id	sid	tid	token	lemma	pos
bracis-19060	1	1	ethics	ethic	NOUN
bracis-19060	1	2	of	of	ADP
bracis-19060	1	3	ai	ai	NOUN
bracis-19060	1	4	:	:	PUNCT
bracis-19060	1	5	do	do	AUX
bracis-19060	1	6	the	the	DET
bracis-19060	1	7	face	face	NOUN
bracis-19060	1	8	detection	detection	NOUN
bracis-19060	1	9	models	model	NOUN
bracis-19060	1	10	act	act	VERB
bracis-19060	1	11	with	with	ADP
bracis-19060	1	12	prejudice	prejudice	NOUN
bracis-19060	1	13	?	?	PUNCT
bracis-19060	2	1	|	|	ADV
bracis-19060	2	2	springer	springer	NOUN
bracis-19060	2	3	nature	nature	PROPN
bracis-19060	2	4	link	link	PROPN
bracis-19060	2	5	(	(	PUNCT
bracis-19060	2	6	formerly	formerly	ADV
bracis-19060	2	7	springerlink	springerlink	NOUN
bracis-19060	2	8	)	)	PUNCT
bracis-19060	2	9	skip	skip	VERB
bracis-19060	2	10	to	to	ADP
bracis-19060	2	11	main	main	ADJ
bracis-19060	2	12	content	content	NOUN
bracis-19060	2	13	advertisement	advertisement	NOUN
bracis-19060	2	14	log	log	NOUN
bracis-19060	2	15	in	in	ADP
bracis-19060	2	16	menu	menu	NOUN
bracis-19060	2	17	find	find	VERB
bracis-19060	2	18	a	a	DET
bracis-19060	2	19	journal	journal	NOUN
bracis-19060	2	20	publish	publish	VERB
bracis-19060	2	21	with	with	ADP
bracis-19060	2	22	us	we	PRON
bracis-19060	2	23	track	track	VERB
bracis-19060	2	24	your	your	PRON
bracis-19060	2	25	research	research	NOUN
bracis-19060	2	26	search	search	NOUN
bracis-19060	2	27	cart	cart	NOUN
bracis-19060	2	28	home	home	NOUN
bracis-19060	2	29	intelligent	intelligent	ADJ
bracis-19060	2	30	systems	system	NOUN
bracis-19060	2	31	conference	conference	NOUN
bracis-19060	2	32	paper	paper	NOUN
bracis-19060	2	33	ethics	ethic	NOUN
bracis-19060	2	34	of	of	ADP
bracis-19060	2	35	ai	ai	NOUN
bracis-19060	2	36	:	:	PUNCT
bracis-19060	2	37	do	do	AUX
bracis-19060	2	38	the	the	DET
bracis-19060	2	39	face	face	NOUN
bracis-19060	2	40	detection	detection	NOUN
bracis-19060	2	41	models	model	NOUN
bracis-19060	2	42	act	act	VERB
bracis-19060	2	43	with	with	ADP
bracis-19060	2	44	prejudice	prejudice	NOUN
bracis-19060	2	45	?	?	PUNCT
bracis-19060	3	1	conference	conference	NOUN
bracis-19060	3	2	paper	paper	NOUN
bracis-19060	3	3	first	first	ADV
bracis-19060	3	4	online	online	ADV
bracis-19060	3	5	:	:	PUNCT
bracis-19060	3	6	28	28	NUM
bracis-19060	3	7	november	november	PROPN
bracis-19060	3	8	2021	2021	NUM
bracis-19060	3	9	pp	pp	CCONJ
bracis-19060	3	10	89–103	89–103	PROPN
bracis-19060	3	11	cite	cite	VERB
bracis-19060	3	12	this	this	DET
bracis-19060	3	13	conference	conference	NOUN
bracis-19060	3	14	paper	paper	NOUN
bracis-19060	3	15	access	access	NOUN
bracis-19060	3	16	provided	provide	VERB
bracis-19060	3	17	by	by	ADP
bracis-19060	3	18	university	university	PROPN
bracis-19060	3	19	of	of	ADP
bracis-19060	3	20	notre	notre	PROPN
bracis-19060	3	21	dame	dame	PROPN
bracis-19060	3	22	hesburgh	hesburgh	PROPN
bracis-19060	3	23	library	library	PROPN
bracis-19060	3	24	download	download	PROPN
bracis-19060	3	25	book	book	NOUN
bracis-19060	3	26	pdf	pdf	PROPN
bracis-19060	3	27	download	download	NOUN
bracis-19060	3	28	book	book	NOUN
bracis-19060	3	29	epub	epub	PROPN
