id	sid	tid	token	lemma	pos
bracis-28390	1	1	performance	performance	NOUN
bracis-28390	1	2	analysis	analysis	NOUN
bracis-28390	1	3	of	of	ADP
bracis-28390	1	4	 	 	SPACE
bracis-28390	1	5	generative	generative	ADJ
bracis-28390	1	6	adversarial	adversarial	ADJ
bracis-28390	1	7	networks	network	NOUN
bracis-28390	1	8	and	and	CCONJ
bracis-28390	1	9	 	 	SPACE
bracis-28390	1	10	diffusion	diffusion	NOUN
bracis-28390	1	11	models	model	NOUN
bracis-28390	1	12	for	for	ADP
bracis-28390	1	13	 	 	SPACE
bracis-28390	1	14	face	face	NOUN
bracis-28390	1	15	aging	age	VERB
bracis-28390	1	16	|	|	NOUN
bracis-28390	1	17	springer	springer	NOUN
bracis-28390	1	18	nature	nature	NOUN
bracis-28390	1	19	link	link	PROPN
bracis-28390	1	20	(	(	PUNCT
bracis-28390	1	21	formerly	formerly	ADV
bracis-28390	1	22	springerlink	springerlink	NOUN
bracis-28390	1	23	)	)	PUNCT
bracis-28390	1	24	skip	skip	VERB
bracis-28390	1	25	to	to	ADP
bracis-28390	1	26	main	main	ADJ
bracis-28390	1	27	content	content	NOUN
bracis-28390	1	28	advertisement	advertisement	NOUN
bracis-28390	1	29	log	log	NOUN
bracis-28390	1	30	in	in	ADP
bracis-28390	1	31	menu	menu	NOUN
bracis-28390	1	32	find	find	VERB
bracis-28390	1	33	a	a	DET
bracis-28390	1	34	journal	journal	NOUN
bracis-28390	1	35	publish	publish	VERB
bracis-28390	1	36	with	with	ADP
bracis-28390	1	37	us	we	PRON
bracis-28390	1	38	track	track	VERB
bracis-28390	1	39	your	your	PRON
bracis-28390	1	40	research	research	NOUN
bracis-28390	1	41	search	search	NOUN
bracis-28390	1	42	cart	cart	NOUN
bracis-28390	1	43	home	home	NOUN
bracis-28390	1	44	intelligent	intelligent	ADJ
bracis-28390	1	45	systems	system	NOUN
bracis-28390	1	46	conference	conference	NOUN
bracis-28390	1	47	paper	paper	NOUN
bracis-28390	1	48	performance	performance	NOUN
bracis-28390	1	49	analysis	analysis	NOUN
bracis-28390	1	50	of	of	ADP
bracis-28390	1	51	 	 	SPACE
bracis-28390	1	52	generative	generative	ADJ
bracis-28390	1	53	adversarial	adversarial	ADJ
bracis-28390	1	54	networks	network	NOUN
bracis-28390	1	55	and	and	CCONJ
bracis-28390	1	56	 	 	SPACE
bracis-28390	1	57	diffusion	diffusion	NOUN
bracis-28390	1	58	models	model	NOUN
bracis-28390	1	59	for	for	ADP
bracis-28390	1	60	 	 	SPACE
bracis-28390	1	61	face	face	VERB
bracis-28390	1	62	aging	age	VERB
bracis-28390	1	63	conference	conference	NOUN
bracis-28390	1	64	paper	paper	NOUN
bracis-28390	1	65	first	first	ADV
bracis-28390	1	66	online	online	ADV
bracis-28390	1	67	:	:	PUNCT
bracis-28390	1	68	12	12	NUM
bracis-28390	1	69	october	october	NOUN
bracis-28390	1	70	2023	2023	NUM
bracis-28390	1	71	pp	pp	ADP
bracis-28390	1	72	228–242	228–242	NUM
bracis-28390	1	73	cite	cite	VERB
bracis-28390	1	74	this	this	DET
bracis-28390	1	75	conference	conference	NOUN
bracis-28390	1	76	paper	paper	NOUN
bracis-28390	1	77	access	access	NOUN
bracis-28390	1	78	provided	provide	VERB
bracis-28390	1	79	by	by	ADP
bracis-28390	1	80	university	university	PROPN
bracis-28390	1	81	of	of	ADP
bracis-28390	1	82	notre	notre	PROPN
bracis-28390	1	83	dame	dame	PROPN
bracis-28390	1	84	hesburgh	hesburgh	PROPN
bracis-28390	1	85	library	library	PROPN
bracis-28390	1	86	download	download	PROPN
bracis-28390	1	87	book	book	NOUN
bracis-28390	1	88	pdf	pdf	PROPN
bracis-28390	1	89	download	download	NOUN
bracis-28390	1	90	book	book	NOUN
bracis-28390	1	91	epub	epub	PROPN
bracis-28390	1	92	intelligent	intelligent	ADJ
bracis-28390	1	93	systems	system	NOUN
bracis-28390	1	94	(	(	PUNCT
bracis-28390	1	95	bracis	bracis	NOUN
bracis-28390	1	96	2023	2023	NUM
bracis-28390	1	97	)	)	PUNCT
bracis-28390	1	98	performance	performance	NOUN
bracis-28390	1	99	analysis	analysis	NOUN
bracis-28390	1	100	of	of	ADP
bracis-28390	1	101	 	 	SPACE
bracis-28390	1	102	generative	generative	ADJ
bracis-28390	1	103	adversarial	adversarial	ADJ
bracis-28390	1	104	networks	network	NOUN
bracis-28390	1	105	and	and	CCONJ
bracis-28390	1	106	 	 	SPACE
bracis-28390	1	107	diffusion	diffusion	NOUN
bracis-28390	1	108	models	model	NOUN
bracis-28390	1	109	for	for	ADP
bracis-28390	1	110	 	 	SPACE
bracis-28390	1	111	face	face	VERB
bracis-28390	1	112	aging	age	VERB
bracis-28390	1	113	download	download	NOUN
bracis-28390	1	114	book	book	NOUN
bracis-28390	1	115	pdf	pdf	PROPN
bracis-28390	1	116	download	download	NOUN
bracis-28390	1	117	book	book	PROPN
bracis-28390	1	118	epub	epub	PROPN
bracis-28390	1	119	bruno	bruno	PROPN
bracis-28390	1	120	kemmer	kemmer	PROPN
bracis-28390	1	121	  	  	SPACE
bracis-28390	1	122	orcid	orcid	NOUN
bracis-28390	1	123	:	:	PUNCT
bracis-28390	1	124	orcid.org/0000-0002-6830-32819	orcid.org/0000-0002-6830-32819	ADV
bracis-28390	1	125	,	,	PUNCT
bracis-28390	1	126	rodolfo	rodolfo	PROPN
bracis-28390	1	127	simões	simões	PROPN
bracis-28390	1	128	  	  	SPACE
bracis-28390	1	129	orcid	orcid	NOUN
bracis-28390	1	130	:	:	PUNCT
bracis-28390	1	131	orcid.org/0000-0001-6989-12339	orcid.org/0000-0001-6989-12339	PROPN
bracis-28390	1	132	,	,	PUNCT
bracis-28390	1	133	victor	victor	PROPN
bracis-28390	1	134	ivamoto	ivamoto	PROPN
bracis-28390	1	135	  	  	SPACE
bracis-28390	1	136	orcid	orcid	PROPN
bracis-28390	1	137	:	:	PUNCT
bracis-28390	1	138	orcid.org/0000-0001-5463-36459	orcid.org/0000-0001-5463-36459	NOUN
bracis-28390	1	139	&	&	CCONJ
bracis-28390	1	140	…	…	PUNCT
bracis-28390	1	141	clodoaldo	clodoaldo	ADJ
bracis-28390	1	142	lima	lima	NOUN
bracis-28390	1	143	  	  	SPACE
bracis-28390	1	144	orcid	orcid	NOUN
bracis-28390	1	145	:	:	PUNCT
bracis-28390	1	146	orcid.org/0000-0003-3381-53489	orcid.org/0000-0003-3381-53489	NOUN
bracis-28390	1	147	  	  	SPACE
bracis-28390	1	148	show	show	VERB
bracis-28390	1	149	authors	author	NOUN
bracis-28390	1	150	part	part	NOUN
bracis-28390	1	151	of	of	ADP
bracis-28390	1	152	the	the	DET
bracis-28390	1	153	book	book	NOUN
bracis-28390	1	154	series	series	NOUN
bracis-28390	1	155	:	:	PUNCT
bracis-28390	2	1	lecture	lecture	NOUN
bracis-28390	2	2	notes	note	NOUN
bracis-28390	2	3	in	in	ADP
bracis-28390	2	4	computer	computer	NOUN
bracis-28390	2	5	science	science	NOUN
bracis-28390	2	6	(	(	PUNCT
bracis-28390	2	7	(	(	PUNCT
bracis-28390	2	8	lnai	lnai	ADJ
bracis-28390	2	9	,	,	PUNCT
bracis-28390	2	10	volume	volume	NOUN
bracis-28390	2	11	14196	14196	NUM
bracis-28390	2	12	)	)	PUNCT
bracis-28390	2	13	)	)	PUNCT
bracis-28390	2	14	included	include	VERB
bracis-28390	2	15	in	in	ADP
bracis-28390	2	16	the	the	DET
bracis-28390	2	17	following	follow	VERB
bracis-28390	2	18	conference	conference	NOUN
bracis-28390	2	19	series	series	NOUN
bracis-28390	2	20	:	:	PUNCT
bracis-28390	2	21	brazilian	brazilian	ADJ
bracis-28390	2	22	conference	conference	NOUN
bracis-28390	2	23	on	on	ADP
bracis-28390	2	24	intelligent	intelligent	ADJ
bracis-28390	2	25	systems	system	NOUN
bracis-28390	2	26	571	571	NUM
bracis-28390	2	27	accesses	access	VERB
bracis-28390	2	28	abstract	abstract	ADJ
bracis-28390	2	29	computational	computational	ADJ
bracis-28390	2	30	face	face	NOUN
bracis-28390	2	31	aging	age	VERB
bracis-28390	2	32	enables	enable	NOUN
bracis-28390	2	33	predicting	predict	VERB
bracis-28390	2	34	a	a	DET
bracis-28390	2	35	person	person	NOUN
bracis-28390	2	36	’s	’s	PART
bracis-28390	2	37	future	future	ADJ
bracis-28390	2	38	appearance	appearance	NOUN
bracis-28390	2	39	using	use	VERB
bracis-28390	2	40	algorithms	algorithm	NOUN
bracis-28390	2	41	,	,	PUNCT
bracis-28390	2	42	with	with	ADP
bracis-28390	2	43	the	the	DET
bracis-28390	2	44	goal	goal	NOUN
bracis-28390	2	45	that	that	PRON
bracis-28390	2	46	the	the	DET
bracis-28390	2	47	output	output	NOUN
bracis-28390	2	48	age	age	NOUN
bracis-28390	2	49	is	be	AUX
bracis-28390	2	50	close	close	ADJ
bracis-28390	2	51	to	to	ADP
bracis-28390	2	52	the	the	DET
bracis-28390	2	53	expected	expect	VERB
bracis-28390	2	54	age	age	NOUN
bracis-28390	2	55	and	and	CCONJ
bracis-28390	2	56	that	that	SCONJ
bracis-28390	2	57	the	the	DET
bracis-28390	2	58	individual	individual	NOUN
bracis-28390	2	59	’s	’s	PART
bracis-28390	2	60	characteristics	characteristic	NOUN
bracis-28390	2	61	are	be	AUX
bracis-28390	2	62	maintained	maintain	VERB
bracis-28390	2	63	.	.	PUNCT
bracis-28390	3	1	in	in	ADP
bracis-28390	3	2	this	this	DET
bracis-28390	3	3	work	work	NOUN
bracis-28390	3	4	,	,	PUNCT
bracis-28390	3	5	we	we	PRON
bracis-28390	3	6	evaluate	evaluate	VERB
bracis-28390	3	7	the	the	DET
bracis-28390	3	8	performance	performance	NOUN
bracis-28390	3	9	of	of	ADP
bracis-28390	3	10	four	four	NUM
bracis-28390	3	11	generative	generative	ADJ
bracis-28390	3	12	models	model	NOUN
bracis-28390	3	13	on	on	ADP
bracis-28390	3	14	facial	facial	ADJ
bracis-28390	3	15	aging	aging	NOUN
bracis-28390	3	16	.	.	PUNCT
bracis-28390	4	1	two	two	NUM
bracis-28390	4	2	models	model	NOUN
bracis-28390	4	3	are	be	AUX
bracis-28390	4	4	based	base	VERB
bracis-28390	4	5	on	on	ADP
bracis-28390	4	6	generative	generative	ADJ
bracis-28390	4	7	adversarial	adversarial	ADJ
bracis-28390	4	8	networks	network	NOUN
bracis-28390	4	9	(	(	PUNCT
bracis-28390	4	10	gans	gan	NOUN
bracis-28390	4	11	)	)	PUNCT
bracis-28390	4	12	,	,	PUNCT
bracis-28390	4	13	hrfae	hrfae	NOUN
bracis-28390	4	14	,	,	PUNCT
bracis-28390	4	15	and	and	CCONJ
bracis-28390	4	16	sam	sam	PROPN
bracis-28390	4	17	,	,	PUNCT
bracis-28390	4	18	and	and	CCONJ
bracis-28390	4	19	the	the	DET
bracis-28390	4	20	other	other	ADJ
bracis-28390	4	21	two	two	NUM
bracis-28390	4	22	are	be	AUX
bracis-28390	4	23	based	base	VERB
bracis-28390	4	24	on	on	ADP
bracis-28390	4	25	diffusion	diffusion	NOUN
bracis-28390	4	26	models	model	NOUN
bracis-28390	4	27	,	,	PUNCT
bracis-28390	4	28	pix2pix	pix2pix	NOUN
bracis-28390	4	29	-	-	ADJ
bracis-28390	4	30	zero	zero	NUM
bracis-28390	4	31	and	and	CCONJ
bracis-28390	4	32	instruct	instruct	VERB
bracis-28390	4	33	-	-	PUNCT
bracis-28390	4	34	pix2pix	pix2pix	VERB
bracis-28390	4	35	.	.	PUNCT
bracis-28390	5	1	the	the	DET
bracis-28390	5	2	first	first	ADJ
bracis-28390	5	3	two	two	NUM
bracis-28390	5	4	were	be	AUX
bracis-28390	5	5	explicitly	explicitly	ADV
bracis-28390	5	6	trained	train	VERB
bracis-28390	5	7	to	to	PART
bracis-28390	5	8	generate	generate	VERB
bracis-28390	5	9	an	an	DET
bracis-28390	5	10	aged	aged	ADJ
bracis-28390	5	11	version	version	NOUN
bracis-28390	5	12	of	of	ADP
bracis-28390	5	13	the	the	DET
bracis-28390	5	14	original	original	ADJ
bracis-28390	5	15	person	person	NOUN
bracis-28390	5	16	,	,	PUNCT
bracis-28390	5	17	and	and	CCONJ
bracis-28390	5	18	the	the	DET
bracis-28390	5	19	others	other	NOUN
bracis-28390	5	20	have	have	VERB
bracis-28390	5	21	a	a	DET
bracis-28390	5	22	zero	zero	NUM
bracis-28390	5	23	-	-	PUNCT
bracis-28390	5	24	shot	shot	NOUN
bracis-28390	5	25	generation	generation	NOUN
bracis-28390	5	26	;	;	PUNCT
bracis-28390	5	27	in	in	ADP
bracis-28390	5	28	other	other	ADJ
bracis-28390	5	29	words	word	NOUN
bracis-28390	5	30	,	,	PUNCT
bracis-28390	5	31	they	they	PRON
bracis-28390	5	32	are	be	AUX
bracis-28390	5	33	generic	generic	ADJ
bracis-28390	5	34	models	model	NOUN
bracis-28390	5	35	that	that	PRON
bracis-28390	5	36	perform	perform	VERB
bracis-28390	5	37	different	different	ADJ
bracis-28390	5	38	tasks	task	NOUN
bracis-28390	5	39	,	,	PUNCT
bracis-28390	5	40	including	include	VERB
bracis-28390	5	41	facial	facial	ADJ
bracis-28390	5	42	aging	aging	NOUN
bracis-28390	5	43	.	.	PUNCT
bracis-28390	6	1	since	since	SCONJ
bracis-28390	6	2	diffusion	diffusion	NOUN
bracis-28390	6	3	models	model	NOUN
bracis-28390	6	4	have	have	AUX
bracis-28390	6	5	been	be	AUX
bracis-28390	6	6	gaining	gain	VERB
bracis-28390	6	7	attention	attention	NOUN
bracis-28390	6	8	because	because	SCONJ
bracis-28390	6	9	of	of	ADP
bracis-28390	6	10	their	their	PRON
bracis-28390	6	11	diversity	diversity	NOUN
bracis-28390	6	12	and	and	CCONJ
bracis-28390	6	13	high	high	ADJ
bracis-28390	6	14	-	-	PUNCT
bracis-28390	6	15	quality	quality	NOUN
bracis-28390	6	16	image	image	NOUN
bracis-28390	6	17	generation	generation	NOUN
bracis-28390	6	18	,	,	PUNCT
bracis-28390	6	19	comparing	compare	VERB
bracis-28390	6	20	their	their	PRON
bracis-28390	6	21	results	result	NOUN
bracis-28390	6	22	against	against	ADP
bracis-28390	6	23	models	model	NOUN
bracis-28390	6	24	specifically	specifically	ADV
bracis-28390	6	25	designed	design	VERB
bracis-28390	6	26	for	for	ADP
bracis-28390	6	27	the	the	DET
bracis-28390	6	28	task	task	NOUN
bracis-28390	6	29	using	use	VERB
bracis-28390	6	30	meaningful	meaningful	ADJ
bracis-28390	6	31	metrics	metric	NOUN
bracis-28390	6	32	is	be	AUX
bracis-28390	6	33	essential	essential	ADJ
bracis-28390	6	34	.	.	PUNCT
bracis-28390	7	1	therefore	therefore	ADV
bracis-28390	7	2	,	,	PUNCT
bracis-28390	7	3	we	we	PRON
bracis-28390	7	4	compared	compare	VERB
bracis-28390	7	5	these	these	DET
bracis-28390	7	6	models	model	NOUN
bracis-28390	7	7	using	use	VERB
bracis-28390	7	8	the	the	DET
bracis-28390	7	9	ffhq	ffhq	ADJ
bracis-28390	7	10	aging	age	VERB
bracis-28390	7	11	database	database	NOUN
bracis-28390	7	12	and	and	CCONJ
bracis-28390	7	13	with	with	ADP
bracis-28390	7	14	the	the	DET
bracis-28390	7	15	metrics	metric	NOUN
bracis-28390	7	16	:	:	PUNCT
bracis-28390	7	17	mean	mean	VERB
bracis-28390	7	18	absolute	absolute	ADJ
bracis-28390	7	19	error	error	NOUN
bracis-28390	7	20	(	(	PUNCT
bracis-28390	7	21	mae	mae	PROPN
bracis-28390	7	22	)	)	PUNCT
bracis-28390	7	23	of	of	ADP
bracis-28390	7	24	the	the	DET
bracis-28390	7	25	predicted	predict	VERB
bracis-28390	7	26	age	age	NOUN
bracis-28390	7	27	,	,	PUNCT
bracis-28390	7	28	fréchet	fréchet	VERB
bracis-28390	7	29	inception	inception	ADJ
bracis-28390	7	30	distance	distance	NOUN
bracis-28390	7	31	(	(	PUNCT
bracis-28390	7	32	fid	fid	NOUN
bracis-28390	7	33	)	)	PUNCT
bracis-28390	7	34	,	,	PUNCT
bracis-28390	7	35	and	and	CCONJ
bracis-28390	7	36	the	the	DET
bracis-28390	7	37	cosine	cosine	NOUN
bracis-28390	7	38	similarity	similarity	NOUN
bracis-28390	7	39	of	of	ADP
bracis-28390	7	40	the	the	DET
bracis-28390	7	41	facenet	facenet	NOUN
bracis-28390	7	42	’s	’s	PART
bracis-28390	7	43	embeddings	embedding	NOUN
bracis-28390	7	44	.	.	PUNCT
bracis-28390	8	1	v.	v.	ADP
bracis-28390	8	2	ivamoto	ivamoto	PROPN
bracis-28390	8	3	—	—	PUNCT
bracis-28390	8	4	partially	partially	ADV
bracis-28390	8	5	supported	support	VERB
bracis-28390	8	6	by	by	ADP
bracis-28390	8	7	the	the	DET
bracis-28390	8	8	coordenação	coordenação	PROPN
bracis-28390	8	9	de	de	PROPN
bracis-28390	8	10	aperfeiçoamento	aperfeiçoamento	PROPN
bracis-28390	8	11	de	de	X
bracis-28390	8	12	pessoal	pessoal	PROPN
bracis-28390	8	13	de	de	PROPN
bracis-28390	8	14	nível	nível	PROPN
bracis-28390	8	15	superior	superior	ADJ
bracis-28390	8	16	–	–	PUNCT
bracis-28390	8	17	brasil	brasil	PROPN
bracis-28390	8	18	(	(	PUNCT
bracis-28390	8	19	capes	cape	NOUN
bracis-28390	8	20	)	)	PUNCT
bracis-28390	8	21	–	–	PUNCT
bracis-28390	8	22	finance	finance	NOUN
bracis-28390	8	23	code	code	NOUN
bracis-28390	8	24	001	001	NUM
bracis-28390	8	25	.	.	PUNCT
bracis-28390	9	1	access	access	NOUN
bracis-28390	9	2	provided	provide	VERB
bracis-28390	9	3	by	by	ADP
bracis-28390	9	4	university	university	PROPN
bracis-28390	9	5	of	of	ADP
bracis-28390	9	6	notre	notre	PROPN
bracis-28390	9	7	dame	dame	PROPN
bracis-28390	9	8	hesburgh	hesburgh	PROPN
bracis-28390	9	9	library	library	PROPN
bracis-28390	9	10	.	.	PUNCT
bracis-28390	10	1	download	download	PROPN
bracis-28390	10	2	conference	conference	NOUN
bracis-28390	10	3	paper	paper	NOUN
bracis-28390	10	4	pdf	pdf	NOUN
bracis-28390	10	5	similar	similar	ADJ
bracis-28390	10	6	content	content	NOUN
bracis-28390	10	7	being	be	AUX
bracis-28390	10	8	viewed	view	VERB
bracis-28390	10	9	by	by	ADP
bracis-28390	10	10	others	other	NOUN
bracis-28390	10	11	face	face	VERB
bracis-28390	10	12	aging	age	VERB
bracis-28390	10	13	using	use	VERB
bracis-28390	10	14	generative	generative	ADJ
bracis-28390	10	15	adversarial	adversarial	ADJ
bracis-28390	10	16	networks	network	NOUN
bracis-28390	10	17	chapter	chapter	NOUN
bracis-28390	10	18	©	©	PROPN
bracis-28390	10	19	2022	2022	NUM
bracis-28390	10	20	mustat	mustat	NOUN
bracis-28390	10	21	:	:	PUNCT
bracis-28390	10	22	face	face	NOUN
bracis-28390	10	23	ageing	age	VERB
bracis-28390	10	24	using	use	VERB
bracis-28390	10	25	multi	multi	ADJ
bracis-28390	10	26	-	-	ADJ
bracis-28390	10	27	scale	scale	ADJ
bracis-28390	10	28	target	target	NOUN
bracis-28390	10	29	age	age	NOUN
bracis-28390	10	30	style	style	NOUN
bracis-28390	10	31	transfer	transfer	NOUN
bracis-28390	10	32	chapter	chapter	NOUN
bracis-28390	10	33	©	©	PROPN
bracis-28390	10	34	2024	2024	NUM
bracis-28390	10	35	agetransgan	agetransgan	VERB
bracis-28390	10	36	for	for	ADP
bracis-28390	10	37	 	 	SPACE
bracis-28390	10	38	facial	facial	ADJ
bracis-28390	10	39	age	age	NOUN
bracis-28390	10	40	transformation	transformation	NOUN
bracis-28390	10	41	with	with	ADP
bracis-28390	10	42	 	 	SPACE
bracis-28390	10	43	rectified	rectified	ADJ
bracis-28390	10	44	performance	performance	NOUN
bracis-28390	10	45	metrics	metric	NOUN
bracis-28390	10	46	chapter	chapter	NOUN
bracis-28390	10	47	©	©	PROPN
bracis-28390	10	48	2022	2022	NUM
bracis-28390	10	49	explore	explore	VERB
bracis-28390	10	50	related	relate	VERB
bracis-28390	10	51	subjects	subject	NOUN
bracis-28390	10	52	discover	discover	VERB
bracis-28390	10	53	the	the	DET
bracis-28390	10	54	latest	late	ADJ
bracis-28390	10	55	articles	article	NOUN
bracis-28390	10	56	,	,	PUNCT
bracis-28390	10	57	books	book	NOUN
bracis-28390	10	58	and	and	CCONJ
bracis-28390	10	59	news	news	NOUN
bracis-28390	10	60	in	in	ADP
bracis-28390	10	61	related	related	ADJ
bracis-28390	10	62	subjects	subject	NOUN
bracis-28390	10	63	,	,	PUNCT
bracis-28390	10	64	suggested	suggest	VERB
bracis-28390	10	65	using	use	VERB
bracis-28390	10	66	machine	machine	NOUN
bracis-28390	10	67	learning	learning	NOUN
bracis-28390	10	68	.	.	PUNCT
bracis-28390	11	1	aging	age	VERB
bracis-28390	11	2	population	population	NOUN
bracis-28390	11	3	ageing	age	VERB
bracis-28390	11	4	gerontology	gerontology	NOUN
bracis-28390	11	5	mathematical	mathematical	ADJ
bracis-28390	11	6	models	model	NOUN
bracis-28390	11	7	of	of	ADP
bracis-28390	11	8	cognitive	cognitive	ADJ
bracis-28390	11	9	processes	process	NOUN
bracis-28390	11	10	and	and	CCONJ
bracis-28390	11	11	neural	neural	ADJ
bracis-28390	11	12	networks	network	NOUN
bracis-28390	11	13	neural	neural	ADJ
bracis-28390	11	14	ageing	age	VERB
bracis-28390	11	15	skin	skin	NOUN
bracis-28390	11	16	models	model	NOUN
bracis-28390	11	17	1	1	NUM
bracis-28390	11	18	introduction	introduction	NOUN
bracis-28390	11	19	computational	computational	ADJ
bracis-28390	11	20	methods	method	NOUN
bracis-28390	11	21	of	of	ADP
bracis-28390	11	22	facial	facial	ADJ
bracis-28390	11	23	aging	age	VERB
bracis-28390	11	24	aim	aim	NOUN
bracis-28390	11	25	to	to	PART
bracis-28390	11	26	generate	generate	VERB
bracis-28390	11	27	an	an	DET
bracis-28390	11	28	aged	aged	ADJ
bracis-28390	11	29	face	face	NOUN
bracis-28390	11	30	while	while	SCONJ
bracis-28390	11	31	maintaining	maintain	VERB
bracis-28390	11	32	individual	individual	ADJ
bracis-28390	11	33	characteristics	characteristic	NOUN
bracis-28390	11	34	.	.	PUNCT
bracis-28390	12	1	however	however	ADV
bracis-28390	12	2	,	,	PUNCT
bracis-28390	12	3	several	several	ADJ
bracis-28390	12	4	factors	factor	NOUN
bracis-28390	12	5	can	can	AUX
bracis-28390	12	6	cause	cause	VERB
bracis-28390	12	7	aging	aging	NOUN
bracis-28390	12	8	:	:	PUNCT
bracis-28390	12	9	excess	excess	ADJ
bracis-28390	12	10	sun	sun	NOUN
bracis-28390	12	11	exposure	exposure	NOUN
bracis-28390	12	12	,	,	PUNCT
bracis-28390	12	13	smoking	smoking	NOUN
bracis-28390	12	14	,	,	PUNCT
bracis-28390	12	15	a	a	DET
bracis-28390	12	16	polluted	polluted	ADJ
bracis-28390	12	17	environment	environment	NOUN
bracis-28390	12	18	,	,	PUNCT
bracis-28390	12	19	stress	stress	NOUN
bracis-28390	12	20	,	,	PUNCT
bracis-28390	12	21	and	and	CCONJ
bracis-28390	12	22	genetic	genetic	ADJ
bracis-28390	12	23	factors	factor	NOUN
bracis-28390	12	24	.	.	PUNCT
bracis-28390	13	1	in	in	ADP
bracis-28390	13	2	addition	addition	NOUN
bracis-28390	13	3	,	,	PUNCT
bracis-28390	13	4	surgical	surgical	ADJ
bracis-28390	13	5	and	and	CCONJ
bracis-28390	13	6	non	non	ADJ
bracis-28390	13	7	-	-	ADJ
bracis-28390	13	8	surgical	surgical	ADJ
bracis-28390	13	9	aesthetic	aesthetic	ADJ
bracis-28390	13	10	procedures	procedure	NOUN
bracis-28390	13	11	can	can	AUX
bracis-28390	13	12	mitigate	mitigate	VERB
bracis-28390	13	13	the	the	DET
bracis-28390	13	14	effects	effect	NOUN
bracis-28390	13	15	of	of	ADP
bracis-28390	13	16	time	time	NOUN
bracis-28390	13	17	,	,	PUNCT
bracis-28390	13	18	as	as	ADV
bracis-28390	13	19	well	well	ADV
bracis-28390	13	20	as	as	ADP
bracis-28390	13	21	the	the	DET
bracis-28390	13	22	use	use	NOUN
bracis-28390	13	23	of	of	ADP
bracis-28390	13	24	cosmetic	cosmetic	ADJ
bracis-28390	13	25	substances	substance	NOUN
bracis-28390	13	26	at	at	ADP
bracis-28390	13	27	the	the	DET
bracis-28390	13	28	time	time	NOUN
bracis-28390	13	29	of	of	ADP
bracis-28390	13	30	image	image	NOUN
bracis-28390	13	31	capture	capture	NOUN
bracis-28390	13	32	.	.	PUNCT
bracis-28390	14	1	for	for	ADP
bracis-28390	14	2	these	these	DET
bracis-28390	14	3	reasons	reason	NOUN
bracis-28390	14	4	,	,	PUNCT
bracis-28390	14	5	facial	facial	ADJ
bracis-28390	14	6	aging	aging	NOUN
bracis-28390	14	7	is	be	AUX
bracis-28390	14	8	a	a	DET
bracis-28390	14	9	complex	complex	ADJ
bracis-28390	14	10	and	and	CCONJ
bracis-28390	14	11	non	non	ADJ
bracis-28390	14	12	-	-	ADJ
bracis-28390	14	13	deterministic	deterministic	ADJ
bracis-28390	14	14	process	process	NOUN
bracis-28390	14	15	.	.	PUNCT
bracis-28390	15	1	recently	recently	ADV
bracis-28390	15	2	,	,	PUNCT
bracis-28390	15	3	this	this	DET
bracis-28390	15	4	theme	theme	NOUN
bracis-28390	15	5	has	have	AUX
bracis-28390	15	6	been	be	AUX
bracis-28390	15	7	the	the	DET
bracis-28390	15	8	subject	subject	NOUN
bracis-28390	15	9	of	of	ADP
bracis-28390	15	10	many	many	ADJ
bracis-28390	15	11	publications	publication	NOUN
bracis-28390	16	1	[	[	X
bracis-28390	16	2	1	1	NUM
bracis-28390	16	3	,	,	PUNCT
bracis-28390	16	4	5	5	NUM
bracis-28390	16	5	,	,	PUNCT
bracis-28390	16	6	8	8	NUM
bracis-28390	16	7	,	,	PUNCT
bracis-28390	16	8	38	38	NUM
bracis-28390	16	9	]	]	PUNCT
bracis-28390	16	10	,	,	PUNCT
bracis-28390	16	11	as	as	SCONJ
bracis-28390	16	12	it	it	PRON
bracis-28390	16	13	can	can	AUX
bracis-28390	16	14	help	help	VERB
bracis-28390	16	15	in	in	ADP
bracis-28390	16	16	an	an	DET
bracis-28390	16	17	automated	automate	VERB
bracis-28390	16	18	way	way	NOUN
bracis-28390	16	19	in	in	ADP
bracis-28390	16	20	the	the	DET
bracis-28390	16	21	search	search	NOUN
bracis-28390	16	22	for	for	ADP
bracis-28390	16	23	missing	miss	VERB
bracis-28390	16	24	people	people	NOUN
bracis-28390	16	25	;	;	PUNCT
bracis-28390	16	26	in	in	ADP
bracis-28390	16	27	the	the	DET
bracis-28390	16	28	identification	identification	NOUN
bracis-28390	16	29	of	of	ADP
bracis-28390	16	30	criminals	criminal	NOUN
bracis-28390	16	31	,	,	PUNCT
bracis-28390	16	32	and	and	CCONJ
bracis-28390	16	33	also	also	ADV
bracis-28390	16	34	for	for	ADP
bracis-28390	16	35	entertainment	entertainment	NOUN
bracis-28390	16	36	purposes	purpose	NOUN
bracis-28390	16	37	.	.	PUNCT
bracis-28390	17	1	furthermore	furthermore	ADV
bracis-28390	17	2	,	,	PUNCT
bracis-28390	17	3	its	its	PRON
bracis-28390	17	4	use	use	NOUN
bracis-28390	17	5	is	be	AUX
bracis-28390	17	6	also	also	ADV
bracis-28390	17	7	present	present	ADJ
bracis-28390	17	8	in	in	ADP
bracis-28390	17	9	biometric	biometric	ADJ
bracis-28390	17	10	tasks	task	NOUN
bracis-28390	17	11	(	(	PUNCT
bracis-28390	17	12	identification	identification	NOUN
bracis-28390	17	13	of	of	ADP
bracis-28390	17	14	individuals	individual	NOUN
bracis-28390	17	15	based	base	VERB
bracis-28390	17	16	on	on	ADP
bracis-28390	17	17	physical	physical	ADJ
bracis-28390	17	18	or	or	CCONJ
bracis-28390	17	19	behavioral	behavioral	ADJ
bracis-28390	17	20	characteristics	characteristic	NOUN
bracis-28390	17	21	)	)	PUNCT
bracis-28390	17	22	,	,	PUNCT
bracis-28390	17	23	as	as	SCONJ
bracis-28390	17	24	it	it	PRON
bracis-28390	17	25	makes	make	VERB
bracis-28390	17	26	it	it	PRON
bracis-28390	17	27	possible	possible	ADJ
bracis-28390	17	28	to	to	PART
bracis-28390	17	29	reduce	reduce	VERB
bracis-28390	17	30	the	the	DET
bracis-28390	17	31	distance	distance	NOUN
bracis-28390	17	32	between	between	ADP
bracis-28390	17	33	the	the	DET
bracis-28390	17	34	individual	individual	ADJ
bracis-28390	17	35	characteristics	characteristic	NOUN
bracis-28390	17	36	present	present	ADJ
bracis-28390	17	37	at	at	ADP
bracis-28390	17	38	the	the	DET
bracis-28390	17	39	time	time	NOUN
bracis-28390	17	40	of	of	ADP
bracis-28390	17	41	training	training	NOUN
bracis-28390	17	42	and	and	CCONJ
bracis-28390	17	43	the	the	DET
bracis-28390	17	44	current	current	ADJ
bracis-28390	17	45	state	state	NOUN
bracis-28390	17	46	of	of	ADP
bracis-28390	17	47	the	the	DET
bracis-28390	17	48	faces	face	NOUN
bracis-28390	17	49	,	,	PUNCT
bracis-28390	17	50	especially	especially	ADV
bracis-28390	17	51	if	if	SCONJ
bracis-28390	17	52	the	the	DET
bracis-28390	17	53	training	training	NOUN
bracis-28390	17	54	has	have	AUX
bracis-28390	17	55	been	be	AUX
bracis-28390	17	56	done	do	VERB
bracis-28390	17	57	with	with	ADP
bracis-28390	17	58	old	old	ADJ
bracis-28390	17	59	images	image	NOUN
bracis-28390	17	60	[	[	X
bracis-28390	17	61	14	14	NUM
bracis-28390	17	62	,	,	PUNCT
bracis-28390	17	63	18	18	NUM
bracis-28390	17	64	]	]	PUNCT
bracis-28390	17	65	.	.	PUNCT
bracis-28390	18	1	many	many	ADJ
bracis-28390	18	2	recent	recent	ADJ
bracis-28390	18	3	publications	publication	NOUN
bracis-28390	18	4	have	have	AUX
bracis-28390	18	5	used	use	VERB
bracis-28390	18	6	generative	generative	ADJ
bracis-28390	18	7	models	model	NOUN
bracis-28390	18	8	to	to	PART
bracis-28390	18	9	perform	perform	VERB
bracis-28390	18	10	facial	facial	ADJ
bracis-28390	18	11	aging	aging	NOUN
bracis-28390	18	12	,	,	PUNCT
bracis-28390	18	13	obtaining	obtain	VERB
bracis-28390	18	14	realistic	realistic	ADJ
bracis-28390	18	15	results	result	NOUN
bracis-28390	18	16	.	.	PUNCT
bracis-28390	19	1	initially	initially	ADV
bracis-28390	19	2	,	,	PUNCT
bracis-28390	19	3	adversarial	adversarial	ADJ
bracis-28390	19	4	autoencoders	autoencoder	NOUN
bracis-28390	19	5	were	be	AUX
bracis-28390	19	6	used	use	VERB
bracis-28390	19	7	,	,	PUNCT
bracis-28390	19	8	and	and	CCONJ
bracis-28390	19	9	later	later	ADV
bracis-28390	19	10	,	,	PUNCT
bracis-28390	19	11	generative	generative	ADJ
bracis-28390	19	12	adversarial	adversarial	ADJ
bracis-28390	19	13	models	model	NOUN
bracis-28390	19	14	(	(	PUNCT
bracis-28390	19	15	gans	gan	NOUN
bracis-28390	19	16	)	)	PUNCT
bracis-28390	19	17	and	and	CCONJ
bracis-28390	19	18	,	,	PUNCT
bracis-28390	19	19	recently	recently	ADV
bracis-28390	19	20	,	,	PUNCT
bracis-28390	19	21	diffusion	diffusion	NOUN
bracis-28390	19	22	models	model	NOUN
bracis-28390	19	23	[	[	X
bracis-28390	19	24	36	36	NUM
bracis-28390	19	25	,	,	PUNCT
bracis-28390	19	26	40	40	NUM
bracis-28390	19	27	]	]	PUNCT
bracis-28390	19	28	.	.	PUNCT
bracis-28390	20	1	this	this	DET
bracis-28390	20	2	study	study	NOUN
bracis-28390	20	3	aims	aim	VERB
bracis-28390	20	4	to	to	PART
bracis-28390	20	5	evaluate	evaluate	VERB
bracis-28390	20	6	four	four	NUM
bracis-28390	20	7	generative	generative	ADJ
bracis-28390	20	8	models	model	NOUN
bracis-28390	20	9	on	on	ADP
bracis-28390	20	10	the	the	DET
bracis-28390	20	11	facial	facial	ADJ
bracis-28390	20	12	aging	age	VERB
bracis-28390	20	13	task	task	NOUN
bracis-28390	20	14	.	.	PUNCT
bracis-28390	21	1	in	in	ADP
bracis-28390	21	2	particular	particular	ADJ
bracis-28390	21	3	,	,	PUNCT
bracis-28390	21	4	compare	compare	VERB
bracis-28390	21	5	if	if	SCONJ
bracis-28390	21	6	zero	zero	NUM
bracis-28390	21	7	-	-	PUNCT
bracis-28390	21	8	shot	shot	NOUN
bracis-28390	21	9	diffusion	diffusion	NOUN
bracis-28390	21	10	models	model	NOUN
bracis-28390	21	11	can	can	AUX
bracis-28390	21	12	generate	generate	VERB
bracis-28390	21	13	aged	aged	ADJ
bracis-28390	21	14	images	image	NOUN
bracis-28390	21	15	on	on	ADP
bracis-28390	21	16	par	par	NOUN
bracis-28390	21	17	with	with	ADP
bracis-28390	21	18	gans	gan	NOUN
bracis-28390	21	19	explicitly	explicitly	ADV
bracis-28390	21	20	trained	train	VERB
bracis-28390	21	21	for	for	ADP
bracis-28390	21	22	the	the	DET
bracis-28390	21	23	face	face	NOUN
bracis-28390	21	24	aging	age	VERB
bracis-28390	21	25	task	task	NOUN
bracis-28390	21	26	.	.	PUNCT
bracis-28390	22	1	to	to	PART
bracis-28390	22	2	achieve	achieve	VERB
bracis-28390	22	3	that	that	PRON
bracis-28390	22	4	,	,	PUNCT
bracis-28390	22	5	we	we	PRON
bracis-28390	22	6	analyze	analyze	VERB
bracis-28390	22	7	the	the	DET
bracis-28390	22	8	outputs	output	NOUN
bracis-28390	22	9	of	of	ADP
bracis-28390	22	10	two	two	NUM
bracis-28390	22	11	state	state	NOUN
bracis-28390	22	12	of	of	ADP
bracis-28390	22	13	art	art	NOUN
bracis-28390	22	14	models	model	NOUN
bracis-28390	22	15	based	base	VERB
bracis-28390	22	16	on	on	ADP
bracis-28390	22	17	gans	gan	NOUN
bracis-28390	22	18	,	,	PUNCT
bracis-28390	22	19	hrfae	hrfae	NOUN
bracis-28390	22	20	,	,	PUNCT
bracis-28390	22	21	and	and	CCONJ
bracis-28390	22	22	sam	sam	PROPN
bracis-28390	22	23	,	,	PUNCT
bracis-28390	22	24	with	with	ADP
bracis-28390	22	25	two	two	NUM
bracis-28390	22	26	diffusion	diffusion	NOUN
bracis-28390	22	27	models	model	NOUN
bracis-28390	22	28	,	,	PUNCT
bracis-28390	22	29	pix2pix	pix2pix	NOUN
bracis-28390	22	30	-	-	ADJ
bracis-28390	22	31	zero	zero	NUM
bracis-28390	22	32	and	and	CCONJ
bracis-28390	22	33	instruct	instruct	VERB
bracis-28390	22	34	-	-	PUNCT
bracis-28390	22	35	pix2pix	pix2pix	NOUN
bracis-28390	22	36	.	.	PUNCT
bracis-28390	23	1	using	use	VERB
bracis-28390	23	2	the	the	DET
bracis-28390	23	3	following	follow	VERB
bracis-28390	23	4	metrics	metric	NOUN
bracis-28390	23	5	:	:	PUNCT
bracis-28390	23	6	mean	mean	VERB
bracis-28390	23	7	average	average	ADJ
bracis-28390	23	8	error	error	NOUN
bracis-28390	23	9	(	(	PUNCT
bracis-28390	23	10	mae	mae	PROPN
bracis-28390	23	11	)	)	PUNCT
bracis-28390	23	12	of	of	ADP
bracis-28390	23	13	the	the	DET
bracis-28390	23	14	predicted	predict	VERB
bracis-28390	23	15	age	age	NOUN
bracis-28390	23	16	(	(	PUNCT
bracis-28390	23	17	measuring	measure	VERB
bracis-28390	23	18	age	age	NOUN
bracis-28390	23	19	regression	regression	NOUN
bracis-28390	23	20	)	)	PUNCT
bracis-28390	23	21	,	,	PUNCT
bracis-28390	23	22	fréchet	fréchet	VERB
bracis-28390	23	23	inception	inception	ADJ
bracis-28390	23	24	distance	distance	NOUN
bracis-28390	23	25	,	,	PUNCT
bracis-28390	23	26	fid	fid	NOUN
bracis-28390	23	27	(	(	PUNCT
bracis-28390	23	28	checking	check	VERB
bracis-28390	23	29	for	for	ADP
bracis-28390	23	30	image	image	NOUN
bracis-28390	23	31	reality	reality	NOUN
bracis-28390	23	32	)	)	PUNCT
bracis-28390	23	33	,	,	PUNCT
bracis-28390	23	34	and	and	CCONJ
bracis-28390	23	35	the	the	DET
bracis-28390	23	36	cosine	cosine	NOUN
bracis-28390	23	37	similarity	similarity	NOUN
bracis-28390	23	38	of	of	ADP
bracis-28390	23	39	the	the	DET
bracis-28390	23	40	embedding	embedding	NOUN
bracis-28390	23	41	of	of	ADP
bracis-28390	23	42	a	a	DET
bracis-28390	23	43	pre	pre	ADJ
bracis-28390	23	44	-	-	ADJ
bracis-28390	23	45	trained	train	VERB
bracis-28390	23	46	face	face	NOUN
bracis-28390	23	47	recognition	recognition	NOUN
bracis-28390	23	48	network	network	NOUN
bracis-28390	23	49	,	,	PUNCT
bracis-28390	23	50	facenet	facenet	NOUN
bracis-28390	23	51	(	(	PUNCT
bracis-28390	23	52	gauging	gauge	VERB
bracis-28390	23	53	the	the	DET
bracis-28390	23	54	adherence	adherence	NOUN
bracis-28390	23	55	to	to	ADP
bracis-28390	23	56	the	the	DET
bracis-28390	23	57	individual	individual	ADJ
bracis-28390	23	58	characteristics	characteristic	NOUN
bracis-28390	23	59	)	)	PUNCT
bracis-28390	23	60	.	.	PUNCT
bracis-28390	24	1	the	the	DET
bracis-28390	24	2	article	article	NOUN
bracis-28390	24	3	is	be	AUX
bracis-28390	24	4	organized	organize	VERB
bracis-28390	24	5	as	as	SCONJ
bracis-28390	24	6	follows	follow	VERB
bracis-28390	24	7	.	.	PUNCT
bracis-28390	25	1	section	section	NOUN
bracis-28390	25	2	 	 	SPACE
bracis-28390	25	3	2	2	NUM
bracis-28390	25	4	aims	aim	VERB
bracis-28390	25	5	to	to	PART
bracis-28390	25	6	show	show	VERB
bracis-28390	25	7	related	related	ADJ
bracis-28390	25	8	works	work	NOUN
bracis-28390	25	9	that	that	PRON
bracis-28390	25	10	have	have	VERB
bracis-28390	25	11	a	a	DET
bracis-28390	25	12	degree	degree	NOUN
bracis-28390	25	13	of	of	ADP
bracis-28390	25	14	similarity	similarity	NOUN
bracis-28390	25	15	with	with	ADP
bracis-28390	25	16	the	the	DET
bracis-28390	25	17	study	study	NOUN
bracis-28390	25	18	.	.	PUNCT
bracis-28390	26	1	section	section	NOUN
bracis-28390	26	2	 	 	SPACE
bracis-28390	26	3	3	3	NUM
bracis-28390	26	4	presents	present	VERB
bracis-28390	26	5	a	a	DET
bracis-28390	26	6	brief	brief	ADJ
bracis-28390	26	7	review	review	NOUN
bracis-28390	26	8	of	of	ADP
bracis-28390	26	9	gans	gan	NOUN
bracis-28390	26	10	and	and	CCONJ
bracis-28390	26	11	diffusion	diffusion	NOUN
bracis-28390	26	12	models	model	NOUN
bracis-28390	26	13	,	,	PUNCT
bracis-28390	26	14	a	a	DET
bracis-28390	26	15	summary	summary	NOUN
bracis-28390	26	16	of	of	ADP
bracis-28390	26	17	the	the	DET
bracis-28390	26	18	main	main	ADJ
bracis-28390	26	19	aspects	aspect	NOUN
bracis-28390	26	20	of	of	ADP
bracis-28390	26	21	each	each	DET
bracis-28390	26	22	model	model	NOUN
bracis-28390	26	23	used	use	VERB
bracis-28390	26	24	in	in	ADP
bracis-28390	26	25	this	this	DET
bracis-28390	26	26	comparison	comparison	NOUN
bracis-28390	26	27	,	,	PUNCT
bracis-28390	26	28	a	a	DET
bracis-28390	26	29	few	few	ADJ
bracis-28390	26	30	methods	method	NOUN
bracis-28390	26	31	used	use	VERB
bracis-28390	26	32	inside	inside	ADP
bracis-28390	26	33	the	the	DET
bracis-28390	26	34	models	model	NOUN
bracis-28390	26	35	,	,	PUNCT
bracis-28390	26	36	the	the	DET
bracis-28390	26	37	ffhq	ffhq	ADJ
bracis-28390	26	38	aging	age	VERB
bracis-28390	26	39	image	image	NOUN
bracis-28390	26	40	database	database	NOUN
bracis-28390	26	41	,	,	PUNCT
bracis-28390	26	42	and	and	CCONJ
bracis-28390	26	43	evaluation	evaluation	NOUN
bracis-28390	26	44	metrics	metric	NOUN
bracis-28390	26	45	.	.	PUNCT
bracis-28390	27	1	section	section	NOUN
bracis-28390	27	2	 	 	SPACE
bracis-28390	27	3	4	4	NUM
bracis-28390	27	4	details	detail	NOUN
bracis-28390	27	5	the	the	DET
bracis-28390	27	6	methodology	methodology	NOUN
bracis-28390	27	7	used	use	VERB
bracis-28390	27	8	to	to	PART
bracis-28390	27	9	compare	compare	VERB
bracis-28390	27	10	the	the	DET
bracis-28390	27	11	techniques	technique	NOUN
bracis-28390	27	12	.	.	PUNCT
bracis-28390	28	1	section	section	NOUN
bracis-28390	28	2	 	 	SPACE
bracis-28390	28	3	5	5	NUM
bracis-28390	28	4	presents	present	VERB
bracis-28390	28	5	the	the	DET
bracis-28390	28	6	conclusion	conclusion	NOUN
bracis-28390	28	7	.	.	PUNCT
bracis-28390	29	1	2	2	NUM
bracis-28390	29	2	related	related	ADJ
bracis-28390	29	3	work	work	NOUN
bracis-28390	29	4	in	in	ADP
bracis-28390	29	5	the	the	DET
bracis-28390	29	6	literature	literature	NOUN
bracis-28390	29	7	,	,	PUNCT
bracis-28390	29	8	many	many	ADJ
bracis-28390	29	9	works	work	NOUN
bracis-28390	29	10	compare	compare	VERB
bracis-28390	29	11	the	the	DET
bracis-28390	29	12	aging	age	VERB
bracis-28390	29	13	effects	effect	NOUN
bracis-28390	29	14	on	on	ADP
bracis-28390	29	15	human	human	ADJ
bracis-28390	29	16	faces	face	NOUN
bracis-28390	29	17	using	use	VERB
bracis-28390	29	18	generative	generative	ADJ
bracis-28390	29	19	models	model	NOUN
bracis-28390	29	20	,	,	PUNCT
bracis-28390	29	21	in	in	ADP
bracis-28390	29	22	particular	particular	ADJ
bracis-28390	29	23	,	,	PUNCT
bracis-28390	29	24	employing	employ	VERB
bracis-28390	29	25	generative	generative	ADJ
bracis-28390	29	26	adversarial	adversarial	ADJ
bracis-28390	29	27	networks	network	NOUN
bracis-28390	29	28	,	,	PUNCT
bracis-28390	29	29	gans	gan	NOUN
bracis-28390	29	30	,	,	PUNCT
bracis-28390	29	31	and	and	CCONJ
bracis-28390	29	32	a	a	DET
bracis-28390	29	33	fewer	few	ADJ
bracis-28390	29	34	number	number	NOUN
bracis-28390	29	35	applying	apply	VERB
bracis-28390	29	36	diffusion	diffusion	NOUN
bracis-28390	29	37	models	model	NOUN
bracis-28390	29	38	on	on	ADP
bracis-28390	29	39	the	the	DET
bracis-28390	29	40	task	task	NOUN
bracis-28390	29	41	.	.	PUNCT
bracis-28390	30	1	however	however	ADV
bracis-28390	30	2	,	,	PUNCT
bracis-28390	30	3	we	we	PRON
bracis-28390	30	4	could	could	AUX
bracis-28390	30	5	n’t	not	PART
bracis-28390	30	6	find	find	VERB
bracis-28390	30	7	a	a	DET
bracis-28390	30	8	work	work	NOUN
bracis-28390	30	9	that	that	PRON
bracis-28390	30	10	compares	compare	VERB
bracis-28390	30	11	these	these	DET
bracis-28390	30	12	two	two	NUM
bracis-28390	30	13	techniques	technique	NOUN
bracis-28390	30	14	using	use	VERB
bracis-28390	30	15	the	the	DET
bracis-28390	30	16	same	same	ADJ
bracis-28390	30	17	dataset	dataset	NOUN
bracis-28390	30	18	.	.	PUNCT
bracis-28390	31	1	the	the	DET
bracis-28390	31	2	review	review	NOUN
bracis-28390	31	3	[	[	X
bracis-28390	31	4	8	8	NUM
bracis-28390	31	5	]	]	PUNCT
bracis-28390	31	6	presents	present	VERB
bracis-28390	31	7	the	the	DET
bracis-28390	31	8	main	main	ADJ
bracis-28390	31	9	models	model	NOUN
bracis-28390	31	10	that	that	PRON
bracis-28390	31	11	perform	perform	VERB
bracis-28390	31	12	facial	facial	ADJ
bracis-28390	31	13	aging	aging	NOUN
bracis-28390	31	14	using	use	VERB
bracis-28390	31	15	deep	deep	ADJ
bracis-28390	31	16	networks	network	NOUN
bracis-28390	31	17	,	,	PUNCT
