10	larger	large	ADJ
bracis-28391	144	11	than	than	ADP
bracis-28391	144	12	the	the	DET
bracis-28391	144	13	kernel	kernel	NOUN
bracis-28391	144	14	size	size	NOUN
bracis-28391	144	15	.	.	PUNCT
bracis-28391	145	1	on	on	ADP
bracis-28391	145	2	the	the	DET
bracis-28391	145	3	other	other	ADJ
bracis-28391	145	4	hand	hand	NOUN
bracis-28391	145	5	,	,	PUNCT
bracis-28391	145	6	self	self	NOUN
bracis-28391	145	7	-	-	PUNCT
bracis-28391	145	8	attention	attention	NOUN
bracis-28391	145	9	is	be	AUX
bracis-28391	145	10	a	a	DET
bracis-28391	145	11	non	non	ADJ
bracis-28391	145	12	-	-	ADJ
bracis-28391	145	13	local	local	ADJ
bracis-28391	145	14	mechanism	mechanism	NOUN
bracis-28391	145	15	that	that	PRON
bracis-28391	145	16	creates	create	VERB
bracis-28391	145	17	relationships	relationship	NOUN
bracis-28391	145	18	between	between	ADP
bracis-28391	145	19	distant	distant	ADJ
bracis-28391	145	20	regions	region	NOUN
bracis-28391	145	21	in	in	ADP
bracis-28391	145	22	the	the	DET
bracis-28391	145	23	image	image	NOUN
bracis-28391	145	24	[	[	X
bracis-28391	145	25	48	48	NUM
bracis-28391	145	26	]	]	PUNCT
bracis-28391	145	27	.	.	PUNCT
bracis-28391	146	1	figure	figure	NOUN
bracis-28391	146	2	 	 	SPACE
bracis-28391	146	3	8	8	NUM
bracis-28391	146	4	shows	show	VERB
bracis-28391	146	5	the	the	DET
bracis-28391	146	6	self	self	NOUN
bracis-28391	146	7	-	-	PUNCT
bracis-28391	146	8	attention	attention	NOUN
bracis-28391	146	9	modulefootnote	modulefootnote	NOUN
bracis-28391	146	10	3	3	NUM
bracis-28391	146	11	.	.	X
bracis-28391	146	12	fig	fig	NOUN
bracis-28391	146	13	.	.	PUNCT
bracis-28391	147	1	8	8	NUM
bracis-28391	147	2	.	.	PUNCT
bracis-28391	148	1	the	the	DET
bracis-28391	148	2	self	self	NOUN
bracis-28391	148	3	-	-	PUNCT
bracis-28391	148	4	attention	attention	NOUN
bracis-28391	148	5	module	module	NOUN
bracis-28391	148	6	creates	create	VERB
bracis-28391	148	7	relationships	relationship	NOUN
bracis-28391	148	8	between	between	ADP
bracis-28391	148	9	distant	distant	ADJ
bracis-28391	148	10	regions	region	NOUN
bracis-28391	148	11	in	in	ADP
bracis-28391	148	12	the	the	DET
bracis-28391	148	13	image	image	NOUN
bracis-28391	148	14	.	.	PUNCT
bracis-28391	149	1	\(\otimes	\(\otime	NOUN
bracis-28391	149	2	\	\	NOUN
bracis-28391	149	3	)	)	PUNCT
bracis-28391	149	4	denotes	denote	VERB
bracis-28391	149	5	the	the	DET
bracis-28391	149	6	hadamard	hadamard	ADJ
bracis-28391	149	7	product	product	NOUN
bracis-28391	149	8	.	.	PUNCT
bracis-28391	150	1	full	full	ADJ
bracis-28391	150	2	size	size	NOUN
bracis-28391	150	3	image	image	NOUN
bracis-28391	150	4	the	the	DET
bracis-28391	150	5	self	self	NOUN
bracis-28391	150	6	-	-	PUNCT
bracis-28391	150	7	attention	attention	NOUN
bracis-28391	150	8	output	output	NOUN
bracis-28391	150	9	is	be	AUX
bracis-28391	150	10	computed	compute	VERB
bracis-28391	150	11	as	as	SCONJ
bracis-28391	150	12	follows	follow	VERB
bracis-28391	150	13	.	.	PUNCT
bracis-28391	151	1	let	let	VERB
bracis-28391	151	2	’s	’s	PRON
bracis-28391	151	3	define	define	VERB
bracis-28391	151	4	c	c	PROPN
bracis-28391	151	5	as	as	ADP
bracis-28391	151	6	the	the	DET
bracis-28391	151	7	number	number	NOUN
bracis-28391	151	8	of	of	ADP
bracis-28391	151	9	channels	channel	NOUN
bracis-28391	151	10	,	,	PUNCT
bracis-28391	151	11	n	n	CCONJ
bracis-28391	151	12	the	the	DET
bracis-28391	151	13	number	number	NOUN
bracis-28391	151	14	of	of	ADP
bracis-28391	151	15	feature	feature	NOUN
bracis-28391	151	16	locations	location	NOUN
bracis-28391	151	17	from	from	ADP
bracis-28391	151	18	the	the	DET
bracis-28391	151	19	previous	previous	ADJ
bracis-28391	151	20	layer	layer	NOUN
bracis-28391	151	21	,	,	PUNCT
bracis-28391	151	22	\(x	\(x	NOUN
bracis-28391	151	23	\in	\in	PROPN
bracis-28391	151	24	\mathbb	\mathbb	PROPN
bracis-28391	151	25	{	{	PUNCT
bracis-28391	151	26	r}^{c\times	r}^{c\times	PROPN
bracis-28391	151	27	n}\	n}\	NUM
bracis-28391	151	28	)	)	PUNCT
bracis-28391	151	29	as	as	ADP
bracis-28391	151	30	the	the	DET
bracis-28391	151	31	previous	previous	ADJ
bracis-28391	151	32	layer	layer	NOUN
bracis-28391	151	33	feature	feature	NOUN
bracis-28391	151	34	map	map	NOUN
bracis-28391	151	35	,	,	PUNCT
bracis-28391	151	36	\(\textbf{w}_f\	\(\textbf{w}_f\	PROPN
bracis-28391	151	37	)	)	PUNCT
bracis-28391	151	38	,	,	PUNCT
bracis-28391	151	39	\(\textbf{w}_g\	\(\textbf{w}_g\	NOUN
bracis-28391	151	40	)	)	PUNCT
bracis-28391	151	41	,	,	PUNCT
bracis-28391	151	42	\(\textbf{w}_h	\(\textbf{w}_h	ADP
bracis-28391	151	43	\in	\in	PROPN
bracis-28391	151	44	\mathbb	\mathbb	PROPN
bracis-28391	151	45	{	{	PUNCT
bracis-28391	151	46	r}^{\bar{c}\times	r}^{\bar{c}\time	NOUN
bracis-28391	151	47	c}\	c}\	NUM
bracis-28391	151	48	)	)	PUNCT
bracis-28391	151	49	and	and	CCONJ
bracis-28391	151	50	\(\textbf{w}_v	\(\textbf{w}_v	ADJ
bracis-28391	151	51	\in	\in	PROPN
bracis-28391	151	52	\mathbb	\mathbb	PROPN
bracis-28391	151	53	{	{	PUNCT
bracis-28391	151	54	r}^{c\times	r}^{c\time	NOUN
bracis-28391	151	55	\bar{c}}\	\bar{c}}\	NOUN
bracis-28391	151	56	)	)	PUNCT
bracis-28391	151	57	as	as	ADP
bracis-28391	151	58	the	the	DET
bracis-28391	151	59	weight	weight	NOUN
bracis-28391	151	60	matrices	matrix	NOUN
bracis-28391	151	61	,	,	PUNCT
bracis-28391	151	62	and	and	CCONJ
bracis-28391	151	63	\(\bar{c	\(\bar{c	ADP
bracis-28391	151	64	}	}	PUNCT
bracis-28391	151	65	=	=	SYM
bracis-28391	151	66	c/8\	c/8\	NOUN
bracis-28391	151	67	)	)	PUNCT
bracis-28391	151	68	.	.	PUNCT
bracis-28391	152	1	the	the	DET
bracis-28391	152	2	feature	feature	NOUN
bracis-28391	152	3	maps	map	NOUN
bracis-28391	152	4	\(\textbf{f}\	\(\textbf{f}\	NOUN
bracis-28391	152	5	)	)	PUNCT
bracis-28391	152	6	and	and	CCONJ
bracis-28391	152	7	\(\textbf{g}\	\(\textbf{g}\	NOUN
bracis-28391	152	8	)	)	PUNCT
bracis-28391	152	9	are	be	AUX
bracis-28391	152	10	calculated	calculate	VERB
bracis-28391	152	11	as	as	ADP
bracis-28391	152	12	\(f(x)=\textbf{w}_f	\(f(x)=\textbf{w}_f	NOUN
bracis-28391	152	13	x\	x\	NOUN
bracis-28391	152	14	)	)	PUNCT
bracis-28391	152	15	,	,	PUNCT
bracis-28391	152	16	\(g(x)=\textbf{w}_g	\(g(x)=\textbf{w}_g	ADV
bracis-28391	152	17	x\	x\	NOUN
bracis-28391	152	18	)	)	PUNCT
bracis-28391	152	19	.	.	PUNCT
bracis-28391	153	1	$	$	SYM
bracis-28391	153	2	$	$	SYM
bracis-28391	153	3	\begin{aligned	\begin{aligne	VERB
bracis-28391	153	4	}	}	PUNCT
bracis-28391	153	5	\beta	\beta	PROPN
bracis-28391	153	6	_	_	PUNCT
bracis-28391	153	7	{	{	PUNCT
bracis-28391	153	8	j	j	PROPN
bracis-28391	153	9	,	,	PUNCT
bracis-28391	153	10	i	i	PROPN
bracis-28391	153	11	}	}	PUNCT
bracis-28391	153	12	&	&	CCONJ
bracis-28391	153	13	=	=	SYM
bracis-28391	153	14	\frac{\exp	\frac{\exp	PROPN
bracis-28391	153	15	(	(	PUNCT
bracis-28391	153	16	s_{ij})}{\sum	s_{ij})}{\sum	PROPN
bracis-28391	153	17	_	_	PUNCT
bracis-28391	153	18	{	{	PUNCT
bracis-28391	153	19	i=1}^n	i=1}^n	X
bracis-28391	153	20	\exp	\exp	PROPN
bracis-28391	153	21	(	(	PUNCT
bracis-28391	153	22	s_{ij	s_{ij	PROPN
bracis-28391	153	23	}	}	PUNCT
bracis-28391	153	24	)	)	PUNCT
bracis-28391	153	25	}	}	PUNCT
bracis-28391	153	26	,	,	PUNCT
bracis-28391	153	27	&	&	CCONJ
bracis-28391	153	28	s_{ij	s_{ij	PROPN
bracis-28391	153	29	}	}	PUNCT
bracis-28391	153	30	=	=	SYM
bracis-28391	153	31	f(x_i)^\top	f(x_i)^\top	PROPN
bracis-28391	153	32	g(x_j	g(x_j	PROPN
bracis-28391	153	33	)	)	PUNCT
bracis-28391	153	34	\end{aligned}$$	\end{aligned}$$	X
bracis-28391	153	35	(	(	PUNCT
bracis-28391	153	36	1	1	NUM
bracis-28391	153	37	)	)	PUNCT
bracis-28391	153	38	where	where	SCONJ
bracis-28391	153	39	the	the	DET
bracis-28391	153	40	softmax	softmax	NOUN
bracis-28391	153	41	\(\beta	\(\beta	X
bracis-28391	153	42	_	_	PUNCT
bracis-28391	153	43	{	{	PUNCT
bracis-28391	153	44	j	j	NOUN
bracis-28391	153	45	,	,	PUNCT
bracis-28391	153	46	i}\	i}\	NUM
bracis-28391	153	47	)	)	PUNCT
bracis-28391	153	48	is	be	AUX
bracis-28391	153	49	the	the	DET
bracis-28391	153	50	probability	probability	NOUN
bracis-28391	153	51	that	that	SCONJ
bracis-28391	153	52	the	the	DET
bracis-28391	153	53	\(i^{th}\	\(i^{th}\	NOUN
bracis-28391	153	54	)	)	PUNCT
bracis-28391	153	55	location	location	NOUN
bracis-28391	153	56	serves	serve	VERB
bracis-28391	153	57	the	the	DET
bracis-28391	153	58	\(j^{th}\	\(j^{th}\	NOUN
bracis-28391	153	59	)	)	PUNCT
bracis-28391	153	60	region	region	NOUN
bracis-28391	153	61	.	.	PUNCT
bracis-28391	154	1	the	the	DET
bracis-28391	154	2	output	output	NOUN
bracis-28391	154	3	of	of	ADP
bracis-28391	154	4	attention	attention	NOUN
bracis-28391	154	5	layer	layer	NOUN
bracis-28391	154	6	\(\textbf{o}=(o_1,	\(\textbf{o}=(o_1,	NOUN
bracis-28391	154	7	...	...	PUNCT
bracis-28391	154	8	,o_j,	,o_j,	PUNCT
bracis-28391	154	9	...	...	PUNCT
bracis-28391	154	10	,o_n)\in	,o_n)\in	PUNCT
bracis-28391	154	11	\mathbb	\mathbb	PROPN
bracis-28391	154	12	{	{	PUNCT
bracis-28391	154	13	r}^{c\times	r}^{c\times	PROPN
bracis-28391	154	14	n}\	n}\	PROPN
bracis-28391	154	15	)	)	PUNCT
bracis-28391	154	16	is	be	AUX
bracis-28391	154	17	given	give	VERB
bracis-28391	154	18	by	by	ADP
bracis-28391	154	19	:	:	PUNCT
bracis-28391	154	20	$	$	SYM
bracis-28391	154	21	$	$	SYM
bracis-28391	154	22	\begin{aligned	\begin{aligne	VERB
bracis-28391	154	23	}	}	PUNCT
bracis-28391	154	24	&	&	CCONJ
bracis-28391	154	25	o_j	o_j	SYM
bracis-28391	154	26	=	=	SYM
bracis-28391	154	27	v\left	v\left	NOUN
bracis-28391	154	28	(	(	PUNCT
bracis-28391	154	29	\sum	\sum	NOUN
bracis-28391	154	30	_	_	PUNCT
bracis-28391	154	31	{	{	PUNCT
bracis-28391	154	32	i=1}^n\beta	i=1}^n\beta	X
bracis-28391	154	33	_	_	PUNCT
bracis-28391	154	34	{	{	PUNCT
bracis-28391	154	35	j	j	NOUN
bracis-28391	154	36	,	,	PUNCT
bracis-28391	154	37	i}h(x_i)\right	i}h(x_i)\right	NUM
bracis-28391	154	38	)	)	PUNCT
bracis-28391	154	39	,	,	PUNCT
bracis-28391	154	40	&	&	CCONJ
bracis-28391	154	41	h(x_i	h(x_i	PROPN
bracis-28391	154	42	)	)	PUNCT
bracis-28391	154	43	&	&	CCONJ
bracis-28391	154	44	=	=	PROPN
bracis-28391	154	45	\textbf{w}_h	\textbf{w}_h	PROPN
bracis-28391	154	46	x_i	x_i	X
bracis-28391	154	47	,	,	PUNCT
bracis-28391	154	48	&	&	CCONJ
bracis-28391	154	49	v(x_i	v(x_i	PROPN
bracis-28391	154	50	)	)	PUNCT
bracis-28391	154	51	&	&	CCONJ
bracis-28391	154	52	=	=	SYM
bracis-28391	154	53	\textbf{w}_v	\textbf{w}_v	PROPN
bracis-28391	154	54	x_i	x_i	X
bracis-28391	154	55	\end{aligned}$$	\end{aligned}$$	PROPN
bracis-28391	154	56	(	(	PUNCT
bracis-28391	154	57	2	2	NUM
bracis-28391	154	58	)	)	PUNCT
bracis-28391	154	59	the	the	DET
bracis-28391	154	60	final	final	ADJ
bracis-28391	154	61	output	output	NOUN
bracis-28391	154	62	is	be	AUX
bracis-28391	154	63	given	give	VERB
bracis-28391	154	64	by	by	ADP
bracis-28391	154	65	\(y_i=\gamma	\(y_i=\gamma	PROPN
bracis-28391	154	66	o_i	o_i	SYM
bracis-28391	154	67	+	+	NUM
bracis-28391	154	68	x_i\	x_i\	NOUN
bracis-28391	154	69	)	)	PUNCT
bracis-28391	154	70	,	,	PUNCT
bracis-28391	154	71	where	where	SCONJ
bracis-28391	154	72	\(\gamma	\(\gamma	ADP
bracis-28391	154	73	\	\	NOUN
bracis-28391	154	74	)	)	PUNCT
bracis-28391	154	75	is	be	AUX
bracis-28391	154	76	a	a	DET
bracis-28391	154	77	learned	learn	VERB
bracis-28391	154	78	parameter	parameter	NOUN
bracis-28391	154	79	.	.	PUNCT
bracis-28391	155	1	residual	residual	ADJ
bracis-28391	155	2	block	block	NOUN
bracis-28391	155	3	.	.	PUNCT
bracis-28391	156	1	a	a	DET
bracis-28391	156	2	residual	residual	ADJ
bracis-28391	156	3	block	block	NOUN
bracis-28391	156	4	(	(	PUNCT
bracis-28391	156	5	resblock	resblock	NOUN
bracis-28391	156	6	)	)	PUNCT
bracis-28391	156	7	consists	consist	VERB
bracis-28391	156	8	of	of	ADP
bracis-28391	156	9	a	a	DET
bracis-28391	156	10	series	series	NOUN
bracis-28391	156	11	of	of	ADP
bracis-28391	156	12	convolutional	convolutional	ADJ
bracis-28391	156	13	layers	layer	NOUN
bracis-28391	156	14	with	with	ADP
bracis-28391	156	15	skip	skip	ADJ
bracis-28391	156	16	connection	connection	NOUN
bracis-28391	156	17	,	,	PUNCT
bracis-28391	156	18	i.e.	i.e.	X
bracis-28391	156	19	,	,	PUNCT
bracis-28391	156	20	the	the	DET
bracis-28391	156	21	input	input	NOUN
bracis-28391	156	22	adds	add	VERB
bracis-28391	156	23	to	to	ADP
bracis-28391	156	24	the	the	DET
bracis-28391	156	25	output	output	NOUN
bracis-28391	156	26	as	as	SCONJ
bracis-28391	156	27	illustrated	illustrate	VERB
bracis-28391	156	28	in	in	ADP
bracis-28391	156	29	fig	fig	NOUN
bracis-28391	156	30	.	.	PUNCT
bracis-28391	156	31	 	 	SPACE
bracis-28391	157	1	9	9	NUM
bracis-28391	157	2	.	.	X
bracis-28391	157	3	fig	fig	NOUN
bracis-28391	157	4	.	.	PUNCT
bracis-28391	158	1	9	9	X
bracis-28391	158	2	.	.	X
bracis-28391	158	3	a	a	DET
bracis-28391	158	4	residual	residual	ADJ
bracis-28391	158	5	block	block	NOUN
bracis-28391	158	6	consists	consist	VERB
bracis-28391	158	7	of	of	ADP
bracis-28391	158	8	two	two	NUM
bracis-28391	158	9	or	or	CCONJ
bracis-28391	158	10	more	more	ADJ
bracis-28391	158	11	convolution	convolution	NOUN
bracis-28391	158	12	layers	layer	NOUN
bracis-28391	158	13	with	with	ADP
bracis-28391	158	14	skip	skip	ADJ
bracis-28391	158	15	connection	connection	NOUN
bracis-28391	158	16	where	where	SCONJ
bracis-28391	158	17	the	the	DET
bracis-28391	158	18	input	input	NOUN
bracis-28391	158	19	adds	add	VERB
bracis-28391	158	20	to	to	ADP
bracis-28391	158	21	the	the	DET
bracis-28391	158	22	output	output	NOUN
bracis-28391	158	23	.	.	PUNCT
bracis-28391	159	1	\(\phi	\(\phi	ADJ
bracis-28391	160	1	\	\	ADJ
bracis-28391	160	2	)	)	PUNCT
bracis-28391	160	3	is	be	AUX
bracis-28391	160	4	the	the	DET
bracis-28391	160	5	activation	activation	NOUN
bracis-28391	160	6	function	function	NOUN
bracis-28391	160	7	and	and	CCONJ
bracis-28391	160	8	\(\bigoplus	\(\bigoplus	ADJ
bracis-28391	160	9	\	\	NOUN
bracis-28391	160	10	)	)	PUNCT
bracis-28391	160	11	is	be	AUX
bracis-28391	160	12	element	element	ADJ
bracis-28391	160	13	-	-	ADJ
bracis-28391	160	14	wise	wise	ADJ
bracis-28391	160	15	sum	sum	NOUN
bracis-28391	160	16	.	.	PUNCT
bracis-28391	161	1	full	full	ADJ
bracis-28391	161	2	size	size	NOUN
bracis-28391	161	3	image	image	NOUN
bracis-28391	161	4	the	the	DET
bracis-28391	161	5	residual	residual	ADJ
bracis-28391	161	6	block	block	NOUN
bracis-28391	161	7	avoids	avoid	VERB
bracis-28391	161	8	gradient	gradient	ADJ
bracis-28391	161	9	dispersion	dispersion	NOUN
bracis-28391	161	10	in	in	ADP
bracis-28391	161	11	very	very	ADV
bracis-28391	161	12	deep	deep	ADJ
bracis-28391	161	13	networks	network	NOUN
bracis-28391	161	14	[	[	X
bracis-28391	161	15	42	42	NUM
bracis-28391	161	16	]	]	PUNCT
bracis-28391	161	17	and	and	CCONJ
bracis-28391	161	18	replaces	replace	VERB
bracis-28391	161	19	the	the	DET
bracis-28391	161	20	standard	standard	ADJ
bracis-28391	161	21	convolution	convolution	NOUN
bracis-28391	161	22	with	with	ADP
bracis-28391	161	23	dilated	dilated	ADJ
bracis-28391	161	24	convolution	convolution	NOUN
bracis-28391	161	25	[	[	X
bracis-28391	161	26	46	46	NUM
bracis-28391	161	27	]	]	PUNCT
bracis-28391	161	28	or	or	CCONJ
bracis-28391	161	29	multi	multi	ADJ
bracis-28391	161	30	-	-	ADJ
bracis-28391	161	31	dilated	dilated	ADJ
bracis-28391	161	32	convolution	convolution	NOUN
bracis-28391	161	33	[	[	X
bracis-28391	161	34	26	26	NUM
bracis-28391	161	35	]	]	PUNCT
bracis-28391	161	36	.	.	PUNCT
bracis-28391	162	1	moreover	moreover	ADV
bracis-28391	162	2	,	,	PUNCT
bracis-28391	162	3	residual	residual	ADJ
bracis-28391	162	4	networks	network	NOUN
bracis-28391	162	5	are	be	AUX
bracis-28391	162	6	easy	easy	ADJ
bracis-28391	162	7	to	to	PART
bracis-28391	162	8	optimize	optimize	VERB
bracis-28391	162	9	[	[	X
bracis-28391	162	10	15	15	NUM
bracis-28391	162	11	]	]	PUNCT
bracis-28391	162	12	,	,	PUNCT
bracis-28391	162	13	train	train	VERB
bracis-28391	162	14	faster	fast	ADV
bracis-28391	162	15	and	and	CCONJ
bracis-28391	162	16	achieve	achieve	VERB
bracis-28391	162	17	similar	similar	ADJ
bracis-28391	162	18	losses	loss	NOUN
bracis-28391	162	19	compared	compare	VERB
bracis-28391	162	20	to	to	ADP
bracis-28391	162	21	non	non	ADJ
bracis-28391	162	22	-	-	ADJ
bracis-28391	162	23	residual	residual	ADJ
bracis-28391	162	24	networks	network	NOUN
bracis-28391	162	25	[	[	X
bracis-28391	162	26	24	24	NUM
bracis-28391	162	27	]	]	PUNCT
bracis-28391	162	28	.	.	PUNCT
bracis-28391	163	1	the	the	DET
bracis-28391	163	2	residual	residual	ADJ
bracis-28391	163	3	block	block	NOUN
bracis-28391	163	4	was	be	AUX
bracis-28391	163	5	originally	originally	ADV
bracis-28391	163	6	conceived	conceive	VERB
bracis-28391	163	7	for	for	ADP
bracis-28391	163	8	image	image	NOUN
bracis-28391	163	9	classification	classification	NOUN
bracis-28391	163	10	[	[	X
bracis-28391	163	11	15	15	NUM
bracis-28391	163	12	]	]	PUNCT
bracis-28391	163	13	.	.	PUNCT
bracis-28391	164	1	residual	residual	ADJ
bracis-28391	164	2	blocks	block	NOUN
bracis-28391	164	3	are	be	AUX
bracis-28391	164	4	used	use	VERB
bracis-28391	164	5	in	in	ADP
bracis-28391	164	6	bottleneck	bottleneck	NOUN
bracis-28391	164	7	layer	layer	NOUN
bracis-28391	164	8	of	of	ADP
bracis-28391	164	9	encoder	encoder	NOUN
bracis-28391	164	10	-	-	PUNCT
bracis-28391	164	11	decoder	decoder	NOUN
bracis-28391	164	12	[	[	X
bracis-28391	164	13	3	3	NUM
bracis-28391	164	14	,	,	PUNCT
bracis-28391	164	15	43	43	NUM
bracis-28391	164	16	,	,	PUNCT
bracis-28391	164	17	46	46	NUM
bracis-28391	164	18	]	]	PUNCT
bracis-28391	164	19	,	,	PUNCT
bracis-28391	164	20	contraction	contraction	NOUN
bracis-28391	164	21	and	and	CCONJ
bracis-28391	164	22	expansion	expansion	NOUN
bracis-28391	164	23	sides	side	NOUN
bracis-28391	164	24	of	of	ADP
bracis-28391	164	25	u	u	NOUN
bracis-28391	164	26	-	-	NOUN
bracis-28391	164	27	net	net	ADJ
bracis-28391	164	28	[	[	X
bracis-28391	164	29	7	7	NUM
bracis-28391	164	30	,	,	PUNCT
bracis-28391	164	31	10	10	NUM
bracis-28391	164	32	,	,	PUNCT
bracis-28391	164	33	26	26	NUM
bracis-28391	164	34	]	]	PUNCT
bracis-28391	164	35	or	or	CCONJ
bracis-28391	164	36	as	as	ADP
bracis-28391	164	37	a	a	DET
bracis-28391	164	38	building	building	NOUN
bracis-28391	164	39	block	block	NOUN
bracis-28391	164	40	of	of	ADP
bracis-28391	164	41	multi	multi	ADJ
bracis-28391	164	42	-	-	ADJ
bracis-28391	164	43	branch	branch	ADJ
bracis-28391	164	44	networks	network	NOUN
bracis-28391	164	45	[	[	X
bracis-28391	164	46	31	31	NUM
bracis-28391	164	47	,	,	PUNCT
bracis-28391	164	48	32	32	NUM
bracis-28391	164	49	]	]	PUNCT
bracis-28391	164	50	.	.	PUNCT
bracis-28391	165	1	squeeze	squeeze	NOUN
bracis-28391	165	2	and	and	CCONJ
bracis-28391	165	3	excitation	excitation	NOUN
bracis-28391	165	4	blocks	block	NOUN
bracis-28391	165	5	.	.	PUNCT
bracis-28391	166	1	the	the	DET
bracis-28391	166	2	squeeze	squeeze	NOUN
bracis-28391	166	3	-	-	PUNCT
bracis-28391	166	4	and	and	CCONJ
bracis-28391	166	5	-	-	PUNCT
bracis-28391	166	6	excitation	excitation	NOUN
bracis-28391	166	7	(	(	PUNCT
bracis-28391	166	8	se	se	ADJ
bracis-28391	166	9	)	)	PUNCT
bracis-28391	166	10	block	block	NOUN
bracis-28391	166	11	models	model	NOUN
bracis-28391	166	12	the	the	DET
bracis-28391	166	13	relationships	relationship	NOUN
bracis-28391	166	14	between	between	ADP
bracis-28391	166	15	channels	channel	NOUN
bracis-28391	166	16	in	in	ADP
bracis-28391	166	17	the	the	DET
bracis-28391	166	18	feature	feature	NOUN
bracis-28391	166	19	maps	map	NOUN
bracis-28391	166	20	[	[	X
bracis-28391	166	21	18	18	NUM
bracis-28391	166	22	]	]	PUNCT
bracis-28391	166	23	.	.	PUNCT
bracis-28391	167	1	the	the	DET
bracis-28391	167	2	block	block	NOUN
bracis-28391	167	3	performs	perform	VERB
bracis-28391	167	4	channel	channel	NOUN
bracis-28391	167	5	-	-	PUNCT
bracis-28391	167	6	wise	wise	ADJ
bracis-28391	167	7	feature	feature	NOUN
bracis-28391	167	8	re	re	NOUN
bracis-28391	167	9	-	-	NOUN
bracis-28391	167	10	calibration	calibration	NOUN
bracis-28391	167	11	,	,	PUNCT
bracis-28391	167	12	strengthening	strengthen	VERB
bracis-28391	167	13	meaningful	meaningful	ADJ
bracis-28391	167	14	features	feature	NOUN
bracis-28391	167	15	and	and	CCONJ
bracis-28391	167	16	weakening	weaken	VERB
bracis-28391	167	17	worthless	worthless	ADJ
bracis-28391	167	18	ones	one	NOUN
bracis-28391	167	19	.	.	PUNCT
bracis-28391	168	1	se	se	PROPN
bracis-28391	168	2	blocks	block	VERB
bracis-28391	168	3	fit	fit	ADJ
bracis-28391	168	4	between	between	ADP
bracis-28391	168	5	two	two	NUM
bracis-28391	168	6	layers	layer	NOUN
bracis-28391	168	7	,	,	PUNCT
bracis-28391	168	8	achieving	achieve	VERB
bracis-28391	168	9	higher	high	ADJ
bracis-28391	168	10	performance	performance	NOUN
bracis-28391	168	11	gain	gain	NOUN
bracis-28391	168	12	at	at	ADP
bracis-28391	168	13	a	a	DET
bracis-28391	168	14	small	small	ADJ
bracis-28391	168	15	computational	computational	ADJ
bracis-28391	168	16	cost	cost	NOUN
bracis-28391	168	17	.	.	PUNCT
bracis-28391	169	1	the	the	DET
bracis-28391	169	2	squeeze	squeeze	NOUN
bracis-28391	169	3	operation	operation	NOUN
bracis-28391	169	4	uses	use	VERB
bracis-28391	169	5	global	global	ADJ
bracis-28391	169	6	average	average	ADJ
bracis-28391	169	7	pooling	pooling	NOUN
bracis-28391	169	8	to	to	PART
bracis-28391	169	9	aggregate	aggregate	VERB
bracis-28391	169	10	each	each	DET
bracis-28391	169	11	feature	feature	NOUN
bracis-28391	169	12	map	map	NOUN
bracis-28391	169	13	across	across	ADP
bracis-28391	169	14	its	its	PRON
bracis-28391	169	15	spatial	spatial	ADJ
bracis-28391	169	16	dimension	dimension	NOUN
bracis-28391	169	17	,	,	PUNCT
bracis-28391	169	18	and	and	CCONJ
bracis-28391	169	19	the	the	DET
bracis-28391	169	20	excitation	excitation	NOUN
bracis-28391	169	21	operation	operation	NOUN
bracis-28391	169	22	is	be	AUX
bracis-28391	169	23	a	a	DET
bracis-28391	169	24	simple	simple	ADJ
bracis-28391	169	25	gating	gating	NOUN
bracis-28391	169	26	that	that	PRON
bracis-28391	169	27	produces	produce	VERB
bracis-28391	169	28	a	a	DET
bracis-28391	169	29	collection	collection	NOUN
bracis-28391	169	30	of	of	ADP
bracis-28391	169	31	weights	weight	NOUN
bracis-28391	169	32	that	that	PRON
bracis-28391	169	33	are	be	AUX
bracis-28391	169	34	applied	apply	VERB
bracis-28391	169	35	to	to	ADP
bracis-28391	169	36	the	the	DET
bracis-28391	169	37	feature	feature	NOUN
bracis-28391	169	38	maps	map	NOUN
bracis-28391	169	39	.	.	PUNCT
bracis-28391	170	1	figure	figure	VERB
bracis-28391	170	2	 	 	SPACE
bracis-28391	170	3	10	10	NUM
bracis-28391	170	4	illustrates	illustrate	VERB
bracis-28391	170	5	the	the	DET
bracis-28391	170	6	architecture	architecture	NOUN
bracis-28391	170	7	of	of	ADP
bracis-28391	170	8	the	the	DET
bracis-28391	170	9	se	se	PROPN
bracis-28391	170	10	block	block	PROPN
bracis-28391	170	11	.	.	PUNCT
bracis-28391	171	1	fig	fig	NOUN
bracis-28391	171	2	.	.	PUNCT
bracis-28391	172	1	10	10	NUM
bracis-28391	172	2	.	.	PUNCT
bracis-28391	173	1	the	the	DET
bracis-28391	173	2	squeeze	squeeze	NOUN
bracis-28391	173	3	and	and	CCONJ
bracis-28391	173	4	excitation	excitation	NOUN
bracis-28391	173	5	block	block	NOUN
bracis-28391	173	6	scales	scale	VERB
bracis-28391	173	7	the	the	DET
bracis-28391	173	8	feature	feature	NOUN
bracis-28391	173	9	maps	map	NOUN
bracis-28391	173	10	in	in	ADP
bracis-28391	173	11	a	a	DET
bracis-28391	173	12	given	give	VERB
bracis-28391	173	13	layer	layer	NOUN
bracis-28391	173	14	according	accord	VERB
bracis-28391	173	15	to	to	ADP
bracis-28391	173	16	their	their	PRON
bracis-28391	173	17	importance	importance	NOUN
bracis-28391	173	18	.	.	PUNCT
bracis-28391	174	1	the	the	DET
bracis-28391	174	2	reduction	reduction	NOUN
bracis-28391	174	3	ratio	ratio	NOUN