bracis-19060	3	30	intelligent	intelligent	ADJ
bracis-19060	3	31	systems	system	NOUN
bracis-19060	3	32	(	(	PUNCT
bracis-19060	3	33	bracis	bracis	NOUN
bracis-19060	3	34	2021	2021	NUM
bracis-19060	3	35	)	)	PUNCT
bracis-19060	3	36	ethics	ethic	NOUN
bracis-19060	3	37	of	of	ADP
bracis-19060	3	38	ai	ai	NOUN
bracis-19060	3	39	:	:	PUNCT
bracis-19060	3	40	do	do	AUX
bracis-19060	3	41	the	the	DET
bracis-19060	3	42	face	face	NOUN
bracis-19060	3	43	detection	detection	NOUN
bracis-19060	3	44	models	model	NOUN
bracis-19060	3	45	act	act	VERB
bracis-19060	3	46	with	with	ADP
bracis-19060	3	47	prejudice	prejudice	NOUN
bracis-19060	3	48	?	?	PUNCT
bracis-19060	4	1	download	download	NOUN
bracis-19060	4	2	book	book	NOUN
bracis-19060	4	3	pdf	pdf	PROPN
bracis-19060	4	4	download	download	NOUN
bracis-19060	4	5	book	book	PROPN
bracis-19060	4	6	epub	epub	PROPN
bracis-19060	4	7	marcos	marcos	PROPN
bracis-19060	4	8	vinícius	vinícius	PROPN
bracis-19060	4	9	ferreira10,11	ferreira10,11	PROPN
bracis-19060	4	10	,	,	PUNCT
bracis-19060	4	11	ariel	ariel	PROPN
bracis-19060	4	12	almeida10	almeida10	PROPN
bracis-19060	4	13	,	,	PUNCT
bracis-19060	4	14	joão	joão	PROPN
bracis-19060	4	15	paulo	paulo	PROPN
bracis-19060	4	16	canario10	canario10	PROPN
bracis-19060	4	17	,	,	PUNCT
bracis-19060	4	18	matheus	matheus	PROPN
bracis-19060	4	19	souza12	souza12	PROPN
bracis-19060	4	20	,	,	PUNCT
bracis-19060	4	21	tatiane	tatiane	NOUN
bracis-19060	4	22	nogueira10	nogueira10	NOUN
bracis-19060	4	23	&	&	CCONJ
bracis-19060	4	24	…	…	PUNCT
bracis-19060	4	25	ricardo	ricardo	PROPN
bracis-19060	4	26	rios10	rios10	PROPN
bracis-19060	4	27	  	  	SPACE
bracis-19060	4	28	show	show	VERB
bracis-19060	4	29	authors	author	NOUN
bracis-19060	4	30	part	part	NOUN
bracis-19060	4	31	of	of	ADP
bracis-19060	4	32	the	the	DET
bracis-19060	4	33	book	book	NOUN
bracis-19060	4	34	series	series	NOUN
bracis-19060	4	35	:	:	PUNCT
bracis-19060	4	36	lecture	lecture	NOUN
bracis-19060	4	37	notes	note	NOUN
bracis-19060	4	38	in	in	ADP
bracis-19060	4	39	computer	computer	NOUN
bracis-19060	4	40	science	science	NOUN
bracis-19060	4	41	(	(	PUNCT
bracis-19060	4	42	(	(	PUNCT
bracis-19060	4	43	lnai	lnai	ADJ
bracis-19060	4	44	,	,	PUNCT
bracis-19060	4	45	volume	volume	NOUN
bracis-19060	4	46	13074	13074	NUM
bracis-19060	4	47	)	)	PUNCT
bracis-19060	4	48	)	)	PUNCT
bracis-19060	4	49	included	include	VERB
bracis-19060	4	50	in	in	ADP
bracis-19060	4	51	the	the	DET
bracis-19060	4	52	following	follow	VERB
bracis-19060	4	53	conference	conference	NOUN
bracis-19060	4	54	series	series	NOUN
bracis-19060	4	55	:	:	PUNCT
bracis-19060	4	56	brazilian	brazilian	ADJ
bracis-19060	4	57	conference	conference	NOUN
bracis-19060	4	58	on	on	ADP
bracis-19060	4	59	intelligent	intelligent	ADJ
bracis-19060	4	60	systems	system	NOUN
bracis-19060	4	61	1592	1592	NUM
bracis-19060	4	62	accesses	access	VERB
bracis-19060	4	63	4	4	NUM
bracis-19060	4	64	citations	citation	NOUN
bracis-19060	4	65	abstract	abstract	ADJ
bracis-19060	4	66	this	this	DET
bracis-19060	4	67	work	work	NOUN