bracis-28390	31	18	the	the	DET
bracis-28390	31	19	evolution	evolution	NOUN
bracis-28390	31	20	of	of	ADP
bracis-28390	31	21	the	the	DET
bracis-28390	31	22	number	number	NOUN
bracis-28390	31	23	of	of	ADP
bracis-28390	31	24	publications	publication	NOUN
bracis-28390	31	25	,	,	PUNCT
bracis-28390	31	26	a	a	DET
bracis-28390	31	27	taxonomy	taxonomy	NOUN
bracis-28390	31	28	of	of	ADP
bracis-28390	31	29	existing	exist	VERB
bracis-28390	31	30	techniques	technique	NOUN
bracis-28390	31	31	,	,	PUNCT
bracis-28390	31	32	and	and	CCONJ
bracis-28390	31	33	the	the	DET
bracis-28390	31	34	most	most	ADV
bracis-28390	31	35	important	important	ADJ
bracis-28390	31	36	databases	database	NOUN
bracis-28390	31	37	with	with	ADP
bracis-28390	31	38	faces	face	NOUN
bracis-28390	31	39	and	and	CCONJ
bracis-28390	31	40	proper	proper	ADJ
bracis-28390	31	41	metadata	metadata	NOUN
bracis-28390	31	42	.	.	PUNCT
bracis-28390	32	1	also	also	ADV
bracis-28390	32	2	,	,	PUNCT
bracis-28390	32	3	in	in	ADP
bracis-28390	32	4	the	the	DET
bracis-28390	32	5	review	review	NOUN
bracis-28390	32	6	,	,	PUNCT
bracis-28390	32	7	the	the	DET
bracis-28390	32	8	authors	author	NOUN
bracis-28390	32	9	evaluate	evaluate	VERB
bracis-28390	32	10	three	three	NUM
bracis-28390	32	11	aging	age	VERB
bracis-28390	32	12	models	model	NOUN
bracis-28390	32	13	for	for	ADP
bracis-28390	32	14	high	high	ADJ
bracis-28390	32	15	-	-	PUNCT
bracis-28390	32	16	definition	definition	NOUN
bracis-28390	32	17	images	image	NOUN
bracis-28390	32	18	recently	recently	ADV
bracis-28390	32	19	published	publish	VERB
bracis-28390	32	20	:	:	PUNCT
bracis-28390	32	21	hrfae	hrfae	PROPN
bracis-28390	32	22	[	[	X
bracis-28390	32	23	38	38	NUM
bracis-28390	32	24	]	]	PUNCT
bracis-28390	32	25	,	,	PUNCT
bracis-28390	32	26	life	life	NOUN
bracis-28390	32	27	[	[	X
bracis-28390	32	28	23	23	NUM
bracis-28390	32	29	]	]	PUNCT
bracis-28390	32	30	,	,	PUNCT
bracis-28390	32	31	and	and	CCONJ
bracis-28390	32	32	sam	sam	PROPN
bracis-28390	33	1	[	[	X
bracis-28390	33	2	1	1	NUM
bracis-28390	33	3	]	]	PUNCT
bracis-28390	33	4	.	.	PUNCT
bracis-28390	34	1	in	in	ADP
bracis-28390	34	2	the	the	DET
bracis-28390	34	3	comparison	comparison	NOUN
bracis-28390	34	4	,	,	PUNCT
bracis-28390	34	5	they	they	PRON
bracis-28390	34	6	use	use	VERB
bracis-28390	34	7	external	external	ADJ
bracis-28390	34	8	photos	photo	NOUN
bracis-28390	34	9	of	of	ADP
bracis-28390	34	10	4	4	NUM
bracis-28390	34	11	young	young	ADJ
bracis-28390	34	12	people	people	NOUN
bracis-28390	34	13	,	,	PUNCT
bracis-28390	34	14	between	between	ADP
bracis-28390	34	15	24	24	NUM
bracis-28390	34	16	and	and	CCONJ
bracis-28390	34	17	32	32	NUM
bracis-28390	34	18	years	year	NOUN
bracis-28390	34	19	old	old	ADJ
bracis-28390	34	20	,	,	PUNCT
bracis-28390	34	21	and	and	CCONJ
bracis-28390	34	22	present	present	VERB
bracis-28390	34	23	how	how	SCONJ
bracis-28390	34	24	the	the	DET
bracis-28390	34	25	models	model	NOUN
bracis-28390	34	26	behave	behave	VERB
bracis-28390	34	27	when	when	SCONJ
bracis-28390	34	28	trying	try	VERB
bracis-28390	34	29	to	to	PART
bracis-28390	34	30	age	age	VERB
bracis-28390	34	31	the	the	DET
bracis-28390	34	32	photos	photo	NOUN
bracis-28390	34	33	for	for	ADP
bracis-28390	34	34	three	three	NUM
bracis-28390	34	35	age	age	NOUN
bracis-28390	34	36	groups	group	NOUN
bracis-28390	34	37	:	:	PUNCT
bracis-28390	34	38	65	65	NUM
bracis-28390	34	39	,	,	PUNCT
bracis-28390	34	40	50–69	50–69	NUM
bracis-28390	34	41	,	,	PUNCT
bracis-28390	34	42	and	and	CCONJ
bracis-28390	34	43	60	60	NUM
bracis-28390	34	44	.	.	PUNCT
bracis-28390	34	45	to	to	PART
bracis-28390	34	46	perform	perform	VERB
bracis-28390	34	47	a	a	DET
bracis-28390	34	48	quantitative	quantitative	ADJ
bracis-28390	34	49	analysis	analysis	NOUN
bracis-28390	34	50	,	,	PUNCT
bracis-28390	34	51	the	the	DET
bracis-28390	34	52	authors	author	NOUN
bracis-28390	34	53	estimate	estimate	VERB
bracis-28390	34	54	the	the	DET
bracis-28390	34	55	age	age	NOUN
bracis-28390	34	56	of	of	ADP
bracis-28390	34	57	the	the	DET
bracis-28390	34	58	original	original	ADJ
bracis-28390	34	59	photo	photo	NOUN
bracis-28390	34	60	using	use	VERB
bracis-28390	34	61	a	a	DET
bracis-28390	34	62	pre	pre	ADJ
bracis-28390	34	63	-	-	ADJ
bracis-28390	34	64	trained	train	VERB
bracis-28390	34	65	model	model	NOUN
bracis-28390	34	66	arcface	arcface	NOUN
bracis-28390	34	67	[	[	X
bracis-28390	34	68	4	4	X
bracis-28390	34	69	]	]	PUNCT
bracis-28390	34	70	and	and	CCONJ
bracis-28390	34	71	each	each	DET
bracis-28390	34	72	generated	generate	VERB
bracis-28390	34	73	photo	photo	NOUN
bracis-28390	34	74	.	.	PUNCT
bracis-28390	35	1	in	in	ADP
bracis-28390	35	2	addition	addition	NOUN
bracis-28390	35	3	,	,	PUNCT
bracis-28390	35	4	the	the	DET
bracis-28390	35	5	fid	fid	NOUN
bracis-28390	35	6	metric	metric	NOUN
bracis-28390	35	7	is	be	AUX
bracis-28390	35	8	used	use	VERB
bracis-28390	35	9	to	to	PART
bracis-28390	35	10	quantify	quantify	VERB
bracis-28390	35	11	the	the	DET
bracis-28390	35	12	perception	perception	NOUN
bracis-28390	35	13	of	of	ADP
bracis-28390	35	14	the	the	DET
bracis-28390	35	15	reality	reality	NOUN
bracis-28390	35	16	of	of	ADP
bracis-28390	35	17	the	the	DET
bracis-28390	35	18	images	image	NOUN
bracis-28390	35	19	.	.	PUNCT
bracis-28390	36	1	finally	finally	ADV
bracis-28390	36	2	,	,	PUNCT
bracis-28390	36	3	they	they	PRON
bracis-28390	36	4	measured	measure	VERB
bracis-28390	36	5	the	the	DET
bracis-28390	36	6	cosine	cosine	NOUN
bracis-28390	36	7	distance	distance	NOUN
bracis-28390	36	8	between	between	ADP
bracis-28390	36	9	the	the	DET
bracis-28390	36	10	result	result	NOUN
bracis-28390	36	11	of	of	ADP
bracis-28390	36	12	the	the	DET
bracis-28390	36	13	original	original	ADJ
bracis-28390	36	14	image	image	NOUN
bracis-28390	36	15	and	and	CCONJ
bracis-28390	36	16	the	the	DET
bracis-28390	36	17	aged	aged	ADJ
bracis-28390	36	18	one	one	NUM
bracis-28390	36	19	in	in	ADP
bracis-28390	36	20	the	the	DET
bracis-28390	36	21	last	last	ADJ
bracis-28390	36	22	layer	layer	NOUN
bracis-28390	36	23	of	of	ADP
bracis-28390	36	24	the	the	DET
bracis-28390	36	25	pre	pre	ADJ
bracis-28390	36	26	-	-	ADJ
bracis-28390	36	27	trained	train	VERB
bracis-28390	36	28	network	network	NOUN
bracis-28390	36	29	.	.	PUNCT
bracis-28390	37	1	moreover	moreover	ADV
bracis-28390	37	2	,	,	PUNCT
bracis-28390	37	3	in	in	ADP
bracis-28390	37	4	work	work	NOUN
bracis-28390	37	5	[	[	X
bracis-28390	37	6	17	17	NUM
bracis-28390	37	7	]	]	PUNCT
bracis-28390	37	8	,	,	PUNCT
bracis-28390	37	9	the	the	DET
bracis-28390	37	10	authors	author	NOUN
bracis-28390	37	11	review	review	VERB
bracis-28390	37	12	the	the	DET
bracis-28390	37	13	literature	literature	NOUN
bracis-28390	37	14	and	and	CCONJ
bracis-28390	37	15	compare	compare	VERB
bracis-28390	37	16	four	four	NUM
bracis-28390	37	17	aging	age	VERB
bracis-28390	37	18	models	model	NOUN
bracis-28390	37	19	based	base	VERB
bracis-28390	37	20	on	on	ADP
bracis-28390	37	21	gans	gan	NOUN
bracis-28390	37	22	:	:	PUNCT
bracis-28390	37	23	caae	caae	NOUN
bracis-28390	37	24	[	[	X
bracis-28390	37	25	39	39	NUM
bracis-28390	37	26	]	]	PUNCT
bracis-28390	37	27	,	,	PUNCT
bracis-28390	37	28	ipcgan	ipcgan	PROPN
bracis-28390	38	1	[	[	X
bracis-28390	38	2	35	35	NUM
bracis-28390	38	3	]	]	PUNCT
bracis-28390	38	4	and	and	CCONJ
bracis-28390	38	5	rcriit	rcriit	NOUN
bracis-28390	39	1	[	[	X
bracis-28390	39	2	9	9	NUM
bracis-28390	39	3	]	]	PUNCT
bracis-28390	39	4	.	.	PUNCT
bracis-28390	40	1	in	in	ADP
bracis-28390	40	2	the	the	DET
bracis-28390	40	3	comparison	comparison	NOUN
bracis-28390	40	4	,	,	PUNCT
bracis-28390	40	5	the	the	DET
bracis-28390	40	6	authors	author	NOUN
bracis-28390	40	7	used	use	VERB
bracis-28390	40	8	the	the	DET
bracis-28390	40	9	same	same	ADJ
bracis-28390	40	10	set	set	NOUN
bracis-28390	40	11	of	of	ADP
bracis-28390	40	12	images	image	NOUN
bracis-28390	40	13	from	from	ADP
bracis-28390	40	14	three	three	NUM
bracis-28390	40	15	aging	age	VERB
bracis-28390	40	16	databases	database	NOUN
bracis-28390	40	17	:	:	PUNCT
bracis-28390	40	18	fg	fg	PROPN
bracis-28390	40	19	-	-	ADJ
bracis-28390	40	20	net	net	ADJ
bracis-28390	40	21	,	,	PUNCT
bracis-28390	40	22	utkfaces	utkface	NOUN
bracis-28390	40	23	,	,	PUNCT
bracis-28390	40	24	and	and	CCONJ
bracis-28390	40	25	cacd	cacd	NOUN
bracis-28390	40	26	.	.	PUNCT
bracis-28390	41	1	additionally	additionally	ADV
bracis-28390	41	2	,	,	PUNCT
bracis-28390	41	3	in	in	ADP
bracis-28390	41	4	hrfae	hrfae	NOUN
bracis-28390	41	5	[	[	X
bracis-28390	41	6	38	38	NUM
bracis-28390	41	7	]	]	PUNCT
bracis-28390	41	8	,	,	PUNCT
bracis-28390	41	9	the	the	DET
bracis-28390	41	10	authors	author	NOUN
bracis-28390	41	11	compared	compare	VERB
bracis-28390	41	12	their	their	PRON
bracis-28390	41	13	model	model	NOUN
bracis-28390	41	14	with	with	ADP
bracis-28390	41	15	ipcgan	ipcgan	NOUN
bracis-28390	41	16	[	[	X
bracis-28390	41	17	35	35	NUM
bracis-28390	41	18	]	]	PUNCT
bracis-28390	41	19	and	and	CCONJ
bracis-28390	41	20	s2gan	s2gan	VERB
bracis-28390	41	21	[	[	X
bracis-28390	41	22	37	37	NUM
bracis-28390	41	23	]	]	PUNCT
bracis-28390	41	24	using	use	VERB
bracis-28390	41	25	the	the	DET
bracis-28390	41	26	ffhq	ffhq	ADJ
bracis-28390	41	27	aging	age	VERB
bracis-28390	41	28	database	database	NOUN
bracis-28390	41	29	.	.	PUNCT
bracis-28390	42	1	in	in	ADP
bracis-28390	42	2	sam	sam	PROPN
bracis-28390	43	1	[	[	X
bracis-28390	43	2	1	1	NUM
bracis-28390	43	3	]	]	PUNCT
bracis-28390	43	4	,	,	PUNCT
bracis-28390	43	5	the	the	DET
bracis-28390	43	6	authors	author	NOUN
bracis-28390	43	7	compare	compare	VERB
bracis-28390	43	8	their	their	PRON
bracis-28390	43	9	model	model	NOUN
bracis-28390	43	10	with	with	ADP
bracis-28390	43	11	life	life	NOUN
bracis-28390	43	12	[	[	X
bracis-28390	43	13	23	23	NUM
bracis-28390	43	14	]	]	PUNCT
bracis-28390	43	15	and	and	CCONJ
bracis-28390	43	16	hrfae	hrfae	VERB
bracis-28390	43	17	[	[	X
bracis-28390	43	18	38	38	NUM
bracis-28390	43	19	]	]	PUNCT
bracis-28390	43	20	,	,	PUNCT
bracis-28390	43	21	stating	state	VERB
bracis-28390	43	22	that	that	SCONJ
bracis-28390	43	23	at	at	ADP
bracis-28390	43	24	the	the	DET
bracis-28390	43	25	time	time	NOUN
bracis-28390	43	26	of	of	ADP
bracis-28390	43	27	publication	publication	NOUN
bracis-28390	43	28	,	,	PUNCT
bracis-28390	43	29	they	they	PRON
bracis-28390	43	30	were	be	AUX
bracis-28390	43	31	considered	consider	VERB
bracis-28390	43	32	state	state	NOUN
bracis-28390	43	33	-	-	PUNCT
bracis-28390	43	34	of	of	ADP
bracis-28390	43	35	-	-	PUNCT
bracis-28390	43	36	the	the	DET
bracis-28390	43	37	-	-	PUNCT
bracis-28390	43	38	art	art	NOUN
bracis-28390	43	39	works	work	NOUN
bracis-28390	43	40	.	.	PUNCT
bracis-28390	44	1	the	the	DET
bracis-28390	44	2	database	database	NOUN
bracis-28390	44	3	used	use	VERB
bracis-28390	44	4	to	to	PART
bracis-28390	44	5	evaluate	evaluate	VERB
bracis-28390	44	6	the	the	DET
bracis-28390	44	7	results	result	NOUN
bracis-28390	44	8	is	be	AUX
bracis-28390	44	9	celeba	celeba	PROPN
bracis-28390	44	10	-	-	PUNCT
bracis-28390	44	11	hq	hq	PROPN
bracis-28390	44	12	,	,	PUNCT
bracis-28390	44	13	as	as	SCONJ
bracis-28390	44	14	it	it	PRON
bracis-28390	44	15	contains	contain	VERB
bracis-28390	44	16	celebrities	celebrity	NOUN
bracis-28390	44	17	’	'	PUNCT
bracis-28390	44	18	faces	face	NOUN
bracis-28390	44	19	and	and	CCONJ
bracis-28390	44	20	ages	age	NOUN
bracis-28390	44	21	.	.	PUNCT
bracis-28390	45	1	as	as	SCONJ
bracis-28390	45	2	in	in	ADP
bracis-28390	45	3	[	[	X
bracis-28390	45	4	8	8	NUM
bracis-28390	45	5	]	]	PUNCT
bracis-28390	45	6	,	,	PUNCT
bracis-28390	45	7	the	the	DET
bracis-28390	45	8	authors	author	NOUN
bracis-28390	45	9	used	use	VERB
bracis-28390	45	10	arcface	arcface	NOUN
bracis-28390	45	11	to	to	PART
bracis-28390	45	12	calculate	calculate	VERB
bracis-28390	45	13	the	the	DET
bracis-28390	45	14	cosine	cosine	NOUN
bracis-28390	45	15	similarity	similarity	NOUN
bracis-28390	45	16	of	of	ADP
bracis-28390	45	17	each	each	DET
bracis-28390	45	18	pair	pair	NOUN
bracis-28390	45	19	of	of	ADP
bracis-28390	45	20	images	image	NOUN
bracis-28390	45	21	.	.	PUNCT
bracis-28390	46	1	the	the	DET
bracis-28390	46	2	study	study	NOUN
bracis-28390	46	3	also	also	ADV
bracis-28390	46	4	presents	present	VERB
bracis-28390	46	5	a	a	DET
bracis-28390	46	6	qualitative	qualitative	ADJ
bracis-28390	46	7	analysis	analysis	NOUN
bracis-28390	46	8	of	of	ADP
bracis-28390	46	9	the	the	DET
bracis-28390	46	10	images	image	NOUN
bracis-28390	46	11	generated	generate	VERB
bracis-28390	46	12	for	for	ADP
bracis-28390	46	13	each	each	DET
bracis-28390	46	14	work	work	NOUN
bracis-28390	46	15	.	.	PUNCT
bracis-28390	47	1	in	in	ADP
bracis-28390	47	2	their	their	PRON
bracis-28390	47	3	analysis	analysis	NOUN
bracis-28390	47	4	,	,	PUNCT
bracis-28390	47	5	the	the	DET
bracis-28390	47	6	authors	author	NOUN
bracis-28390	47	7	generated	generate	VERB
bracis-28390	47	8	80	80	NUM
bracis-28390	47	9	images	image	NOUN
bracis-28390	47	10	and	and	CCONJ
bracis-28390	47	11	chose	choose	VERB
bracis-28390	47	12	the	the	DET
bracis-28390	47	13	image	image	NOUN
bracis-28390	47	14	in	in	ADP
bracis-28390	47	15	which	which	PRON
bracis-28390	47	16	the	the	DET
bracis-28390	47	17	arcface	arcface	NOUN
bracis-28390	47	18	model	model	NOUN
bracis-28390	47	19	had	have	VERB
bracis-28390	47	20	the	the	DET
bracis-28390	47	21	closest	close	ADJ
bracis-28390	47	22	prediction	prediction	NOUN
bracis-28390	47	23	of	of	ADP
bracis-28390	47	24	the	the	DET
bracis-28390	47	25	desired	desire	VERB
bracis-28390	47	26	one	one	NUM
bracis-28390	47	27	.	.	PUNCT
bracis-28390	48	1	the	the	DET
bracis-28390	48	2	sam	sam	PROPN
bracis-28390	48	3	and	and	CCONJ
bracis-28390	48	4	hrfae	hrfae	NOUN
bracis-28390	48	5	models	model	NOUN
bracis-28390	48	6	can	can	AUX
bracis-28390	48	7	generate	generate	VERB
bracis-28390	48	8	faces	face	NOUN
bracis-28390	48	9	for	for	ADP
bracis-28390	48	10	a	a	DET
bracis-28390	48	11	predefined	predefine	VERB
bracis-28390	48	12	age	age	NOUN
bracis-28390	48	13	.	.	PUNCT
bracis-28390	49	1	however	however	ADV
bracis-28390	49	2	,	,	PUNCT
bracis-28390	49	3	for	for	ADP
bracis-28390	49	4	comparison	comparison	NOUN
bracis-28390	49	5	purposes	purpose	NOUN
bracis-28390	49	6	,	,	PUNCT
bracis-28390	49	7	the	the	DET
bracis-28390	49	8	same	same	ADJ
bracis-28390	49	9	protocol	protocol	NOUN
bracis-28390	49	10	was	be	AUX
bracis-28390	49	11	used	use	VERB
bracis-28390	49	12	.	.	PUNCT
bracis-28390	50	1	finally	finally	ADV
bracis-28390	50	2	,	,	PUNCT
bracis-28390	50	3	the	the	DET
bracis-28390	50	4	authors	author	NOUN
bracis-28390	50	5	used	use	VERB
bracis-28390	50	6	the	the	DET
bracis-28390	50	7	arcface	arcface	NOUN
bracis-28390	50	8	model	model	NOUN
bracis-28390	50	9	during	during	ADP
bracis-28390	50	10	training	training	NOUN
bracis-28390	50	11	and	and	CCONJ
bracis-28390	50	12	employed	employ	VERB
bracis-28390	50	13	the	the	DET
bracis-28390	50	14	microsoft	microsoft	PROPN
bracis-28390	50	15	azure	azure	PROPN
bracis-28390	50	16	face	face	VERB
bracis-28390	50	17	api	api	NOUN
bracis-28390	50	18	to	to	PART
bracis-28390	50	19	access	access	VERB
bracis-28390	50	20	identity	identity	NOUN
bracis-28390	50	21	maintenance	maintenance	NOUN
bracis-28390	50	22	.	.	PUNCT
bracis-28390	51	1	a	a	DET
bracis-28390	51	2	survey	survey	NOUN
bracis-28390	51	3	was	be	AUX
bracis-28390	51	4	also	also	ADV
bracis-28390	51	5	carried	carry	VERB
bracis-28390	51	6	out	out	ADP
bracis-28390	51	7	in	in	ADP
bracis-28390	51	8	which	which	PRON
bracis-28390	51	9	humans	human	NOUN
bracis-28390	51	10	evaluated	evaluate	VERB
bracis-28390	51	11	photos	photo	NOUN
bracis-28390	51	12	of	of	ADP
bracis-28390	51	13	the	the	DET
bracis-28390	51	14	same	same	ADJ
bracis-28390	51	15	individual	individual	NOUN
bracis-28390	51	16	and	and	CCONJ
bracis-28390	51	17	answered	answer	VERB
bracis-28390	51	18	which	which	DET
bracis-28390	51	19	images	image	NOUN
bracis-28390	51	20	they	they	PRON
bracis-28390	51	21	preferred	prefer	VERB
bracis-28390	51	22	,	,	PUNCT
bracis-28390	51	23	using	use	VERB
bracis-28390	51	24	the	the	DET
bracis-28390	51	25	desired	desire	VERB
bracis-28390	51	26	age	age	NOUN
bracis-28390	51	27	and	and	CCONJ
bracis-28390	51	28	the	the	DET
bracis-28390	51	29	quality	quality	NOUN
bracis-28390	51	30	of	of	ADP
bracis-28390	51	31	the	the	DET
bracis-28390	51	32	generated	generate	VERB
bracis-28390	51	33	image	image	NOUN
bracis-28390	51	34	as	as	ADP
bracis-28390	51	35	metrics	metric	NOUN
bracis-28390	51	36	.	.	PUNCT
bracis-28390	52	1	3	3	NUM
bracis-28390	52	2	material	material	NOUN
bracis-28390	52	3	and	and	CCONJ
bracis-28390	52	4	 	 	SPACE
bracis-28390	52	5	methods	method	NOUN
bracis-28390	52	6	3.1	3.1	NUM
bracis-28390	52	7	generative	generative	ADJ
bracis-28390	52	8	adversarial	adversarial	ADJ
bracis-28390	52	9	networks	network	NOUN
bracis-28390	52	10	generative	generative	VERB
bracis-28390	52	11	adversarial	adversarial	ADJ
bracis-28390	52	12	networks	network	NOUN
bracis-28390	52	13	,	,	PUNCT
bracis-28390	52	14	gans	gan	NOUN
bracis-28390	52	15	[	[	X
bracis-28390	52	16	7	7	NUM
bracis-28390	52	17	]	]	PUNCT
bracis-28390	52	18	,	,	PUNCT
bracis-28390	52	19	are	be	AUX
bracis-28390	52	20	composed	compose	VERB
bracis-28390	52	21	of	of	ADP
bracis-28390	52	22	two	two	NUM
bracis-28390	52	23	neural	neural	ADJ
bracis-28390	52	24	networks	network	NOUN
bracis-28390	52	25	:	:	PUNCT
bracis-28390	52	26	the	the	DET
bracis-28390	52	27	generator	generator	NOUN
bracis-28390	52	28	,	,	PUNCT
bracis-28390	52	29	which	which	PRON
bracis-28390	52	30	is	be	AUX
bracis-28390	52	31	a	a	DET
bracis-28390	52	32	network	network	NOUN
bracis-28390	52	33	to	to	PART
bracis-28390	52	34	generate	generate	VERB
bracis-28390	52	35	examples	example	NOUN
bracis-28390	52	36	close	close	ADJ
bracis-28390	52	37	to	to	ADP
bracis-28390	52	38	real	real	ADJ
bracis-28390	52	39	data	datum	NOUN
bracis-28390	52	40	by	by	ADP
bracis-28390	52	41	learning	learn	VERB
bracis-28390	52	42	the	the	DET
bracis-28390	52	43	distribution	distribution	NOUN
bracis-28390	52	44	of	of	ADP
bracis-28390	52	45	the	the	DET
bracis-28390	52	46	training	training	NOUN
bracis-28390	52	47	data	datum	NOUN
bracis-28390	52	48	,	,	PUNCT
bracis-28390	52	49	and	and	CCONJ
bracis-28390	52	50	the	the	DET
bracis-28390	52	51	discriminator	discriminator	NOUN
bracis-28390	52	52	,	,	PUNCT
bracis-28390	52	53	a	a	DET
bracis-28390	52	54	classification	classification	NOUN
bracis-28390	52	55	network	network	NOUN
bracis-28390	52	56	that	that	PRON
bracis-28390	52	57	aims	aim	VERB
bracis-28390	52	58	to	to	PART
bracis-28390	52	59	separate	separate	VERB
bracis-28390	52	60	the	the	DET
bracis-28390	52	61	generated	generate	VERB
bracis-28390	52	62	data	datum	NOUN
bracis-28390	52	63	from	from	ADP
bracis-28390	52	64	the	the	DET
bracis-28390	52	65	real	real	ADJ
bracis-28390	52	66	ones	one	NOUN
bracis-28390	52	67	.	.	PUNCT
bracis-28390	53	1	these	these	DET
bracis-28390	53	2	two	two	NUM
bracis-28390	53	3	networks	network	NOUN
bracis-28390	53	4	compete	compete	VERB
bracis-28390	53	5	with	with	ADP
bracis-28390	53	6	each	each	DET
bracis-28390	53	7	other	other	ADJ
bracis-28390	53	8	during	during	ADP
bracis-28390	53	9	the	the	DET
bracis-28390	53	10	training	training	NOUN
bracis-28390	53	11	stage	stage	NOUN
bracis-28390	53	12	,	,	PUNCT
bracis-28390	53	13	and	and	CCONJ
bracis-28390	53	14	the	the	DET
bracis-28390	53	15	generator	generator	NOUN
bracis-28390	53	16	tries	try	VERB
bracis-28390	53	17	to	to	PART
bracis-28390	53	18	produce	produce	VERB
bracis-28390	53	19	examples	example	NOUN
bracis-28390	53	20	so	so	ADV
bracis-28390	53	21	close	close	ADJ
bracis-28390	53	22	to	to	ADP
bracis-28390	53	23	the	the	DET
bracis-28390	53	24	real	real	ADJ
bracis-28390	53	25	ones	one	NOUN
bracis-28390	53	26	as	as	SCONJ
bracis-28390	53	27	to	to	PART
bracis-28390	53	28	deceive	deceive	VERB
bracis-28390	53	29	the	the	DET
bracis-28390	53	30	discriminator	discriminator	NOUN
bracis-28390	53	31	,	,	PUNCT
bracis-28390	53	32	which	which	PRON
bracis-28390	53	33	tries	try	VERB
bracis-28390	53	34	to	to	PART
bracis-28390	53	35	improve	improve	VERB
bracis-28390	53	36	the	the	DET
bracis-28390	53	37	detection	detection	NOUN
bracis-28390	53	38	of	of	ADP
bracis-28390	53	39	the	the	DET
bracis-28390	53	40	generated	generate	VERB
bracis-28390	53	41	images	image	NOUN
bracis-28390	53	42	.	.	PUNCT
bracis-28390	54	1	over	over	ADP
bracis-28390	54	2	time	time	NOUN
bracis-28390	54	3	architecture	architecture	NOUN
bracis-28390	54	4	improvements	improvement	NOUN
bracis-28390	54	5	have	have	AUX
bracis-28390	54	6	been	be	AUX
bracis-28390	54	7	introduced	introduce	VERB
bracis-28390	54	8	to	to	PART
bracis-28390	54	9	improve	improve	VERB
bracis-28390	54	10	the	the	DET
bracis-28390	54	11	image	image	NOUN
bracis-28390	54	12	quality	quality	NOUN
bracis-28390	54	13	and	and	CCONJ
bracis-28390	54	14	mitigate	mitigate	VERB
bracis-28390	54	15	training	training	NOUN
bracis-28390	54	16	problems	problem	NOUN
bracis-28390	54	17	.	.	PUNCT
bracis-28390	55	1	hrfae	hrfae	PROPN
bracis-28390	55	2	.	.	PUNCT
bracis-28390	56	1	in	in	ADP
bracis-28390	56	2	high	high	ADJ
bracis-28390	56	3	-	-	PUNCT
bracis-28390	56	4	resolution	resolution	NOUN
bracis-28390	56	5	face	face	NOUN
bracis-28390	56	6	age	age	NOUN
bracis-28390	56	7	editing	editing	NOUN
bracis-28390	56	8	,	,	PUNCT
bracis-28390	56	9	hrfae	hrfae	VERB
bracis-28390	57	1	[	[	X
bracis-28390	57	2	38	38	NUM
bracis-28390	57	3	]	]	PUNCT
bracis-28390	57	4	,	,	PUNCT
bracis-28390	57	5	the	the	DET
bracis-28390	57	6	authors	author	NOUN
bracis-28390	57	7	used	use	VERB
bracis-28390	57	8	an	an	DET
bracis-28390	57	9	encoder	encoder	NOUN
bracis-28390	57	10	-	-	PUNCT
bracis-28390	57	11	decoder	decoder	NOUN
bracis-28390	57	12	architecture	architecture	NOUN
bracis-28390	57	13	to	to	PART
bracis-28390	57	14	perform	perform	VERB
bracis-28390	57	15	age	age	NOUN
bracis-28390	57	16	editing	editing	NOUN
bracis-28390	57	17	of	of	ADP
bracis-28390	57	18	photos	photo	NOUN
bracis-28390	57	19	in	in	ADP
bracis-28390	57	20	high	high	ADJ
bracis-28390	57	21	resolution	resolution	NOUN
bracis-28390	57	22	(	(	PUNCT
bracis-28390	57	23	1024\(\,\times	1024\(\,\times	NUM
bracis-28390	57	24	\,\)1024	\,\)1024	NUM
bracis-28390	57	25	)	)	PUNCT
bracis-28390	57	26	.	.	PUNCT
bracis-28390	58	1	the	the	DET
bracis-28390	58	2	g	g	PROPN
bracis-28390	58	3	generator	generator	NOUN
bracis-28390	58	4	consists	consist	VERB
bracis-28390	58	5	of	of	ADP
bracis-28390	58	6	an	an	DET
bracis-28390	58	7	e	e	NOUN
bracis-28390	58	8	encoder	encoder	NOUN
bracis-28390	58	9	and	and	CCONJ
bracis-28390	58	10	a	a	DET
bracis-28390	58	11	d	d	NOUN
bracis-28390	58	12	decoder	decoder	NOUN
bracis-28390	58	13	.	.	PUNCT
bracis-28390	59	1	the	the	DET
bracis-28390	59	2	model	model	NOUN
bracis-28390	59	3	receives	receive	VERB
bracis-28390	59	4	the	the	DET
bracis-28390	59	5	input	input	NOUN
bracis-28390	59	6	image	image	NOUN
bracis-28390	59	7	\(x_0\	\(x_0\	PROPN
bracis-28390	59	8	)	)	PUNCT
bracis-28390	59	9	,	,	PUNCT
bracis-28390	59	10	which	which	PRON
bracis-28390	59	11	passes	pass	VERB
bracis-28390	59	12	through	through	ADP
bracis-28390	59	13	the	the	DET
bracis-28390	59	14	encoder	encoder	NOUN
bracis-28390	59	15	generating	generate	VERB
bracis-28390	59	16	two	two	NUM
bracis-28390	59	17	copies	copy	NOUN
bracis-28390	59	18	of	of	ADP
bracis-28390	59	19	a	a	DET
bracis-28390	59	20	latent	latent	NOUN
bracis-28390	59	21	vector	vector	NOUN
bracis-28390	59	22	\(e(x_0)\	\(e(x_0)\	PROPN
bracis-28390	59	23	)	)	PUNCT
bracis-28390	59	24	.	.	PUNCT
bracis-28390	60	1	the	the	DET
bracis-28390	60	2	pre	pre	ADJ
bracis-28390	60	3	-	-	ADJ
bracis-28390	60	4	trained	train	VERB
bracis-28390	60	5	dex	dex	NOUN
bracis-28390	60	6	age	age	NOUN
bracis-28390	60	7	estimator	estimator	NOUN
bracis-28390	60	8	[	[	X
bracis-28390	60	9	29	29	NUM
bracis-28390	60	10	]	]	PUNCT
bracis-28390	60	11	is	be	AUX
bracis-28390	60	12	used	use	VERB
bracis-28390	60	13	to	to	PART
bracis-28390	60	14	determine	determine	VERB
bracis-28390	60	15	the	the	DET
bracis-28390	60	16	age	age	NOUN
bracis-28390	60	17	of	of	ADP
bracis-28390	60	18	the	the	DET
bracis-28390	60	19	input	input	NOUN
bracis-28390	60	20	image	image	NOUN
bracis-28390	60	21	\(\alpha	\(\alpha	VERB
bracis-28390	60	22	_	_	NOUN
bracis-28390	60	23	0\	0\	NUM
bracis-28390	60	24	)	)	PUNCT
bracis-28390	60	25	.	.	PUNCT
bracis-28390	61	1	this	this	DET
bracis-28390	61	2	age	age	NOUN
bracis-28390	61	3	will	will	AUX
bracis-28390	61	4	be	be	AUX
bracis-28390	61	5	encoded	encode	VERB
bracis-28390	61	6	through	through	ADP
bracis-28390	61	7	a	a	DET
bracis-28390	61	8	binary	binary	ADJ
bracis-28390	61	9	encoding	encoding	NOUN
bracis-28390	61	10	module	module	NOUN
bracis-28390	61	11	with	with	ADP
bracis-28390	61	12	a	a	DET
bracis-28390	61	13	sigmoid	sigmoid	NOUN
bracis-28390	61	14	activation	activation	NOUN
bracis-28390	61	15	function	function	NOUN
bracis-28390	61	16	.	.	PUNCT
bracis-28390	62	1	its	its	PRON
bracis-28390	62	2	decoder	decoder	NOUN
bracis-28390	62	3	d	d	NOUN
bracis-28390	62	4	has	have	VERB
bracis-28390	62	5	two	two	NUM
bracis-28390	62	6	tasks	task	NOUN
bracis-28390	62	7	:	:	PUNCT
bracis-28390	62	8	it	it	PRON
bracis-28390	62	9	receives	receive	VERB
bracis-28390	62	10	the	the	DET
bracis-28390	62	11	latent	latent	NOUN
bracis-28390	62	12	vector	vector	NOUN
bracis-28390	62	13	e(z	e(z	PROPN
bracis-28390	62	14	)	)	PUNCT
bracis-28390	62	15	and	and	CCONJ
bracis-28390	62	16	produces	produce	VERB
bracis-28390	62	17	an	an	DET
bracis-28390	62	18	image	image	NOUN
bracis-28390	62	19	as	as	ADV
bracis-28390	62	20	similar	similar	ADJ
bracis-28390	62	21	as	as	ADP
bracis-28390	62	22	possible	possible	ADJ
bracis-28390	62	23	to	to	ADP
bracis-28390	62	24	the	the	DET
bracis-28390	62	25	input	input	NOUN
bracis-28390	62	26	image	image	NOUN
bracis-28390	62	27	\(g(x_0	\(g(x_0	NOUN
bracis-28390	62	28	,	,	PUNCT
bracis-28390	62	29	\alpha	\alpha	PUNCT
bracis-28390	62	30	_	_	NOUN
bracis-28390	62	31	0)\	0)\	NUM
bracis-28390	62	32	)	)	PUNCT
bracis-28390	62	33	,	,	PUNCT
bracis-28390	62	34	and	and	CCONJ
bracis-28390	62	35	also	also	ADV
bracis-28390	62	36	makes	make	VERB
bracis-28390	62	37	the	the	DET
bracis-28390	62	38	aged	aged	ADJ
bracis-28390	62	39	image	image	NOUN
bracis-28390	62	40	\	\	NOUN
bracis-28390	62	41	(	(	PUNCT
bracis-28390	62	42	g(x_0	g(x_0	PROPN
bracis-28390	62	43	,	,	PUNCT
bracis-28390	62	44	\alpha	\alpha	ADJ
bracis-28390	62	45	_	_	NOUN
bracis-28390	62	46	1)\	1)\	NUM
bracis-28390	62	47	)	)	PUNCT
bracis-28390	62	48	realistic	realistic	ADJ
bracis-28390	62	49	and	and	CCONJ
bracis-28390	62	50	close	close	ADJ
bracis-28390	62	51	to	to	ADP
bracis-28390	62	52	the	the	DET
bracis-28390	62	53	desired	desire	VERB
bracis-28390	62	54	age	age	NOUN
bracis-28390	62	55	.	.	PUNCT
bracis-28390	63	1	to	to	PART
bracis-28390	63	2	achieve	achieve	VERB
bracis-28390	63	3	this	this	DET
bracis-28390	63	4	goal	goal	NOUN
bracis-28390	63	5	,	,	PUNCT
bracis-28390	63	6	its	its	PRON
bracis-28390	63	7	cost	cost	NOUN
bracis-28390	63	8	function	function	NOUN
bracis-28390	63	9	has	have	VERB
bracis-28390	63	10	three	three	NUM
bracis-28390	63	11	components	component	NOUN
bracis-28390	63	12	,	,	PUNCT
bracis-28390	63	13	as	as	SCONJ
bracis-28390	63	14	shown	show	VERB
bracis-28390	63	15	in	in	ADP
bracis-28390	63	16	eq	eq	PROPN
bracis-28390	63	17	.	.	PUNCT
bracis-28390	63	18	 	 	SPACE
bracis-28390	64	1	1	1	NUM
bracis-28390	64	2	:	:	SYM
bracis-28390	64	3	1	1	NUM
bracis-28390	64	4	.	.	X
bracis-28390	64	5	adversarial	adversarial	ADJ
bracis-28390	64	6	loss	loss	NOUN
bracis-28390	64	7	(	(	PUNCT
bracis-28390	64	8	\(l_{gan}\	\(l_{gan}\	PROPN
bracis-28390	64	9	)	)	PUNCT
bracis-28390	64	10	)	)	PUNCT
bracis-28390	64	11	uses	use	VERB
bracis-28390	64	12	patchgan	patchgan	NOUN
bracis-28390	64	13	[	[	X
bracis-28390	64	14	15	15	NUM
bracis-28390	64	15	]	]	PUNCT
bracis-28390	64	16	with	with	ADP
bracis-28390	64	17	the	the	DET
bracis-28390	64	18	objective	objective	ADJ
bracis-28390	64	19	function	function	NOUN
bracis-28390	64	20	of	of	ADP
bracis-28390	64	21	lsgan	lsgan	NOUN
bracis-28390	64	22	[	[	X
bracis-28390	64	23	21	21	NUM
bracis-28390	64	24	]	]	PUNCT
bracis-28390	64	25	.	.	PUNCT
bracis-28390	65	1	2	2	X
bracis-28390	65	2	.	.	X
bracis-28390	65	3	age	age	NOUN
bracis-28390	65	4	classification	classification	NOUN
bracis-28390	65	5	loss	loss	NOUN
bracis-28390	65	6	(	(	PUNCT
bracis-28390	65	7	\(l_{class}\	\(l_{class}\	PROPN
bracis-28390	65	8	)	)	PUNCT
bracis-28390	65	9	)	)	PUNCT
bracis-28390	65	10	in	in	ADP
bracis-28390	65	11	which	which	PRON
bracis-28390	65	12	the	the	DET
bracis-28390	65	13	pre	pre	ADJ
bracis-28390	65	14	-	-	ADJ
bracis-28390	65	15	trained	train	VERB
bracis-28390	65	16	dex	dex	NOUN
bracis-28390	65	17	model	model	NOUN
bracis-28390	65	18	is	be	AUX
bracis-28390	65	19	used	use	VERB
bracis-28390	65	20	to	to	PART
bracis-28390	65	21	estimate	estimate	VERB
bracis-28390	65	22	the	the	DET
bracis-28390	65	23	age	age	NOUN
bracis-28390	65	24	obtained	obtain	VERB
bracis-28390	65	25	with	with	ADP
bracis-28390	65	26	a	a	DET
bracis-28390	65	27	categorical	categorical	ADJ
bracis-28390	65	28	cross	cross	ADJ
bracis-28390	65	29	-	-	ADJ
bracis-28390	65	30	entropy	entropy	ADJ
bracis-28390	65	31	loss	loss	NOUN
bracis-28390	65	32	function	function	NOUN
bracis-28390	65	33	.	.	PUNCT
bracis-28390	66	1	3	3	X
bracis-28390	66	2	.	.	X
bracis-28390	66	3	reconstruction	reconstruction	NOUN
bracis-28390	66	4	loss	loss	NOUN
bracis-28390	66	5	(	(	PUNCT
bracis-28390	66	6	\(l_{recon}\	\(l_{recon}\	NOUN
bracis-28390	66	7	)	)	PUNCT
bracis-28390	66	8	)	)	PUNCT
bracis-28390	66	9	monitors	monitor	VERB
bracis-28390	66	10	the	the	DET
bracis-28390	66	11	model	model	NOUN
bracis-28390	66	12	’s	’s	PART
bracis-28390	66	13	ability	ability	NOUN
bracis-28390	66	14	to	to	PART
bracis-28390	66	15	reconstruct	reconstruct	VERB
bracis-28390	66	16	the	the	DET
bracis-28390	66	17	original	original	ADJ
bracis-28390	66	18	image	image	NOUN
bracis-28390	66	19	at	at	ADP
bracis-28390	66	20	the	the	DET
bracis-28390	66	21	initial	initial	ADJ
bracis-28390	66	22	age	age	NOUN
bracis-28390	66	23	.	.	PUNCT
bracis-28390	67	1	\(l_{recon	\(l_{recon	PUNCT
bracis-28390	67	2	}	}	PUNCT
bracis-28390	67	3	=	=	SYM
bracis-28390	67	4	\vert	\vert	PROPN
bracis-28390	67	5	g(x_0	g(x_0	PROPN
bracis-28390	67	6	,	,	PUNCT
bracis-28390	67	7	\alpha	\alpha	ADJ
bracis-28390	67	8	_	_	NOUN
bracis-28390	67	9	0)-x_0	0)-x_0	NOUN
bracis-28390	67	10	)	)	PUNCT
bracis-28390	67	11	\vert	\vert	PROPN
bracis-28390	68	1	_	_	NOUN
bracis-28390	68	2	1\	1\	NUM
bracis-28390	68	3	)	)	PUNCT
bracis-28390	68	4	$	$	SYM
bracis-28390	68	5	$	$	SYM
bracis-28390	68	6	\begin{aligned	\begin{aligne	VERB
bracis-28390	68	7	}	}	PUNCT
bracis-28390	68	8	\lambda	\lambda	PROPN
bracis-28390	68	9	=	=	PUNCT
bracis-28390	68	10	\lambda	\lambda	PROPN
bracis-28390	68	11	_	_	PUNCT
bracis-28390	68	12	{	{	PUNCT
bracis-28390	68	13	recon	recon	NOUN
bracis-28390	68	14	}	}	PUNCT
bracis-28390	68	15	l_{recon	l_{recon	NOUN
bracis-28390	68	16	}	}	PUNCT
bracis-28390	69	1	+	+	CCONJ
bracis-28390	69	2	\lambda	\lambda	PROPN
bracis-28390	69	3	_	_	PUNCT
bracis-28390	69	4	{	{	PUNCT
bracis-28390	69	5	class	class	NOUN
bracis-28390	69	6	}	}	PUNCT
bracis-28390	69	7	l_{class	l_{class	NOUN
bracis-28390	69	8	}	}	PUNCT
bracis-28390	69	9	+	+	CCONJ
bracis-28390	69	10	l_{gan	l_{gan	ADJ
bracis-28390	69	11	}	}	PUNCT
bracis-28390	69	12	,	,	PUNCT
bracis-28390	69	13	\end{aligned}$$	\end{aligned}$$	X
bracis-28390	69	14	(	(	PUNCT
bracis-28390	69	15	1	1	NUM
bracis-28390	69	16	)	)	PUNCT
bracis-28390	69	17	where	where	SCONJ
bracis-28390	69	18	\(\lambda	\(\lambda	PRON
bracis-28390	69	19	_	_	PUNCT
bracis-28390	69	20	{	{	PUNCT
bracis-28390	69	21	recon}\	recon}\	PROPN
bracis-28390	69	22	)	)	PUNCT
bracis-28390	69	23	and	and	CCONJ
bracis-28390	69	24	\(\lambda	\(\lambda	NOUN
bracis-28390	69	25	_	_	PRON
bracis-28390	69	26	{	{	PUNCT
bracis-28390	69	27	class}\	class}\	NOUN
bracis-28390	69	28	)	)	PUNCT
bracis-28390	69	29	are	be	AUX
bracis-28390	69	30	hyper	hyper	ADJ
bracis-28390	69	31	-	-	NOUN
bracis-28390	69	32	parameters	parameter	NOUN
bracis-28390	69	33	that	that	PRON
bracis-28390	69	34	weigh	weigh	VERB
bracis-28390	69	35	between	between	ADP
bracis-28390	69	36	maintaining	maintain	VERB
bracis-28390	69	37	the	the	DET
bracis-28390	69	38	identity	identity	NOUN
bracis-28390	69	39	(	(	PUNCT
bracis-28390	69	40	reconstruction	reconstruction	NOUN
bracis-28390	69	41	of	of	ADP
bracis-28390	69	42	the	the	DET
bracis-28390	69	43	original	original	ADJ
bracis-28390	69	44	image	image	NOUN
bracis-28390	69	45	at	at	ADP
bracis-28390	69	46	the	the	DET
bracis-28390	69	47	initial	initial	ADJ
bracis-28390	69	48	age	age	NOUN
bracis-28390	69	49	)	)	PUNCT
bracis-28390	69	50	and	and	CCONJ
bracis-28390	69	51	the	the	DET
bracis-28390	69	52	aging	age	VERB
bracis-28390	69	53	effect	effect	NOUN
bracis-28390	69	54	(	(	PUNCT
bracis-28390	69	55	classification	classification	NOUN
bracis-28390	69	56	at	at	ADP
bracis-28390	69	57	the	the	DET
bracis-28390	69	58	correct	correct	ADJ
bracis-28390	69	59	age	age	NOUN
bracis-28390	69	60	)	)	PUNCT
bracis-28390	69	61	.	.	PUNCT
bracis-28390	70	1	in	in	ADP
bracis-28390	70	2	training	training	NOUN
bracis-28390	70	3	performed	perform	VERB
bracis-28390	70	4	by	by	ADP
bracis-28390	70	5	the	the	DET
bracis-28390	70	6	authors	author	NOUN
bracis-28390	70	7	,	,	PUNCT
bracis-28390	70	8	they	they	PRON
bracis-28390	70	9	used	use	VERB
bracis-28390	70	10	the	the	DET
bracis-28390	70	11	flickr	flickr	PROPN
bracis-28390	70	12	-	-	PUNCT
bracis-28390	70	13	faces	face	NOUN
bracis-28390	70	14	-	-	PUNCT
bracis-28390	70	15	hq	hq	NOUN
bracis-28390	70	16	,	,	PUNCT
bracis-28390	70	17	ffhq	ffhq	NOUN
bracis-28390	70	18	,	,	PUNCT
bracis-28390	70	19	and	and	CCONJ
bracis-28390	70	20	high	high	ADJ
bracis-28390	70	21	-	-	PUNCT
bracis-28390	70	22	definition	definition	NOUN
bracis-28390	70	23	image	image	NOUN
bracis-28390	70	24	base	base	NOUN
bracis-28390	71	1	[	[	X
bracis-28390	71	2	16	16	NUM
bracis-28390	71	3	]	]	PUNCT
bracis-28390	71	4	.	.	PUNCT
bracis-28390	72	1	it	it	PRON
bracis-28390	72	2	presents	present	VERB
bracis-28390	72	3	fewer	few	ADJ
bracis-28390	72	4	images	image	NOUN
bracis-28390	72	5	of	of	ADP
bracis-28390	72	6	older	old	ADJ
bracis-28390	72	7	people	people	NOUN
bracis-28390	72	8	,	,	PUNCT
bracis-28390	72	9	so	so	ADV
bracis-28390	72	10	they	they	PRON
bracis-28390	72	11	used	use	VERB
bracis-28390	72	12	the	the	DET
bracis-28390	72	13	stylegan	stylegan	NOUN
bracis-28390	72	14	network	network	NOUN
bracis-28390	72	15	to	to	PART
bracis-28390	72	16	generate	generate	VERB
bracis-28390	72	17	300,000	300,000	NUM
bracis-28390	72	18	synthetic	synthetic	ADJ
bracis-28390	72	19	images	image	NOUN
bracis-28390	72	20	.	.	PUNCT
bracis-28390	73	1	they	they	PRON
bracis-28390	73	2	thus	thus	ADV
bracis-28390	73	3	obtained	obtain	VERB
bracis-28390	73	4	a	a	DET
bracis-28390	73	5	base	base	NOUN
bracis-28390	73	6	of	of	ADP
bracis-28390	73	7	images	image	NOUN
bracis-28390	73	8	balanced	balance	VERB
bracis-28390	73	9	in	in	ADP
bracis-28390	73	10	the	the	DET
bracis-28390	73	11	criteria	criterion	NOUN
bracis-28390	73	12	of	of	ADP
bracis-28390	73	13	the	the	DET
bracis-28390	73	14	ages	age	NOUN
bracis-28390	73	15	present	present	ADJ
bracis-28390	73	16	in	in	ADP
bracis-28390	73	17	it	it	PRON
bracis-28390	73	18	.	.	PUNCT
bracis-28390	74	1	the	the	DET
bracis-28390	74	2	authors	author	NOUN
bracis-28390	74	3	only	only	ADV
bracis-28390	74	4	used	use	VERB
bracis-28390	74	5	synthetic	synthetic	ADJ
bracis-28390	74	6	images	image	NOUN
bracis-28390	74	7	in	in	ADP
bracis-28390	74	8	age	age	NOUN
bracis-28390	74	9	groups	group	NOUN
bracis-28390	74	10	with	with	ADP
bracis-28390	74	11	insufficient	insufficient	ADJ
bracis-28390	74	12	real	real	ADJ
bracis-28390	74	13	images	image	NOUN
bracis-28390	74	14	.	.	PUNCT
bracis-28390	75	1	ultimately	ultimately	ADV
bracis-28390	75	2	,	,	PUNCT
bracis-28390	75	3	they	they	PRON
bracis-28390	75	4	obtained	obtain	VERB
bracis-28390	75	5	47,990	47,990	NUM
bracis-28390	75	6	images	image	NOUN
bracis-28390	75	7	ranging	range	VERB
bracis-28390	75	8	in	in	ADP
bracis-28390	75	9	age	age	NOUN
bracis-28390	75	10	from	from	ADP
bracis-28390	75	11	20	20	NUM
bracis-28390	75	12	to	to	ADP
bracis-28390	75	13	69	69	NUM
bracis-28390	75	14	.	.	PUNCT
bracis-28390	76	1	in	in	ADP
bracis-28390	76	2	this	this	DET
bracis-28390	76	3	work	work	NOUN
bracis-28390	76	4	(	(	PUNCT
bracis-28390	76	5	hrfae	hrfae	PROPN
bracis-28390	76	6	)	)	PUNCT
bracis-28390	76	7	,	,	PUNCT
bracis-28390	76	8	the	the	DET
bracis-28390	76	9	authors	author	NOUN
bracis-28390	76	10	published	publish	VERB
bracis-28390	76	11	,	,	PUNCT
bracis-28390	76	12	along	along	ADP
bracis-28390	76	13	with	with	ADP
bracis-28390	76	14	their	their	PRON
bracis-28390	76	15	results	result	NOUN
bracis-28390	76	16	,	,	PUNCT
bracis-28390	76	17	metadata	metadata	NOUN
bracis-28390	76	18	of	of	ADP
bracis-28390	76	19	the	the	DET
bracis-28390	76	20	images	image	NOUN
bracis-28390	76	21	containing	contain	VERB
bracis-28390	76	22	pose	pose	NOUN
bracis-28390	76	23	,	,	PUNCT
bracis-28390	76	24	age	age	NOUN
bracis-28390	76	25	,	,	PUNCT
bracis-28390	76	26	and	and	CCONJ
bracis-28390	76	27	gender	gender	NOUN
bracis-28390	76	28	prediction	prediction	NOUN
bracis-28390	76	29	,	,	PUNCT
bracis-28390	76	30	and	and	CCONJ
bracis-28390	76	31	the	the	DET