bracis-28391	174	4	q	q	PUNCT
bracis-28391	174	5	is	be	AUX
bracis-28391	174	6	a	a	DET
bracis-28391	174	7	hyperparameter	hyperparameter	NOUN
bracis-28391	174	8	that	that	PRON
bracis-28391	174	9	balances	balance	VERB
bracis-28391	174	10	performance	performance	NOUN
bracis-28391	174	11	and	and	CCONJ
bracis-28391	174	12	computational	computational	ADJ
bracis-28391	174	13	complexity	complexity	NOUN
bracis-28391	174	14	.	.	PUNCT
bracis-28391	175	1	the	the	DET
bracis-28391	175	2	default	default	NOUN
bracis-28391	175	3	is	be	AUX
bracis-28391	175	4	\(q=16\	\(q=16\	PROPN
bracis-28391	175	5	)	)	PUNCT
bracis-28391	175	6	.	.	PUNCT
bracis-28391	176	1	full	full	ADJ
bracis-28391	176	2	size	size	NOUN
bracis-28391	176	3	image	image	NOUN
bracis-28391	176	4	2.5	2.5	NUM
bracis-28391	176	5	training	training	NOUN
bracis-28391	176	6	stability	stability	NOUN
bracis-28391	176	7	this	this	DET
bracis-28391	176	8	section	section	NOUN
bracis-28391	176	9	presents	present	VERB
bracis-28391	176	10	two	two	NUM
bracis-28391	176	11	approaches	approach	NOUN
bracis-28391	176	12	to	to	PART
bracis-28391	176	13	stabilize	stabilize	VERB
bracis-28391	176	14	the	the	DET
bracis-28391	176	15	training	training	NOUN
bracis-28391	176	16	of	of	ADP
bracis-28391	176	17	gans	gan	NOUN
bracis-28391	176	18	.	.	PUNCT
bracis-28391	177	1	zhang	zhang	PROPN
bracis-28391	177	2	et	et	PROPN
bracis-28391	177	3	al	al	PROPN
bracis-28391	177	4	.	.	PROPN
bracis-28391	177	5	proposed	propose	VERB
bracis-28391	177	6	the	the	DET
bracis-28391	177	7	use	use	NOUN
bracis-28391	177	8	of	of	ADP
bracis-28391	177	9	spectral	spectral	ADJ
bracis-28391	177	10	normalization	normalization	NOUN
bracis-28391	177	11	on	on	ADP
bracis-28391	177	12	both	both	CCONJ
bracis-28391	177	13	the	the	DET
bracis-28391	177	14	generator	generator	NOUN
bracis-28391	177	15	and	and	CCONJ
bracis-28391	177	16	discriminator	discriminator	NOUN
bracis-28391	177	17	,	,	PUNCT
bracis-28391	177	18	as	as	ADV
bracis-28391	177	19	well	well	ADV
bracis-28391	177	20	as	as	ADP
bracis-28391	177	21	employing	employ	VERB
bracis-28391	177	22	the	the	DET
bracis-28391	177	23	two	two	NUM
bracis-28391	177	24	time	time	NOUN
bracis-28391	177	25	scale	scale	NOUN
bracis-28391	177	26	update	update	NOUN
bracis-28391	177	27	rule	rule	NOUN
bracis-28391	177	28	(	(	PUNCT
bracis-28391	177	29	ttur	ttur	INTJ
bracis-28391	177	30	)	)	PUNCT
bracis-28391	178	1	[	[	X
bracis-28391	178	2	48	48	NUM
bracis-28391	178	3	]	]	PUNCT
bracis-28391	178	4	.	.	PUNCT
bracis-28391	179	1	two	two	NUM
bracis-28391	179	2	time	time	NOUN
bracis-28391	179	3	scale	scale	NOUN
bracis-28391	179	4	update	update	NOUN
bracis-28391	179	5	rule	rule	NOUN
bracis-28391	179	6	(	(	PUNCT
bracis-28391	179	7	ttur	ttur	NOUN
bracis-28391	179	8	)	)	PUNCT
bracis-28391	179	9	.	.	PUNCT
bracis-28391	180	1	using	use	VERB
bracis-28391	180	2	different	different	ADJ
bracis-28391	180	3	learning	learning	NOUN
bracis-28391	180	4	rates	rate	NOUN
bracis-28391	180	5	for	for	ADP
bracis-28391	180	6	the	the	DET
bracis-28391	180	7	generator	generator	NOUN
bracis-28391	180	8	and	and	CCONJ
bracis-28391	180	9	discriminator	discriminator	NOUN
bracis-28391	180	10	in	in	ADP
bracis-28391	180	11	combination	combination	NOUN
bracis-28391	180	12	with	with	ADP
bracis-28391	180	13	the	the	DET
bracis-28391	180	14	adam	adam	PROPN
bracis-28391	180	15	stochastic	stochastic	ADJ
bracis-28391	180	16	optimization	optimization	NOUN
bracis-28391	180	17	improves	improve	VERB
bracis-28391	180	18	convergence	convergence	NOUN
bracis-28391	180	19	and	and	CCONJ
bracis-28391	180	20	stability	stability	NOUN
bracis-28391	180	21	.	.	PUNCT
bracis-28391	181	1	in	in	ADP
bracis-28391	181	2	the	the	DET
bracis-28391	181	3	two	two	NUM
bracis-28391	181	4	time	time	NOUN
bracis-28391	181	5	scale	scale	NOUN
bracis-28391	181	6	update	update	NOUN
bracis-28391	181	7	rule	rule	NOUN
bracis-28391	181	8	(	(	PUNCT
bracis-28391	181	9	ttur	ttur	NOUN
bracis-28391	181	10	)	)	PUNCT
bracis-28391	181	11	,	,	PUNCT
bracis-28391	181	12	the	the	DET
bracis-28391	181	13	learning	learn	VERB
bracis-28391	181	14	rate	rate	NOUN
bracis-28391	181	15	of	of	ADP
bracis-28391	181	16	the	the	DET
bracis-28391	181	17	generator	generator	NOUN
bracis-28391	181	18	is	be	AUX
bracis-28391	181	19	generally	generally	ADV
bracis-28391	181	20	lower	low	ADJ
bracis-28391	181	21	than	than	ADP
bracis-28391	181	22	the	the	DET
bracis-28391	181	23	discriminator	discriminator	NOUN
bracis-28391	181	24	.	.	PUNCT
bracis-28391	182	1	although	although	SCONJ
bracis-28391	182	2	the	the	DET
bracis-28391	182	3	ttur	ttur	NOUN
bracis-28391	182	4	theory	theory	NOUN
bracis-28391	182	5	ensures	ensure	VERB
bracis-28391	182	6	convergence	convergence	NOUN
bracis-28391	182	7	,	,	PUNCT
bracis-28391	182	8	the	the	DET
bracis-28391	182	9	appropriate	appropriate	ADJ
bracis-28391	182	10	learning	learning	NOUN
bracis-28391	182	11	rates	rate	NOUN
bracis-28391	182	12	must	must	AUX
bracis-28391	182	13	be	be	AUX
bracis-28391	182	14	empirically	empirically	ADV
bracis-28391	182	15	found	find	VERB
bracis-28391	182	16	for	for	ADP
bracis-28391	182	17	each	each	DET
bracis-28391	182	18	network	network	NOUN
bracis-28391	182	19	[	[	X
bracis-28391	182	20	16	16	NUM
bracis-28391	182	21	]	]	PUNCT
bracis-28391	182	22	.	.	PUNCT
bracis-28391	183	1	the	the	DET
bracis-28391	183	2	learning	learning	NOUN
bracis-28391	183	3	rates	rate	NOUN
bracis-28391	183	4	found	find	VERB
bracis-28391	183	5	in	in	ADP
bracis-28391	183	6	the	the	DET
bracis-28391	183	7	literature	literature	NOUN
bracis-28391	183	8	for	for	ADP
bracis-28391	183	9	the	the	DET
bracis-28391	183	10	generator	generator	NOUN
bracis-28391	183	11	is	be	AUX
bracis-28391	183	12	1e-4	1e-4	NUM
bracis-28391	183	13	and	and	CCONJ
bracis-28391	183	14	for	for	ADP
bracis-28391	183	15	the	the	DET
bracis-28391	183	16	discriminator	discriminator	NOUN
bracis-28391	183	17	are	be	AUX
bracis-28391	183	18	1e-12	1e-12	NOUN
bracis-28391	183	19	[	[	X
bracis-28391	183	20	22	22	NUM
bracis-28391	183	21	,	,	PUNCT
bracis-28391	183	22	23	23	NUM
bracis-28391	183	23	]	]	PUNCT
bracis-28391	183	24	,	,	PUNCT
bracis-28391	183	25	1e-4	1e-4	PROPN
bracis-28391	184	1	[	[	X
bracis-28391	184	2	11	11	NUM
bracis-28391	184	3	]	]	PUNCT
bracis-28391	184	4	and	and	CCONJ
bracis-28391	184	5	4e-4	4e-4	NOUN
bracis-28391	184	6	[	[	X
bracis-28391	184	7	5	5	NUM
bracis-28391	184	8	,	,	PUNCT
bracis-28391	184	9	21	21	NUM
bracis-28391	184	10	,	,	PUNCT
bracis-28391	184	11	48	48	NUM
bracis-28391	184	12	]	]	PUNCT
bracis-28391	184	13	.	.	PUNCT
bracis-28391	185	1	spectral	spectral	ADJ
bracis-28391	185	2	normalization	normalization	NOUN
bracis-28391	185	3	.	.	PUNCT
bracis-28391	186	1	spectral	spectral	ADJ
bracis-28391	186	2	normalization	normalization	NOUN
bracis-28391	186	3	is	be	AUX
bracis-28391	186	4	a	a	DET
bracis-28391	186	5	weight	weight	NOUN
bracis-28391	186	6	-	-	PUNCT
bracis-28391	186	7	normalization	normalization	NOUN
bracis-28391	186	8	technique	technique	NOUN
bracis-28391	186	9	originally	originally	ADV
bracis-28391	186	10	proposed	propose	VERB
bracis-28391	186	11	to	to	PART
bracis-28391	186	12	stabilize	stabilize	VERB
bracis-28391	186	13	the	the	DET
bracis-28391	186	14	training	training	NOUN
bracis-28391	186	15	of	of	ADP
bracis-28391	186	16	the	the	DET
bracis-28391	186	17	discriminator	discriminator	NOUN
bracis-28391	187	1	[	[	X
bracis-28391	187	2	39	39	NUM
bracis-28391	187	3	]	]	PUNCT
bracis-28391	187	4	.	.	PUNCT
bracis-28391	188	1	spectral	spectral	ADJ
bracis-28391	188	2	normalization	normalization	NOUN
bracis-28391	188	3	is	be	AUX
bracis-28391	188	4	simple	simple	ADJ
bracis-28391	188	5	to	to	PART
bracis-28391	188	6	implement	implement	VERB
bracis-28391	188	7	,	,	PUNCT
bracis-28391	188	8	has	have	VERB
bracis-28391	188	9	low	low	ADJ
bracis-28391	188	10	computation	computation	NOUN
bracis-28391	188	11	cost	cost	NOUN
bracis-28391	188	12	,	,	PUNCT
bracis-28391	188	13	and	and	CCONJ
bracis-28391	188	14	further	far	ADV
bracis-28391	188	15	improves	improve	VERB
bracis-28391	188	16	stability	stability	NOUN
bracis-28391	188	17	when	when	SCONJ
bracis-28391	188	18	applied	apply	VERB
bracis-28391	188	19	in	in	ADP
bracis-28391	188	20	combination	combination	NOUN
bracis-28391	188	21	with	with	ADP
bracis-28391	188	22	gradient	gradient	ADJ
bracis-28391	188	23	penalty	penalty	NOUN
bracis-28391	188	24	.	.	PUNCT
bracis-28391	189	1	furthermore	furthermore	ADV
bracis-28391	189	2	,	,	PUNCT
bracis-28391	189	3	when	when	SCONJ
bracis-28391	189	4	employed	employ	VERB
bracis-28391	189	5	in	in	ADP
bracis-28391	189	6	the	the	DET
bracis-28391	189	7	generator	generator	NOUN
bracis-28391	189	8	and	and	CCONJ
bracis-28391	189	9	discriminator	discriminator	NOUN
bracis-28391	189	10	,	,	PUNCT
bracis-28391	189	11	spectral	spectral	ADJ
bracis-28391	189	12	normalization	normalization	NOUN
bracis-28391	189	13	further	far	ADV
bracis-28391	189	14	reduces	reduce	VERB
bracis-28391	189	15	the	the	DET
bracis-28391	189	16	discriminator	discriminator	NOUN
bracis-28391	189	17	to	to	PART
bracis-28391	189	18	generator	generator	NOUN
bracis-28391	189	19	update	update	NOUN
bracis-28391	189	20	ratio	ratio	NOUN
bracis-28391	189	21	,	,	PUNCT
bracis-28391	189	22	decreases	decrease	VERB
bracis-28391	189	23	the	the	DET
bracis-28391	189	24	computational	computational	ADJ
bracis-28391	189	25	cost	cost	NOUN
bracis-28391	189	26	,	,	PUNCT
bracis-28391	189	27	and	and	CCONJ
bracis-28391	189	28	provides	provide	VERB
bracis-28391	189	29	more	more	ADV
bracis-28391	189	30	stable	stable	ADJ
bracis-28391	189	31	training	training	NOUN
bracis-28391	189	32	[	[	X
bracis-28391	189	33	48	48	NUM
bracis-28391	189	34	]	]	PUNCT
bracis-28391	189	35	.	.	PUNCT
bracis-28391	190	1	the	the	DET
bracis-28391	190	2	spectral	spectral	ADJ
bracis-28391	190	3	normalization	normalization	NOUN
bracis-28391	190	4	is	be	AUX
bracis-28391	190	5	given	give	VERB
bracis-28391	190	6	by	by	ADP
bracis-28391	190	7	eq	eq	PROPN
bracis-28391	190	8	.	.	PUNCT
bracis-28391	190	9	 	 	SPACE
bracis-28391	191	1	3	3	NUM
bracis-28391	191	2	:	:	PUNCT
bracis-28391	191	3	$	$	SYM
bracis-28391	191	4	$	$	SYM
bracis-28391	191	5	\begin{aligned	\begin{aligne	VERB
bracis-28391	191	6	}	}	PUNCT
bracis-28391	191	7	&	&	CCONJ
bracis-28391	191	8	\textbf{w}_{sn	\textbf{w}_{sn	PROPN
bracis-28391	191	9	}	}	PUNCT
bracis-28391	191	10	=	=	SYM
bracis-28391	191	11	\frac{\textbf{w}}{\eta	\frac{\textbf{w}}{\eta	PROPN
bracis-28391	191	12	(	(	PUNCT
bracis-28391	191	13	\textbf{w	\textbf{w	NOUN
bracis-28391	191	14	}	}	PUNCT
bracis-28391	191	15	)	)	PUNCT
bracis-28391	191	16	}	}	PUNCT
bracis-28391	191	17	,	,	PUNCT
bracis-28391	191	18	&	&	CCONJ
bracis-28391	191	19	\eta	\eta	PROPN
bracis-28391	191	20	(	(	PUNCT
bracis-28391	191	21	\textbf{w	\textbf{w	ADJ
bracis-28391	191	22	}	}	PUNCT
bracis-28391	191	23	)	)	PUNCT
bracis-28391	192	1	=	=	PUNCT
bracis-28391	192	2	\max	\max	PROPN
bracis-28391	192	3	_	_	PUNCT
bracis-28391	192	4	{	{	PUNCT
bracis-28391	192	5	\left\|	\left\|	ADJ
bracis-28391	192	6	{	{	PUNCT
bracis-28391	192	7	\textbf	\textbf	PROPN
bracis-28391	192	8	{	{	PUNCT
bracis-28391	192	9	h	h	NOUN
bracis-28391	192	10	}	}	PUNCT
bracis-28391	192	11	}	}	PUNCT
bracis-28391	192	12	\right\|	\right\|	NOUN
bracis-28391	192	13	_	_	NOUN
bracis-28391	192	14	2	2	NUM
bracis-28391	192	15	\le	\le	NOUN
bracis-28391	192	16	1	1	NUM
bracis-28391	192	17	}	}	PUNCT
bracis-28391	192	18	\left|	\left|	NOUN
bracis-28391	192	19	\textbf{w	\textbf{w	NOUN
bracis-28391	192	20	}	}	PUNCT
bracis-28391	192	21	{	{	PUNCT
bracis-28391	192	22	}	}	PUNCT
bracis-28391	192	23	{	{	PUNCT
bracis-28391	192	24	\textbf	\textbf	PROPN
bracis-28391	192	25	{	{	PUNCT
bracis-28391	192	26	h}}\right|	h}}\right|	NOUN
bracis-28391	192	27	_	_	PUNCT
bracis-28391	192	28	2	2	NUM
bracis-28391	192	29	\end{aligned}$$	\end{aligned}$$	ADP
bracis-28391	192	30	(	(	PUNCT
bracis-28391	192	31	3	3	NUM
bracis-28391	192	32	)	)	PUNCT
bracis-28391	192	33	where	where	SCONJ
bracis-28391	192	34	\(\eta	\(\eta	NOUN
bracis-28391	192	35	(	(	PUNCT
bracis-28391	192	36	\textbf{w})\	\textbf{w})\	NOUN
bracis-28391	192	37	)	)	PUNCT
bracis-28391	192	38	is	be	AUX
bracis-28391	192	39	the	the	DET
bracis-28391	192	40	spectral	spectral	ADJ
bracis-28391	192	41	norm	norm	NOUN
bracis-28391	192	42	of	of	ADP
bracis-28391	192	43	the	the	DET
bracis-28391	192	44	matrix	matrix	NOUN
bracis-28391	192	45	\(\textbf{w}\	\(\textbf{w}\	NUM
bracis-28391	192	46	)	)	PUNCT
bracis-28391	192	47	.	.	PUNCT
bracis-28391	193	1	3	3	NUM
bracis-28391	193	2	limitations	limitation	NOUN
bracis-28391	193	3	despite	despite	SCONJ
bracis-28391	193	4	the	the	DET
bracis-28391	193	5	impressive	impressive	ADJ
bracis-28391	193	6	progress	progress	NOUN
bracis-28391	193	7	in	in	ADP
bracis-28391	193	8	image	image	NOUN
bracis-28391	193	9	de	de	NOUN
bracis-28391	193	10	-	-	NOUN
bracis-28391	193	11	occlusion	occlusion	NOUN
bracis-28391	193	12	and	and	CCONJ
bracis-28391	193	13	inpainting	inpainte	VERB
bracis-28391	193	14	over	over	ADP
bracis-28391	193	15	the	the	DET
bracis-28391	193	16	recent	recent	ADJ
bracis-28391	193	17	years	year	NOUN
bracis-28391	193	18	,	,	PUNCT
bracis-28391	193	19	several	several	ADJ
bracis-28391	193	20	challenges	challenge	NOUN
bracis-28391	193	21	remain	remain	VERB
bracis-28391	193	22	to	to	PART
bracis-28391	193	23	be	be	AUX
bracis-28391	193	24	solved	solve	VERB
bracis-28391	193	25	.	.	PUNCT
bracis-28391	194	1	given	give	VERB
bracis-28391	194	2	the	the	DET
bracis-28391	194	3	broad	broad	ADJ
bracis-28391	194	4	extent	extent	NOUN
bracis-28391	194	5	of	of	ADP
bracis-28391	194	6	current	current	ADJ
bracis-28391	194	7	limitations	limitation	NOUN
bracis-28391	194	8	,	,	PUNCT
bracis-28391	194	9	it	it	PRON
bracis-28391	194	10	’s	’	VERB
bracis-28391	194	11	hard	hard	ADJ
bracis-28391	194	12	to	to	PART
bracis-28391	194	13	imagine	imagine	VERB
bracis-28391	194	14	that	that	SCONJ
bracis-28391	194	15	a	a	DET
bracis-28391	194	16	single	single	ADJ
bracis-28391	194	17	solution	solution	NOUN
bracis-28391	194	18	will	will	AUX
bracis-28391	194	19	be	be	AUX
bracis-28391	194	20	able	able	ADJ
bracis-28391	194	21	to	to	PART
bracis-28391	194	22	address	address	VERB
bracis-28391	194	23	all	all	DET
bracis-28391	194	24	situations	situation	NOUN
bracis-28391	194	25	.	.	PUNCT
bracis-28391	195	1	this	this	DET
bracis-28391	195	2	section	section	NOUN
bracis-28391	195	3	analyzes	analyze	VERB
bracis-28391	195	4	key	key	ADJ
bracis-28391	195	5	limitations	limitation	NOUN
bracis-28391	195	6	identified	identify	VERB
bracis-28391	195	7	during	during	ADP
bracis-28391	195	8	the	the	DET
bracis-28391	195	9	review	review	NOUN
bracis-28391	195	10	and	and	CCONJ
bracis-28391	195	11	proposes	propose	VERB
bracis-28391	195	12	open	open	ADJ
bracis-28391	195	13	areas	area	NOUN
bracis-28391	195	14	for	for	ADP
bracis-28391	195	15	research	research	NOUN
bracis-28391	195	16	.	.	PUNCT
bracis-28391	196	1	3.1	3.1	NUM
bracis-28391	196	2	datasets	dataset	NOUN
bracis-28391	196	3	model	model	NOUN
bracis-28391	196	4	research	research	NOUN
bracis-28391	196	5	still	still	ADV
bracis-28391	196	6	requires	require	VERB
bracis-28391	196	7	large	large	ADJ
bracis-28391	196	8	amounts	amount	NOUN
bracis-28391	196	9	of	of	ADP
bracis-28391	196	10	training	training	NOUN
bracis-28391	196	11	data	datum	NOUN
bracis-28391	196	12	,	,	PUNCT
bracis-28391	196	13	heavily	heavily	ADV
bracis-28391	196	14	relying	rely	VERB
bracis-28391	196	15	on	on	ADP
bracis-28391	196	16	available	available	ADJ
bracis-28391	196	17	datasets	dataset	NOUN
bracis-28391	196	18	,	,	PUNCT
bracis-28391	196	19	and	and	CCONJ
bracis-28391	196	20	the	the	DET
bracis-28391	196	21	model	model	NOUN
bracis-28391	196	22	generalization	generalization	NOUN
bracis-28391	196	23	capabilities	capability	NOUN
bracis-28391	196	24	on	on	ADP
bracis-28391	196	25	unseen	unseen	ADJ
bracis-28391	196	26	data	datum	NOUN
bracis-28391	196	27	largely	largely	ADV
bracis-28391	196	28	depends	depend	VERB
bracis-28391	196	29	on	on	ADP
bracis-28391	196	30	the	the	DET
bracis-28391	196	31	trained	train	VERB
bracis-28391	196	32	dataset	dataset	NOUN
bracis-28391	196	33	.	.	PUNCT
bracis-28391	197	1	an	an	DET
bracis-28391	197	2	open	open	ADJ
bracis-28391	197	3	research	research	NOUN
bracis-28391	197	4	area	area	NOUN
bracis-28391	197	5	is	be	AUX
bracis-28391	197	6	the	the	DET
bracis-28391	197	7	development	development	NOUN
bracis-28391	197	8	of	of	ADP
bracis-28391	197	9	models	model	NOUN
bracis-28391	197	10	,	,	PUNCT
bracis-28391	197	11	algorithms	algorithm	NOUN
bracis-28391	197	12	,	,	PUNCT
bracis-28391	197	13	and	and	CCONJ
bracis-28391	197	14	methods	method	NOUN
bracis-28391	197	15	resilient	resilient	ADJ
bracis-28391	197	16	to	to	ADP
bracis-28391	197	17	data	datum	NOUN
bracis-28391	197	18	availability	availability	NOUN
bracis-28391	197	19	,	,	PUNCT
bracis-28391	197	20	i.e.	i.e.	X
bracis-28391	197	21	,	,	PUNCT
bracis-28391	197	22	models	model	NOUN
bracis-28391	197	23	with	with	ADP
bracis-28391	197	24	high	high	ADJ
bracis-28391	197	25	generalization	generalization	NOUN
bracis-28391	197	26	capability	capability	NOUN
bracis-28391	197	27	using	use	VERB
bracis-28391	197	28	few	few	ADJ
bracis-28391	197	29	training	training	NOUN
bracis-28391	197	30	data	datum	NOUN
bracis-28391	197	31	.	.	PUNCT
bracis-28391	198	1	moreover	moreover	ADV
bracis-28391	198	2	,	,	PUNCT
bracis-28391	198	3	despite	despite	SCONJ
bracis-28391	198	4	the	the	DET
bracis-28391	198	5	variety	variety	NOUN
bracis-28391	198	6	in	in	ADP
bracis-28391	198	7	available	available	ADJ
bracis-28391	198	8	data	datum	NOUN
bracis-28391	198	9	,	,	PUNCT
bracis-28391	198	10	there	there	PRON
bracis-28391	198	11	are	be	VERB
bracis-28391	198	12	few	few	ADJ
bracis-28391	198	13	datasets	dataset	NOUN
bracis-28391	198	14	created	create	VERB
bracis-28391	198	15	for	for	ADP
bracis-28391	198	16	face	face	NOUN
bracis-28391	198	17	de	de	NOUN
bracis-28391	198	18	-	-	NOUN
bracis-28391	198	19	occlusion	occlusion	NOUN
bracis-28391	198	20	and	and	CCONJ
bracis-28391	198	21	inpainting	inpainting	ADJ
bracis-28391	198	22	.	.	PUNCT
bracis-28391	199	1	these	these	DET
bracis-28391	199	2	datasets	dataset	NOUN
bracis-28391	199	3	contain	contain	VERB
bracis-28391	199	4	few	few	ADJ
bracis-28391	199	5	images	image	NOUN
bracis-28391	199	6	compared	compare	VERB
bracis-28391	199	7	with	with	ADP
bracis-28391	199	8	other	other	ADJ
bracis-28391	199	9	face	face	NOUN
bracis-28391	199	10	databases	database	NOUN
bracis-28391	199	11	.	.	PUNCT
bracis-28391	200	1	for	for	ADP
bracis-28391	200	2	this	this	DET
bracis-28391	200	3	reason	reason	NOUN
bracis-28391	200	4	,	,	PUNCT
bracis-28391	200	5	researchers	researcher	NOUN
bracis-28391	200	6	build	build	VERB
bracis-28391	200	7	their	their	PRON
bracis-28391	200	8	own	own	ADJ
bracis-28391	200	9	synthetic	synthetic	ADJ
bracis-28391	200	10	images	image	NOUN
bracis-28391	200	11	based	base	VERB
bracis-28391	200	12	on	on	ADP
bracis-28391	200	13	available	available	ADJ
bracis-28391	200	14	public	public	ADJ
bracis-28391	200	15	face	face	NOUN
bracis-28391	200	16	datasets	dataset	NOUN
bracis-28391	200	17	,	,	PUNCT
bracis-28391	200	18	usually	usually	ADV
bracis-28391	200	19	overlaying	overlay	VERB
bracis-28391	200	20	an	an	DET
bracis-28391	200	21	object	object	NOUN
bracis-28391	200	22	or	or	CCONJ
bracis-28391	200	23	a	a	DET
bracis-28391	200	24	binary	binary	ADJ
bracis-28391	200	25	mask	mask	NOUN
bracis-28391	200	26	.	.	PUNCT
bracis-28391	201	1	this	this	DET
bracis-28391	201	2	approach	approach	NOUN
bracis-28391	201	3	may	may	AUX
bracis-28391	201	4	be	be	AUX
bracis-28391	201	5	good	good	ADJ
bracis-28391	201	6	for	for	ADP
bracis-28391	201	7	model	model	NOUN
bracis-28391	201	8	development	development	NOUN
bracis-28391	201	9	,	,	PUNCT
bracis-28391	201	10	not	not	PART
bracis-28391	201	11	for	for	ADP
bracis-28391	201	12	inference	inference	NOUN
bracis-28391	201	13	in	in	ADP
bracis-28391	201	14	real	real	ADJ
bracis-28391	201	15	world	world	NOUN
bracis-28391	201	16	scenarios	scenario	NOUN
bracis-28391	201	17	which	which	PRON
bracis-28391	201	18	require	require	VERB
bracis-28391	201	19	a	a	DET
bracis-28391	201	20	large	large	ADJ
bracis-28391	201	21	occluded	occluded	ADJ
bracis-28391	201	22	face	face	NOUN
bracis-28391	201	23	dataset	dataset	VERB
bracis-28391	201	24	for	for	ADP
bracis-28391	201	25	testing	testing	NOUN
bracis-28391	201	26	models	model	NOUN
bracis-28391	201	27	.	.	PUNCT
bracis-28391	202	1	3.2	3.2	NUM
bracis-28391	202	2	evaluation	evaluation	NOUN
bracis-28391	202	3	metrics	metric	NOUN
bracis-28391	202	4	user	user	NOUN
bracis-28391	202	5	study	study	NOUN
bracis-28391	202	6	measures	measure	NOUN
bracis-28391	202	7	qualitative	qualitative	VERB
bracis-28391	202	8	attributes	attribute	NOUN
bracis-28391	202	9	that	that	PRON
bracis-28391	202	10	are	be	AUX
bracis-28391	202	11	hard	hard	ADJ
bracis-28391	202	12	to	to	PART
bracis-28391	202	13	evaluate	evaluate	VERB
bracis-28391	202	14	with	with	ADP
bracis-28391	202	15	quantitative	quantitative	ADJ
bracis-28391	202	16	methods	method	NOUN
bracis-28391	202	17	alone	alone	ADV
bracis-28391	202	18	.	.	PUNCT
bracis-28391	203	1	since	since	SCONJ
bracis-28391	203	2	researchers	researcher	NOUN
bracis-28391	203	3	employ	employ	VERB
bracis-28391	203	4	different	different	ADJ
bracis-28391	203	5	methodologies	methodology	NOUN
bracis-28391	203	6	when	when	SCONJ
bracis-28391	203	7	conducting	conduct	VERB
bracis-28391	203	8	the	the	DET
bracis-28391	203	9	qualitative	qualitative	ADJ
bracis-28391	203	10	survey	survey	NOUN
bracis-28391	203	11	,	,	PUNCT
bracis-28391	203	12	results	result	NOUN
bracis-28391	203	13	can	can	AUX
bracis-28391	203	14	not	not	PART
bracis-28391	203	15	be	be	AUX
bracis-28391	203	16	compared	compare	VERB
bracis-28391	203	17	across	across	ADP
bracis-28391	203	18	published	publish	VERB
bracis-28391	203	19	studies	study	NOUN
bracis-28391	203	20	.	.	PUNCT
bracis-28391	204	1	this	this	DET
bracis-28391	204	2	situation	situation	NOUN
bracis-28391	204	3	could	could	AUX
bracis-28391	204	4	be	be	AUX
bracis-28391	204	5	avoided	avoid	VERB
bracis-28391	204	6	if	if	SCONJ
bracis-28391	204	7	researchers	researcher	NOUN
bracis-28391	204	8	followed	follow	VERB
bracis-28391	204	9	a	a	DET
bracis-28391	204	10	formal	formal	ADJ
bracis-28391	204	11	protocol	protocol	NOUN
bracis-28391	204	12	describing	describe	VERB
bracis-28391	204	13	the	the	DET
bracis-28391	204	14	survey	survey	NOUN
bracis-28391	204	15	process	process	NOUN
bracis-28391	204	16	.	.	PUNCT
bracis-28391	205	1	the	the	DET
bracis-28391	205	2	protocol	protocol	NOUN
bracis-28391	205	3	might	might	AUX
bracis-28391	205	4	use	use	VERB
bracis-28391	205	5	psychophysical	psychophysical	ADJ
bracis-28391	205	6	similarity	similarity	NOUN
bracis-28391	205	7	measurements	measurement	NOUN
bracis-28391	205	8	already	already	ADV
bracis-28391	205	9	used	use	VERB
bracis-28391	205	10	in	in	ADP
bracis-28391	205	11	the	the	DET
bracis-28391	205	12	literature	literature	NOUN
bracis-28391	205	13	,	,	PUNCT
bracis-28391	205	14	such	such	ADJ
bracis-28391	205	15	as	as	ADP
bracis-28391	205	16	two	two	NUM
bracis-28391	205	17	alternative	alternative	ADJ
bracis-28391	205	18	forced	force	VERB
bracis-28391	205	19	choice	choice	NOUN