bracis-28390	76	32	segmentation	segmentation	NOUN
bracis-28390	76	33	of	of	ADP
bracis-28390	76	34	the	the	DET
bracis-28390	76	35	regions	region	NOUN
bracis-28390	76	36	of	of	ADP
bracis-28390	76	37	the	the	DET
bracis-28390	76	38	faces	face	NOUN
bracis-28390	76	39	present	present	ADJ
bracis-28390	76	40	in	in	ADP
bracis-28390	76	41	ffhq	ffhq	NOUN
bracis-28390	76	42	,	,	PUNCT
bracis-28390	76	43	calling	call	VERB
bracis-28390	76	44	it	it	PRON
bracis-28390	76	45	ffhq	ffhq	ADJ
bracis-28390	76	46	aging	aging	NOUN
bracis-28390	76	47	.	.	PUNCT
bracis-28390	77	1	this	this	PRON
bracis-28390	77	2	is	be	AUX
bracis-28390	77	3	the	the	DET
bracis-28390	77	4	database	database	NOUN
bracis-28390	77	5	used	use	VERB
bracis-28390	77	6	in	in	ADP
bracis-28390	77	7	the	the	DET
bracis-28390	77	8	present	present	ADJ
bracis-28390	77	9	work	work	NOUN
bracis-28390	77	10	.	.	PUNCT
bracis-28390	78	1	sam	sam	PROPN
bracis-28390	78	2	.	.	PUNCT
bracis-28390	79	1	in	in	ADP
bracis-28390	79	2	style	style	NOUN
bracis-28390	79	3	-	-	PUNCT
bracis-28390	79	4	based	base	VERB
bracis-28390	79	5	age	age	NOUN
bracis-28390	79	6	manipulation	manipulation	NOUN
bracis-28390	79	7	,	,	PUNCT
bracis-28390	79	8	sam	sam	PROPN
bracis-28390	80	1	[	[	X
bracis-28390	80	2	1	1	NUM
bracis-28390	80	3	]	]	PUNCT
bracis-28390	80	4	,	,	PUNCT
bracis-28390	80	5	the	the	DET
bracis-28390	80	6	authors	author	NOUN
bracis-28390	80	7	developed	develop	VERB
bracis-28390	80	8	an	an	DET
bracis-28390	80	9	architecture	architecture	NOUN
bracis-28390	80	10	that	that	PRON
bracis-28390	80	11	enables	enable	VERB
bracis-28390	80	12	facial	facial	ADJ
bracis-28390	80	13	aging	aging	NOUN
bracis-28390	80	14	or	or	CCONJ
bracis-28390	80	15	rejuvenation	rejuvenation	NOUN
bracis-28390	80	16	using	use	VERB
bracis-28390	80	17	a	a	DET
bracis-28390	80	18	real	real	ADJ
bracis-28390	80	19	image	image	NOUN
bracis-28390	80	20	x	x	PUNCT
bracis-28390	80	21	and	and	CCONJ
bracis-28390	80	22	a	a	DET
bracis-28390	80	23	desired	desire	VERB
bracis-28390	80	24	age	age	NOUN
bracis-28390	80	25	\(\alpha	\(\alpha	VERB
bracis-28390	80	26	_	_	PUNCT
bracis-28390	80	27	t\	t\	VERB
bracis-28390	80	28	)	)	PUNCT
bracis-28390	80	29	as	as	ADP
bracis-28390	80	30	input	input	NOUN
bracis-28390	80	31	.	.	PUNCT
bracis-28390	81	1	to	to	PART
bracis-28390	81	2	achieve	achieve	VERB
bracis-28390	81	3	this	this	PRON
bracis-28390	81	4	,	,	PUNCT
bracis-28390	81	5	they	they	PRON
bracis-28390	81	6	perform	perform	VERB
bracis-28390	81	7	an	an	DET
bracis-28390	81	8	image	image	NOUN
bracis-28390	81	9	-	-	PUNCT
bracis-28390	81	10	to	to	ADP
bracis-28390	81	11	-	-	PUNCT
bracis-28390	81	12	image	image	NOUN
bracis-28390	81	13	translation	translation	NOUN
bracis-28390	81	14	.	.	PUNCT
bracis-28390	82	1	the	the	DET
bracis-28390	82	2	first	first	ADJ
bracis-28390	82	3	step	step	NOUN
bracis-28390	82	4	is	be	AUX
bracis-28390	82	5	to	to	PART
bracis-28390	82	6	find	find	VERB
bracis-28390	82	7	the	the	DET
bracis-28390	82	8	best	good	ADJ
bracis-28390	82	9	latent	latent	NOUN
bracis-28390	82	10	vectors	vector	NOUN
bracis-28390	82	11	representing	represent	VERB
bracis-28390	82	12	x	x	VERB
bracis-28390	82	13	in	in	ADP
bracis-28390	82	14	the	the	DET
bracis-28390	82	15	\(w^*\	\(w^*\	NOUN
bracis-28390	82	16	)	)	PUNCT
bracis-28390	82	17	space	space	NOUN
bracis-28390	82	18	of	of	ADP
bracis-28390	82	19	an	an	DET
bracis-28390	82	20	unconditional	unconditional	ADJ
bracis-28390	82	21	gan	gan	NOUN
bracis-28390	82	22	(	(	PUNCT
bracis-28390	82	23	stylegan	stylegan	NOUN
bracis-28390	82	24	)	)	PUNCT
bracis-28390	82	25	that	that	PRON
bracis-28390	82	26	can	can	AUX
bracis-28390	82	27	reconstruct	reconstruct	VERB
bracis-28390	82	28	the	the	DET
bracis-28390	82	29	original	original	ADJ
bracis-28390	82	30	face	face	NOUN
bracis-28390	82	31	,	,	PUNCT
bracis-28390	82	32	to	to	ADP
bracis-28390	82	33	this	this	DET
bracis-28390	82	34	task	task	NOUN
bracis-28390	82	35	,	,	PUNCT
bracis-28390	82	36	they	they	PRON
bracis-28390	82	37	employed	employ	VERB
bracis-28390	82	38	a	a	DET
bracis-28390	82	39	previously	previously	ADV
bracis-28390	82	40	trained	train	VERB
bracis-28390	82	41	coder	coder	NOUN
bracis-28390	82	42	(	(	PUNCT
bracis-28390	82	43	psp	psp	NOUN
bracis-28390	82	44	)	)	PUNCT
bracis-28390	83	1	[	[	X
bracis-28390	83	2	26	26	NUM
bracis-28390	83	3	]	]	PUNCT
bracis-28390	83	4	.	.	PUNCT
bracis-28390	84	1	its	its	PRON
bracis-28390	84	2	output	output	NOUN
bracis-28390	84	3	,	,	PUNCT
bracis-28390	84	4	a	a	DET
bracis-28390	84	5	series	series	NOUN
bracis-28390	84	6	of	of	ADP
bracis-28390	84	7	style	style	NOUN
bracis-28390	84	8	vectors	vector	NOUN
bracis-28390	84	9	,	,	PUNCT
bracis-28390	84	10	makes	make	VERB
bracis-28390	84	11	it	it	PRON
bracis-28390	84	12	possible	possible	ADJ
bracis-28390	84	13	to	to	PART
bracis-28390	84	14	reconstruct	reconstruct	VERB
bracis-28390	84	15	the	the	DET
bracis-28390	84	16	original	original	ADJ
bracis-28390	84	17	image	image	NOUN
bracis-28390	84	18	when	when	SCONJ
bracis-28390	84	19	passing	pass	VERB
bracis-28390	84	20	through	through	ADP
bracis-28390	84	21	the	the	DET
bracis-28390	84	22	stylegan	stylegan	NOUN
bracis-28390	84	23	generator	generator	NOUN
bracis-28390	84	24	.	.	PUNCT
bracis-28390	85	1	a	a	DET
bracis-28390	85	2	second	second	ADJ
bracis-28390	85	3	encoder	encoder	NOUN
bracis-28390	85	4	,	,	PUNCT
bracis-28390	85	5	\(e_{age}\	\(e_{age}\	PROPN
bracis-28390	85	6	)	)	PUNCT
bracis-28390	85	7	,	,	PUNCT
bracis-28390	85	8	is	be	AUX
bracis-28390	85	9	trained	train	VERB
bracis-28390	85	10	to	to	PART
bracis-28390	85	11	capture	capture	VERB
bracis-28390	85	12	the	the	DET
bracis-28390	85	13	difference	difference	NOUN
bracis-28390	85	14	(	(	PUNCT
bracis-28390	85	15	residual	residual	ADJ
bracis-28390	85	16	)	)	PUNCT
bracis-28390	85	17	between	between	ADP
bracis-28390	85	18	the	the	DET
bracis-28390	85	19	reconstructed	reconstructed	ADJ
bracis-28390	85	20	image	image	NOUN
bracis-28390	85	21	obtained	obtain	VERB
bracis-28390	85	22	by	by	ADP
bracis-28390	85	23	the	the	DET
bracis-28390	85	24	first	first	ADJ
bracis-28390	85	25	encoder	encoder	NOUN
bracis-28390	85	26	(	(	PUNCT
bracis-28390	85	27	psp	psp	NOUN
bracis-28390	85	28	)	)	PUNCT
bracis-28390	85	29	and	and	CCONJ
bracis-28390	85	30	the	the	DET
bracis-28390	85	31	aged	aged	ADJ
bracis-28390	85	32	image	image	NOUN
bracis-28390	85	33	.	.	PUNCT
bracis-28390	86	1	in	in	ADP
bracis-28390	86	2	this	this	DET
bracis-28390	86	3	second	second	ADJ
bracis-28390	86	4	encoder	encoder	NOUN
bracis-28390	86	5	,	,	PUNCT
bracis-28390	86	6	a	a	DET
bracis-28390	86	7	pre	pre	ADJ
bracis-28390	86	8	-	-	ADJ
bracis-28390	86	9	trained	train	VERB
bracis-28390	86	10	dex	dex	NOUN
bracis-28390	86	11	network	network	NOUN
bracis-28390	86	12	[	[	X
bracis-28390	86	13	29	29	NUM
bracis-28390	86	14	]	]	PUNCT
bracis-28390	86	15	was	be	AUX
bracis-28390	86	16	used	use	VERB
bracis-28390	86	17	to	to	PART
bracis-28390	86	18	guide	guide	VERB
bracis-28390	86	19	the	the	DET
bracis-28390	86	20	training	training	NOUN
bracis-28390	86	21	toward	toward	ADP
bracis-28390	86	22	the	the	DET
bracis-28390	86	23	desired	desire	VERB
bracis-28390	86	24	age	age	NOUN
bracis-28390	86	25	,	,	PUNCT
bracis-28390	86	26	and	and	CCONJ
bracis-28390	86	27	a	a	DET
bracis-28390	86	28	pre	pre	ADJ
bracis-28390	86	29	-	-	ADJ
bracis-28390	86	30	trained	trained	ADJ
bracis-28390	86	31	network	network	NOUN
bracis-28390	86	32	for	for	ADP
bracis-28390	86	33	face	face	NOUN
bracis-28390	86	34	recognition	recognition	NOUN
bracis-28390	86	35	arcface	arcface	NOUN
bracis-28390	86	36	[	[	X
bracis-28390	86	37	4	4	NUM
bracis-28390	86	38	]	]	PUNCT
bracis-28390	86	39	was	be	AUX
bracis-28390	86	40	employed	employ	VERB
bracis-28390	86	41	to	to	PART
bracis-28390	86	42	maintain	maintain	VERB
bracis-28390	86	43	the	the	DET
bracis-28390	86	44	individual	individual	ADJ
bracis-28390	86	45	characteristics	characteristic	NOUN
bracis-28390	86	46	of	of	ADP
bracis-28390	86	47	the	the	DET
bracis-28390	86	48	original	original	ADJ
bracis-28390	86	49	image	image	NOUN
bracis-28390	86	50	.	.	PUNCT
bracis-28390	87	1	these	these	DET
bracis-28390	87	2	networks	network	NOUN
bracis-28390	87	3	were	be	AUX
bracis-28390	87	4	not	not	PART
bracis-28390	87	5	changed	change	VERB
bracis-28390	87	6	during	during	ADP
bracis-28390	87	7	the	the	DET
bracis-28390	87	8	training	training	NOUN
bracis-28390	87	9	of	of	ADP
bracis-28390	87	10	the	the	DET
bracis-28390	87	11	\(e_{age}\	\(e_{age}\	NOUN
bracis-28390	87	12	)	)	PUNCT
bracis-28390	87	13	encoder	encoder	NOUN
bracis-28390	87	14	,	,	PUNCT
bracis-28390	87	15	keeping	keep	VERB
bracis-28390	87	16	their	their	PRON
bracis-28390	87	17	parameters	parameter	NOUN
bracis-28390	87	18	fixed	fix	VERB
bracis-28390	87	19	.	.	PUNCT
bracis-28390	88	1	the	the	DET
bracis-28390	88	2	outputs	output	NOUN
bracis-28390	88	3	of	of	ADP
bracis-28390	88	4	both	both	DET
bracis-28390	88	5	encoders	encoder	NOUN
bracis-28390	88	6	are	be	AUX
bracis-28390	88	7	summed	sum	VERB
bracis-28390	88	8	and	and	CCONJ
bracis-28390	88	9	become	become	VERB
bracis-28390	88	10	the	the	DET
bracis-28390	88	11	latent	latent	ADJ
bracis-28390	88	12	input	input	NOUN
bracis-28390	88	13	vector	vector	NOUN
bracis-28390	88	14	that	that	PRON
bracis-28390	88	15	stylegan	stylegan	NOUN
bracis-28390	88	16	uses	use	NOUN
bracis-28390	88	17	.	.	PUNCT
bracis-28390	89	1	additionally	additionally	ADV
bracis-28390	89	2	,	,	PUNCT
bracis-28390	89	3	because	because	SCONJ
bracis-28390	89	4	it	it	PRON
bracis-28390	89	5	is	be	AUX
bracis-28390	89	6	an	an	DET
bracis-28390	89	7	image	image	NOUN
bracis-28390	89	8	-	-	PUNCT
bracis-28390	89	9	to	to	ADP
bracis-28390	89	10	-	-	PUNCT
bracis-28390	89	11	image	image	NOUN
bracis-28390	89	12	translation	translation	NOUN
bracis-28390	89	13	,	,	PUNCT
bracis-28390	89	14	the	the	DET
bracis-28390	89	15	model	model	NOUN
bracis-28390	89	16	uses	use	VERB
bracis-28390	89	17	a	a	DET
bracis-28390	89	18	cyclic	cyclic	ADJ
bracis-28390	89	19	loss	loss	NOUN
bracis-28390	89	20	to	to	PART
bracis-28390	89	21	reconstruct	reconstruct	VERB
bracis-28390	89	22	the	the	DET
bracis-28390	89	23	original	original	ADJ
bracis-28390	89	24	image	image	NOUN
bracis-28390	89	25	after	after	ADP
bracis-28390	89	26	a	a	DET
bracis-28390	89	27	cycle	cycle	NOUN
bracis-28390	89	28	consistency	consistency	NOUN
bracis-28390	89	29	pass	pass	NOUN
bracis-28390	89	30	.	.	PUNCT
bracis-28390	90	1	the	the	DET
bracis-28390	90	2	cost	cost	NOUN
bracis-28390	90	3	functions	function	NOUN
bracis-28390	90	4	used	use	VERB
bracis-28390	90	5	were	be	AUX
bracis-28390	90	6	:	:	PUNCT
bracis-28390	90	7	pixel	pixel	PROPN
bracis-28390	90	8	-	-	PUNCT
bracis-28390	90	9	to	to	ADP
bracis-28390	90	10	-	-	PUNCT
bracis-28390	90	11	pixel	pixel	NOUN
bracis-28390	90	12	similarity	similarity	NOUN
bracis-28390	90	13	\(\mathcal	\(\mathcal	ADJ
bracis-28390	90	14	{	{	PUNCT
bracis-28390	90	15	l}_2(x_{age	l}_2(x_{age	NOUN
bracis-28390	90	16	}	}	PUNCT
bracis-28390	90	17	)	)	PUNCT
bracis-28390	90	18	=	=	PUNCT
bracis-28390	91	1	\vert	\vert	PROPN
bracis-28390	91	2	x	x	PROPN
bracis-28390	91	3	-	-	NOUN
bracis-28390	91	4	sam(x_{age	sam(x_{age	NOUN
bracis-28390	91	5	}	}	PUNCT
bracis-28390	91	6	)	)	PUNCT
bracis-28390	92	1	\vert	\vert	PROPN
bracis-28390	92	2	_	_	PUNCT
bracis-28390	92	3	2\	2\	X
bracis-28390	92	4	)	)	PUNCT
bracis-28390	92	5	perceptual	perceptual	ADJ
bracis-28390	92	6	similarity	similarity	NOUN
bracis-28390	92	7	loss	loss	NOUN
bracis-28390	92	8	:	:	PUNCT
bracis-28390	92	9	\(\mathcal	\(\mathcal	ADJ
bracis-28390	92	10	{	{	PUNCT
bracis-28390	92	11	l}_{lpips}(x_{age	l}_{lpips}(x_{age	NOUN
bracis-28390	92	12	}	}	PUNCT
bracis-28390	92	13	)	)	PUNCT
bracis-28390	92	14	=	=	PUNCT
bracis-28390	93	1	\vert	\vert	PROPN
bracis-28390	93	2	f(x)-f(sam(x_{age	f(x)-f(sam(x_{age	NOUN
bracis-28390	93	3	}	}	PUNCT
bracis-28390	93	4	)	)	PUNCT
bracis-28390	93	5	)	)	PUNCT
bracis-28390	94	1	\vert	\vert	PROPN
bracis-28390	95	1	_	_	PUNCT
bracis-28390	95	2	2\	2\	NUM
bracis-28390	95	3	)	)	PUNCT
bracis-28390	95	4	.	.	PUNCT
bracis-28390	96	1	regularization	regularization	NOUN
bracis-28390	96	2	loss	loss	NOUN
bracis-28390	96	3	:	:	PUNCT
bracis-28390	96	4	this	this	DET
bracis-28390	96	5	regularization	regularization	NOUN
bracis-28390	96	6	causes	cause	VERB
bracis-28390	96	7	the	the	DET
bracis-28390	96	8	style	style	NOUN
bracis-28390	96	9	vectors	vector	NOUN
bracis-28390	96	10	to	to	PART
bracis-28390	96	11	be	be	AUX
bracis-28390	96	12	close	close	ADJ
bracis-28390	96	13	to	to	ADP
bracis-28390	96	14	the	the	DET
bracis-28390	96	15	average	average	NOUN
bracis-28390	96	16	of	of	ADP
bracis-28390	96	17	the	the	DET
bracis-28390	96	18	latent	latent	NOUN
bracis-28390	96	19	vectors	vector	NOUN
bracis-28390	96	20	.	.	PUNCT
bracis-28390	97	1	the	the	DET
bracis-28390	97	2	authors	author	NOUN
bracis-28390	97	3	identified	identify	VERB
bracis-28390	97	4	that	that	SCONJ
bracis-28390	97	5	its	its	PRON
bracis-28390	97	6	use	use	NOUN
bracis-28390	97	7	improves	improve	VERB
bracis-28390	97	8	image	image	NOUN
bracis-28390	97	9	quality	quality	NOUN
bracis-28390	97	10	by	by	ADP
bracis-28390	97	11	removing	remove	VERB
bracis-28390	97	12	unwanted	unwanted	ADJ
bracis-28390	97	13	artifacts	artifact	NOUN
bracis-28390	97	14	in	in	ADP
bracis-28390	97	15	the	the	DET
bracis-28390	97	16	images	image	NOUN
bracis-28390	97	17	produced	produce	VERB
bracis-28390	97	18	.	.	PUNCT
bracis-28390	98	1	identity	identity	NOUN
bracis-28390	98	2	loss	loss	NOUN
bracis-28390	98	3	:	:	PUNCT
bracis-28390	98	4	difference	difference	NOUN
bracis-28390	98	5	in	in	ADP
bracis-28390	98	6	cosine	cosine	NOUN
bracis-28390	98	7	similarities	similarity	NOUN
bracis-28390	98	8	between	between	ADP
bracis-28390	98	9	the	the	DET
bracis-28390	98	10	output	output	NOUN
bracis-28390	98	11	and	and	CCONJ
bracis-28390	98	12	input	input	NOUN
bracis-28390	98	13	image	image	NOUN
bracis-28390	98	14	,	,	PUNCT
bracis-28390	98	15	weighted	weight	VERB
bracis-28390	98	16	by	by	ADP
bracis-28390	98	17	the	the	DET
bracis-28390	98	18	number	number	NOUN
bracis-28390	98	19	of	of	ADP
bracis-28390	98	20	years	year	NOUN
bracis-28390	98	21	between	between	ADP
bracis-28390	98	22	the	the	DET
bracis-28390	98	23	images	image	NOUN
bracis-28390	98	24	.	.	PUNCT
bracis-28390	99	1	if	if	SCONJ
bracis-28390	99	2	the	the	DET
bracis-28390	99	3	difference	difference	NOUN
bracis-28390	99	4	is	be	AUX
bracis-28390	99	5	many	many	ADJ
bracis-28390	99	6	years	year	NOUN
bracis-28390	99	7	,	,	PUNCT
bracis-28390	99	8	there	there	PRON
bracis-28390	99	9	is	be	VERB
bracis-28390	99	10	expected	expect	VERB
bracis-28390	99	11	to	to	PART
bracis-28390	99	12	be	be	AUX
bracis-28390	99	13	a	a	DET
bracis-28390	99	14	loss	loss	NOUN
bracis-28390	99	15	of	of	ADP
bracis-28390	99	16	identity	identity	NOUN
bracis-28390	99	17	,	,	PUNCT
bracis-28390	99	18	\(\mathcal	\(\mathcal	ADJ
bracis-28390	99	19	{	{	PUNCT
bracis-28390	99	20	l}_{id}\	l}_{id}\	PROPN
bracis-28390	99	21	)	)	PUNCT
bracis-28390	99	22	.	.	PUNCT
bracis-28390	100	1	age	age	NOUN
bracis-28390	100	2	loss	loss	NOUN
bracis-28390	100	3	:	:	PUNCT
bracis-28390	100	4	to	to	PART
bracis-28390	100	5	verify	verify	VERB
bracis-28390	100	6	the	the	DET
bracis-28390	100	7	quality	quality	NOUN
bracis-28390	100	8	of	of	ADP
bracis-28390	100	9	aging	age	VERB
bracis-28390	100	10	/	/	SYM
bracis-28390	100	11	rejuvenation	rejuvenation	NOUN
bracis-28390	100	12	in	in	ADP
bracis-28390	100	13	the	the	DET
bracis-28390	100	14	generated	generate	VERB
bracis-28390	100	15	image	image	NOUN
bracis-28390	100	16	,	,	PUNCT
bracis-28390	100	17	a	a	DET
bracis-28390	100	18	pre	pre	ADJ
bracis-28390	100	19	-	-	ADJ
bracis-28390	100	20	trained	train	VERB
bracis-28390	100	21	dex	dex	NOUN
bracis-28390	100	22	network	network	NOUN
bracis-28390	100	23	was	be	AUX
bracis-28390	100	24	used	use	VERB
bracis-28390	100	25	,	,	PUNCT
bracis-28390	100	26	\(\mathcal	\(\mathcal	ADJ
bracis-28390	100	27	{	{	PUNCT
bracis-28390	100	28	l}_{age	l}_{age	NOUN
bracis-28390	100	29	}	}	PUNCT
bracis-28390	100	30	=	=	PUNCT
bracis-28390	100	31	\vert	\vert	PROPN
bracis-28390	100	32	\alpha	\alpha	PROPN
bracis-28390	100	33	_	_	PROPN
bracis-28390	100	34	t	t	NOUN
bracis-28390	100	35	dex(sam(x_{age	dex(sam(x_{age	NOUN
bracis-28390	100	36	}	}	PUNCT
bracis-28390	100	37	)	)	PUNCT
bracis-28390	100	38	)	)	PUNCT
bracis-28390	101	1	\vert	\vert	PROPN
bracis-28390	102	1	_	_	PUNCT
bracis-28390	102	2	2\	2\	NUM
bracis-28390	102	3	)	)	PUNCT
bracis-28390	102	4	.	.	PUNCT
bracis-28390	103	1	3.2	3.2	NUM
bracis-28390	103	2	diffusion	diffusion	NOUN
bracis-28390	103	3	models	model	NOUN
bracis-28390	103	4	diffusion	diffusion	NOUN
bracis-28390	103	5	models	model	NOUN
bracis-28390	103	6	aim	aim	VERB
bracis-28390	103	7	to	to	PART
bracis-28390	103	8	destroy	destroy	VERB
bracis-28390	103	9	the	the	DET
bracis-28390	103	10	data	data	NOUN
bracis-28390	103	11	distribution	distribution	NOUN
bracis-28390	103	12	structure	structure	NOUN
bracis-28390	103	13	slowly	slowly	ADV
bracis-28390	103	14	and	and	CCONJ
bracis-28390	103	15	systematically	systematically	ADV
bracis-28390	103	16	in	in	ADP
bracis-28390	103	17	a	a	DET
bracis-28390	103	18	way	way	NOUN
bracis-28390	103	19	that	that	PRON
bracis-28390	103	20	enables	enable	VERB
bracis-28390	103	21	learning	learn	VERB
bracis-28390	103	22	a	a	DET
bracis-28390	103	23	reverse	reverse	ADJ
bracis-28390	103	24	diffusion	diffusion	NOUN
bracis-28390	103	25	process	process	NOUN
bracis-28390	103	26	,	,	PUNCT
bracis-28390	103	27	which	which	PRON
bracis-28390	103	28	recreates	recreate	VERB
bracis-28390	103	29	the	the	DET
bracis-28390	103	30	original	original	ADJ
bracis-28390	103	31	structure	structure	NOUN
bracis-28390	103	32	of	of	ADP
bracis-28390	103	33	the	the	DET
bracis-28390	103	34	data	datum	NOUN
bracis-28390	103	35	,	,	PUNCT
bracis-28390	103	36	generating	generate	VERB
bracis-28390	103	37	a	a	DET
bracis-28390	103	38	very	very	ADV
bracis-28390	103	39	flexible	flexible	ADJ
bracis-28390	103	40	and	and	CCONJ
bracis-28390	103	41	computationally	computationally	ADV
bracis-28390	103	42	tractable	tractable	ADJ
bracis-28390	103	43	generative	generative	ADJ
bracis-28390	103	44	model	model	NOUN
bracis-28390	103	45	of	of	ADP
bracis-28390	103	46	the	the	DET
bracis-28390	103	47	data	datum	NOUN
bracis-28390	103	48	[	[	X
bracis-28390	103	49	33	33	NUM
bracis-28390	103	50	]	]	PUNCT
bracis-28390	103	51	.	.	PUNCT
bracis-28390	104	1	in	in	ADP
bracis-28390	104	2	the	the	DET
bracis-28390	104	3	work	work	NOUN
bracis-28390	104	4	denoising	denoise	VERB
bracis-28390	104	5	probabilistic	probabilistic	ADJ
bracis-28390	104	6	diffusion	diffusion	NOUN
bracis-28390	104	7	models	model	NOUN
bracis-28390	104	8	(	(	PUNCT
bracis-28390	104	9	ddpm	ddpm	PROPN
bracis-28390	104	10	)	)	PUNCT
bracis-28390	105	1	[	[	X
bracis-28390	105	2	12	12	NUM
bracis-28390	105	3	]	]	PUNCT
bracis-28390	105	4	,	,	PUNCT
bracis-28390	105	5	the	the	DET
bracis-28390	105	6	authors	author	NOUN
bracis-28390	105	7	achieved	achieve	VERB
bracis-28390	105	8	good	good	ADJ
bracis-28390	105	9	results	result	NOUN
bracis-28390	105	10	when	when	SCONJ
bracis-28390	105	11	trying	try	VERB
bracis-28390	105	12	to	to	PART
bracis-28390	105	13	predict	predict	VERB
bracis-28390	105	14	the	the	DET
bracis-28390	105	15	noise	noise	NOUN
bracis-28390	105	16	\(\mathcal	\(\mathcal	ADJ
bracis-28390	105	17	{	{	PUNCT
bracis-28390	105	18	n}(\mu	n}(\mu	NOUN
bracis-28390	105	19	,	,	PUNCT
bracis-28390	105	20	\,\sigma	\,\sigma	PROPN
bracis-28390	105	21	^{2})\	^{2})\	NUM
bracis-28390	105	22	)	)	PUNCT
bracis-28390	105	23	but	but	CCONJ
bracis-28390	105	24	fixing	fix	VERB
bracis-28390	105	25	\(\sigma	\(\sigma	NOUN
bracis-28390	105	26	^{2}\	^{2}\	NUM
bracis-28390	105	27	)	)	PUNCT
bracis-28390	105	28	.	.	PUNCT
bracis-28390	106	1	the	the	DET
bracis-28390	106	2	noise	noise	NOUN
bracis-28390	106	3	was	be	AUX
bracis-28390	106	4	also	also	ADV
bracis-28390	106	5	added	add	VERB
bracis-28390	106	6	linearly	linearly	ADV
bracis-28390	106	7	in	in	ADP
bracis-28390	106	8	the	the	DET
bracis-28390	106	9	forward	forward	ADJ
bracis-28390	106	10	step	step	NOUN
bracis-28390	106	11	,	,	PUNCT
bracis-28390	106	12	using	use	VERB
bracis-28390	106	13	a	a	DET
bracis-28390	106	14	linear	linear	ADJ
bracis-28390	106	15	schedule	schedule	NOUN
bracis-28390	106	16	.	.	PUNCT
bracis-28390	107	1	moreover	moreover	ADV
bracis-28390	107	2	,	,	PUNCT
bracis-28390	107	3	the	the	DET
bracis-28390	107	4	reconstruction	reconstruction	NOUN
bracis-28390	107	5	was	be	AUX
bracis-28390	107	6	done	do	VERB
bracis-28390	107	7	using	use	VERB
bracis-28390	107	8	a	a	DET
bracis-28390	107	9	u	u	ADJ
bracis-28390	107	10	-	-	ADJ
bracis-28390	107	11	net	net	ADJ
bracis-28390	107	12	architecture	architecture	NOUN
bracis-28390	107	13	with	with	ADP
bracis-28390	107	14	attention	attention	NOUN
bracis-28390	107	15	blocks	block	NOUN
bracis-28390	107	16	.	.	PUNCT
bracis-28390	108	1	later	later	ADV
bracis-28390	108	2	,	,	PUNCT
bracis-28390	108	3	some	some	DET
bracis-28390	108	4	enhancements	enhancement	NOUN
bracis-28390	108	5	were	be	AUX
bracis-28390	108	6	proposed	propose	VERB
bracis-28390	108	7	[	[	X
bracis-28390	108	8	22	22	NUM
bracis-28390	108	9	]	]	PUNCT
bracis-28390	108	10	,	,	PUNCT
bracis-28390	108	11	adding	add	VERB
bracis-28390	108	12	the	the	DET
bracis-28390	108	13	noise	noise	NOUN
bracis-28390	108	14	by	by	ADP
bracis-28390	108	15	cosine	cosine	NOUN
bracis-28390	108	16	scheduling	scheduling	NOUN
bracis-28390	108	17	in	in	ADP
bracis-28390	108	18	the	the	DET
bracis-28390	108	19	forward	forward	ADJ
bracis-28390	108	20	step	step	NOUN
bracis-28390	108	21	instead	instead	ADV
bracis-28390	108	22	of	of	ADP
bracis-28390	108	23	a	a	DET
bracis-28390	108	24	linear	linear	ADJ
bracis-28390	108	25	scheduler	scheduler	NOUN
bracis-28390	108	26	,	,	PUNCT
bracis-28390	108	27	as	as	SCONJ
bracis-28390	108	28	they	they	PRON
bracis-28390	108	29	noted	note	VERB
bracis-28390	108	30	that	that	SCONJ
bracis-28390	108	31	this	this	DET
bracis-28390	108	32	approach	approach	NOUN
bracis-28390	108	33	improved	improve	VERB
bracis-28390	108	34	learning	learn	VERB
bracis-28390	108	35	by	by	ADP
bracis-28390	108	36	destroying	destroy	VERB
bracis-28390	108	37	the	the	DET
bracis-28390	108	38	image	image	NOUN
bracis-28390	108	39	signal	signal	NOUN
bracis-28390	108	40	more	more	ADV
bracis-28390	108	41	slowly	slowly	ADV
bracis-28390	108	42	.	.	PUNCT
bracis-28390	109	1	the	the	DET
bracis-28390	109	2	neural	neural	ADJ
bracis-28390	109	3	network	network	NOUN
bracis-28390	109	4	that	that	PRON
bracis-28390	109	5	reconstructs	reconstruct	VERB
bracis-28390	109	6	the	the	DET
bracis-28390	109	7	data	datum	NOUN
bracis-28390	109	8	began	begin	VERB
bracis-28390	109	9	to	to	PART
bracis-28390	109	10	learn	learn	VERB
bracis-28390	109	11	the	the	DET
bracis-28390	109	12	parameters	parameter	NOUN
bracis-28390	109	13	in	in	ADP
bracis-28390	109	14	\(\sigma	\(\sigma	NOUN
bracis-28390	109	15	^{2}\	^{2}\	NUM
bracis-28390	109	16	)	)	PUNCT
bracis-28390	109	17	,	,	PUNCT
bracis-28390	109	18	increased	increase	VERB
bracis-28390	109	19	the	the	DET
bracis-28390	109	20	depth	depth	NOUN
bracis-28390	109	21	of	of	ADP
bracis-28390	109	22	the	the	DET
bracis-28390	109	23	layers	layer	NOUN
bracis-28390	109	24	and	and	CCONJ
bracis-28390	109	25	decreased	decrease	VERB
bracis-28390	109	26	their	their	PRON
bracis-28390	109	27	number	number	NOUN
bracis-28390	109	28	,	,	PUNCT
bracis-28390	109	29	increased	increase	VERB
bracis-28390	109	30	the	the	DET
bracis-28390	109	31	number	number	NOUN
bracis-28390	109	32	of	of	ADP
bracis-28390	109	33	attention	attention	NOUN
bracis-28390	109	34	layers	layer	NOUN
bracis-28390	109	35	and	and	CCONJ
bracis-28390	109	36	the	the	DET
bracis-28390	109	37	number	number	NOUN
bracis-28390	109	38	of	of	ADP
bracis-28390	109	39	heads	head	NOUN
bracis-28390	109	40	of	of	ADP
bracis-28390	109	41	attention	attention	NOUN
bracis-28390	109	42	,	,	PUNCT
bracis-28390	109	43	and	and	CCONJ
bracis-28390	109	44	other	other	ADJ
bracis-28390	109	45	improvements	improvement	NOUN
bracis-28390	109	46	.	.	PUNCT
bracis-28390	110	1	in	in	ADP
bracis-28390	110	2	denoising	denoise	VERB
bracis-28390	110	3	diffusion	diffusion	NOUN
bracis-28390	110	4	implicit	implicit	ADJ
bracis-28390	110	5	models	model	NOUN
bracis-28390	110	6	,	,	PUNCT
bracis-28390	110	7	ddim	ddim	VERB
bracis-28390	110	8	[	[	PUNCT
bracis-28390	110	9	34	34	NUM
bracis-28390	110	10	]	]	PUNCT
bracis-28390	110	11	showed	show	VERB
bracis-28390	110	12	that	that	SCONJ
bracis-28390	110	13	using	use	VERB
bracis-28390	110	14	a	a	DET
bracis-28390	110	15	non	non	ADJ
bracis-28390	110	16	-	-	ADJ
bracis-28390	110	17	markovian	markovian	ADJ
bracis-28390	110	18	approach	approach	NOUN
bracis-28390	110	19	in	in	ADP
bracis-28390	110	20	the	the	DET
bracis-28390	110	21	forward	forward	ADJ
bracis-28390	110	22	step	step	NOUN
bracis-28390	110	23	of	of	ADP
bracis-28390	110	24	ddpm	ddpm	ADJ
bracis-28390	110	25	models	model	NOUN
bracis-28390	110	26	made	make	VERB
bracis-28390	110	27	it	it	PRON
bracis-28390	110	28	possible	possible	ADJ
bracis-28390	110	29	to	to	PART
bracis-28390	110	30	use	use	VERB
bracis-28390	110	31	only	only	ADV
bracis-28390	110	32	a	a	DET
bracis-28390	110	33	subset	subset	NOUN
bracis-28390	110	34	(	(	PUNCT
bracis-28390	110	35	progressive	progressive	ADJ
bracis-28390	110	36	)	)	PUNCT
bracis-28390	110	37	of	of	ADP
bracis-28390	110	38	the	the	DET
bracis-28390	110	39	steps	step	NOUN
bracis-28390	110	40	t	t	X
bracis-28390	110	41	in	in	ADP
bracis-28390	110	42	a	a	DET
bracis-28390	110	43	sampling	sampling	NOUN
bracis-28390	110	44	trajectory	trajectory	NOUN
bracis-28390	110	45	.	.	PUNCT
bracis-28390	111	1	thus	thus	ADV
bracis-28390	111	2	,	,	PUNCT
bracis-28390	111	3	it	it	PRON
bracis-28390	111	4	considerably	considerably	ADV
bracis-28390	111	5	accelerated	accelerate	VERB
bracis-28390	111	6	the	the	DET
bracis-28390	111	7	sampling	sampling	NOUN
bracis-28390	111	8	process	process	NOUN
bracis-28390	111	9	because	because	SCONJ
bracis-28390	111	10	,	,	PUNCT
bracis-28390	111	11	instead	instead	ADV
bracis-28390	111	12	of	of	ADP
bracis-28390	111	13	1,000	1,000	NUM
bracis-28390	111	14	noise	noise	NOUN
bracis-28390	111	15	removal	removal	NOUN
bracis-28390	111	16	steps	step	NOUN
bracis-28390	111	17	used	use	VERB
bracis-28390	111	18	in	in	ADP
bracis-28390	111	19	ddpm	ddpm	ADJ
bracis-28390	111	20	models	model	NOUN
bracis-28390	111	21	,	,	PUNCT
bracis-28390	111	22	it	it	PRON
bracis-28390	111	23	was	be	AUX
bracis-28390	111	24	possible	possible	ADJ
bracis-28390	111	25	to	to	PART
bracis-28390	111	26	obtain	obtain	VERB
bracis-28390	111	27	good	good	ADJ
bracis-28390	111	28	results	result	NOUN
bracis-28390	111	29	with	with	ADP
bracis-28390	111	30	200	200	NUM
bracis-28390	111	31	or	or	CCONJ
bracis-28390	111	32	fewer	few	ADJ
bracis-28390	111	33	.	.	PUNCT
bracis-28390	112	1	equation	equation	NOUN
bracis-28390	112	2	 	 	SPACE
bracis-28390	112	3	2	2	NUM
bracis-28390	112	4	shows	show	VERB
bracis-28390	112	5	the	the	DET
bracis-28390	112	6	addition	addition	NOUN
bracis-28390	112	7	of	of	ADP
bracis-28390	112	8	noise	noise	NOUN
bracis-28390	112	9	in	in	ADP
bracis-28390	112	10	the	the	DET
bracis-28390	112	11	sampling	sample	VERB
bracis-28390	112	12	process	process	NOUN
bracis-28390	112	13	obtained	obtain	VERB
bracis-28390	112	14	on	on	ADP
bracis-28390	112	15	the	the	DET
bracis-28390	112	16	image	image	NOUN
bracis-28390	112	17	,	,	PUNCT
bracis-28390	112	18	\(x_t\	\(x_t\	ADJ
bracis-28390	112	19	)	)	PUNCT
bracis-28390	112	20	,	,	PUNCT
bracis-28390	112	21	at	at	ADP
bracis-28390	112	22	step	step	NOUN
bracis-28390	112	23	t	t	PROPN
bracis-28390	112	24	,	,	PUNCT
bracis-28390	112	25	with	with	ADP
bracis-28390	112	26	gaussian	gaussian	ADJ
bracis-28390	112	27	noise	noise	NOUN
bracis-28390	112	28	\(\epsilon	\(\epsilon	NOUN
bracis-28390	112	29	\	\	PROPN
bracis-28390	112	30	)	)	PUNCT
bracis-28390	112	31	,	,	PUNCT
bracis-28390	112	32	unitary	unitary	ADJ
bracis-28390	112	33	variance	variance	NOUN
bracis-28390	112	34	\(\alpha	\(\alpha	VERB
bracis-28390	112	35	_	_	PUNCT
bracis-28390	112	36	t\	t\	VERB
bracis-28390	112	37	)	)	PUNCT
bracis-28390	112	38	and	and	CCONJ
bracis-28390	112	39	the	the	DET
bracis-28390	112	40	original	original	ADJ
bracis-28390	112	41	image	image	NOUN
bracis-28390	112	42	\(x_0\	\(x_0\	PROPN
bracis-28390	112	43	)	)	PUNCT
bracis-28390	112	44	.	.	PUNCT
bracis-28390	113	1	in	in	ADP
bracis-28390	113	2	eq	eq	ADP
bracis-28390	113	3	.	.	PUNCT
bracis-28390	113	4	 	 	SPACE
bracis-28390	113	5	3	3	NUM
bracis-28390	113	6	is	be	AUX
bracis-28390	113	7	shown	show	VERB
bracis-28390	113	8	the	the	DET
bracis-28390	113	9	inverse	inverse	NOUN
bracis-28390	113	10	,	,	PUNCT
bracis-28390	113	11	predicting	predict	VERB
bracis-28390	113	12	the	the	DET
bracis-28390	113	13	noise	noise	NOUN
bracis-28390	113	14	that	that	PRON
bracis-28390	113	15	will	will	AUX
bracis-28390	113	16	be	be	AUX
bracis-28390	113	17	removed	remove	VERB
bracis-28390	113	18	\(x_t\	\(x_t\	ADJ
bracis-28390	113	19	)	)	PUNCT
bracis-28390	113	20	towards	towards	ADP
bracis-28390	113	21	\(x_0\	\(x_0\	NOUN
bracis-28390	113	22	)	)	PUNCT
bracis-28390	113	23	,	,	PUNCT
bracis-28390	113	24	where	where	SCONJ
bracis-28390	113	25	\(\epsilon	\(\epsilon	NOUN
bracis-28390	113	26	_	_	PROPN
bracis-28390	113	27	t	t	PROPN
bracis-28390	113	28	\sim	\sim	PROPN
bracis-28390	113	29	\mathcal	\mathcal	PROPN
bracis-28390	113	30	{	{	PUNCT
bracis-28390	113	31	n}({\textbf	n}({\textbf	PROPN
bracis-28390	113	32	{	{	PUNCT
bracis-28390	113	33	0	0	NUM
bracis-28390	113	34	}	}	PUNCT
bracis-28390	113	35	}	}	PUNCT
bracis-28390	113	36	,	,	PUNCT
bracis-28390	113	37	{	{	PUNCT
bracis-28390	113	38	\boldsymbol{i}})\	\boldsymbol{i}})\	PROPN
bracis-28390	113	39	)	)	PUNCT
bracis-28390	113	40	.	.	PUNCT
bracis-28390	114	1	$	$	SYM
bracis-28390	114	2	$	$	SYM
bracis-28390	114	3	\begin{aligned	\begin{aligne	VERB
bracis-28390	114	4	}	}	PUNCT
bracis-28390	114	5	x_t	x_t	PUNCT
bracis-28390	115	1	=	=	PUNCT
bracis-28390	115	2	\sqrt{\alpha	\sqrt{\alpha	X
bracis-28390	115	3	_	_	PUNCT
bracis-28390	115	4	t}x_0	t}x_0	VERB
bracis-28390	115	5	+	+	X
bracis-28390	115	6	\sqrt{1-\alpha	\sqrt{1-\alpha	X
bracis-28390	115	7	_	_	PUNCT
bracis-28390	115	8	t}\epsilon	t}\epsilon	NOUN
bracis-28390	115	9	\end{aligned}$$	\end{aligned}$$	X
bracis-28390	115	10	(	(	PUNCT
bracis-28390	115	11	2	2	NUM
bracis-28390	115	12	)	)	PUNCT
bracis-28390	115	13	$	$	SYM
bracis-28390	115	14	$	$	SYM
bracis-28390	115	15	\begin{aligned	\begin{aligne	VERB
bracis-28390	115	16	}	}	PUNCT
bracis-28390	115	17	{	{	PUNCT
bracis-28390	115	18	\textbf	\textbf	PROPN
bracis-28390	115	19	{	{	PUNCT
bracis-28390	115	20	x}}_{t-1	x}}_{t-1	PROPN
bracis-28390	115	21	}	}	PUNCT
bracis-28390	115	22	=	=	PUNCT
bracis-28390	115	23	\sqrt{\alpha	\sqrt{\alpha	NUM
bracis-28390	115	24	_	_	PUNCT
bracis-28390	115	25	{	{	PUNCT
bracis-28390	115	26	t-1	t-1	PROPN
bracis-28390	115	27	}	}	PUNCT
bracis-28390	115	28	}	}	PUNCT
bracis-28390	115	29	\underbrace	\underbrace	NOUN
bracis-28390	115	30	{	{	PUNCT
bracis-28390	115	31	\left	\left	PROPN
bracis-28390	115	32	(	(	PUNCT
bracis-28390	115	33	\frac{{\textbf	\frac{{\textbf	PROPN
bracis-28390	115	34	{	{	PUNCT
bracis-28390	115	35	x}}_t	x}}_t	NOUN
bracis-28390	115	36	\sqrt{1-\alpha	\sqrt{1-\alpha	X
bracis-28390	116	1	_	_	X
bracis-28390	116	2	t}e_{\theta	t}e_{\theta	PRON
bracis-28390	116	3	}	}	PUNCT
bracis-28390	116	4	^{(t)}({\textbf	^{(t)}({\textbf	PUNCT
bracis-28390	116	5	{	{	PUNCT
bracis-28390	116	6	x}}_t)}{\sqrt{\alpha	x}}_t)}{\sqrt{\alpha	NUM
bracis-28390	116	7	_	_	PROPN
bracis-28390	116	8	t	t	NOUN
bracis-28390	116	9	}	}	PUNCT
bracis-28390	116	10	}	}	PUNCT
bracis-28390	116	11	\right	\right	PROPN
bracis-28390	116	12	)	)	PUNCT
bracis-28390	116	13	}	}	PUNCT
bracis-28390	117	1	_	_	PUNCT
bracis-28390	117	2	{	{	PUNCT
bracis-28390	117	3	\text	\text	NOUN
bracis-28390	117	4	{	{	PUNCT
bracis-28390	117	5	`	`	PUNCT
bracis-28390	117	6	`	`	PUNCT
bracis-28390	117	7	}	}	PUNCT
bracis-28390	117	8	x_{0}\,\	x_{0}\,\	PROPN
bracis-28390	117	9	,	,	PUNCT
bracis-28390	117	10	\text	\text	PROPN
bracis-28390	117	11	{	{	PUNCT
bracis-28390	117	12	predicted	predict	VERB
bracis-28390	117	13	''	''	PUNCT
bracis-28390	117	14	}	}	PUNCT
bracis-28390	117	15	}	}	PUNCT
bracis-28390	117	16	\underbrace	\underbrace	NOUN
bracis-28390	117	17	{	{	PUNCT
bracis-28390	117	18	+	+	NUM
bracis-28390	117	19	\sqrt{1-\alpha	\sqrt{1-\alpha	NOUN
bracis-28390	117	20	_	_	PRON
bracis-28390	117	21	{	{	PUNCT
bracis-28390	117	22	t-1}-\sigma	t-1}-\sigma	PROPN
bracis-28390	117	23	^{2}_t	^{2}_t	NOUN
bracis-28390	117	24	}	}	PUNCT
bracis-28390	117	25	\cdot	\cdot	NOUN
bracis-28390	117	26	\epsilon	\epsilon	NOUN
bracis-28390	117	27	_	_	PUNCT
bracis-28390	117	28	{	{	PUNCT
bracis-28390	117	29	\theta	\theta	PROPN
bracis-28390	117	30	}	}	PUNCT
bracis-28390	117	31	^{(t)}({\textbf	^{(t)}({\textbf	PUNCT
bracis-28390	117	32	{	{	PUNCT
bracis-28390	117	33	x}}_t	x}}_t	NOUN
bracis-28390	117	34	)	)	PUNCT
bracis-28390	117	35	}	}	PUNCT
bracis-28390	118	1	_	_	PUNCT
bracis-28390	118	2	{	{	PUNCT
bracis-28390	118	3	\text	\text	NOUN
bracis-28390	118	4	{	{	PUNCT
bracis-28390	118	5	`	`	PUNCT
bracis-28390	118	6	`	`	PUNCT
bracis-28390	118	7	direction	direction	NOUN
bracis-28390	118	8	towards}\,\	towards}\,\	NOUN
bracis-28390	118	9	,	,	PUNCT
bracis-28390	118	10	x_{t	x_{t	PROPN
bracis-28390	118	11	}	}	PUNCT
bracis-28390	118	12	\text	\text	ADV
bracis-28390	118	13	{	{	PUNCT
bracis-28390	118	14	''	''	PUNCT
bracis-28390	118	15	}	}	PUNCT
bracis-28390	118	16	}	}	PUNCT
bracis-28390	119	1	+	+	CCONJ
bracis-28390	119	2	\sigma	\sigma	PROPN
bracis-28390	119	3	_	_	PRON
bracis-28390	119	4	t\epsilon	t\epsilon	NOUN
bracis-28390	119	5	_	_	PROPN
bracis-28390	119	6	t	t	NOUN
bracis-28390	119	7	\end{aligned}$$	\end{aligned}$$	X
bracis-28390	119	8	(	(	PUNCT
bracis-28390	119	9	3	3	NUM
bracis-28390	119	10	)	)	PUNCT
bracis-28390	119	11	latent	latent	NOUN
bracis-28390	119	12	diffusion	diffusion	NOUN
bracis-28390	119	13	models	model	NOUN
bracis-28390	119	14	.	.	PUNCT
bracis-28390	120	1	latent	latent	NOUN
bracis-28390	120	2	diffusion	diffusion	NOUN
bracis-28390	120	3	models	model	NOUN
bracis-28390	120	4	,	,	PUNCT
bracis-28390	120	5	ldm	ldm	X
bracis-28390	121	1	[	[	X
bracis-28390	121	2	27	27	NUM
bracis-28390	121	3	]	]	PUNCT
bracis-28390	121	4	gained	gain	VERB
bracis-28390	121	5	notoriety	notoriety	NOUN
bracis-28390	121	6	for	for	ADP
bracis-28390	121	7	being	be	AUX
bracis-28390	121	8	able	able	ADJ
bracis-28390	121	9	to	to	PART
bracis-28390	121	10	generate	generate	VERB
bracis-28390	121	11	realistic	realistic	ADJ
bracis-28390	121	12	text	text	NOUN
bracis-28390	121	13	-	-	PUNCT
bracis-28390	121	14	guided	guide	VERB
bracis-28390	121	15	images	image	NOUN
bracis-28390	121	16	.	.	PUNCT
bracis-28390	122	1	with	with	ADP
bracis-28390	122	2	the	the	DET
bracis-28390	122	3	availability	availability	NOUN
bracis-28390	122	4	of	of	ADP
bracis-28390	122	5	the	the	DET
bracis-28390	122	6	pre	pre	ADJ
bracis-28390	122	7	-	-	ADJ
bracis-28390	122	8	trained	train	VERB
bracis-28390	122	9	latent	latent	NOUN
bracis-28390	122	10	diffusion	diffusion	NOUN
bracis-28390	122	11	model	model	NOUN
bracis-28390	122	12	stable	stable	ADJ
bracis-28390	122	13	diffusion	diffusion	NOUN
bracis-28390	122	14	,	,	PUNCT
bracis-28390	122	15	trained	train	VERB
bracis-28390	122	16	with	with	ADP
bracis-28390	122	17	high	high	ADJ
bracis-28390	122	18	-	-	PUNCT
bracis-28390	122	19	resolution	resolution	NOUN
bracis-28390	122	20	images	image	NOUN
bracis-28390	122	21	present	present	ADJ
bracis-28390	122	22	in	in	ADP
bracis-28390	122	23	the	the	DET
bracis-28390	122	24	laion	laion	NOUN
bracis-28390	122	25	database	database	NOUN
bracis-28390	122	26	[	[	X
bracis-28390	122	27	32	32	NUM
bracis-28390	122	28	]	]	PUNCT
bracis-28390	122	29	quickly	quickly	ADV
bracis-28390	122	30	gained	gain	VERB
bracis-28390	122	31	prominence	prominence	NOUN
bracis-28390	122	32	due	due	ADP
bracis-28390	122	33	to	to	ADP
bracis-28390	122	34	its	its	PRON
bracis-28390	122	35	open	open	ADJ
bracis-28390	122	36	source	source	NOUN
bracis-28390	122	37	code	code	NOUN
bracis-28390	122	38	and	and	CCONJ
bracis-28390	122	39	high	high	ADJ
bracis-28390	122	40	-	-	PUNCT
bracis-28390	122	41	quality	quality	NOUN
bracis-28390	122	42	text	text	NOUN
bracis-28390	122	43	-	-	PUNCT
bracis-28390	122	44	to	to	ADP
bracis-28390	122	45	-	-	PUNCT
bracis-28390	122	46	image	image	NOUN
bracis-28390	122	47	generation	generation	NOUN
bracis-28390	122	48	.	.	PUNCT
bracis-28390	123	1	one	one	NUM
bracis-28390	123	2	of	of	ADP
bracis-28390	123	3	the	the	DET
bracis-28390	123	4	work	work	NOUN
bracis-28390	123	5	’s	’s	PART
bracis-28390	123	6	main	main	ADJ
bracis-28390	123	7	innovations	innovation	NOUN
bracis-28390	123	8	was	be	AUX
bracis-28390	123	9	using	use	VERB
bracis-28390	123	10	a	a	DET
bracis-28390	123	11	dimension	dimension	NOUN
bracis-28390	123	12	reduction	reduction	NOUN
bracis-28390	123	13	technique	technique	NOUN
bracis-28390	123	14	,	,	PUNCT
bracis-28390	123	15	a	a	DET
bracis-28390	123	16	variational	variational	ADJ
bracis-28390	123	17	autoencoder	autoencoder	NOUN
bracis-28390	123	18	model	model	NOUN
bracis-28390	123	19	,	,	PUNCT
bracis-28390	123	20	and	and	CCONJ
bracis-28390	123	21	performing	perform	VERB
bracis-28390	123	22	the	the	DET
bracis-28390	123	23	diffusion	diffusion	NOUN
bracis-28390	123	24	process	process	NOUN
bracis-28390	123	25	in	in	ADP
bracis-28390	123	26	this	this	DET
bracis-28390	123	27	reduced	reduce	VERB
bracis-28390	123	28	domain	domain	NOUN
bracis-28390	123	29	.	.	PUNCT
bracis-28390	124	1	therefore	therefore	ADV
bracis-28390	124	2	,	,	PUNCT
bracis-28390	124	3	this	this	PRON
bracis-28390	124	4	allowed	allow	VERB
bracis-28390	124	5	the	the	DET
bracis-28390	124	6	use	use	NOUN
bracis-28390	124	7	of	of	ADP
bracis-28390	124	8	self	self	NOUN
bracis-28390	124	9	-	-	PUNCT
bracis-28390	124	10	attention	attention	NOUN
bracis-28390	124	11	modules	module	NOUN
bracis-28390	124	12	,	,	PUNCT
bracis-28390	124	13	as	as	ADP
bracis-28390	124	14	these	these	DET
bracis-28390	124	15	increase	increase	NOUN
bracis-28390	124	16	complexity	complexity	NOUN
bracis-28390	124	17	quadratically	quadratically	ADV
bracis-28390	124	18	based	base	VERB
bracis-28390	124	19	on	on	ADP
bracis-28390	124	20	the	the	DET
bracis-28390	124	21	input	input	NOUN
bracis-28390	124	22	data	datum	NOUN
bracis-28390	124	23	.	.	PUNCT
bracis-28390	125	1	additionally	additionally	ADV
bracis-28390	125	2	,	,	PUNCT
bracis-28390	125	3	during	during	ADP
bracis-28390	125	4	the	the	DET
bracis-28390	125	5	model	model	NOUN
bracis-28390	125	6	training	training	NOUN
bracis-28390	125	7	,	,	PUNCT
bracis-28390	125	8	the	the	DET
bracis-28390	125	9	energy	energy	NOUN
bracis-28390	125	10	consumed	consume	VERB
bracis-28390	125	11	and	and	CCONJ
bracis-28390	125	12	processing	processing	NOUN
bracis-28390	125	13	time	time	NOUN
bracis-28390	125	14	decreased	decrease	VERB
bracis-28390	125	15	considerably	considerably	ADV
bracis-28390	125	16	compared	compare	VERB
bracis-28390	125	17	to	to	ADP
bracis-28390	125	18	previously	previously	ADV
bracis-28390	125	19	proposed	propose	VERB
bracis-28390	125	20	architectures	architecture	NOUN
bracis-28390	125	21	.	.	PUNCT
bracis-28390	126	1	the	the	DET
bracis-28390	126	2	model	model	NOUN
bracis-28390	126	3	was	be	AUX
bracis-28390	126	4	divided	divide	VERB
bracis-28390	126	5	into	into	ADP
bracis-28390	126	6	two	two	NUM
bracis-28390	126	7	phases	phase	NOUN
bracis-28390	126	8	:	:	PUNCT
bracis-28390	127	1	1	1	X
bracis-28390	127	2	.	.	X
bracis-28390	127	3	in	in	ADP
bracis-28390	127	4	the	the	DET
bracis-28390	127	5	compression	compression	NOUN
bracis-28390	127	6	phase	phase	NOUN
bracis-28390	127	7	,	,	PUNCT
bracis-28390	127	8	they	they	PRON
bracis-28390	127	9	used	use	VERB
bracis-28390	127	10	a	a	DET
bracis-28390	127	11	variational	variational	ADJ
bracis-28390	127	12	autoencoder	autoencoder	NOUN
bracis-28390	127	13	model	model	NOUN
bracis-28390	127	14	to	to	PART
bracis-28390	127	15	learn	learn	VERB
bracis-28390	127	16	the	the	DET
bracis-28390	127	17	perceptual	perceptual	ADJ
bracis-28390	127	18	domain	domain	NOUN
bracis-28390	127	19	of	of	ADP
bracis-28390	127	20	the	the	DET
bracis-28390	127	21	images	image	NOUN
bracis-28390	127	22	.	.	PUNCT
bracis-28390	128	1	thus	thus	ADV
bracis-28390	128	2	,	,	PUNCT
bracis-28390	128	3	the	the	DET
bracis-28390	128	4	diffusion	diffusion	NOUN
bracis-28390	128	5	model	model	NOUN
bracis-28390	128	6	does	do	AUX
bracis-28390	128	7	not	not	PART
bracis-28390	128	8	try	try	VERB
bracis-28390	128	9	to	to	PART
bracis-28390	128	10	add	add	VERB
bracis-28390	128	11	and	and	CCONJ
bracis-28390	128	12	remove	remove	VERB
bracis-28390	128	13	noise	noise	NOUN
bracis-28390	128	14	from	from	ADP
bracis-28390	128	15	the	the	DET
bracis-28390	128	16	raw	raw	ADJ
bracis-28390	128	17	input	input	NOUN
bracis-28390	128	18	image	image	NOUN
bracis-28390	128	19	,	,	PUNCT
bracis-28390	128	20	usually	usually	ADV
bracis-28390	128	21	in	in	ADP
bracis-28390	128	22	high	high	ADJ
bracis-28390	128	23	dimension	dimension	NOUN
bracis-28390	128	24	,	,	PUNCT
bracis-28390	128	25	but	but	CCONJ
bracis-28390	128	26	rather	rather	ADV
bracis-28390	128	27	from	from	ADP
bracis-28390	128	28	a	a	DET
bracis-28390	128	29	latent	latent	NOUN
bracis-28390	128	30	vector	vector	NOUN
bracis-28390	128	31	(	(	PUNCT
bracis-28390	128	32	intermediate	intermediate	ADJ
bracis-28390	128	33	layer	layer	NOUN
bracis-28390	128	34	of	of	ADP
bracis-28390	128	35	the	the	DET
bracis-28390	128	36	autoencoder	autoencoder	NOUN
bracis-28390	128	37	used	use	VERB
bracis-28390	128	38	)	)	PUNCT
bracis-28390	128	39	,	,	PUNCT
bracis-28390	128	40	considerably	considerably	ADV
bracis-28390	128	41	reducing	reduce	VERB
bracis-28390	128	42	the	the	DET
bracis-28390	128	43	computational	computational	ADJ
bracis-28390	128	44	complexity	complexity	NOUN
bracis-28390	128	45	,	,	PUNCT
bracis-28390	128	46	as	as	SCONJ
bracis-28390	128	47	it	it	PRON
bracis-28390	128	48	reduces	reduce	VERB
bracis-28390	128	49	the	the	DET
bracis-28390	128	50	input	input	NOUN
bracis-28390	128	51	size	size	NOUN
bracis-28390	128	52	by	by	ADP
bracis-28390	128	53	eight	eight	NUM
bracis-28390	128	54	times	time	NOUN
bracis-28390	128	55	.	.	PUNCT
bracis-28390	129	1	this	this	DET
bracis-28390	129	2	variational	variational	ADJ
bracis-28390	129	3	autoencoder	autoencoder	NOUN
bracis-28390	129	4	uses	use	VERB
bracis-28390	129	5	a	a	DET
bracis-28390	129	6	perceptual	perceptual	ADJ
bracis-28390	129	7	loss	loss	NOUN
bracis-28390	129	8	and	and	CCONJ
bracis-28390	129	9	has	have	AUX
bracis-28390	129	10	an	an	DET
bracis-28390	129	11	opposing	oppose	VERB
bracis-28390	129	12	objective	objective	ADJ
bracis-28390	129	13	function	function	NOUN
bracis-28390	129	14	based	base	VERB
bracis-28390	129	15	on	on	ADP
bracis-28390	129	16	image	image	NOUN
bracis-28390	129	17	segments	segment	NOUN
bracis-28390	129	18	,	,	PUNCT
bracis-28390	129	19	thus	thus	ADV
bracis-28390	129	20	ensuring	ensure	VERB
bracis-28390	129	21	consistency	consistency	NOUN
bracis-28390	129	22	in	in	ADP
bracis-28390	129	23	each	each	DET
bracis-28390	129	24	segment	segment	NOUN
bracis-28390	129	25	.	.	PUNCT
bracis-28390	130	1	2	2	X
bracis-28390	130	2	.	.	X
bracis-28390	130	3	in	in	ADP
bracis-28390	130	4	the	the	DET
bracis-28390	130	5	generative	generative	ADJ
bracis-28390	130	6	learning	learning	NOUN
bracis-28390	130	7	phase	phase	NOUN
bracis-28390	130	8	,	,	PUNCT
bracis-28390	130	9	a	a	DET
bracis-28390	130	10	u	u	NOUN
bracis-28390	130	11	-	-	NOUN
bracis-28390	130	12	net	net	ADJ
bracis-28390	130	13	[	[	X
bracis-28390	130	14	28	28	NUM
bracis-28390	130	15	]	]	X
bracis-28390	130	16	structure	structure	NOUN
bracis-28390	130	17	was	be	AUX
bracis-28390	130	18	used	use	VERB
bracis-28390	130	19	with	with	ADP
bracis-28390	130	20	cross	cross	ADJ
bracis-28390	130	21	-	-	ADJ
bracis-28390	130	22	attention	attention	ADJ
bracis-28390	130	23	mechanisms	mechanism	NOUN
bracis-28390	130	24	conditioned	condition	VERB
bracis-28390	130	25	to	to	ADP
bracis-28390	130	26	different	different	ADJ
bracis-28390	130	27	input	input	NOUN
bracis-28390	130	28	forms	form	NOUN
bracis-28390	130	29	(	(	PUNCT
bracis-28390	130	30	text	text	NOUN
bracis-28390	130	31	and	and	CCONJ
bracis-28390	130	32	image	image	NOUN
bracis-28390	130	33	)	)	PUNCT
bracis-28390	130	34	via	via	ADP
bracis-28390	130	35	a	a	DET
bracis-28390	130	36	domain	domain	NOUN
bracis-28390	130	37	-	-	PUNCT
bracis-28390	130	38	specific	specific	ADJ
bracis-28390	130	39	encoder	encoder	NOUN
bracis-28390	130	40	.	.	PUNCT
bracis-28390	131	1	one	one	NUM
bracis-28390	131	2	technique	technique	NOUN
bracis-28390	131	3	used	use	VERB
bracis-28390	131	4	is	be	AUX
bracis-28390	131	5	classifier	classifier	NOUN
bracis-28390	131	6	-	-	PUNCT
bracis-28390	131	7	free	free	ADJ
bracis-28390	131	8	guidance	guidance	NOUN
bracis-28390	131	9	[	[	X
bracis-28390	131	10	13	13	NUM
bracis-28390	131	11	]	]	PUNCT
bracis-28390	131	12	,	,	PUNCT
bracis-28390	131	13	in	in	ADP
bracis-28390	131	14	which	which	PRON
bracis-28390	131	15	two	two	NUM
bracis-28390	131	16	text	text	NOUN
bracis-28390	131	17	representations	representation	NOUN
bracis-28390	131	18	are	be	AUX
bracis-28390	131	19	concatenated	concatenate	VERB
bracis-28390	131	20	,	,	PUNCT
bracis-28390	131	21	an	an	DET
bracis-28390	131	22	empty	empty	ADJ
bracis-28390	131	23	array	array	NOUN
bracis-28390	131	24	,	,	PUNCT
bracis-28390	131	25	and	and	CCONJ
bracis-28390	131	26	the	the	DET
bracis-28390	131	27	input	input	NOUN
bracis-28390	131	28	sentence	sentence	NOUN
bracis-28390	131	29	.	.	PUNCT
bracis-28390	132	1	two	two	NUM
bracis-28390	132	2	latent	latent	NOUN
bracis-28390	132	3	vectors	vector	NOUN
bracis-28390	132	4	are	be	AUX
bracis-28390	132	5	also	also	ADV
bracis-28390	132	6	concatenated	concatenate	VERB
bracis-28390	132	7	,	,	PUNCT
bracis-28390	132	8	which	which	PRON
bracis-28390	132	9	will	will	AUX
bracis-28390	132	10	have	have	VERB
bracis-28390	132	11	their	their	PRON
bracis-28390	132	12	noise	noise	NOUN
bracis-28390	132	13	removed	remove	VERB
bracis-28390	132	14	.	.	PUNCT
bracis-28390	133	1	therefore	therefore	ADV
bracis-28390	133	2	,	,	PUNCT
bracis-28390	133	3	the	the	DET
bracis-28390	133	4	output	output	NOUN
bracis-28390	133	5	will	will	AUX
bracis-28390	133	6	have	have	VERB
bracis-28390	133	7	two	two	NUM
bracis-28390	133	8	components	component	NOUN
bracis-28390	133	9	,	,	PUNCT
bracis-28390	133	10	one	one	NUM
bracis-28390	133	11	in	in	ADP
bracis-28390	133	12	which	which	PRON
bracis-28390	133	13	the	the	DET
bracis-28390	133	14	input	input	NOUN
bracis-28390	133	15	text	text	NOUN
bracis-28390	133	16	is	be	AUX
bracis-28390	133	17	oriented	orient	VERB
bracis-28390	133	18	\(\hat{x}_{cond\_text}\	\(\hat{x}_{cond\_text}\	ADJ
bracis-28390	133	19	)	)	PUNCT
bracis-28390	133	20	and	and	CCONJ
bracis-28390	133	21	another	another	PRON
bracis-28390	133	22	without	without	ADP
bracis-28390	133	23	\(\hat{x}_{incond}\	\(\hat{x}_{incond}\	NOUN
bracis-28390	133	24	)	)	PUNCT
bracis-28390	133	25	.	.	PUNCT
bracis-28390	134	1	a	a	DET
bracis-28390	134	2	model	model	NOUN
bracis-28390	134	3	parameter	parameter	PROPN
bracis-28390	134	4	\(h_1\	\(h_1\	PROPN
bracis-28390	134	5	)	)	PUNCT
bracis-28390	134	6	controls	control	VERB
bracis-28390	134	7	how	how	SCONJ
bracis-28390	134	8	much	much	ADJ
bracis-28390	134	9	the	the	DET
bracis-28390	134	10	component	component	NOUN
bracis-28390	134	11	linked	link	VERB
bracis-28390	134	12	to	to	ADP
bracis-28390	134	13	the	the	DET
bracis-28390	134	14	input	input	NOUN
bracis-28390	134	15	text	text	NOUN
bracis-28390	134	16	affects	affect	VERB
bracis-28390	134	17	the	the	DET
bracis-28390	134	18	final	final	ADJ
bracis-28390	134	19	image	image	NOUN
bracis-28390	134	20	,	,	PUNCT
bracis-28390	134	21	as	as	SCONJ
bracis-28390	134	22	seen	see	VERB
bracis-28390	134	23	in	in	ADP
bracis-28390	134	24	eq	eq	NOUN
bracis-28390	134	25	.	.	PUNCT
bracis-28390	134	26	 	 	SPACE
bracis-28390	134	27	4	4	NUM
bracis-28390	134	28	.	.	PUNCT
bracis-28390	135	1	larger	large	ADJ
bracis-28390	135	2	values	value	NOUN
bracis-28390	135	3	of	of	ADP
bracis-28390	135	4	\(h_1\	\(h_1\	PROPN
bracis-28390	135	5	)	)	PUNCT
bracis-28390	135	6	force	force	NOUN
bracis-28390	135	7	the	the	DET
bracis-28390	135	8	generated	generate	VERB
bracis-28390	135	9	image	image	NOUN
bracis-28390	135	10	to	to	PART
bracis-28390	135	11	be	be	AUX
bracis-28390	135	12	more	more	ADV
bracis-28390	135	13	faithful	faithful	ADJ
bracis-28390	135	14	to	to	ADP
bracis-28390	135	15	the	the	DET
bracis-28390	135	16	input	input	NOUN
bracis-28390	135	17	text	text	NOUN
bracis-28390	135	18	,	,	PUNCT
bracis-28390	135	19	and	and	CCONJ
bracis-28390	135	20	smaller	small	ADJ
bracis-28390	135	21	values	value	NOUN
bracis-28390	135	22	give	give	VERB
bracis-28390	135	23	more	more	ADJ
bracis-28390	135	24	freedom	freedom	NOUN
bracis-28390	135	25	in	in	ADP
bracis-28390	135	26	the	the	DET
bracis-28390	135	27	final	final	ADJ
bracis-28390	135	28	image	image	NOUN
bracis-28390	135	29	.	.	PUNCT
bracis-28390	136	1	$	$	SYM
bracis-28390	136	2	$	$	SYM
bracis-28390	136	3	\begin{aligned	\begin{aligne	VERB
bracis-28390	136	4	}	}	PUNCT
bracis-28390	136	5	\hat{x	\hat{x	ADJ
bracis-28390	136	6	}	}	PUNCT
bracis-28390	136	7	=	=	SYM
bracis-28390	136	8	\hat{x}_{incond	\hat{x}_{incond	X
bracis-28390	136	9	}	}	PUNCT
bracis-28390	136	10	+	+	CCONJ
bracis-28390	136	11	h_1*(\hat{x}_{text\_cond	h_1*(\hat{x}_{text\_cond	ADJ
bracis-28390	136	12	}	}	PUNCT
bracis-28390	136	13	\hat{x}_{incond	\hat{x}_{incond	NOUN
bracis-28390	136	14	}	}	PUNCT
bracis-28390	136	15	)	)	PUNCT
bracis-28390	136	16	\end{aligned}$$	\end{aligned}$$	X
bracis-28390	136	17	(	(	PUNCT
bracis-28390	136	18	4	4	X
bracis-28390	136	19	)	)	PUNCT
bracis-28390	136	20	image	image	NOUN
bracis-28390	136	21	editing	edit	VERB
bracis-28390	136	22	using	use	VERB
bracis-28390	136	23	diffusion	diffusion	NOUN
bracis-28390	136	24	models	model	NOUN
bracis-28390	136	25	.	.	PUNCT
bracis-28390	137	1	there	there	PRON
bracis-28390	137	2	are	be	VERB
bracis-28390	137	3	a	a	DET
bracis-28390	137	4	few	few	ADJ
bracis-28390	137	5	ways	way	NOUN
bracis-28390	137	6	to	to	PART
bracis-28390	137	7	perform	perform	VERB
bracis-28390	137	8	image	image	NOUN
bracis-28390	137	9	editing	edit	VERB
bracis-28390	137	10	with	with	ADP
bracis-28390	137	11	diffusion	diffusion	NOUN
bracis-28390	137	12	models	model	NOUN
bracis-28390	137	13	.	.	PUNCT
bracis-28390	138	1	three	three	NUM
bracis-28390	138	2	of	of	ADP
bracis-28390	138	3	them	they	PRON
bracis-28390	138	4	are	be	AUX
bracis-28390	138	5	:	:	PUNCT
bracis-28390	138	6	methods	method	NOUN
bracis-28390	138	7	that	that	PRON
bracis-28390	138	8	use	use	VERB
bracis-28390	138	9	ddim	ddim	NOUN
bracis-28390	138	10	inversion	inversion	NOUN
bracis-28390	138	11	to	to	PART
bracis-28390	138	12	find	find	VERB
bracis-28390	138	13	the	the	DET
bracis-28390	138	14	latent	latent	NOUN
bracis-28390	138	15	vector	vector	NOUN
bracis-28390	138	16	that	that	PRON
bracis-28390	138	17	best	well	ADV
bracis-28390	138	18	reconstructs	reconstruct	VERB
bracis-28390	138	19	the	the	DET
bracis-28390	138	20	original	original	ADJ
bracis-28390	138	21	image	image	NOUN
bracis-28390	138	22	and	and	CCONJ
bracis-28390	138	23	perform	perform	VERB
bracis-28390	138	24	editing	edit	VERB
bracis-28390	138	25	in	in	ADP
bracis-28390	138	26	the	the	DET
bracis-28390	138	27	forward	forward	ADJ
bracis-28390	138	28	step	step	NOUN
bracis-28390	138	29	of	of	ADP
bracis-28390	138	30	noise	noise	NOUN
bracis-28390	138	31	removal	removal	NOUN
bracis-28390	138	32	.	.	PUNCT
bracis-28390	139	1	these	these	DET
bracis-28390	139	2	methods	method	NOUN
bracis-28390	139	3	do	do	AUX
bracis-28390	139	4	not	not	PART
bracis-28390	139	5	modify	modify	VERB
bracis-28390	139	6	the	the	DET
bracis-28390	139	7	parameters	parameter	NOUN
bracis-28390	139	8	of	of	ADP
bracis-28390	139	9	the	the	DET
bracis-28390	139	10	diffusion	diffusion	NOUN
bracis-28390	139	11	models	model	NOUN
bracis-28390	139	12	used	use	VERB
bracis-28390	139	13	.	.	PUNCT
bracis-28390	140	1	pix2pix	pix2pix	VERB
bracis-28390	140	2	-	-	NOUN
bracis-28390	140	3	zero	zero	NUM
bracis-28390	140	4	[	[	X
bracis-28390	140	5	24	24	NUM
bracis-28390	140	6	]	]	PUNCT
bracis-28390	140	7	adopts	adopt	VERB
bracis-28390	140	8	this	this	DET
bracis-28390	140	9	approach	approach	NOUN
bracis-28390	140	10	.	.	PUNCT
bracis-28390	141	1	fine	fine	ADJ
bracis-28390	141	2	-	-	PUNCT
bracis-28390	141	3	tuning	tune	VERB
bracis-28390	141	4	the	the	DET
bracis-28390	141	5	weights	weight	NOUN
bracis-28390	141	6	of	of	ADP
bracis-28390	141	7	pre	pre	ADJ
bracis-28390	141	8	-	-	ADJ
bracis-28390	141	9	trained	train	VERB
bracis-28390	141	10	diffusion	diffusion	NOUN
bracis-28390	141	11	models	model	NOUN
bracis-28390	141	12	to	to	PART
bracis-28390	141	13	fit	fit	VERB
bracis-28390	141	14	the	the	DET
bracis-28390	141	15	examples	example	NOUN
bracis-28390	141	16	to	to	PART
bracis-28390	141	17	be	be	AUX
bracis-28390	141	18	edited	edit	VERB
bracis-28390	141	19	,	,	PUNCT
bracis-28390	141	20	as	as	ADP
bracis-28390	141	21	in	in	ADP
bracis-28390	141	22	dreambooth	dreambooth	NOUN
bracis-28390	141	23	[	[	X
bracis-28390	141	24	30	30	NUM
bracis-28390	141	25	]	]	PUNCT
bracis-28390	141	26	and	and	CCONJ
bracis-28390	141	27	textual	textual	ADJ
bracis-28390	141	28	inversion	inversion	NOUN
bracis-28390	141	29	[	[	X
bracis-28390	141	30	6	6	NUM
bracis-28390	141	31	]	]	PUNCT
bracis-28390	141	32	.	.	PUNCT
bracis-28390	142	1	train	train	VERB
bracis-28390	142	2	a	a	DET
bracis-28390	142	3	diffusion	diffusion	NOUN
bracis-28390	142	4	model	model	NOUN
bracis-28390	142	5	to	to	PART
bracis-28390	142	6	do	do	VERB
bracis-28390	142	7	image	image	NOUN
bracis-28390	142	8	editing	editing	NOUN
bracis-28390	142	9	,	,	PUNCT
bracis-28390	142	10	as	as	ADP
bracis-28390	142	11	in	in	ADP
bracis-28390	142	12	production	production	NOUN
bracis-28390	142	13	-	-	PUNCT
bracis-28390	142	14	ready	ready	ADJ
bracis-28390	142	15	face	face	NOUN
bracis-28390	142	16	re	re	NOUN
bracis-28390	142	17	-	-	NOUN
bracis-28390	142	18	aging	age	VERB
bracis-28390	142	19	for	for	ADP
bracis-28390	142	20	visual	visual	ADJ
bracis-28390	142	21	effects	effect	NOUN
bracis-28390	142	22	[	[	X
bracis-28390	142	23	40	40	NUM
bracis-28390	142	24	]	]	PUNCT
bracis-28390	142	25	and	and	CCONJ
bracis-28390	142	26	in	in	ADP
bracis-28390	142	27	instruct	instruct	NOUN
bracis-28390	142	28	-	-	PUNCT
bracis-28390	142	29	pix2pix	pix2pix	VERB
bracis-28390	142	30	[	[	X
bracis-28390	142	31	2	2	NUM
bracis-28390	142	32	]	]	PUNCT
bracis-28390	142	33	.	.	PUNCT
bracis-28390	143	1	ddim	ddim	VERB
bracis-28390	143	2	inversion	inversion	NOUN
bracis-28390	143	3	.	.	PUNCT
bracis-28390	144	1	ddim	ddim	VERB
bracis-28390	144	2	inversion	inversion	NOUN
bracis-28390	144	3	technique	technique	NOUN
bracis-28390	144	4	[	[	X
bracis-28390	144	5	34	34	NUM
bracis-28390	144	6	]	]	PUNCT
bracis-28390	144	7	is	be	AUX
bracis-28390	144	8	a	a	DET
bracis-28390	144	9	way	way	NOUN
bracis-28390	144	10	of	of	ADP
bracis-28390	144	11	editing	edit	VERB
bracis-28390	144	12	real	real	ADJ
bracis-28390	144	13	images	image	NOUN
bracis-28390	144	14	and	and	CCONJ
bracis-28390	144	15	consists	consist	VERB
bracis-28390	144	16	of	of	ADP
bracis-28390	144	17	finding	find	VERB
bracis-28390	144	18	the	the	DET
bracis-28390	144	19	latent	latent	NOUN
bracis-28390	144	20	variable	variable	NOUN
bracis-28390	144	21	\(x_t\	\(x_t\	NOUN
bracis-28390	144	22	)	)	PUNCT
bracis-28390	144	23	,	,	PUNCT
bracis-28390	144	24	which	which	PRON
bracis-28390	144	25	,	,	PUNCT
bracis-28390	144	26	when	when	SCONJ
bracis-28390	144	27	traversing	traverse	VERB
bracis-28390	144	28	the	the	DET
bracis-28390	144	29	deterministic	deterministic	ADJ
bracis-28390	144	30	sampling	sampling	NOUN
bracis-28390	144	31	path	path	NOUN
bracis-28390	144	32	,	,	PUNCT
bracis-28390	144	33	will	will	AUX
bracis-28390	144	34	produce	produce	VERB
bracis-28390	144	35	a	a	DET
bracis-28390	144	36	realistic	realistic	ADJ
bracis-28390	144	37	approximation	approximation	NOUN
bracis-28390	144	38	of	of	ADP
bracis-28390	144	39	the	the	DET
bracis-28390	144	40	original	original	ADJ
bracis-28390	144	41	image	image	NOUN
bracis-28390	144	42	\(x_0\	\(x_0\	PROPN
bracis-28390	144	43	)	)	PUNCT
bracis-28390	144	44	.	.	PUNCT
bracis-28390	145	1	once	once	ADV
bracis-28390	145	2	this	this	PRON
bracis-28390	145	3	is	be	AUX
bracis-28390	145	4	done	do	VERB
bracis-28390	145	5	,	,	PUNCT
bracis-28390	145	6	it	it	PRON
bracis-28390	145	7	becomes	become	VERB
bracis-28390	145	8	possible	possible	ADJ
bracis-28390	145	9	to	to	PART
bracis-28390	145	10	edit	edit	VERB
bracis-28390	145	11	just	just	ADV
bracis-28390	145	12	some	some	DET
bracis-28390	145	13	parts	part	NOUN
bracis-28390	145	14	of	of	ADP
bracis-28390	145	15	the	the	DET
bracis-28390	145	16	coding	coding	NOUN
bracis-28390	145	17	that	that	PRON
bracis-28390	145	18	conditions	condition	VERB
bracis-28390	145	19	the	the	DET
bracis-28390	145	20	image	image	NOUN
bracis-28390	145	21	generation	generation	NOUN
bracis-28390	145	22	,	,	PUNCT
bracis-28390	145	23	also	also	ADV
bracis-28390	145	24	being	be	AUX
bracis-28390	145	25	able	able	ADJ
bracis-28390	145	26	to	to	PART
bracis-28390	145	27	replace	replace	VERB
bracis-28390	145	28	words	word	NOUN
bracis-28390	145	29	while	while	SCONJ
bracis-28390	145	30	maintaining	maintain	VERB
bracis-28390	145	31	the	the	DET
bracis-28390	145	32	characteristics	characteristic	NOUN
bracis-28390	145	33	of	of	ADP
bracis-28390	145	34	the	the	DET
bracis-28390	145	35	original	original	ADJ
bracis-28390	145	36	image	image	NOUN
bracis-28390	145	37	.	.	PUNCT
bracis-28390	146	1	another	another	DET
bracis-28390	146	2	way	way	NOUN
bracis-28390	146	3	of	of	ADP
bracis-28390	146	4	editing	edit	VERB
bracis-28390	146	5	forms	form	NOUN
bracis-28390	146	6	involves	involve	VERB
bracis-28390	146	7	using	use	VERB
bracis-28390	146	8	a	a	DET
bracis-28390	146	9	mask	mask	NOUN
bracis-28390	146	10	to	to	AUX
bracis-28390	146	11	edit	edit	VERB
bracis-28390	146	12	only	only	ADV
bracis-28390	146	13	a	a	DET
bracis-28390	146	14	region	region	NOUN
bracis-28390	146	15	of	of	ADP
bracis-28390	146	16	interest	interest	NOUN
bracis-28390	146	17	.	.	PUNCT
bracis-28390	147	1	clip	clip	NOUN
bracis-28390	147	2	.	.	PUNCT
bracis-28390	148	1	in	in	ADP
bracis-28390	148	2	contrastive	contrastive	ADJ
bracis-28390	148	3	language	language	NOUN
bracis-28390	148	4	-	-	PUNCT
bracis-28390	148	5	image	image	NOUN
bracis-28390	148	6	pre	pre	NOUN
bracis-28390	148	7	-	-	NOUN
bracis-28390	148	8	training	training	NOUN
bracis-28390	148	9	,	,	PUNCT
bracis-28390	148	10	clip	clip	NOUN
bracis-28390	148	11	[	[	X
bracis-28390	148	12	25	25	NUM
bracis-28390	148	13	]	]	PUNCT
bracis-28390	148	14	,	,	PUNCT
bracis-28390	148	15	a	a	DET
bracis-28390	148	16	neural	neural	ADJ
bracis-28390	148	17	network	network	NOUN
bracis-28390	148	18	was	be	AUX
bracis-28390	148	19	trained	train	VERB
bracis-28390	148	20	on	on	ADP
bracis-28390	148	21	400	400	NUM
bracis-28390	148	22	million	million	NUM
bracis-28390	148	23	image	image	NOUN
bracis-28390	148	24	pairs	pair	NOUN
bracis-28390	148	25	in	in	ADP
bracis-28390	148	26	the	the	DET
bracis-28390	148	27	form	form	NOUN
bracis-28390	148	28	of	of	ADP
bracis-28390	148	29	an	an	DET
bracis-28390	148	30	image	image	NOUN
bracis-28390	148	31	and	and	CCONJ
bracis-28390	148	32	its	its	PRON
bracis-28390	148	33	subtitles	subtitle	NOUN
bracis-28390	148	34	obtained	obtain	VERB
bracis-28390	148	35	from	from	ADP
bracis-28390	148	36	the	the	DET
bracis-28390	148	37	internet	internet	NOUN
bracis-28390	148	38	.	.	PUNCT
bracis-28390	149	1	this	this	DET
bracis-28390	149	2	network	network	NOUN
bracis-28390	149	3	was	be	AUX
bracis-28390	149	4	proposed	propose	VERB
bracis-28390	149	5	to	to	PART
bracis-28390	149	6	be	be	AUX
bracis-28390	149	7	used	use	VERB
bracis-28390	149	8	without	without	ADP
bracis-28390	149	9	the	the	DET
bracis-28390	149	10	need	need	NOUN
bracis-28390	149	11	to	to	PART
bracis-28390	149	12	be	be	AUX
bracis-28390	149	13	retrained	retrain	VERB
bracis-28390	149	14	for	for	ADP
bracis-28390	149	15	specific	specific	ADJ
bracis-28390	149	16	tasks	task	NOUN
bracis-28390	149	17	since	since	SCONJ
bracis-28390	149	18	it	it	PRON
bracis-28390	149	19	aligns	align	VERB
bracis-28390	149	20	in	in	ADP
bracis-28390	149	21	the	the	DET
bracis-28390	149	22	same	same	ADJ
bracis-28390	149	23	dimensional	dimensional	ADJ
bracis-28390	149	24	space	space	NOUN
bracis-28390	149	25	both	both	CCONJ
bracis-28390	149	26	the	the	DET
bracis-28390	149	27	representation	representation	NOUN
bracis-28390	149	28	of	of	ADP
bracis-28390	149	29	the	the	DET
bracis-28390	149	30	image	image	NOUN
bracis-28390	149	31	(	(	PUNCT
bracis-28390	149	32	after	after	ADP
bracis-28390	149	33	passing	pass	VERB
bracis-28390	149	34	through	through	ADP
bracis-28390	149	35	an	an	DET
bracis-28390	149	36	encoding	encoding	NOUN
bracis-28390	149	37	model	model	NOUN
bracis-28390	149	38	)	)	PUNCT
bracis-28390	149	39	,	,	PUNCT
bracis-28390	149	40	\(i_n\	\(i_n\	ADJ
bracis-28390	149	41	)	)	PUNCT
bracis-28390	149	42	,	,	PUNCT
bracis-28390	149	43	and	and	CCONJ
bracis-28390	149	44	the	the	DET
bracis-28390	149	45	text	text	NOUN
bracis-28390	149	46	(	(	PUNCT
bracis-28390	149	47	also	also	ADV
bracis-28390	149	48	after	after	ADP
bracis-28390	149	49	going	go	VERB
bracis-28390	149	50	through	through	ADP
bracis-28390	149	51	a	a	DET
bracis-28390	149	52	process	process	NOUN
bracis-28390	149	53	of	of	ADP
bracis-28390	149	54	tokenizing	tokenizing	NOUN
bracis-28390	149	55	,	,	PUNCT
bracis-28390	149	56	encoding	encoding	NOUN
bracis-28390	149	57	,	,	PUNCT
bracis-28390	149	58	and	and	CCONJ
bracis-28390	149	59	padding	padding	NOUN
bracis-28390	149	60	to	to	PART
bracis-28390	149	61	have	have	VERB
bracis-28390	149	62	the	the	DET
bracis-28390	149	63	same	same	ADJ
bracis-28390	149	64	dimension	dimension	NOUN
bracis-28390	149	65	as	as	ADP
bracis-28390	149	66	the	the	DET
bracis-28390	149	67	image	image	NOUN
bracis-28390	149	68	)	)	PUNCT
bracis-28390	149	69	,	,	PUNCT
bracis-28390	149	70	\(t_n\	\(t_n\	PROPN
bracis-28390	149	71	)	)	PUNCT
bracis-28390	149	72	,	,	PUNCT
bracis-28390	149	73	since	since	SCONJ
bracis-28390	149	74	both	both	PRON
bracis-28390	149	75	have	have	VERB
bracis-28390	149	76	the	the	DET
bracis-28390	149	77	same	same	ADJ
bracis-28390	149	78	dimension	dimension	NOUN
bracis-28390	149	79	and	and	CCONJ
bracis-28390	149	80	the	the	DET
bracis-28390	149	81	result	result	NOUN
bracis-28390	149	82	matrix	matrix	NOUN
bracis-28390	149	83	is	be	AUX
bracis-28390	149	84	the	the	DET
bracis-28390	149	85	cross	cross	NOUN
bracis-28390	149	86	product	product	NOUN
bracis-28390	149	87	of	of	ADP
bracis-28390	149	88	both	both	DET
bracis-28390	149	89	\(i_n	\(i_n	ADJ
bracis-28390	149	90	\cdot	\cdot	NOUN
bracis-28390	149	91	t_n	t_n	PUNCT
bracis-28390	149	92	\	\	PROPN
bracis-28390	149	93	)	)	PUNCT
bracis-28390	149	94	.	.	PUNCT
bracis-28390	150	1	its	its	PRON
bracis-28390	150	2	objective	objective	ADJ
bracis-28390	150	3	function	function	NOUN
bracis-28390	150	4	tries	try	VERB
bracis-28390	150	5	to	to	PART
bracis-28390	150	6	maximize	maximize	VERB
bracis-28390	150	7	the	the	DET
bracis-28390	150	8	similarity	similarity	NOUN
bracis-28390	150	9	of	of	ADP
bracis-28390	150	10	matching	match	VERB
bracis-28390	150	11	pairs	pair	NOUN
bracis-28390	150	12	and	and	CCONJ
bracis-28390	150	13	minimize	minimize	VERB
bracis-28390	150	14	the	the	DET
bracis-28390	150	15	similarity	similarity	NOUN
bracis-28390	150	16	of	of	ADP
bracis-28390	150	17	unrelated	unrelated	ADJ
bracis-28390	150	18	pairs	pair	NOUN
bracis-28390	150	19	.	.	PUNCT
bracis-28390	151	1	the	the	DET
bracis-28390	151	2	representation	representation	NOUN
bracis-28390	151	3	obtained	obtain	VERB
bracis-28390	151	4	by	by	ADP
bracis-28390	151	5	the	the	DET
bracis-28390	151	6	network	network	NOUN
bracis-28390	151	7	has	have	AUX
bracis-28390	151	8	been	be	AUX
bracis-28390	151	9	used	use	VERB
bracis-28390	151	10	in	in	ADP
bracis-28390	151	11	multiple	multiple	ADJ
bracis-28390	151	12	image	image	NOUN
bracis-28390	151	13	-	-	PUNCT
bracis-28390	151	14	related	relate	VERB
bracis-28390	151	15	tasks	task	NOUN
bracis-28390	151	16	since	since	SCONJ
bracis-28390	151	17	it	it	PRON
bracis-28390	151	18	aligns	align	VERB
bracis-28390	151	19	the	the	DET
bracis-28390	151	20	images	image	NOUN
bracis-28390	151	21	with	with	ADP
bracis-28390	151	22	text	text	NOUN
bracis-28390	151	23	context	context	NOUN
bracis-28390	151	24	.	.	PUNCT
bracis-28390	152	1	pix2pix	pix2pix	VERB
bracis-28390	152	2	-	-	PROPN
bracis-28390	152	3	zero	zero	NUM
bracis-28390	152	4	.	.	PUNCT
bracis-28390	153	1	in	in	ADP
bracis-28390	153	2	zero	zero	NUM
bracis-28390	153	3	-	-	PUNCT
bracis-28390	153	4	shot	shot	NOUN
bracis-28390	153	5	image	image	NOUN
bracis-28390	153	6	-	-	PUNCT
bracis-28390	153	7	to	to	ADP
bracis-28390	153	8	-	-	PUNCT
bracis-28390	153	9	image	image	NOUN
bracis-28390	153	10	translation	translation	NOUN
bracis-28390	153	11	[	[	X
bracis-28390	153	12	24	24	NUM
bracis-28390	153	13	]	]	PUNCT
bracis-28390	153	14	,	,	PUNCT
bracis-28390	153	15	the	the	DET
bracis-28390	153	16	authors	author	NOUN
bracis-28390	153	17	propose	propose	VERB
bracis-28390	153	18	a	a	DET
bracis-28390	153	19	method	method	NOUN
bracis-28390	153	20	for	for	ADP
bracis-28390	153	21	editing	edit	VERB
bracis-28390	153	22	real	real	ADJ
bracis-28390	153	23	images	image	NOUN
bracis-28390	153	24	that	that	PRON
bracis-28390	153	25	preserve	preserve	VERB
bracis-28390	153	26	the	the	DET
bracis-28390	153	27	characteristics	characteristic	NOUN
bracis-28390	153	28	of	of	ADP
bracis-28390	153	29	the	the	DET
bracis-28390	153	30	original	original	ADJ
bracis-28390	153	31	images	image	NOUN
bracis-28390	153	32	.	.	PUNCT
bracis-28390	154	1	following	follow	VERB
bracis-28390	154	2	the	the	DET
bracis-28390	154	3	following	follow	VERB
bracis-28390	154	4	steps	step	NOUN
bracis-28390	154	5	:	:	PUNCT
bracis-28390	154	6	1	1	X
bracis-28390	154	7	.	.	X
bracis-28390	154	8	perform	perform	VERB
bracis-28390	154	9	a	a	DET
bracis-28390	154	10	ddim	ddim	NOUN
bracis-28390	154	11	inversion	inversion	NOUN
bracis-28390	154	12	to	to	PART
bracis-28390	154	13	obtain	obtain	VERB
bracis-28390	154	14	the	the	DET
bracis-28390	154	15	original	original	ADJ
bracis-28390	154	16	latent	latent	NOUN
bracis-28390	154	17	vector	vector	NOUN
bracis-28390	154	18	that	that	PRON
bracis-28390	154	19	best	well	ADV
bracis-28390	154	20	represents	represent	VERB
bracis-28390	154	21	this	this	DET
bracis-28390	154	22	real	real	ADJ
bracis-28390	154	23	image	image	NOUN
bracis-28390	154	24	in	in	ADP
bracis-28390	154	25	the	the	DET
bracis-28390	154	26	model	model	NOUN
bracis-28390	154	27	usedfootnote	usedfootnote	NOUN
bracis-28390	154	28	1	1	NUM
bracis-28390	154	29	.	.	NOUN
bracis-28390	154	30	2	2	NUM
bracis-28390	154	31	.	.	X
bracis-28390	154	32	find	find	VERB
bracis-28390	154	33	an	an	DET
bracis-28390	154	34	editing	editing	NOUN
bracis-28390	154	35	direction	direction	NOUN
bracis-28390	154	36	,	,	PUNCT
bracis-28390	154	37	they	they	PRON
bracis-28390	154	38	used	use	VERB
bracis-28390	154	39	the	the	DET
bracis-28390	154	40	gpt-3	gpt-3	NUM
bracis-28390	154	41	text	text	NOUN
bracis-28390	154	42	generator	generator	NOUN
bracis-28390	154	43	template	template	NOUN
bracis-28390	154	44	[	[	X
bracis-28390	154	45	3	3	X
bracis-28390	154	46	]	]	PUNCT
bracis-28390	154	47	to	to	PART
bracis-28390	154	48	generate	generate	VERB
bracis-28390	154	49	sentences	sentence	NOUN
bracis-28390	154	50	with	with	ADP
bracis-28390	154	51	a	a	DET
bracis-28390	154	52	source	source	NOUN
bracis-28390	154	53	term	term	NOUN
bracis-28390	154	54	(	(	PUNCT
bracis-28390	154	55	e.g.	e.g.	ADV
bracis-28390	154	56	dog	dog	NOUN
bracis-28390	154	57	)	)	PUNCT
bracis-28390	154	58	and	and	CCONJ
bracis-28390	154	59	a	a	DET
bracis-28390	154	60	target	target	NOUN
bracis-28390	154	61	term	term	NOUN
bracis-28390	154	62	(	(	PUNCT
bracis-28390	154	63	e.g.	e.g.	ADV
bracis-28390	154	64	cat	cat	NOUN
bracis-28390	154	65	)	)	PUNCT
bracis-28390	154	66	.	.	PUNCT
bracis-28390	155	1	these	these	DET
bracis-28390	155	2	sentences	sentence	NOUN
bracis-28390	155	3	pass	pass	VERB
bracis-28390	155	4	through	through	ADP
bracis-28390	155	5	a	a	DET
bracis-28390	155	6	clip	clip	NOUN
bracis-28390	155	7	model	model	NOUN
bracis-28390	155	8	to	to	PART
bracis-28390	155	9	obtain	obtain	VERB
bracis-28390	155	10	the	the	DET
bracis-28390	155	11	representations	representation	NOUN
bracis-28390	155	12	in	in	ADP
bracis-28390	155	13	that	that	DET
bracis-28390	155	14	domain	domain	NOUN
bracis-28390	155	15	.	.	PUNCT
bracis-28390	156	1	the	the	DET
bracis-28390	156	2	subtraction	subtraction	NOUN
bracis-28390	156	3	of	of	ADP
bracis-28390	156	4	the	the	DET
bracis-28390	156	5	average	average	NOUN
bracis-28390	156	6	of	of	ADP
bracis-28390	156	7	these	these	DET
bracis-28390	156	8	representations	representation	NOUN
bracis-28390	156	9	will	will	AUX
bracis-28390	156	10	,	,	PUNCT
bracis-28390	156	11	theoretically	theoretically	ADV
bracis-28390	156	12	,	,	PUNCT
bracis-28390	156	13	be	be	AUX
bracis-28390	156	14	the	the	DET
bracis-28390	156	15	editing	editing	NOUN
bracis-28390	156	16	direction	direction	NOUN
bracis-28390	156	17	of	of	ADP
bracis-28390	156	18	the	the	DET
bracis-28390	156	19	images	image	NOUN
bracis-28390	156	20	.	.	PUNCT
bracis-28390	157	1	3	3	X
bracis-28390	157	2	.	.	X
bracis-28390	157	3	get	get	VERB
bracis-28390	157	4	a	a	DET
bracis-28390	157	5	caption	caption	NOUN
bracis-28390	157	6	(	(	PUNCT
bracis-28390	157	7	the	the	DET
bracis-28390	157	8	most	most	ADV
bracis-28390	157	9	text	text	NOUN
bracis-28390	157	10	adherent	adherent	NOUN
bracis-28390	157	11	to	to	ADP
bracis-28390	157	12	the	the	DET
bracis-28390	157	13	image	image	NOUN
bracis-28390	157	14	)	)	PUNCT
bracis-28390	157	15	so	so	SCONJ
bracis-28390	157	16	that	that	SCONJ
bracis-28390	157	17	when	when	SCONJ
bracis-28390	157	18	editing	editing	NOUN
bracis-28390	157	19	occurs	occur	VERB
bracis-28390	157	20	,	,	PUNCT
bracis-28390	157	21	it	it	PRON
bracis-28390	157	22	happens	happen	VERB
bracis-28390	157	23	in	in	ADP
bracis-28390	157	24	the	the	DET
bracis-28390	157	25	word	word	NOUN
bracis-28390	157	26	that	that	PRON
bracis-28390	157	27	best	well	ADV
bracis-28390	157	28	represents	represent	VERB
bracis-28390	157	29	the	the	DET
bracis-28390	157	30	changed	change	VERB
bracis-28390	157	31	term	term	NOUN
bracis-28390	157	32	.	.	PUNCT
bracis-28390	158	1	as	as	SCONJ
bracis-28390	158	2	the	the	DET
bracis-28390	158	3	cross	cross	ADJ
bracis-28390	158	4	-	-	ADJ
bracis-28390	158	5	attention	attention	ADJ
bracis-28390	158	6	modules	module	NOUN
bracis-28390	158	7	end	end	VERB
bracis-28390	158	8	up	up	ADP
bracis-28390	158	9	generating	generate	VERB
bracis-28390	158	10	masks	mask	NOUN
bracis-28390	158	11	relating	relate	VERB
bracis-28390	158	12	the	the	DET
bracis-28390	158	13	words	word	NOUN
bracis-28390	158	14	to	to	ADP
bracis-28390	158	15	the	the	DET
bracis-28390	158	16	image	image	NOUN
bracis-28390	158	17	,	,	PUNCT
bracis-28390	158	18	when	when	SCONJ
bracis-28390	158	19	editing	edit	VERB
bracis-28390	158	20	uses	use	VERB
bracis-28390	158	21	this	this	DET
bracis-28390	158	22	information	information	NOUN
bracis-28390	158	23	,	,	PUNCT
bracis-28390	158	24	it	it	PRON
bracis-28390	158	25	maintains	maintain	VERB
bracis-28390	158	26	what	what	PRON
bracis-28390	158	27	is	be	AUX
bracis-28390	158	28	not	not	PART
bracis-28390	158	29	being	be	AUX
bracis-28390	158	30	changed	change	VERB
bracis-28390	158	31	.	.	PUNCT
bracis-28390	159	1	the	the	DET
bracis-28390	159	2	authors	author	NOUN
bracis-28390	159	3	used	use	VERB
bracis-28390	159	4	the	the	DET
bracis-28390	159	5	blip	blip	NOUN
bracis-28390	159	6	model	model	NOUN
bracis-28390	159	7	[	[	X
bracis-28390	159	8	20	20	NUM
bracis-28390	159	9	]	]	PUNCT
bracis-28390	159	10	to	to	PART
bracis-28390	159	11	generate	generate	VERB
bracis-28390	159	12	the	the	DET
bracis-28390	159	13	caption	caption	NOUN
bracis-28390	159	14	in	in	ADP
bracis-28390	159	15	the	the	DET
bracis-28390	159	16	work	work	NOUN
bracis-28390	159	17	.	.	PUNCT
bracis-28390	160	1	4	4	X
bracis-28390	160	2	.	.	X
bracis-28390	160	3	they	they	PRON
bracis-28390	160	4	performed	perform	VERB
bracis-28390	160	5	the	the	DET
bracis-28390	160	6	editing	editing	NOUN
bracis-28390	160	7	through	through	ADP
bracis-28390	160	8	cross	cross	ADJ
bracis-28390	160	9	-	-	ADJ
bracis-28390	160	10	attention	attention	ADJ
bracis-28390	160	11	modules	module	NOUN
bracis-28390	160	12	.	.	PUNCT
bracis-28390	161	1	to	to	PART
bracis-28390	161	2	do	do	VERB
bracis-28390	161	3	so	so	ADV
bracis-28390	161	4	,	,	PUNCT
bracis-28390	161	5	they	they	PRON
bracis-28390	161	6	reconstructed	reconstruct	VERB
bracis-28390	161	7	the	the	DET
bracis-28390	161	8	image	image	NOUN
bracis-28390	161	9	without	without	ADP
bracis-28390	161	10	applying	apply	VERB
bracis-28390	161	11	any	any	DET
bracis-28390	161	12	editing	editing	NOUN
bracis-28390	161	13	,	,	PUNCT
bracis-28390	161	14	just	just	ADV
bracis-28390	161	15	using	use	VERB
bracis-28390	161	16	the	the	DET
bracis-28390	161	17	input	input	NOUN
bracis-28390	161	18	text	text	NOUN
bracis-28390	161	19	to	to	PART
bracis-28390	161	20	obtain	obtain	VERB
bracis-28390	161	21	the	the	DET
bracis-28390	161	22	cross	cross	ADJ
bracis-28390	161	23	-	-	ADJ
bracis-28390	161	24	attention	attention	ADJ
bracis-28390	161	25	modules	module	NOUN
bracis-28390	161	26	for	for	ADP
bracis-28390	161	27	each	each	DET
bracis-28390	161	28	step	step	NOUN
bracis-28390	161	29	t.	t.	PROPN
bracis-28390	161	30	once	once	SCONJ
bracis-28390	161	31	this	this	PRON
bracis-28390	161	32	was	be	AUX
bracis-28390	161	33	done	do	VERB
bracis-28390	161	34	,	,	PUNCT
bracis-28390	161	35	they	they	PRON
bracis-28390	161	36	added	add	VERB
bracis-28390	161	37	the	the	DET
bracis-28390	161	38	editing	editing	NOUN
bracis-28390	161	39	direction	direction	NOUN
bracis-28390	161	40	and	and	CCONJ
bracis-28390	161	41	calculated	calculate	VERB
bracis-28390	161	42	the	the	DET
bracis-28390	161	43	gradient	gradient	ADJ
bracis-28390	161	44	loss	loss	NOUN
bracis-28390	161	45	in	in	ADP
bracis-28390	161	46	relation	relation	NOUN
bracis-28390	161	47	to	to	ADP
bracis-28390	161	48	the	the	DET
bracis-28390	161	49	input	input	NOUN
bracis-28390	161	50	\(x_t\	\(x_t\	ADJ
bracis-28390	161	51	)	)	PUNCT
bracis-28390	161	52	.	.	PUNCT
bracis-28390	162	1	this	this	PRON