bracis-28391	205	20	(	(	PUNCT
bracis-28391	205	21	2afc	2afc	NUM
bracis-28391	205	22	)	)	PUNCT
bracis-28391	205	23	and	and	CCONJ
bracis-28391	205	24	just	just	ADV
bracis-28391	205	25	noticeable	noticeable	ADJ
bracis-28391	205	26	differences	difference	NOUN
bracis-28391	205	27	(	(	PUNCT
bracis-28391	205	28	jnd	jnd	NOUN
bracis-28391	205	29	)	)	PUNCT
bracis-28391	205	30	used	use	VERB
bracis-28391	205	31	in	in	ADP
bracis-28391	205	32	[	[	X
bracis-28391	205	33	49	49	NUM
bracis-28391	205	34	]	]	PUNCT
bracis-28391	205	35	.	.	PUNCT
bracis-28391	206	1	moreover	moreover	ADV
bracis-28391	206	2	,	,	PUNCT
bracis-28391	206	3	most	most	ADJ
bracis-28391	206	4	quantitative	quantitative	ADJ
bracis-28391	206	5	evaluation	evaluation	NOUN
bracis-28391	206	6	metrics	metric	NOUN
bracis-28391	206	7	measure	measure	VERB
bracis-28391	206	8	pixel	pixel	ADJ
bracis-28391	206	9	-	-	PUNCT
bracis-28391	206	10	level	level	NOUN
bracis-28391	206	11	statistics	statistic	NOUN
bracis-28391	206	12	that	that	PRON
bracis-28391	206	13	are	be	AUX
bracis-28391	206	14	unable	unable	ADJ
bracis-28391	206	15	to	to	PART
bracis-28391	206	16	capture	capture	VERB
bracis-28391	206	17	human	human	ADJ
bracis-28391	206	18	perception	perception	NOUN
bracis-28391	206	19	.	.	PUNCT
bracis-28391	207	1	for	for	ADP
bracis-28391	207	2	historical	historical	ADJ
bracis-28391	207	3	reasons	reason	NOUN
bracis-28391	207	4	,	,	PUNCT
bracis-28391	207	5	they	they	PRON
bracis-28391	207	6	are	be	AUX
bracis-28391	207	7	still	still	ADV
bracis-28391	207	8	widely	widely	ADV
bracis-28391	207	9	used	use	VERB
bracis-28391	207	10	for	for	ADP
bracis-28391	207	11	model	model	NOUN
bracis-28391	207	12	comparison	comparison	NOUN
bracis-28391	207	13	.	.	PUNCT
bracis-28391	208	1	the	the	DET
bracis-28391	208	2	two	two	NUM
bracis-28391	208	3	most	most	ADV
bracis-28391	208	4	used	use	VERB
bracis-28391	208	5	metrics	metric	NOUN
bracis-28391	208	6	,	,	PUNCT
bracis-28391	208	7	psnr	psnr	NOUN
bracis-28391	208	8	and	and	CCONJ
bracis-28391	208	9	ssim	ssim	NOUN
bracis-28391	208	10	,	,	PUNCT
bracis-28391	208	11	carry	carry	VERB
bracis-28391	208	12	a	a	DET
bracis-28391	208	13	simple	simple	ADJ
bracis-28391	208	14	relationship	relationship	NOUN
bracis-28391	208	15	between	between	ADP
bracis-28391	208	16	them	they	PRON
bracis-28391	208	17	[	[	X
bracis-28391	208	18	17	17	NUM
bracis-28391	208	19	]	]	PUNCT
bracis-28391	208	20	.	.	PUNCT
bracis-28391	209	1	on	on	ADP
bracis-28391	209	2	the	the	DET
bracis-28391	209	3	other	other	ADJ
bracis-28391	209	4	hand	hand	NOUN
bracis-28391	209	5	,	,	PUNCT
bracis-28391	209	6	feature	feature	NOUN
bracis-28391	209	7	-	-	PUNCT
bracis-28391	209	8	level	level	NOUN
bracis-28391	209	9	metrics	metric	NOUN
bracis-28391	209	10	capture	capture	VERB
bracis-28391	209	11	higher	high	ADJ
bracis-28391	209	12	level	level	NOUN
bracis-28391	209	13	perceptual	perceptual	ADJ
bracis-28391	209	14	quality	quality	NOUN
bracis-28391	209	15	.	.	PUNCT
bracis-28391	210	1	lpips	lpip	NOUN
bracis-28391	210	2	is	be	AUX
bracis-28391	210	3	the	the	DET
bracis-28391	210	4	only	only	ADJ
bracis-28391	210	5	feature	feature	NOUN
bracis-28391	210	6	-	-	PUNCT
bracis-28391	210	7	level	level	NOUN
bracis-28391	210	8	metric	metric	NOUN
bracis-28391	210	9	found	find	VERB
bracis-28391	210	10	in	in	ADP
bracis-28391	210	11	the	the	DET
bracis-28391	210	12	literature	literature	NOUN
bracis-28391	210	13	,	,	PUNCT
bracis-28391	210	14	but	but	CCONJ
bracis-28391	210	15	it	it	PRON
bracis-28391	210	16	still	still	ADV
bracis-28391	210	17	lags	lag	VERB
bracis-28391	210	18	behind	behind	ADP
bracis-28391	210	19	human	human	ADJ
bracis-28391	210	20	-	-	PUNCT
bracis-28391	210	21	level	level	NOUN
bracis-28391	210	22	perception	perception	NOUN
bracis-28391	210	23	.	.	PUNCT
bracis-28391	211	1	more	more	ADJ
bracis-28391	211	2	research	research	NOUN
bracis-28391	211	3	still	still	ADV
bracis-28391	211	4	needs	need	VERB
bracis-28391	211	5	to	to	PART
bracis-28391	211	6	be	be	AUX
bracis-28391	211	7	done	do	VERB
bracis-28391	211	8	in	in	ADP
bracis-28391	211	9	an	an	DET
bracis-28391	211	10	improved	improved	ADJ
bracis-28391	211	11	version	version	NOUN
bracis-28391	211	12	of	of	ADP
bracis-28391	211	13	lpips	lpip	NOUN
bracis-28391	211	14	with	with	ADP
bracis-28391	211	15	higher	high	ADJ
bracis-28391	211	16	perception	perception	NOUN
bracis-28391	211	17	level	level	NOUN
bracis-28391	211	18	as	as	ADV
bracis-28391	211	19	well	well	ADV
bracis-28391	211	20	as	as	ADP
bracis-28391	211	21	quantitative	quantitative	ADJ
bracis-28391	211	22	metrics	metric	NOUN
bracis-28391	211	23	able	able	ADJ
bracis-28391	211	24	to	to	PART
bracis-28391	211	25	evaluate	evaluate	VERB
bracis-28391	211	26	other	other	ADJ
bracis-28391	211	27	qualitative	qualitative	NOUN
bracis-28391	211	28	attributes	attribute	NOUN
bracis-28391	211	29	such	such	ADJ
bracis-28391	211	30	as	as	ADP
bracis-28391	211	31	effective	effective	ADJ
bracis-28391	211	32	occlusion	occlusion	NOUN
bracis-28391	211	33	removal	removal	NOUN
bracis-28391	211	34	,	,	PUNCT
bracis-28391	211	35	naturalness	naturalness	NOUN
bracis-28391	211	36	,	,	PUNCT
bracis-28391	211	37	image	image	NOUN
bracis-28391	211	38	realism	realism	NOUN
bracis-28391	211	39	,	,	PUNCT
bracis-28391	211	40	consistency	consistency	NOUN
bracis-28391	211	41	,	,	PUNCT
bracis-28391	211	42	and	and	CCONJ
bracis-28391	211	43	perception	perception	NOUN
bracis-28391	211	44	quality	quality	NOUN
bracis-28391	211	45	.	.	PUNCT
bracis-28391	212	1	3.3	3.3	NUM
bracis-28391	212	2	automatic	automatic	ADJ
bracis-28391	212	3	de	de	NOUN
bracis-28391	212	4	-	-	NOUN
bracis-28391	212	5	occlusion	occlusion	NOUN
bracis-28391	212	6	most	most	ADJ
bracis-28391	212	7	state	state	NOUN
bracis-28391	212	8	-	-	PUNCT
bracis-28391	212	9	of	of	ADP
bracis-28391	212	10	-	-	PUNCT
bracis-28391	212	11	the	the	DET
bracis-28391	212	12	-	-	PUNCT
bracis-28391	212	13	art	art	NOUN
bracis-28391	212	14	models	model	NOUN
bracis-28391	212	15	require	require	VERB
bracis-28391	212	16	a	a	DET
bracis-28391	212	17	binary	binary	ADJ
bracis-28391	212	18	mask	mask	NOUN
bracis-28391	212	19	with	with	ADP
bracis-28391	212	20	holes	hole	NOUN
bracis-28391	212	21	in	in	ADP
bracis-28391	212	22	the	the	DET
bracis-28391	212	23	occluded	occluded	ADJ
bracis-28391	212	24	area	area	NOUN
bracis-28391	212	25	.	.	PUNCT
bracis-28391	213	1	this	this	PRON
bracis-28391	213	2	can	can	AUX
bracis-28391	213	3	be	be	AUX
bracis-28391	213	4	useful	useful	ADJ
bracis-28391	213	5	for	for	ADP
bracis-28391	213	6	single	single	ADJ
bracis-28391	213	7	image	image	NOUN
bracis-28391	213	8	restoration	restoration	NOUN
bracis-28391	213	9	and	and	CCONJ
bracis-28391	213	10	de	de	NOUN
bracis-28391	213	11	-	-	NOUN
bracis-28391	213	12	occlusion	occlusion	NOUN
bracis-28391	213	13	of	of	ADP
bracis-28391	213	14	photographs	photograph	NOUN
bracis-28391	213	15	,	,	PUNCT
bracis-28391	213	16	but	but	CCONJ
bracis-28391	213	17	it	it	PRON
bracis-28391	213	18	is	be	AUX
bracis-28391	213	19	unfeasible	unfeasible	ADJ
bracis-28391	213	20	for	for	ADP
bracis-28391	213	21	videos	video	NOUN
bracis-28391	213	22	,	,	PUNCT
bracis-28391	213	23	real	real	ADJ
bracis-28391	213	24	-	-	PUNCT
bracis-28391	213	25	time	time	NOUN
bracis-28391	213	26	de	de	NOUN
bracis-28391	213	27	-	-	NOUN
bracis-28391	213	28	occlusion	occlusion	NOUN
bracis-28391	213	29	and	and	CCONJ
bracis-28391	213	30	batch	batch	NOUN
bracis-28391	213	31	processing	processing	NOUN
bracis-28391	213	32	of	of	ADP
bracis-28391	213	33	several	several	ADJ
bracis-28391	213	34	images	image	NOUN
bracis-28391	213	35	.	.	PUNCT
bracis-28391	214	1	automatic	automatic	ADJ
bracis-28391	214	2	detection	detection	NOUN
bracis-28391	214	3	and	and	CCONJ
bracis-28391	214	4	removal	removal	NOUN
bracis-28391	214	5	of	of	ADP
bracis-28391	214	6	occlusions	occlusion	NOUN
bracis-28391	214	7	fails	fail	VERB
bracis-28391	214	8	to	to	PART
bracis-28391	214	9	properly	properly	ADV
bracis-28391	214	10	detect	detect	VERB
bracis-28391	214	11	occlusions	occlusion	NOUN
bracis-28391	214	12	,	,	PUNCT
bracis-28391	214	13	producing	produce	VERB
bracis-28391	214	14	artifacts	artifact	NOUN
bracis-28391	214	15	in	in	ADP
bracis-28391	214	16	the	the	DET
bracis-28391	214	17	restored	restore	VERB
bracis-28391	214	18	region	region	NOUN
bracis-28391	214	19	[	[	X
bracis-28391	214	20	6	6	NUM
bracis-28391	214	21	]	]	PUNCT
bracis-28391	214	22	.	.	PUNCT
bracis-28391	215	1	moreover	moreover	ADV
bracis-28391	215	2	,	,	PUNCT
bracis-28391	215	3	there	there	PRON
bracis-28391	215	4	are	be	VERB
bracis-28391	215	5	still	still	ADV
bracis-28391	215	6	few	few	ADJ
bracis-28391	215	7	studies	study	NOUN
bracis-28391	215	8	in	in	ADP
bracis-28391	215	9	this	this	DET
bracis-28391	215	10	area	area	NOUN
bracis-28391	215	11	.	.	PUNCT
bracis-28391	216	1	3.4	3.4	NUM
bracis-28391	216	2	image	image	NOUN
bracis-28391	216	3	quality	quality	NOUN
bracis-28391	216	4	image	image	NOUN
bracis-28391	216	5	quality	quality	NOUN
bracis-28391	216	6	remains	remain	VERB
bracis-28391	216	7	an	an	DET
bracis-28391	216	8	open	open	ADJ
bracis-28391	216	9	problem	problem	NOUN
bracis-28391	216	10	,	,	PUNCT
bracis-28391	216	11	for	for	ADP
bracis-28391	216	12	example	example	NOUN
bracis-28391	216	13	eyes	eye	NOUN
bracis-28391	216	14	with	with	ADP
bracis-28391	216	15	different	different	ADJ
bracis-28391	216	16	colors	color	NOUN
bracis-28391	216	17	,	,	PUNCT
bracis-28391	216	18	distorted	distort	VERB
bracis-28391	216	19	shape	shape	NOUN
bracis-28391	216	20	of	of	ADP
bracis-28391	216	21	mouth	mouth	NOUN
bracis-28391	216	22	and	and	CCONJ
bracis-28391	216	23	nose	nose	NOUN
bracis-28391	216	24	,	,	PUNCT
bracis-28391	216	25	missing	missing	ADJ
bracis-28391	216	26	ears	ear	NOUN
bracis-28391	216	27	,	,	PUNCT
bracis-28391	216	28	texture	texture	ADJ
bracis-28391	216	29	discontinuity	discontinuity	NOUN
bracis-28391	216	30	in	in	ADP
bracis-28391	216	31	the	the	DET
bracis-28391	216	32	border	border	NOUN
bracis-28391	216	33	pixels	pixel	NOUN
bracis-28391	216	34	,	,	PUNCT
bracis-28391	216	35	artifacts	artifact	NOUN
bracis-28391	216	36	,	,	PUNCT
bracis-28391	216	37	blur	blur	NOUN
bracis-28391	216	38	,	,	PUNCT
bracis-28391	216	39	and	and	CCONJ
bracis-28391	216	40	bad	bad	ADJ
bracis-28391	216	41	background	background	NOUN
bracis-28391	216	42	filling	filling	NOUN
bracis-28391	216	43	.	.	PUNCT
bracis-28391	217	1	models	model	NOUN
bracis-28391	217	2	using	use	VERB
bracis-28391	217	3	prior	prior	ADJ
bracis-28391	217	4	information	information	NOUN
bracis-28391	217	5	such	such	ADJ
bracis-28391	217	6	as	as	ADP
bracis-28391	217	7	landmarks	landmark	NOUN
bracis-28391	217	8	,	,	PUNCT
bracis-28391	217	9	edges	edge	NOUN
bracis-28391	217	10	and	and	CCONJ
bracis-28391	217	11	semantic	semantic	ADJ
bracis-28391	217	12	segmentation	segmentation	NOUN
bracis-28391	217	13	maps	map	NOUN
bracis-28391	217	14	,	,	PUNCT
bracis-28391	217	15	or	or	CCONJ
bracis-28391	217	16	other	other	ADJ
bracis-28391	217	17	coarse	coarse	NOUN
bracis-28391	217	18	-	-	PUNCT
bracis-28391	217	19	to	to	ADP
bracis-28391	217	20	-	-	PUNCT
bracis-28391	217	21	fine	fine	ADJ
bracis-28391	217	22	approach	approach	NOUN
bracis-28391	217	23	,	,	PUNCT
bracis-28391	217	24	rely	rely	VERB
bracis-28391	217	25	on	on	ADP
bracis-28391	217	26	the	the	DET
bracis-28391	217	27	quality	quality	NOUN
bracis-28391	217	28	of	of	ADP
bracis-28391	217	29	the	the	DET
bracis-28391	217	30	predictions	prediction	NOUN
bracis-28391	217	31	of	of	ADP
bracis-28391	217	32	these	these	DET
bracis-28391	217	33	priors	prior	NOUN
bracis-28391	217	34	.	.	PUNCT
bracis-28391	218	1	these	these	DET
bracis-28391	218	2	predictions	prediction	NOUN
bracis-28391	218	3	have	have	VERB
bracis-28391	218	4	performance	performance	NOUN
bracis-28391	218	5	degradation	degradation	NOUN
bracis-28391	218	6	on	on	ADP
bracis-28391	218	7	occluded	occluded	ADJ
bracis-28391	218	8	faces	face	NOUN
bracis-28391	218	9	,	,	PUNCT
bracis-28391	218	10	in	in	ADP
bracis-28391	218	11	particular	particular	ADJ
bracis-28391	218	12	combined	combine	VERB
bracis-28391	218	13	with	with	ADP
bracis-28391	218	14	large	large	ADJ
bracis-28391	218	15	pose	pose	NOUN
bracis-28391	218	16	variations	variation	NOUN
bracis-28391	218	17	,	,	PUNCT
bracis-28391	218	18	such	such	ADJ
bracis-28391	218	19	as	as	ADP
bracis-28391	218	20	top	top	ADJ
bracis-28391	218	21	or	or	CCONJ
bracis-28391	218	22	bottom	bottom	ADJ
bracis-28391	218	23	views	view	NOUN
bracis-28391	218	24	and	and	CCONJ
bracis-28391	218	25	profile	profile	NOUN
bracis-28391	218	26	.	.	PUNCT
bracis-28391	219	1	large	large	ADJ
bracis-28391	219	2	occlusions	occlusion	NOUN
bracis-28391	219	3	also	also	ADV
bracis-28391	219	4	degrade	degrade	VERB
bracis-28391	219	5	performance	performance	NOUN
bracis-28391	219	6	.	.	PUNCT
bracis-28391	220	1	the	the	DET
bracis-28391	220	2	majority	majority	NOUN
bracis-28391	220	3	of	of	ADP
bracis-28391	220	4	models	model	NOUN
bracis-28391	220	5	are	be	AUX
bracis-28391	220	6	trained	train	VERB
bracis-28391	220	7	with	with	ADP
bracis-28391	220	8	25	25	NUM
bracis-28391	220	9	%	%	NOUN
bracis-28391	220	10	of	of	ADP
bracis-28391	220	11	missing	miss	VERB
bracis-28391	220	12	region	region	NOUN
bracis-28391	220	13	,	,	PUNCT
bracis-28391	220	14	and	and	CCONJ
bracis-28391	220	15	a	a	DET
bracis-28391	220	16	few	few	ADJ
bracis-28391	220	17	restore	restore	NOUN
bracis-28391	220	18	over	over	ADP
bracis-28391	220	19	than	than	ADP
bracis-28391	220	20	50	50	NUM
bracis-28391	220	21	%	%	NOUN
bracis-28391	220	22	.	.	PUNCT
bracis-28391	221	1	it	it	PRON
bracis-28391	221	2	’s	’	VERB
bracis-28391	221	3	specially	specially	ADV
bracis-28391	221	4	challenging	challenging	ADJ
bracis-28391	221	5	to	to	PART
bracis-28391	221	6	remove	remove	VERB
bracis-28391	221	7	occlusions	occlusion	NOUN
bracis-28391	221	8	covering	cover	VERB
bracis-28391	221	9	symmetric	symmetric	ADJ
bracis-28391	221	10	parts	part	NOUN
bracis-28391	221	11	of	of	ADP
bracis-28391	221	12	the	the	DET
bracis-28391	221	13	face	face	NOUN
bracis-28391	221	14	,	,	PUNCT
bracis-28391	221	15	for	for	ADP
bracis-28391	221	16	example	example	NOUN
bracis-28391	221	17	both	both	DET
bracis-28391	221	18	eyes	eye	NOUN
bracis-28391	221	19	,	,	PUNCT
bracis-28391	221	20	simply	simply	ADV
bracis-28391	221	21	because	because	SCONJ
bracis-28391	221	22	the	the	DET
bracis-28391	221	23	model	model	NOUN
bracis-28391	221	24	does	do	AUX
bracis-28391	221	25	n’t	not	PART
bracis-28391	221	26	know	know	VERB
bracis-28391	221	27	the	the	DET
bracis-28391	221	28	color	color	NOUN
bracis-28391	221	29	and	and	CCONJ
bracis-28391	221	30	shape	shape	NOUN
bracis-28391	221	31	of	of	ADP
bracis-28391	221	32	the	the	DET
bracis-28391	221	33	eyes	eye	NOUN
bracis-28391	221	34	.	.	PUNCT
bracis-28391	222	1	in	in	ADP
bracis-28391	222	2	such	such	ADJ
bracis-28391	222	3	cases	case	NOUN
bracis-28391	222	4	,	,	PUNCT
bracis-28391	222	5	the	the	DET
bracis-28391	222	6	use	use	NOUN
bracis-28391	222	7	of	of	ADP
bracis-28391	222	8	prior	prior	ADJ
bracis-28391	222	9	information	information	NOUN
bracis-28391	222	10	helps	help	VERB
bracis-28391	222	11	with	with	ADP
bracis-28391	222	12	the	the	DET
bracis-28391	222	13	structure	structure	NOUN
bracis-28391	222	14	of	of	ADP
bracis-28391	222	15	the	the	DET
bracis-28391	222	16	face	face	NOUN
bracis-28391	222	17	,	,	PUNCT
bracis-28391	222	18	but	but	CCONJ
bracis-28391	222	19	the	the	DET
bracis-28391	222	20	texture	texture	NOUN
bracis-28391	222	21	still	still	ADV
bracis-28391	222	22	remains	remain	VERB
bracis-28391	222	23	missing	missing	ADJ
bracis-28391	222	24	.	.	PUNCT
bracis-28391	223	1	3.5	3.5	NUM
bracis-28391	223	2	computational	computational	ADJ
bracis-28391	223	3	cost	cost	NOUN
bracis-28391	223	4	current	current	ADJ
bracis-28391	223	5	models	model	NOUN
bracis-28391	223	6	have	have	VERB
bracis-28391	223	7	high	high	ADJ
bracis-28391	223	8	computational	computational	ADJ
bracis-28391	223	9	cost	cost	NOUN
bracis-28391	223	10	,	,	PUNCT
bracis-28391	223	11	restricting	restrict	VERB
bracis-28391	223	12	the	the	DET
bracis-28391	223	13	use	use	NOUN
bracis-28391	223	14	in	in	ADP
bracis-28391	223	15	edge	edge	NOUN
bracis-28391	223	16	devices	device	NOUN
bracis-28391	223	17	and	and	CCONJ
bracis-28391	223	18	in	in	ADP
bracis-28391	223	19	real	real	ADJ
bracis-28391	223	20	-	-	PUNCT
bracis-28391	223	21	time	time	NOUN
bracis-28391	223	22	applications	application	NOUN
bracis-28391	223	23	.	.	PUNCT
bracis-28391	224	1	inference	inference	NOUN
bracis-28391	224	2	time	time	NOUN
bracis-28391	224	3	is	be	AUX
bracis-28391	224	4	still	still	ADV
bracis-28391	224	5	very	very	ADV
bracis-28391	224	6	high	high	ADJ
bracis-28391	224	7	for	for	ADP
bracis-28391	224	8	real	real	ADJ
bracis-28391	224	9	-	-	PUNCT
bracis-28391	224	10	time	time	NOUN
bracis-28391	224	11	applications	application	NOUN
bracis-28391	224	12	even	even	ADV
bracis-28391	224	13	with	with	ADP
bracis-28391	224	14	gpu	gpu	PROPN
bracis-28391	224	15	,	,	PUNCT
bracis-28391	224	16	and	and	CCONJ
bracis-28391	224	17	the	the	DET
bracis-28391	224	18	number	number	NOUN
bracis-28391	224	19	of	of	ADP
bracis-28391	224	20	parameters	parameter	NOUN
bracis-28391	224	21	may	may	AUX
bracis-28391	224	22	restrict	restrict	VERB
bracis-28391	224	23	the	the	DET
bracis-28391	224	24	use	use	NOUN
bracis-28391	224	25	in	in	ADP
bracis-28391	224	26	edge	edge	NOUN
bracis-28391	224	27	devices	device	NOUN
bracis-28391	224	28	.	.	PUNCT
bracis-28391	225	1	moreover	moreover	ADV
bracis-28391	225	2	,	,	PUNCT
bracis-28391	225	3	training	train	VERB
bracis-28391	225	4	a	a	DET
bracis-28391	225	5	model	model	NOUN
bracis-28391	225	6	takes	take	VERB
bracis-28391	225	7	a	a	DET
bracis-28391	225	8	few	few	ADJ
bracis-28391	225	9	days	day	NOUN
bracis-28391	225	10	and	and	CCONJ
bracis-28391	225	11	model	model	NOUN
bracis-28391	225	12	design	design	NOUN
bracis-28391	225	13	takes	take	VERB
bracis-28391	225	14	a	a	DET
bracis-28391	225	15	few	few	ADJ
bracis-28391	225	16	months	month	NOUN
bracis-28391	225	17	.	.	PUNCT
bracis-28391	226	1	more	more	ADJ
bracis-28391	226	2	research	research	NOUN
bracis-28391	226	3	is	be	AUX
bracis-28391	226	4	needed	need	VERB
bracis-28391	226	5	to	to	PART
bracis-28391	226	6	create	create	VERB
bracis-28391	226	7	better	well	ADJ
bracis-28391	226	8	algorithms	algorithm	NOUN
bracis-28391	226	9	and	and	CCONJ
bracis-28391	226	10	more	more	ADV
bracis-28391	226	11	efficient	efficient	ADJ
bracis-28391	226	12	methods	method	NOUN
bracis-28391	226	13	to	to	PART
bracis-28391	226	14	reduce	reduce	VERB
bracis-28391	226	15	these	these	DET
bracis-28391	226	16	computational	computational	ADJ
bracis-28391	226	17	costs	cost	NOUN
bracis-28391	226	18	.	.	PUNCT
bracis-28391	227	1	4	4	NUM
bracis-28391	227	2	conclusion	conclusion	NOUN
bracis-28391	227	3	this	this	DET
bracis-28391	227	4	paper	paper	NOUN
bracis-28391	227	5	reviews	review	NOUN
bracis-28391	227	6	gan	gan	NOUN
bracis-28391	227	7	-	-	PUNCT
bracis-28391	227	8	based	base	VERB
bracis-28391	227	9	face	face	NOUN
bracis-28391	227	10	image	image	NOUN
bracis-28391	227	11	inpainting	inpainte	VERB
bracis-28391	227	12	and	and	CCONJ
bracis-28391	227	13	de	de	ADJ
bracis-28391	227	14	-	-	NOUN
bracis-28391	227	15	occlusion	occlusion	NOUN
bracis-28391	227	16	studies	study	NOUN
bracis-28391	227	17	found	find	VERB
bracis-28391	227	18	in	in	ADP
bracis-28391	227	19	the	the	DET
bracis-28391	227	20	literature	literature	NOUN
bracis-28391	227	21	.	.	PUNCT
bracis-28391	228	1	more	more	ADV
bracis-28391	228	2	specifically	specifically	ADV
bracis-28391	228	3	,	,	PUNCT
bracis-28391	228	4	we	we	PRON
bracis-28391	228	5	explored	explore	VERB
bracis-28391	228	6	the	the	DET
bracis-28391	228	7	network	network	NOUN
bracis-28391	228	8	architecture	architecture	NOUN
bracis-28391	228	9	and	and	CCONJ
bracis-28391	228	10	components	component	NOUN
bracis-28391	228	11	.	.	PUNCT
bracis-28391	229	1	the	the	DET
bracis-28391	229	2	review	review	NOUN
bracis-28391	229	3	also	also	ADV
bracis-28391	229	4	analyzed	analyze	VERB
bracis-28391	229	5	the	the	DET
bracis-28391	229	6	limitations	limitation	NOUN
bracis-28391	229	7	.	.	PUNCT
bracis-28391	230	1	the	the	DET
bracis-28391	230	2	gan	gan	ADJ
bracis-28391	230	3	architecture	architecture	NOUN
bracis-28391	230	4	for	for	ADP
bracis-28391	230	5	image	image	NOUN
bracis-28391	230	6	inpainting	inpainte	VERB
bracis-28391	230	7	and	and	CCONJ
bracis-28391	230	8	two	two	NUM
bracis-28391	230	9	-	-	PUNCT
bracis-28391	230	10	stage	stage	NOUN
bracis-28391	230	11	networks	network	NOUN
bracis-28391	230	12	were	be	AUX
bracis-28391	230	13	described	describe	VERB
bracis-28391	230	14	.	.	PUNCT
bracis-28391	231	1	encoder	encoder	NOUN
bracis-28391	231	2	-	-	PUNCT
bracis-28391	231	3	decoder	decoder	NOUN
bracis-28391	231	4	and	and	CCONJ
bracis-28391	231	5	u	u	NOUN
bracis-28391	231	6	-	-	NOUN
bracis-28391	231	7	net	net	NOUN
bracis-28391	231	8	are	be	AUX
bracis-28391	231	9	basic	basic	ADJ
bracis-28391	231	10	generator	generator	NOUN
bracis-28391	231	11	architectures	architecture	NOUN
bracis-28391	231	12	that	that	PRON
bracis-28391	231	13	can	can	AUX
bracis-28391	231	14	be	be	AUX
bracis-28391	231	15	combined	combine	VERB
bracis-28391	231	16	with	with	ADP
bracis-28391	231	17	other	other	ADJ
bracis-28391	231	18	components	component	NOUN
bracis-28391	231	19	for	for	ADP
bracis-28391	231	20	additional	additional	ADJ
bracis-28391	231	21	functionalities	functionality	NOUN
bracis-28391	231	22	.	.	PUNCT
bracis-28391	232	1	they	they	PRON
bracis-28391	232	2	are	be	AUX
bracis-28391	232	3	also	also	ADV
bracis-28391	232	4	used	use	VERB
bracis-28391	232	5	in	in	ADP
bracis-28391	232	6	single	single	ADJ
bracis-28391	232	7	and	and	CCONJ
bracis-28391	232	8	multi	multi	ADJ
bracis-28391	232	9	-	-	ADJ
bracis-28391	232	10	stage	stage	ADJ
bracis-28391	232	11	architectures	architecture	NOUN
bracis-28391	232	12	.	.	PUNCT
bracis-28391	233	1	local	local	ADJ
bracis-28391	233	2	and	and	CCONJ
bracis-28391	233	3	global	global	ADJ
bracis-28391	233	4	discriminators	discriminator	NOUN
bracis-28391	233	5	,	,	PUNCT
bracis-28391	233	6	patchgan	patchgan	NOUN
bracis-28391	233	7	and	and	CCONJ
bracis-28391	233	8	sn	sn	NOUN
bracis-28391	233	9	-	-	PUNCT
bracis-28391	233	10	patchgan	patchgan	NOUN
bracis-28391	233	11	improve	improve	VERB
bracis-28391	233	12	the	the	DET
bracis-28391	233	13	gan	gan	NOUN
bracis-28391	233	14	’s	’s	PART
bracis-28391	233	15	ability	ability	NOUN
bracis-28391	233	16	to	to	PART
bracis-28391	233	17	distinguish	distinguish	VERB
bracis-28391	233	18	between	between	ADP
bracis-28391	233	19	real	real	ADJ
bracis-28391	233	20	and	and	CCONJ
bracis-28391	233	21	fake	fake	ADJ
bracis-28391	233	22	images	image	NOUN
bracis-28391	233	23	in	in	ADP
bracis-28391	233	24	local	local	ADJ
bracis-28391	233	25	and	and	CCONJ
bracis-28391	233	26	global	global	ADJ
bracis-28391	233	27	levels	level	NOUN
bracis-28391	233	28	.	.	PUNCT
bracis-28391	234	1	squeeze	squeeze	NOUN
bracis-28391	234	2	and	and	CCONJ
bracis-28391	234	3	excitation	excitation	NOUN
bracis-28391	234	4	blocks	block	NOUN
bracis-28391	234	5	perform	perform	VERB
bracis-28391	234	6	channel	channel	NOUN
bracis-28391	234	7	-	-	PUNCT
bracis-28391	234	8	wise	wise	ADJ
bracis-28391	234	9	feature	feature	NOUN