bracis-28390	162	2	caused	cause	VERB
bracis-28390	162	3	the	the	DET
bracis-28390	162	4	edit	edit	NOUN
bracis-28390	162	5	to	to	PART
bracis-28390	162	6	focus	focus	VERB
bracis-28390	162	7	on	on	ADP
bracis-28390	162	8	the	the	DET
bracis-28390	162	9	region	region	NOUN
bracis-28390	162	10	represented	represent	VERB
bracis-28390	162	11	by	by	ADP
bracis-28390	162	12	that	that	DET
bracis-28390	162	13	word	word	NOUN
bracis-28390	162	14	.	.	PUNCT
bracis-28390	163	1	instruct	instruct	VERB
bracis-28390	163	2	-	-	PUNCT
bracis-28390	163	3	pix2pix	pix2pix	VERB
bracis-28390	163	4	.	.	PUNCT
bracis-28390	164	1	in	in	ADP
bracis-28390	164	2	instruct	instruct	NOUN
bracis-28390	164	3	-	-	PUNCT
bracis-28390	164	4	pix2pix	pix2pix	VERB
bracis-28390	164	5	[	[	X
bracis-28390	164	6	2	2	NUM
bracis-28390	164	7	]	]	PUNCT
bracis-28390	164	8	,	,	PUNCT
bracis-28390	164	9	a	a	DET
bracis-28390	164	10	method	method	NOUN
bracis-28390	164	11	was	be	AUX
bracis-28390	164	12	shown	show	VERB
bracis-28390	164	13	to	to	PART
bracis-28390	164	14	train	train	VERB
bracis-28390	164	15	a	a	DET
bracis-28390	164	16	model	model	NOUN
bracis-28390	164	17	that	that	PRON
bracis-28390	164	18	can	can	AUX
bracis-28390	164	19	follow	follow	VERB
bracis-28390	164	20	human	human	ADJ
bracis-28390	164	21	editing	editing	NOUN
bracis-28390	164	22	instructions	instruction	NOUN
bracis-28390	164	23	on	on	ADP
bracis-28390	164	24	images	image	NOUN
bracis-28390	164	25	.	.	PUNCT
bracis-28390	165	1	the	the	DET
bracis-28390	165	2	method	method	NOUN
bracis-28390	165	3	receives	receive	VERB
bracis-28390	165	4	an	an	DET
bracis-28390	165	5	input	input	NOUN
bracis-28390	165	6	image	image	NOUN
bracis-28390	165	7	and	and	CCONJ
bracis-28390	165	8	a	a	DET
bracis-28390	165	9	text	text	NOUN
bracis-28390	165	10	with	with	ADP
bracis-28390	165	11	the	the	DET
bracis-28390	165	12	instruction	instruction	NOUN
bracis-28390	165	13	and	and	CCONJ
bracis-28390	165	14	performs	perform	VERB
bracis-28390	165	15	editing	edit	VERB
bracis-28390	165	16	in	in	ADP
bracis-28390	165	17	the	the	DET
bracis-28390	165	18	forward	forward	ADJ
bracis-28390	165	19	step	step	NOUN
bracis-28390	165	20	.	.	PUNCT
bracis-28390	166	1	this	this	PRON
bracis-28390	166	2	is	be	AUX
bracis-28390	166	3	possible	possible	ADJ
bracis-28390	166	4	because	because	SCONJ
bracis-28390	166	5	the	the	DET
bracis-28390	166	6	authors	author	NOUN
bracis-28390	166	7	used	use	VERB
bracis-28390	166	8	the	the	DET
bracis-28390	166	9	gpt-3	gpt-3	NOUN
bracis-28390	166	10	[	[	X
bracis-28390	166	11	3	3	NUM
bracis-28390	166	12	]	]	X
bracis-28390	166	13	template	template	NOUN
bracis-28390	166	14	to	to	PART
bracis-28390	166	15	generate	generate	VERB
bracis-28390	166	16	editing	editing	NOUN
bracis-28390	166	17	instructions	instruction	NOUN
bracis-28390	166	18	and	and	CCONJ
bracis-28390	166	19	captions	caption	NOUN
bracis-28390	166	20	for	for	ADP
bracis-28390	166	21	the	the	DET
bracis-28390	166	22	original	original	ADJ
bracis-28390	166	23	and	and	CCONJ
bracis-28390	166	24	edited	edited	ADJ
bracis-28390	166	25	images	image	NOUN
bracis-28390	166	26	.	.	PUNCT
bracis-28390	167	1	after	after	ADP
bracis-28390	167	2	that	that	PRON
bracis-28390	167	3	,	,	PUNCT
bracis-28390	167	4	the	the	DET
bracis-28390	167	5	authors	author	NOUN
bracis-28390	167	6	used	use	VERB
bracis-28390	167	7	the	the	DET
bracis-28390	167	8	pre	pre	ADJ
bracis-28390	167	9	-	-	ADJ
bracis-28390	167	10	trained	train	VERB
bracis-28390	167	11	network	network	NOUN
bracis-28390	167	12	stable	stable	ADJ
bracis-28390	167	13	diffusion	diffusion	NOUN
bracis-28390	168	1	[	[	X
bracis-28390	168	2	27	27	NUM
bracis-28390	168	3	]	]	PUNCT
bracis-28390	168	4	to	to	PART
bracis-28390	168	5	generate	generate	VERB
bracis-28390	168	6	pairs	pair	NOUN
bracis-28390	168	7	of	of	ADP
bracis-28390	168	8	images	image	NOUN
bracis-28390	168	9	referring	refer	VERB
bracis-28390	168	10	to	to	ADP
bracis-28390	168	11	the	the	DET
bracis-28390	168	12	created	create	VERB
bracis-28390	168	13	captions	caption	NOUN
bracis-28390	168	14	,	,	PUNCT
bracis-28390	168	15	producing	produce	VERB
bracis-28390	168	16	a	a	DET
bracis-28390	168	17	base	base	NOUN
bracis-28390	168	18	of	of	ADP
bracis-28390	168	19	more	more	ADJ
bracis-28390	168	20	than	than	ADP
bracis-28390	168	21	450,000	450,000	NUM
bracis-28390	168	22	examples	example	NOUN
bracis-28390	168	23	.	.	PUNCT
bracis-28390	169	1	with	with	ADP
bracis-28390	169	2	these	these	DET
bracis-28390	169	3	examples	example	NOUN
bracis-28390	169	4	,	,	PUNCT
bracis-28390	169	5	a	a	DET
bracis-28390	169	6	new	new	ADJ
bracis-28390	169	7	diffusion	diffusion	NOUN
bracis-28390	169	8	model	model	NOUN
bracis-28390	169	9	was	be	AUX
bracis-28390	169	10	trained	train	VERB
bracis-28390	169	11	to	to	PART
bracis-28390	169	12	generate	generate	VERB
bracis-28390	169	13	edited	edited	ADJ
bracis-28390	169	14	images	image	NOUN
bracis-28390	169	15	given	give	VERB
bracis-28390	169	16	an	an	DET
bracis-28390	169	17	input	input	NOUN
bracis-28390	169	18	image	image	NOUN
bracis-28390	169	19	and	and	CCONJ
bracis-28390	169	20	editing	edit	VERB
bracis-28390	169	21	instructions	instruction	NOUN
bracis-28390	169	22	.	.	PUNCT
bracis-28390	170	1	the	the	DET
bracis-28390	170	2	authors	author	NOUN
bracis-28390	170	3	highlighted	highlight	VERB
bracis-28390	170	4	that	that	SCONJ
bracis-28390	170	5	text	text	NOUN
bracis-28390	170	6	-	-	PUNCT
bracis-28390	170	7	to	to	ADP
bracis-28390	170	8	-	-	PUNCT
bracis-28390	170	9	image	image	NOUN
bracis-28390	170	10	diffusion	diffusion	NOUN
bracis-28390	170	11	models	model	NOUN
bracis-28390	170	12	(	(	PUNCT
bracis-28390	170	13	such	such	ADJ
bracis-28390	170	14	as	as	ADP
bracis-28390	170	15	stable	stable	ADJ
bracis-28390	170	16	diffusion	diffusion	NOUN
bracis-28390	170	17	)	)	PUNCT
bracis-28390	170	18	could	could	AUX
bracis-28390	170	19	generate	generate	VERB
bracis-28390	170	20	drastically	drastically	ADV
bracis-28390	170	21	different	different	ADJ
bracis-28390	170	22	images	image	NOUN
bracis-28390	170	23	for	for	ADP
bracis-28390	170	24	slightly	slightly	ADV
bracis-28390	170	25	modified	modify	VERB
bracis-28390	170	26	texts	text	NOUN
bracis-28390	170	27	.	.	PUNCT
bracis-28390	171	1	to	to	PART
bracis-28390	171	2	mitigate	mitigate	VERB
bracis-28390	171	3	this	this	DET
bracis-28390	171	4	problem	problem	NOUN
bracis-28390	171	5	,	,	PUNCT
bracis-28390	171	6	the	the	DET
bracis-28390	171	7	authors	author	NOUN
bracis-28390	171	8	used	use	VERB
bracis-28390	171	9	the	the	DET
bracis-28390	171	10	technique	technique	NOUN
bracis-28390	171	11	presented	present	VERB
bracis-28390	171	12	in	in	ADP
bracis-28390	171	13	work	work	NOUN
bracis-28390	171	14	prompt	prompt	NOUN
bracis-28390	171	15	-	-	PUNCT
bracis-28390	171	16	to	to	AUX
bracis-28390	171	17	-	-	PUNCT
bracis-28390	171	18	prompt	prompt	VERB
bracis-28390	171	19	[	[	X
bracis-28390	171	20	10	10	NUM
bracis-28390	171	21	]	]	PUNCT
bracis-28390	171	22	in	in	ADP
bracis-28390	171	23	which	which	PRON
bracis-28390	171	24	the	the	DET
bracis-28390	171	25	weights	weight	NOUN
bracis-28390	171	26	in	in	ADP
bracis-28390	171	27	the	the	DET
bracis-28390	171	28	cross	cross	ADJ
bracis-28390	171	29	-	-	ADJ
bracis-28390	171	30	attention	attention	ADJ
bracis-28390	171	31	modules	module	NOUN
bracis-28390	171	32	are	be	AUX
bracis-28390	171	33	calculated	calculate	VERB
bracis-28390	171	34	relating	relate	VERB
bracis-28390	171	35	the	the	DET
bracis-28390	171	36	words	word	NOUN
bracis-28390	171	37	with	with	ADP
bracis-28390	171	38	regions	region	NOUN
bracis-28390	171	39	of	of	ADP
bracis-28390	171	40	the	the	DET
bracis-28390	171	41	image	image	NOUN
bracis-28390	171	42	,	,	PUNCT
bracis-28390	171	43	so	so	ADV
bracis-28390	171	44	editing	editing	NOUN
bracis-28390	171	45	is	be	AUX
bracis-28390	171	46	restricted	restrict	VERB
bracis-28390	171	47	to	to	ADP
bracis-28390	171	48	the	the	DET
bracis-28390	171	49	regions	region	NOUN
bracis-28390	171	50	related	relate	VERB
bracis-28390	171	51	to	to	ADP
bracis-28390	171	52	the	the	DET
bracis-28390	171	53	words	word	NOUN
bracis-28390	171	54	being	be	AUX
bracis-28390	171	55	edited	edit	VERB
bracis-28390	171	56	.	.	PUNCT
bracis-28390	172	1	furthermore	furthermore	ADV
bracis-28390	172	2	,	,	PUNCT
bracis-28390	172	3	this	this	DET
bracis-28390	172	4	model	model	NOUN
bracis-28390	172	5	has	have	VERB
bracis-28390	172	6	a	a	DET
bracis-28390	172	7	parameter	parameter	NOUN
bracis-28390	172	8	\(\rho	\(\rho	PROPN
bracis-28390	173	1	\)footnote	\)footnote	NUM
bracis-28390	173	2	2	2	NUM
bracis-28390	173	3	that	that	PRON
bracis-28390	173	4	makes	make	VERB
bracis-28390	173	5	it	it	PRON
bracis-28390	173	6	possible	possible	ADJ
bracis-28390	173	7	to	to	PART
bracis-28390	173	8	control	control	VERB
bracis-28390	173	9	the	the	DET
bracis-28390	173	10	similarity	similarity	NOUN
bracis-28390	173	11	between	between	ADP
bracis-28390	173	12	the	the	DET
bracis-28390	173	13	two	two	NUM
bracis-28390	173	14	images	image	NOUN
bracis-28390	173	15	.	.	PUNCT
bracis-28390	174	1	to	to	PART
bracis-28390	174	2	do	do	VERB
bracis-28390	174	3	this	this	PRON
bracis-28390	174	4	automatically	automatically	ADV
bracis-28390	174	5	,	,	PUNCT
bracis-28390	174	6	100	100	NUM
bracis-28390	174	7	examples	example	NOUN
bracis-28390	174	8	\(\rho	\(\rho	PROPN
bracis-28390	174	9	\sim	\sim	PROPN
bracis-28390	174	10	\	\	PROPN
bracis-28390	175	1	\mathcal	\mathcal	PROPN
bracis-28390	175	2	{	{	PUNCT
bracis-28390	175	3	u}(0.1	u}(0.1	NOUN
bracis-28390	175	4	;	;	PUNCT
bracis-28390	175	5	0.9)\	0.9)\	NUM
bracis-28390	175	6	)	)	PUNCT
bracis-28390	175	7	were	be	AUX
bracis-28390	175	8	sampled	sample	VERB
bracis-28390	175	9	and	and	CCONJ
bracis-28390	175	10	filtered	filter	VERB
bracis-28390	175	11	based	base	VERB
bracis-28390	175	12	on	on	ADP
bracis-28390	175	13	a	a	DET
bracis-28390	175	14	distance	distance	NOUN
bracis-28390	175	15	metric	metric	NOUN
bracis-28390	175	16	in	in	ADP
bracis-28390	175	17	the	the	DET
bracis-28390	175	18	clip	clip	NOUN
bracis-28390	175	19	representation	representation	NOUN
bracis-28390	175	20	space	space	NOUN
bracis-28390	175	21	.	.	PUNCT
bracis-28390	176	1	another	another	DET
bracis-28390	176	2	important	important	ADJ
bracis-28390	176	3	point	point	NOUN
bracis-28390	176	4	was	be	AUX
bracis-28390	176	5	that	that	SCONJ
bracis-28390	176	6	the	the	DET
bracis-28390	176	7	authors	author	NOUN
bracis-28390	176	8	used	use	VERB
bracis-28390	176	9	two	two	NUM
bracis-28390	176	10	parameters	parameter	NOUN
bracis-28390	176	11	in	in	ADP
bracis-28390	176	12	the	the	DET
bracis-28390	176	13	classifier	classifier	NOUN
bracis-28390	176	14	free	free	ADJ
bracis-28390	176	15	guidance	guidance	NOUN
bracis-28390	176	16	:	:	PUNCT
bracis-28390	176	17	one	one	NOUN
bracis-28390	176	18	that	that	PRON
bracis-28390	176	19	controls	control	VERB
bracis-28390	176	20	how	how	SCONJ
bracis-28390	176	21	much	much	ADJ
bracis-28390	176	22	the	the	DET
bracis-28390	176	23	image	image	NOUN
bracis-28390	176	24	corresponds	correspond	VERB
bracis-28390	176	25	to	to	ADP
bracis-28390	176	26	the	the	DET
bracis-28390	176	27	input	input	NOUN
bracis-28390	176	28	image	image	NOUN
bracis-28390	176	29	\(c_{image}\	\(c_{image}\	NOUN
bracis-28390	176	30	)	)	PUNCT
bracis-28390	176	31	,	,	PUNCT
bracis-28390	176	32	and	and	CCONJ
bracis-28390	176	33	the	the	DET
bracis-28390	176	34	other	other	ADJ
bracis-28390	176	35	interferes	interfere	VERB
bracis-28390	176	36	with	with	ADP
bracis-28390	176	37	how	how	SCONJ
bracis-28390	176	38	much	much	ADJ
bracis-28390	176	39	the	the	DET
bracis-28390	176	40	instruction	instruction	NOUN
bracis-28390	176	41	should	should	AUX
bracis-28390	176	42	be	be	AUX
bracis-28390	176	43	followed	follow	VERB
bracis-28390	176	44	\(c_{instruction}\	\(c_{instruction}\	PROPN
bracis-28390	176	45	)	)	PUNCT
bracis-28390	176	46	.	.	PUNCT
bracis-28390	177	1	3.3	3.3	NUM
bracis-28390	177	2	ffhq	ffhq	NOUN
bracis-28390	177	3	aging	age	VERB
bracis-28390	177	4	image	image	NOUN
bracis-28390	177	5	database	database	NOUN
bracis-28390	177	6	flickr	flickr	PROPN
bracis-28390	177	7	-	-	PUNCT
bracis-28390	177	8	faces	faces	PROPN
bracis-28390	177	9	-	-	PUNCT
bracis-28390	177	10	hq	hq	NOUN
bracis-28390	177	11	(	(	PUNCT
bracis-28390	177	12	ffhq	ffhq	NOUN
bracis-28390	177	13	)	)	PUNCT
bracis-28390	178	1	[	[	X
bracis-28390	178	2	16	16	NUM
bracis-28390	178	3	]	]	PUNCT
bracis-28390	178	4	is	be	AUX
bracis-28390	178	5	a	a	DET
bracis-28390	178	6	database	database	NOUN
bracis-28390	178	7	of	of	ADP
bracis-28390	178	8	high	high	ADJ
bracis-28390	178	9	-	-	PUNCT
bracis-28390	178	10	quality	quality	NOUN
bracis-28390	178	11	human	human	ADJ
bracis-28390	178	12	faces	face	NOUN
bracis-28390	178	13	intended	intend	VERB
bracis-28390	178	14	to	to	PART
bracis-28390	178	15	be	be	AUX
bracis-28390	178	16	a	a	DET
bracis-28390	178	17	benchmark	benchmark	NOUN
bracis-28390	178	18	for	for	ADP
bracis-28390	178	19	gans	gan	NOUN
bracis-28390	178	20	.	.	PUNCT
bracis-28390	179	1	consists	consist	VERB
bracis-28390	179	2	of	of	ADP
bracis-28390	179	3	70,000	70,000	NUM
bracis-28390	179	4	high	high	ADJ
bracis-28390	179	5	-	-	PUNCT
bracis-28390	179	6	resolution	resolution	NOUN
bracis-28390	179	7	1024\(\,\times	1024\(\,\times	NUM
bracis-28390	179	8	\,\)1024	\,\)1024	NOUN
bracis-28390	179	9	images	image	NOUN
bracis-28390	179	10	obtained	obtain	VERB
bracis-28390	179	11	from	from	ADP
bracis-28390	179	12	the	the	DET
bracis-28390	179	13	platform	platform	NOUN
bracis-28390	179	14	flickr	flickr	PROPN
bracis-28390	179	15	,	,	PUNCT
bracis-28390	179	16	chosen	choose	VERB
bracis-28390	179	17	by	by	ADP
bracis-28390	179	18	their	their	PRON
bracis-28390	179	19	permissive	permissive	ADJ
bracis-28390	179	20	sharing	sharing	NOUN
bracis-28390	179	21	permissions	permission	NOUN
bracis-28390	179	22	,	,	PUNCT
bracis-28390	179	23	and	and	CCONJ
bracis-28390	179	24	pre	pre	VERB
bracis-28390	179	25	-	-	ADJ
bracis-28390	179	26	processed	processed	ADJ
bracis-28390	179	27	(	(	PUNCT
bracis-28390	179	28	cut	cut	VERB
bracis-28390	179	29	and	and	CCONJ
bracis-28390	179	30	aligned	align	VERB
bracis-28390	179	31	)	)	PUNCT
bracis-28390	179	32	using	use	VERB
bracis-28390	179	33	the	the	DET
bracis-28390	179	34	dlib	dlib	NOUN
bracis-28390	179	35	library	library	NOUN
bracis-28390	179	36	[	[	X
bracis-28390	179	37	19	19	NUM
bracis-28390	179	38	]	]	PUNCT
bracis-28390	179	39	.	.	PUNCT
bracis-28390	180	1	the	the	DET
bracis-28390	180	2	authors	author	NOUN
bracis-28390	180	3	comment	comment	VERB
bracis-28390	180	4	that	that	SCONJ
bracis-28390	180	5	this	this	DET
bracis-28390	180	6	base	base	NOUN
bracis-28390	180	7	of	of	ADP
bracis-28390	180	8	images	image	NOUN
bracis-28390	180	9	contains	contain	VERB
bracis-28390	180	10	much	much	ADV
bracis-28390	180	11	more	more	ADJ
bracis-28390	180	12	variations	variation	NOUN
bracis-28390	180	13	in	in	ADP
bracis-28390	180	14	terms	term	NOUN
bracis-28390	180	15	of	of	ADP
bracis-28390	180	16	ethnicity	ethnicity	NOUN
bracis-28390	180	17	and	and	CCONJ
bracis-28390	180	18	the	the	DET
bracis-28390	180	19	background	background	NOUN
bracis-28390	180	20	of	of	ADP
bracis-28390	180	21	the	the	DET
bracis-28390	180	22	photos	photo	NOUN
bracis-28390	180	23	compared	compare	VERB
bracis-28390	180	24	to	to	ADP
bracis-28390	180	25	celeba	celeba	PROPN
bracis-28390	180	26	-	-	PUNCT
bracis-28390	180	27	hq	hq	PROPN
bracis-28390	180	28	,	,	PUNCT
bracis-28390	180	29	and	and	CCONJ
bracis-28390	180	30	that	that	SCONJ
bracis-28390	180	31	it	it	PRON
bracis-28390	180	32	also	also	ADV
bracis-28390	180	33	contains	contain	VERB
bracis-28390	180	34	several	several	ADJ
bracis-28390	180	35	accessories	accessory	NOUN
bracis-28390	180	36	,	,	PUNCT
bracis-28390	180	37	such	such	ADJ
bracis-28390	180	38	as	as	ADP
bracis-28390	180	39	glasses	glass	NOUN
bracis-28390	180	40	and	and	CCONJ
bracis-28390	180	41	sunglasses	sunglass	NOUN
bracis-28390	180	42	,	,	PUNCT
bracis-28390	180	43	hats	hat	NOUN
bracis-28390	180	44	,	,	PUNCT
bracis-28390	180	45	etc	etc	X
bracis-28390	180	46	.	.	X
bracis-28390	180	47	in	in	ADP
bracis-28390	180	48	life	life	NOUN
bracis-28390	180	49	[	[	X
bracis-28390	180	50	23	23	NUM
bracis-28390	180	51	]	]	PUNCT
bracis-28390	180	52	,	,	PUNCT
bracis-28390	180	53	the	the	DET
bracis-28390	180	54	authors	author	NOUN
bracis-28390	180	55	published	publish	VERB
bracis-28390	180	56	,	,	PUNCT
bracis-28390	180	57	along	along	ADP
bracis-28390	180	58	with	with	ADP
bracis-28390	180	59	their	their	PRON
bracis-28390	180	60	results	result	NOUN
bracis-28390	180	61	,	,	PUNCT
bracis-28390	180	62	additional	additional	ADJ
bracis-28390	180	63	metadata	metadata	NOUN
bracis-28390	180	64	containing	contain	VERB
bracis-28390	180	65	pose	pose	NOUN
bracis-28390	180	66	,	,	PUNCT
bracis-28390	180	67	prediction	prediction	NOUN
bracis-28390	180	68	of	of	ADP
bracis-28390	180	69	age	age	NOUN
bracis-28390	180	70	and	and	CCONJ
bracis-28390	180	71	gender	gender	NOUN
bracis-28390	180	72	,	,	PUNCT
bracis-28390	180	73	and	and	CCONJ
bracis-28390	180	74	the	the	DET
bracis-28390	180	75	segmentation	segmentation	NOUN
bracis-28390	180	76	of	of	ADP
bracis-28390	180	77	the	the	DET
bracis-28390	180	78	regions	region	NOUN
bracis-28390	180	79	of	of	ADP
bracis-28390	180	80	the	the	DET
bracis-28390	180	81	faces	face	NOUN
bracis-28390	180	82	present	present	ADJ
bracis-28390	180	83	in	in	ADP
bracis-28390	180	84	the	the	DET
bracis-28390	180	85	ffhq	ffhq	NOUN
bracis-28390	180	86	database	database	NOUN
bracis-28390	180	87	,	,	PUNCT
bracis-28390	180	88	which	which	PRON
bracis-28390	180	89	they	they	PRON
bracis-28390	180	90	called	call	VERB
bracis-28390	180	91	ffhq	ffhq	NOUN
bracis-28390	180	92	aging	aging	NOUN
bracis-28390	180	93	.	.	PUNCT
bracis-28390	181	1	it	it	PRON
bracis-28390	181	2	is	be	AUX
bracis-28390	181	3	worth	worth	ADJ
bracis-28390	181	4	noting	note	VERB
bracis-28390	181	5	that	that	SCONJ
bracis-28390	181	6	the	the	DET
bracis-28390	181	7	age	age	NOUN
bracis-28390	181	8	ranges	range	VERB
bracis-28390	181	9	present	present	ADJ
bracis-28390	181	10	in	in	ADP
bracis-28390	181	11	the	the	DET
bracis-28390	181	12	ffhq	ffhq	NOUN
bracis-28390	181	13	-	-	PUNCT
bracis-28390	181	14	aging	age	VERB
bracis-28390	181	15	metadata	metadata	NOUN
bracis-28390	181	16	were	be	AUX
bracis-28390	181	17	estimates	estimate	NOUN
bracis-28390	181	18	obtained	obtain	VERB
bracis-28390	181	19	by	by	ADP
bracis-28390	181	20	the	the	DET
bracis-28390	181	21	authors	author	NOUN
bracis-28390	181	22	using	use	VERB
bracis-28390	181	23	the	the	DET
bracis-28390	181	24	appen	appen	ADJ
bracis-28390	181	25	platform	platform	NOUN
bracis-28390	181	26	that	that	PRON
bracis-28390	181	27	,	,	PUNCT
bracis-28390	181	28	in	in	ADP
bracis-28390	181	29	addition	addition	NOUN
bracis-28390	181	30	to	to	ADP
bracis-28390	181	31	the	the	DET
bracis-28390	181	32	age	age	NOUN
bracis-28390	181	33	range	range	NOUN
bracis-28390	181	34	,	,	PUNCT
bracis-28390	181	35	returns	return	VERB
bracis-28390	181	36	a	a	DET
bracis-28390	181	37	confidence	confidence	NOUN
bracis-28390	181	38	interval	interval	NOUN
bracis-28390	181	39	of	of	ADP
bracis-28390	181	40	the	the	DET
bracis-28390	181	41	age	age	NOUN
bracis-28390	181	42	prediction	prediction	NOUN
bracis-28390	181	43	.	.	PUNCT
bracis-28390	182	1	to	to	PART
bracis-28390	182	2	reduce	reduce	VERB
bracis-28390	182	3	the	the	DET
bracis-28390	182	4	error	error	NOUN
bracis-28390	182	5	that	that	SCONJ
bracis-28390	182	6	incorrect	incorrect	ADJ
bracis-28390	182	7	estimates	estimate	NOUN
bracis-28390	182	8	may	may	AUX
bracis-28390	182	9	bring	bring	VERB
bracis-28390	182	10	,	,	PUNCT
bracis-28390	182	11	in	in	ADP
bracis-28390	182	12	the	the	DET
bracis-28390	182	13	comparison	comparison	NOUN
bracis-28390	182	14	presented	present	VERB
bracis-28390	182	15	in	in	ADP
bracis-28390	182	16	this	this	DET
bracis-28390	182	17	work	work	NOUN
bracis-28390	182	18	,	,	PUNCT
bracis-28390	182	19	only	only	ADV
bracis-28390	182	20	images	image	NOUN
bracis-28390	182	21	with	with	ADP
bracis-28390	182	22	a	a	DET
bracis-28390	182	23	confidence	confidence	NOUN
bracis-28390	182	24	interval	interval	NOUN
bracis-28390	182	25	equal	equal	ADJ
bracis-28390	182	26	to	to	ADP
bracis-28390	182	27	100	100	NUM
bracis-28390	182	28	%	%	NOUN
bracis-28390	182	29	were	be	AUX
bracis-28390	182	30	chosen	choose	VERB
bracis-28390	182	31	.	.	PUNCT
bracis-28390	183	1	3.4	3.4	NUM
bracis-28390	183	2	metrics	metric	NOUN
bracis-28390	183	3	fré	fré	VERB
bracis-28390	183	4	chet	chet	PROPN
bracis-28390	183	5	inception	inception	PROPN
bracis-28390	183	6	distance	distance	NOUN
bracis-28390	183	7	(	(	PUNCT
bracis-28390	183	8	fid	fid	NOUN
bracis-28390	183	9	)	)	PUNCT
bracis-28390	183	10	.	.	PUNCT
bracis-28390	184	1	[	[	X
bracis-28390	184	2	11	11	NUM
bracis-28390	184	3	]	]	PUNCT
bracis-28390	184	4	is	be	AUX
bracis-28390	184	5	currently	currently	ADV
bracis-28390	184	6	one	one	NUM
bracis-28390	184	7	of	of	ADP
bracis-28390	184	8	the	the	DET
bracis-28390	184	9	most	most	ADV
bracis-28390	184	10	used	use	VERB
bracis-28390	184	11	gan	gan	PROPN
bracis-28390	184	12	evaluation	evaluation	NOUN
bracis-28390	184	13	methods	method	NOUN
bracis-28390	184	14	and	and	CCONJ
bracis-28390	184	15	uses	use	VERB
bracis-28390	184	16	the	the	DET
bracis-28390	184	17	previously	previously	ADV
bracis-28390	184	18	trained	train	VERB
bracis-28390	184	19	classifier	classifier	NOUN
bracis-28390	184	20	with	with	ADP
bracis-28390	184	21	inceptionnet	inceptionnet	NOUN
bracis-28390	184	22	architecture	architecture	NOUN
bracis-28390	184	23	.	.	PUNCT
bracis-28390	185	1	the	the	DET
bracis-28390	185	2	last	last	ADJ
bracis-28390	185	3	layer	layer	NOUN
bracis-28390	185	4	of	of	ADP
bracis-28390	185	5	the	the	DET
bracis-28390	185	6	network	network	NOUN
bracis-28390	185	7	(	(	PUNCT
bracis-28390	185	8	fully	fully	ADV
bracis-28390	185	9	connected	connect	VERB
bracis-28390	185	10	)	)	PUNCT
bracis-28390	185	11	is	be	AUX
bracis-28390	185	12	removed	remove	VERB
bracis-28390	185	13	,	,	PUNCT
bracis-28390	185	14	resulting	result	VERB
bracis-28390	185	15	in	in	ADP
bracis-28390	185	16	its	its	PRON
bracis-28390	185	17	output	output	NOUN
bracis-28390	185	18	of	of	ADP
bracis-28390	185	19	a	a	DET
bracis-28390	185	20	vector	vector	NOUN
bracis-28390	185	21	with	with	ADP
bracis-28390	185	22	dimension	dimension	NOUN
bracis-28390	185	23	2048	2048	NUM
bracis-28390	185	24	,	,	PUNCT
bracis-28390	185	25	representing	represent	VERB
bracis-28390	185	26	the	the	DET
bracis-28390	185	27	image	image	NOUN
bracis-28390	185	28	of	of	ADP
bracis-28390	185	29	the	the	DET
bracis-28390	185	30	attributes	attribute	NOUN
bracis-28390	185	31	detected	detect	VERB
bracis-28390	185	32	by	by	ADP
bracis-28390	185	33	this	this	DET
bracis-28390	185	34	network	network	NOUN
bracis-28390	185	35	.	.	PUNCT
bracis-28390	186	1	statistics	statistic	NOUN
bracis-28390	186	2	of	of	ADP
bracis-28390	186	3	these	these	DET
bracis-28390	186	4	representations	representation	NOUN
bracis-28390	186	5	,	,	PUNCT
bracis-28390	186	6	both	both	CCONJ
bracis-28390	186	7	real	real	ADJ
bracis-28390	186	8	and	and	CCONJ
bracis-28390	186	9	synthetic	synthetic	ADJ
bracis-28390	186	10	(	(	PUNCT
bracis-28390	186	11	generated	generate	VERB
bracis-28390	186	12	)	)	PUNCT
bracis-28390	186	13	images	image	NOUN
bracis-28390	186	14	,	,	PUNCT
bracis-28390	186	15	are	be	AUX
bracis-28390	186	16	used	use	VERB
bracis-28390	186	17	during	during	ADP
bracis-28390	186	18	the	the	DET
bracis-28390	186	19	fid	fid	NOUN
bracis-28390	186	20	calculation	calculation	NOUN
bracis-28390	186	21	.	.	PUNCT
bracis-28390	187	1	low	low	ADJ
bracis-28390	187	2	fid	fid	PROPN
bracis-28390	187	3	values	value	NOUN
bracis-28390	187	4	mean	mean	VERB
bracis-28390	187	5	that	that	SCONJ
bracis-28390	187	6	the	the	DET
bracis-28390	187	7	distributions	distribution	NOUN
bracis-28390	187	8	are	be	AUX
bracis-28390	187	9	close	close	ADJ
bracis-28390	187	10	,	,	PUNCT
bracis-28390	187	11	which	which	PRON
bracis-28390	187	12	is	be	AUX
bracis-28390	187	13	what	what	PRON
bracis-28390	187	14	you	you	PRON
bracis-28390	187	15	want	want	VERB
bracis-28390	187	16	to	to	PART
bracis-28390	187	17	happen	happen	VERB
bracis-28390	187	18	when	when	SCONJ
bracis-28390	187	19	comparing	compare	VERB
bracis-28390	187	20	the	the	DET
bracis-28390	187	21	distribution	distribution	NOUN
bracis-28390	187	22	of	of	ADP
bracis-28390	187	23	the	the	DET
bracis-28390	187	24	generated	generate	VERB
bracis-28390	187	25	images	image	NOUN
bracis-28390	187	26	and	and	CCONJ
bracis-28390	187	27	the	the	DET
bracis-28390	187	28	real	real	ADJ
bracis-28390	187	29	ones	one	NOUN
bracis-28390	187	30	.	.	PUNCT
bracis-28390	188	1	cosine	cosine	NOUN
bracis-28390	188	2	similarity	similarity	NOUN
bracis-28390	188	3	of	of	ADP
bracis-28390	188	4	face	face	NOUN
bracis-28390	188	5	embeddings	embedding	NOUN
bracis-28390	188	6	.	.	PUNCT
bracis-28390	189	1	one	one	NUM
bracis-28390	189	2	way	way	NOUN
bracis-28390	189	3	that	that	PRON
bracis-28390	189	4	multiple	multiple	ADJ
bracis-28390	189	5	articles	article	NOUN
bracis-28390	189	6	use	use	VERB
bracis-28390	189	7	to	to	PART
bracis-28390	189	8	quantify	quantify	VERB
bracis-28390	189	9	identity	identity	NOUN
bracis-28390	189	10	maintenance	maintenance	NOUN
bracis-28390	189	11	in	in	ADP
bracis-28390	189	12	the	the	DET
bracis-28390	189	13	aged	age	VERB
bracis-28390	189	14	-	-	PUNCT
bracis-28390	189	15	generated	generate	VERB
bracis-28390	189	16	image	image	NOUN
bracis-28390	189	17	is	be	AUX
bracis-28390	189	18	to	to	PART
bracis-28390	189	19	use	use	VERB
bracis-28390	189	20	the	the	DET
bracis-28390	189	21	embeddings	embedding	NOUN
bracis-28390	189	22	of	of	ADP
bracis-28390	189	23	a	a	DET
bracis-28390	189	24	pre	pre	ADJ
bracis-28390	189	25	-	-	ADJ
bracis-28390	189	26	trained	train	VERB
bracis-28390	189	27	face	face	NOUN
bracis-28390	189	28	recognition	recognition	NOUN
bracis-28390	189	29	network	network	NOUN
bracis-28390	189	30	[	[	X
bracis-28390	189	31	1	1	NUM
bracis-28390	189	32	,	,	PUNCT
bracis-28390	189	33	23	23	NUM
bracis-28390	189	34	,	,	PUNCT
bracis-28390	189	35	35	35	NUM
bracis-28390	189	36	]	]	PUNCT
bracis-28390	189	37	since	since	SCONJ
bracis-28390	189	38	it	it	PRON
bracis-28390	189	39	was	be	AUX
bracis-28390	189	40	optimized	optimize	VERB
bracis-28390	189	41	to	to	PART
bracis-28390	189	42	find	find	VERB
bracis-28390	189	43	features	feature	NOUN
bracis-28390	189	44	in	in	ADP
bracis-28390	189	45	the	the	DET
bracis-28390	189	46	faces	face	NOUN
bracis-28390	189	47	that	that	PRON
bracis-28390	189	48	make	make	VERB
bracis-28390	189	49	each	each	DET
bracis-28390	189	50	individual	individual	ADJ
bracis-28390	189	51	unique	unique	ADJ
bracis-28390	189	52	.	.	PUNCT
bracis-28390	190	1	therefore	therefore	ADV
bracis-28390	190	2	,	,	PUNCT
bracis-28390	190	3	calculating	calculate	VERB
bracis-28390	190	4	the	the	DET
bracis-28390	190	5	cosine	cosine	NOUN
bracis-28390	190	6	similarity	similarity	NOUN
bracis-28390	190	7	of	of	ADP
bracis-28390	190	8	the	the	DET
bracis-28390	190	9	original	original	ADJ
bracis-28390	190	10	image	image	NOUN
bracis-28390	190	11	embedding	embed	VERB
bracis-28390	190	12	and	and	CCONJ
bracis-28390	190	13	the	the	DET
bracis-28390	190	14	aged	aged	ADJ
bracis-28390	190	15	version	version	NOUN
bracis-28390	190	16	enable	enable	VERB
bracis-28390	190	17	quantifying	quantify	VERB
bracis-28390	190	18	how	how	SCONJ
bracis-28390	190	19	close	close	ADJ
bracis-28390	190	20	they	they	PRON
bracis-28390	190	21	are	be	AUX
bracis-28390	190	22	in	in	ADP
bracis-28390	190	23	the	the	DET
bracis-28390	190	24	representation	representation	NOUN
bracis-28390	190	25	space	space	NOUN
bracis-28390	190	26	that	that	PRON
bracis-28390	190	27	captures	capture	VERB
bracis-28390	190	28	the	the	DET
bracis-28390	190	29	identity	identity	NOUN
bracis-28390	190	30	characteristics	characteristic	NOUN
bracis-28390	190	31	.	.	PUNCT
bracis-28390	191	1	4	4	NUM
bracis-28390	191	2	experiments	experiment	NOUN
bracis-28390	191	3	these	these	DET
bracis-28390	191	4	experiments	experiment	NOUN
bracis-28390	191	5	aim	aim	VERB
bracis-28390	191	6	to	to	PART
bracis-28390	191	7	compare	compare	VERB
bracis-28390	191	8	the	the	DET
bracis-28390	191	9	performance	performance	NOUN
bracis-28390	191	10	of	of	ADP
bracis-28390	191	11	conditioned	condition	VERB
bracis-28390	191	12	diffusion	diffusion	NOUN
bracis-28390	191	13	models	model	NOUN
bracis-28390	191	14	with	with	ADP
bracis-28390	191	15	gans	gan	NOUN
bracis-28390	191	16	trained	train	VERB
bracis-28390	191	17	specifically	specifically	ADV
bracis-28390	191	18	for	for	ADP
bracis-28390	191	19	the	the	DET
bracis-28390	191	20	face	face	NOUN
bracis-28390	191	21	aging	age	VERB
bracis-28390	191	22	task	task	NOUN
bracis-28390	191	23	,	,	PUNCT
bracis-28390	191	24	verifying	verify	VERB
bracis-28390	191	25	whether	whether	SCONJ
bracis-28390	191	26	the	the	DET
bracis-28390	191	27	aged	aged	ADJ
bracis-28390	191	28	image	image	NOUN
bracis-28390	191	29	outputs	output	NOUN
bracis-28390	191	30	would	would	AUX
bracis-28390	191	31	be	be	AUX
bracis-28390	191	32	of	of	ADP
bracis-28390	191	33	equivalent	equivalent	ADJ
bracis-28390	191	34	or	or	CCONJ
bracis-28390	191	35	superior	superior	ADJ
bracis-28390	191	36	quality	quality	NOUN
bracis-28390	191	37	.	.	PUNCT
bracis-28390	192	1	the	the	DET
bracis-28390	192	2	image	image	NOUN
bracis-28390	192	3	base	base	NOUN
bracis-28390	192	4	used	use	VERB
bracis-28390	192	5	was	be	AUX
bracis-28390	192	6	the	the	DET
bracis-28390	192	7	ffhq	ffhq	ADJ
bracis-28390	192	8	aging	aging	NOUN
bracis-28390	192	9	,	,	PUNCT
bracis-28390	192	10	in	in	ADP
bracis-28390	192	11	which	which	PRON
bracis-28390	192	12	the	the	DET
bracis-28390	192	13	photos	photo	NOUN
bracis-28390	192	14	have	have	VERB
bracis-28390	192	15	an	an	DET
bracis-28390	192	16	estimated	estimate	VERB
bracis-28390	192	17	age	age	NOUN
bracis-28390	192	18	in	in	ADP
bracis-28390	192	19	already	already	ADV
bracis-28390	192	20	defined	define	VERB
bracis-28390	192	21	groups	group	NOUN
bracis-28390	192	22	.	.	PUNCT
bracis-28390	193	1	in	in	ADP
bracis-28390	193	2	the	the	DET
bracis-28390	193	3	experiments	experiment	NOUN
bracis-28390	193	4	,	,	PUNCT
bracis-28390	193	5	it	it	PRON
bracis-28390	193	6	was	be	AUX
bracis-28390	193	7	selected	select	VERB
bracis-28390	193	8	age	age	NOUN
bracis-28390	193	9	ranges	range	VERB
bracis-28390	193	10	close	close	ADV
bracis-28390	193	11	to	to	ADP
bracis-28390	193	12	those	those	PRON
bracis-28390	193	13	used	use	VERB
bracis-28390	193	14	by	by	ADP
bracis-28390	193	15	the	the	DET
bracis-28390	193	16	authors	author	NOUN
bracis-28390	193	17	in	in	ADP
bracis-28390	193	18	their	their	PRON
bracis-28390	193	19	works	work	NOUN
bracis-28390	193	20	.	.	PUNCT
bracis-28390	194	1	in	in	ADP
bracis-28390	194	2	each	each	DET
bracis-28390	194	3	group	group	NOUN
bracis-28390	194	4	,	,	PUNCT
bracis-28390	194	5	50	50	NUM
bracis-28390	194	6	images	image	NOUN
bracis-28390	194	7	of	of	ADP
bracis-28390	194	8	unique	unique	ADJ
bracis-28390	194	9	individuals	individual	NOUN
bracis-28390	194	10	were	be	AUX
bracis-28390	194	11	drawn	draw	VERB
bracis-28390	194	12	for	for	ADP
bracis-28390	194	13	both	both	DET
bracis-28390	194	14	women	woman	NOUN
bracis-28390	194	15	and	and	CCONJ
bracis-28390	194	16	men	man	NOUN
bracis-28390	194	17	.	.	PUNCT
bracis-28390	195	1	an	an	DET
bracis-28390	195	2	interval	interval	NOUN
bracis-28390	195	3	of	of	ADP
bracis-28390	195	4	20	20	NUM
bracis-28390	195	5	years	year	NOUN
bracis-28390	195	6	was	be	AUX
bracis-28390	195	7	used	use	VERB
bracis-28390	195	8	between	between	ADP
bracis-28390	195	9	the	the	DET
bracis-28390	195	10	age	age	NOUN
bracis-28390	195	11	ranges	range	NOUN
bracis-28390	195	12	,	,	PUNCT
bracis-28390	195	13	except	except	SCONJ
bracis-28390	195	14	for	for	ADP
bracis-28390	195	15	the	the	DET
bracis-28390	195	16	last	last	ADJ
bracis-28390	195	17	one	one	NOUN
bracis-28390	195	18	,	,	PUNCT
bracis-28390	195	19	which	which	PRON
bracis-28390	195	20	has	have	VERB
bracis-28390	195	21	a	a	DET
bracis-28390	195	22	difference	difference	NOUN
bracis-28390	195	23	of	of	ADP
bracis-28390	195	24	60	60	NUM
bracis-28390	195	25	years	year	NOUN
bracis-28390	195	26	,	,	PUNCT
bracis-28390	195	27	to	to	PART
bracis-28390	195	28	verify	verify	VERB
bracis-28390	195	29	an	an	DET
bracis-28390	195	30	extreme	extreme	ADJ
bracis-28390	195	31	case	case	NOUN
bracis-28390	195	32	.	.	PUNCT
bracis-28390	196	1	in	in	ADP
bracis-28390	196	2	this	this	DET
bracis-28390	196	3	work	work	NOUN
bracis-28390	196	4	,	,	PUNCT
bracis-28390	196	5	we	we	PRON
bracis-28390	196	6	measured	measure	VERB
bracis-28390	196	7	the	the	DET
bracis-28390	196	8	mean	mean	NOUN
bracis-28390	196	9	predicted	predict	VERB
bracis-28390	196	10	age	age	NOUN
bracis-28390	196	11	per	per	ADP
bracis-28390	196	12	group	group	NOUN
bracis-28390	196	13	and	and	CCONJ
bracis-28390	196	14	the	the	DET
bracis-28390	196	15	mean	mean	ADJ
bracis-28390	196	16	absolute	absolute	ADJ
bracis-28390	196	17	error	error	NOUN
bracis-28390	196	18	(	(	PUNCT
bracis-28390	196	19	mae	mae	PROPN
bracis-28390	196	20	)	)	PUNCT
bracis-28390	196	21	,	,	PUNCT
bracis-28390	196	22	comparing	compare	VERB
bracis-28390	196	23	the	the	DET
bracis-28390	196	24	predicted	predict	VERB
bracis-28390	196	25	age	age	NOUN
bracis-28390	196	26	with	with	ADP
bracis-28390	196	27	the	the	DET
bracis-28390	196	28	one	one	NOUN
bracis-28390	196	29	estimated	estimate	VERB
bracis-28390	196	30	by	by	ADP
bracis-28390	196	31	the	the	DET
bracis-28390	196	32	dex	dex	NOUN
bracis-28390	196	33	model	model	NOUN
bracis-28390	196	34	in	in	ADP
bracis-28390	196	35	the	the	DET
bracis-28390	196	36	initial	initial	ADJ
bracis-28390	196	37	image	image	NOUN
bracis-28390	196	38	.	.	PUNCT
bracis-28390	197	1	the	the	DET
bracis-28390	197	2	similarity	similarity	NOUN
bracis-28390	197	3	of	of	ADP
bracis-28390	197	4	cosines	cosine	NOUN
bracis-28390	197	5	was	be	AUX
bracis-28390	197	6	also	also	ADV
bracis-28390	197	7	calculated	calculate	VERB
bracis-28390	197	8	between	between	ADP
bracis-28390	197	9	the	the	DET
bracis-28390	197	10	representations	representation	NOUN
bracis-28390	197	11	obtained	obtain	VERB
bracis-28390	197	12	when	when	SCONJ
bracis-28390	197	13	using	use	VERB
bracis-28390	197	14	the	the	DET
bracis-28390	197	15	pre	pre	ADJ
bracis-28390	197	16	-	-	ADJ
bracis-28390	197	17	trained	train	VERB
bracis-28390	197	18	network	network	NOUN
bracis-28390	197	19	facenet	facenet	NOUN
bracis-28390	198	1	[	[	X
bracis-28390	198	2	31	31	NUM
bracis-28390	198	3	]	]	PUNCT
bracis-28390	198	4	.	.	PUNCT
bracis-28390	199	1	facenet	facenet	PROPN
bracis-28390	199	2	has	have	VERB
bracis-28390	199	3	a	a	DET
bracis-28390	199	4	performance	performance	NOUN
bracis-28390	199	5	similar	similar	ADJ
bracis-28390	199	6	to	to	PART
bracis-28390	199	7	arcface	arcface	VERB
bracis-28390	199	8	[	[	X
bracis-28390	199	9	4	4	NUM
bracis-28390	199	10	]	]	PUNCT
bracis-28390	199	11	,	,	PUNCT
bracis-28390	199	12	but	but	CCONJ
bracis-28390	199	13	since	since	SCONJ
bracis-28390	199	14	sam	sam	PROPN
bracis-28390	199	15	uses	use	VERB
bracis-28390	199	16	arcface	arcface	NOUN
bracis-28390	199	17	in	in	ADP
bracis-28390	199	18	its	its	PRON
bracis-28390	199	19	cost	cost	NOUN
bracis-28390	199	20	function	function	NOUN
bracis-28390	199	21	,	,	PUNCT
bracis-28390	199	22	the	the	DET
bracis-28390	199	23	comparison	comparison	NOUN
bracis-28390	199	24	is	be	AUX
bracis-28390	199	25	fairer	fair	ADJ
bracis-28390	199	26	using	use	VERB
bracis-28390	199	27	another	another	DET
bracis-28390	199	28	pre	pre	ADJ
bracis-28390	199	29	-	-	ADJ
bracis-28390	199	30	trained	train	VERB
bracis-28390	199	31	network	network	NOUN
bracis-28390	199	32	.	.	PUNCT
bracis-28390	200	1	fig	fig	NOUN
bracis-28390	200	2	.	.	PUNCT
bracis-28390	201	1	1	1	X
bracis-28390	201	2	.	.	X
bracis-28390	201	3	examples	example	NOUN
bracis-28390	201	4	of	of	ADP
bracis-28390	201	5	images	image	NOUN
bracis-28390	201	6	in	in	ADP
bracis-28390	201	7	which	which	PRON
bracis-28390	201	8	the	the	DET
bracis-28390	201	9	original	original	ADJ
bracis-28390	201	10	image	image	NOUN
bracis-28390	201	11	reconstruction	reconstruction	NOUN
bracis-28390	201	12	step	step	NOUN
bracis-28390	201	13	using	use	VERB
bracis-28390	201	14	the	the	DET
bracis-28390	201	15	ddim	ddim	ADJ
bracis-28390	201	16	inversion	inversion	NOUN
bracis-28390	201	17	technique	technique	NOUN
bracis-28390	201	18	.	.	PUNCT
bracis-28390	202	1	some	some	PRON
bracis-28390	202	2	did	do	AUX
bracis-28390	202	3	not	not	PART
bracis-28390	202	4	obtain	obtain	VERB
bracis-28390	202	5	good	good	ADJ
bracis-28390	202	6	results	result	NOUN
bracis-28390	202	7	,	,	PUNCT
bracis-28390	202	8	which	which	PRON
bracis-28390	202	9	could	could	AUX
bracis-28390	202	10	compromise	compromise	VERB
bracis-28390	202	11	the	the	DET
bracis-28390	202	12	quality	quality	NOUN
bracis-28390	202	13	of	of	ADP
bracis-28390	202	14	the	the	DET
bracis-28390	202	15	generated	generate	VERB
bracis-28390	202	16	aged	aged	ADJ
bracis-28390	202	17	images	image	NOUN
bracis-28390	202	18	.	.	PUNCT
bracis-28390	203	1	full	full	ADJ
bracis-28390	203	2	size	size	NOUN
bracis-28390	203	3	image	image	NOUN
bracis-28390	203	4	table	table	NOUN
bracis-28390	203	5	1	1	NUM
bracis-28390	203	6	.	.	PUNCT
bracis-28390	203	7	model	model	NOUN
bracis-28390	203	8	comparison	comparison	NOUN
bracis-28390	203	9	between	between	ADP
bracis-28390	203	10	the	the	DET
bracis-28390	203	11	aging	age	VERB
bracis-28390	203	12	images.full	images.full	ADJ
bracis-28390	203	13	size	size	NOUN
bracis-28390	203	14	table	table	NOUN
bracis-28390	203	15	in	in	ADP
bracis-28390	203	16	the	the	DET
bracis-28390	203	17	experiments	experiment	NOUN
bracis-28390	203	18	carried	carry	VERB
bracis-28390	203	19	out	out	ADP
bracis-28390	203	20	with	with	ADP
bracis-28390	203	21	the	the	DET
bracis-28390	203	22	model	model	NOUN
bracis-28390	203	23	instruct	instruct	VERB
bracis-28390	203	24	-	-	PUNCT
bracis-28390	203	25	pix2pix	pix2pix	ADJ
bracis-28390	203	26	changing	change	VERB
bracis-28390	203	27	the	the	DET
bracis-28390	203	28	value	value	NOUN
bracis-28390	203	29	of	of	ADP
bracis-28390	203	30	how	how	SCONJ
bracis-28390	203	31	much	much	ADJ
bracis-28390	203	32	the	the	DET
bracis-28390	203	33	aging	age	VERB
bracis-28390	203	34	instruction	instruction	NOUN
bracis-28390	203	35	will	will	AUX
bracis-28390	203	36	be	be	AUX
bracis-28390	203	37	followed	follow	VERB
bracis-28390	203	38	\(c_{instruction}\	\(c_{instruction}\	PROPN
bracis-28390	203	39	)	)	PUNCT
bracis-28390	203	40	,	,	PUNCT
bracis-28390	203	41	it	it	PRON
bracis-28390	203	42	was	be	AUX
bracis-28390	203	43	observed	observe	VERB
bracis-28390	203	44	that	that	SCONJ
bracis-28390	203	45	if	if	SCONJ
bracis-28390	203	46	the	the	DET
bracis-28390	203	47	parameter	parameter	NOUN
bracis-28390	203	48	has	have	VERB
bracis-28390	203	49	the	the	DET
bracis-28390	203	50	value	value	NOUN
bracis-28390	203	51	0	0	NUM
bracis-28390	203	52	,	,	PUNCT
bracis-28390	203	53	the	the	DET
bracis-28390	203	54	image	image	NOUN
bracis-28390	203	55	is	be	AUX
bracis-28390	203	56	not	not	PART
bracis-28390	203	57	aged	age	VERB
bracis-28390	203	58	as	as	SCONJ
bracis-28390	203	59	the	the	DET
bracis-28390	203	60	instruction	instruction	NOUN
bracis-28390	203	61	is	be	AUX
bracis-28390	203	62	not	not	PART
bracis-28390	203	63	followed	follow	VERB
bracis-28390	203	64	,	,	PUNCT
bracis-28390	203	65	which	which	PRON
bracis-28390	203	66	is	be	AUX
bracis-28390	203	67	expected	expect	VERB
bracis-28390	203	68	.	.	PUNCT
bracis-28390	204	1	the	the	DET
bracis-28390	204	2	error	error	NOUN
bracis-28390	204	3	drops	drop	VERB
bracis-28390	204	4	considerably	considerably	ADV
bracis-28390	204	5	by	by	ADP
bracis-28390	204	6	increasing	increase	VERB
bracis-28390	204	7	the	the	DET
bracis-28390	204	8	value	value	NOUN
bracis-28390	204	9	of	of	ADP
bracis-28390	204	10	\(c_{instruction}\	\(c_{instruction}\	PROPN
bracis-28390	204	11	)	)	PUNCT
bracis-28390	204	12	to	to	ADP
bracis-28390	204	13	10	10	NUM
bracis-28390	204	14	.	.	PUNCT
bracis-28390	205	1	however	however	ADV
bracis-28390	205	2	,	,	PUNCT
bracis-28390	205	3	the	the	DET
bracis-28390	205	4	images	image	NOUN
bracis-28390	205	5	are	be	AUX
bracis-28390	205	6	no	no	ADV
bracis-28390	205	7	longer	long	ADV
bracis-28390	205	8	close	close	ADJ
bracis-28390	205	9	in	in	ADP
bracis-28390	205	10	the	the	DET
bracis-28390	205	11	facenet	facenet	NOUN
bracis-28390	205	12	representation	representation	NOUN
bracis-28390	205	13	.	.	PUNCT
bracis-28390	206	1	given	give	VERB
bracis-28390	206	2	these	these	DET
bracis-28390	206	3	results	result	NOUN
bracis-28390	206	4	,	,	PUNCT
bracis-28390	206	5	the	the	DET
bracis-28390	206	6	parameter	parameter	NOUN
bracis-28390	206	7	\(c_{instruction}\	\(c_{instruction}\	PROPN
bracis-28390	206	8	)	)	PUNCT
bracis-28390	206	9	of	of	ADP
bracis-28390	206	10	the	the	DET
bracis-28390	206	11	instruct	instruct	VERB
bracis-28390	206	12	-	-	PUNCT
bracis-28390	206	13	pix2pix	pix2pix	ADJ
bracis-28390	206	14	model	model	NOUN
bracis-28390	206	15	was	be	AUX
bracis-28390	206	16	used	use	VERB
bracis-28390	206	17	with	with	ADP
bracis-28390	206	18	the	the	DET
bracis-28390	206	19	value	value	NOUN
bracis-28390	206	20	3	3	X
bracis-28390	206	21	.	.	PUNCT
bracis-28390	207	1	it	it	PRON
bracis-28390	207	2	is	be	AUX
bracis-28390	207	3	important	important	ADJ
bracis-28390	207	4	to	to	PART
bracis-28390	207	5	emphasize	emphasize	VERB
bracis-28390	207	6	that	that	SCONJ
bracis-28390	207	7	the	the	DET
bracis-28390	207	8	results	result	NOUN
bracis-28390	207	9	were	be	AUX
bracis-28390	207	10	analyzed	analyze	VERB
bracis-28390	207	11	by	by	ADP
bracis-28390	207	12	separating	separate	VERB
bracis-28390	207	13	the	the	DET
bracis-28390	207	14	input	input	NOUN
bracis-28390	207	15	images	image	NOUN
bracis-28390	207	16	between	between	ADP
bracis-28390	207	17	men	man	NOUN
bracis-28390	207	18	and	and	CCONJ
bracis-28390	207	19	women	woman	NOUN
bracis-28390	207	20	.	.	PUNCT
bracis-28390	208	1	however	however	ADV
bracis-28390	208	2	,	,	PUNCT
bracis-28390	208	3	as	as	SCONJ
bracis-28390	208	4	no	no	DET
bracis-28390	208	5	significant	significant	ADJ
bracis-28390	208	6	differences	difference	NOUN
bracis-28390	208	7	were	be	AUX
bracis-28390	208	8	noted	note	VERB
bracis-28390	208	9	in	in	ADP
bracis-28390	208	10	the	the	DET
bracis-28390	208	11	results	result	NOUN
bracis-28390	208	12	,	,	PUNCT
bracis-28390	208	13	the	the	DET
bracis-28390	208	14	data	datum	NOUN
bracis-28390	208	15	were	be	AUX
bracis-28390	208	16	unified	unified	ADJ
bracis-28390	208	17	.	.	PUNCT
bracis-28390	209	1	in	in	ADP
bracis-28390	209	2	the	the	DET
bracis-28390	209	3	results	result	NOUN
bracis-28390	209	4	presented	present	VERB
bracis-28390	209	5	by	by	ADP
bracis-28390	209	6	table	table	NOUN
bracis-28390	209	7	 	 	SPACE
bracis-28390	209	8	1	1	NUM
bracis-28390	209	9	,	,	PUNCT
bracis-28390	209	10	it	it	PRON
bracis-28390	209	11	is	be	AUX
bracis-28390	209	12	possible	possible	ADJ
bracis-28390	209	13	to	to	PART
bracis-28390	209	14	notice	notice	VERB
bracis-28390	209	15	that	that	SCONJ
bracis-28390	209	16	sam	sam	PROPN
bracis-28390	209	17	manages	manage	VERB
bracis-28390	209	18	to	to	PART
bracis-28390	209	19	obtain	obtain	VERB
bracis-28390	209	20	the	the	DET
bracis-28390	209	21	lowest	low	ADJ
bracis-28390	209	22	error	error	NOUN
bracis-28390	209	23	averages	average	NOUN
bracis-28390	209	24	,	,	PUNCT
bracis-28390	209	25	possibly	possibly	ADV
bracis-28390	209	26	due	due	ADJ
bracis-28390	209	27	to	to	ADP
bracis-28390	209	28	having	have	VERB
bracis-28390	209	29	an	an	DET
bracis-28390	209	30	age	age	NOUN
bracis-28390	209	31	estimator	estimator	NOUN
bracis-28390	209	32	in	in	ADP
bracis-28390	209	33	its	its	PRON
bracis-28390	209	34	cost	cost	NOUN
bracis-28390	209	35	function	function	NOUN
bracis-28390	209	36	.	.	PUNCT
bracis-28390	210	1	however	however	ADV
bracis-28390	210	2	,	,	PUNCT
bracis-28390	210	3	the	the	DET
bracis-28390	210	4	similarity	similarity	NOUN
bracis-28390	210	5	between	between	ADP
bracis-28390	210	6	the	the	DET
bracis-28390	210	7	aged	aged	ADJ
bracis-28390	210	8	image	image	NOUN
bracis-28390	210	9	and	and	CCONJ
bracis-28390	210	10	the	the	DET
bracis-28390	210	11	original	original	NOUN
bracis-28390	210	12	is	be	AUX
bracis-28390	210	13	smaller	small	ADJ
bracis-28390	210	14	than	than	ADP
bracis-28390	210	15	the	the	DET
bracis-28390	210	16	results	result	NOUN
bracis-28390	210	17	of	of	ADP
bracis-28390	210	18	instruct	instruct	NOUN
bracis-28390	210	19	-	-	PUNCT
bracis-28390	210	20	pix2pix	pix2pix	VERB
bracis-28390	210	21	.	.	PUNCT
bracis-28390	211	1	the	the	DET
bracis-28390	211	2	high	high	ADJ
bracis-28390	211	3	similarity	similarity	NOUN
bracis-28390	211	4	between	between	ADP
bracis-28390	211	5	the	the	DET
bracis-28390	211	6	images	image	NOUN
bracis-28390	211	7	obtained	obtain	VERB
bracis-28390	211	8	by	by	ADP
bracis-28390	211	9	hrfae	hrfae	NOUN
bracis-28390	211	10	can	can	AUX
bracis-28390	211	11	be	be	AUX
bracis-28390	211	12	explained	explain	VERB
bracis-28390	211	13	because	because	SCONJ
bracis-28390	211	14	the	the	DET
bracis-28390	211	15	minor	minor	ADJ
bracis-28390	211	16	changes	change	NOUN
bracis-28390	211	17	performed	perform	VERB
bracis-28390	211	18	by	by	ADP
bracis-28390	211	19	the	the	DET
bracis-28390	211	20	network	network	NOUN
bracis-28390	211	21	.	.	PUNCT
bracis-28390	212	1	therefore	therefore	ADV
bracis-28390	212	2	,	,	PUNCT
bracis-28390	212	3	the	the	DET
bracis-28390	212	4	images	image	NOUN
bracis-28390	212	5	are	be	AUX
bracis-28390	212	6	not	not	PART
bracis-28390	212	7	properly	properly	ADV
bracis-28390	212	8	aged	age	VERB
bracis-28390	212	9	,	,	PUNCT
bracis-28390	212	10	as	as	SCONJ
bracis-28390	212	11	seen	see	VERB
bracis-28390	212	12	in	in	ADP
bracis-28390	212	13	the	the	DET
bracis-28390	212	14	error	error	NOUN
bracis-28390	212	15	and	and	CCONJ
bracis-28390	212	16	low	low	ADJ
bracis-28390	212	17	fid	fid	NOUN
bracis-28390	212	18	values	value	NOUN
bracis-28390	212	19	.	.	PUNCT
bracis-28390	213	1	fig	fig	NOUN
bracis-28390	213	2	.	.	PUNCT
bracis-28390	214	1	2	2	X
bracis-28390	214	2	.	.	X
bracis-28390	214	3	comparison	comparison	NOUN
bracis-28390	214	4	of	of	ADP
bracis-28390	214	5	results	result	NOUN
bracis-28390	214	6	in	in	ADP
bracis-28390	214	7	facial	facial	ADJ
bracis-28390	214	8	aging	age	VERB
bracis-28390	214	9	tasks	task	NOUN
bracis-28390	214	10	in	in	ADP
bracis-28390	214	11	each	each	DET
bracis-28390	214	12	model	model	NOUN
bracis-28390	214	13	.	.	PUNCT
bracis-28390	215	1	the	the	DET
bracis-28390	215	2	first	first	ADJ
bracis-28390	215	3	column	column	NOUN
bracis-28390	215	4	,	,	PUNCT
bracis-28390	215	5	original	original	ADJ
bracis-28390	215	6	,	,	PUNCT
bracis-28390	215	7	is	be	AUX
bracis-28390	215	8	the	the	DET
bracis-28390	215	9	input	input	NOUN
bracis-28390	215	10	image	image	NOUN
bracis-28390	215	11	with	with	ADP
bracis-28390	215	12	the	the	DET
bracis-28390	215	13	initially	initially	ADV
bracis-28390	215	14	estimated	estimate	VERB
bracis-28390	215	15	age	age	NOUN
bracis-28390	215	16	.	.	PUNCT
bracis-28390	216	1	the	the	DET
bracis-28390	216	2	four	four	NUM
bracis-28390	216	3	images	image	NOUN
bracis-28390	216	4	to	to	ADP
bracis-28390	216	5	its	its	PRON
bracis-28390	216	6	right	right	NOUN
bracis-28390	216	7	are	be	AUX
bracis-28390	216	8	the	the	DET
bracis-28390	216	9	outputs	output	NOUN
bracis-28390	216	10	of	of	ADP
bracis-28390	216	11	the	the	DET
bracis-28390	216	12	models	model	NOUN
bracis-28390	216	13	trying	try	VERB
bracis-28390	216	14	to	to	PART
bracis-28390	216	15	get	get	VERB
bracis-28390	216	16	the	the	DET
bracis-28390	216	17	image	image	NOUN
bracis-28390	216	18	aged	age	VERB
bracis-28390	216	19	with	with	ADP
bracis-28390	216	20	the	the	DET
bracis-28390	216	21	expected	expect	VERB
bracis-28390	216	22	age	age	NOUN
bracis-28390	216	23	.	.	PUNCT
bracis-28390	217	1	for	for	ADP
bracis-28390	217	2	example	example	NOUN
bracis-28390	217	3	,	,	PUNCT
bracis-28390	217	4	10–30	10–30	NUM
bracis-28390	217	5	is	be	AUX
bracis-28390	217	6	the	the	DET
bracis-28390	217	7	task	task	NOUN
bracis-28390	217	8	of	of	ADP
bracis-28390	217	9	aging	age	VERB
bracis-28390	217	10	a	a	DET
bracis-28390	217	11	face	face	NOUN
bracis-28390	217	12	with	with	ADP
bracis-28390	217	13	approximately	approximately	ADV
bracis-28390	217	14	10	10	NUM
bracis-28390	217	15	years	year	NOUN
bracis-28390	217	16	to	to	ADP
bracis-28390	217	17	30	30	NUM
bracis-28390	217	18	years	year	NOUN
bracis-28390	217	19	.	.	PUNCT
bracis-28390	218	1	full	full	ADJ
bracis-28390	218	2	size	size	NOUN
bracis-28390	218	3	image	image	NOUN
bracis-28390	218	4	fig	fig	NOUN
bracis-28390	218	5	.	.	PUNCT
bracis-28390	219	1	3	3	X
bracis-28390	219	2	.	.	X
bracis-28390	219	3	comparison	comparison	NOUN
bracis-28390	219	4	of	of	ADP
bracis-28390	219	5	results	result	NOUN
bracis-28390	219	6	in	in	ADP
bracis-28390	219	7	facial	facial	ADJ
bracis-28390	219	8	aging	age	VERB
bracis-28390	219	9	tasks	task	NOUN
bracis-28390	219	10	in	in	ADP
bracis-28390	219	11	each	each	DET
bracis-28390	219	12	model	model	NOUN
bracis-28390	219	13	.	.	PUNCT
bracis-28390	220	1	the	the	DET
bracis-28390	220	2	first	first	ADJ
bracis-28390	220	3	column	column	NOUN
bracis-28390	220	4	,	,	PUNCT
bracis-28390	220	5	original	original	ADJ
bracis-28390	220	6	,	,	PUNCT
bracis-28390	220	7	is	be	AUX
bracis-28390	220	8	the	the	DET
bracis-28390	220	9	input	input	NOUN
bracis-28390	220	10	image	image	NOUN
bracis-28390	220	11	with	with	ADP
bracis-28390	220	12	the	the	DET
bracis-28390	220	13	estimated	estimate	VERB
bracis-28390	220	14	initial	initial	ADJ
bracis-28390	220	15	age	age	NOUN
bracis-28390	220	16	,	,	PUNCT
bracis-28390	220	17	and	and	CCONJ
bracis-28390	220	18	the	the	DET
bracis-28390	220	19	four	four	NUM
bracis-28390	220	20	images	image	NOUN
bracis-28390	220	21	on	on	ADP
bracis-28390	220	22	the	the	DET
bracis-28390	220	23	right	right	NOUN
bracis-28390	220	24	are	be	AUX
bracis-28390	220	25	the	the	DET
bracis-28390	220	26	results	result	NOUN
bracis-28390	220	27	of	of	ADP
bracis-28390	220	28	the	the	DET
bracis-28390	220	29	models	model	NOUN
bracis-28390	220	30	trying	try	VERB
bracis-28390	220	31	to	to	PART
bracis-28390	220	32	get	get	VERB
bracis-28390	220	33	the	the	DET
bracis-28390	220	34	aged	aged	ADJ
bracis-28390	220	35	image	image	NOUN
bracis-28390	220	36	with	with	ADP
bracis-28390	220	37	the	the	DET
bracis-28390	220	38	expected	expect	VERB
bracis-28390	220	39	age	age	NOUN
bracis-28390	220	40	.	.	PUNCT
bracis-28390	221	1	full	full	ADJ
bracis-28390	221	2	size	size	NOUN
bracis-28390	221	3	image	image	NOUN
bracis-28390	221	4	in	in	ADP
bracis-28390	221	5	the	the	DET
bracis-28390	221	6	pix2pix	pix2pix	ADJ
bracis-28390	221	7	-	-	PUNCT
bracis-28390	221	8	zero	zero	NUM
bracis-28390	221	9	model	model	NOUN
bracis-28390	221	10	,	,	PUNCT
bracis-28390	221	11	two	two	NUM
bracis-28390	221	12	factors	factor	NOUN
bracis-28390	221	13	can	can	AUX
bracis-28390	221	14	affect	affect	VERB
bracis-28390	221	15	the	the	DET
bracis-28390	221	16	maintenance	maintenance	NOUN
bracis-28390	221	17	of	of	ADP
bracis-28390	221	18	the	the	DET
bracis-28390	221	19	characteristics	characteristic	NOUN
bracis-28390	221	20	of	of	ADP
bracis-28390	221	21	individuals	individual	NOUN
bracis-28390	221	22	:	:	PUNCT
bracis-28390	221	23	one	one	NUM
bracis-28390	221	24	of	of	ADP
bracis-28390	221	25	them	they	PRON
bracis-28390	221	26	is	be	AUX
bracis-28390	221	27	the	the	DET
bracis-28390	221	28	fact	fact	NOUN
bracis-28390	221	29	that	that	SCONJ
bracis-28390	221	30	the	the	DET
bracis-28390	221	31	model	model	NOUN
bracis-28390	221	32	uses	use	VERB
bracis-28390	221	33	editing	edit	VERB
bracis-28390	221	34	directions	direction	NOUN
bracis-28390	221	35	obtained	obtain	VERB
bracis-28390	221	36	through	through	ADP
bracis-28390	221	37	a	a	DET
bracis-28390	221	38	single	single	ADJ
bracis-28390	221	39	average	average	ADJ
bracis-28390	221	40	direction	direction	NOUN
bracis-28390	221	41	.	.	PUNCT
bracis-28390	222	1	this	this	PRON
bracis-28390	222	2	can	can	AUX
bracis-28390	222	3	cause	cause	VERB
bracis-28390	222	4	the	the	DET
bracis-28390	222	5	model	model	NOUN
bracis-28390	222	6	to	to	PART
bracis-28390	222	7	age	age	VERB
bracis-28390	222	8	all	all	DET
bracis-28390	222	9	images	image	NOUN
bracis-28390	222	10	unconditionally	unconditionally	ADV
bracis-28390	222	11	,	,	PUNCT
bracis-28390	222	12	which	which	PRON
bracis-28390	222	13	can	can	AUX
bracis-28390	222	14	be	be	AUX
bracis-28390	222	15	seen	see	VERB
bracis-28390	222	16	by	by	ADP
bracis-28390	222	17	the	the	DET
bracis-28390	222	18	low	low	ADJ
bracis-28390	222	19	similarity	similarity	NOUN
bracis-28390	222	20	and	and	CCONJ
bracis-28390	222	21	high	high	ADJ
bracis-28390	222	22	fid	fid	NOUN
bracis-28390	222	23	values	value	NOUN
bracis-28390	222	24	.	.	PUNCT
bracis-28390	223	1	another	another	DET
bracis-28390	223	2	factor	factor	NOUN
bracis-28390	223	3	is	be	AUX
bracis-28390	223	4	that	that	SCONJ
bracis-28390	223	5	it	it	PRON
bracis-28390	223	6	needs	need	VERB
bracis-28390	223	7	to	to	PART
bracis-28390	223	8	reconstruct	reconstruct	VERB
bracis-28390	223	9	the	the	DET
bracis-28390	223	10	original	original	ADJ
bracis-28390	223	11	image	image	NOUN
bracis-28390	223	12	using	use	VERB
bracis-28390	223	13	the	the	DET
bracis-28390	223	14	ddim	ddim	ADJ
bracis-28390	223	15	inversion	inversion	NOUN
bracis-28390	223	16	technique	technique	NOUN
bracis-28390	223	17	;	;	PUNCT
bracis-28390	223	18	a	a	DET
bracis-28390	223	19	poor	poor	ADJ
bracis-28390	223	20	reconstruction	reconstruction	NOUN
bracis-28390	223	21	can	can	AUX
bracis-28390	223	22	compromise	compromise	VERB
bracis-28390	223	23	the	the	DET
bracis-28390	223	24	final	final	ADJ
bracis-28390	223	25	aged	aged	ADJ
bracis-28390	223	26	image	image	NOUN
bracis-28390	223	27	.	.	PUNCT
bracis-28390	224	1	figure	figure	NOUN
bracis-28390	224	2	 	 	SPACE
bracis-28390	224	3	1	1	NUM
bracis-28390	224	4	shows	show	VERB
bracis-28390	224	5	examples	example	NOUN
bracis-28390	224	6	of	of	ADP
bracis-28390	224	7	when	when	SCONJ
bracis-28390	224	8	this	this	PRON
bracis-28390	224	9	occurs	occur	VERB
bracis-28390	224	10	.	.	PUNCT
bracis-28390	225	1	observing	observe	VERB
bracis-28390	225	2	figs	fig	NOUN
bracis-28390	225	3	.	.	PUNCT
bracis-28390	225	4	 	 	SPACE
bracis-28390	225	5	2	2	NUM
bracis-28390	225	6	and	and	CCONJ
bracis-28390	225	7	3	3	NUM
bracis-28390	225	8	,	,	PUNCT
bracis-28390	225	9	the	the	DET
bracis-28390	225	10	sam	sam	PROPN
bracis-28390	225	11	model	model	NOUN
bracis-28390	225	12	is	be	AUX
bracis-28390	225	13	the	the	DET
bracis-28390	225	14	only	only	ADJ
bracis-28390	225	15	one	one	NUM
bracis-28390	225	16	that	that	PRON
bracis-28390	225	17	achieves	achieve	VERB
bracis-28390	225	18	reasonable	reasonable	ADJ
bracis-28390	225	19	performance	performance	NOUN
bracis-28390	225	20	when	when	SCONJ
bracis-28390	225	21	aging	age	VERB
bracis-28390	225	22	from	from	ADP
bracis-28390	225	23	approximately	approximately	ADV
bracis-28390	225	24	ten	ten	NUM
bracis-28390	225	25	years	year	NOUN
bracis-28390	225	26	to	to	ADP
bracis-28390	225	27	older	old	ADJ
bracis-28390	225	28	ages	age	NOUN
bracis-28390	225	29	.	.	PUNCT
bracis-28390	226	1	as	as	SCONJ
bracis-28390	226	2	it	it	PRON
bracis-28390	226	3	is	be	AUX
bracis-28390	226	4	a	a	DET
bracis-28390	226	5	growth	growth	NOUN
bracis-28390	226	6	phase	phase	NOUN
bracis-28390	226	7	,	,	PUNCT
bracis-28390	226	8	the	the	DET
bracis-28390	226	9	face	face	NOUN
bracis-28390	226	10	has	have	VERB
bracis-28390	226	11	many	many	ADJ
bracis-28390	226	12	changes	change	NOUN
bracis-28390	226	13	,	,	PUNCT
bracis-28390	226	14	and	and	CCONJ
bracis-28390	226	15	the	the	DET
bracis-28390	226	16	other	other	ADJ
bracis-28390	226	17	models	model	NOUN
bracis-28390	226	18	failed	fail	VERB
bracis-28390	226	19	to	to	PART
bracis-28390	226	20	capture	capture	VERB
bracis-28390	226	21	these	these	DET
bracis-28390	226	22	structural	structural	ADJ
bracis-28390	226	23	changes	change	NOUN
bracis-28390	226	24	.	.	PUNCT
bracis-28390	227	1	the	the	DET
bracis-28390	227	2	pix2pix	pix2pix	ADJ
bracis-28390	227	3	-	-	PUNCT
bracis-28390	227	4	zero	zero	NUM
bracis-28390	227	5	model	model	NOUN
bracis-28390	227	6	had	have	VERB
bracis-28390	227	7	blur	blur	NOUN
bracis-28390	227	8	results	result	NOUN
bracis-28390	227	9	on	on	ADP
bracis-28390	227	10	some	some	DET
bracis-28390	227	11	images	image	NOUN
bracis-28390	227	12	,	,	PUNCT
bracis-28390	227	13	which	which	PRON
bracis-28390	227	14	is	be	AUX
bracis-28390	227	15	expected	expect	VERB
bracis-28390	227	16	when	when	SCONJ
bracis-28390	227	17	using	use	VERB
bracis-28390	227	18	an	an	DET
bracis-28390	227	19	average	average	ADJ
bracis-28390	227	20	edit	edit	NOUN
bracis-28390	227	21	direction	direction	NOUN
bracis-28390	227	22	to	to	PART
bracis-28390	227	23	get	get	VERB
bracis-28390	227	24	from	from	ADP
bracis-28390	227	25	one	one	NUM
bracis-28390	227	26	domain	domain	NOUN
bracis-28390	227	27	to	to	ADP
bracis-28390	227	28	the	the	DET
bracis-28390	227	29	next	next	ADJ
bracis-28390	227	30	.	.	PUNCT
bracis-28390	228	1	instruct	instruct	VERB
bracis-28390	228	2	-	-	PUNCT
bracis-28390	228	3	pix2pix	pix2pix	NOUN
bracis-28390	228	4	maintained	maintain	VERB
bracis-28390	228	5	the	the	DET
bracis-28390	228	6	identity	identity	NOUN
bracis-28390	228	7	of	of	ADP
bracis-28390	228	8	the	the	DET
bracis-28390	228	9	individuals	individual	NOUN
bracis-28390	228	10	and	and	CCONJ
bracis-28390	228	11	achieved	achieve	VERB
bracis-28390	228	12	considerable	considerable	ADJ
bracis-28390	228	13	aging	aging	NOUN
bracis-28390	228	14	.	.	PUNCT
bracis-28390	229	1	however	however	ADV
bracis-28390	229	2	,	,	PUNCT
bracis-28390	229	3	in	in	ADP
bracis-28390	229	4	all	all	DET
bracis-28390	229	5	cases	case	NOUN
bracis-28390	229	6	,	,	PUNCT
bracis-28390	229	7	the	the	DET
bracis-28390	229	8	skin	skin	NOUN
bracis-28390	229	9	texture	texture	NOUN
bracis-28390	229	10	degraded	degrade	VERB
bracis-28390	229	11	,	,	PUNCT
bracis-28390	229	12	which	which	PRON
bracis-28390	229	13	is	be	AUX
bracis-28390	229	14	common	common	ADJ
bracis-28390	229	15	over	over	ADP
bracis-28390	229	16	the	the	DET
bracis-28390	229	17	years	year	NOUN
bracis-28390	229	18	(	(	PUNCT
bracis-28390	229	19	especially	especially	ADV
bracis-28390	229	20	in	in	ADP
bracis-28390	229	21	cases	case	NOUN
bracis-28390	229	22	where	where	SCONJ
bracis-28390	229	23	there	there	PRON
bracis-28390	229	24	is	be	VERB
bracis-28390	229	25	a	a	DET
bracis-28390	229	26	lot	lot	NOUN
bracis-28390	229	27	of	of	ADP
bracis-28390	229	28	sunlight	sunlight	NOUN
bracis-28390	229	29	or	or	CCONJ
bracis-28390	229	30	smoking	smoking	NOUN
bracis-28390	229	31	)	)	PUNCT
bracis-28390	229	32	,	,	PUNCT
bracis-28390	229	33	but	but	CCONJ
bracis-28390	229	34	it	it	PRON
bracis-28390	229	35	is	be	AUX
bracis-28390	229	36	not	not	PART
bracis-28390	229	37	guaranteed	guarantee	VERB
bracis-28390	229	38	that	that	SCONJ
bracis-28390	229	39	aging	aging	NOUN
bracis-28390	229	40	will	will	AUX
bracis-28390	229	41	be	be	AUX
bracis-28390	229	42	like	like	ADP
bracis-28390	229	43	this	this	PRON
bracis-28390	229	44	.	.	PUNCT
bracis-28390	230	1	the	the	DET
bracis-28390	230	2	sam	sam	PROPN
bracis-28390	230	3	model	model	NOUN
bracis-28390	230	4	seems	seem	VERB
bracis-28390	230	5	to	to	PART
bracis-28390	230	6	have	have	VERB
bracis-28390	230	7	more	more	ADJ
bracis-28390	230	8	variability	variability	NOUN
bracis-28390	230	9	in	in	ADP
bracis-28390	230	10	how	how	SCONJ
bracis-28390	230	11	it	it	PRON
bracis-28390	230	12	ages	age	NOUN
bracis-28390	230	13	faces	face	VERB
bracis-28390	230	14	.	.	PUNCT
bracis-28390	231	1	5	5	NUM
bracis-28390	231	2	conclusion	conclusion	NOUN
bracis-28390	231	3	this	this	DET
bracis-28390	231	4	study	study	NOUN
bracis-28390	231	5	analyzed	analyze	VERB
bracis-28390	231	6	the	the	DET
bracis-28390	231	7	performance	performance	NOUN
bracis-28390	231	8	of	of	ADP
bracis-28390	231	9	four	four	NUM
bracis-28390	231	10	models	model	NOUN
bracis-28390	231	11	in	in	ADP
bracis-28390	231	12	the	the	DET
bracis-28390	231	13	facial	facial	ADJ
bracis-28390	231	14	aging	age	VERB
bracis-28390	231	15	task	task	NOUN
bracis-28390	231	16	:	:	PUNCT
bracis-28390	231	17	two	two	NUM
bracis-28390	231	18	models	model	NOUN
bracis-28390	231	19	that	that	PRON
bracis-28390	231	20	used	use	VERB
bracis-28390	231	21	gans	gan	NOUN
bracis-28390	231	22	in	in	ADP
bracis-28390	231	23	their	their	PRON
bracis-28390	231	24	architecture	architecture	NOUN
bracis-28390	231	25	and	and	CCONJ
bracis-28390	231	26	two	two	NUM
bracis-28390	231	27	conditional	conditional	ADJ
bracis-28390	231	28	diffusion	diffusion	NOUN
bracis-28390	231	29	models	model	NOUN
bracis-28390	231	30	that	that	PRON
bracis-28390	231	31	enabled	enable	VERB
bracis-28390	231	32	image	image	NOUN
bracis-28390	231	33	editing	editing	NOUN
bracis-28390	231	34	.	.	PUNCT
bracis-28390	232	1	of	of	ADP
bracis-28390	232	2	these	these	PRON
bracis-28390	232	3	,	,	PUNCT
bracis-28390	232	4	two	two	NUM
bracis-28390	232	5	models	model	NOUN
bracis-28390	232	6	stood	stand	VERB
bracis-28390	232	7	out	out	ADP
bracis-28390	232	8	in	in	ADP
bracis-28390	232	9	this	this	DET
bracis-28390	232	10	analysis	analysis	NOUN
bracis-28390	232	11	,	,	PUNCT
bracis-28390	232	12	sam	sam	PROPN
bracis-28390	232	13	,	,	PUNCT
bracis-28390	232	14	a	a	DET
bracis-28390	232	15	model	model	NOUN
bracis-28390	232	16	based	base	VERB
bracis-28390	232	17	on	on	ADP
bracis-28390	232	18	a	a	DET
bracis-28390	232	19	pre	pre	ADJ
bracis-28390	232	20	-	-	ADJ
bracis-28390	232	21	trained	train	VERB
bracis-28390	232	22	gan	gan	NOUN
bracis-28390	232	23	(	(	PUNCT
bracis-28390	232	24	stylegan2	stylegan2	NOUN
bracis-28390	232	25	)	)	PUNCT
bracis-28390	232	26	and	and	CCONJ
bracis-28390	232	27	specialized	specialize	VERB
bracis-28390	232	28	in	in	ADP
bracis-28390	232	29	the	the	DET
bracis-28390	232	30	task	task	NOUN
bracis-28390	232	31	of	of	ADP
bracis-28390	232	32	facial	facial	ADJ
bracis-28390	232	33	aging	aging	NOUN
bracis-28390	232	34	and	and	CCONJ
bracis-28390	232	35	rejuvenation	rejuvenation	NOUN
bracis-28390	232	36	,	,	PUNCT
bracis-28390	232	37	having	have	VERB
bracis-28390	232	38	components	component	NOUN
bracis-28390	232	39	of	of	ADP
bracis-28390	232	40	its	its	PRON
bracis-28390	232	41	cost	cost	NOUN
bracis-28390	232	42	function	function	NOUN
bracis-28390	232	43	specific	specific	ADJ
bracis-28390	232	44	to	to	PART
bracis-28390	232	45	guarantee	guarantee	VERB
bracis-28390	232	46	identity	identity	NOUN
bracis-28390	232	47	and	and	CCONJ
bracis-28390	232	48	age	age	NOUN
bracis-28390	232	49	change	change	NOUN
bracis-28390	232	50	.	.	PUNCT
bracis-28390	233	1	the	the	DET
bracis-28390	233	2	second	second	ADJ
bracis-28390	233	3	model	model	NOUN
bracis-28390	233	4	to	to	PART
bracis-28390	233	5	be	be	AUX
bracis-28390	233	6	highlighted	highlight	VERB
bracis-28390	233	7	was	be	AUX
bracis-28390	233	8	instruct	instruct	NOUN
bracis-28390	233	9	-	-	PUNCT
bracis-28390	233	10	pix2pix	pix2pix	VERB
bracis-28390	233	11	,	,	PUNCT
bracis-28390	233	12	a	a	DET
bracis-28390	233	13	generic	generic	ADJ
bracis-28390	233	14	conditional	conditional	ADJ
bracis-28390	233	15	diffusion	diffusion	NOUN
bracis-28390	233	16	model	model	NOUN
bracis-28390	233	17	,	,	PUNCT
bracis-28390	233	18	which	which	PRON
bracis-28390	233	19	only	only	ADV
bracis-28390	233	20	receives	receive	VERB
bracis-28390	233	21	instruction	instruction	NOUN
bracis-28390	233	22	in	in	ADP
bracis-28390	233	23	the	the	DET
bracis-28390	233	24	form	form	NOUN
bracis-28390	233	25	of	of	ADP
bracis-28390	233	26	text	text	NOUN
bracis-28390	233	27	,	,	PUNCT
bracis-28390	233	28	being	be	AUX
bracis-28390	233	29	able	able	ADJ
bracis-28390	233	30	to	to	PART
bracis-28390	233	31	edit	edit	VERB
bracis-28390	233	32	the	the	DET
bracis-28390	233	33	images	image	NOUN
bracis-28390	233	34	in	in	ADP
bracis-28390	233	35	different	different	ADJ
bracis-28390	233	36	ways	way	NOUN
bracis-28390	233	37	in	in	ADP
bracis-28390	233	38	a	a	DET
bracis-28390	233	39	zero	zero	NUM
bracis-28390	233	40	-	-	PUNCT
bracis-28390	233	41	shot	shot	NOUN
bracis-28390	233	42	fashion	fashion	NOUN
bracis-28390	233	43	.	.	PUNCT
bracis-28390	234	1	in	in	ADP
bracis-28390	234	2	the	the	DET
bracis-28390	234	3	study	study	NOUN
bracis-28390	234	4	,	,	PUNCT
bracis-28390	234	5	it	it	PRON
bracis-28390	234	6	was	be	AUX
bracis-28390	234	7	only	only	ADV
bracis-28390	234	8	sent	send	VERB
bracis-28390	234	9	an	an	DET
bracis-28390	234	10	instruction	instruction	NOUN
bracis-28390	234	11	to	to	PART
bracis-28390	234	12	age	age	VERB
bracis-28390	234	13	the	the	DET
bracis-28390	234	14	face	face	NOUN
bracis-28390	234	15	to	to	ADP
bracis-28390	234	16	a	a	DET
bracis-28390	234	17	desired	desire	VERB
bracis-28390	234	18	age	age	NOUN
bracis-28390	234	19	,	,	PUNCT
bracis-28390	234	20	and	and	CCONJ
bracis-28390	234	21	still	still	ADV
bracis-28390	234	22	got	get	VERB
bracis-28390	234	23	realistic	realistic	ADJ
bracis-28390	234	24	aged	aged	ADJ
bracis-28390	234	25	images	image	NOUN
bracis-28390	234	26	.	.	PUNCT
bracis-28390	235	1	currently	currently	ADV
bracis-28390	235	2	,	,	PUNCT
bracis-28390	235	3	specialist	specialist	NOUN
bracis-28390	235	4	gans	gan	NOUN
bracis-28390	235	5	still	still	ADV
bracis-28390	235	6	demonstrate	demonstrate	VERB
bracis-28390	235	7	superior	superior	ADJ
bracis-28390	235	8	performance	performance	NOUN
bracis-28390	235	9	compared	compare	VERB
bracis-28390	235	10	to	to	ADP
bracis-28390	235	11	generic	generic	ADJ
bracis-28390	235	12	diffusion	diffusion	NOUN
bracis-28390	235	13	models	model	NOUN
bracis-28390	235	14	,	,	PUNCT
bracis-28390	235	15	such	such	ADJ
bracis-28390	235	16	as	as	ADP
bracis-28390	235	17	those	those	PRON
bracis-28390	235	18	used	use	VERB
bracis-28390	235	19	in	in	ADP
bracis-28390	235	20	the	the	DET
bracis-28390	235	21	experiments	experiment	NOUN
bracis-28390	235	22	.	.	PUNCT
bracis-28390	236	1	this	this	PRON
bracis-28390	236	2	demonstrates	demonstrate	VERB
bracis-28390	236	3	a	a	DET
bracis-28390	236	4	great	great	ADJ
bracis-28390	236	5	capacity	capacity	NOUN
bracis-28390	236	6	in	in	ADP
bracis-28390	236	7	the	the	DET
bracis-28390	236	8	diffusion	diffusion	NOUN
bracis-28390	236	9	model	model	NOUN
bracis-28390	236	10	since	since	SCONJ
bracis-28390	236	11	instruct	instruct	NOUN
bracis-28390	236	12	-	-	PUNCT
bracis-28390	236	13	pix2pix	pix2pix	NOUN
bracis-28390	236	14	obtained	obtain	VERB
bracis-28390	236	15	considerable	considerable	ADJ
bracis-28390	236	16	results	result	NOUN
bracis-28390	236	17	even	even	ADV
bracis-28390	236	18	though	though	SCONJ
bracis-28390	236	19	it	it	PRON
bracis-28390	236	20	was	be	AUX
bracis-28390	236	21	not	not	PART
bracis-28390	236	22	specifically	specifically	ADV
bracis-28390	236	23	trained	train	VERB
bracis-28390	236	24	for	for	ADP
bracis-28390	236	25	this	this	DET
bracis-28390	236	26	task	task	NOUN
bracis-28390	236	27	.	.	PUNCT
bracis-28390	237	1	furthermore	furthermore	ADV
bracis-28390	237	2	,	,	PUNCT
bracis-28390	237	3	diffusion	diffusion	NOUN
bracis-28390	237	4	models	model	NOUN
bracis-28390	237	5	have	have	AUX
bracis-28390	237	6	gained	gain	VERB
bracis-28390	237	7	notoriety	notoriety	NOUN
bracis-28390	237	8	recently	recently	ADV
bracis-28390	237	9	,	,	PUNCT
bracis-28390	237	10	with	with	ADP
bracis-28390	237	11	many	many	ADJ
bracis-28390	237	12	works	work	NOUN
bracis-28390	237	13	presenting	present	VERB
bracis-28390	237	14	new	new	ADJ
bracis-28390	237	15	techniques	technique	NOUN
bracis-28390	237	16	in	in	ADP
bracis-28390	237	17	recent	recent	ADJ
bracis-28390	237	18	years	year	NOUN
bracis-28390	237	19	,	,	PUNCT
bracis-28390	237	20	so	so	ADV
bracis-28390	237	21	rapid	rapid	ADJ
bracis-28390	237	22	advances	advance	NOUN
bracis-28390	237	23	in	in	ADP
bracis-28390	237	24	their	their	PRON
bracis-28390	237	25	architectures	architecture	NOUN
bracis-28390	237	26	are	be	AUX
bracis-28390	237	27	expected	expect	VERB
bracis-28390	237	28	.	.	PUNCT
bracis-28390	238	1	notes	note	NOUN
bracis-28390	238	2	1.the	1.the	DET
bracis-28390	238	3	authors	author	NOUN
bracis-28390	238	4	used	use	VERB
bracis-28390	238	5	stable	stable	ADJ
bracis-28390	238	6	diffusion	diffusion	NOUN
bracis-28390	238	7	1.4	1.4	NUM
bracis-28390	238	8	.	.	PUNCT
bracis-28390	239	1	2.ratio	2.ratio	NUM
bracis-28390	239	2	of	of	ADP
bracis-28390	239	3	diffusion	diffusion	NOUN
bracis-28390	239	4	steps	step	NOUN
bracis-28390	239	5	with	with	ADP
bracis-28390	239	6	cross	cross	ADJ
bracis-28390	239	7	-	-	ADJ
bracis-28390	239	8	attention	attention	ADJ
bracis-28390	239	9	weights	weight	NOUN
bracis-28390	239	10	.	.	PUNCT
bracis-28390	240	1	references	reference	NOUN
bracis-28390	240	2	alaluf	alaluf	VERB
bracis-28390	240	3	,	,	PUNCT
bracis-28390	240	4	y.	y.	PROPN
bracis-28390	240	5	,	,	PUNCT
bracis-28390	240	6	patashnik	patashnik	X
bracis-28390	240	7	,	,	PUNCT
bracis-28390	240	8	o.	o.	PROPN
bracis-28390	240	9	,	,	PUNCT
bracis-28390	240	10	cohen	cohen	PROPN
bracis-28390	240	11	-	-	PUNCT
bracis-28390	240	12	or	or	CCONJ
bracis-28390	240	13	,	,	PUNCT
bracis-28390	240	14	d.	d.	PROPN
bracis-28390	240	15	:	:	PUNCT
bracis-28390	240	16	only	only	ADV
bracis-28390	240	17	a	a	DET
bracis-28390	240	18	matter	matter	NOUN
bracis-28390	240	19	of	of	ADP
bracis-28390	240	20	style	style	NOUN
bracis-28390	240	21	:	:	PUNCT
bracis-28390	241	1	age	age	NOUN
bracis-28390	241	2	transformation	transformation	NOUN
bracis-28390	241	3	using	use	VERB
bracis-28390	241	4	a	a	DET
bracis-28390	241	5	style	style	NOUN
bracis-28390	241	6	-	-	PUNCT
bracis-28390	241	7	based	base	VERB
bracis-28390	241	8	regression	regression	NOUN
bracis-28390	241	9	model	model	NOUN
bracis-28390	241	10	.	.	PUNCT
bracis-28390	241	11	acm	acm	PROPN
bracis-28390	241	12	trans	trans	PROPN
bracis-28390	241	13	.	.	PUNCT
bracis-28390	242	1	graph	graph	NOUN
bracis-28390	242	2	.	.	PUNCT
bracis-28390	243	1	40(4	40(4	NUM
bracis-28390	243	2	)	)	PUNCT
bracis-28390	243	3	,	,	PUNCT
bracis-28390	243	4	1–12	1–12	PROPN
bracis-28390	243	5	(	(	PUNCT
bracis-28390	243	6	2021	2021	NUM
bracis-28390	243	7	)	)	PUNCT
bracis-28390	243	8	article	article	NOUN
bracis-28390	243	9	  	  	SPACE
bracis-28390	243	10	google	google	PROPN
bracis-28390	243	11	scholar	scholar	NOUN
bracis-28390	243	12	  	  	SPACE
bracis-28390	243	13	brooks	brooks	NOUN
bracis-28390	243	14	,	,	PUNCT
bracis-28390	243	15	t.	t.	PROPN
bracis-28390	243	16	,	,	PUNCT
bracis-28390	243	17	holynski	holynski	PROPN
bracis-28390	243	18	,	,	PUNCT
bracis-28390	243	19	a.	a.	PROPN
bracis-28390	243	20	,	,	PUNCT
bracis-28390	243	21	efros	efros	PROPN
bracis-28390	243	22	,	,	PUNCT
bracis-28390	243	23	a.a	a.a	PROPN
bracis-28390	243	24	.	.	PROPN
bracis-28390	243	25	:	:	PUNCT
bracis-28390	244	1	instructpix2pix	instructpix2pix	NOUN
bracis-28390	244	2	:	:	PUNCT
bracis-28390	244	3	learning	learn	VERB
bracis-28390	244	4	to	to	PART
bracis-28390	244	5	follow	follow	VERB
bracis-28390	244	6	image	image	NOUN
bracis-28390	244	7	editing	edit	VERB
bracis-28390	244	8	instructions	instruction	NOUN
bracis-28390	244	9	(	(	PUNCT
bracis-28390	244	10	2022	2022	NUM
bracis-28390	244	11	)	)	PUNCT
bracis-28390	244	12	google	google	NOUN
bracis-28390	244	13	scholar	scholar	NOUN
bracis-28390	244	14	  	  	SPACE
bracis-28390	244	15	brown	brown	NOUN
bracis-28390	244	16	,	,	PUNCT
bracis-28390	244	17	t.b	t.b	PROPN
bracis-28390	244	18	.	.	PROPN
bracis-28390	244	19	,	,	PUNCT
bracis-28390	244	20	et	et	PROPN
bracis-28390	244	21	al	al	PROPN
bracis-28390	244	22	.	.	PUNCT
bracis-28390	244	23	:	:	PUNCT
bracis-28390	245	1	language	language	NOUN
bracis-28390	245	2	models	model	NOUN
bracis-28390	245	3	are	be	AUX
bracis-28390	245	4	few	few	ADJ
bracis-28390	245	5	-	-	PUNCT
bracis-28390	245	6	shot	shot	NOUN
bracis-28390	245	7	learners	learner	NOUN
bracis-28390	245	8	.	.	PUNCT
bracis-28390	246	1	in	in	ADP
bracis-28390	246	2	:	:	PUNCT
bracis-28390	246	3	proceedings	proceeding	NOUN
bracis-28390	246	4	of	of	ADP
bracis-28390	246	5	the	the	DET
bracis-28390	246	6	34th	34th	ADJ
bracis-28390	246	7	international	international	ADJ
bracis-28390	246	8	conference	conference	NOUN
bracis-28390	246	9	on	on	ADP
bracis-28390	246	10	neural	neural	ADJ
bracis-28390	246	11	information	information	NOUN
bracis-28390	246	12	processing	processing	NOUN
bracis-28390	246	13	systems	system	NOUN
bracis-28390	246	14	.	.	PUNCT
bracis-28390	247	1	nips’20	nips’20	PROPN
bracis-28390	247	2	,	,	PUNCT
bracis-28390	247	3	curran	curran	PROPN
bracis-28390	247	4	associates	associates	PROPN
bracis-28390	247	5	inc	inc	PROPN
bracis-28390	247	6	.	.	PROPN
bracis-28390	247	7	,	,	PUNCT
bracis-28390	247	8	red	red	ADJ
bracis-28390	247	9	hook	hook	NOUN
bracis-28390	247	10	,	,	PUNCT
bracis-28390	247	11	ny	ny	PROPN
bracis-28390	247	12	,	,	PUNCT
bracis-28390	247	13	usa	usa	PROPN
bracis-28390	247	14	(	(	PUNCT
bracis-28390	247	15	2020	2020	NUM
bracis-28390	247	16	)	)	PUNCT
bracis-28390	247	17	google	google	PROPN
bracis-28390	247	18	scholar	scholar	NOUN
bracis-28390	247	19	  	  	SPACE
bracis-28390	247	20	deng	deng	PROPN
bracis-28390	247	21	,	,	PUNCT
bracis-28390	247	22	j.	j.	PROPN
bracis-28390	247	23	,	,	PUNCT
bracis-28390	247	24	guo	guo	PROPN
bracis-28390	247	25	,	,	PUNCT
bracis-28390	247	26	j.	j.	PROPN
bracis-28390	247	27	,	,	PUNCT
bracis-28390	247	28	xue	xue	PROPN
bracis-28390	247	29	,	,	PUNCT
bracis-28390	247	30	n.	n.	NOUN
bracis-28390	247	31	,	,	PUNCT
bracis-28390	247	32	zafeiriou	zafeiriou	NOUN
bracis-28390	247	33	,	,	PUNCT
bracis-28390	247	34	s.	s.	PROPN
bracis-28390	247	35	:	:	PUNCT
bracis-28390	247	36	arcface	arcface	NOUN
bracis-28390	247	37	:	:	PUNCT
bracis-28390	247	38	additive	additive	ADJ
bracis-28390	247	39	angular	angular	ADJ
bracis-28390	247	40	margin	margin	NOUN
bracis-28390	247	41	loss	loss	NOUN
bracis-28390	247	42	for	for	ADP
bracis-28390	247	43	deep	deep	ADJ
bracis-28390	247	44	face	face	NOUN
bracis-28390	247	45	recognition	recognition	NOUN
bracis-28390	247	46	.	.	PUNCT
bracis-28390	248	1	in	in	ADP
bracis-28390	248	2	:	:	PUNCT
bracis-28390	248	3	2019	2019	NUM
bracis-28390	248	4	ieee	ieee	NOUN
bracis-28390	248	5	/	/	SYM
bracis-28390	248	6	cvf	cvf	NOUN
bracis-28390	248	7	conference	conference	NOUN
bracis-28390	248	8	on	on	ADP
bracis-28390	248	9	computer	computer	NOUN
bracis-28390	248	10	vision	vision	NOUN
bracis-28390	248	11	and	and	CCONJ
bracis-28390	248	12	pattern	pattern	NOUN
bracis-28390	248	13	recognition	recognition	NOUN
bracis-28390	248	14	(	(	PUNCT
bracis-28390	248	15	cvpr	cvpr	NOUN
bracis-28390	248	16	)	)	PUNCT
bracis-28390	248	17	,	,	PUNCT