bracis-28391	234	10	re	re	NOUN
bracis-28391	234	11	-	-	NOUN
bracis-28391	234	12	calibration	calibration	NOUN
bracis-28391	234	13	,	,	PUNCT
bracis-28391	234	14	weighting	weight	VERB
bracis-28391	234	15	the	the	DET
bracis-28391	234	16	importance	importance	NOUN
bracis-28391	234	17	of	of	ADP
bracis-28391	234	18	each	each	DET
bracis-28391	234	19	feature	feature	NOUN
bracis-28391	234	20	map	map	NOUN
bracis-28391	234	21	in	in	ADP
bracis-28391	234	22	a	a	DET
bracis-28391	234	23	given	give	VERB
bracis-28391	234	24	layer	layer	NOUN
bracis-28391	234	25	.	.	PUNCT
bracis-28391	235	1	ttur	ttur	PROPN
bracis-28391	235	2	,	,	PUNCT
bracis-28391	235	3	adam	adam	PROPN
bracis-28391	235	4	optimizer	optimizer	NOUN
bracis-28391	235	5	and	and	CCONJ
bracis-28391	235	6	spectral	spectral	ADJ
bracis-28391	235	7	normalization	normalization	NOUN
bracis-28391	235	8	accelerate	accelerate	NOUN
bracis-28391	235	9	and	and	CCONJ
bracis-28391	235	10	stabilize	stabilize	VERB
bracis-28391	235	11	gan	gan	PROPN
bracis-28391	235	12	training	training	NOUN
bracis-28391	235	13	.	.	PUNCT
bracis-28391	236	1	finally	finally	ADV
bracis-28391	236	2	,	,	PUNCT
bracis-28391	236	3	this	this	DET
bracis-28391	236	4	study	study	NOUN
bracis-28391	236	5	discussed	discuss	VERB
bracis-28391	236	6	the	the	DET
bracis-28391	236	7	current	current	ADJ
bracis-28391	236	8	limitations	limitation	NOUN
bracis-28391	236	9	and	and	CCONJ
bracis-28391	236	10	challenges	challenge	NOUN
bracis-28391	236	11	found	find	VERB
bracis-28391	236	12	in	in	ADP
bracis-28391	236	13	datasets	dataset	NOUN
bracis-28391	236	14	,	,	PUNCT
bracis-28391	236	15	evaluation	evaluation	NOUN
bracis-28391	236	16	metrics	metric	NOUN
bracis-28391	236	17	,	,	PUNCT
bracis-28391	236	18	automatic	automatic	ADJ
bracis-28391	236	19	de	de	NOUN
bracis-28391	236	20	-	-	NOUN
bracis-28391	236	21	occlusion	occlusion	NOUN
bracis-28391	236	22	,	,	PUNCT
bracis-28391	236	23	image	image	NOUN
bracis-28391	236	24	quality	quality	NOUN
bracis-28391	236	25	and	and	CCONJ
bracis-28391	236	26	computational	computational	ADJ
bracis-28391	236	27	cost	cost	NOUN
bracis-28391	236	28	.	.	PUNCT
bracis-28391	237	1	furthermore	furthermore	ADV
bracis-28391	237	2	,	,	PUNCT
bracis-28391	237	3	we	we	PRON
bracis-28391	237	4	propose	propose	VERB
bracis-28391	237	5	insights	insight	NOUN
bracis-28391	237	6	for	for	ADP
bracis-28391	237	7	future	future	ADJ
bracis-28391	237	8	research	research	NOUN
bracis-28391	237	9	.	.	PUNCT
bracis-28391	238	1	notes	note	VERB
bracis-28391	238	2	1.see	1.see	PROPN
bracis-28391	238	3	protocol	protocol	NOUN
bracis-28391	238	4	at	at	ADP
bracis-28391	238	5	https://github.com/vivamoto/bracis-2023	https://github.com/vivamoto/bracis-2023	PROPN
bracis-28391	238	6	.	.	PUNCT
bracis-28391	239	1	2.python	2.python	NUM
bracis-28391	239	2	code	code	NOUN
bracis-28391	239	3	available	available	ADJ
bracis-28391	239	4	at	at	ADP
bracis-28391	239	5	https://github.com/znxlwm/pytorch-pix2pix/blob/3059f2af53324e77089bbcfc31279f01a38c40b8/network.py	https://github.com/znxlwm/pytorch-pix2pix/blob/3059f2af53324e77089bbcfc31279f01a38c40b8/network.py	PROPN
bracis-28391	239	6	.	.	PUNCT
bracis-28391	240	1	3.python	3.python	NUM
bracis-28391	240	2	code	code	NOUN
bracis-28391	240	3	is	be	AUX
bracis-28391	240	4	available	available	ADJ
bracis-28391	240	5	at	at	ADP
bracis-28391	240	6	https://github.com/brain-research/self-attention-gan	https://github.com/brain-research/self-attention-gan	NOUN
bracis-28391	240	7	.	.	PUNCT
bracis-28391	241	1	references	reference	NOUN
bracis-28391	241	2	bertalmio	bertalmio	NOUN
bracis-28391	241	3	,	,	PUNCT
bracis-28391	241	4	m.	m.	NOUN
bracis-28391	241	5	,	,	PUNCT
bracis-28391	241	6	sapiro	sapiro	NOUN
bracis-28391	241	7	,	,	PUNCT
bracis-28391	241	8	g.	g.	PROPN
bracis-28391	241	9	,	,	PUNCT
bracis-28391	241	10	caselles	caselle	NOUN
bracis-28391	241	11	,	,	PUNCT
bracis-28391	241	12	v.	v.	ADV
bracis-28391	241	13	,	,	PUNCT
bracis-28391	241	14	ballester	ballester	NOUN
bracis-28391	241	15	,	,	PUNCT
bracis-28391	241	16	c.	c.	NOUN
bracis-28391	241	17	:	:	PUNCT
bracis-28391	241	18	image	image	NOUN
bracis-28391	241	19	inpainting	inpainting	NOUN
bracis-28391	241	20	.	.	PUNCT
bracis-28391	242	1	in	in	ADP
bracis-28391	242	2	:	:	PUNCT
bracis-28391	242	3	proceedings	proceeding	NOUN
bracis-28391	242	4	of	of	ADP
bracis-28391	242	5	the	the	DET
bracis-28391	242	6	27th	27th	ADJ
bracis-28391	242	7	annual	annual	ADJ
bracis-28391	242	8	conference	conference	NOUN
bracis-28391	242	9	on	on	ADP
bracis-28391	242	10	computer	computer	NOUN
bracis-28391	242	11	graphics	graphic	NOUN
bracis-28391	242	12	and	and	CCONJ
bracis-28391	242	13	interactive	interactive	ADJ
bracis-28391	242	14	techniques	technique	NOUN
bracis-28391	242	15	,	,	PUNCT
bracis-28391	242	16	siggraph	siggraph	NOUN
bracis-28391	242	17	2000	2000	NUM
bracis-28391	242	18	,	,	PUNCT
bracis-28391	242	19	pp	pp	ADJ
bracis-28391	242	20	.	.	PUNCT
bracis-28391	243	1	417–424	417–424	NUM
bracis-28391	243	2	.	.	PUNCT
bracis-28391	243	3	acm	acm	PROPN
bracis-28391	243	4	press	press	PROPN
bracis-28391	243	5	/	/	SYM
bracis-28391	243	6	addison	addison	PROPN
bracis-28391	243	7	-	-	PUNCT
bracis-28391	243	8	wesley	wesley	PROPN
bracis-28391	243	9	publishing	publishing	PROPN
bracis-28391	243	10	co.	co.	PROPN
bracis-28391	243	11	,	,	PUNCT
bracis-28391	243	12	usa	usa	PROPN
bracis-28391	243	13	(	(	PUNCT
bracis-28391	243	14	2000	2000	NUM
bracis-28391	243	15	)	)	PUNCT
bracis-28391	243	16	google	google	PROPN
bracis-28391	243	17	scholar	scholar	NOUN
bracis-28391	243	18	  	  	SPACE
bracis-28391	243	19	burgos	burgos	PROPN
bracis-28391	243	20	-	-	PUNCT
bracis-28391	243	21	artizzu	artizzu	PROPN
bracis-28391	243	22	,	,	PUNCT
bracis-28391	243	23	x.p	x.p	PROPN
bracis-28391	243	24	.	.	PROPN
bracis-28391	243	25	,	,	PUNCT
bracis-28391	243	26	perona	perona	PROPN
bracis-28391	243	27	,	,	PUNCT
bracis-28391	243	28	p.	p.	NOUN
bracis-28391	243	29	,	,	PUNCT
bracis-28391	243	30	dollár	dollár	NOUN
bracis-28391	243	31	,	,	PUNCT
bracis-28391	243	32	p.	p.	NOUN
bracis-28391	243	33	:	:	PUNCT
bracis-28391	243	34	robust	robust	ADJ
bracis-28391	243	35	face	face	NOUN
bracis-28391	243	36	landmark	landmark	NOUN
bracis-28391	243	37	estimation	estimation	NOUN
bracis-28391	243	38	under	under	ADP
bracis-28391	243	39	occlusion	occlusion	NOUN
bracis-28391	243	40	.	.	PUNCT
bracis-28391	244	1	in	in	ADP
bracis-28391	244	2	:	:	PUNCT
bracis-28391	244	3	2013	2013	NUM
bracis-28391	244	4	ieee	ieee	PROPN
bracis-28391	244	5	international	international	ADJ
bracis-28391	244	6	conference	conference	NOUN
bracis-28391	244	7	on	on	ADP
bracis-28391	244	8	computer	computer	NOUN
bracis-28391	244	9	vision	vision	NOUN
bracis-28391	244	10	,	,	PUNCT
bracis-28391	244	11	pp	pp	ADP
bracis-28391	244	12	.	.	PUNCT
bracis-28391	245	1	1513–1520	1513–1520	NUM
bracis-28391	245	2	(	(	PUNCT
bracis-28391	245	3	2013	2013	NUM
bracis-28391	245	4	)	)	PUNCT
bracis-28391	245	5	google	google	PROPN
bracis-28391	245	6	scholar	scholar	NOUN
bracis-28391	245	7	  	  	SPACE
bracis-28391	245	8	cai	cai	PROPN
bracis-28391	245	9	,	,	PUNCT
bracis-28391	245	10	j.	j.	PROPN
bracis-28391	245	11	,	,	PUNCT
bracis-28391	245	12	han	han	PROPN
bracis-28391	245	13	,	,	PUNCT
bracis-28391	245	14	h.	h.	PROPN
bracis-28391	245	15	,	,	PUNCT
bracis-28391	245	16	cui	cui	PROPN
bracis-28391	245	17	,	,	PUNCT
bracis-28391	245	18	j.	j.	PROPN
bracis-28391	245	19	,	,	PUNCT
bracis-28391	245	20	chen	chen	PROPN
bracis-28391	245	21	,	,	PUNCT
bracis-28391	245	22	j.	j.	PROPN
bracis-28391	245	23	,	,	PUNCT
bracis-28391	245	24	liu	liu	PROPN
bracis-28391	245	25	,	,	PUNCT
bracis-28391	245	26	l.	l.	PROPN
bracis-28391	245	27	,	,	PUNCT
bracis-28391	245	28	kevin	kevin	PROPN
bracis-28391	245	29	zhou	zhou	PROPN
bracis-28391	245	30	,	,	PUNCT
bracis-28391	245	31	s.	s.	PROPN
bracis-28391	245	32	:	:	PUNCT
bracis-28391	245	33	semi	semi	ADJ
bracis-28391	245	34	-	-	ADJ
bracis-28391	245	35	supervised	supervised	ADJ
bracis-28391	245	36	natural	natural	ADJ
bracis-28391	245	37	face	face	NOUN
bracis-28391	245	38	de	de	NOUN
bracis-28391	245	39	-	-	NOUN
bracis-28391	245	40	occlusion	occlusion	NOUN
bracis-28391	245	41	.	.	PUNCT
bracis-28391	246	1	ieee	ieee	PROPN
bracis-28391	246	2	trans	trans	PROPN
bracis-28391	246	3	.	.	PROPN
bracis-28391	246	4	inf	inf	PROPN
bracis-28391	246	5	.	.	PUNCT
bracis-28391	246	6	forensics	forensic	NOUN
bracis-28391	246	7	secur	secur	PROPN
bracis-28391	246	8	.	.	PUNCT
bracis-28391	247	1	16	16	NUM
bracis-28391	247	2	,	,	PUNCT
bracis-28391	247	3	1044–1057	1044–1057	NUM
bracis-28391	247	4	(	(	PUNCT
bracis-28391	247	5	2021	2021	NUM
bracis-28391	247	6	)	)	PUNCT
bracis-28391	247	7	article	article	NOUN
bracis-28391	247	8	  	  	SPACE
bracis-28391	247	9	google	google	PROPN
bracis-28391	247	10	scholar	scholar	NOUN
bracis-28391	247	11	  	  	SPACE
bracis-28391	247	12	cao	cao	PROPN
bracis-28391	247	13	,	,	PUNCT
bracis-28391	247	14	s.	s.	PROPN
bracis-28391	247	15	,	,	PUNCT
bracis-28391	247	16	sakurai	sakurai	PROPN
bracis-28391	247	17	,	,	PUNCT
bracis-28391	247	18	k.	k.	PROPN
bracis-28391	247	19	:	:	PUNCT
bracis-28391	247	20	face	face	VERB
bracis-28391	247	21	completion	completion	NOUN
bracis-28391	247	22	with	with	ADP
bracis-28391	247	23	pyramid	pyramid	NOUN
bracis-28391	247	24	semantic	semantic	ADJ
bracis-28391	247	25	attention	attention	NOUN
bracis-28391	247	26	and	and	CCONJ
bracis-28391	247	27	latent	latent	NOUN
bracis-28391	247	28	codes	code	NOUN
bracis-28391	247	29	.	.	PUNCT
bracis-28391	248	1	in	in	ADP
bracis-28391	248	2	:	:	PUNCT
bracis-28391	248	3	proceedings	proceeding	NOUN
bracis-28391	248	4	2020	2020	NUM
bracis-28391	248	5	8th	8th	ADJ
bracis-28391	248	6	international	international	ADJ
bracis-28391	248	7	symposium	symposium	NOUN
bracis-28391	248	8	on	on	ADP
bracis-28391	248	9	computing	computing	NOUN
bracis-28391	248	10	and	and	CCONJ
bracis-28391	248	11	networking	networking	NOUN
bracis-28391	248	12	,	,	PUNCT
bracis-28391	248	13	candar	candar	NOUN
bracis-28391	248	14	2020	2020	NUM
bracis-28391	248	15	,	,	PUNCT
bracis-28391	248	16	pp	pp	ADV
bracis-28391	248	17	.	.	PUNCT
bracis-28391	249	1	1–8	1–8	X
bracis-28391	249	2	.	.	PUNCT
bracis-28391	249	3	institute	institute	PROPN
bracis-28391	249	4	of	of	ADP
bracis-28391	249	5	electrical	electrical	ADJ
bracis-28391	249	6	and	and	CCONJ
bracis-28391	249	7	electronics	electronics	PROPN
bracis-28391	249	8	engineers	engineers	PROPN
bracis-28391	249	9	inc	inc	PROPN
bracis-28391	249	10	.	.	PROPN
bracis-28391	249	11	(	(	PUNCT
bracis-28391	249	12	2020	2020	NUM
bracis-28391	249	13	)	)	PUNCT
bracis-28391	249	14	google	google	PROPN
bracis-28391	249	15	scholar	scholar	NOUN
bracis-28391	249	16	  	  	SPACE
bracis-28391	249	17	chen	chen	PROPN
bracis-28391	249	18	,	,	PUNCT
bracis-28391	249	19	m.	m.	NOUN
bracis-28391	249	20	,	,	PUNCT
bracis-28391	249	21	liu	liu	PROPN
bracis-28391	249	22	,	,	PUNCT
bracis-28391	249	23	z.	z.	PROPN
bracis-28391	249	24	,	,	PUNCT
bracis-28391	249	25	ye	ye	PROPN
bracis-28391	249	26	,	,	PUNCT
bracis-28391	249	27	l.	l.	PROPN
bracis-28391	249	28	,	,	PUNCT
bracis-28391	249	29	wang	wang	PROPN
bracis-28391	249	30	,	,	PUNCT
bracis-28391	249	31	y.	y.	NOUN
bracis-28391	249	32	:	:	PUNCT
bracis-28391	249	33	attentional	attentional	ADJ
bracis-28391	249	34	coarse	coarse	NOUN
bracis-28391	249	35	-	-	PUNCT
bracis-28391	249	36	and	and	CCONJ
bracis-28391	249	37	-	-	PUNCT
bracis-28391	249	38	fine	fine	ADJ
bracis-28391	249	39	generative	generative	ADJ
bracis-28391	249	40	adversarial	adversarial	ADJ
bracis-28391	249	41	networks	network	NOUN
bracis-28391	249	42	for	for	ADP
bracis-28391	249	43	image	image	NOUN
bracis-28391	249	44	inpainting	inpainting	NOUN
bracis-28391	249	45	.	.	PUNCT
bracis-28391	250	1	neurocomputing	neurocompute	VERB
bracis-28391	250	2	405	405	NUM
bracis-28391	250	3	,	,	PUNCT
bracis-28391	250	4	259–269	259–269	NUM
bracis-28391	250	5	(	(	PUNCT
bracis-28391	250	6	2020	2020	NUM
bracis-28391	250	7	)	)	PUNCT
bracis-28391	250	8	article	article	NOUN
bracis-28391	250	9	  	  	SPACE
bracis-28391	250	10	google	google	PROPN
bracis-28391	250	11	scholar	scholar	NOUN
bracis-28391	250	12	  	  	SPACE
bracis-28391	250	13	chen	chen	PROPN
bracis-28391	250	14	,	,	PUNCT
bracis-28391	250	15	y.a	y.a	PROPN
bracis-28391	250	16	.	.	PROPN
bracis-28391	250	17	,	,	PUNCT
bracis-28391	250	18	chen	chen	PROPN
bracis-28391	250	19	,	,	PUNCT
bracis-28391	250	20	w.c	w.c	PROPN
bracis-28391	250	21	.	.	PROPN
bracis-28391	250	22	,	,	PUNCT
bracis-28391	250	23	wei	wei	PROPN
bracis-28391	250	24	,	,	PUNCT
bracis-28391	250	25	c.p	c.p	PROPN
bracis-28391	250	26	.	.	PROPN
bracis-28391	250	27	,	,	PUNCT
bracis-28391	250	28	wang	wang	PROPN
bracis-28391	250	29	,	,	PUNCT
bracis-28391	250	30	y.c	y.c	PROPN
bracis-28391	250	31	.	.	PROPN
bracis-28391	250	32	:	:	PUNCT
bracis-28391	250	33	occlusion	occlusion	NOUN
bracis-28391	250	34	-	-	PUNCT
bracis-28391	250	35	aware	aware	ADJ
bracis-28391	250	36	face	face	NOUN
bracis-28391	250	37	inpainting	inpainte	VERB
bracis-28391	250	38	via	via	ADP
bracis-28391	250	39	generative	generative	ADJ
bracis-28391	250	40	adversarial	adversarial	ADJ
bracis-28391	250	41	networks	network	NOUN
bracis-28391	250	42	.	.	PUNCT
bracis-28391	251	1	in	in	ADP
bracis-28391	251	2	:	:	PUNCT
bracis-28391	251	3	proceedings	proceeding	NOUN
bracis-28391	251	4	international	international	ADJ
bracis-28391	251	5	conference	conference	NOUN
bracis-28391	251	6	on	on	ADP
bracis-28391	251	7	image	image	NOUN
bracis-28391	251	8	processing	processing	NOUN
bracis-28391	251	9	,	,	PUNCT
bracis-28391	251	10	icip	icip	NOUN
bracis-28391	251	11	,	,	PUNCT
bracis-28391	251	12	vol	vol	NOUN
bracis-28391	251	13	.	.	PROPN
bracis-28391	251	14	2017	2017	NUM
bracis-28391	251	15	-	-	SYM
bracis-28391	251	16	september	september	PROPN
bracis-28391	251	17	,	,	PUNCT
bracis-28391	251	18	pp	pp	ADJ
bracis-28391	251	19	.	.	PUNCT
bracis-28391	251	20	1202–1206	1202–1206	NUM
bracis-28391	251	21	.	.	PUNCT
bracis-28391	252	1	ieee	ieee	NOUN
bracis-28391	252	2	computer	computer	NOUN
bracis-28391	252	3	society	society	NOUN
bracis-28391	252	4	(	(	PUNCT
bracis-28391	252	5	2018	2018	NUM
bracis-28391	252	6	)	)	PUNCT
bracis-28391	252	7	google	google	PROPN
bracis-28391	252	8	scholar	scholar	NOUN
bracis-28391	252	9	  	  	SPACE
bracis-28391	252	10	cheung	cheung	PROPN
bracis-28391	252	11	,	,	PUNCT
bracis-28391	252	12	y.m	y.m	PROPN
bracis-28391	252	13	.	.	PROPN
bracis-28391	252	14	,	,	PUNCT
bracis-28391	252	15	li	li	PROPN
bracis-28391	252	16	,	,	PUNCT
bracis-28391	252	17	m.	m.	NOUN
bracis-28391	252	18	,	,	PUNCT
bracis-28391	252	19	zou	zou	PROPN
bracis-28391	252	20	,	,	PUNCT
bracis-28391	252	21	r.	r.	PROPN
bracis-28391	252	22	:	:	PUNCT
bracis-28391	252	23	facial	facial	ADJ
bracis-28391	252	24	structure	structure	NOUN
bracis-28391	252	25	guided	guide	VERB
bracis-28391	252	26	gan	gan	NOUN
bracis-28391	252	27	for	for	ADP
bracis-28391	252	28	identity	identity	NOUN
bracis-28391	252	29	-	-	PUNCT
bracis-28391	252	30	preserved	preserve	VERB
bracis-28391	252	31	face	face	NOUN
bracis-28391	252	32	image	image	NOUN
bracis-28391	252	33	de	de	NOUN
bracis-28391	252	34	-	-	NOUN
bracis-28391	252	35	occlusion	occlusion	NOUN
bracis-28391	252	36	.	.	PUNCT
bracis-28391	253	1	in	in	ADP
bracis-28391	253	2	:	:	PUNCT
bracis-28391	253	3	icmr	icmr	ADJ
bracis-28391	253	4	2021	2021	NUM
bracis-28391	253	5	proceedings	proceeding	NOUN
bracis-28391	253	6	of	of	ADP
bracis-28391	253	7	the	the	DET
bracis-28391	253	8	2021	2021	NUM
bracis-28391	253	9	international	international	ADJ
bracis-28391	253	10	conference	conference	NOUN
bracis-28391	253	11	on	on	ADP
bracis-28391	253	12	multimedia	multimedia	NOUN
bracis-28391	253	13	retrieval	retrieval	NOUN
bracis-28391	253	14	,	,	PUNCT
bracis-28391	253	15	pp	pp	ADP
bracis-28391	253	16	.	.	PUNCT
bracis-28391	253	17	46–54	46–54	NUM
bracis-28391	253	18	.	.	PUNCT
bracis-28391	253	19	association	association	NOUN
bracis-28391	253	20	for	for	ADP
bracis-28391	253	21	computing	computing	NOUN
bracis-28391	253	22	machinery	machinery	PROPN
bracis-28391	253	23	,	,	PUNCT
bracis-28391	253	24	inc	inc	PROPN
bracis-28391	253	25	.	.	PROPN
bracis-28391	253	26	(	(	PUNCT
bracis-28391	253	27	2021	2021	NUM
bracis-28391	253	28	)	)	PUNCT
bracis-28391	253	29	google	google	PROPN
bracis-28391	253	30	scholar	scholar	NOUN
bracis-28391	253	31	  	  	SPACE
bracis-28391	253	32	din	din	PROPN
bracis-28391	253	33	,	,	PUNCT
bracis-28391	253	34	n.	n.	NOUN
bracis-28391	253	35	,	,	PUNCT
bracis-28391	253	36	javed	javed	PROPN
bracis-28391	253	37	,	,	PUNCT
bracis-28391	253	38	k.	k.	PROPN
bracis-28391	253	39	,	,	PUNCT
bracis-28391	253	40	bae	bae	PROPN
bracis-28391	253	41	,	,	PUNCT
bracis-28391	253	42	s.	s.	PROPN
bracis-28391	253	43	,	,	PUNCT
bracis-28391	253	44	yi	yi	PROPN
bracis-28391	253	45	,	,	PUNCT
bracis-28391	253	46	j.	j.	PROPN
bracis-28391	253	47	:	:	PUNCT
bracis-28391	253	48	effective	effective	ADJ
bracis-28391	253	49	removal	removal	NOUN
bracis-28391	253	50	of	of	ADP
bracis-28391	253	51	user	user	NOUN
bracis-28391	253	52	-	-	PUNCT
bracis-28391	253	53	selected	select	VERB
bracis-28391	253	54	foreground	foreground	NOUN
bracis-28391	253	55	object	object	NOUN
bracis-28391	253	56	from	from	ADP
bracis-28391	253	57	facial	facial	ADJ
bracis-28391	253	58	images	image	NOUN
bracis-28391	253	59	using	use	VERB
bracis-28391	253	60	a	a	DET
bracis-28391	253	61	novel	novel	ADJ
bracis-28391	253	62	gan	gan	NOUN
bracis-28391	253	63	-	-	PUNCT
bracis-28391	253	64	based	base	VERB
bracis-28391	253	65	network	network	NOUN
bracis-28391	253	66	.	.	PUNCT
bracis-28391	254	1	ieee	ieee	NOUN
bracis-28391	254	2	access	access	NOUN
bracis-28391	254	3	8	8	NUM
bracis-28391	254	4	,	,	PUNCT
bracis-28391	254	5	109648–109661	109648–109661	NUM
bracis-28391	254	6	(	(	PUNCT
bracis-28391	254	7	2020	2020	NUM
bracis-28391	254	8	)	)	PUNCT
bracis-28391	254	9	article	article	NOUN
bracis-28391	254	10	  	  	SPACE
bracis-28391	254	11	google	google	PROPN
bracis-28391	254	12	scholar	scholar	NOUN
bracis-28391	254	13	  	  	SPACE
bracis-28391	254	14	dong	dong	NOUN
bracis-28391	254	15	,	,	PUNCT
bracis-28391	254	16	j.	j.	PROPN
bracis-28391	254	17	,	,	PUNCT
bracis-28391	254	18	zhang	zhang	PROPN
bracis-28391	254	19	,	,	PUNCT
bracis-28391	254	20	l.	l.	PROPN
bracis-28391	254	21	,	,	PUNCT
bracis-28391	254	22	zhang	zhang	PROPN
bracis-28391	254	23	,	,	PUNCT
bracis-28391	254	24	h.	h.	PROPN
bracis-28391	254	25	,	,	PUNCT
bracis-28391	254	26	liu	liu	PROPN
bracis-28391	254	27	,	,	PUNCT
bracis-28391	254	28	w.	w.	NOUN
bracis-28391	254	29	:	:	PUNCT
bracis-28391	254	30	occlusion	occlusion	NOUN
bracis-28391	254	31	-	-	PUNCT
bracis-28391	254	32	aware	aware	ADJ
bracis-28391	254	33	gan	gan	NOUN
bracis-28391	254	34	for	for	ADP
bracis-28391	254	35	face	face	NOUN
bracis-28391	254	36	de	de	NOUN
bracis-28391	254	37	-	-	NOUN
bracis-28391	254	38	occlusion	occlusion	NOUN
bracis-28391	254	39	in	in	ADP
bracis-28391	254	40	the	the	DET
bracis-28391	254	41	wild	wild	NOUN
bracis-28391	254	42	.	.	PUNCT
bracis-28391	255	1	in	in	ADP
bracis-28391	255	2	:	:	PUNCT
bracis-28391	255	3	proceedings	proceeding	NOUN
bracis-28391	255	4	ieee	ieee	VERB
bracis-28391	255	5	international	international	ADJ
bracis-28391	255	6	conference	conference	NOUN
bracis-28391	255	7	on	on	ADP
bracis-28391	255	8	multimedia	multimedia	NOUN
bracis-28391	255	9	and	and	CCONJ
bracis-28391	255	10	expo	expo	NOUN
bracis-28391	255	11	,	,	PUNCT
bracis-28391	255	12	vol	vol	NOUN
bracis-28391	255	13	.	.	PUNCT
bracis-28391	255	14	2020	2020	NUM
bracis-28391	255	15	-	-	PUNCT
bracis-28391	255	16	july	july	PROPN
bracis-28391	255	17	.	.	PUNCT
bracis-28391	256	1	ieee	ieee	PROPN
bracis-28391	256	2	computer	computer	NOUN
bracis-28391	256	3	society	society	NOUN
bracis-28391	256	4	(	(	PUNCT
bracis-28391	256	5	2020	2020	NUM
bracis-28391	256	6	)	)	PUNCT
bracis-28391	256	7	google	google	PROPN
bracis-28391	256	8	scholar	scholar	NOUN
bracis-28391	256	9	  	  	SPACE
bracis-28391	256	10	fang	fang	X
bracis-28391	256	11	,	,	PUNCT
bracis-28391	256	12	y.	y.	PROPN
bracis-28391	256	13	,	,	PUNCT
bracis-28391	256	14	li	li	PROPN
bracis-28391	256	15	,	,	PUNCT
bracis-28391	256	16	y.	y.	PROPN
bracis-28391	256	17	,	,	PUNCT
bracis-28391	256	18	tu	tu	PROPN
bracis-28391	256	19	,	,	PUNCT
bracis-28391	256	20	x.	x.	PROPN
bracis-28391	256	21	,	,	PUNCT
bracis-28391	256	22	tan	tan	PROPN
bracis-28391	256	23	,	,	PUNCT
bracis-28391	256	24	t.	t.	PROPN
bracis-28391	256	25	,	,	PUNCT
bracis-28391	256	26	wang	wang	PROPN
bracis-28391	256	27	,	,	PUNCT
bracis-28391	256	28	x.	x.	NOUN
bracis-28391	256	29	:	:	PUNCT
bracis-28391	256	30	face	face	VERB
bracis-28391	256	31	completion	completion	NOUN
bracis-28391	256	32	with	with	ADP
bracis-28391	256	33	hybrid	hybrid	ADJ
bracis-28391	256	34	dilated	dilated	ADJ
bracis-28391	256	35	convolution	convolution	NOUN
bracis-28391	256	36	.	.	PUNCT
bracis-28391	257	1	signal	signal	ADJ
bracis-28391	257	2	process	process	NOUN
bracis-28391	257	3	.	.	PUNCT
bracis-28391	258	1	image	image	NOUN
bracis-28391	258	2	commun	commun	PROPN
bracis-28391	258	3	.	.	PROPN
bracis-28391	259	1	80	80	NUM
bracis-28391	259	2	,	,	PUNCT
bracis-28391	259	3	115664	115664	NUM
bracis-28391	259	4	(	(	PUNCT
bracis-28391	259	5	2020	2020	NUM
bracis-28391	259	6	)	)	PUNCT
bracis-28391	259	7	article	article	NOUN
bracis-28391	259	8	  	  	SPACE
bracis-28391	259	9	google	google	PROPN
bracis-28391	259	10	scholar	scholar	NOUN
bracis-28391	259	11	  	  	SPACE
bracis-28391	259	12	ge	ge	PROPN
bracis-28391	259	13	,	,	PUNCT
bracis-28391	259	14	s.	s.	PROPN
bracis-28391	259	15	,	,	PUNCT
bracis-28391	259	16	li	li	PROPN
bracis-28391	259	17	,	,	PUNCT
bracis-28391	259	18	c.	c.	PROPN
bracis-28391	259	19	,	,	PUNCT
bracis-28391	259	20	zhao	zhao	PROPN
bracis-28391	259	21	,	,	PUNCT
bracis-28391	259	22	s.	s.	PROPN
bracis-28391	259	23	,	,	PUNCT
bracis-28391	259	24	zeng	zeng	PROPN
bracis-28391	259	25	,	,	PUNCT
bracis-28391	259	26	d.	d.	PROPN
bracis-28391	259	27	:	:	PUNCT
bracis-28391	259	28	occluded	occlude	VERB
bracis-28391	259	29	face	face	NOUN
bracis-28391	259	30	recognition	recognition	NOUN
bracis-28391	259	31	in	in	ADP
bracis-28391	259	32	the	the	DET
bracis-28391	259	33	wild	wild	NOUN
bracis-28391	259	34	by	by	ADP
bracis-28391	259	35	identity	identity	NOUN
bracis-28391	259	36	-	-	PUNCT
bracis-28391	259	37	diversity	diversity	NOUN
bracis-28391	259	38	inpainting	inpainting	NOUN
bracis-28391	259	39	.	.	PUNCT
bracis-28391	260	1	ieee	ieee	PROPN
bracis-28391	260	2	trans	trans	PROPN
bracis-28391	260	3	.	.	PUNCT
bracis-28391	261	1	circuits	circuit	NOUN
bracis-28391	261	2	syst	syst	PROPN
bracis-28391	261	3	.	.	PUNCT
bracis-28391	261	4	video	video	NOUN
bracis-28391	261	5	technol	technol	NOUN
bracis-28391	261	6	.	.	PUNCT
bracis-28391	262	1	30(10	30(10	NUM
bracis-28391	262	2	)	)	PUNCT
bracis-28391	262	3	,	,	PUNCT
bracis-28391	262	4	3387–3397	3387–3397	NUM
bracis-28391	262	5	(	(	PUNCT
bracis-28391	262	6	2020	2020	NUM
bracis-28391	262	7	)	)	PUNCT
bracis-28391	262	8	article	article	NOUN
bracis-28391	262	9	  	  	SPACE
bracis-28391	262	10	google	google	PROPN
bracis-28391	262	11	scholar	scholar	NOUN
bracis-28391	262	12	  	  	SPACE
bracis-28391	262	13	goodfellow	goodfellow	PROPN
bracis-28391	262	14	,	,	PUNCT