bracis-28390	248	18	pp	pp	ADP
bracis-28390	248	19	.	.	PUNCT
bracis-28390	249	1	4685–4694	4685–4694	NUM
bracis-28390	249	2	(	(	PUNCT
bracis-28390	249	3	2019	2019	NUM
bracis-28390	249	4	)	)	PUNCT
bracis-28390	249	5	google	google	NOUN
bracis-28390	249	6	scholar	scholar	NOUN
bracis-28390	249	7	  	  	SPACE
bracis-28390	249	8	despois	despois	NOUN
bracis-28390	249	9	,	,	PUNCT
bracis-28390	249	10	j.	j.	PROPN
bracis-28390	249	11	,	,	PUNCT
bracis-28390	249	12	flament	flament	PROPN
bracis-28390	249	13	,	,	PUNCT
bracis-28390	249	14	f.	f.	PROPN
bracis-28390	249	15	,	,	PUNCT
bracis-28390	249	16	perrot	perrot	PROPN
bracis-28390	249	17	,	,	PUNCT
bracis-28390	249	18	m.	m.	NOUN
bracis-28390	249	19	:	:	PUNCT
bracis-28390	249	20	agingmapgan	agingmapgan	PROPN
bracis-28390	249	21	(	(	PUNCT
bracis-28390	249	22	amgan	amgan	NOUN
bracis-28390	249	23	):	):	PUNCT
bracis-28390	249	24	high	high	ADJ
bracis-28390	249	25	-	-	PUNCT
bracis-28390	249	26	resolution	resolution	NOUN
bracis-28390	249	27	controllable	controllable	ADJ
bracis-28390	249	28	face	face	NOUN
bracis-28390	249	29	aging	age	VERB
bracis-28390	249	30	with	with	ADP
bracis-28390	249	31	spatially	spatially	ADV
bracis-28390	249	32	-	-	PUNCT
bracis-28390	249	33	aware	aware	ADJ
bracis-28390	249	34	conditional	conditional	ADJ
bracis-28390	249	35	gans	gan	NOUN
bracis-28390	249	36	.	.	PUNCT
bracis-28390	250	1	in	in	ADP
bracis-28390	250	2	:	:	PUNCT
bracis-28390	250	3	bartoli	bartoli	NOUN
bracis-28390	250	4	,	,	PUNCT
bracis-28390	250	5	a.	a.	NOUN
bracis-28390	250	6	,	,	PUNCT
bracis-28390	250	7	fusiello	fusiello	PROPN
bracis-28390	250	8	,	,	PUNCT
bracis-28390	250	9	a.	a.	NOUN
bracis-28390	250	10	(	(	PUNCT
bracis-28390	250	11	eds	eds	PROPN
bracis-28390	250	12	.	.	PUNCT
bracis-28390	250	13	)	)	PUNCT
bracis-28390	250	14	eccv	eccv	ADV
bracis-28390	250	15	2020	2020	NUM
bracis-28390	250	16	.	.	PUNCT
bracis-28390	251	1	lncs	lncs	PROPN
bracis-28390	251	2	,	,	PUNCT
bracis-28390	251	3	vol	vol	NOUN
bracis-28390	251	4	.	.	PROPN
bracis-28390	251	5	12537	12537	NUM
bracis-28390	251	6	,	,	PUNCT
bracis-28390	251	7	pp	pp	ADP
bracis-28390	251	8	.	.	PUNCT
bracis-28390	252	1	613–628	613–628	NUM
bracis-28390	252	2	.	.	PUNCT
bracis-28390	252	3	springer	springer	NOUN
bracis-28390	252	4	,	,	PUNCT
bracis-28390	252	5	cham	cham	PROPN
bracis-28390	252	6	(	(	PUNCT
bracis-28390	252	7	2020	2020	NUM
bracis-28390	252	8	)	)	PUNCT
bracis-28390	252	9	.	.	PUNCT
bracis-28390	253	1	https://doi.org/10.1007/978-3-030-67070-2_37	https://doi.org/10.1007/978-3-030-67070-2_37	NOUN
bracis-28390	253	2	chapter	chapter	NOUN
bracis-28390	253	3	  	  	SPACE
bracis-28390	253	4	google	google	PROPN
bracis-28390	253	5	scholar	scholar	NOUN
bracis-28390	253	6	  	  	SPACE
bracis-28390	253	7	gal	gal	PROPN
bracis-28390	253	8	,	,	PUNCT
bracis-28390	253	9	r.	r.	PROPN
bracis-28390	253	10	,	,	PUNCT
bracis-28390	253	11	et	et	PROPN
bracis-28390	253	12	al	al	PROPN
bracis-28390	253	13	.	.	PUNCT
bracis-28390	253	14	:	:	PUNCT
bracis-28390	254	1	an	an	DET
bracis-28390	254	2	image	image	NOUN
bracis-28390	254	3	is	be	AUX
bracis-28390	254	4	worth	worth	ADJ
bracis-28390	254	5	one	one	NUM
bracis-28390	254	6	word	word	NOUN
bracis-28390	254	7	:	:	PUNCT
bracis-28390	254	8	personalizing	personalize	VERB
bracis-28390	254	9	text	text	NOUN
bracis-28390	254	10	-	-	PUNCT
bracis-28390	254	11	to	to	ADP
bracis-28390	254	12	-	-	PUNCT
bracis-28390	254	13	image	image	NOUN
bracis-28390	254	14	generation	generation	NOUN
bracis-28390	254	15	using	use	VERB
bracis-28390	254	16	textual	textual	ADJ
bracis-28390	254	17	inversion	inversion	NOUN
bracis-28390	254	18	(	(	PUNCT
bracis-28390	254	19	2022	2022	NUM
bracis-28390	254	20	)	)	PUNCT
bracis-28390	254	21	google	google	NOUN
bracis-28390	254	22	scholar	scholar	NOUN
bracis-28390	254	23	  	  	SPACE
bracis-28390	254	24	goodfellow	goodfellow	PROPN
bracis-28390	254	25	,	,	PUNCT
bracis-28390	254	26	i.	i.	PROPN
bracis-28390	254	27	,	,	PUNCT
bracis-28390	254	28	et	et	PROPN
bracis-28390	254	29	al	al	PROPN
bracis-28390	254	30	.	.	PROPN
bracis-28390	254	31	:	:	PUNCT
bracis-28390	255	1	generative	generative	ADJ
bracis-28390	255	2	adversarial	adversarial	ADJ
bracis-28390	255	3	nets	net	NOUN
bracis-28390	255	4	,	,	PUNCT
bracis-28390	255	5	p.	p.	NOUN
bracis-28390	255	6	9	9	NUM
bracis-28390	255	7	(	(	PUNCT
bracis-28390	255	8	2014	2014	NUM
bracis-28390	255	9	)	)	PUNCT
bracis-28390	255	10	google	google	NOUN
bracis-28390	255	11	scholar	scholar	NOUN
bracis-28390	255	12	  	  	SPACE
bracis-28390	255	13	grimmer	grim	ADJ
bracis-28390	255	14	,	,	PUNCT
bracis-28390	255	15	m.	m.	NOUN
bracis-28390	255	16	,	,	PUNCT
bracis-28390	255	17	ramachandra	ramachandra	PROPN
bracis-28390	255	18	,	,	PUNCT
bracis-28390	255	19	r.	r.	PROPN
bracis-28390	255	20	,	,	PUNCT
bracis-28390	255	21	busch	busch	PROPN
bracis-28390	255	22	,	,	PUNCT
bracis-28390	255	23	c.	c.	NOUN
bracis-28390	255	24	:	:	PUNCT
bracis-28390	255	25	deep	deep	ADJ
bracis-28390	255	26	face	face	NOUN
bracis-28390	255	27	age	age	NOUN
bracis-28390	255	28	progression	progression	NOUN
bracis-28390	255	29	:	:	PUNCT
bracis-28390	255	30	a	a	DET
bracis-28390	255	31	survey	survey	NOUN
bracis-28390	255	32	.	.	PUNCT
bracis-28390	256	1	ieee	ieee	NOUN
bracis-28390	256	2	access	access	NOUN
bracis-28390	256	3	9	9	NUM
bracis-28390	256	4	,	,	PUNCT
bracis-28390	256	5	83376–83393	83376–83393	NUM
bracis-28390	256	6	(	(	PUNCT
bracis-28390	256	7	2021	2021	NUM
bracis-28390	256	8	)	)	PUNCT
bracis-28390	256	9	article	article	NOUN
bracis-28390	256	10	  	  	SPACE
bracis-28390	256	11	google	google	PROPN
bracis-28390	256	12	scholar	scholar	NOUN
bracis-28390	256	13	  	  	SPACE
bracis-28390	256	14	heljakka	heljakka	NOUN
bracis-28390	256	15	,	,	PUNCT
bracis-28390	256	16	a.	a.	NOUN
bracis-28390	256	17	,	,	PUNCT
bracis-28390	256	18	solin	solin	PROPN
bracis-28390	256	19	,	,	PUNCT
bracis-28390	256	20	a.	a.	NOUN
bracis-28390	256	21	,	,	PUNCT
bracis-28390	256	22	kannala	kannala	PROPN
bracis-28390	256	23	,	,	PUNCT
bracis-28390	256	24	j.	j.	PROPN
bracis-28390	256	25	:	:	PUNCT
bracis-28390	256	26	recursive	recursive	ADJ
bracis-28390	256	27	chaining	chaining	NOUN
bracis-28390	256	28	of	of	ADP
bracis-28390	256	29	reversible	reversible	ADJ
bracis-28390	256	30	image	image	NOUN
bracis-28390	256	31	-	-	PUNCT
bracis-28390	256	32	to	to	ADP
bracis-28390	256	33	-	-	PUNCT
bracis-28390	256	34	image	image	NOUN
bracis-28390	256	35	translators	translator	NOUN
bracis-28390	256	36	for	for	ADP
bracis-28390	256	37	face	face	NOUN
bracis-28390	256	38	aging	aging	NOUN
bracis-28390	256	39	.	.	PUNCT
bracis-28390	257	1	in	in	ADP
bracis-28390	257	2	:	:	PUNCT
bracis-28390	257	3	blanc	blanc	NOUN
bracis-28390	257	4	-	-	PUNCT
bracis-28390	257	5	talon	talon	PROPN
bracis-28390	257	6	,	,	PUNCT
bracis-28390	257	7	j.	j.	PROPN
bracis-28390	257	8	,	,	PUNCT
bracis-28390	257	9	helbert	helbert	NOUN
bracis-28390	257	10	,	,	PUNCT
bracis-28390	257	11	d.	d.	PROPN
bracis-28390	257	12	,	,	PUNCT
bracis-28390	257	13	philips	philips	PROPN
bracis-28390	257	14	,	,	PUNCT
bracis-28390	257	15	w.	w.	PROPN
bracis-28390	257	16	,	,	PUNCT
bracis-28390	257	17	popescu	popescu	PROPN
bracis-28390	257	18	,	,	PUNCT
bracis-28390	257	19	d.	d.	PROPN
bracis-28390	257	20	,	,	PUNCT
bracis-28390	257	21	scheunders	scheunder	NOUN
bracis-28390	257	22	,	,	PUNCT
bracis-28390	257	23	p.	p.	NOUN
bracis-28390	257	24	(	(	PUNCT
bracis-28390	257	25	eds	ed	NOUN
bracis-28390	257	26	.	.	PUNCT
bracis-28390	257	27	)	)	PUNCT
bracis-28390	258	1	acivs	aciv	VERB
bracis-28390	258	2	2018	2018	NUM
bracis-28390	258	3	.	.	PUNCT
bracis-28390	259	1	lncs	lncs	PROPN
bracis-28390	259	2	,	,	PUNCT
bracis-28390	259	3	vol	vol	NOUN
bracis-28390	259	4	.	.	PROPN
bracis-28390	259	5	11182	11182	NUM
bracis-28390	259	6	,	,	PUNCT
bracis-28390	259	7	pp	pp	ADP
bracis-28390	259	8	.	.	PUNCT
bracis-28390	260	1	309–320	309–320	NUM
bracis-28390	260	2	.	.	PUNCT
bracis-28390	260	3	springer	springer	NOUN
bracis-28390	260	4	,	,	PUNCT
bracis-28390	260	5	cham	cham	PROPN
bracis-28390	260	6	(	(	PUNCT
bracis-28390	260	7	2018	2018	NUM
bracis-28390	260	8	)	)	PUNCT
bracis-28390	260	9	.	.	PUNCT
bracis-28390	261	1	https://doi.org/10.1007/978-3-030-01449-0_26	https://doi.org/10.1007/978-3-030-01449-0_26	PROPN
bracis-28390	261	2	chapter	chapter	NOUN
bracis-28390	261	3	  	  	SPACE
bracis-28390	261	4	google	google	PROPN
bracis-28390	261	5	scholar	scholar	NOUN
bracis-28390	261	6	  	  	SPACE
bracis-28390	261	7	hertz	hertz	NOUN
bracis-28390	261	8	,	,	PUNCT
bracis-28390	261	9	a.	a.	NOUN
bracis-28390	261	10	,	,	PUNCT
bracis-28390	261	11	mokady	mokady	PROPN
bracis-28390	261	12	,	,	PUNCT
bracis-28390	261	13	r.	r.	PROPN
bracis-28390	261	14	,	,	PUNCT
bracis-28390	261	15	tenenbaum	tenenbaum	PROPN
bracis-28390	261	16	,	,	PUNCT
bracis-28390	261	17	j.	j.	PROPN
bracis-28390	261	18	,	,	PUNCT
bracis-28390	261	19	aberman	aberman	PROPN
bracis-28390	261	20	,	,	PUNCT
bracis-28390	261	21	k.	k.	PROPN
bracis-28390	261	22	,	,	PUNCT
bracis-28390	261	23	pritch	pritch	NOUN
bracis-28390	261	24	,	,	PUNCT
bracis-28390	261	25	y.	y.	PROPN
bracis-28390	261	26	,	,	PUNCT
bracis-28390	261	27	cohen	cohen	PROPN
bracis-28390	261	28	-	-	PUNCT
bracis-28390	261	29	or	or	CCONJ
bracis-28390	261	30	,	,	PUNCT
bracis-28390	261	31	d.	d.	PROPN
bracis-28390	261	32	:	:	PUNCT
bracis-28390	261	33	prompt	prompt	PROPN
bracis-28390	261	34	-	-	PUNCT
bracis-28390	261	35	to	to	ADP
bracis-28390	261	36	-	-	PUNCT
bracis-28390	261	37	prompt	prompt	VERB
bracis-28390	261	38	image	image	NOUN
bracis-28390	261	39	editing	edit	VERB
bracis-28390	261	40	with	with	ADP
bracis-28390	261	41	cross	cross	NOUN
bracis-28390	261	42	attention	attention	NOUN
bracis-28390	261	43	control	control	NOUN
bracis-28390	261	44	(	(	PUNCT
bracis-28390	261	45	2022	2022	NUM
bracis-28390	261	46	)	)	PUNCT
bracis-28390	261	47	google	google	NOUN
bracis-28390	261	48	scholar	scholar	NOUN
bracis-28390	261	49	  	  	SPACE
bracis-28390	261	50	heusel	heusel	ADJ
bracis-28390	261	51	,	,	PUNCT
bracis-28390	261	52	m.	m.	NOUN
bracis-28390	261	53	,	,	PUNCT
bracis-28390	261	54	ramsauer	ramsauer	NOUN
bracis-28390	261	55	,	,	PUNCT
bracis-28390	261	56	h.	h.	PROPN
bracis-28390	261	57	,	,	PUNCT
bracis-28390	261	58	unterthiner	unterthiner	PROPN
bracis-28390	261	59	,	,	PUNCT
bracis-28390	261	60	t.	t.	PROPN
bracis-28390	261	61	,	,	PUNCT
bracis-28390	261	62	nessler	nessler	NOUN
bracis-28390	261	63	,	,	PUNCT
bracis-28390	261	64	b.	b.	PROPN
bracis-28390	261	65	,	,	PUNCT
bracis-28390	261	66	hochreiter	hochreiter	PROPN
bracis-28390	261	67	,	,	PUNCT
bracis-28390	261	68	s.	s.	PROPN
bracis-28390	261	69	:	:	PUNCT
bracis-28390	261	70	gans	gan	NOUN
bracis-28390	261	71	trained	train	VERB
bracis-28390	261	72	by	by	ADP
bracis-28390	261	73	a	a	DET
bracis-28390	261	74	two	two	NUM
bracis-28390	261	75	time	time	NOUN
bracis-28390	261	76	-	-	PUNCT
bracis-28390	261	77	scale	scale	NOUN
bracis-28390	261	78	update	update	NOUN
bracis-28390	261	79	rule	rule	NOUN
bracis-28390	261	80	converge	converge	VERB
bracis-28390	261	81	to	to	ADP
bracis-28390	261	82	a	a	DET
bracis-28390	261	83	local	local	ADJ
bracis-28390	261	84	nash	nash	NOUN
bracis-28390	261	85	equilibrium	equilibrium	NOUN
bracis-28390	261	86	.	.	PUNCT
bracis-28390	262	1	in	in	ADP
bracis-28390	262	2	:	:	PUNCT
bracis-28390	262	3	proceedings	proceeding	NOUN
bracis-28390	262	4	of	of	ADP
bracis-28390	262	5	the	the	DET
bracis-28390	262	6	31st	31st	ADJ
bracis-28390	262	7	international	international	ADJ
bracis-28390	262	8	conference	conference	NOUN
bracis-28390	262	9	on	on	ADP
bracis-28390	262	10	neural	neural	ADJ
bracis-28390	262	11	information	information	NOUN
bracis-28390	262	12	processing	processing	NOUN
bracis-28390	262	13	systems	system	NOUN
bracis-28390	262	14	,	,	PUNCT
bracis-28390	262	15	nips’17	nips’17	PROPN
bracis-28390	262	16	,	,	PUNCT
bracis-28390	262	17	pp	pp	ADJ
bracis-28390	262	18	.	.	PUNCT
bracis-28390	263	1	6629–6640	6629–6640	NUM
bracis-28390	263	2	.	.	PUNCT
bracis-28390	264	1	curran	curran	PROPN
bracis-28390	264	2	associates	associates	PROPN
bracis-28390	264	3	inc	inc	PROPN
bracis-28390	264	4	.	.	PROPN
bracis-28390	264	5	,	,	PUNCT
bracis-28390	264	6	red	red	ADJ
bracis-28390	264	7	hook	hook	NOUN
bracis-28390	264	8	,	,	PUNCT
bracis-28390	264	9	ny	ny	PROPN
bracis-28390	264	10	,	,	PUNCT
bracis-28390	264	11	usa	usa	PROPN
bracis-28390	264	12	(	(	PUNCT
bracis-28390	264	13	2017	2017	NUM
bracis-28390	264	14	)	)	PUNCT
bracis-28390	264	15	google	google	PROPN
bracis-28390	264	16	scholar	scholar	NOUN
bracis-28390	264	17	  	  	SPACE
bracis-28390	264	18	ho	ho	PROPN
bracis-28390	264	19	,	,	PUNCT
bracis-28390	264	20	j.	j.	PROPN
bracis-28390	264	21	,	,	PUNCT
bracis-28390	264	22	jain	jain	PROPN
bracis-28390	264	23	,	,	PUNCT
bracis-28390	264	24	a.	a.	PROPN
bracis-28390	264	25	,	,	PUNCT
bracis-28390	264	26	abbeel	abbeel	NOUN
bracis-28390	264	27	,	,	PUNCT
bracis-28390	264	28	p.	p.	NOUN
bracis-28390	264	29	:	:	PUNCT
bracis-28390	264	30	denoising	denoise	VERB
bracis-28390	264	31	diffusion	diffusion	NOUN
bracis-28390	264	32	probabilistic	probabilistic	ADJ
bracis-28390	264	33	models	model	NOUN
bracis-28390	264	34	.	.	PUNCT
bracis-28390	265	1	in	in	ADP
bracis-28390	265	2	:	:	PUNCT
bracis-28390	265	3	larochelle	larochelle	PROPN
bracis-28390	265	4	,	,	PUNCT
bracis-28390	265	5	h.	h.	PROPN
bracis-28390	265	6	,	,	PUNCT
bracis-28390	265	7	ranzato	ranzato	NOUN
bracis-28390	265	8	,	,	PUNCT
bracis-28390	265	9	m.	m.	NOUN
bracis-28390	265	10	,	,	PUNCT
bracis-28390	265	11	hadsell	hadsell	PROPN
bracis-28390	265	12	,	,	PUNCT
bracis-28390	265	13	r.	r.	PROPN
bracis-28390	265	14	,	,	PUNCT
bracis-28390	265	15	balcan	balcan	PROPN
bracis-28390	265	16	,	,	PUNCT
bracis-28390	265	17	m.	m.	NOUN
bracis-28390	265	18	,	,	PUNCT
bracis-28390	265	19	lin	lin	PROPN
bracis-28390	265	20	,	,	PUNCT
bracis-28390	265	21	h.	h.	PROPN
bracis-28390	265	22	(	(	PUNCT
bracis-28390	265	23	eds	eds	PROPN
bracis-28390	265	24	.	.	PUNCT
bracis-28390	265	25	)	)	PUNCT
bracis-28390	266	1	advances	advance	NOUN
bracis-28390	266	2	in	in	ADP
bracis-28390	266	3	neural	neural	ADJ
bracis-28390	266	4	information	information	NOUN
bracis-28390	266	5	processing	processing	NOUN
bracis-28390	266	6	systems	system	NOUN
bracis-28390	266	7	,	,	PUNCT
bracis-28390	266	8	vol	vol	NOUN
bracis-28390	266	9	.	.	PROPN
bracis-28390	267	1	33	33	NUM
bracis-28390	267	2	,	,	PUNCT
bracis-28390	267	3	pp	pp	ADJ
bracis-28390	267	4	.	.	PUNCT
bracis-28390	268	1	6840–6851	6840–6851	NUM
bracis-28390	268	2	.	.	PUNCT
bracis-28390	269	1	curran	curran	PROPN
bracis-28390	269	2	associates	associates	PROPN
bracis-28390	269	3	,	,	PUNCT
bracis-28390	269	4	inc	inc	PROPN
bracis-28390	269	5	.	.	PROPN
bracis-28390	269	6	(	(	PUNCT
bracis-28390	269	7	2020	2020	NUM
bracis-28390	269	8	)	)	PUNCT
bracis-28390	269	9	google	google	PROPN
bracis-28390	269	10	scholar	scholar	NOUN
bracis-28390	269	11	  	  	SPACE
bracis-28390	269	12	ho	ho	PROPN
bracis-28390	269	13	,	,	PUNCT
bracis-28390	269	14	j.	j.	PROPN
bracis-28390	269	15	,	,	PUNCT
bracis-28390	269	16	salimans	saliman	NOUN
bracis-28390	269	17	,	,	PUNCT
bracis-28390	269	18	t.	t.	PROPN
bracis-28390	269	19	:	:	PUNCT
bracis-28390	269	20	classifier	classifier	NOUN
bracis-28390	269	21	-	-	PUNCT
bracis-28390	269	22	free	free	ADJ
bracis-28390	269	23	diffusion	diffusion	NOUN
bracis-28390	269	24	guidance	guidance	NOUN
bracis-28390	269	25	(	(	PUNCT
bracis-28390	269	26	2022	2022	NUM
bracis-28390	269	27	)	)	PUNCT
bracis-28390	269	28	google	google	PROPN
bracis-28390	269	29	scholar	scholar	NOUN
bracis-28390	269	30	  	  	SPACE
bracis-28390	269	31	huang	huang	PROPN
bracis-28390	269	32	,	,	PUNCT
bracis-28390	269	33	y.	y.	PROPN
bracis-28390	269	34	,	,	PUNCT
bracis-28390	269	35	hu	hu	PROPN
bracis-28390	269	36	,	,	PUNCT
bracis-28390	269	37	h.	h.	PROPN
bracis-28390	269	38	:	:	PUNCT
bracis-28390	269	39	a	a	DET
bracis-28390	269	40	parallel	parallel	ADJ
bracis-28390	269	41	architecture	architecture	NOUN
bracis-28390	269	42	of	of	ADP
bracis-28390	269	43	age	age	NOUN
bracis-28390	269	44	adversarial	adversarial	ADJ
bracis-28390	269	45	convolutional	convolutional	ADJ
bracis-28390	269	46	neural	neural	ADJ
bracis-28390	269	47	network	network	NOUN
bracis-28390	269	48	for	for	ADP
bracis-28390	269	49	cross	cross	ADJ
bracis-28390	269	50	-	-	ADJ
bracis-28390	269	51	age	age	ADJ
bracis-28390	269	52	face	face	NOUN
bracis-28390	269	53	recognition	recognition	NOUN
bracis-28390	269	54	.	.	PUNCT
bracis-28390	270	1	ieee	ieee	PROPN
bracis-28390	270	2	trans	trans	PROPN
bracis-28390	270	3	.	.	PUNCT
bracis-28390	271	1	circuits	circuit	NOUN
bracis-28390	271	2	syst	syst	PROPN
bracis-28390	271	3	.	.	PUNCT
bracis-28390	271	4	video	video	PROPN
bracis-28390	271	5	technol	technol	NOUN
bracis-28390	271	6	.	.	PUNCT
bracis-28390	272	1	31(1	31(1	NUM
bracis-28390	272	2	)	)	PUNCT
bracis-28390	272	3	,	,	PUNCT
bracis-28390	272	4	148–159	148–159	NUM
bracis-28390	272	5	(	(	PUNCT
bracis-28390	272	6	2021	2021	NUM
bracis-28390	272	7	)	)	PUNCT
bracis-28390	272	8	article	article	NOUN
bracis-28390	272	9	  	  	SPACE
bracis-28390	272	10	google	google	PROPN
bracis-28390	272	11	scholar	scholar	NOUN
bracis-28390	272	12	  	  	SPACE
bracis-28390	272	13	isola	isola	PROPN
bracis-28390	272	14	,	,	PUNCT
bracis-28390	272	15	p.	p.	PROPN
bracis-28390	272	16	,	,	PUNCT
bracis-28390	272	17	zhu	zhu	PROPN
bracis-28390	272	18	,	,	PUNCT
bracis-28390	272	19	j.y	j.y	PROPN
bracis-28390	272	20	.	.	PROPN
bracis-28390	272	21	,	,	PUNCT
bracis-28390	272	22	zhou	zhou	PROPN
bracis-28390	272	23	,	,	PUNCT
bracis-28390	272	24	t.	t.	PROPN
bracis-28390	272	25	,	,	PUNCT
bracis-28390	272	26	efros	efros	PROPN
bracis-28390	272	27	,	,	PUNCT
bracis-28390	272	28	a.a	a.a	PROPN
bracis-28390	272	29	.	.	PROPN
bracis-28390	272	30	:	:	PUNCT
bracis-28390	272	31	image	image	NOUN
bracis-28390	272	32	-	-	PUNCT
bracis-28390	272	33	to	to	ADP
bracis-28390	272	34	-	-	PUNCT
bracis-28390	272	35	image	image	NOUN
bracis-28390	272	36	translation	translation	NOUN
bracis-28390	272	37	with	with	ADP
bracis-28390	272	38	conditional	conditional	ADJ
bracis-28390	272	39	adversarial	adversarial	ADJ
bracis-28390	272	40	networks	network	NOUN
bracis-28390	272	41	.	.	PUNCT
bracis-28390	273	1	in	in	ADP
bracis-28390	273	2	:	:	PUNCT
bracis-28390	273	3	proceedings	proceeding	NOUN
bracis-28390	273	4	of	of	ADP
bracis-28390	273	5	the	the	DET
bracis-28390	273	6	ieee	ieee	NOUN
bracis-28390	273	7	conference	conference	NOUN
bracis-28390	273	8	on	on	ADP
bracis-28390	273	9	computer	computer	NOUN
bracis-28390	273	10	vision	vision	NOUN
bracis-28390	273	11	and	and	CCONJ
bracis-28390	273	12	pattern	pattern	NOUN
bracis-28390	273	13	recognition	recognition	NOUN
bracis-28390	273	14	(	(	PUNCT
bracis-28390	273	15	cvpr	cvpr	NOUN
bracis-28390	273	16	)	)	PUNCT
bracis-28390	273	17	(	(	PUNCT
bracis-28390	273	18	2017	2017	NUM
bracis-28390	273	19	)	)	PUNCT
bracis-28390	273	20	google	google	PROPN
bracis-28390	273	21	scholar	scholar	NOUN
bracis-28390	273	22	  	  	SPACE
bracis-28390	273	23	karras	karra	NOUN
bracis-28390	273	24	,	,	PUNCT
bracis-28390	273	25	t.	t.	PROPN
bracis-28390	273	26	,	,	PUNCT
bracis-28390	273	27	laine	laine	PROPN
bracis-28390	273	28	,	,	PUNCT
bracis-28390	273	29	s.	s.	PROPN
bracis-28390	273	30	,	,	PUNCT
bracis-28390	273	31	aila	aila	PROPN
bracis-28390	273	32	,	,	PUNCT
bracis-28390	273	33	t.	t.	PROPN
bracis-28390	273	34	:	:	PUNCT
bracis-28390	273	35	a	a	DET
bracis-28390	273	36	style	style	NOUN
bracis-28390	273	37	-	-	PUNCT
bracis-28390	273	38	based	base	VERB
bracis-28390	273	39	generator	generator	NOUN
bracis-28390	273	40	architecture	architecture	NOUN
bracis-28390	273	41	for	for	ADP
bracis-28390	273	42	generative	generative	ADJ
bracis-28390	273	43	adversarial	adversarial	ADJ
bracis-28390	273	44	networks	network	NOUN
bracis-28390	273	45	.	.	PUNCT
bracis-28390	274	1	arxiv:1812.04948	arxiv:1812.04948	PROPN
bracis-28390	275	1	[	[	X
bracis-28390	275	2	cs	cs	X
bracis-28390	275	3	,	,	PUNCT
bracis-28390	275	4	stat	stat	PROPN
bracis-28390	275	5	]	]	PUNCT
bracis-28390	275	6	(	(	PUNCT
bracis-28390	275	7	2019	2019	NUM
bracis-28390	275	8	)	)	PUNCT
bracis-28390	275	9	kemmer	kemmer	PROPN
bracis-28390	275	10	,	,	PUNCT
bracis-28390	275	11	b.	b.	PROPN
bracis-28390	275	12	,	,	PUNCT
bracis-28390	275	13	simões	simões	PROPN
bracis-28390	275	14	,	,	PUNCT
bracis-28390	275	15	r.	r.	PROPN
bracis-28390	275	16	,	,	PUNCT
bracis-28390	275	17	lima	lima	PROPN
bracis-28390	275	18	,	,	PUNCT
bracis-28390	275	19	c.	c.	NOUN
bracis-28390	275	20	:	:	PUNCT
bracis-28390	275	21	face	face	VERB
bracis-28390	275	22	aging	age	VERB
bracis-28390	275	23	using	use	VERB
bracis-28390	275	24	generative	generative	ADJ
bracis-28390	275	25	adversarial	adversarial	ADJ
bracis-28390	275	26	networks	network	NOUN
bracis-28390	275	27	.	.	PUNCT
bracis-28390	276	1	in	in	ADP
bracis-28390	276	2	:	:	PUNCT
bracis-28390	276	3	razavi	razavi	NOUN
bracis-28390	276	4	-	-	PUNCT
bracis-28390	276	5	far	far	ADV
bracis-28390	276	6	,	,	PUNCT
bracis-28390	276	7	r.	r.	PROPN
bracis-28390	276	8	,	,	PUNCT
bracis-28390	276	9	ruiz	ruiz	NOUN
bracis-28390	276	10	-	-	PUNCT
bracis-28390	276	11	garcia	garcia	PROPN
bracis-28390	276	12	,	,	PUNCT
bracis-28390	276	13	a.	a.	NOUN
bracis-28390	276	14	,	,	PUNCT
bracis-28390	276	15	palade	palade	NOUN
bracis-28390	276	16	,	,	PUNCT
bracis-28390	276	17	v.	v.	ADV
bracis-28390	276	18	,	,	PUNCT
bracis-28390	276	19	schmidhuber	schmidhuber	NOUN
bracis-28390	276	20	,	,	PUNCT
bracis-28390	276	21	j.	j.	PROPN
bracis-28390	276	22	,	,	PUNCT
bracis-28390	276	23	et	et	PROPN
bracis-28390	276	24	al	al	PROPN
bracis-28390	276	25	.	.	PUNCT
bracis-28390	277	1	(	(	PUNCT
bracis-28390	277	2	eds	ed	NOUN
bracis-28390	277	3	.	.	PUNCT
bracis-28390	277	4	)	)	PUNCT
bracis-28390	278	1	generative	generative	VERB
bracis-28390	278	2	adversarial	adversarial	ADJ
bracis-28390	278	3	learning	learning	NOUN
bracis-28390	278	4	:	:	PUNCT
bracis-28390	278	5	architectures	architecture	NOUN
bracis-28390	278	6	and	and	CCONJ
bracis-28390	278	7	applications	application	NOUN
bracis-28390	278	8	.	.	PUNCT
bracis-28390	279	1	intelligent	intelligent	ADJ
bracis-28390	279	2	systems	system	NOUN
bracis-28390	279	3	reference	reference	NOUN
bracis-28390	279	4	library	library	NOUN
bracis-28390	279	5	,	,	PUNCT
bracis-28390	279	6	vol	vol	NOUN
bracis-28390	279	7	.	.	PROPN
bracis-28390	279	8	217	217	NUM
bracis-28390	279	9	.	.	PUNCT
bracis-28390	279	10	springer	springer	NOUN
bracis-28390	279	11	,	,	PUNCT
bracis-28390	279	12	cham	cham	PROPN
bracis-28390	279	13	(	(	PUNCT
bracis-28390	279	14	2022	2022	NUM
bracis-28390	279	15	)	)	PUNCT
bracis-28390	279	16	.	.	PUNCT
bracis-28390	280	1	https://doi.org/10.1007/978-3-030-91390-8_7	https://doi.org/10.1007/978-3-030-91390-8_7	PRON
bracis-28390	280	2	chapter	chapter	NOUN
bracis-28390	280	3	  	  	SPACE
bracis-28390	280	4	google	google	PROPN
bracis-28390	280	5	scholar	scholar	NOUN
bracis-28390	280	6	  	  	SPACE
bracis-28390	280	7	khanna	khanna	PROPN
bracis-28390	280	8	,	,	PUNCT
bracis-28390	280	9	a.	a.	PROPN
bracis-28390	280	10	,	,	PUNCT
bracis-28390	280	11	thakur	thakur	PROPN
bracis-28390	280	12	,	,	PUNCT
bracis-28390	280	13	a.	a.	NOUN
bracis-28390	280	14	,	,	PUNCT
bracis-28390	280	15	tewari	tewari	PROPN
bracis-28390	280	16	,	,	PUNCT
bracis-28390	280	17	a.	a.	PROPN
bracis-28390	280	18	,	,	PUNCT
bracis-28390	280	19	bhat	bhat	PROPN
bracis-28390	280	20	,	,	PUNCT
bracis-28390	280	21	a.	a.	NOUN
bracis-28390	280	22	:	:	PUNCT
bracis-28390	280	23	cross	cross	ADJ
bracis-28390	280	24	-	-	ADJ
bracis-28390	280	25	age	age	ADJ
bracis-28390	280	26	face	face	NOUN
bracis-28390	280	27	verification	verification	NOUN
bracis-28390	280	28	using	use	VERB
bracis-28390	280	29	face	face	NOUN
bracis-28390	280	30	aging	aging	NOUN
bracis-28390	280	31	,	,	PUNCT
bracis-28390	280	32	pp	pp	ADJ
bracis-28390	280	33	.	.	PUNCT
bracis-28390	281	1	94–99	94–99	NUM
bracis-28390	281	2	(	(	PUNCT
bracis-28390	281	3	2020	2020	NUM
bracis-28390	281	4	)	)	PUNCT
bracis-28390	281	5	google	google	PROPN
bracis-28390	281	6	scholar	scholar	NOUN
bracis-28390	281	7	  	  	SPACE
bracis-28390	281	8	king	king	NOUN
bracis-28390	281	9	,	,	PUNCT
bracis-28390	281	10	d.e	d.e	PROPN
bracis-28390	281	11	.	.	PROPN
bracis-28390	281	12	:	:	PUNCT
bracis-28390	282	1	dlib	dlib	NOUN
bracis-28390	282	2	-	-	PUNCT
bracis-28390	282	3	ml	ml	NOUN
bracis-28390	282	4	:	:	PUNCT
bracis-28390	282	5	a	a	DET
bracis-28390	282	6	machine	machine	NOUN
bracis-28390	282	7	learning	learn	VERB
bracis-28390	282	8	toolkit	toolkit	NOUN
bracis-28390	282	9	.	.	PUNCT
bracis-28390	283	1	j.	j.	PROPN
bracis-28390	283	2	mach	mach	PROPN
bracis-28390	283	3	.	.	PUNCT
bracis-28390	284	1	learn	learn	VERB
bracis-28390	284	2	.	.	PUNCT
bracis-28390	285	1	res	re	NOUN
bracis-28390	285	2	.	.	PROPN
bracis-28390	286	1	10	10	NUM
bracis-28390	286	2	,	,	PUNCT
bracis-28390	286	3	1755–1758	1755–1758	NUM
bracis-28390	286	4	(	(	PUNCT
bracis-28390	286	5	2009	2009	NUM
bracis-28390	286	6	)	)	PUNCT
bracis-28390	286	7	google	google	PROPN
bracis-28390	286	8	scholar	scholar	NOUN
bracis-28390	286	9	  	  	SPACE
bracis-28390	286	10	li	li	PROPN
bracis-28390	286	11	,	,	PUNCT
bracis-28390	286	12	j.	j.	PROPN
bracis-28390	286	13	,	,	PUNCT
bracis-28390	286	14	li	li	PROPN
bracis-28390	286	15	,	,	PUNCT
bracis-28390	286	16	d.	d.	PROPN
bracis-28390	286	17	,	,	PUNCT
bracis-28390	286	18	xiong	xiong	PROPN
bracis-28390	286	19	,	,	PUNCT
bracis-28390	286	20	c.	c.	PROPN
bracis-28390	286	21	,	,	PUNCT
bracis-28390	286	22	hoi	hoi	PROPN
bracis-28390	286	23	,	,	PUNCT
bracis-28390	286	24	s.	s.	PROPN
bracis-28390	286	25	:	:	PUNCT
bracis-28390	287	1	blip	blip	NOUN
bracis-28390	287	2	:	:	PUNCT
bracis-28390	287	3	bootstrapping	bootstrappe	VERB
bracis-28390	287	4	language	language	NOUN
bracis-28390	287	5	-	-	PUNCT
bracis-28390	287	6	image	image	NOUN
bracis-28390	287	7	pre	pre	NOUN
bracis-28390	287	8	-	-	NOUN
bracis-28390	287	9	training	train	VERB
bracis-28390	287	10	for	for	ADP
bracis-28390	287	11	unified	unified	ADJ
bracis-28390	287	12	vision	vision	NOUN
bracis-28390	287	13	-	-	PUNCT
bracis-28390	287	14	language	language	NOUN
bracis-28390	287	15	understanding	understanding	NOUN
bracis-28390	287	16	and	and	CCONJ
bracis-28390	287	17	generation	generation	NOUN
bracis-28390	287	18	(	(	PUNCT
bracis-28390	287	19	2022	2022	NUM
bracis-28390	287	20	)	)	PUNCT
bracis-28390	287	21	google	google	PROPN
bracis-28390	287	22	scholar	scholar	NOUN
bracis-28390	287	23	  	  	SPACE
bracis-28390	287	24	mao	mao	NOUN
bracis-28390	287	25	,	,	PUNCT
bracis-28390	287	26	x.	x.	PROPN
bracis-28390	287	27	,	,	PUNCT
bracis-28390	287	28	li	li	PROPN
bracis-28390	287	29	,	,	PUNCT
bracis-28390	287	30	q.	q.	PROPN
bracis-28390	287	31	,	,	PUNCT
bracis-28390	287	32	xie	xie	PROPN
bracis-28390	287	33	,	,	PUNCT
bracis-28390	287	34	h.	h.	PROPN
bracis-28390	287	35	,	,	PUNCT
bracis-28390	287	36	lau	lau	PROPN
bracis-28390	287	37	,	,	PUNCT
bracis-28390	287	38	r.y.k	r.y.k	NOUN
bracis-28390	287	39	.	.	PROPN
bracis-28390	287	40	,	,	PUNCT
bracis-28390	287	41	wang	wang	PROPN
bracis-28390	287	42	,	,	PUNCT
bracis-28390	287	43	z.	z.	PROPN
bracis-28390	287	44	,	,	PUNCT
bracis-28390	287	45	smolley	smolley	PROPN
bracis-28390	287	46	,	,	PUNCT
bracis-28390	287	47	s.p	s.p	PROPN
bracis-28390	287	48	.	.	PUNCT
bracis-28390	287	49	:	:	PUNCT
bracis-28390	288	1	least	least	ADJ
bracis-28390	288	2	squares	square	NOUN
bracis-28390	288	3	generative	generative	VERB
bracis-28390	288	4	adversarial	adversarial	ADJ
bracis-28390	288	5	networks	network	NOUN
bracis-28390	288	6	.	.	PUNCT
bracis-28390	289	1	in	in	ADP
bracis-28390	289	2	:	:	PUNCT
bracis-28390	289	3	2017	2017	NUM
bracis-28390	289	4	ieee	ieee	NOUN
bracis-28390	289	5	international	international	ADJ
bracis-28390	289	6	conference	conference	NOUN
bracis-28390	289	7	on	on	ADP
bracis-28390	289	8	computer	computer	NOUN
bracis-28390	289	9	vision	vision	NOUN
bracis-28390	289	10	(	(	PUNCT
bracis-28390	289	11	iccv	iccv	PROPN
bracis-28390	289	12	)	)	PUNCT
bracis-28390	289	13	,	,	PUNCT
bracis-28390	289	14	pp	pp	ADP
bracis-28390	289	15	.	.	PUNCT
bracis-28390	290	1	2813–2821	2813–2821	NUM
bracis-28390	290	2	(	(	PUNCT
bracis-28390	290	3	2017	2017	NUM
bracis-28390	290	4	)	)	PUNCT
bracis-28390	290	5	google	google	PROPN
bracis-28390	290	6	scholar	scholar	NOUN
bracis-28390	290	7	  	  	SPACE
bracis-28390	290	8	nichol	nichol	PROPN
bracis-28390	290	9	,	,	PUNCT
bracis-28390	290	10	a.	a.	NOUN
bracis-28390	290	11	,	,	PUNCT
bracis-28390	290	12	dhariwal	dhariwal	NOUN
bracis-28390	290	13	,	,	PUNCT
bracis-28390	290	14	p.	p.	NOUN
bracis-28390	290	15	:	:	PUNCT
bracis-28390	290	16	improved	improve	VERB
bracis-28390	290	17	denoising	denoising	NOUN
bracis-28390	290	18	diffusion	diffusion	NOUN
bracis-28390	290	19	probabilistic	probabilistic	ADJ
bracis-28390	290	20	models	model	NOUN
bracis-28390	290	21	(	(	PUNCT
bracis-28390	290	22	2021	2021	NUM
bracis-28390	290	23	)	)	PUNCT
bracis-28390	290	24	google	google	NOUN
bracis-28390	290	25	scholar	scholar	NOUN
bracis-28390	290	26	  	  	SPACE
bracis-28390	290	27	or	or	CCONJ
bracis-28390	290	28	-	-	PUNCT
bracis-28390	290	29	el	el	PROPN
bracis-28390	290	30	,	,	PUNCT
bracis-28390	290	31	r.	r.	PROPN
bracis-28390	290	32	,	,	PUNCT
bracis-28390	290	33	sengupta	sengupta	NOUN
bracis-28390	290	34	,	,	PUNCT
bracis-28390	290	35	s.	s.	PROPN
bracis-28390	290	36	,	,	PUNCT
bracis-28390	290	37	fried	fry	VERB
bracis-28390	290	38	,	,	PUNCT
bracis-28390	290	39	o.	o.	NOUN
bracis-28390	290	40	,	,	PUNCT
bracis-28390	290	41	shechtman	shechtman	NOUN
bracis-28390	290	42	,	,	PUNCT
bracis-28390	290	43	e.	e.	PROPN
bracis-28390	290	44	,	,	PUNCT
bracis-28390	290	45	kemelmacher	kemelmacher	ADJ
bracis-28390	290	46	-	-	PUNCT
bracis-28390	290	47	shlizerman	shlizerman	NOUN
bracis-28390	290	48	,	,	PUNCT
bracis-28390	290	49	i.	i.	NOUN
bracis-28390	290	50	:	:	PUNCT
bracis-28390	290	51	lifespan	lifespan	ADJ
bracis-28390	290	52	age	age	NOUN
bracis-28390	290	53	transformation	transformation	NOUN
bracis-28390	290	54	synthesis	synthesis	NOUN
bracis-28390	290	55	.	.	PUNCT
bracis-28390	291	1	in	in	ADP
bracis-28390	291	2	:	:	PUNCT
bracis-28390	291	3	vedaldi	vedaldi	PROPN
bracis-28390	291	4	,	,	PUNCT
bracis-28390	291	5	a.	a.	NOUN
bracis-28390	291	6	,	,	PUNCT
bracis-28390	291	7	bischof	bischof	NOUN
bracis-28390	291	8	,	,	PUNCT
bracis-28390	291	9	h.	h.	PROPN
bracis-28390	291	10	,	,	PUNCT
bracis-28390	291	11	brox	brox	PROPN
bracis-28390	291	12	,	,	PUNCT
bracis-28390	291	13	t.	t.	PROPN
bracis-28390	291	14	,	,	PUNCT
bracis-28390	291	15	frahm	frahm	NOUN
bracis-28390	291	16	,	,	PUNCT
bracis-28390	291	17	j.-m	j.-m	NOUN
bracis-28390	291	18	.	.	PUNCT
bracis-28390	292	1	(	(	PUNCT
bracis-28390	292	2	eds	ed	NOUN
bracis-28390	292	3	.	.	PUNCT
bracis-28390	292	4	)	)	PUNCT
bracis-28390	292	5	eccv	eccv	ADV
bracis-28390	292	6	2020	2020	NUM
bracis-28390	292	7	.	.	PUNCT
bracis-28390	293	1	lncs	lncs	PROPN
bracis-28390	293	2	,	,	PUNCT
bracis-28390	293	3	vol	vol	NOUN
bracis-28390	293	4	.	.	PROPN
bracis-28390	293	5	12351	12351	NUM
bracis-28390	293	6	,	,	PUNCT
bracis-28390	293	7	pp	pp	X
bracis-28390	293	8	.	.	PUNCT
bracis-28390	294	1	739–755	739–755	NUM
bracis-28390	294	2	.	.	PUNCT
bracis-28390	294	3	springer	springer	NOUN
bracis-28390	294	4	,	,	PUNCT
bracis-28390	294	5	cham	cham	PROPN
bracis-28390	294	6	(	(	PUNCT
bracis-28390	294	7	2020	2020	NUM
bracis-28390	294	8	)	)	PUNCT
bracis-28390	294	9	.	.	PUNCT
bracis-28390	295	1	https://doi.org/10.1007/978-3-030-58539-6_44	https://doi.org/10.1007/978-3-030-58539-6_44	PROPN
bracis-28390	295	2	chapter	chapter	NOUN
bracis-28390	295	3	  	  	SPACE
bracis-28390	295	4	google	google	PROPN
bracis-28390	295	5	scholar	scholar	NOUN
bracis-28390	295	6	  	  	SPACE
bracis-28390	295	7	parmar	parmar	PROPN
bracis-28390	295	8	,	,	PUNCT
bracis-28390	295	9	g.	g.	PROPN
bracis-28390	295	10	,	,	PUNCT
bracis-28390	295	11	singh	singh	PROPN
bracis-28390	295	12	,	,	PUNCT
bracis-28390	295	13	k.k	k.k	PROPN
bracis-28390	295	14	.	.	PROPN
bracis-28390	295	15	,	,	PUNCT
bracis-28390	295	16	zhang	zhang	PROPN
bracis-28390	295	17	,	,	PUNCT
bracis-28390	295	18	r.	r.	PROPN
bracis-28390	295	19	,	,	PUNCT
bracis-28390	295	20	li	li	PROPN
bracis-28390	295	21	,	,	PUNCT
bracis-28390	295	22	y.	y.	PROPN
bracis-28390	295	23	,	,	PUNCT
bracis-28390	295	24	lu	lu	PROPN
bracis-28390	295	25	,	,	PUNCT
bracis-28390	295	26	j.	j.	PROPN
bracis-28390	295	27	,	,	PUNCT
bracis-28390	295	28	zhu	zhu	PROPN
bracis-28390	295	29	,	,	PUNCT
bracis-28390	295	30	j.y	j.y	PROPN
bracis-28390	295	31	.	.	PROPN
bracis-28390	295	32	:	:	PUNCT
bracis-28390	295	33	zero	zero	NUM
bracis-28390	295	34	-	-	PUNCT
bracis-28390	295	35	shot	shot	NOUN
bracis-28390	295	36	image	image	NOUN
bracis-28390	295	37	-	-	PUNCT
bracis-28390	295	38	to	to	ADP
bracis-28390	295	39	-	-	PUNCT
bracis-28390	295	40	image	image	NOUN
bracis-28390	295	41	translation	translation	NOUN
bracis-28390	295	42	(	(	PUNCT
bracis-28390	295	43	2023	2023	NUM
bracis-28390	295	44	)	)	PUNCT
bracis-28390	295	45	google	google	PROPN
bracis-28390	295	46	scholar	scholar	NOUN
bracis-28390	295	47	  	  	SPACE
bracis-28390	295	48	radford	radford	PROPN
bracis-28390	295	49	,	,	PUNCT
bracis-28390	295	50	a.	a.	PROPN
bracis-28390	295	51	,	,	PUNCT
bracis-28390	295	52	et	et	PROPN
bracis-28390	295	53	al	al	PROPN
bracis-28390	295	54	.	.	PUNCT
bracis-28390	295	55	:	:	PUNCT
bracis-28390	296	1	learning	learn	VERB
bracis-28390	296	2	transferable	transferable	ADJ
bracis-28390	296	3	visual	visual	ADJ
bracis-28390	296	4	models	model	NOUN
bracis-28390	296	5	from	from	ADP
bracis-28390	296	6	natural	natural	ADJ
bracis-28390	296	7	language	language	NOUN
bracis-28390	296	8	supervision	supervision	NOUN
bracis-28390	296	9	(	(	PUNCT
bracis-28390	296	10	2021	2021	NUM
bracis-28390	296	11	)	)	PUNCT
bracis-28390	296	12	google	google	PROPN
bracis-28390	296	13	scholar	scholar	NOUN
bracis-28390	296	14	  	  	SPACE
bracis-28390	296	15	richardson	richardson	PROPN
bracis-28390	296	16	,	,	PUNCT
bracis-28390	296	17	e.	e.	PROPN
bracis-28390	296	18	,	,	PUNCT
bracis-28390	296	19	et	et	PROPN
bracis-28390	296	20	al	al	PROPN
bracis-28390	296	21	.	.	PROPN
bracis-28390	296	22	:	:	PUNCT
bracis-28390	297	1	encoding	encode	VERB
bracis-28390	297	2	in	in	ADP
bracis-28390	297	3	style	style	NOUN
bracis-28390	297	4	:	:	PUNCT
bracis-28390	297	5	a	a	DET
bracis-28390	297	6	stylegan	stylegan	NOUN
bracis-28390	297	7	encoder	encoder	NOUN
bracis-28390	297	8	for	for	ADP
bracis-28390	297	9	image	image	NOUN
bracis-28390	297	10	-	-	PUNCT
bracis-28390	297	11	to	to	ADP
bracis-28390	297	12	-	-	PUNCT
bracis-28390	297	13	image	image	NOUN
bracis-28390	297	14	translation	translation	NOUN
bracis-28390	297	15	.	.	PUNCT
bracis-28390	298	1	in	in	ADP
bracis-28390	298	2	:	:	PUNCT
bracis-28390	298	3	proceedings	proceeding	NOUN
bracis-28390	298	4	of	of	ADP
bracis-28390	298	5	the	the	DET
bracis-28390	298	6	ieee	ieee	NOUN
bracis-28390	298	7	/	/	SYM
bracis-28390	298	8	cvf	cvf	NOUN
bracis-28390	298	9	conference	conference	NOUN
bracis-28390	298	10	on	on	ADP
bracis-28390	298	11	computer	computer	NOUN
bracis-28390	298	12	vision	vision	NOUN
bracis-28390	298	13	and	and	CCONJ
bracis-28390	298	14	pattern	pattern	NOUN
bracis-28390	298	15	recognition	recognition	NOUN
bracis-28390	298	16	(	(	PUNCT
bracis-28390	298	17	cvpr	cvpr	NOUN
bracis-28390	298	18	)	)	PUNCT
bracis-28390	298	19	,	,	PUNCT
bracis-28390	298	20	pp	pp	ADJ
bracis-28390	298	21	.	.	PUNCT
bracis-28390	299	1	2287–2296	2287–2296	NUM
bracis-28390	299	2	(	(	PUNCT
bracis-28390	299	3	2021	2021	NUM
bracis-28390	299	4	)	)	PUNCT
bracis-28390	299	5	google	google	NOUN
bracis-28390	299	6	scholar	scholar	NOUN
bracis-28390	299	7	  	  	SPACE
bracis-28390	299	8	rombach	rombach	NOUN
bracis-28390	299	9	,	,	PUNCT
bracis-28390	299	10	r.	r.	PROPN
bracis-28390	299	11	,	,	PUNCT
bracis-28390	299	12	blattmann	blattmann	NOUN
bracis-28390	299	13	,	,	PUNCT
bracis-28390	299	14	a.	a.	PROPN
bracis-28390	299	15	,	,	PUNCT
bracis-28390	299	16	lorenz	lorenz	PROPN
bracis-28390	299	17	,	,	PUNCT
bracis-28390	299	18	d.	d.	PROPN
bracis-28390	299	19	,	,	PUNCT
bracis-28390	299	20	esser	esser	NOUN
bracis-28390	299	21	,	,	PUNCT
bracis-28390	299	22	p.	p.	NOUN
bracis-28390	299	23	,	,	PUNCT
bracis-28390	299	24	ommer	ommer	PROPN
bracis-28390	299	25	,	,	PUNCT
bracis-28390	299	26	b.	b.	NOUN
bracis-28390	299	27	:	:	PUNCT
bracis-28390	299	28	high	high	ADJ
bracis-28390	299	29	-	-	PUNCT
bracis-28390	299	30	resolution	resolution	NOUN
bracis-28390	299	31	image	image	NOUN
bracis-28390	299	32	synthesis	synthesis	NOUN
bracis-28390	299	33	with	with	ADP
bracis-28390	299	34	latent	latent	NOUN
bracis-28390	299	35	diffusion	diffusion	NOUN
bracis-28390	299	36	models	model	NOUN
bracis-28390	299	37	(	(	PUNCT
bracis-28390	299	38	2021	2021	NUM
bracis-28390	299	39	)	)	PUNCT
bracis-28390	299	40	google	google	NOUN
bracis-28390	299	41	scholar	scholar	NOUN
bracis-28390	299	42	  	  	SPACE
bracis-28390	299	43	ronneberger	ronneberger	NOUN
bracis-28390	299	44	,	,	PUNCT
bracis-28390	299	45	o.	o.	PROPN
bracis-28390	299	46	,	,	PUNCT
bracis-28390	299	47	fischer	fischer	PROPN
bracis-28390	299	48	,	,	PUNCT
bracis-28390	299	49	p.	p.	PROPN
bracis-28390	299	50	,	,	PUNCT
bracis-28390	299	51	brox	brox	PROPN
bracis-28390	299	52	,	,	PUNCT
bracis-28390	299	53	t.	t.	PROPN
bracis-28390	299	54	:	:	PUNCT
bracis-28390	299	55	u	u	NOUN