bracis-28391	262	15	i.j	i.j	PROPN
bracis-28391	262	16	.	.	PROPN
bracis-28391	262	17	,	,	PUNCT
bracis-28391	262	18	et	et	PROPN
bracis-28391	262	19	al	al	PROPN
bracis-28391	262	20	.	.	PROPN
bracis-28391	262	21	:	:	PUNCT
bracis-28391	262	22	generative	generative	ADJ
bracis-28391	262	23	adversarial	adversarial	ADJ
bracis-28391	262	24	nets	net	NOUN
bracis-28391	262	25	.	.	PUNCT
bracis-28391	263	1	in	in	ADP
bracis-28391	263	2	:	:	PUNCT
bracis-28391	263	3	proceedings	proceeding	NOUN
bracis-28391	263	4	of	of	ADP
bracis-28391	263	5	the	the	DET
bracis-28391	263	6	27th	27th	ADJ
bracis-28391	263	7	international	international	ADJ
bracis-28391	263	8	conference	conference	NOUN
bracis-28391	263	9	on	on	ADP
bracis-28391	263	10	neural	neural	ADJ
bracis-28391	263	11	information	information	NOUN
bracis-28391	263	12	processing	processing	NOUN
bracis-28391	263	13	systems	system	NOUN
bracis-28391	263	14	,	,	PUNCT
bracis-28391	263	15	nips	nip	NOUN
bracis-28391	263	16	2014	2014	NUM
bracis-28391	263	17	,	,	PUNCT
bracis-28391	263	18	vol	vol	NOUN
bracis-28391	263	19	.	.	PROPN
bracis-28391	263	20	2	2	NUM
bracis-28391	263	21	,	,	PUNCT
bracis-28391	263	22	pp	pp	ADJ
bracis-28391	263	23	.	.	PUNCT
bracis-28391	263	24	2672–2680	2672–2680	NUM
bracis-28391	263	25	.	.	PUNCT
bracis-28391	263	26	mit	mit	PROPN
bracis-28391	263	27	press	press	PROPN
bracis-28391	263	28	,	,	PUNCT
bracis-28391	263	29	cambridge	cambridge	PROPN
bracis-28391	263	30	(	(	PUNCT
bracis-28391	263	31	2014	2014	NUM
bracis-28391	263	32	)	)	PUNCT
bracis-28391	263	33	google	google	NOUN
bracis-28391	263	34	scholar	scholar	NOUN
bracis-28391	263	35	  	  	SPACE
bracis-28391	263	36	gulrajani	gulrajani	NOUN
bracis-28391	263	37	,	,	PUNCT
bracis-28391	263	38	i.	i.	PROPN
bracis-28391	263	39	,	,	PUNCT
bracis-28391	263	40	ahmed	ahmed	PROPN
bracis-28391	263	41	,	,	PUNCT
bracis-28391	263	42	f.	f.	PROPN
bracis-28391	263	43	,	,	PUNCT
bracis-28391	263	44	arjovsky	arjovsky	PROPN
bracis-28391	263	45	,	,	PUNCT
bracis-28391	263	46	m.	m.	NOUN
bracis-28391	263	47	,	,	PUNCT
bracis-28391	263	48	dumoulin	dumoulin	PROPN
bracis-28391	263	49	,	,	PUNCT
bracis-28391	263	50	v.	v.	ADV
bracis-28391	263	51	,	,	PUNCT
bracis-28391	263	52	courville	courville	NOUN
bracis-28391	263	53	,	,	PUNCT
bracis-28391	263	54	a.	a.	NOUN
bracis-28391	263	55	:	:	PUNCT
bracis-28391	263	56	improved	improved	ADJ
bracis-28391	263	57	training	training	NOUN
bracis-28391	263	58	of	of	ADP
bracis-28391	263	59	wasserstein	wasserstein	NOUN
bracis-28391	263	60	gans	gan	NOUN
bracis-28391	263	61	.	.	PUNCT
bracis-28391	264	1	in	in	ADP
bracis-28391	264	2	:	:	PUNCT
bracis-28391	264	3	proceedings	proceeding	NOUN
bracis-28391	264	4	of	of	ADP
bracis-28391	264	5	the	the	DET
bracis-28391	264	6	31st	31st	ADJ
bracis-28391	264	7	international	international	ADJ
bracis-28391	264	8	conference	conference	NOUN
bracis-28391	264	9	on	on	ADP
bracis-28391	264	10	neural	neural	ADJ
bracis-28391	264	11	information	information	NOUN
bracis-28391	264	12	processing	processing	NOUN
bracis-28391	264	13	systems	system	NOUN
bracis-28391	264	14	,	,	PUNCT
bracis-28391	264	15	nips	nip	NOUN
bracis-28391	264	16	2017	2017	NUM
bracis-28391	264	17	,	,	PUNCT
bracis-28391	264	18	pp	pp	ADJ
bracis-28391	264	19	.	.	PUNCT
bracis-28391	265	1	5769–5779	5769–5779	NUM
bracis-28391	265	2	.	.	PUNCT
bracis-28391	265	3	curran	curran	PROPN
bracis-28391	265	4	associates	associates	PROPN
bracis-28391	265	5	inc	inc	PROPN
bracis-28391	265	6	.	.	PROPN
bracis-28391	265	7	,	,	PUNCT
bracis-28391	265	8	red	red	ADJ
bracis-28391	265	9	hook	hook	NOUN
bracis-28391	265	10	(	(	PUNCT
bracis-28391	265	11	2017	2017	NUM
bracis-28391	265	12	)	)	PUNCT
bracis-28391	265	13	google	google	PROPN
bracis-28391	265	14	scholar	scholar	NOUN
bracis-28391	265	15	  	  	SPACE
bracis-28391	265	16	guo	guo	PROPN
bracis-28391	265	17	,	,	PUNCT
bracis-28391	265	18	d.	d.	PROPN
bracis-28391	265	19	,	,	PUNCT
bracis-28391	265	20	feng	feng	PROPN
bracis-28391	265	21	,	,	PUNCT
bracis-28391	265	22	j.	j.	PROPN
bracis-28391	265	23	,	,	PUNCT
bracis-28391	265	24	zhou	zhou	PROPN
bracis-28391	265	25	,	,	PUNCT
bracis-28391	265	26	b.	b.	PROPN
bracis-28391	265	27	:	:	PUNCT
bracis-28391	265	28	structure	structure	NOUN
bracis-28391	265	29	-	-	PUNCT
bracis-28391	265	30	aware	aware	ADJ
bracis-28391	265	31	image	image	NOUN
bracis-28391	265	32	expansion	expansion	NOUN
bracis-28391	265	33	with	with	ADP
bracis-28391	265	34	global	global	ADJ
bracis-28391	265	35	attention	attention	NOUN
bracis-28391	265	36	.	.	PUNCT
bracis-28391	266	1	in	in	ADP
bracis-28391	266	2	:	:	PUNCT
bracis-28391	266	3	siggraph	siggraph	PROPN
bracis-28391	266	4	asia	asia	PROPN
bracis-28391	266	5	2019	2019	NUM
bracis-28391	266	6	technical	technical	ADJ
bracis-28391	266	7	briefs	brief	NOUN
bracis-28391	266	8	,	,	PUNCT
bracis-28391	266	9	sa	sa	NOUN
bracis-28391	266	10	2019	2019	NUM
bracis-28391	266	11	,	,	PUNCT
bracis-28391	266	12	pp	pp	ADJ
bracis-28391	266	13	.	.	PUNCT
bracis-28391	267	1	13–16	13–16	NUM
bracis-28391	267	2	.	.	PUNCT
bracis-28391	267	3	association	association	NOUN
bracis-28391	267	4	for	for	ADP
bracis-28391	267	5	computing	computing	NOUN
bracis-28391	267	6	machinery	machinery	PROPN
bracis-28391	267	7	,	,	PUNCT
bracis-28391	267	8	inc	inc	PROPN
bracis-28391	267	9	.	.	PROPN
bracis-28391	267	10	(	(	PUNCT
bracis-28391	267	11	2019	2019	NUM
bracis-28391	267	12	)	)	PUNCT
bracis-28391	267	13	google	google	NOUN
bracis-28391	267	14	scholar	scholar	NOUN
bracis-28391	267	15	  	  	SPACE
bracis-28391	267	16	he	he	PRON
bracis-28391	267	17	,	,	PUNCT
bracis-28391	267	18	k.	k.	PROPN
bracis-28391	267	19	,	,	PUNCT
bracis-28391	267	20	zhang	zhang	PROPN
bracis-28391	267	21	,	,	PUNCT
bracis-28391	267	22	x.	x.	PROPN
bracis-28391	267	23	,	,	PUNCT
bracis-28391	267	24	ren	ren	PROPN
bracis-28391	267	25	,	,	PUNCT
bracis-28391	267	26	s.	s.	PROPN
bracis-28391	267	27	,	,	PUNCT
bracis-28391	267	28	sun	sun	PROPN
bracis-28391	267	29	,	,	PUNCT
bracis-28391	267	30	j.	j.	PROPN
bracis-28391	267	31	:	:	PUNCT
bracis-28391	267	32	deep	deep	ADJ
bracis-28391	267	33	residual	residual	ADJ
bracis-28391	267	34	learning	learning	NOUN
bracis-28391	267	35	for	for	ADP
bracis-28391	267	36	image	image	NOUN
bracis-28391	267	37	recognition	recognition	NOUN
bracis-28391	267	38	.	.	PUNCT
bracis-28391	268	1	in	in	ADP
bracis-28391	268	2	:	:	PUNCT
bracis-28391	268	3	2016	2016	NUM
bracis-28391	268	4	ieee	ieee	NOUN
bracis-28391	268	5	conference	conference	NOUN
bracis-28391	268	6	on	on	ADP
bracis-28391	268	7	computer	computer	NOUN
bracis-28391	268	8	vision	vision	NOUN
bracis-28391	268	9	and	and	CCONJ
bracis-28391	268	10	pattern	pattern	NOUN
bracis-28391	268	11	recognition	recognition	NOUN
bracis-28391	268	12	(	(	PUNCT
bracis-28391	268	13	cvpr	cvpr	NOUN
bracis-28391	268	14	)	)	PUNCT
bracis-28391	268	15	,	,	PUNCT
bracis-28391	268	16	pp	pp	ADP
bracis-28391	268	17	.	.	PUNCT
bracis-28391	269	1	770–778	770–778	NUM
bracis-28391	269	2	(	(	PUNCT
bracis-28391	269	3	2016	2016	NUM
bracis-28391	269	4	)	)	PUNCT
bracis-28391	269	5	google	google	PROPN
bracis-28391	269	6	scholar	scholar	NOUN
bracis-28391	269	7	  	  	SPACE
bracis-28391	269	8	heusel	heusel	ADJ
bracis-28391	269	9	,	,	PUNCT
bracis-28391	269	10	m.	m.	NOUN
bracis-28391	269	11	,	,	PUNCT
bracis-28391	269	12	ramsauer	ramsauer	NOUN
bracis-28391	269	13	,	,	PUNCT
bracis-28391	269	14	h.	h.	PROPN
bracis-28391	269	15	,	,	PUNCT
bracis-28391	269	16	unterthiner	unterthiner	PROPN
bracis-28391	269	17	,	,	PUNCT
bracis-28391	269	18	t.	t.	PROPN
bracis-28391	269	19	,	,	PUNCT
bracis-28391	269	20	nessler	nessler	NOUN
bracis-28391	269	21	,	,	PUNCT
bracis-28391	269	22	b.	b.	PROPN
bracis-28391	269	23	,	,	PUNCT
bracis-28391	269	24	hochreiter	hochreiter	PROPN
bracis-28391	269	25	,	,	PUNCT
bracis-28391	269	26	s.	s.	PROPN
bracis-28391	269	27	:	:	PUNCT
bracis-28391	269	28	gans	gan	NOUN
bracis-28391	269	29	trained	train	VERB
bracis-28391	269	30	by	by	ADP
bracis-28391	269	31	a	a	DET
bracis-28391	269	32	two	two	NUM
bracis-28391	269	33	time	time	NOUN
bracis-28391	269	34	-	-	PUNCT
bracis-28391	269	35	scale	scale	NOUN
bracis-28391	269	36	update	update	NOUN
bracis-28391	269	37	rule	rule	NOUN
bracis-28391	269	38	converge	converge	VERB
bracis-28391	269	39	to	to	ADP
bracis-28391	269	40	a	a	DET
bracis-28391	269	41	local	local	ADJ
bracis-28391	269	42	nash	nash	NOUN
bracis-28391	269	43	equilibrium	equilibrium	NOUN
bracis-28391	269	44	.	.	PUNCT
bracis-28391	270	1	in	in	ADP
bracis-28391	270	2	:	:	PUNCT
bracis-28391	270	3	guyon	guyon	NOUN
bracis-28391	270	4	,	,	PUNCT
bracis-28391	270	5	i.	i.	PROPN
bracis-28391	270	6	,	,	PUNCT
bracis-28391	270	7	et	et	PROPN
bracis-28391	270	8	al	al	PROPN
bracis-28391	270	9	.	.	PUNCT
bracis-28391	270	10	(	(	PUNCT
bracis-28391	270	11	eds	ed	NOUN
bracis-28391	270	12	.	.	PUNCT
bracis-28391	270	13	)	)	PUNCT
bracis-28391	270	14	advances	advance	NOUN
bracis-28391	270	15	in	in	ADP
bracis-28391	270	16	neural	neural	ADJ
bracis-28391	270	17	information	information	NOUN
bracis-28391	270	18	processing	processing	NOUN
bracis-28391	270	19	systems	system	NOUN
bracis-28391	270	20	,	,	PUNCT
bracis-28391	270	21	vol	vol	NOUN
bracis-28391	270	22	.	.	PROPN
bracis-28391	270	23	30	30	NUM
bracis-28391	270	24	.	.	PUNCT
bracis-28391	271	1	curran	curran	PROPN
bracis-28391	271	2	associates	associates	PROPN
bracis-28391	271	3	,	,	PUNCT
bracis-28391	271	4	inc	inc	PROPN
bracis-28391	271	5	.	.	PROPN
bracis-28391	271	6	(	(	PUNCT
bracis-28391	271	7	2017	2017	NUM
bracis-28391	271	8	)	)	PUNCT
bracis-28391	271	9	google	google	NOUN
bracis-28391	271	10	scholar	scholar	NOUN
bracis-28391	271	11	  	  	SPACE
bracis-28391	271	12	horé	horé	NOUN
bracis-28391	271	13	,	,	PUNCT
bracis-28391	271	14	a.	a.	NOUN
bracis-28391	271	15	,	,	PUNCT
bracis-28391	271	16	ziou	ziou	NOUN
bracis-28391	271	17	,	,	PUNCT
bracis-28391	271	18	d.	d.	PROPN
bracis-28391	271	19	:	:	PUNCT
bracis-28391	271	20	image	image	NOUN
bracis-28391	271	21	quality	quality	NOUN
bracis-28391	271	22	metrics	metric	NOUN
bracis-28391	271	23	:	:	PUNCT
bracis-28391	271	24	psnr	psnr	NOUN
bracis-28391	271	25	vs.	vs.	ADP
bracis-28391	271	26	ssim	ssim	NOUN
bracis-28391	271	27	.	.	PUNCT
bracis-28391	272	1	in	in	ADP
bracis-28391	272	2	:	:	PUNCT
bracis-28391	272	3	2010	2010	NUM
bracis-28391	272	4	20th	20th	ADJ
bracis-28391	272	5	international	international	ADJ
bracis-28391	272	6	conference	conference	NOUN
bracis-28391	272	7	on	on	ADP
bracis-28391	272	8	pattern	pattern	NOUN
bracis-28391	272	9	recognition	recognition	NOUN
bracis-28391	272	10	,	,	PUNCT
bracis-28391	272	11	pp	pp	X
bracis-28391	272	12	.	.	PUNCT
bracis-28391	272	13	2366–2369	2366–2369	NUM
bracis-28391	272	14	(	(	PUNCT
bracis-28391	272	15	2010	2010	NUM
bracis-28391	272	16	)	)	PUNCT
bracis-28391	272	17	google	google	PROPN
bracis-28391	272	18	scholar	scholar	NOUN
bracis-28391	272	19	  	  	SPACE
bracis-28391	272	20	hu	hu	PROPN
bracis-28391	272	21	,	,	PUNCT
bracis-28391	272	22	j.	j.	PROPN
bracis-28391	272	23	,	,	PUNCT
bracis-28391	272	24	shen	shen	PROPN
bracis-28391	272	25	,	,	PUNCT
bracis-28391	272	26	l.	l.	PROPN
bracis-28391	272	27	,	,	PUNCT
bracis-28391	272	28	albanie	albanie	PROPN
bracis-28391	272	29	,	,	PUNCT
bracis-28391	272	30	s.	s.	PROPN
bracis-28391	272	31	,	,	PUNCT
bracis-28391	272	32	sun	sun	PROPN
bracis-28391	272	33	,	,	PUNCT
bracis-28391	272	34	g.	g.	PROPN
bracis-28391	272	35	,	,	PUNCT
bracis-28391	272	36	wu	wu	PROPN
bracis-28391	272	37	,	,	PUNCT
bracis-28391	272	38	e.	e.	NOUN
bracis-28391	272	39	:	:	PUNCT
bracis-28391	272	40	squeeze	squeeze	NOUN
bracis-28391	272	41	-	-	PUNCT
bracis-28391	272	42	and	and	CCONJ
bracis-28391	272	43	-	-	PUNCT
bracis-28391	272	44	excitation	excitation	NOUN
bracis-28391	272	45	networks	network	NOUN
bracis-28391	272	46	.	.	PUNCT
bracis-28391	273	1	ieee	ieee	PROPN
bracis-28391	273	2	trans	trans	PROPN
bracis-28391	273	3	.	.	PUNCT
bracis-28391	273	4	pattern	pattern	PROPN
bracis-28391	273	5	anal	anal	PROPN
bracis-28391	273	6	.	.	PUNCT
bracis-28391	274	1	mach	mach	PROPN
bracis-28391	274	2	.	.	PUNCT
bracis-28391	275	1	intell	intell	PROPN
bracis-28391	275	2	.	.	PUNCT
bracis-28391	276	1	42(8	42(8	X
bracis-28391	276	2	)	)	PUNCT
bracis-28391	276	3	,	,	PUNCT
bracis-28391	276	4	2011–2023	2011–2023	NUM
bracis-28391	276	5	(	(	PUNCT
bracis-28391	276	6	2020	2020	NUM
bracis-28391	276	7	)	)	PUNCT
bracis-28391	276	8	article	article	NOUN
bracis-28391	276	9	  	  	SPACE
bracis-28391	276	10	google	google	PROPN
bracis-28391	276	11	scholar	scholar	NOUN
bracis-28391	276	12	  	  	SPACE
bracis-28391	276	13	iizuka	iizuka	NOUN
bracis-28391	276	14	,	,	PUNCT
bracis-28391	276	15	s.	s.	PROPN
bracis-28391	276	16	,	,	PUNCT
bracis-28391	276	17	simo	simo	PROPN
bracis-28391	276	18	-	-	PUNCT
bracis-28391	276	19	serra	serra	PROPN
bracis-28391	276	20	,	,	PUNCT
bracis-28391	276	21	e.	e.	PROPN
bracis-28391	276	22	,	,	PUNCT
bracis-28391	276	23	ishikawa	ishikawa	PROPN
bracis-28391	276	24	,	,	PUNCT
bracis-28391	276	25	h.	h.	PROPN
bracis-28391	276	26	:	:	PUNCT
bracis-28391	276	27	globally	globally	ADV
bracis-28391	276	28	and	and	CCONJ
bracis-28391	276	29	locally	locally	ADV
bracis-28391	276	30	consistent	consistent	ADJ
bracis-28391	276	31	image	image	NOUN
bracis-28391	276	32	completion	completion	NOUN
bracis-28391	276	33	.	.	PUNCT
bracis-28391	277	1	acm	acm	PROPN
bracis-28391	277	2	trans	trans	PROPN
bracis-28391	277	3	.	.	PUNCT
bracis-28391	278	1	graph	graph	NOUN
bracis-28391	278	2	.	.	PUNCT
bracis-28391	279	1	36(4	36(4	NUM
bracis-28391	279	2	)	)	PUNCT
bracis-28391	279	3	,	,	PUNCT
bracis-28391	279	4	1–14	1–14	PROPN
bracis-28391	279	5	(	(	PUNCT
bracis-28391	279	6	2017	2017	NUM
bracis-28391	279	7	)	)	PUNCT
bracis-28391	279	8	article	article	NOUN
bracis-28391	279	9	  	  	SPACE
bracis-28391	279	10	google	google	PROPN
bracis-28391	279	11	scholar	scholar	NOUN
bracis-28391	279	12	  	  	SPACE
bracis-28391	279	13	isola	isola	PROPN
bracis-28391	279	14	,	,	PUNCT
bracis-28391	279	15	p.	p.	PROPN
bracis-28391	279	16	,	,	PUNCT
bracis-28391	279	17	zhu	zhu	PROPN
bracis-28391	279	18	,	,	PUNCT
bracis-28391	279	19	j.y	j.y	PROPN
bracis-28391	279	20	.	.	PROPN
bracis-28391	279	21	,	,	PUNCT
bracis-28391	279	22	zhou	zhou	PROPN
bracis-28391	279	23	,	,	PUNCT
bracis-28391	279	24	t.	t.	PROPN
bracis-28391	279	25	,	,	PUNCT
bracis-28391	279	26	efros	efros	PROPN
bracis-28391	279	27	,	,	PUNCT
bracis-28391	279	28	a.a	a.a	PROPN
bracis-28391	279	29	.	.	PROPN
bracis-28391	279	30	:	:	PUNCT
bracis-28391	279	31	image	image	NOUN
bracis-28391	279	32	-	-	PUNCT
bracis-28391	279	33	to	to	ADP
bracis-28391	279	34	-	-	PUNCT
bracis-28391	279	35	image	image	NOUN
bracis-28391	279	36	translation	translation	NOUN
bracis-28391	279	37	with	with	ADP
bracis-28391	279	38	conditional	conditional	ADJ
bracis-28391	279	39	adversarial	adversarial	ADJ
bracis-28391	279	40	networks	network	NOUN
bracis-28391	279	41	.	.	PUNCT
bracis-28391	280	1	in	in	ADP
bracis-28391	280	2	:	:	PUNCT
bracis-28391	280	3	2017	2017	NUM
bracis-28391	280	4	ieee	ieee	NOUN
bracis-28391	280	5	conference	conference	NOUN
bracis-28391	280	6	on	on	ADP
bracis-28391	280	7	computer	computer	NOUN
bracis-28391	280	8	vision	vision	NOUN
bracis-28391	280	9	and	and	CCONJ
bracis-28391	280	10	pattern	pattern	NOUN
bracis-28391	280	11	recognition	recognition	NOUN
bracis-28391	280	12	(	(	PUNCT
bracis-28391	280	13	cvpr	cvpr	NOUN
bracis-28391	280	14	)	)	PUNCT
bracis-28391	280	15	,	,	PUNCT
bracis-28391	280	16	pp	pp	ADV
bracis-28391	280	17	.	.	PUNCT
bracis-28391	280	18	5967–5976	5967–5976	NUM
bracis-28391	280	19	(	(	PUNCT
bracis-28391	280	20	2017	2017	NUM
bracis-28391	280	21	)	)	PUNCT
bracis-28391	280	22	google	google	NOUN
bracis-28391	280	23	scholar	scholar	NOUN
bracis-28391	280	24	  	  	SPACE
bracis-28391	280	25	jabbar	jabbar	PROPN
bracis-28391	280	26	,	,	PUNCT
bracis-28391	280	27	a.	a.	PROPN
bracis-28391	280	28	,	,	PUNCT
bracis-28391	280	29	li	li	PROPN
bracis-28391	280	30	,	,	PUNCT
bracis-28391	280	31	x.	x.	PROPN
bracis-28391	280	32	,	,	PUNCT
bracis-28391	280	33	iqbal	iqbal	PROPN
bracis-28391	280	34	,	,	PUNCT
bracis-28391	280	35	m.	m.	NOUN
bracis-28391	280	36	,	,	PUNCT
bracis-28391	280	37	malik	malik	PROPN
bracis-28391	280	38	,	,	PUNCT
bracis-28391	280	39	a.	a.	NOUN
bracis-28391	280	40	:	:	PUNCT
bracis-28391	280	41	fd	fd	VERB
bracis-28391	280	42	-	-	PUNCT
bracis-28391	280	43	stackgan	stackgan	ADJ
bracis-28391	280	44	:	:	PUNCT
bracis-28391	280	45	face	face	NOUN
bracis-28391	280	46	de	de	NOUN
bracis-28391	280	47	-	-	NOUN
bracis-28391	280	48	occlusion	occlusion	NOUN
bracis-28391	280	49	using	use	VERB
bracis-28391	280	50	stacked	stack	VERB
bracis-28391	280	51	generative	generative	ADJ
bracis-28391	280	52	adversarial	adversarial	ADJ
bracis-28391	280	53	networks	network	NOUN
bracis-28391	280	54	.	.	PUNCT
bracis-28391	281	1	ksii	ksii	PROPN
bracis-28391	281	2	trans	trans	PROPN
bracis-28391	281	3	.	.	PUNCT
bracis-28391	281	4	internet	internet	PROPN
bracis-28391	281	5	inf	inf	PROPN
bracis-28391	281	6	.	.	PUNCT
bracis-28391	282	1	syst	syst	PROPN
bracis-28391	282	2	.	.	PUNCT
bracis-28391	283	1	15(7	15(7	NUM
bracis-28391	283	2	)	)	PUNCT
bracis-28391	283	3	,	,	PUNCT
bracis-28391	283	4	2547–2567	2547–2567	NUM
bracis-28391	283	5	(	(	PUNCT
bracis-28391	283	6	2021	2021	NUM
bracis-28391	283	7	)	)	PUNCT
bracis-28391	283	8	google	google	NOUN
bracis-28391	283	9	scholar	scholar	NOUN
bracis-28391	283	10	  	  	SPACE
bracis-28391	283	11	jam	jam	NOUN
bracis-28391	283	12	,	,	PUNCT
bracis-28391	283	13	j.	j.	PROPN
bracis-28391	283	14	,	,	PUNCT
bracis-28391	283	15	kendrick	kendrick	PROPN
bracis-28391	283	16	,	,	PUNCT
bracis-28391	283	17	c.	c.	PROPN
bracis-28391	283	18	,	,	PUNCT
bracis-28391	283	19	drouard	drouard	NOUN
bracis-28391	283	20	,	,	PUNCT
bracis-28391	283	21	v.	v.	PROPN
bracis-28391	283	22	,	,	PUNCT
bracis-28391	283	23	walker	walker	PROPN
bracis-28391	283	24	,	,	PUNCT
bracis-28391	283	25	k.	k.	PROPN
bracis-28391	283	26	,	,	PUNCT
bracis-28391	283	27	hsu	hsu	PROPN
bracis-28391	283	28	,	,	PUNCT
bracis-28391	283	29	g.s	g.s	PROPN
bracis-28391	283	30	.	.	PROPN
bracis-28391	283	31	,	,	PUNCT
bracis-28391	283	32	yap	yap	PROPN
bracis-28391	283	33	,	,	PUNCT
bracis-28391	283	34	m.	m.	NOUN
bracis-28391	283	35	:	:	PUNCT
bracis-28391	283	36	r	r	X
bracis-28391	283	37	-	-	PUNCT
bracis-28391	283	38	mnet	mnet	NOUN
bracis-28391	283	39	:	:	PUNCT
bracis-28391	283	40	a	a	DET
bracis-28391	283	41	perceptual	perceptual	ADJ
bracis-28391	283	42	adversarial	adversarial	ADJ
bracis-28391	283	43	network	network	NOUN
bracis-28391	283	44	for	for	ADP
bracis-28391	283	45	image	image	NOUN
bracis-28391	283	46	inpainting	inpainte	VERB
bracis-28391	283	47	.	.	PUNCT
bracis-28391	284	1	in	in	ADP
bracis-28391	284	2	:	:	PUNCT
bracis-28391	284	3	proceedings	proceeding	NOUN
bracis-28391	284	4	2021	2021	NUM
bracis-28391	284	5	ieee	ieee	NOUN
bracis-28391	284	6	winter	winter	NOUN
bracis-28391	284	7	conference	conference	NOUN
bracis-28391	284	8	on	on	ADP
bracis-28391	284	9	applications	application	NOUN
bracis-28391	284	10	of	of	ADP
bracis-28391	284	11	computer	computer	NOUN
bracis-28391	284	12	vision	vision	NOUN
bracis-28391	284	13	,	,	PUNCT
bracis-28391	284	14	wacv	wacv	NOUN
bracis-28391	284	15	2021	2021	NUM
bracis-28391	284	16	,	,	PUNCT
bracis-28391	284	17	pp	pp	ADJ
bracis-28391	284	18	.	.	PUNCT
bracis-28391	284	19	2713–2722	2713–2722	NUM
bracis-28391	284	20	.	.	PUNCT
bracis-28391	285	1	institute	institute	PROPN
bracis-28391	285	2	of	of	ADP
bracis-28391	285	3	electrical	electrical	ADJ
bracis-28391	285	4	and	and	CCONJ
bracis-28391	285	5	electronics	electronics	PROPN
bracis-28391	285	6	engineers	engineers	PROPN
bracis-28391	285	7	inc	inc	PROPN
bracis-28391	285	8	.	.	PROPN
bracis-28391	285	9	(	(	PUNCT
bracis-28391	285	10	2021	2021	NUM
bracis-28391	285	11	)	)	PUNCT
bracis-28391	285	12	google	google	NOUN
bracis-28391	285	13	scholar	scholar	NOUN
bracis-28391	285	14	  	  	SPACE
bracis-28391	285	15	jam	jam	NOUN
bracis-28391	285	16	,	,	PUNCT
bracis-28391	285	17	j.	j.	PROPN
bracis-28391	285	18	,	,	PUNCT
bracis-28391	285	19	kendrick	kendrick	PROPN
bracis-28391	285	20	,	,	PUNCT
bracis-28391	285	21	c.	c.	PROPN
bracis-28391	285	22	,	,	PUNCT
bracis-28391	285	23	drouard	drouard	NOUN
bracis-28391	285	24	,	,	PUNCT
bracis-28391	285	25	v.	v.	PROPN
bracis-28391	285	26	,	,	PUNCT
bracis-28391	285	27	walker	walker	PROPN
bracis-28391	285	28	,	,	PUNCT
bracis-28391	285	29	k.	k.	PROPN
bracis-28391	285	30	,	,	PUNCT
bracis-28391	285	31	hsu	hsu	PROPN
bracis-28391	285	32	,	,	PUNCT
bracis-28391	285	33	g.s	g.s	PROPN
bracis-28391	285	34	.	.	PROPN
bracis-28391	285	35	,	,	PUNCT
bracis-28391	285	36	yap	yap	PROPN
bracis-28391	285	37	,	,	PUNCT
bracis-28391	285	38	m.	m.	NOUN
bracis-28391	285	39	:	:	PUNCT
bracis-28391	285	40	symmetric	symmetric	ADJ
bracis-28391	285	41	skip	skip	NOUN
bracis-28391	285	42	connection	connection	NOUN
bracis-28391	285	43	wasserstein	wasserstein	NOUN
bracis-28391	285	44	gan	gin	VERB
bracis-28391	285	45	for	for	ADP
bracis-28391	285	46	high	high	ADJ
bracis-28391	285	47	-	-	PUNCT
bracis-28391	285	48	resolution	resolution	NOUN
bracis-28391	285	49	facial	facial	ADJ
bracis-28391	285	50	image	image	NOUN
bracis-28391	285	51	inpainting	inpainte	VERB
bracis-28391	285	52	.	.	PUNCT
bracis-28391	286	1	in	in	ADP
bracis-28391	286	2	:	:	PUNCT
bracis-28391	286	3	visigrapp	visigrapp	NOUN
bracis-28391	286	4	2021	2021	NUM
bracis-28391	286	5	proceedings	proceeding	NOUN
bracis-28391	286	6	of	of	ADP
bracis-28391	286	7	the	the	DET
bracis-28391	286	8	16th	16th	ADJ
bracis-28391	286	9	international	international	ADJ
bracis-28391	286	10	joint	joint	ADJ
bracis-28391	286	11	conference	conference	NOUN
bracis-28391	286	12	on	on	ADP
bracis-28391	286	13	computer	computer	NOUN
bracis-28391	286	14	vision	vision	NOUN
bracis-28391	286	15	,	,	PUNCT
bracis-28391	286	16	imaging	imaging	NOUN
bracis-28391	286	17	and	and	CCONJ
bracis-28391	286	18	computer	computer	NOUN
bracis-28391	286	19	graphics	graphic	NOUN
bracis-28391	286	20	theory	theory	NOUN
bracis-28391	286	21	and	and	CCONJ
bracis-28391	286	22	applications	application	NOUN
bracis-28391	286	23	,	,	PUNCT
bracis-28391	286	24	vol	vol	NOUN
bracis-28391	286	25	.	.	PROPN
bracis-28391	286	26	4	4	NUM
bracis-28391	286	27	,	,	PUNCT
bracis-28391	286	28	pp	pp	ADJ
bracis-28391	286	29	.	.	PUNCT
bracis-28391	287	1	35–44	35–44	NUM
bracis-28391	287	2	.	.	X
bracis-28391	288	1	scitepress	scitepress	NOUN
bracis-28391	288	2	(	(	PUNCT
bracis-28391	288	3	2021	2021	NUM
bracis-28391	288	4	)	)	PUNCT
bracis-28391	288	5	google	google	PROPN
bracis-28391	288	6	scholar	scholar	NOUN
bracis-28391	288	7	  	  	SPACE
bracis-28391	288	8	johnson	johnson	PROPN
bracis-28391	288	9	,	,	PUNCT
bracis-28391	288	10	j.	j.	PROPN
bracis-28391	288	11	,	,	PUNCT
bracis-28391	288	12	alahi	alahi	PROPN
bracis-28391	288	13	,	,	PUNCT
bracis-28391	288	14	a.	a.	PROPN
bracis-28391	288	15	,	,	PUNCT
bracis-28391	288	16	fei	fei	PROPN
bracis-28391	288	17	-	-	PUNCT
bracis-28391	288	18	fei	fei	PROPN
bracis-28391	288	19	,	,	PUNCT
bracis-28391	288	20	l.	l.	PROPN
bracis-28391	288	21	:	:	PUNCT
bracis-28391	288	22	perceptual	perceptual	ADJ
bracis-28391	288	23	losses	loss	NOUN
bracis-28391	288	24	for	for	ADP
bracis-28391	288	25	real	real	ADJ
bracis-28391	288	26	-	-	PUNCT
bracis-28391	288	27	time	time	NOUN
bracis-28391	288	28	style	style	NOUN
bracis-28391	288	29	transfer	transfer	NOUN
bracis-28391	288	30	and	and	CCONJ
bracis-28391	288	31	super	super	NOUN
bracis-28391	288	32	-	-	NOUN
bracis-28391	288	33	resolution	resolution	NOUN
bracis-28391	288	34	.	.	PUNCT
bracis-28391	289	1	in	in	ADP
bracis-28391	289	2	:	:	PUNCT
bracis-28391	289	3	leibe	leibe	ADJ
bracis-28391	289	4	,	,	PUNCT
bracis-28391	289	5	b.	b.	PROPN
bracis-28391	289	6	,	,	PUNCT
bracis-28391	289	7	matas	matas	PROPN
bracis-28391	289	8	,	,	PUNCT
bracis-28391	289	9	j.	j.	PROPN
bracis-28391	289	10	,	,	PUNCT
bracis-28391	289	11	sebe	sebe	PROPN
bracis-28391	289	12	,	,	PUNCT
bracis-28391	289	13	n.	n.	NOUN
bracis-28391	289	14	,	,	PUNCT
bracis-28391	289	15	welling	well	VERB
bracis-28391	289	16	,	,	PUNCT
bracis-28391	289	17	m.	m.	NOUN
bracis-28391	289	18	(	(	PUNCT
bracis-28391	289	19	eds	ed	NOUN
bracis-28391	289	20	.	.	PUNCT
bracis-28391	289	21	)	)	PUNCT
bracis-28391	290	1	eccv	eccv	ADV
bracis-28391	290	2	2016	2016	NUM
bracis-28391	290	3	.	.	PUNCT
bracis-28391	291	1	lncs	lncs	PROPN
bracis-28391	291	2	,	,	PUNCT
bracis-28391	291	3	vol	vol	NOUN
bracis-28391	291	4	.	.	PROPN
bracis-28391	291	5	9906	9906	NUM
bracis-28391	291	6	,	,	PUNCT
bracis-28391	291	7	pp	pp	ADV
bracis-28391	291	8	.	.	PUNCT
bracis-28391	292	1	694–711	694–711	NUM
bracis-28391	292	2	.	.	X
bracis-28391	292	3	springer	springer	NOUN
bracis-28391	292	4	,	,	PUNCT
bracis-28391	292	5	cham	cham	PROPN
bracis-28391	292	6	(	(	PUNCT
bracis-28391	292	7	2016	2016	NUM
bracis-28391	292	8	)	)	PUNCT
bracis-28391	292	9	.	.	PUNCT
bracis-28391	293	1	https://doi.org/10.1007/978-3-319-46475-6_43	https://doi.org/10.1007/978-3-319-46475-6_43	PROPN
bracis-28391	293	2	chapter	chapter	NOUN
bracis-28391	293	3	  	  	SPACE
bracis-28391	293	4	google	google	PROPN
bracis-28391	293	5	scholar	scholar	NOUN
bracis-28391	293	6	  	  	SPACE
bracis-28391	293	7	khan	khan	PROPN
bracis-28391	293	8	,	,	PUNCT
bracis-28391	293	9	m.	m.	NOUN
bracis-28391	293	10	,	,	PUNCT
bracis-28391	293	11	ud	ud	INTJ
bracis-28391	293	12	din	din	PROPN
bracis-28391	293	13	,	,	PUNCT
bracis-28391	293	14	n.	n.	NOUN
bracis-28391	293	15	,	,	PUNCT
bracis-28391	293	16	bae	bae	PROPN
bracis-28391	293	17	,	,	PUNCT
bracis-28391	293	18	s.	s.	PROPN
bracis-28391	293	19	,	,	PUNCT
bracis-28391	293	20	yi	yi	PROPN
bracis-28391	293	21	,	,	PUNCT
bracis-28391	293	22	j.	j.	PROPN
bracis-28391	293	23	:	:	PUNCT
bracis-28391	293	24	interactive	interactive	ADJ
bracis-28391	293	25	removal	removal	NOUN
bracis-28391	293	26	of	of	ADP
bracis-28391	293	27	microphone	microphone	NOUN
bracis-28391	293	28	object	object	NOUN
bracis-28391	293	29	in	in	ADP
bracis-28391	293	30	facial	facial	ADJ
bracis-28391	293	31	images	image	NOUN
bracis-28391	293	32	.	.	PUNCT
bracis-28391	294	1	electronics	electronic	NOUN
bracis-28391	294	2	8(10	8(10	NUM
bracis-28391	294	3	)	)	PUNCT
bracis-28391	294	4	,	,	PUNCT
bracis-28391	294	5	1115	1115	NUM
bracis-28391	294	6	(	(	PUNCT
bracis-28391	294	7	2019	2019	NUM
bracis-28391	294	8	)	)	PUNCT
bracis-28391	294	9	article	article	NOUN
bracis-28391	294	10	  	  	SPACE
bracis-28391	294	11	google	google	PROPN
bracis-28391	294	12	scholar	scholar	NOUN
bracis-28391	294	13	  	  	SPACE
bracis-28391	294	14	li	li	PROPN
bracis-28391	294	15	,	,	PUNCT
bracis-28391	294	16	x.	x.	PROPN
bracis-28391	294	17	,	,	PUNCT
bracis-28391	294	18	hu	hu	PROPN
bracis-28391	294	19	,	,	PUNCT
bracis-28391	294	20	g.	g.	PROPN
bracis-28391	294	21	,	,	PUNCT
bracis-28391	294	22	zhu	zhu	PROPN
bracis-28391	294	23	,	,	PUNCT
bracis-28391	294	24	j.	j.	PROPN
bracis-28391	294	25	,	,	PUNCT
bracis-28391	294	26	zuo	zuo	PROPN
bracis-28391	294	27	,	,	PUNCT
bracis-28391	294	28	w.	w.	PROPN
bracis-28391	294	29	,	,	PUNCT
bracis-28391	294	30	wang	wang	PROPN
bracis-28391	294	31	,	,	PUNCT
bracis-28391	294	32	m.	m.	NOUN
bracis-28391	294	33	,	,	PUNCT
bracis-28391	294	34	zhang	zhang	PROPN
bracis-28391	294	35	,	,	PUNCT
bracis-28391	294	36	l.	l.	PROPN
bracis-28391	294	37	:	:	PUNCT
bracis-28391	294	38	learning	learn	VERB
bracis-28391	294	39	symmetry	symmetry	NOUN
bracis-28391	294	40	consistent	consistent	ADJ
bracis-28391	294	41	deep	deep	ADJ
bracis-28391	294	42	cnns	cnn	NOUN
bracis-28391	294	43	for	for	ADP
bracis-28391	294	44	face	face	NOUN
bracis-28391	294	45	completion	completion	NOUN
bracis-28391	294	46	.	.	PUNCT
bracis-28391	295	1	ieee	ieee	PROPN
bracis-28391	295	2	trans	trans	PROPN
bracis-28391	295	3	.	.	PUNCT
bracis-28391	295	4	image	image	NOUN
bracis-28391	295	5	process	process	NOUN
bracis-28391	295	6	.	.	PUNCT
bracis-28391	296	1	29	29	NUM
bracis-28391	296	2	,	,	PUNCT
bracis-28391	296	3	7641–7655	7641–7655	NUM
bracis-28391	296	4	(	(	PUNCT
bracis-28391	296	5	2020	2020	NUM
bracis-28391	296	6	)	)	PUNCT
bracis-28391	296	7	article	article	NOUN
bracis-28391	296	8	  	  	SPACE
bracis-28391	296	9	math	math	NOUN
bracis-28391	296	10	  	  	SPACE
bracis-28391	296	11	google	google	PROPN
bracis-28391	296	12	scholar	scholar	NOUN
bracis-28391	296	13	  	  	SPACE
bracis-28391	296	14	li	li	PROPN
bracis-28391	296	15	,	,	PUNCT
bracis-28391	296	16	y.	y.	PROPN
bracis-28391	296	17	,	,	PUNCT
bracis-28391	296	18	liu	liu	PROPN
bracis-28391	296	19	,	,	PUNCT
bracis-28391	296	20	s.	s.	PROPN
bracis-28391	296	21	,	,	PUNCT
bracis-28391	296	22	yang	yang	PROPN
bracis-28391	296	23	,	,	PUNCT
bracis-28391	296	24	j.	j.	PROPN
bracis-28391	296	25	,	,	PUNCT
bracis-28391	296	26	yang	yang	PROPN
bracis-28391	296	27	,	,	PUNCT
bracis-28391	296	28	m.h	m.h	PROPN
bracis-28391	296	29	.	.	PROPN
bracis-28391	296	30	:	:	PUNCT
bracis-28391	297	1	generative	generative	ADJ
bracis-28391	297	2	face	face	NOUN
bracis-28391	297	3	completion	completion	NOUN
bracis-28391	297	4	.	.	PUNCT
bracis-28391	298	1	in	in	ADP
bracis-28391	298	2	:	:	PUNCT
bracis-28391	298	3	2017	2017	NUM
bracis-28391	298	4	ieee	ieee	NOUN
bracis-28391	298	5	conference	conference	NOUN
bracis-28391	298	6	on	on	ADP
bracis-28391	298	7	computer	computer	NOUN
bracis-28391	298	8	vision	vision	NOUN
bracis-28391	298	9	and	and	CCONJ
bracis-28391	298	10	pattern	pattern	NOUN
bracis-28391	298	11	recognition	recognition	NOUN
bracis-28391	298	12	(	(	PUNCT
bracis-28391	298	13	cvpr	cvpr	NOUN
bracis-28391	298	14	)	)	PUNCT
bracis-28391	298	15	,	,	PUNCT
bracis-28391	298	16	pp	pp	ADJ
bracis-28391	298	17	.	.	PUNCT
bracis-28391	298	18	5892–5900	5892–5900	NUM
bracis-28391	298	19	(	(	PUNCT
bracis-28391	298	20	2017	2017	NUM
bracis-28391	298	21	)	)	PUNCT
bracis-28391	298	22	google	google	PROPN
bracis-28391	298	23	scholar	scholar	NOUN
bracis-28391	298	24	  	  	SPACE
bracis-28391	298	25	li	li	PROPN
bracis-28391	298	26	,	,	PUNCT
bracis-28391	298	27	z.	z.	PROPN
bracis-28391	298	28	,	,	PUNCT
bracis-28391	298	29	zhu	zhu	PROPN
bracis-28391	298	30	,	,	PUNCT
bracis-28391	298	31	h.	h.	PROPN
bracis-28391	298	32	,	,	PUNCT
bracis-28391	298	33	cao	cao	PROPN
bracis-28391	298	34	,	,	PUNCT
bracis-28391	298	35	l.	l.	PROPN
bracis-28391	298	36	,	,	PUNCT
bracis-28391	298	37	jiao	jiao	PROPN
bracis-28391	298	38	,	,	PUNCT
bracis-28391	298	39	l.	l.	PROPN
bracis-28391	298	40	,	,	PUNCT
bracis-28391	298	41	zhong	zhong	PROPN
bracis-28391	298	42	,	,	PUNCT
bracis-28391	298	43	y.	y.	PROPN
bracis-28391	298	44	,	,	PUNCT
bracis-28391	298	45	ma	ma	PROPN
bracis-28391	298	46	,	,	PUNCT
bracis-28391	298	47	a.	a.	NOUN
bracis-28391	298	48	:	:	PUNCT
bracis-28391	298	49	face	face	NOUN
bracis-28391	298	50	inpainting	inpainte	VERB
bracis-28391	298	51	via	via	ADP
bracis-28391	298	52	nested	nested	ADJ
bracis-28391	298	53	generative	generative	ADJ
bracis-28391	298	54	adversarial	adversarial	ADJ
bracis-28391	298	55	networks	network	NOUN
bracis-28391	298	56	.	.	PUNCT
bracis-28391	299	1	ieee	ieee	NOUN
bracis-28391	299	2	access	access	NOUN
bracis-28391	299	3	7	7	NUM
bracis-28391	299	4	,	,	PUNCT
bracis-28391	299	5	155462–155471	155462–155471	NUM
bracis-28391	299	6	(	(	PUNCT
bracis-28391	299	7	2019	2019	NUM
bracis-28391	299	8	)	)	PUNCT
bracis-28391	299	9	article	article	NOUN
bracis-28391	299	10	  	  	SPACE
bracis-28391	299	11	google	google	PROPN
bracis-28391	299	12	scholar	scholar	NOUN
bracis-28391	299	13	  	  	SPACE
bracis-28391	299	14	lie	lie	NOUN
bracis-28391	299	15	,	,	PUNCT
bracis-28391	299	16	y.	y.	PROPN
bracis-28391	299	17	,	,	PUNCT
bracis-28391	299	18	li	li	PROPN
bracis-28391	299	19	,	,	PUNCT
bracis-28391	299	20	l.	l.	PROPN
bracis-28391	299	21	:	:	PUNCT
bracis-28391	299	22	image	image	NOUN
bracis-28391	299	23	inpainting	inpainte	VERB
bracis-28391	299	24	using	use	VERB
bracis-28391	299	25	multi	multi	ADJ
bracis-28391	299	26	-	-	ADJ
bracis-28391	299	27	scale	scale	ADJ
bracis-28391	299	28	neural	neural	ADJ
bracis-28391	299	29	network	network	NOUN
bracis-28391	299	30	and	and	CCONJ
bracis-28391	299	31	shift	shift	NOUN
bracis-28391	299	32	-	-	PUNCT
bracis-28391	299	33	net	net	NOUN
bracis-28391	299	34	.	.	PUNCT
bracis-28391	300	1	in	in	ADP
bracis-28391	300	2	:	:	PUNCT
bracis-28391	300	3	proceedings	proceeding	NOUN
bracis-28391	300	4	2020	2020	NUM
bracis-28391	300	5	7th	7th	ADJ
bracis-28391	300	6	international	international	ADJ
bracis-28391	300	7	conference	conference	NOUN
bracis-28391	300	8	on	on	ADP
bracis-28391	300	9	information	information	NOUN
bracis-28391	300	10	science	science	NOUN
bracis-28391	300	11	and	and	CCONJ
bracis-28391	300	12	control	control	PROPN
bracis-28391	300	13	engineering	engineering	PROPN
bracis-28391	300	14	,	,	PUNCT
bracis-28391	300	15	icisce	icisce	NOUN
bracis-28391	300	16	2020	2020	NUM
bracis-28391	300	17	,	,	PUNCT
bracis-28391	300	18	pp	pp	ADV
bracis-28391	300	19	.	.	PUNCT
bracis-28391	301	1	704–709	704–709	NUM
bracis-28391	301	2	.	.	PUNCT
bracis-28391	301	3	institute	institute	PROPN
bracis-28391	301	4	of	of	ADP
bracis-28391	301	5	electrical	electrical	ADJ
bracis-28391	301	6	and	and	CCONJ
bracis-28391	301	7	electronics	electronics	PROPN
bracis-28391	301	8	engineers	engineers	PROPN
bracis-28391	301	9	inc	inc	PROPN
bracis-28391	301	10	.	.	PROPN
bracis-28391	301	11	(	(	PUNCT
bracis-28391	301	12	2020	2020	NUM
bracis-28391	301	13	)	)	PUNCT
bracis-28391	301	14	google	google	PROPN
bracis-28391	301	15	scholar	scholar	NOUN
bracis-28391	301	16	  	  	SPACE
bracis-28391	301	17	lin	lin	PROPN
bracis-28391	301	18	,	,	PUNCT
bracis-28391	301	19	j.	j.	PROPN
bracis-28391	301	20	,	,	PUNCT
bracis-28391	301	21	yang	yang	PROPN
bracis-28391	301	22	,	,	PUNCT
bracis-28391	301	23	h.	h.	PROPN
bracis-28391	301	24	,	,	PUNCT
bracis-28391	301	25	chen	chen	PROPN
bracis-28391	301	26	,	,	PUNCT
bracis-28391	301	27	d.	d.	PROPN
bracis-28391	301	28	,	,	PUNCT
bracis-28391	301	29	zeng	zeng	PROPN
bracis-28391	301	30	,	,	PUNCT
bracis-28391	301	31	m.	m.	NOUN
bracis-28391	301	32	,	,	PUNCT
bracis-28391	301	33	wen	wen	PROPN
bracis-28391	301	34	,	,	PUNCT
bracis-28391	301	35	f.	f.	PROPN
bracis-28391	301	36	,	,	PUNCT
bracis-28391	301	37	yuan	yuan	PROPN
bracis-28391	301	38	,	,	PUNCT
bracis-28391	301	39	l.	l.	PROPN
bracis-28391	301	40	:	:	PUNCT
bracis-28391	301	41	face	face	NOUN
bracis-28391	301	42	parsing	parse	VERB
bracis-28391	301	43	with	with	ADP
bracis-28391	301	44	roi	roi	NOUN
bracis-28391	301	45	tanh	tanh	NOUN
bracis-28391	301	46	-	-	PUNCT
bracis-28391	301	47	warping	warping	NOUN
bracis-28391	301	48	.	.	PUNCT
bracis-28391	302	1	in	in	ADP
bracis-28391	302	2	:	:	PUNCT
bracis-28391	302	3	2019	2019	NUM
bracis-28391	302	4	ieee	ieee	NOUN
bracis-28391	302	5	/	/	SYM
bracis-28391	302	6	cvf	cvf	NOUN
bracis-28391	302	7	conference	conference	NOUN
bracis-28391	302	8	on	on	ADP
bracis-28391	302	9	computer	computer	NOUN
bracis-28391	302	10	vision	vision	NOUN
bracis-28391	302	11	and	and	CCONJ
bracis-28391	302	12	pattern	pattern	NOUN
bracis-28391	302	13	recognition	recognition	NOUN
bracis-28391	302	14	(	(	PUNCT
bracis-28391	302	15	cvpr	cvpr	NOUN
bracis-28391	302	16	)	)	PUNCT
bracis-28391	302	17	,	,	PUNCT
bracis-28391	302	18	pp	pp	ADP
bracis-28391	302	19	.	.	PUNCT
bracis-28391	303	1	5647–5656	5647–5656	NUM
bracis-28391	303	2	(	(	PUNCT
bracis-28391	303	3	2019	2019	NUM
bracis-28391	303	4	)	)	PUNCT
bracis-28391	303	5	google	google	PROPN
bracis-28391	303	6	scholar	scholar	NOUN
bracis-28391	303	7	  	  	SPACE
bracis-28391	303	8	liu	liu	PROPN
bracis-28391	303	9	,	,	PUNCT
bracis-28391	303	10	j.	j.	PROPN
bracis-28391	303	11	,	,	PUNCT
bracis-28391	303	12	jung	jung	PROPN
bracis-28391	303	13	,	,	PUNCT
bracis-28391	303	14	c.	c.	NOUN
bracis-28391	303	15	:	:	PUNCT
bracis-28391	303	16	facial	facial	ADJ
bracis-28391	303	17	image	image	NOUN
bracis-28391	303	18	inpainting	inpainte	VERB
bracis-28391	303	19	using	use	VERB
bracis-28391	303	20	multi	multi	ADJ
bracis-28391	303	21	-	-	ADJ
bracis-28391	303	22	level	level	ADJ
bracis-28391	303	23	generative	generative	ADJ
bracis-28391	303	24	network	network	NOUN
bracis-28391	303	25	.	.	PUNCT
bracis-28391	304	1	in	in	ADP
bracis-28391	304	2	:	:	PUNCT
bracis-28391	304	3	proceedings	proceeding	NOUN
bracis-28391	304	4	ieee	ieee	VERB
bracis-28391	304	5	international	international	ADJ
bracis-28391	304	6	conference	conference	NOUN
bracis-28391	304	7	on	on	ADP
bracis-28391	304	8	multimedia	multimedia	NOUN
bracis-28391	304	9	and	and	CCONJ
bracis-28391	304	10	expo	expo	NOUN
bracis-28391	304	11	,	,	PUNCT
bracis-28391	304	12	vol	vol	NOUN
bracis-28391	304	13	.	.	PROPN
bracis-28391	305	1	2019	2019	NUM
bracis-28391	305	2	-	-	PUNCT
bracis-28391	305	3	july	july	PROPN
bracis-28391	305	4	,	,	PUNCT
bracis-28391	305	5	pp	pp	PROPN
bracis-28391	305	6	.	.	PUNCT
bracis-28391	306	1	1168–1173	1168–1173	NUM
bracis-28391	306	2	.	.	PUNCT
bracis-28391	307	1	ieee	ieee	PROPN
bracis-28391	307	2	computer	computer	NOUN
bracis-28391	307	3	society	society	NOUN
bracis-28391	307	4	(	(	PUNCT
bracis-28391	307	5	2019	2019	NUM
bracis-28391	307	6	)	)	PUNCT
bracis-28391	307	7	google	google	PROPN
bracis-28391	307	8	scholar	scholar	NOUN
bracis-28391	307	9	  	  	SPACE
bracis-28391	307	10	liu	liu	PROPN
bracis-28391	307	11	,	,	PUNCT
bracis-28391	307	12	j.	j.	PROPN
bracis-28391	307	13	,	,	PUNCT
bracis-28391	307	14	jung	jung	PROPN
bracis-28391	307	15	,	,	PUNCT
bracis-28391	307	16	c.	c.	NOUN
bracis-28391	307	17	:	:	PUNCT
bracis-28391	307	18	facial	facial	ADJ
bracis-28391	307	19	image	image	NOUN
bracis-28391	307	20	inpainting	inpainte	VERB
bracis-28391	307	21	using	use	VERB
bracis-28391	307	22	attention	attention	NOUN
bracis-28391	307	23	-	-	PUNCT
bracis-28391	307	24	based	base	VERB
bracis-28391	307	25	multi	multi	ADJ
bracis-28391	307	26	-	-	ADJ
bracis-28391	307	27	level	level	ADJ
bracis-28391	307	28	generative	generative	ADJ
bracis-28391	307	29	network	network	NOUN
bracis-28391	307	30	.	.	PUNCT
bracis-28391	308	1	neurocomputing	neurocompute	VERB
bracis-28391	308	2	437	437	NUM
bracis-28391	308	3	,	,	PUNCT
bracis-28391	308	4	95–106	95–106	NUM
bracis-28391	308	5	(	(	PUNCT
bracis-28391	308	6	2021	2021	NUM
bracis-28391	308	7	)	)	PUNCT
bracis-28391	308	8	article	article	NOUN
bracis-28391	308	9	  	  	SPACE
bracis-28391	308	10	google	google	PROPN
bracis-28391	308	11	scholar	scholar	NOUN
bracis-28391	308	12	  	  	SPACE
bracis-28391	308	13	luo	luo	PROPN
bracis-28391	308	14	,	,	PUNCT
bracis-28391	308	15	x.	x.	PROPN
bracis-28391	308	16	,	,	PUNCT
bracis-28391	308	17	he	he	PRON
bracis-28391	308	18	,	,	PUNCT
bracis-28391	308	19	x.	x.	PROPN
bracis-28391	308	20	,	,	PUNCT
bracis-28391	308	21	qing	qing	PROPN
bracis-28391	308	22	,	,	PUNCT
bracis-28391	308	23	l.	l.	PROPN
bracis-28391	308	24	,	,	PUNCT
bracis-28391	308	25	chen	chen	PROPN
bracis-28391	308	26	,	,	PUNCT
bracis-28391	308	27	x.	x.	PROPN
bracis-28391	308	28	,	,	PUNCT
bracis-28391	308	29	liu	liu	PROPN
bracis-28391	308	30	,	,	PUNCT
bracis-28391	308	31	l.	l.	PROPN
bracis-28391	308	32	,	,	PUNCT
bracis-28391	308	33	xu	xu	PROPN
bracis-28391	308	34	,	,	PUNCT
bracis-28391	308	35	y.	y.	PROPN
bracis-28391	308	36	:	:	PUNCT
bracis-28391	308	37	eyesgan	eyesgan	NOUN
bracis-28391	308	38	:	:	PUNCT
bracis-28391	308	39	synthesize	synthesize	VERB
bracis-28391	308	40	human	human	ADJ
bracis-28391	308	41	face	face	NOUN
bracis-28391	308	42	from	from	ADP
bracis-28391	308	43	human	human	ADJ
bracis-28391	308	44	eyes	eye	NOUN
bracis-28391	308	45	.	.	PUNCT
bracis-28391	309	1	neurocomputing	neurocompute	VERB
bracis-28391	309	2	404	404	NUM
bracis-28391	309	3	,	,	PUNCT
bracis-28391	309	4	213–226	213–226	NUM
bracis-28391	309	5	(	(	PUNCT
bracis-28391	309	6	2020	2020	NUM
bracis-28391	309	7	)	)	PUNCT
bracis-28391	309	8	article	article	NOUN
bracis-28391	309	9	  	  	SPACE
bracis-28391	309	10	google	google	PROPN
bracis-28391	309	11	scholar	scholar	NOUN
bracis-28391	309	12	  	  	SPACE
bracis-28391	309	13	maggipinto	maggipinto	NOUN
bracis-28391	309	14	,	,	PUNCT
bracis-28391	309	15	m.	m.	NOUN
bracis-28391	309	16	,	,	PUNCT
bracis-28391	309	17	masiero	masiero	NOUN
bracis-28391	309	18	,	,	PUNCT
bracis-28391	309	19	c.	c.	PROPN
bracis-28391	309	20	,	,	PUNCT
bracis-28391	309	21	beghi	beghi	PROPN
bracis-28391	309	22	,	,	PUNCT
bracis-28391	309	23	a.	a.	PROPN
bracis-28391	309	24	,	,	PUNCT
bracis-28391	309	25	susto	susto	NOUN
bracis-28391	309	26	,	,	PUNCT
bracis-28391	309	27	g.a	g.a	PROPN
bracis-28391	309	28	.	.	PROPN
bracis-28391	309	29	:	:	PUNCT
bracis-28391	310	1	a	a	DET
bracis-28391	310	2	convolutional	convolutional	ADJ
bracis-28391	310	3	autoencoder	autoencoder	NOUN
bracis-28391	310	4	approach	approach	NOUN
bracis-28391	310	5	for	for	ADP
bracis-28391	310	6	feature	feature	NOUN
bracis-28391	310	7	extraction	extraction	NOUN
bracis-28391	310	8	in	in	ADP
bracis-28391	310	9	virtual	virtual	ADJ
bracis-28391	310	10	metrology	metrology	NOUN
bracis-28391	310	11	.	.	PUNCT
bracis-28391	311	1	procedia	procedia	PROPN
bracis-28391	311	2	manufacturing	manufacturing	PROPN
bracis-28391	311	3	17	17	NUM
bracis-28391	311	4	,	,	PUNCT
bracis-28391	311	5	126–133	126–133	NUM
bracis-28391	311	6	(	(	PUNCT
bracis-28391	311	7	2018	2018	NUM
bracis-28391	311	8	)	)	PUNCT
bracis-28391	311	9	.	.	PUNCT
bracis-28391	312	1	28th	28th	ADJ
bracis-28391	312	2	international	international	ADJ
bracis-28391	312	3	conference	conference	NOUN
bracis-28391	312	4	on	on	ADP
bracis-28391	312	5	flexible	flexible	ADJ
bracis-28391	312	6	automation	automation	NOUN
bracis-28391	312	7	and	and	CCONJ
bracis-28391	312	8	intelligent	intelligent	ADJ
bracis-28391	312	9	manufacturing	manufacturing	NOUN
bracis-28391	312	10	(	(	PUNCT
bracis-28391	312	11	faim2018	faim2018	PROPN
bracis-28391	312	12	)	)	PUNCT
bracis-28391	312	13	,	,	PUNCT
bracis-28391	312	14	11–14	11–14	NUM
bracis-28391	312	15	june	june	PROPN
bracis-28391	312	16	2018	2018	NUM
bracis-28391	312	17	,	,	PUNCT
bracis-28391	312	18	columbus	columbus	PROPN
bracis-28391	312	19	,	,	PUNCT
bracis-28391	312	20	oh	oh	INTJ
bracis-28391	312	21	,	,	PUNCT
bracis-28391	312	22	usaglobal	usaglobal	ADJ
bracis-28391	312	23	integration	integration	NOUN
bracis-28391	312	24	of	of	ADP
bracis-28391	312	25	intelligent	intelligent	ADJ
bracis-28391	312	26	manufacturing	manufacturing	NOUN
bracis-28391	312	27	and	and	CCONJ
bracis-28391	312	28	smart	smart	ADJ
bracis-28391	312	29	industry	industry	NOUN
bracis-28391	312	30	for	for	ADP
bracis-28391	312	31	good	good	NOUN
bracis-28391	312	32	of	of	ADP
bracis-28391	312	33	humanity	humanity	NOUN
bracis-28391	312	34	google	google	PROPN
bracis-28391	312	35	scholar	scholar	NOUN
bracis-28391	312	36	  	  	SPACE
bracis-28391	312	37	maharjan	maharjan	NOUN
bracis-28391	312	38	,	,	PUNCT
bracis-28391	312	39	r.	r.	PROPN
bracis-28391	312	40	,	,	PUNCT
bracis-28391	312	41	ud	ud	ADV
bracis-28391	312	42	din	din	VERB
bracis-28391	312	43	,	,	PUNCT
bracis-28391	312	44	n.	n.	NOUN
bracis-28391	312	45	,	,	PUNCT
bracis-28391	312	46	yi	yi	PROPN
bracis-28391	312	47	,	,	PUNCT
bracis-28391	312	48	j.	j.	PROPN
bracis-28391	312	49	:	:	PUNCT
bracis-28391	312	50	image	image	NOUN
bracis-28391	312	51	-	-	PUNCT
bracis-28391	312	52	to	to	ADP
bracis-28391	312	53	-	-	PUNCT
bracis-28391	312	54	image	image	NOUN
bracis-28391	312	55	translation	translation	NOUN
bracis-28391	312	56	based	base	VERB
bracis-28391	312	57	face	face	NOUN
bracis-28391	312	58	de	de	NOUN
bracis-28391	312	59	-	-	NOUN
bracis-28391	312	60	occlusion	occlusion	NOUN
bracis-28391	312	61	.	.	PUNCT
bracis-28391	313	1	in	in	ADP
bracis-28391	313	2	:	:	PUNCT
bracis-28391	313	3	jiang	jiang	PROPN
bracis-28391	313	4	x.	x.	PROPN
bracis-28391	313	5	,	,	PUNCT
bracis-28391	313	6	f.h	f.h	PROPN
bracis-28391	313	7	.	.	PROPN
bracis-28391	313	8	(	(	PUNCT
bracis-28391	313	9	ed	ed	NOUN
bracis-28391	313	10	.	.	PUNCT
bracis-28391	313	11	)	)	PUNCT
bracis-28391	313	12	proceedings	proceeding	NOUN
bracis-28391	313	13	of	of	ADP
bracis-28391	313	14	spie	spie	VERB
bracis-28391	313	15	the	the	DET
bracis-28391	313	16	international	international	ADJ
bracis-28391	313	17	society	society	NOUN
bracis-28391	313	18	for	for	ADP
bracis-28391	313	19	optical	optical	ADJ
bracis-28391	313	20	engineering	engineering	NOUN
bracis-28391	313	21	,	,	PUNCT
bracis-28391	313	22	vol	vol	NOUN
bracis-28391	313	23	.	.	PROPN
bracis-28391	313	24	11519	11519	NUM
bracis-28391	313	25	.	.	PUNCT
bracis-28391	314	1	spie	spie	NOUN
bracis-28391	314	2	(	(	PUNCT
bracis-28391	314	3	2020	2020	NUM
bracis-28391	314	4	)	)	PUNCT
bracis-28391	314	5	google	google	PROPN
bracis-28391	314	6	scholar	scholar	NOUN
bracis-28391	314	7	  	  	SPACE
bracis-28391	314	8	maheshwari	maheshwari	NOUN
bracis-28391	314	9	,	,	PUNCT
bracis-28391	314	10	u.	u.	PROPN
bracis-28391	314	11	,	,	PUNCT
bracis-28391	314	12	turlapati	turlapati	PROPN
bracis-28391	314	13	,	,	PUNCT
bracis-28391	314	14	v.	v.	PROPN
bracis-28391	314	15	,	,	PUNCT
bracis-28391	314	16	kiruthika	kiruthika	X
bracis-28391	314	17	,	,	PUNCT
bracis-28391	314	18	u.	u.	NOUN
bracis-28391	314	19	:	:	PUNCT
bracis-28391	314	20	lucid	lucid	ADJ
bracis-28391	314	21	-	-	PUNCT
bracis-28391	314	22	gan	gan	NOUN
bracis-28391	314	23	:	:	PUNCT
bracis-28391	314	24	an	an	DET
bracis-28391	314	25	adversarial	adversarial	ADJ
bracis-28391	314	26	network	network	NOUN
bracis-28391	314	27	for	for	ADP
bracis-28391	314	28	enhanced	enhanced	ADJ
bracis-28391	314	29	image	image	NOUN
bracis-28391	314	30	inpainting	inpainting	NOUN
bracis-28391	314	31	.	.	PUNCT
bracis-28391	315	1	in	in	ADP
bracis-28391	315	2	:	:	PUNCT
bracis-28391	315	3	civemsa	civemsa	NOUN
bracis-28391	315	4	2021	2021	NUM
bracis-28391	315	5	ieee	ieee	NOUN
bracis-28391	315	6	international	international	ADJ
bracis-28391	315	7	conference	conference	NOUN
bracis-28391	315	8	on	on	ADP
bracis-28391	315	9	computational	computational	ADJ
bracis-28391	315	10	intelligence	intelligence	NOUN
bracis-28391	315	11	and	and	CCONJ
bracis-28391	315	12	virtual	virtual	ADJ
bracis-28391	315	13	environments	environment	NOUN
bracis-28391	315	14	for	for	ADP
bracis-28391	315	15	measurement	measurement	NOUN
bracis-28391	315	16	systems	system	NOUN
bracis-28391	315	17	and	and	CCONJ
bracis-28391	315	18	applications	application	NOUN
bracis-28391	315	19	,	,	PUNCT
bracis-28391	315	20	proceedings	proceeding	NOUN
bracis-28391	315	21	.	.	PUNCT
bracis-28391	316	1	institute	institute	PROPN
bracis-28391	316	2	of	of	ADP
bracis-28391	316	3	electrical	electrical	ADJ
bracis-28391	316	4	and	and	CCONJ
bracis-28391	316	5	electronics	electronics	PROPN
bracis-28391	316	6	engineers	engineers	PROPN
bracis-28391	316	7	inc	inc	PROPN