bracis-28390	299	56	-	-	NOUN
bracis-28390	299	57	net	net	ADJ
bracis-28390	299	58	:	:	PUNCT
bracis-28390	299	59	convolutional	convolutional	ADJ
bracis-28390	299	60	networks	network	NOUN
bracis-28390	299	61	for	for	ADP
bracis-28390	299	62	biomedical	biomedical	ADJ
bracis-28390	299	63	image	image	NOUN
bracis-28390	299	64	segmentation	segmentation	NOUN
bracis-28390	299	65	.	.	PUNCT
bracis-28390	300	1	in	in	ADP
bracis-28390	300	2	:	:	PUNCT
bracis-28390	300	3	navab	navab	PROPN
bracis-28390	300	4	,	,	PUNCT
bracis-28390	300	5	n.	n.	NOUN
bracis-28390	300	6	,	,	PUNCT
bracis-28390	300	7	hornegger	hornegger	NOUN
bracis-28390	300	8	,	,	PUNCT
bracis-28390	300	9	j.	j.	PROPN
bracis-28390	300	10	,	,	PUNCT
bracis-28390	300	11	wells	wells	PROPN
bracis-28390	300	12	,	,	PUNCT
bracis-28390	300	13	w.m	w.m	PROPN
bracis-28390	300	14	.	.	PROPN
bracis-28390	300	15	,	,	PUNCT
bracis-28390	300	16	frangi	frangi	PROPN
bracis-28390	300	17	,	,	PUNCT
bracis-28390	300	18	a.f	a.f	PROPN
bracis-28390	300	19	.	.	PROPN
bracis-28390	300	20	(	(	PUNCT
bracis-28390	300	21	eds	ed	NOUN
bracis-28390	300	22	.	.	PUNCT
bracis-28390	300	23	)	)	PUNCT
bracis-28390	300	24	medical	medical	ADJ
bracis-28390	300	25	image	image	NOUN
bracis-28390	300	26	computing	computing	NOUN
bracis-28390	300	27	and	and	CCONJ
bracis-28390	300	28	computer	computer	NOUN
bracis-28390	300	29	-	-	PUNCT
bracis-28390	300	30	assisted	assist	VERB
bracis-28390	300	31	intervention	intervention	NOUN
bracis-28390	300	32	miccai	miccai	PROPN
bracis-28390	300	33	2015	2015	NUM
bracis-28390	300	34	.	.	PUNCT
bracis-28390	301	1	lecture	lecture	NOUN
bracis-28390	301	2	notes	note	NOUN
bracis-28390	301	3	in	in	ADP
bracis-28390	301	4	computer	computer	NOUN
bracis-28390	301	5	science	science	NOUN
bracis-28390	301	6	(	(	PUNCT
bracis-28390	301	7	)	)	PUNCT
bracis-28390	301	8	,	,	PUNCT
bracis-28390	301	9	vol	vol	NOUN
bracis-28390	301	10	.	.	PROPN
bracis-28390	301	11	9351	9351	NUM
bracis-28390	301	12	,	,	PUNCT
bracis-28390	301	13	pp	pp	ADV
bracis-28390	301	14	.	.	PUNCT
bracis-28390	302	1	234–241	234–241	NUM
bracis-28390	302	2	.	.	PUNCT
bracis-28390	302	3	springer	springer	NOUN
bracis-28390	302	4	,	,	PUNCT
bracis-28390	302	5	cham	cham	PROPN
bracis-28390	302	6	(	(	PUNCT
bracis-28390	302	7	2015	2015	NUM
bracis-28390	302	8	)	)	PUNCT
bracis-28390	302	9	.	.	PUNCT
bracis-28390	303	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-28390	303	2	chapter	chapter	NOUN
bracis-28390	303	3	  	  	SPACE
bracis-28390	303	4	google	google	PROPN
bracis-28390	303	5	scholar	scholar	NOUN
bracis-28390	303	6	  	  	SPACE
bracis-28390	303	7	rothe	rothe	PROPN
bracis-28390	303	8	,	,	PUNCT
bracis-28390	303	9	r.	r.	PROPN
bracis-28390	303	10	,	,	PUNCT
bracis-28390	303	11	timofte	timofte	PROPN
bracis-28390	303	12	,	,	PUNCT
bracis-28390	303	13	r.	r.	PROPN
bracis-28390	303	14	,	,	PUNCT
bracis-28390	303	15	van	van	PROPN
bracis-28390	303	16	gool	gool	PROPN
bracis-28390	303	17	,	,	PUNCT
bracis-28390	303	18	l.	l.	PROPN
bracis-28390	303	19	:	:	PUNCT
bracis-28390	303	20	dex	dex	NOUN
bracis-28390	303	21	:	:	PUNCT
bracis-28390	303	22	deep	deep	ADJ
bracis-28390	303	23	expectation	expectation	NOUN
bracis-28390	303	24	of	of	ADP
bracis-28390	303	25	apparent	apparent	ADJ
bracis-28390	303	26	age	age	NOUN
bracis-28390	303	27	from	from	ADP
bracis-28390	303	28	a	a	DET
bracis-28390	303	29	single	single	ADJ
bracis-28390	303	30	image	image	NOUN
bracis-28390	303	31	.	.	PUNCT
bracis-28390	304	1	in	in	ADP
bracis-28390	304	2	:	:	PUNCT
bracis-28390	304	3	2015	2015	NUM
bracis-28390	304	4	ieee	ieee	NOUN
bracis-28390	304	5	international	international	ADJ
bracis-28390	304	6	conference	conference	NOUN
bracis-28390	304	7	on	on	ADP
bracis-28390	304	8	computer	computer	NOUN
bracis-28390	304	9	vision	vision	NOUN
bracis-28390	304	10	workshop	workshop	NOUN
bracis-28390	304	11	(	(	PUNCT
bracis-28390	304	12	iccvw	iccvw	PROPN
bracis-28390	304	13	)	)	PUNCT
bracis-28390	304	14	,	,	PUNCT
bracis-28390	304	15	pp	pp	ADJ
bracis-28390	304	16	.	.	PUNCT
bracis-28390	305	1	252–257	252–257	NUM
bracis-28390	305	2	(	(	PUNCT
bracis-28390	305	3	2015	2015	NUM
bracis-28390	305	4	)	)	PUNCT
bracis-28390	305	5	google	google	NOUN
bracis-28390	305	6	scholar	scholar	NOUN
bracis-28390	305	7	  	  	SPACE
bracis-28390	305	8	ruiz	ruiz	NOUN
bracis-28390	305	9	,	,	PUNCT
bracis-28390	305	10	n.	n.	NOUN
bracis-28390	305	11	,	,	PUNCT
bracis-28390	305	12	li	li	PROPN
bracis-28390	305	13	,	,	PUNCT
bracis-28390	305	14	y.	y.	PROPN
bracis-28390	305	15	,	,	PUNCT
bracis-28390	305	16	jampani	jampani	PROPN
bracis-28390	305	17	,	,	PUNCT
bracis-28390	305	18	v.	v.	ADV
bracis-28390	305	19	,	,	PUNCT
bracis-28390	305	20	pritch	pritch	NOUN
bracis-28390	305	21	,	,	PUNCT
bracis-28390	305	22	y.	y.	PROPN
bracis-28390	305	23	,	,	PUNCT
bracis-28390	305	24	rubinstein	rubinstein	PROPN
bracis-28390	305	25	,	,	PUNCT
bracis-28390	305	26	m.	m.	NOUN
bracis-28390	305	27	,	,	PUNCT
bracis-28390	305	28	aberman	aberman	NOUN
bracis-28390	305	29	,	,	PUNCT
bracis-28390	305	30	k.	k.	NOUN
bracis-28390	305	31	:	:	PUNCT
bracis-28390	305	32	dreambooth	dreambooth	NOUN
bracis-28390	305	33	:	:	PUNCT
bracis-28390	305	34	fine	fine	ADJ
bracis-28390	305	35	tuning	tune	VERB
bracis-28390	305	36	text	text	NOUN
bracis-28390	305	37	-	-	PUNCT
bracis-28390	305	38	to	to	ADP
bracis-28390	305	39	-	-	PUNCT
bracis-28390	305	40	image	image	NOUN
bracis-28390	305	41	diffusion	diffusion	NOUN
bracis-28390	305	42	models	model	NOUN
bracis-28390	305	43	for	for	ADP
bracis-28390	305	44	subject	subject	NOUN
bracis-28390	305	45	-	-	PUNCT
bracis-28390	305	46	driven	drive	VERB
bracis-28390	305	47	generation	generation	NOUN
bracis-28390	305	48	(	(	PUNCT
bracis-28390	305	49	2022	2022	NUM
bracis-28390	305	50	)	)	PUNCT
bracis-28390	305	51	google	google	PROPN
bracis-28390	305	52	scholar	scholar	NOUN
bracis-28390	305	53	  	  	SPACE
bracis-28390	305	54	schroff	schroff	NOUN
bracis-28390	305	55	,	,	PUNCT
bracis-28390	305	56	f.	f.	PROPN
bracis-28390	305	57	,	,	PUNCT
bracis-28390	305	58	kalenichenko	kalenichenko	PROPN
bracis-28390	305	59	,	,	PUNCT
bracis-28390	305	60	d.	d.	PROPN
bracis-28390	305	61	,	,	PUNCT
bracis-28390	305	62	philbin	philbin	PROPN
bracis-28390	305	63	,	,	PUNCT
bracis-28390	305	64	j.	j.	PROPN
bracis-28390	305	65	:	:	PUNCT
bracis-28390	305	66	facenet	facenet	NOUN
bracis-28390	305	67	:	:	PUNCT
bracis-28390	305	68	a	a	DET
bracis-28390	305	69	unified	unified	ADJ
bracis-28390	305	70	embedding	embedding	NOUN
bracis-28390	305	71	for	for	ADP
bracis-28390	305	72	face	face	NOUN
bracis-28390	305	73	recognition	recognition	NOUN
bracis-28390	305	74	and	and	CCONJ
bracis-28390	305	75	clustering	clustering	NOUN
bracis-28390	305	76	.	.	PUNCT
bracis-28390	306	1	in	in	ADP
bracis-28390	306	2	:	:	PUNCT
bracis-28390	306	3	2015	2015	NUM
bracis-28390	306	4	ieee	ieee	NOUN
bracis-28390	306	5	conference	conference	NOUN
bracis-28390	306	6	on	on	ADP
bracis-28390	306	7	computer	computer	NOUN
bracis-28390	306	8	vision	vision	NOUN
bracis-28390	306	9	and	and	CCONJ
bracis-28390	306	10	pattern	pattern	NOUN
bracis-28390	306	11	recognition	recognition	NOUN
bracis-28390	306	12	(	(	PUNCT
bracis-28390	306	13	cvpr	cvpr	NOUN
bracis-28390	306	14	)	)	PUNCT
bracis-28390	306	15	,	,	PUNCT
bracis-28390	306	16	pp	pp	ADP
bracis-28390	306	17	.	.	PUNCT
bracis-28390	307	1	815–823	815–823	NUM
bracis-28390	307	2	(	(	PUNCT
bracis-28390	307	3	2015	2015	NUM
bracis-28390	307	4	)	)	PUNCT
bracis-28390	307	5	google	google	NOUN
bracis-28390	307	6	scholar	scholar	NOUN
bracis-28390	307	7	  	  	SPACE
bracis-28390	307	8	schuhmann	schuhmann	NOUN
bracis-28390	307	9	,	,	PUNCT
bracis-28390	307	10	c.	c.	PROPN
bracis-28390	307	11	,	,	PUNCT
bracis-28390	307	12	et	et	PROPN
bracis-28390	307	13	al	al	PROPN
bracis-28390	307	14	.	.	PROPN
bracis-28390	307	15	:	:	PUNCT
bracis-28390	308	1	laion-400	laion-400	PROPN
bracis-28390	308	2	m	m	PROPN
bracis-28390	308	3	:	:	PUNCT
bracis-28390	308	4	open	open	ADJ
bracis-28390	308	5	dataset	dataset	NOUN
bracis-28390	308	6	of	of	ADP
bracis-28390	308	7	clip	clip	NOUN
bracis-28390	308	8	-	-	PUNCT
bracis-28390	308	9	filtered	filter	VERB
bracis-28390	308	10	400	400	NUM
bracis-28390	308	11	million	million	NUM
bracis-28390	308	12	image	image	NOUN
bracis-28390	308	13	-	-	PUNCT
bracis-28390	308	14	text	text	NOUN
bracis-28390	308	15	pairs	pair	NOUN
bracis-28390	308	16	(	(	PUNCT
bracis-28390	308	17	2021	2021	NUM
bracis-28390	308	18	)	)	PUNCT
bracis-28390	308	19	google	google	NOUN
bracis-28390	308	20	scholar	scholar	NOUN
bracis-28390	308	21	  	  	SPACE
bracis-28390	308	22	sohl	sohl	NOUN
bracis-28390	308	23	-	-	PUNCT
bracis-28390	308	24	dickstein	dickstein	ADJ
bracis-28390	308	25	,	,	PUNCT
bracis-28390	308	26	j.	j.	PROPN
bracis-28390	308	27	,	,	PUNCT
bracis-28390	308	28	weiss	weiss	PROPN
bracis-28390	308	29	,	,	PUNCT
bracis-28390	308	30	e.	e.	PROPN
bracis-28390	308	31	,	,	PUNCT
bracis-28390	308	32	maheswaranathan	maheswaranathan	PROPN
bracis-28390	308	33	,	,	PUNCT
bracis-28390	308	34	n.	n.	NOUN
bracis-28390	308	35	,	,	PUNCT
bracis-28390	308	36	ganguli	ganguli	PROPN
bracis-28390	308	37	,	,	PUNCT
bracis-28390	308	38	s.	s.	PROPN
bracis-28390	308	39	:	:	PUNCT
bracis-28390	308	40	deep	deep	ADJ
bracis-28390	308	41	unsupervised	unsupervised	ADJ
bracis-28390	308	42	learning	learning	NOUN
bracis-28390	308	43	using	use	VERB
bracis-28390	308	44	nonequilibrium	nonequilibrium	NOUN
bracis-28390	308	45	thermodynamics	thermodynamic	NOUN
bracis-28390	308	46	.	.	PUNCT
bracis-28390	309	1	in	in	ADP
bracis-28390	309	2	:	:	PUNCT
bracis-28390	309	3	bach	bach	PROPN
bracis-28390	309	4	,	,	PUNCT
bracis-28390	309	5	f.	f.	PROPN
bracis-28390	309	6	,	,	PUNCT
bracis-28390	309	7	blei	blei	NOUN
bracis-28390	309	8	,	,	PUNCT
bracis-28390	309	9	d.	d.	PROPN
bracis-28390	309	10	(	(	PUNCT
bracis-28390	309	11	eds	eds	PROPN
bracis-28390	309	12	.	.	PUNCT
bracis-28390	309	13	)	)	PUNCT
bracis-28390	309	14	proceedings	proceeding	NOUN
bracis-28390	309	15	of	of	ADP
bracis-28390	309	16	the	the	DET
bracis-28390	309	17	32nd	32nd	ADJ
bracis-28390	309	18	international	international	ADJ
bracis-28390	309	19	conference	conference	NOUN
bracis-28390	309	20	on	on	ADP
bracis-28390	309	21	machine	machine	NOUN
bracis-28390	309	22	learning	learning	NOUN
bracis-28390	309	23	.	.	PUNCT
bracis-28390	310	1	proceedings	proceeding	NOUN
bracis-28390	310	2	of	of	ADP
bracis-28390	310	3	machine	machine	NOUN
bracis-28390	310	4	learning	learn	VERB
bracis-28390	310	5	research	research	NOUN
bracis-28390	310	6	,	,	PUNCT
bracis-28390	310	7	vol	vol	NOUN
bracis-28390	310	8	.	.	PROPN
bracis-28390	310	9	37	37	NUM
bracis-28390	310	10	,	,	PUNCT
bracis-28390	310	11	pp	pp	ADJ
bracis-28390	310	12	.	.	PUNCT
bracis-28390	310	13	2256–2265	2256–2265	NUM
bracis-28390	310	14	.	.	PUNCT
bracis-28390	311	1	pmlr	pmlr	NOUN
bracis-28390	311	2	,	,	PUNCT
bracis-28390	311	3	lille	lille	PROPN
bracis-28390	311	4	,	,	PUNCT
bracis-28390	311	5	france	france	PROPN
bracis-28390	311	6	(	(	PUNCT
bracis-28390	311	7	2015	2015	NUM
bracis-28390	311	8	)	)	PUNCT
bracis-28390	311	9	google	google	NOUN
bracis-28390	311	10	scholar	scholar	NOUN
bracis-28390	311	11	  	  	SPACE
bracis-28390	311	12	song	song	NOUN
bracis-28390	311	13	,	,	PUNCT
bracis-28390	311	14	j.	j.	PROPN
bracis-28390	311	15	,	,	PUNCT
bracis-28390	311	16	meng	meng	PROPN
bracis-28390	311	17	,	,	PUNCT
bracis-28390	311	18	c.	c.	PROPN
bracis-28390	311	19	,	,	PUNCT
bracis-28390	311	20	ermon	ermon	NOUN
bracis-28390	311	21	,	,	PUNCT
bracis-28390	311	22	s.	s.	PROPN
bracis-28390	311	23	:	:	PUNCT
bracis-28390	311	24	denoising	denoise	VERB
bracis-28390	311	25	diffusion	diffusion	NOUN
bracis-28390	311	26	implicit	implicit	ADJ
bracis-28390	311	27	models	model	NOUN
bracis-28390	311	28	.	.	PUNCT
bracis-28390	312	1	arxiv:2010.02502	arxiv:2010.02502	PROPN
bracis-28390	312	2	(	(	PUNCT
bracis-28390	312	3	2020	2020	NUM
bracis-28390	312	4	)	)	PUNCT
bracis-28390	312	5	wang	wang	PROPN
bracis-28390	312	6	,	,	PUNCT
bracis-28390	312	7	z.	z.	PROPN
bracis-28390	312	8	,	,	PUNCT
bracis-28390	312	9	tang	tang	PROPN
bracis-28390	312	10	,	,	PUNCT
bracis-28390	312	11	x.	x.	PROPN
bracis-28390	312	12	,	,	PUNCT
bracis-28390	312	13	luo	luo	PROPN
bracis-28390	312	14	,	,	PUNCT
bracis-28390	312	15	w.	w.	PROPN
bracis-28390	312	16	,	,	PUNCT
bracis-28390	312	17	gao	gao	PROPN
bracis-28390	312	18	,	,	PUNCT
bracis-28390	312	19	s.	s.	PROPN
bracis-28390	312	20	:	:	PUNCT
bracis-28390	312	21	face	face	VERB
bracis-28390	312	22	aging	age	VERB
bracis-28390	312	23	with	with	ADP
bracis-28390	312	24	identity	identity	NOUN
bracis-28390	312	25	-	-	PUNCT
bracis-28390	312	26	preserved	preserve	VERB
bracis-28390	312	27	conditional	conditional	ADJ
bracis-28390	312	28	generative	generative	ADJ
bracis-28390	312	29	adversarial	adversarial	ADJ
bracis-28390	312	30	networks	network	NOUN
bracis-28390	312	31	,	,	PUNCT
bracis-28390	312	32	pp	pp	ADV
bracis-28390	312	33	.	.	PUNCT
bracis-28390	313	1	7939–7947	7939–7947	NUM
bracis-28390	313	2	(	(	PUNCT
bracis-28390	313	3	2018	2018	NUM
bracis-28390	313	4	)	)	PUNCT
bracis-28390	313	5	google	google	NOUN
bracis-28390	313	6	scholar	scholar	NOUN
bracis-28390	313	7	  	  	SPACE
bracis-28390	313	8	wolleb	wolleb	NOUN
bracis-28390	313	9	,	,	PUNCT
bracis-28390	313	10	j.	j.	PROPN
bracis-28390	313	11	,	,	PUNCT
bracis-28390	313	12	sandkühler	sandkühler	PROPN
bracis-28390	313	13	,	,	PUNCT
bracis-28390	313	14	r.	r.	PROPN
bracis-28390	313	15	,	,	PUNCT
bracis-28390	313	16	bieder	bieder	PROPN
bracis-28390	313	17	,	,	PUNCT
bracis-28390	313	18	f.	f.	PROPN
bracis-28390	313	19	,	,	PUNCT
bracis-28390	313	20	cattin	cattin	PROPN
bracis-28390	313	21	,	,	PUNCT
bracis-28390	313	22	p.c	p.c	PROPN
bracis-28390	313	23	.	.	PROPN
bracis-28390	313	24	:	:	PUNCT
bracis-28390	314	1	the	the	DET
bracis-28390	314	2	swiss	swiss	ADJ
bracis-28390	314	3	army	army	NOUN
bracis-28390	314	4	knife	knife	NOUN
bracis-28390	314	5	for	for	ADP
bracis-28390	314	6	image	image	NOUN
bracis-28390	314	7	-	-	PUNCT
bracis-28390	314	8	to	to	ADP
bracis-28390	314	9	-	-	PUNCT
bracis-28390	314	10	image	image	NOUN
bracis-28390	314	11	translation	translation	NOUN
bracis-28390	314	12	:	:	PUNCT
bracis-28390	314	13	multi	multi	ADJ
bracis-28390	314	14	-	-	ADJ
bracis-28390	314	15	task	task	ADJ
bracis-28390	314	16	diffusion	diffusion	NOUN
bracis-28390	314	17	models	model	NOUN
bracis-28390	314	18	(	(	PUNCT
bracis-28390	314	19	2022	2022	NUM
bracis-28390	314	20	)	)	PUNCT
bracis-28390	314	21	google	google	PROPN
bracis-28390	314	22	scholar	scholar	NOUN
bracis-28390	314	23	  	  	SPACE
bracis-28390	314	24	yang	yang	PROPN
bracis-28390	314	25	,	,	PUNCT
bracis-28390	314	26	h.	h.	PROPN
bracis-28390	314	27	,	,	PUNCT
bracis-28390	314	28	huang	huang	PROPN
bracis-28390	314	29	,	,	PUNCT
bracis-28390	314	30	d.	d.	PROPN
bracis-28390	314	31	,	,	PUNCT
bracis-28390	314	32	wang	wang	PROPN
bracis-28390	314	33	,	,	PUNCT
bracis-28390	314	34	y.	y.	PROPN
bracis-28390	314	35	,	,	PUNCT
bracis-28390	314	36	jain	jain	PROPN
bracis-28390	314	37	,	,	PUNCT
bracis-28390	314	38	a.	a.	NOUN
bracis-28390	314	39	:	:	PUNCT
bracis-28390	314	40	learning	learn	VERB
bracis-28390	314	41	face	face	NOUN
bracis-28390	314	42	age	age	NOUN
bracis-28390	314	43	progression	progression	NOUN
bracis-28390	314	44	:	:	PUNCT
bracis-28390	314	45	a	a	DET
bracis-28390	314	46	pyramid	pyramid	NOUN
bracis-28390	314	47	architecture	architecture	NOUN
bracis-28390	314	48	of	of	ADP
bracis-28390	314	49	gans	gan	NOUN
bracis-28390	314	50	,	,	PUNCT
bracis-28390	314	51	pp	pp	X
bracis-28390	314	52	.	.	PUNCT
bracis-28390	315	1	31–39	31–39	NUM
bracis-28390	315	2	(	(	PUNCT
bracis-28390	315	3	2018	2018	NUM
bracis-28390	315	4	)	)	PUNCT
bracis-28390	315	5	google	google	PROPN
bracis-28390	315	6	scholar	scholar	NOUN
bracis-28390	315	7	  	  	SPACE
bracis-28390	315	8	yao	yao	NOUN
bracis-28390	315	9	,	,	PUNCT
bracis-28390	315	10	x.	x.	NOUN
bracis-28390	315	11	,	,	PUNCT
bracis-28390	315	12	puy	puy	NOUN
bracis-28390	315	13	,	,	PUNCT
bracis-28390	315	14	g.	g.	PROPN
bracis-28390	315	15	,	,	PUNCT
bracis-28390	315	16	newson	newson	PROPN
bracis-28390	315	17	,	,	PUNCT
bracis-28390	315	18	a.	a.	PROPN
bracis-28390	315	19	,	,	PUNCT
bracis-28390	315	20	gousseau	gousseau	NOUN
bracis-28390	315	21	,	,	PUNCT
bracis-28390	315	22	y.	y.	NOUN
bracis-28390	315	23	,	,	PUNCT
bracis-28390	315	24	hellier	hellier	NOUN
bracis-28390	315	25	,	,	PUNCT
bracis-28390	315	26	p.	p.	NOUN
bracis-28390	315	27	:	:	PUNCT
bracis-28390	315	28	high	high	ADJ
bracis-28390	315	29	resolution	resolution	NOUN
bracis-28390	315	30	face	face	VERB
bracis-28390	315	31	age	age	NOUN
bracis-28390	315	32	editing	editing	NOUN
bracis-28390	315	33	.	.	PUNCT
bracis-28390	316	1	corr	corr	PROPN
bracis-28390	316	2	abs/2005.04410	abs/2005.04410	PROPN
bracis-28390	316	3	(	(	PUNCT
bracis-28390	316	4	2020	2020	NUM
bracis-28390	316	5	)	)	PUNCT
bracis-28390	316	6	google	google	PROPN
bracis-28390	316	7	scholar	scholar	NOUN
bracis-28390	316	8	  	  	SPACE
bracis-28390	316	9	zhang	zhang	PROPN
bracis-28390	316	10	,	,	PUNCT
bracis-28390	316	11	z.	z.	PROPN
bracis-28390	316	12	,	,	PUNCT
bracis-28390	316	13	song	song	NOUN
bracis-28390	316	14	,	,	PUNCT
bracis-28390	316	15	y.	y.	PROPN
bracis-28390	316	16	,	,	PUNCT
bracis-28390	316	17	qi	qi	PROPN
bracis-28390	316	18	,	,	PUNCT
bracis-28390	316	19	h.	h.	NOUN
bracis-28390	316	20	:	:	PUNCT
bracis-28390	316	21	age	age	NOUN
bracis-28390	316	22	progression	progression	NOUN
bracis-28390	316	23	/	/	SYM
bracis-28390	316	24	regression	regression	NOUN
bracis-28390	316	25	by	by	ADP
bracis-28390	316	26	conditional	conditional	ADJ
bracis-28390	316	27	adversarial	adversarial	ADJ
bracis-28390	316	28	autoencoder	autoencoder	NOUN
bracis-28390	316	29	,	,	PUNCT
bracis-28390	316	30	vol	vol	NOUN
bracis-28390	316	31	.	.	PROPN
bracis-28390	316	32	2017	2017	NUM
bracis-28390	316	33	-	-	SYM
bracis-28390	316	34	january	january	PROPN
bracis-28390	316	35	,	,	PUNCT
bracis-28390	316	36	pp	pp	ADP
bracis-28390	316	37	.	.	PUNCT
bracis-28390	317	1	4352–4360	4352–4360	NUM
bracis-28390	317	2	(	(	PUNCT
bracis-28390	317	3	2017	2017	NUM
bracis-28390	317	4	)	)	PUNCT
bracis-28390	317	5	google	google	PROPN
bracis-28390	317	6	scholar	scholar	NOUN
bracis-28390	317	7	  	  	SPACE
bracis-28390	317	8	zoss	zoss	PROPN
bracis-28390	317	9	,	,	PUNCT
bracis-28390	317	10	g.	g.	PROPN
bracis-28390	317	11	,	,	PUNCT
bracis-28390	317	12	chandran	chandran	PROPN
bracis-28390	317	13	,	,	PUNCT
bracis-28390	317	14	p.	p.	PROPN
bracis-28390	317	15	,	,	PUNCT
bracis-28390	317	16	sifakis	sifakis	PROPN
bracis-28390	317	17	,	,	PUNCT
bracis-28390	317	18	e.	e.	PROPN
bracis-28390	317	19	,	,	PUNCT
bracis-28390	317	20	gross	gross	ADJ
bracis-28390	317	21	,	,	PUNCT
bracis-28390	317	22	m.	m.	NOUN
bracis-28390	317	23	,	,	PUNCT
bracis-28390	317	24	gotardo	gotardo	PROPN
bracis-28390	317	25	,	,	PUNCT
bracis-28390	317	26	p.	p.	PROPN
bracis-28390	317	27	,	,	PUNCT
bracis-28390	317	28	bradley	bradley	PROPN
bracis-28390	317	29	,	,	PUNCT
bracis-28390	317	30	d.	d.	PROPN
bracis-28390	317	31	:	:	PUNCT
bracis-28390	317	32	production	production	NOUN
bracis-28390	317	33	-	-	PUNCT
bracis-28390	317	34	ready	ready	ADJ
bracis-28390	317	35	face	face	NOUN
bracis-28390	317	36	re	re	NOUN
bracis-28390	317	37	-	-	NOUN
bracis-28390	317	38	aging	age	VERB
bracis-28390	317	39	for	for	ADP
bracis-28390	317	40	visual	visual	ADJ
bracis-28390	317	41	effects	effect	NOUN
bracis-28390	317	42	.	.	PUNCT
bracis-28390	318	1	acm	acm	PROPN
bracis-28390	318	2	trans	trans	PROPN
bracis-28390	318	3	.	.	PUNCT
bracis-28390	319	1	graph	graph	NOUN
bracis-28390	319	2	.	.	PUNCT
bracis-28390	320	1	41(6	41(6	NOUN
bracis-28390	320	2	)	)	PUNCT
bracis-28390	320	3	,	,	PUNCT
bracis-28390	320	4	1–15	1–15	PROPN
bracis-28390	320	5	(	(	PUNCT
bracis-28390	320	6	2022	2022	NUM
bracis-28390	320	7	)	)	PUNCT
bracis-28390	320	8	article	article	NOUN
bracis-28390	320	9	  	  	SPACE
bracis-28390	320	10	google	google	PROPN
bracis-28390	320	11	scholar	scholar	NOUN
bracis-28390	320	12	  	  	SPACE
bracis-28390	320	13	download	download	NOUN
bracis-28390	320	14	references	reference	NOUN
bracis-28390	320	15	author	author	NOUN
bracis-28390	320	16	information	information	NOUN
bracis-28390	320	17	authors	author	NOUN
bracis-28390	320	18	and	and	CCONJ
bracis-28390	320	19	affiliations	affiliation	NOUN
bracis-28390	320	20	university	university	PROPN
bracis-28390	320	21	of	of	ADP
bracis-28390	320	22	são	são	PROPN
bracis-28390	320	23	paulo	paulo	PROPN
bracis-28390	320	24	,	,	PUNCT
bracis-28390	320	25	são	são	PROPN
bracis-28390	320	26	paulo	paulo	PROPN
bracis-28390	320	27	,	,	PUNCT
bracis-28390	320	28	sp	sp	PROPN
bracis-28390	320	29	,	,	PUNCT
bracis-28390	320	30	brazil	brazil	PROPN
bracis-28390	320	31	bruno	bruno	PROPN
bracis-28390	320	32	kemmer	kemmer	PROPN
bracis-28390	320	33	,	,	PUNCT
bracis-28390	320	34	 	 	SPACE
bracis-28390	320	35	rodolfo	rodolfo	PROPN
bracis-28390	320	36	simões	simões	PROPN
bracis-28390	320	37	,	,	PUNCT
bracis-28390	320	38	 	 	SPACE
bracis-28390	320	39	victor	victor	PROPN
bracis-28390	320	40	ivamoto	ivamoto	PROPN
bracis-28390	320	41	 	 	SPACE
bracis-28390	320	42	&	&	CCONJ
bracis-28390	320	43	 	 	SPACE
bracis-28390	320	44	clodoaldo	clodoaldo	ADJ
bracis-28390	320	45	lima	lima	PROPN
bracis-28390	320	46	authors	author	NOUN
bracis-28390	320	47	bruno	bruno	PROPN
bracis-28390	320	48	kemmerview	kemmerview	PROPN
bracis-28390	320	49	author	author	NOUN
bracis-28390	320	50	publications	publication	NOUN
bracis-28390	320	51	search	search	NOUN
bracis-28390	320	52	author	author	NOUN
bracis-28390	320	53	on	on	ADP
bracis-28390	320	54	:	:	PUNCT
bracis-28390	320	55	pubmed	pubmed	PROPN
bracis-28390	320	56	 	 	SPACE
bracis-28390	320	57	google	google	PROPN
bracis-28390	320	58	scholar	scholar	PROPN
bracis-28390	320	59	rodolfo	rodolfo	PROPN
bracis-28390	320	60	simõesview	simõesview	PROPN
bracis-28390	320	61	author	author	NOUN
bracis-28390	320	62	publications	publication	NOUN
bracis-28390	320	63	search	search	NOUN
bracis-28390	320	64	author	author	NOUN
bracis-28390	320	65	on	on	ADP
bracis-28390	320	66	:	:	PUNCT
bracis-28390	320	67	pubmed	pubmed	PROPN
bracis-28390	320	68	 	 	SPACE
bracis-28390	320	69	google	google	PROPN
bracis-28390	320	70	scholar	scholar	NOUN
bracis-28390	320	71	victor	victor	PROPN
bracis-28390	320	72	ivamotoview	ivamotoview	PROPN
bracis-28390	320	73	author	author	NOUN
bracis-28390	320	74	publications	publication	NOUN
bracis-28390	320	75	search	search	NOUN
bracis-28390	320	76	author	author	NOUN
bracis-28390	320	77	on	on	ADP
bracis-28390	320	78	:	:	PUNCT
bracis-28390	320	79	pubmed	pubmed	PROPN
bracis-28390	320	80	 	 	SPACE
bracis-28390	320	81	google	google	PROPN
bracis-28390	320	82	scholar	scholar	NOUN
bracis-28390	320	83	clodoaldo	clodoaldo	PROPN
bracis-28390	320	84	limaview	limaview	NOUN
bracis-28390	320	85	author	author	NOUN
bracis-28390	320	86	publications	publication	NOUN
bracis-28390	320	87	search	search	NOUN
bracis-28390	320	88	author	author	NOUN
bracis-28390	320	89	on	on	ADP
bracis-28390	320	90	:	:	PUNCT
bracis-28390	320	91	pubmed	pubmed	PROPN
bracis-28390	320	92	 	 	SPACE
bracis-28390	320	93	google	google	PROPN
bracis-28390	320	94	scholar	scholar	NOUN
bracis-28390	320	95	corresponding	correspond	VERB
bracis-28390	320	96	author	author	NOUN
bracis-28390	320	97	correspondence	correspondence	NOUN
bracis-28390	320	98	to	to	ADP
bracis-28390	320	99	bruno	bruno	PROPN
bracis-28390	320	100	kemmer	kemmer	PROPN
bracis-28390	320	101	.	.	PUNCT
bracis-28390	321	1	editor	editor	NOUN
bracis-28390	321	2	information	information	NOUN
bracis-28390	321	3	editors	editor	NOUN
bracis-28390	321	4	and	and	CCONJ
bracis-28390	321	5	affiliations	affiliation	NOUN
bracis-28390	321	6	federal	federal	PROPN
bracis-28390	321	7	university	university	PROPN
bracis-28390	321	8	of	of	ADP
bracis-28390	321	9	são	são	PROPN
bracis-28390	321	10	carlos	carlos	PROPN
bracis-28390	321	11	,	,	PUNCT
bracis-28390	321	12	são	são	PROPN
bracis-28390	321	13	carlos	carlos	PROPN
bracis-28390	321	14	,	,	PUNCT
bracis-28390	321	15	brazil	brazil	PROPN
bracis-28390	321	16	murilo	murilo	PROPN
bracis-28390	321	17	c.	c.	PROPN
bracis-28390	321	18	naldi	naldi	PROPN
bracis-28390	321	19	centro	centro	PROPN
bracis-28390	321	20	universitario	universitario	PROPN
bracis-28390	321	21	da	da	PROPN
bracis-28390	321	22	fei	fei	PROPN
bracis-28390	321	23	,	,	PUNCT
bracis-28390	321	24	são	são	PROPN
bracis-28390	321	25	bernardo	bernardo	PROPN
bracis-28390	321	26	do	do	AUX
bracis-28390	321	27	campo	campo	PROPN
bracis-28390	321	28	,	,	PUNCT
bracis-28390	321	29	brazil	brazil	PROPN
bracis-28390	321	30	reinaldo	reinaldo	PROPN
bracis-28390	321	31	a.	a.	PROPN
bracis-28390	321	32	c.	c.	PROPN
bracis-28390	321	33	bianchi	bianchi	PROPN
bracis-28390	321	34	rights	right	NOUN
bracis-28390	321	35	and	and	CCONJ
bracis-28390	321	36	permissions	permission	NOUN
bracis-28390	321	37	reprints	reprint	NOUN
bracis-28390	321	38	and	and	CCONJ
bracis-28390	321	39	permissions	permission	VERB
bracis-28390	321	40	copyright	copyright	NOUN
bracis-28390	321	41	information	information	NOUN
bracis-28390	321	42	©	©	ADP
bracis-28390	321	43	2023	2023	NUM
bracis-28390	321	44	the	the	DET
bracis-28390	321	45	author(s	author(s	NOUN
bracis-28390	321	46	)	)	PUNCT
bracis-28390	321	47	,	,	PUNCT
bracis-28390	321	48	under	under	ADP
bracis-28390	321	49	exclusive	exclusive	ADJ
bracis-28390	321	50	license	license	NOUN
bracis-28390	321	51	to	to	ADP
bracis-28390	321	52	springer	springer	NOUN
bracis-28390	321	53	nature	nature	PROPN
bracis-28390	321	54	switzerland	switzerland	PROPN
bracis-28390	321	55	ag	ag	PROPN
bracis-28390	321	56	about	about	ADP
bracis-28390	321	57	this	this	DET
bracis-28390	321	58	paper	paper	NOUN
bracis-28390	321	59	cite	cite	VERB
bracis-28390	321	60	this	this	DET
bracis-28390	321	61	paper	paper	NOUN
bracis-28390	321	62	kemmer	kemmer	PROPN
bracis-28390	321	63	,	,	PUNCT
bracis-28390	321	64	b.	b.	PROPN
bracis-28390	321	65	,	,	PUNCT
bracis-28390	321	66	simões	simões	PROPN
bracis-28390	321	67	,	,	PUNCT
bracis-28390	321	68	r.	r.	PROPN
bracis-28390	321	69	,	,	PUNCT
bracis-28390	321	70	ivamoto	ivamoto	PROPN
bracis-28390	321	71	,	,	PUNCT
bracis-28390	321	72	v.	v.	ADV
bracis-28390	321	73	,	,	PUNCT
bracis-28390	321	74	lima	lima	PROPN
bracis-28390	321	75	,	,	PUNCT
bracis-28390	321	76	c.	c.	NOUN
bracis-28390	321	77	(	(	PUNCT
bracis-28390	321	78	2023	2023	NUM
bracis-28390	321	79	)	)	PUNCT
bracis-28390	321	80	.	.	PUNCT
bracis-28390	322	1	performance	performance	NOUN
bracis-28390	322	2	analysis	analysis	NOUN
bracis-28390	322	3	of	of	ADP
bracis-28390	322	4	 	 	SPACE
bracis-28390	322	5	generative	generative	ADJ
bracis-28390	322	6	adversarial	adversarial	ADJ
bracis-28390	322	7	networks	network	NOUN
bracis-28390	322	8	and	and	CCONJ
bracis-28390	322	9	 	 	SPACE
bracis-28390	322	10	diffusion	diffusion	NOUN
bracis-28390	322	11	models	model	NOUN
bracis-28390	322	12	for	for	ADP
bracis-28390	322	13	 	 	SPACE
bracis-28390	322	14	face	face	NOUN
bracis-28390	322	15	aging	age	VERB
bracis-28390	322	16	.	.	PUNCT
bracis-28390	323	1	in	in	ADP
bracis-28390	323	2	:	:	PUNCT
bracis-28390	323	3	naldi	naldi	PROPN
bracis-28390	323	4	,	,	PUNCT
bracis-28390	323	5	m.c	m.c	PROPN
bracis-28390	323	6	.	.	PROPN
bracis-28390	323	7	,	,	PUNCT
bracis-28390	323	8	bianchi	bianchi	PROPN
bracis-28390	323	9	,	,	PUNCT
bracis-28390	323	10	r.a.c	r.a.c	ADP
bracis-28390	323	11	.	.	PUNCT
bracis-28390	323	12	(	(	PUNCT
bracis-28390	323	13	eds	ed	NOUN
bracis-28390	323	14	)	)	PUNCT
bracis-28390	323	15	intelligent	intelligent	ADJ
bracis-28390	323	16	systems	system	NOUN
bracis-28390	323	17	.	.	PUNCT
bracis-28390	324	1	bracis	bracis	PROPN
bracis-28390	324	2	2023	2023	NUM
bracis-28390	324	3	.	.	PUNCT
bracis-28390	325	1	lecture	lecture	NOUN
bracis-28390	325	2	notes	note	NOUN
bracis-28390	325	3	in	in	ADP
bracis-28390	325	4	computer	computer	NOUN
bracis-28390	325	5	science	science	NOUN
bracis-28390	325	6	(	(	PUNCT
bracis-28390	325	7	)	)	PUNCT
bracis-28390	325	8	,	,	PUNCT
bracis-28390	325	9	vol	vol	NOUN
bracis-28390	325	10	14196	14196	NUM
bracis-28390	325	11	.	.	PUNCT
bracis-28390	326	1	springer	springer	NOUN
bracis-28390	326	2	,	,	PUNCT
bracis-28390	326	3	cham	cham	PROPN
bracis-28390	326	4	.	.	PUNCT
bracis-28390	327	1	https://doi.org/10.1007/978-3-031-45389-2_16	https://doi.org/10.1007/978-3-031-45389-2_16	PROPN
bracis-28390	327	2	download	download	NOUN
bracis-28390	327	3	citation	citation	NOUN
bracis-28390	327	4	.ris	.ris	PUNCT
bracis-28390	328	1	.enw	.enw	PROPN
bracis-28390	328	2	.bib	.bib	PUNCT
bracis-28390	329	1	doi	doi	PROPN
bracis-28390	329	2	:	:	PUNCT
bracis-28390	329	3	https://doi.org/10.1007/978-3-031-45389-2_16	https://doi.org/10.1007/978-3-031-45389-2_16	NOUN
bracis-28390	329	4	published	publish	VERB
bracis-28390	329	5	:	:	PUNCT
bracis-28390	329	6	12	12	NUM
bracis-28390	329	7	october	october	PROPN
bracis-28390	329	8	2023	2023	NUM
bracis-28390	329	9	publisher	publisher	NOUN
bracis-28390	329	10	name	name	NOUN
bracis-28390	329	11	:	:	PUNCT
bracis-28390	329	12	springer	springer	NOUN
bracis-28390	329	13	,	,	PUNCT
bracis-28390	329	14	cham	cham	PROPN
bracis-28390	329	15	print	print	PROPN
bracis-28390	329	16	isbn	isbn	PROPN
bracis-28390	329	17	:	:	PUNCT
bracis-28390	329	18	978	978	NUM
bracis-28390	329	19	-	-	SYM
bracis-28390	329	20	3	3	NUM
bracis-28390	329	21	-	-	PUNCT
bracis-28390	329	22	031	031	NUM
bracis-28390	329	23	-	-	PUNCT
bracis-28390	329	24	45388	45388	NUM
bracis-28390	329	25	-	-	SYM
bracis-28390	329	26	5	5	NUM
bracis-28390	329	27	online	online	ADJ
bracis-28390	329	28	isbn	isbn	NOUN
bracis-28390	329	29	:	:	PUNCT
bracis-28390	329	30	978	978	NUM
bracis-28390	329	31	-	-	SYM
bracis-28390	329	32	3	3	NUM
bracis-28390	329	33	-	-	PUNCT
bracis-28390	329	34	031	031	NUM
bracis-28390	329	35	-	-	PUNCT
bracis-28390	329	36	45389	45389	NUM
bracis-28390	329	37	-	-	SYM
bracis-28390	329	38	2	2	NUM
bracis-28390	329	39	ebook	ebook	NOUN
bracis-28390	329	40	packages	package	NOUN
bracis-28390	329	41	:	:	PUNCT
bracis-28390	329	42	computer	computer	NOUN
bracis-28390	329	43	sciencecomputer	sciencecomputer	NOUN
bracis-28390	329	44	science	science	NOUN
bracis-28390	329	45	(	(	PUNCT
bracis-28390	329	46	r0	r0	NOUN
bracis-28390	329	47	)	)	PUNCT
bracis-28390	329	48	share	share	VERB
bracis-28390	329	49	this	this	DET
bracis-28390	329	50	paper	paper	NOUN
bracis-28390	329	51	anyone	anyone	PRON
bracis-28390	329	52	you	you	PRON
bracis-28390	329	53	share	share	VERB
bracis-28390	329	54	the	the	DET
bracis-28390	329	55	following	follow	VERB
bracis-28390	329	56	link	link	NOUN
bracis-28390	329	57	with	with	ADP
bracis-28390	329	58	will	will	AUX
bracis-28390	329	59	be	be	AUX
bracis-28390	329	60	able	able	ADJ
bracis-28390	329	61	to	to	PART
bracis-28390	329	62	read	read	VERB
bracis-28390	329	63	this	this	DET
bracis-28390	329	64	content	content	NOUN
bracis-28390	329	65	:	:	PUNCT
bracis-28390	329	66	get	get	VERB
bracis-28390	329	67	shareable	shareable	ADJ
bracis-28390	329	68	linksorry	linksorry	NOUN
bracis-28390	329	69	,	,	PUNCT
bracis-28390	329	70	a	a	DET
bracis-28390	329	71	shareable	shareable	ADJ
bracis-28390	329	72	link	link	NOUN
bracis-28390	329	73	is	be	AUX
bracis-28390	329	74	not	not	PART
bracis-28390	329	75	currently	currently	ADV
bracis-28390	329	76	available	available	ADJ
bracis-28390	329	77	for	for	ADP
bracis-28390	329	78	this	this	DET
bracis-28390	329	79	article	article	NOUN
bracis-28390	329	80	.	.	PUNCT
bracis-28390	330	1	copy	copy	VERB
bracis-28390	330	2	shareable	shareable	ADJ
bracis-28390	330	3	link	link	NOUN
bracis-28390	330	4	to	to	PART
bracis-28390	330	5	clipboard	clipboard	NOUN
bracis-28390	330	6	provided	provide	VERB
bracis-28390	330	7	by	by	ADP
bracis-28390	330	8	the	the	DET
bracis-28390	330	9	springer	springer	NOUN
bracis-28390	330	10	nature	nature	PROPN
bracis-28390	330	11	sharedit	sharedit	PROPN
bracis-28390	330	12	content	content	NOUN
bracis-28390	330	13	-	-	PUNCT
bracis-28390	330	14	sharing	share	VERB
bracis-28390	330	15	initiative	initiative	NOUN
bracis-28390	330	16	keywords	keyword	NOUN
bracis-28390	330	17	face	face	VERB
bracis-28390	330	18	aging	age	VERB
bracis-28390	330	19	generative	generative	ADJ
bracis-28390	330	20	adversarial	adversarial	ADJ
bracis-28390	330	21	networks	network	NOUN
bracis-28390	330	22	diffusion	diffusion	NOUN
bracis-28390	330	23	models	model	NOUN
bracis-28390	330	24	publish	publish	VERB
bracis-28390	330	25	with	with	ADP
bracis-28390	330	26	us	us	PROPN
bracis-28390	330	27	policies	policy	NOUN
bracis-28390	330	28	and	and	CCONJ
bracis-28390	330	29	ethics	ethic	NOUN
bracis-28390	330	30	search	search	NOUN
bracis-28390	330	31	search	search	NOUN
bracis-28390	330	32	by	by	ADP
bracis-28390	330	33	keyword	keyword	NOUN
bracis-28390	330	34	or	or	CCONJ
bracis-28390	330	35	author	author	NOUN
bracis-28390	330	36	search	search	NOUN
bracis-28390	330	37	navigation	navigation	NOUN
bracis-28390	330	38	find	find	VERB
bracis-28390	330	39	a	a	DET
bracis-28390	330	40	journal	journal	NOUN
bracis-28390	330	41	publish	publish	VERB
bracis-28390	330	42	with	with	ADP
bracis-28390	330	43	us	we	PRON
bracis-28390	330	44	track	track	VERB
bracis-28390	330	45	your	your	PRON
bracis-28390	330	46	research	research	NOUN
bracis-28390	330	47	discover	discover	VERB
bracis-28390	330	48	content	content	NOUN
bracis-28390	330	49	journals	journal	NOUN
bracis-28390	330	50	a	a	DET
bracis-28390	330	51	-	-	PUNCT
bracis-28390	330	52	z	z	NOUN
bracis-28390	330	53	books	book	NOUN
bracis-28390	330	54	a	a	DET
bracis-28390	330	55	-	-	PUNCT
bracis-28390	330	56	z	z	NOUN
bracis-28390	330	57	publish	publish	NOUN
bracis-28390	330	58	with	with	ADP
bracis-28390	330	59	us	us	PROPN
bracis-28390	330	60	journal	journal	PROPN
bracis-28390	330	61	finder	finder	PROPN
bracis-28390	330	62	publish	publish	VERB
bracis-28390	330	63	your	your	PRON
bracis-28390	330	64	research	research	NOUN
bracis-28390	330	65	language	language	NOUN
bracis-28390	330	66	editing	edit	VERB
bracis-28390	330	67	open	open	ADJ
bracis-28390	330	68	access	access	NOUN
bracis-28390	330	69	publishing	publishing	NOUN
bracis-28390	330	70	products	product	NOUN
bracis-28390	330	71	and	and	CCONJ
bracis-28390	330	72	services	service	NOUN
bracis-28390	330	73	our	our	PRON
bracis-28390	330	74	products	product	NOUN
bracis-28390	330	75	librarians	librarian	VERB
bracis-28390	330	76	societies	society	NOUN
bracis-28390	330	77	partners	partner	NOUN
bracis-28390	330	78	and	and	CCONJ
bracis-28390	330	79	advertisers	advertiser	NOUN
bracis-28390	330	80	our	our	PRON
bracis-28390	330	81	brands	brand	NOUN
bracis-28390	330	82	springer	springer	NOUN
bracis-28390	330	83	nature	nature	PROPN
bracis-28390	330	84	portfolio	portfolio	PROPN
bracis-28390	330	85	bmc	bmc	PROPN
bracis-28390	330	86	palgrave	palgrave	PROPN
bracis-28390	330	87	macmillan	macmillan	PROPN
bracis-28390	330	88	apress	apress	PROPN
bracis-28390	330	89	discover	discover	VERB
bracis-28390	330	90	your	your	PRON
bracis-28390	330	91	privacy	privacy	NOUN
bracis-28390	330	92	choices	choice	NOUN
bracis-28390	330	93	/	/	SYM
bracis-28390	330	94	manage	manage	NOUN
bracis-28390	330	95	cookies	cookie	NOUN
bracis-28390	330	96	your	your	PRON
bracis-28390	330	97	us	us	PROPN
bracis-28390	331	1	state	state	NOUN
bracis-28390	331	2	privacy	privacy	NOUN
bracis-28390	331	3	rights	right	NOUN
bracis-28390	331	4	accessibility	accessibility	NOUN
bracis-28390	331	5	statement	statement	NOUN
bracis-28390	331	6	terms	term	NOUN
bracis-28390	331	7	and	and	CCONJ
bracis-28390	331	8	conditions	condition	NOUN
bracis-28390	331	9	privacy	privacy	NOUN
bracis-28390	331	10	policy	policy	NOUN
bracis-28390	331	11	help	help	NOUN
bracis-28390	331	12	and	and	CCONJ
bracis-28390	331	13	support	support	VERB
bracis-28390	331	14	legal	legal	ADJ
bracis-28390	331	15	notice	notice	NOUN
bracis-28390	331	16	cancel	cancel	VERB
bracis-28390	331	17	contracts	contract	NOUN
bracis-28390	331	18	here	here	ADV
bracis-28390	331	19	129.74.145.123	129.74.145.123	NUM
bracis-28390	331	20	hesburgh	hesburgh	PROPN
bracis-28390	331	21	library	library	PROPN
bracis-28390	331	22	er	er	INTJ
bracis-28390	331	23	unit	unit	NOUN
bracis-28390	331	24	(	(	PUNCT
bracis-28390	331	25	3005732405	3005732405	NUM
bracis-28390	331	26	)	)	PUNCT
bracis-28390	331	27	northeast	northeast	ADJ
bracis-28390	331	28	research	research	NOUN
bracis-28390	331	29	libraries	library	NOUN
bracis-28390	331	30	(	(	PUNCT
bracis-28390	331	31	nerl	nerl	PROPN
bracis-28390	331	32	)	)	PUNCT
bracis-28390	331	33	(	(	PUNCT
bracis-28390	331	34	8200828607	8200828607	NUM
bracis-28390	331	35	)	)	PUNCT
bracis-28390	331	36	nerl	nerl	VERB
bracis-28390	331	37	ta	ta	X
bracis-28390	331	38	account	account	NOUN
bracis-28390	331	39	(	(	PUNCT
bracis-28390	331	40	3006206169	3006206169	NUM
bracis-28390	331	41	)	)	PUNCT
bracis-28390	331	42	university	university	NOUN
bracis-28390	331	43	of	of	ADP
bracis-28390	331	44	notre	notre	PROPN
bracis-28390	331	45	dame	dame	PROPN
bracis-28390	331	46	hesburgh	hesburgh	PROPN
bracis-28390	331	47	library	library	NOUN
bracis-28390	331	48	(	(	PUNCT
bracis-28390	331	49	3000184373	3000184373	NUM
bracis-28390	331	50	)	)	PUNCT
bracis-28390	332	1	©	©	ADP
bracis-28390	332	2	2025	2025	NUM
bracis-28390	332	3	springer	springer	NOUN
bracis-28390	332	4	nature	nature	NOUN