bracis-28391	316	8	.	.	PROPN
bracis-28391	316	9	(	(	PUNCT
bracis-28391	316	10	2021	2021	NUM
bracis-28391	316	11	)	)	PUNCT
bracis-28391	316	12	google	google	PROPN
bracis-28391	316	13	scholar	scholar	NOUN
bracis-28391	316	14	  	  	SPACE
bracis-28391	316	15	mathai	mathai	PROPN
bracis-28391	316	16	,	,	PUNCT
bracis-28391	316	17	j.	j.	PROPN
bracis-28391	316	18	,	,	PUNCT
bracis-28391	316	19	masi	masi	PROPN
bracis-28391	316	20	,	,	PUNCT
bracis-28391	316	21	i.	i.	PROPN
bracis-28391	316	22	,	,	PUNCT
bracis-28391	316	23	abdalmageed	abdalmageed	PROPN
bracis-28391	316	24	,	,	PUNCT
bracis-28391	316	25	w.	w.	PROPN
bracis-28391	316	26	:	:	PUNCT
bracis-28391	316	27	does	do	AUX
bracis-28391	316	28	generative	generative	VERB
bracis-28391	316	29	face	face	NOUN
bracis-28391	316	30	completion	completion	NOUN
bracis-28391	316	31	help	help	NOUN
bracis-28391	316	32	face	face	VERB
bracis-28391	316	33	recognition	recognition	NOUN
bracis-28391	316	34	?	?	PUNCT
bracis-28391	317	1	in	in	ADP
bracis-28391	317	2	:	:	PUNCT
bracis-28391	317	3	2019	2019	NUM
bracis-28391	317	4	international	international	ADJ
bracis-28391	317	5	conference	conference	NOUN
bracis-28391	317	6	on	on	ADP
bracis-28391	317	7	biometrics	biometric	NOUN
bracis-28391	317	8	,	,	PUNCT
bracis-28391	317	9	icb	icb	PROPN
bracis-28391	317	10	2019	2019	NUM
bracis-28391	317	11	.	.	PUNCT
bracis-28391	318	1	institute	institute	PROPN
bracis-28391	318	2	of	of	ADP
bracis-28391	318	3	electrical	electrical	ADJ
bracis-28391	318	4	and	and	CCONJ
bracis-28391	318	5	electronics	electronics	PROPN
bracis-28391	318	6	engineers	engineers	PROPN
bracis-28391	318	7	inc	inc	PROPN
bracis-28391	318	8	.	.	PROPN
bracis-28391	318	9	(	(	PUNCT
bracis-28391	318	10	2019	2019	NUM
bracis-28391	318	11	)	)	PUNCT
bracis-28391	318	12	google	google	PROPN
bracis-28391	318	13	scholar	scholar	NOUN
bracis-28391	318	14	  	  	SPACE
bracis-28391	318	15	maulana	maulana	PROPN
bracis-28391	318	16	,	,	PUNCT
bracis-28391	318	17	a.	a.	NOUN
bracis-28391	318	18	,	,	PUNCT
bracis-28391	318	19	fatichah	fatichah	NOUN
bracis-28391	318	20	,	,	PUNCT
bracis-28391	318	21	c.	c.	PROPN
bracis-28391	318	22	,	,	PUNCT
bracis-28391	318	23	suciati	suciati	PROPN
bracis-28391	318	24	,	,	PUNCT
bracis-28391	318	25	n.	n.	NOUN
bracis-28391	318	26	:	:	PUNCT
bracis-28391	319	1	facial	facial	ADJ
bracis-28391	319	2	inpainting	inpainting	NOUN
bracis-28391	319	3	using	use	VERB
bracis-28391	319	4	generative	generative	ADJ
bracis-28391	319	5	adversarial	adversarial	ADJ
bracis-28391	319	6	network	network	NOUN
bracis-28391	319	7	with	with	ADP
bracis-28391	319	8	feature	feature	NOUN
bracis-28391	319	9	reconstruction	reconstruction	NOUN
bracis-28391	319	10	and	and	CCONJ
bracis-28391	319	11	landmark	landmark	NOUN
bracis-28391	319	12	loss	loss	NOUN
bracis-28391	319	13	to	to	PART
bracis-28391	319	14	preserve	preserve	VERB
bracis-28391	319	15	spatial	spatial	ADJ
bracis-28391	319	16	consistency	consistency	NOUN
bracis-28391	319	17	in	in	ADP
bracis-28391	319	18	unaligned	unaligned	ADJ
bracis-28391	319	19	face	face	NOUN
bracis-28391	319	20	images	image	NOUN
bracis-28391	319	21	.	.	PUNCT
bracis-28391	320	1	int	int	NOUN
bracis-28391	320	2	.	.	PUNCT
bracis-28391	321	1	j.	j.	PROPN
bracis-28391	321	2	intell	intell	PROPN
bracis-28391	321	3	.	.	PUNCT
bracis-28391	322	1	eng	eng	PROPN
bracis-28391	322	2	.	.	PUNCT
bracis-28391	322	3	syst	syst	PROPN
bracis-28391	322	4	.	.	PUNCT
bracis-28391	322	5	13(6	13(6	PROPN
bracis-28391	322	6	)	)	PUNCT
bracis-28391	322	7	,	,	PUNCT
bracis-28391	322	8	219–228	219–228	NUM
bracis-28391	322	9	(	(	PUNCT
bracis-28391	322	10	2020	2020	NUM
bracis-28391	322	11	)	)	PUNCT
bracis-28391	322	12	google	google	PROPN
bracis-28391	322	13	scholar	scholar	NOUN
bracis-28391	322	14	  	  	SPACE
bracis-28391	322	15	miyato	miyato	NOUN
bracis-28391	322	16	,	,	PUNCT
bracis-28391	322	17	t.	t.	PROPN
bracis-28391	322	18	,	,	PUNCT
bracis-28391	322	19	kataoka	kataoka	PROPN
bracis-28391	322	20	,	,	PUNCT
bracis-28391	322	21	t.	t.	PROPN
bracis-28391	322	22	,	,	PUNCT
bracis-28391	322	23	koyama	koyama	PROPN
bracis-28391	322	24	,	,	PUNCT
bracis-28391	322	25	m.	m.	NOUN
bracis-28391	322	26	,	,	PUNCT
bracis-28391	322	27	yoshida	yoshida	PROPN
bracis-28391	322	28	,	,	PUNCT
bracis-28391	322	29	y.	y.	PROPN
bracis-28391	322	30	:	:	PUNCT
bracis-28391	322	31	spectral	spectral	ADJ
bracis-28391	322	32	normalization	normalization	NOUN
bracis-28391	322	33	for	for	ADP
bracis-28391	322	34	generative	generative	ADJ
bracis-28391	322	35	adversarial	adversarial	ADJ
bracis-28391	322	36	networks	network	NOUN
bracis-28391	322	37	(	(	PUNCT
bracis-28391	322	38	2018	2018	NUM
bracis-28391	322	39	)	)	PUNCT
bracis-28391	322	40	google	google	NOUN
bracis-28391	322	41	scholar	scholar	NOUN
bracis-28391	322	42	  	  	SPACE
bracis-28391	322	43	ronneberger	ronneberger	NOUN
bracis-28391	322	44	,	,	PUNCT
bracis-28391	322	45	o.	o.	PROPN
bracis-28391	322	46	,	,	PUNCT
bracis-28391	322	47	fischer	fischer	PROPN
bracis-28391	322	48	,	,	PUNCT
bracis-28391	322	49	p.	p.	PROPN
bracis-28391	322	50	,	,	PUNCT
bracis-28391	322	51	brox	brox	PROPN
bracis-28391	322	52	,	,	PUNCT
bracis-28391	322	53	t.	t.	PROPN
bracis-28391	322	54	:	:	PUNCT
bracis-28391	322	55	u	u	NOUN
bracis-28391	322	56	-	-	NOUN
bracis-28391	322	57	net	net	ADJ
bracis-28391	322	58	:	:	PUNCT
bracis-28391	322	59	convolutional	convolutional	ADJ
bracis-28391	322	60	networks	network	NOUN
bracis-28391	322	61	for	for	ADP
bracis-28391	322	62	biomedical	biomedical	ADJ
bracis-28391	322	63	image	image	NOUN
bracis-28391	322	64	segmentation	segmentation	NOUN
bracis-28391	322	65	.	.	PUNCT
bracis-28391	323	1	in	in	ADP
bracis-28391	323	2	:	:	PUNCT
bracis-28391	323	3	navab	navab	PROPN
bracis-28391	323	4	,	,	PUNCT
bracis-28391	323	5	n.	n.	NOUN
bracis-28391	323	6	,	,	PUNCT
bracis-28391	323	7	hornegger	hornegger	NOUN
bracis-28391	323	8	,	,	PUNCT
bracis-28391	323	9	j.	j.	PROPN
bracis-28391	323	10	,	,	PUNCT
bracis-28391	323	11	wells	wells	PROPN
bracis-28391	323	12	,	,	PUNCT
bracis-28391	323	13	w.m	w.m	PROPN
bracis-28391	323	14	.	.	PROPN
bracis-28391	323	15	,	,	PUNCT
bracis-28391	323	16	frangi	frangi	PROPN
bracis-28391	323	17	,	,	PUNCT
bracis-28391	323	18	a.f	a.f	PROPN
bracis-28391	323	19	.	.	PROPN
bracis-28391	323	20	(	(	PUNCT
bracis-28391	323	21	eds	ed	NOUN
bracis-28391	323	22	.	.	PUNCT
bracis-28391	323	23	)	)	PUNCT
bracis-28391	324	1	miccai	miccai	PROPN
bracis-28391	324	2	2015	2015	NUM
bracis-28391	324	3	.	.	PUNCT
bracis-28391	325	1	lncs	lncs	PROPN
bracis-28391	325	2	,	,	PUNCT
bracis-28391	325	3	vol	vol	NOUN
bracis-28391	325	4	.	.	PROPN
bracis-28391	325	5	9351	9351	NUM
bracis-28391	325	6	,	,	PUNCT
bracis-28391	325	7	pp	pp	ADV
bracis-28391	325	8	.	.	PUNCT
bracis-28391	326	1	234–241	234–241	NUM
bracis-28391	326	2	.	.	PUNCT
bracis-28391	326	3	springer	springer	NOUN
bracis-28391	326	4	,	,	PUNCT
bracis-28391	326	5	cham	cham	PROPN
bracis-28391	326	6	(	(	PUNCT
bracis-28391	326	7	2015	2015	NUM
bracis-28391	326	8	)	)	PUNCT
bracis-28391	326	9	.	.	PUNCT
bracis-28391	327	1	https://doi.org/10.1007/978-3-319-24574-4_28	https://doi.org/10.1007/978-3-319-24574-4_28	PROPN
bracis-28391	327	2	chapter	chapter	NOUN
bracis-28391	327	3	  	  	SPACE
bracis-28391	327	4	google	google	PROPN
bracis-28391	327	5	scholar	scholar	NOUN
bracis-28391	327	6	  	  	SPACE
bracis-28391	327	7	sadiq	sadiq	PROPN
bracis-28391	327	8	,	,	PUNCT
bracis-28391	327	9	m.	m.	NOUN
bracis-28391	327	10	,	,	PUNCT
bracis-28391	327	11	shi	shi	PROPN
bracis-28391	327	12	,	,	PUNCT
bracis-28391	327	13	d.	d.	PROPN
bracis-28391	327	14	:	:	PUNCT
bracis-28391	327	15	attentive	attentive	ADJ
bracis-28391	327	16	occlusion	occlusion	NOUN
bracis-28391	327	17	-	-	PUNCT
bracis-28391	327	18	adaptive	adaptive	ADJ
bracis-28391	327	19	deep	deep	ADJ
bracis-28391	327	20	network	network	NOUN
bracis-28391	327	21	for	for	ADP
bracis-28391	327	22	facial	facial	ADJ
bracis-28391	327	23	landmark	landmark	NOUN
bracis-28391	327	24	detection	detection	NOUN
bracis-28391	327	25	.	.	PUNCT
bracis-28391	328	1	pattern	pattern	NOUN
bracis-28391	328	2	recognit	recognit	VERB
bracis-28391	328	3	.	.	PUNCT
bracis-28391	329	1	125	125	NUM
bracis-28391	329	2	,	,	PUNCT
bracis-28391	329	3	108510	108510	NUM
bracis-28391	329	4	(	(	PUNCT
bracis-28391	329	5	2022	2022	NUM
bracis-28391	329	6	)	)	PUNCT
bracis-28391	329	7	article	article	NOUN
bracis-28391	329	8	  	  	SPACE
bracis-28391	329	9	google	google	PROPN
bracis-28391	329	10	scholar	scholar	NOUN
bracis-28391	329	11	  	  	SPACE
bracis-28391	329	12	wang	wang	PROPN
bracis-28391	329	13	,	,	PUNCT
bracis-28391	329	14	f.	f.	PROPN
bracis-28391	329	15	,	,	PUNCT
bracis-28391	329	16	li	li	PROPN
bracis-28391	329	17	,	,	PUNCT
bracis-28391	329	18	w.	w.	PROPN
bracis-28391	329	19	,	,	PUNCT
bracis-28391	329	20	liu	liu	PROPN
bracis-28391	329	21	,	,	PUNCT
bracis-28391	329	22	y.	y.	PROPN
bracis-28391	329	23	,	,	PUNCT
bracis-28391	329	24	gong	gong	PROPN
bracis-28391	329	25	,	,	PUNCT
bracis-28391	329	26	y.	y.	PROPN
bracis-28391	329	27	,	,	PUNCT
bracis-28391	329	28	gao	gao	PROPN
bracis-28391	329	29	,	,	PUNCT
bracis-28391	329	30	z.	z.	PROPN
bracis-28391	329	31	,	,	PUNCT
bracis-28391	329	32	lu	lu	PROPN
bracis-28391	329	33	,	,	PUNCT
bracis-28391	329	34	j.	j.	PROPN
bracis-28391	329	35	:	:	PUNCT
bracis-28391	329	36	face	face	VERB
bracis-28391	330	1	inpainting	inpainte	VERB
bracis-28391	330	2	combining	combine	VERB
bracis-28391	330	3	structured	structure	VERB
bracis-28391	330	4	forest	forest	NOUN
bracis-28391	330	5	edge	edge	NOUN
bracis-28391	330	6	information	information	NOUN
bracis-28391	330	7	and	and	CCONJ
bracis-28391	330	8	gated	gated	ADJ
bracis-28391	330	9	convolution	convolution	NOUN
bracis-28391	330	10	.	.	PUNCT
bracis-28391	331	1	in	in	ADP
bracis-28391	331	2	:	:	PUNCT
bracis-28391	331	3	proceedings	proceeding	NOUN
bracis-28391	331	4	2021	2021	NUM
bracis-28391	331	5	3rd	3rd	ADJ
bracis-28391	331	6	international	international	ADJ
bracis-28391	331	7	conference	conference	NOUN
bracis-28391	331	8	on	on	ADP
bracis-28391	331	9	natural	natural	ADJ
bracis-28391	331	10	language	language	NOUN
bracis-28391	331	11	processing	processing	NOUN
bracis-28391	331	12	,	,	PUNCT
bracis-28391	331	13	icnlp	icnlp	VERB
bracis-28391	331	14	2021	2021	NUM
bracis-28391	331	15	,	,	PUNCT
bracis-28391	331	16	pp	pp	ADV
bracis-28391	331	17	.	.	PUNCT
bracis-28391	332	1	213–217	213–217	NUM
bracis-28391	332	2	.	.	PUNCT
bracis-28391	333	1	institute	institute	NOUN
bracis-28391	333	2	of	of	ADP
bracis-28391	333	3	electrical	electrical	ADJ
bracis-28391	333	4	and	and	CCONJ
bracis-28391	333	5	electronics	electronics	PROPN
bracis-28391	333	6	engineers	engineers	PROPN
bracis-28391	333	7	inc	inc	PROPN
bracis-28391	333	8	.	.	PROPN
bracis-28391	333	9	(	(	PUNCT
bracis-28391	333	10	2021	2021	NUM
bracis-28391	333	11	)	)	PUNCT
bracis-28391	333	12	google	google	PROPN
bracis-28391	333	13	scholar	scholar	NOUN
bracis-28391	333	14	  	  	SPACE
bracis-28391	333	15	wu	wu	PROPN
bracis-28391	333	16	,	,	PUNCT
bracis-28391	333	17	y.	y.	PROPN
bracis-28391	333	18	,	,	PUNCT
bracis-28391	333	19	singh	singh	PROPN
bracis-28391	333	20	,	,	PUNCT
bracis-28391	333	21	v.	v.	PROPN
bracis-28391	333	22	,	,	PUNCT
bracis-28391	333	23	kapoor	kapoor	PROPN
bracis-28391	333	24	,	,	PUNCT
bracis-28391	333	25	a.	a.	NOUN
bracis-28391	333	26	:	:	PUNCT
bracis-28391	333	27	from	from	ADP
bracis-28391	333	28	image	image	NOUN
bracis-28391	333	29	to	to	ADP
bracis-28391	333	30	video	video	NOUN
bracis-28391	333	31	face	face	NOUN
bracis-28391	333	32	inpainting	inpainte	VERB
bracis-28391	333	33	:	:	PUNCT
bracis-28391	333	34	spatial	spatial	ADJ
bracis-28391	333	35	-	-	PUNCT
bracis-28391	333	36	temporal	temporal	ADJ
bracis-28391	333	37	nested	nested	ADJ
bracis-28391	333	38	gan	gan	PROPN
bracis-28391	333	39	(	(	PUNCT
bracis-28391	333	40	stn	stn	PROPN
bracis-28391	333	41	-	-	PUNCT
bracis-28391	333	42	gan	gan	PROPN
bracis-28391	333	43	)	)	PUNCT
bracis-28391	333	44	for	for	ADP
bracis-28391	333	45	usability	usability	NOUN
bracis-28391	333	46	recovery	recovery	NOUN
bracis-28391	333	47	.	.	PUNCT
bracis-28391	334	1	in	in	ADP
bracis-28391	334	2	:	:	PUNCT
bracis-28391	334	3	proceedings	proceeding	NOUN
bracis-28391	334	4	2020	2020	NUM
bracis-28391	334	5	ieee	ieee	PROPN
bracis-28391	334	6	winter	winter	NOUN
bracis-28391	334	7	conference	conference	NOUN
bracis-28391	334	8	on	on	ADP
bracis-28391	334	9	applications	application	NOUN
bracis-28391	334	10	of	of	ADP
bracis-28391	334	11	computer	computer	NOUN
bracis-28391	334	12	vision	vision	NOUN
bracis-28391	334	13	,	,	PUNCT
bracis-28391	334	14	wacv	wacv	NOUN
bracis-28391	334	15	2020	2020	NUM
bracis-28391	334	16	,	,	PUNCT
bracis-28391	334	17	pp	pp	ADV
bracis-28391	334	18	.	.	PUNCT
bracis-28391	334	19	2385–2394	2385–2394	NOUN
bracis-28391	334	20	.	.	PUNCT
bracis-28391	334	21	institute	institute	PROPN
bracis-28391	334	22	of	of	ADP
bracis-28391	334	23	electrical	electrical	ADJ
bracis-28391	334	24	and	and	CCONJ
bracis-28391	334	25	electronics	electronics	PROPN
bracis-28391	334	26	engineers	engineers	PROPN
bracis-28391	334	27	inc	inc	PROPN
bracis-28391	334	28	.	.	PROPN
bracis-28391	334	29	(	(	PUNCT
bracis-28391	334	30	2020	2020	NUM
bracis-28391	334	31	)	)	PUNCT
bracis-28391	334	32	google	google	PROPN
bracis-28391	334	33	scholar	scholar	NOUN
bracis-28391	334	34	  	  	SPACE
bracis-28391	334	35	yu	yu	PROPN
bracis-28391	334	36	,	,	PUNCT
bracis-28391	334	37	j.	j.	PROPN
bracis-28391	334	38	,	,	PUNCT
bracis-28391	334	39	lin	lin	PROPN
bracis-28391	334	40	,	,	PUNCT
bracis-28391	334	41	z.	z.	PROPN
bracis-28391	334	42	,	,	PUNCT
bracis-28391	334	43	yang	yang	PROPN
bracis-28391	334	44	,	,	PUNCT
bracis-28391	334	45	j.	j.	PROPN
bracis-28391	334	46	,	,	PUNCT
bracis-28391	334	47	shen	shen	PROPN
bracis-28391	334	48	,	,	PUNCT
bracis-28391	334	49	x.	x.	PROPN
bracis-28391	334	50	,	,	PUNCT
bracis-28391	334	51	lu	lu	PROPN
bracis-28391	334	52	,	,	PUNCT
bracis-28391	334	53	x.	x.	PROPN
bracis-28391	334	54	,	,	PUNCT
bracis-28391	334	55	huang	huang	PROPN
bracis-28391	334	56	,	,	PUNCT
bracis-28391	334	57	t.	t.	PROPN
bracis-28391	334	58	:	:	PUNCT
bracis-28391	334	59	free	free	ADJ
bracis-28391	334	60	-	-	PUNCT
bracis-28391	334	61	form	form	NOUN
bracis-28391	334	62	image	image	NOUN
bracis-28391	334	63	inpainting	inpainte	VERB
bracis-28391	334	64	with	with	ADP
bracis-28391	334	65	gated	gated	ADJ
bracis-28391	334	66	convolution	convolution	NOUN
bracis-28391	334	67	.	.	PUNCT
bracis-28391	335	1	in	in	ADP
bracis-28391	335	2	:	:	PUNCT
bracis-28391	335	3	proceedings	proceeding	NOUN
bracis-28391	335	4	of	of	ADP
bracis-28391	335	5	the	the	DET
bracis-28391	335	6	ieee	ieee	NOUN
bracis-28391	335	7	international	international	PROPN
bracis-28391	335	8	conference	conference	NOUN
bracis-28391	335	9	on	on	ADP
bracis-28391	335	10	computer	computer	NOUN
bracis-28391	335	11	vision	vision	NOUN
bracis-28391	335	12	,	,	PUNCT
bracis-28391	335	13	vol	vol	NOUN
bracis-28391	335	14	.	.	PROPN
bracis-28391	335	15	2019	2019	NUM
bracis-28391	335	16	-	-	SYM
bracis-28391	335	17	october	october	PROPN
bracis-28391	335	18	,	,	PUNCT
bracis-28391	335	19	pp	pp	X
bracis-28391	335	20	.	.	PUNCT
bracis-28391	336	1	4470–4479	4470–4479	X
bracis-28391	336	2	.	.	PUNCT
bracis-28391	337	1	institute	institute	NOUN
bracis-28391	337	2	of	of	ADP
bracis-28391	337	3	electrical	electrical	ADJ
bracis-28391	337	4	and	and	CCONJ
bracis-28391	337	5	electronics	electronics	PROPN
bracis-28391	337	6	engineers	engineers	PROPN
bracis-28391	337	7	inc	inc	PROPN
bracis-28391	337	8	.	.	PROPN
bracis-28391	337	9	(	(	PUNCT
bracis-28391	337	10	2019	2019	NUM
bracis-28391	337	11	)	)	PUNCT
bracis-28391	337	12	google	google	PROPN
bracis-28391	337	13	scholar	scholar	NOUN
bracis-28391	337	14	  	  	SPACE
bracis-28391	337	15	yu	yu	PROPN
bracis-28391	337	16	,	,	PUNCT
bracis-28391	337	17	j.	j.	PROPN
bracis-28391	337	18	,	,	PUNCT
bracis-28391	337	19	lin	lin	PROPN
bracis-28391	337	20	,	,	PUNCT
bracis-28391	337	21	z.	z.	PROPN
bracis-28391	337	22	,	,	PUNCT
bracis-28391	337	23	yang	yang	PROPN
bracis-28391	337	24	,	,	PUNCT
bracis-28391	337	25	j.	j.	PROPN
bracis-28391	337	26	,	,	PUNCT
bracis-28391	337	27	shen	shen	PROPN
bracis-28391	337	28	,	,	PUNCT
bracis-28391	337	29	x.	x.	PROPN
bracis-28391	337	30	,	,	PUNCT
bracis-28391	337	31	lu	lu	PROPN
bracis-28391	337	32	,	,	PUNCT
bracis-28391	337	33	x.	x.	PROPN
bracis-28391	337	34	,	,	PUNCT
bracis-28391	337	35	huang	huang	PROPN
bracis-28391	337	36	,	,	PUNCT
bracis-28391	337	37	t.	t.	PROPN
bracis-28391	337	38	:	:	PUNCT
bracis-28391	337	39	generative	generative	ADJ
bracis-28391	337	40	image	image	NOUN
bracis-28391	337	41	inpainting	inpainte	VERB
bracis-28391	337	42	with	with	ADP
bracis-28391	337	43	contextual	contextual	ADJ
bracis-28391	337	44	attention	attention	NOUN
bracis-28391	337	45	.	.	PUNCT
bracis-28391	338	1	in	in	ADP
bracis-28391	338	2	:	:	PUNCT
bracis-28391	338	3	proceedings	proceeding	NOUN
bracis-28391	338	4	of	of	ADP
bracis-28391	338	5	the	the	DET
bracis-28391	338	6	ieee	ieee	NOUN
bracis-28391	338	7	computer	computer	NOUN
bracis-28391	338	8	society	society	PROPN
bracis-28391	338	9	conference	conference	NOUN
bracis-28391	338	10	on	on	ADP
bracis-28391	338	11	computer	computer	NOUN
bracis-28391	338	12	vision	vision	NOUN
bracis-28391	338	13	and	and	CCONJ
bracis-28391	338	14	pattern	pattern	NOUN
bracis-28391	338	15	recognition	recognition	NOUN
bracis-28391	338	16	,	,	PUNCT
bracis-28391	338	17	pp	pp	ADJ
bracis-28391	338	18	.	.	PUNCT
bracis-28391	339	1	5505–5514	5505–5514	NUM
bracis-28391	339	2	.	.	X
bracis-28391	339	3	ieee	ieee	PROPN
bracis-28391	339	4	computer	computer	NOUN
bracis-28391	339	5	society	society	NOUN
bracis-28391	339	6	(	(	PUNCT
bracis-28391	339	7	2018	2018	NUM
bracis-28391	339	8	)	)	PUNCT
bracis-28391	339	9	google	google	PROPN
bracis-28391	339	10	scholar	scholar	NOUN
bracis-28391	339	11	  	  	SPACE
bracis-28391	339	12	yu	yu	PROPN
bracis-28391	339	13	,	,	PUNCT
bracis-28391	339	14	l.	l.	PROPN
bracis-28391	339	15	,	,	PUNCT
bracis-28391	339	16	zhu	zhu	PROPN
bracis-28391	339	17	,	,	PUNCT
bracis-28391	339	18	d.	d.	PROPN
bracis-28391	339	19	,	,	PUNCT
bracis-28391	339	20	he	he	PRON
bracis-28391	339	21	,	,	PUNCT
bracis-28391	339	22	j.	j.	PROPN
bracis-28391	339	23	:	:	PUNCT
bracis-28391	339	24	semantic	semantic	ADJ
bracis-28391	339	25	segmentation	segmentation	NOUN
bracis-28391	339	26	guided	guide	VERB
bracis-28391	339	27	face	face	NOUN
bracis-28391	339	28	inpainting	inpainte	VERB
bracis-28391	339	29	based	base	VERB
bracis-28391	339	30	on	on	ADP
bracis-28391	339	31	sn	sn	NOUN
bracis-28391	339	32	-	-	PUNCT
bracis-28391	339	33	patchgan	patchgan	NOUN
bracis-28391	339	34	.	.	PUNCT
bracis-28391	340	1	in	in	ADP
bracis-28391	340	2	:	:	PUNCT
bracis-28391	340	3	proceedings	proceeding	NOUN
bracis-28391	340	4	2020	2020	NUM
bracis-28391	340	5	13th	13th	NOUN
bracis-28391	340	6	international	international	ADJ
bracis-28391	340	7	congress	congress	PROPN
bracis-28391	340	8	on	on	ADP
bracis-28391	340	9	image	image	NOUN
bracis-28391	340	10	and	and	CCONJ
bracis-28391	340	11	signal	signal	NOUN
bracis-28391	340	12	processing	processing	NOUN
bracis-28391	340	13	,	,	PUNCT
bracis-28391	340	14	biomedical	biomedical	ADJ
bracis-28391	340	15	engineering	engineering	NOUN
bracis-28391	340	16	and	and	CCONJ
bracis-28391	340	17	informatics	informatic	NOUN
bracis-28391	340	18	,	,	PUNCT
bracis-28391	340	19	cisp	cisp	ADJ
bracis-28391	340	20	-	-	PUNCT
bracis-28391	340	21	bmei	bmei	PROPN
bracis-28391	340	22	2020	2020	NUM
bracis-28391	340	23	,	,	PUNCT
bracis-28391	340	24	pp	pp	ADP
bracis-28391	340	25	.	.	PUNCT
bracis-28391	341	1	110–115	110–115	NUM
bracis-28391	341	2	.	.	PUNCT
bracis-28391	342	1	institute	institute	PROPN
bracis-28391	342	2	of	of	ADP
bracis-28391	342	3	electrical	electrical	ADJ
bracis-28391	342	4	and	and	CCONJ
bracis-28391	342	5	electronics	electronics	PROPN
bracis-28391	342	6	engineers	engineers	PROPN
bracis-28391	342	7	inc	inc	PROPN
bracis-28391	342	8	.	.	PROPN
bracis-28391	342	9	(	(	PUNCT
bracis-28391	342	10	2020	2020	NUM
bracis-28391	342	11	)	)	PUNCT
bracis-28391	342	12	google	google	PROPN
bracis-28391	342	13	scholar	scholar	NOUN
bracis-28391	342	14	  	  	SPACE
bracis-28391	342	15	zhang	zhang	PROPN
bracis-28391	342	16	,	,	PUNCT
bracis-28391	342	17	h.	h.	PROPN
bracis-28391	342	18	,	,	PUNCT
bracis-28391	342	19	li	li	PROPN
bracis-28391	342	20	,	,	PUNCT
bracis-28391	342	21	t.	t.	PROPN
bracis-28391	342	22	:	:	PUNCT
bracis-28391	342	23	semantic	semantic	ADJ
bracis-28391	342	24	face	face	NOUN
bracis-28391	342	25	image	image	NOUN
bracis-28391	342	26	inpainting	inpainte	VERB
bracis-28391	342	27	based	base	VERB
bracis-28391	342	28	on	on	ADP
bracis-28391	342	29	generative	generative	ADJ
bracis-28391	342	30	adversarial	adversarial	ADJ
bracis-28391	342	31	network	network	NOUN
bracis-28391	342	32	.	.	PUNCT
bracis-28391	343	1	in	in	ADP
bracis-28391	343	2	:	:	PUNCT
bracis-28391	343	3	proceedings	proceeding	NOUN
bracis-28391	343	4	2020	2020	NUM
bracis-28391	343	5	35th	35th	ADJ
bracis-28391	343	6	youth	youth	NOUN
bracis-28391	343	7	academic	academic	ADJ
bracis-28391	343	8	annual	annual	ADJ
bracis-28391	343	9	conference	conference	NOUN
bracis-28391	343	10	of	of	ADP
bracis-28391	343	11	chinese	chinese	PROPN
bracis-28391	343	12	association	association	PROPN
bracis-28391	343	13	of	of	ADP
bracis-28391	343	14	automation	automation	NOUN
bracis-28391	343	15	,	,	PUNCT
bracis-28391	343	16	yac	yac	NOUN
bracis-28391	343	17	2020	2020	NUM
bracis-28391	343	18	,	,	PUNCT
bracis-28391	343	19	pp	pp	ADP
bracis-28391	343	20	.	.	PUNCT
bracis-28391	344	1	530–535	530–535	NUM
bracis-28391	344	2	.	.	PUNCT
bracis-28391	344	3	institute	institute	PROPN
bracis-28391	344	4	of	of	ADP
bracis-28391	344	5	electrical	electrical	ADJ
bracis-28391	344	6	and	and	CCONJ
bracis-28391	344	7	electronics	electronics	PROPN
bracis-28391	344	8	engineers	engineers	PROPN
bracis-28391	344	9	inc	inc	PROPN
bracis-28391	344	10	.	.	PROPN
bracis-28391	344	11	(	(	PUNCT
bracis-28391	344	12	2020	2020	NUM
bracis-28391	344	13	)	)	PUNCT
bracis-28391	344	14	google	google	PROPN
bracis-28391	344	15	scholar	scholar	NOUN
bracis-28391	344	16	  	  	SPACE
bracis-28391	344	17	zhang	zhang	PROPN
bracis-28391	344	18	,	,	PUNCT
bracis-28391	344	19	h.	h.	PROPN
bracis-28391	344	20	,	,	PUNCT
bracis-28391	344	21	goodfellow	goodfellow	PROPN
bracis-28391	344	22	,	,	PUNCT
bracis-28391	344	23	i.	i.	PROPN
bracis-28391	344	24	,	,	PUNCT
bracis-28391	344	25	metaxas	metaxas	PROPN
bracis-28391	344	26	,	,	PUNCT
bracis-28391	344	27	d.	d.	PROPN
bracis-28391	344	28	,	,	PUNCT
bracis-28391	344	29	odena	odena	PROPN
bracis-28391	344	30	,	,	PUNCT
bracis-28391	344	31	a.	a.	NOUN
bracis-28391	344	32	:	:	PUNCT
bracis-28391	344	33	self	self	NOUN
bracis-28391	344	34	-	-	PUNCT
bracis-28391	344	35	attention	attention	NOUN
bracis-28391	344	36	generative	generative	ADJ
bracis-28391	344	37	adversarial	adversarial	ADJ
bracis-28391	344	38	networks	network	NOUN
bracis-28391	344	39	.	.	PUNCT
bracis-28391	345	1	in	in	ADP
bracis-28391	345	2	:	:	PUNCT
bracis-28391	345	3	chaudhuri	chaudhuri	PROPN
bracis-28391	345	4	,	,	PUNCT
bracis-28391	345	5	k.	k.	PROPN
bracis-28391	345	6	,	,	PUNCT
bracis-28391	345	7	salakhutdinov	salakhutdinov	PROPN
bracis-28391	345	8	,	,	PUNCT
bracis-28391	345	9	r.	r.	PROPN
bracis-28391	345	10	(	(	PUNCT
bracis-28391	345	11	eds	eds	PROPN
bracis-28391	345	12	.	.	PUNCT
bracis-28391	345	13	)	)	PUNCT
bracis-28391	346	1	proceedings	proceeding	NOUN
bracis-28391	346	2	of	of	ADP
bracis-28391	346	3	the	the	DET
bracis-28391	346	4	36th	36th	ADJ
bracis-28391	346	5	international	international	ADJ
bracis-28391	346	6	conference	conference	NOUN
bracis-28391	346	7	on	on	ADP
bracis-28391	346	8	machine	machine	NOUN
bracis-28391	346	9	learning	learning	NOUN
bracis-28391	346	10	.	.	PUNCT
bracis-28391	347	1	proceedings	proceeding	NOUN
bracis-28391	347	2	of	of	ADP
bracis-28391	347	3	machine	machine	NOUN
bracis-28391	347	4	learning	learn	VERB
bracis-28391	347	5	research	research	NOUN
bracis-28391	347	6	,	,	PUNCT
bracis-28391	347	7	vol	vol	NOUN
bracis-28391	347	8	.	.	PROPN
bracis-28391	347	9	97	97	NUM
bracis-28391	347	10	,	,	PUNCT
bracis-28391	347	11	pp	pp	ADJ
bracis-28391	347	12	.	.	PUNCT
bracis-28391	348	1	7354–7363	7354–7363	NUM
bracis-28391	348	2	.	.	PUNCT
bracis-28391	349	1	pmlr	pmlr	NOUN
bracis-28391	349	2	(	(	PUNCT
bracis-28391	349	3	2019	2019	NUM
bracis-28391	349	4	)	)	PUNCT
bracis-28391	349	5	google	google	PROPN
bracis-28391	349	6	scholar	scholar	NOUN
bracis-28391	349	7	  	  	SPACE
bracis-28391	349	8	zhang	zhang	PROPN
bracis-28391	349	9	,	,	PUNCT
bracis-28391	349	10	r.	r.	PROPN
bracis-28391	349	11	,	,	PUNCT
bracis-28391	349	12	isola	isola	PROPN
bracis-28391	349	13	,	,	PUNCT
bracis-28391	349	14	p.	p.	PROPN
bracis-28391	349	15	,	,	PUNCT
bracis-28391	349	16	efros	efros	PROPN
bracis-28391	349	17	,	,	PUNCT
bracis-28391	349	18	a.a	a.a	PROPN
bracis-28391	349	19	.	.	PROPN
bracis-28391	349	20	,	,	PUNCT
bracis-28391	349	21	shechtman	shechtman	NOUN
bracis-28391	349	22	,	,	PUNCT
bracis-28391	349	23	e.	e.	PROPN
bracis-28391	349	24	,	,	PUNCT
bracis-28391	349	25	wang	wang	PROPN
bracis-28391	349	26	,	,	PUNCT
bracis-28391	349	27	o.	o.	PROPN
bracis-28391	349	28	:	:	PUNCT
bracis-28391	349	29	the	the	DET
bracis-28391	349	30	unreasonable	unreasonable	ADJ
bracis-28391	349	31	effectiveness	effectiveness	NOUN
bracis-28391	349	32	of	of	ADP
bracis-28391	349	33	deep	deep	ADJ
bracis-28391	349	34	features	feature	NOUN
bracis-28391	349	35	as	as	ADP
bracis-28391	349	36	a	a	DET
bracis-28391	349	37	perceptual	perceptual	ADJ
bracis-28391	349	38	metric	metric	NOUN
bracis-28391	349	39	.	.	PUNCT
bracis-28391	350	1	in	in	ADP
bracis-28391	350	2	:	:	PUNCT
bracis-28391	350	3	2018	2018	NUM
bracis-28391	350	4	ieee	ieee	NOUN
bracis-28391	350	5	/	/	SYM
bracis-28391	350	6	cvf	cvf	NOUN
bracis-28391	350	7	conference	conference	NOUN
bracis-28391	350	8	on	on	ADP
bracis-28391	350	9	computer	computer	NOUN
bracis-28391	350	10	vision	vision	NOUN
bracis-28391	350	11	and	and	CCONJ
bracis-28391	350	12	pattern	pattern	NOUN
bracis-28391	350	13	recognition	recognition	NOUN
bracis-28391	350	14	,	,	PUNCT
bracis-28391	350	15	pp	pp	ADV
bracis-28391	350	16	.	.	PUNCT
bracis-28391	351	1	586–595	586–595	NUM
bracis-28391	351	2	(	(	PUNCT
bracis-28391	351	3	2018	2018	NUM
bracis-28391	351	4	)	)	PUNCT
bracis-28391	351	5	google	google	PROPN
bracis-28391	351	6	scholar	scholar	NOUN
bracis-28391	351	7	  	  	SPACE
bracis-28391	351	8	zhu	zhu	PROPN
bracis-28391	351	9	,	,	PUNCT
bracis-28391	351	10	w.	w.	PROPN
bracis-28391	351	11	,	,	PUNCT
bracis-28391	351	12	wang	wang	PROPN
bracis-28391	351	13	,	,	PUNCT
bracis-28391	351	14	x.	x.	PROPN
bracis-28391	351	15	,	,	PUNCT
bracis-28391	351	16	wu	wu	PROPN
bracis-28391	351	17	,	,	PUNCT
bracis-28391	351	18	y.	y.	PROPN
bracis-28391	351	19	,	,	PUNCT
bracis-28391	351	20	zou	zou	PROPN
bracis-28391	351	21	,	,	PUNCT
bracis-28391	351	22	g.	g.	PROPN
bracis-28391	351	23	:	:	PUNCT
bracis-28391	351	24	a	a	DET
bracis-28391	351	25	face	face	NOUN
bracis-28391	351	26	occlusion	occlusion	NOUN
bracis-28391	351	27	removal	removal	NOUN
bracis-28391	351	28	and	and	CCONJ
bracis-28391	351	29	privacy	privacy	NOUN
bracis-28391	351	30	protection	protection	NOUN
bracis-28391	351	31	method	method	NOUN
bracis-28391	351	32	for	for	ADP
bracis-28391	351	33	iot	iot	PROPN
bracis-28391	351	34	devices	device	NOUN
bracis-28391	351	35	based	base	VERB
bracis-28391	351	36	on	on	ADP
bracis-28391	351	37	generative	generative	ADJ
bracis-28391	351	38	adversarial	adversarial	ADJ
bracis-28391	351	39	networks	network	NOUN
bracis-28391	351	40	.	.	PUNCT
bracis-28391	352	1	wirel	wirel	NOUN
bracis-28391	352	2	.	.	PUNCT
bracis-28391	353	1	commun	commun	PROPN
bracis-28391	353	2	.	.	PUNCT
bracis-28391	354	1	mob	mob	PROPN
bracis-28391	354	2	.	.	PUNCT
bracis-28391	355	1	comput	comput	NOUN
bracis-28391	355	2	.	.	PUNCT
bracis-28391	356	1	2021	2021	NUM
bracis-28391	356	2	(	(	PUNCT
bracis-28391	356	3	2021	2021	NUM
bracis-28391	356	4	)	)	PUNCT
bracis-28391	356	5	google	google	NOUN
bracis-28391	356	6	scholar	scholar	NOUN
bracis-28391	356	7	  	  	SPACE
bracis-28391	356	8	download	download	NOUN
bracis-28391	356	9	references	reference	NOUN
bracis-28391	356	10	author	author	NOUN
bracis-28391	356	11	information	information	NOUN
bracis-28391	356	12	authors	author	NOUN
bracis-28391	356	13	and	and	CCONJ
bracis-28391	356	14	affiliations	affiliation	NOUN
bracis-28391	356	15	university	university	PROPN
bracis-28391	356	16	of	of	ADP
bracis-28391	356	17	são	são	PROPN
bracis-28391	356	18	paulo	paulo	PROPN
bracis-28391	356	19	,	,	PUNCT
bracis-28391	356	20	são	são	PROPN
bracis-28391	356	21	paulo	paulo	PROPN
bracis-28391	356	22	,	,	PUNCT
bracis-28391	356	23	sp	sp	NOUN
bracis-28391	356	24	,	,	PUNCT
bracis-28391	356	25	03828	03828	NUM
bracis-28391	356	26	-	-	PUNCT
bracis-28391	356	27	000	000	NUM
bracis-28391	356	28	,	,	PUNCT
bracis-28391	356	29	brazil	brazil	PROPN
bracis-28391	356	30	victor	victor	PROPN
bracis-28391	356	31	ivamoto	ivamoto	PROPN
bracis-28391	356	32	,	,	PUNCT
bracis-28391	356	33	 	 	SPACE
bracis-28391	356	34	rodolfo	rodolfo	PROPN
bracis-28391	356	35	simões	simões	PROPN
bracis-28391	356	36	,	,	PUNCT
bracis-28391	356	37	 	 	SPACE
bracis-28391	356	38	bruno	bruno	PROPN
bracis-28391	356	39	kemmer	kemmer	PROPN
bracis-28391	356	40	 	 	SPACE
bracis-28391	356	41	&	&	CCONJ
bracis-28391	356	42	 	 	SPACE
bracis-28391	356	43	clodoaldo	clodoaldo	ADJ
bracis-28391	356	44	lima	lima	PROPN
bracis-28391	356	45	authors	author	NOUN
bracis-28391	356	46	victor	victor	PROPN
bracis-28391	356	47	ivamotoview	ivamotoview	PROPN
bracis-28391	356	48	author	author	NOUN
bracis-28391	356	49	publications	publication	NOUN
bracis-28391	356	50	search	search	NOUN
bracis-28391	356	51	author	author	NOUN
bracis-28391	356	52	on	on	ADP
bracis-28391	356	53	:	:	PUNCT
bracis-28391	356	54	pubmed	pubmed	PROPN
bracis-28391	356	55	 	 	SPACE
bracis-28391	356	56	google	google	PROPN
bracis-28391	356	57	scholar	scholar	PROPN
bracis-28391	356	58	rodolfo	rodolfo	PROPN
bracis-28391	356	59	simõesview	simõesview	PROPN
bracis-28391	356	60	author	author	NOUN
bracis-28391	356	61	publications	publication	NOUN
bracis-28391	356	62	search	search	NOUN
bracis-28391	356	63	author	author	NOUN
bracis-28391	356	64	on	on	ADP
bracis-28391	356	65	:	:	PUNCT
bracis-28391	356	66	pubmed	pubmed	PROPN
bracis-28391	356	67	 	 	SPACE
bracis-28391	356	68	google	google	PROPN
bracis-28391	356	69	scholar	scholar	PROPN
bracis-28391	356	70	bruno	bruno	PROPN
bracis-28391	356	71	kemmerview	kemmerview	PROPN
bracis-28391	356	72	author	author	NOUN
bracis-28391	356	73	publications	publication	NOUN
bracis-28391	356	74	search	search	NOUN
bracis-28391	356	75	author	author	NOUN
bracis-28391	356	76	on	on	ADP
bracis-28391	356	77	:	:	PUNCT
bracis-28391	356	78	pubmed	pubmed	PROPN
bracis-28391	356	79	 	 	SPACE
bracis-28391	356	80	google	google	PROPN
bracis-28391	356	81	scholar	scholar	NOUN
bracis-28391	356	82	clodoaldo	clodoaldo	PROPN
bracis-28391	356	83	limaview	limaview	NOUN
bracis-28391	356	84	author	author	NOUN
bracis-28391	356	85	publications	publication	NOUN
bracis-28391	356	86	search	search	NOUN
bracis-28391	356	87	author	author	NOUN
bracis-28391	356	88	on	on	ADP
bracis-28391	356	89	:	:	PUNCT
bracis-28391	356	90	pubmed	pubmed	PROPN
bracis-28391	356	91	 	 	SPACE
bracis-28391	356	92	google	google	PROPN
bracis-28391	356	93	scholar	scholar	NOUN
bracis-28391	356	94	corresponding	correspond	VERB
bracis-28391	356	95	author	author	NOUN
bracis-28391	356	96	correspondence	correspondence	NOUN
bracis-28391	356	97	to	to	ADP
bracis-28391	356	98	clodoaldo	clodoaldo	ADJ
bracis-28391	356	99	lima	lima	PROPN
bracis-28391	356	100	.	.	PUNCT
bracis-28391	357	1	editor	editor	NOUN
bracis-28391	357	2	information	information	NOUN
bracis-28391	357	3	editors	editor	NOUN
bracis-28391	357	4	and	and	CCONJ
bracis-28391	357	5	affiliations	affiliation	NOUN
bracis-28391	357	6	federal	federal	PROPN
bracis-28391	357	7	university	university	PROPN
bracis-28391	357	8	of	of	ADP
bracis-28391	357	9	são	são	PROPN
bracis-28391	357	10	carlos	carlos	PROPN
bracis-28391	357	11	,	,	PUNCT
bracis-28391	357	12	são	são	PROPN
bracis-28391	357	13	carlos	carlos	PROPN
bracis-28391	357	14	,	,	PUNCT
bracis-28391	357	15	brazil	brazil	PROPN
bracis-28391	357	16	murilo	murilo	PROPN
bracis-28391	357	17	c.	c.	PROPN
bracis-28391	357	18	naldi	naldi	PROPN
bracis-28391	357	19	centro	centro	PROPN
bracis-28391	357	20	universitario	universitario	PROPN
bracis-28391	357	21	da	da	PROPN
bracis-28391	357	22	fei	fei	PROPN
bracis-28391	357	23	,	,	PUNCT
bracis-28391	357	24	são	são	PROPN
bracis-28391	357	25	bernardo	bernardo	PROPN
bracis-28391	357	26	do	do	AUX
bracis-28391	357	27	campo	campo	PROPN
bracis-28391	357	28	,	,	PUNCT
bracis-28391	357	29	brazil	brazil	PROPN
bracis-28391	357	30	reinaldo	reinaldo	PROPN
bracis-28391	357	31	a.	a.	PROPN
bracis-28391	357	32	c.	c.	PROPN
bracis-28391	357	33	bianchi	bianchi	PROPN
bracis-28391	357	34	1	1	NUM
bracis-28391	357	35	electronic	electronic	ADJ
bracis-28391	357	36	supplementary	supplementary	ADJ
bracis-28391	357	37	material	material	NOUN
bracis-28391	357	38	below	below	ADV
bracis-28391	357	39	is	be	AUX
bracis-28391	357	40	the	the	DET
bracis-28391	357	41	link	link	NOUN
bracis-28391	357	42	to	to	ADP
bracis-28391	357	43	the	the	DET
bracis-28391	357	44	electronic	electronic	ADJ
bracis-28391	357	45	supplementary	supplementary	ADJ
bracis-28391	357	46	material	material	NOUN
bracis-28391	357	47	.	.	PUNCT
bracis-28391	358	1	supplementary	supplementary	ADJ
bracis-28391	358	2	material	material	NOUN
bracis-28391	358	3	1	1	NUM
bracis-28391	358	4	(	(	PUNCT
bracis-28391	358	5	pdf	pdf	NOUN
bracis-28391	358	6	535	535	NUM
bracis-28391	358	7	kb	kb	PROPN
bracis-28391	358	8	)	)	PUNCT
bracis-28391	358	9	rights	right	NOUN
bracis-28391	358	10	and	and	CCONJ
bracis-28391	358	11	permissions	permission	NOUN
bracis-28391	358	12	reprints	reprint	NOUN
bracis-28391	358	13	and	and	CCONJ
bracis-28391	358	14	permissions	permission	VERB
bracis-28391	358	15	copyright	copyright	NOUN
bracis-28391	358	16	information	information	NOUN
bracis-28391	358	17	©	©	ADP
bracis-28391	358	18	2023	2023	NUM
bracis-28391	358	19	the	the	DET
bracis-28391	358	20	author(s	author(s	NOUN
bracis-28391	358	21	)	)	PUNCT
bracis-28391	358	22	,	,	PUNCT
bracis-28391	358	23	under	under	ADP
bracis-28391	358	24	exclusive	exclusive	ADJ
bracis-28391	358	25	license	license	NOUN
bracis-28391	358	26	to	to	ADP
bracis-28391	358	27	springer	springer	NOUN
bracis-28391	358	28	nature	nature	PROPN
bracis-28391	358	29	switzerland	switzerland	PROPN
bracis-28391	358	30	ag	ag	PROPN
bracis-28391	358	31	about	about	ADP
bracis-28391	358	32	this	this	DET
bracis-28391	358	33	paper	paper	NOUN
bracis-28391	358	34	cite	cite	VERB
bracis-28391	358	35	this	this	DET
bracis-28391	358	36	paper	paper	NOUN
bracis-28391	358	37	ivamoto	ivamoto	NOUN
bracis-28391	358	38	,	,	PUNCT
bracis-28391	358	39	v.	v.	ADV
bracis-28391	358	40	,	,	PUNCT
bracis-28391	358	41	simões	simões	ADJ
bracis-28391	358	42	,	,	PUNCT
bracis-28391	358	43	r.	r.	PROPN
bracis-28391	358	44	,	,	PUNCT
bracis-28391	358	45	kemmer	kemmer	PROPN
bracis-28391	358	46	,	,	PUNCT
bracis-28391	358	47	b.	b.	PROPN
bracis-28391	358	48	,	,	PUNCT
bracis-28391	358	49	lima	lima	PROPN
bracis-28391	358	50	,	,	PUNCT
bracis-28391	358	51	c.	c.	NOUN
bracis-28391	358	52	(	(	PUNCT
bracis-28391	358	53	2023	2023	NUM
bracis-28391	358	54	)	)	PUNCT
bracis-28391	358	55	.	.	PUNCT
bracis-28391	359	1	occluded	occlude	VERB
bracis-28391	359	2	face	face	VERB
bracis-28391	359	3	in	in	ADP
bracis-28391	359	4	-	-	PUNCT
bracis-28391	359	5	painting	painting	NOUN
bracis-28391	359	6	using	use	VERB
bracis-28391	359	7	generative	generative	ADJ
bracis-28391	359	8	adversarial	adversarial	ADJ
bracis-28391	359	9	networks	network	NOUN
bracis-28391	359	10	—	—	PUNCT
bracis-28391	359	11	a	a	DET
bracis-28391	359	12	review	review	NOUN
bracis-28391	359	13	.	.	PUNCT
bracis-28391	360	1	in	in	ADP
bracis-28391	360	2	:	:	PUNCT
bracis-28391	360	3	naldi	naldi	PROPN
bracis-28391	360	4	,	,	PUNCT
bracis-28391	360	5	m.c	m.c	PROPN
bracis-28391	360	6	.	.	PROPN
bracis-28391	360	7	,	,	PUNCT
bracis-28391	360	8	bianchi	bianchi	PROPN
bracis-28391	360	9	,	,	PUNCT
bracis-28391	360	10	r.a.c	r.a.c	ADP
bracis-28391	360	11	.	.	PUNCT
bracis-28391	360	12	(	(	PUNCT
bracis-28391	360	13	eds	ed	NOUN
bracis-28391	360	14	)	)	PUNCT
bracis-28391	360	15	intelligent	intelligent	ADJ
bracis-28391	360	16	systems	system	NOUN
bracis-28391	360	17	.	.	PUNCT
bracis-28391	361	1	bracis	bracis	PROPN
bracis-28391	361	2	2023	2023	NUM
bracis-28391	361	3	.	.	PUNCT
bracis-28391	362	1	lecture	lecture	NOUN
bracis-28391	362	2	notes	note	NOUN
bracis-28391	362	3	in	in	ADP
bracis-28391	362	4	computer	computer	NOUN
bracis-28391	362	5	science	science	NOUN
bracis-28391	362	6	(	(	PUNCT
bracis-28391	362	7	)	)	PUNCT
bracis-28391	362	8	,	,	PUNCT
bracis-28391	362	9	vol	vol	NOUN
bracis-28391	362	10	14196	14196	NUM
bracis-28391	362	11	.	.	PUNCT
bracis-28391	363	1	springer	springer	NOUN
bracis-28391	363	2	,	,	PUNCT
bracis-28391	363	3	cham	cham	PROPN
bracis-28391	363	4	.	.	PUNCT
bracis-28391	364	1	https://doi.org/10.1007/978-3-031-45389-2_17	https://doi.org/10.1007/978-3-031-45389-2_17	NOUN
bracis-28391	364	2	download	download	VERB
bracis-28391	364	3	citation	citation	NOUN
bracis-28391	364	4	.ris	.ris	PUNCT
bracis-28391	364	5	.enw	.enw	PROPN
bracis-28391	364	6	.bib	.bib	PUNCT
bracis-28391	365	1	doi	doi	PROPN
bracis-28391	365	2	:	:	PUNCT
bracis-28391	365	3	https://doi.org/10.1007/978-3-031-45389-2_17	https://doi.org/10.1007/978-3-031-45389-2_17	NOUN
bracis-28391	365	4	published	publish	VERB
bracis-28391	365	5	:	:	PUNCT
bracis-28391	365	6	12	12	NUM
bracis-28391	365	7	october	october	PROPN
bracis-28391	365	8	2023	2023	NUM
bracis-28391	365	9	publisher	publisher	NOUN
bracis-28391	365	10	name	name	NOUN
bracis-28391	365	11	:	:	PUNCT
bracis-28391	365	12	springer	springer	NOUN
bracis-28391	365	13	,	,	PUNCT
bracis-28391	365	14	cham	cham	PROPN
bracis-28391	365	15	print	print	PROPN
bracis-28391	365	16	isbn	isbn	PROPN
bracis-28391	365	17	:	:	PUNCT
bracis-28391	365	18	978	978	NUM
bracis-28391	365	19	-	-	SYM
bracis-28391	365	20	3	3	NUM
bracis-28391	365	21	-	-	PUNCT
bracis-28391	365	22	031	031	NUM
bracis-28391	365	23	-	-	PUNCT
bracis-28391	365	24	45388	45388	NUM
bracis-28391	365	25	-	-	SYM
bracis-28391	365	26	5	5	NUM
bracis-28391	365	27	online	online	ADJ
bracis-28391	365	28	isbn	isbn	NOUN
bracis-28391	365	29	:	:	PUNCT
bracis-28391	365	30	978	978	NUM
bracis-28391	365	31	-	-	SYM
bracis-28391	365	32	3	3	NUM
bracis-28391	365	33	-	-	PUNCT
bracis-28391	365	34	031	031	NUM
bracis-28391	365	35	-	-	PUNCT
bracis-28391	365	36	45389	45389	NUM
bracis-28391	365	37	-	-	SYM
bracis-28391	365	38	2	2	NUM
bracis-28391	365	39	ebook	ebook	NOUN
bracis-28391	365	40	packages	package	NOUN
bracis-28391	365	41	:	:	PUNCT
bracis-28391	365	42	computer	computer	NOUN
bracis-28391	365	43	sciencecomputer	sciencecomputer	NOUN
bracis-28391	365	44	science	science	NOUN
bracis-28391	365	45	(	(	PUNCT
bracis-28391	365	46	r0	r0	NOUN
bracis-28391	365	47	)	)	PUNCT
bracis-28391	365	48	share	share	VERB
bracis-28391	365	49	this	this	DET
bracis-28391	365	50	paper	paper	NOUN
bracis-28391	365	51	anyone	anyone	PRON
bracis-28391	365	52	you	you	PRON
bracis-28391	365	53	share	share	VERB
bracis-28391	365	54	the	the	DET
bracis-28391	365	55	following	follow	VERB
bracis-28391	365	56	link	link	NOUN
bracis-28391	365	57	with	with	ADP
bracis-28391	365	58	will	will	AUX
bracis-28391	365	59	be	be	AUX
bracis-28391	365	60	able	able	ADJ
bracis-28391	365	61	to	to	PART
bracis-28391	365	62	read	read	VERB
bracis-28391	365	63	this	this	DET
bracis-28391	365	64	content	content	NOUN
bracis-28391	365	65	:	:	PUNCT
bracis-28391	365	66	get	get	VERB
bracis-28391	365	67	shareable	shareable	ADJ
bracis-28391	365	68	linksorry	linksorry	NOUN
bracis-28391	365	69	,	,	PUNCT
bracis-28391	365	70	a	a	DET
bracis-28391	365	71	shareable	shareable	ADJ
bracis-28391	365	72	link	link	NOUN
bracis-28391	365	73	is	be	AUX
bracis-28391	365	74	not	not	PART
bracis-28391	365	75	currently	currently	ADV
bracis-28391	365	76	available	available	ADJ
bracis-28391	365	77	for	for	ADP
bracis-28391	365	78	this	this	DET
bracis-28391	365	79	article	article	NOUN
bracis-28391	365	80	.	.	PUNCT
bracis-28391	366	1	copy	copy	VERB
bracis-28391	366	2	shareable	shareable	ADJ
bracis-28391	366	3	link	link	NOUN
bracis-28391	366	4	to	to	PART
bracis-28391	366	5	clipboard	clipboard	NOUN
bracis-28391	366	6	provided	provide	VERB
bracis-28391	366	7	by	by	ADP
bracis-28391	366	8	the	the	DET
bracis-28391	366	9	springer	springer	NOUN
bracis-28391	366	10	nature	nature	PROPN
bracis-28391	366	11	sharedit	sharedit	PROPN
bracis-28391	366	12	content	content	NOUN
bracis-28391	366	13	-	-	PUNCT
bracis-28391	366	14	sharing	share	VERB
bracis-28391	366	15	initiative	initiative	NOUN
bracis-28391	366	16	keywords	keyword	NOUN
bracis-28391	366	17	face	face	VERB
bracis-28391	366	18	de	de	ADJ
bracis-28391	366	19	-	-	NOUN
bracis-28391	366	20	occlusion	occlusion	NOUN
bracis-28391	366	21	facial	facial	ADJ
bracis-28391	366	22	inpainting	inpainte	VERB
bracis-28391	366	23	gan	gan	ADJ
bracis-28391	366	24	generative	generative	ADJ
bracis-28391	366	25	adversarial	adversarial	ADJ
bracis-28391	366	26	network	network	NOUN
bracis-28391	366	27	biometry	biometry	NOUN
bracis-28391	366	28	review	review	NOUN
bracis-28391	366	29	publish	publish	VERB
bracis-28391	366	30	with	with	ADP
bracis-28391	366	31	us	us	PROPN
bracis-28391	366	32	policies	policy	NOUN
bracis-28391	366	33	and	and	CCONJ
bracis-28391	366	34	ethics	ethic	NOUN
bracis-28391	366	35	search	search	NOUN
bracis-28391	366	36	search	search	NOUN
bracis-28391	366	37	by	by	ADP
bracis-28391	366	38	keyword	keyword	NOUN
bracis-28391	366	39	or	or	CCONJ
bracis-28391	366	40	author	author	NOUN
bracis-28391	366	41	search	search	NOUN
bracis-28391	366	42	navigation	navigation	NOUN
bracis-28391	366	43	find	find	VERB
bracis-28391	366	44	a	a	DET
bracis-28391	366	45	journal	journal	NOUN
bracis-28391	366	46	publish	publish	VERB
bracis-28391	366	47	with	with	ADP
bracis-28391	366	48	us	we	PRON
bracis-28391	366	49	track	track	VERB
bracis-28391	366	50	your	your	PRON
bracis-28391	366	51	research	research	NOUN
bracis-28391	366	52	discover	discover	VERB
bracis-28391	366	53	content	content	NOUN
bracis-28391	366	54	journals	journal	NOUN
bracis-28391	366	55	a	a	DET
bracis-28391	366	56	-	-	PUNCT
bracis-28391	366	57	z	z	NOUN
bracis-28391	366	58	books	book	NOUN
bracis-28391	366	59	a	a	DET
bracis-28391	366	60	-	-	PUNCT
bracis-28391	366	61	z	z	NOUN
bracis-28391	366	62	publish	publish	NOUN
bracis-28391	366	63	with	with	ADP
bracis-28391	366	64	us	us	PROPN
bracis-28391	366	65	journal	journal	PROPN
bracis-28391	366	66	finder	finder	PROPN
bracis-28391	366	67	publish	publish	VERB
bracis-28391	366	68	your	your	PRON
bracis-28391	366	69	research	research	NOUN
bracis-28391	366	70	language	language	NOUN
bracis-28391	366	71	editing	edit	VERB
bracis-28391	366	72	open	open	ADJ
bracis-28391	366	73	access	access	NOUN
bracis-28391	366	74	publishing	publishing	NOUN
bracis-28391	366	75	products	product	NOUN
bracis-28391	366	76	and	and	CCONJ
bracis-28391	366	77	services	service	NOUN
bracis-28391	366	78	our	our	PRON
bracis-28391	366	79	products	product	NOUN
bracis-28391	366	80	librarians	librarian	VERB
bracis-28391	366	81	societies	society	NOUN
bracis-28391	366	82	partners	partner	NOUN
bracis-28391	366	83	and	and	CCONJ
bracis-28391	366	84	advertisers	advertiser	NOUN
bracis-28391	366	85	our	our	PRON
bracis-28391	366	86	brands	brand	NOUN
bracis-28391	366	87	springer	springer	NOUN
bracis-28391	366	88	nature	nature	PROPN
bracis-28391	366	89	portfolio	portfolio	PROPN
bracis-28391	366	90	bmc	bmc	PROPN
bracis-28391	366	91	palgrave	palgrave	PROPN
bracis-28391	366	92	macmillan	macmillan	PROPN
bracis-28391	366	93	apress	apress	PROPN
bracis-28391	366	94	discover	discover	VERB
bracis-28391	366	95	your	your	PRON
bracis-28391	366	96	privacy	privacy	NOUN
bracis-28391	366	97	choices	choice	NOUN
bracis-28391	366	98	/	/	SYM
bracis-28391	366	99	manage	manage	NOUN
bracis-28391	366	100	cookies	cookie	NOUN
bracis-28391	366	101	your	your	PRON
bracis-28391	366	102	us	us	PROPN
bracis-28391	367	1	state	state	NOUN
bracis-28391	367	2	privacy	privacy	NOUN
bracis-28391	367	3	rights	right	NOUN
bracis-28391	367	4	accessibility	accessibility	NOUN
bracis-28391	367	5	statement	statement	NOUN
bracis-28391	367	6	terms	term	NOUN
bracis-28391	367	7	and	and	CCONJ
bracis-28391	367	8	conditions	condition	NOUN
bracis-28391	367	9	privacy	privacy	NOUN
bracis-28391	367	10	policy	policy	NOUN
bracis-28391	367	11	help	help	NOUN
bracis-28391	367	12	and	and	CCONJ
bracis-28391	367	13	support	support	VERB
bracis-28391	367	14	legal	legal	ADJ
bracis-28391	367	15	notice	notice	NOUN
bracis-28391	367	16	cancel	cancel	VERB
bracis-28391	367	17	contracts	contract	NOUN
bracis-28391	367	18	here	here	ADV
bracis-28391	367	19	129.74.145.123	129.74.145.123	NUM
bracis-28391	367	20	hesburgh	hesburgh	PROPN
bracis-28391	367	21	library	library	PROPN
bracis-28391	367	22	er	er	INTJ
bracis-28391	367	23	unit	unit	NOUN
bracis-28391	367	24	(	(	PUNCT
bracis-28391	367	25	3005732405	3005732405	NUM
bracis-28391	367	26	)	)	PUNCT
bracis-28391	367	27	northeast	northeast	ADJ
bracis-28391	367	28	research	research	NOUN
bracis-28391	367	29	libraries	library	NOUN
bracis-28391	367	30	(	(	PUNCT
bracis-28391	367	31	nerl	nerl	PROPN
bracis-28391	367	32	)	)	PUNCT
bracis-28391	367	33	(	(	PUNCT
bracis-28391	367	34	8200828607	8200828607	NUM
bracis-28391	367	35	)	)	PUNCT
bracis-28391	367	36	nerl	nerl	VERB
bracis-28391	367	37	ta	ta	X
bracis-28391	367	38	account	account	NOUN
bracis-28391	367	39	(	(	PUNCT
bracis-28391	367	40	3006206169	3006206169	NUM
bracis-28391	367	41	)	)	PUNCT
bracis-28391	367	42	university	university	NOUN
bracis-28391	367	43	of	of	ADP
bracis-28391	367	44	notre	notre	PROPN
bracis-28391	367	45	dame	dame	PROPN
bracis-28391	367	46	hesburgh	hesburgh	PROPN
bracis-28391	367	47	library	library	NOUN
bracis-28391	367	48	(	(	PUNCT
bracis-28391	367	49	3000184373	3000184373	NUM
bracis-28391	367	50	)	)	PUNCT
bracis-28391	368	1	©	©	ADP
bracis-28391	368	2	2025	2025	NUM
bracis-28391	368	3	springer	springer	NOUN
bracis-28391	368	4	nature	nature	NOUN