bracis-19060	4	68	presents	present	VERB
bracis-19060	4	69	a	a	DET
bracis-19060	4	70	study	study	NOUN
bracis-19060	4	71	on	on	ADP
bracis-19060	4	72	an	an	DET
bracis-19060	4	73	ethical	ethical	ADJ
bracis-19060	4	74	issue	issue	NOUN
bracis-19060	4	75	in	in	ADP
bracis-19060	4	76	artificial	artificial	ADJ
bracis-19060	4	77	intelligence	intelligence	NOUN
bracis-19060	4	78	related	relate	VERB
bracis-19060	4	79	to	to	ADP
bracis-19060	4	80	the	the	DET
bracis-19060	4	81	presence	presence	NOUN
bracis-19060	4	82	of	of	ADP
bracis-19060	4	83	racist	racist	ADJ
bracis-19060	4	84	biases	bias	NOUN
bracis-19060	4	85	by	by	ADP
bracis-19060	4	86	detecting	detect	VERB
bracis-19060	4	87	faces	face	NOUN
bracis-19060	4	88	in	in	ADP
bracis-19060	4	89	images	image	NOUN
bracis-19060	4	90	.	.	PUNCT
bracis-19060	5	1	our	our	PRON
bracis-19060	5	2	analyses	analysis	NOUN
bracis-19060	5	3	were	be	AUX
bracis-19060	5	4	performed	perform	VERB
bracis-19060	5	5	on	on	ADP
bracis-19060	5	6	a	a	DET
bracis-19060	5	7	real	real	ADJ
bracis-19060	5	8	-	-	PUNCT
bracis-19060	5	9	world	world	NOUN
bracis-19060	5	10	system	system	NOUN
bracis-19060	5	11	designed	design	VERB
bracis-19060	5	12	to	to	PART
bracis-19060	5	13	detect	detect	VERB
bracis-19060	5	14	fraud	fraud	NOUN
bracis-19060	5	15	in	in	ADP
bracis-19060	5	16	public	public	ADJ
bracis-19060	5	17	transportation	transportation	NOUN
bracis-19060	5	18	in	in	ADP
bracis-19060	5	19	salvador	salvador	PROPN
bracis-19060	5	20	(	(	PUNCT
bracis-19060	5	21	brazil	brazil	PROPN
bracis-19060	5	22	)	)	PUNCT
bracis-19060	5	23	.	.	PUNCT
bracis-19060	6	1	our	our	PRON
bracis-19060	6	2	experiments	experiment	NOUN
bracis-19060	6	3	were	be	AUX
bracis-19060	6	4	conducted	conduct	VERB
bracis-19060	6	5	by	by	ADP
bracis-19060	6	6	taking	take	VERB
bracis-19060	6	7	into	into	ADP
bracis-19060	6	8	account	account	NOUN
bracis-19060	6	9	three	three	NUM
bracis-19060	6	10	steps	step	NOUN
bracis-19060	6	11	.	.	PUNCT
bracis-19060	7	1	firstly	firstly	ADV
bracis-19060	7	2	,	,	PUNCT
bracis-19060	7	3	we	we	PRON
bracis-19060	7	4	individually	individually	ADV
bracis-19060	7	5	analyzed	analyze	VERB
bracis-19060	7	6	a	a	DET
bracis-19060	7	7	sample	sample	NOUN
bracis-19060	7	8	of	of	ADP
bracis-19060	7	9	images	image	NOUN
bracis-19060	7	10	and	and	CCONJ
bracis-19060	7	11	added	add	VERB
bracis-19060	7	12	specific	specific	ADJ
bracis-19060	7	13	labels	label	NOUN
bracis-19060	7	14	related	relate	VERB
bracis-19060	7	15	to	to	ADP
bracis-19060	7	16	the	the	DET
bracis-19060	7	17	users	user	NOUN
bracis-19060	7	18	’	’	PART
bracis-19060	7	19	gender	gender	NOUN
bracis-19060	7	20	and	and	CCONJ
bracis-19060	7	21	race	race	NOUN
bracis-19060	7	22	.	.	PUNCT
bracis-19060	8	1	then	then	ADV
bracis-19060	8	2	,	,	PUNCT
bracis-19060	8	3	we	we	PRON
bracis-19060	8	4	used	use	VERB
bracis-19060	8	5	well	well	ADV
bracis-19060	8	6	-	-	PUNCT
bracis-19060	8	7	defined	define	VERB
bracis-19060	8	8	detectors	detector	NOUN
bracis-19060	8	9	,	,	PUNCT
bracis-19060	8	10	based	base	VERB
bracis-19060	8	11	on	on	ADP
bracis-19060	8	12	different	different	ADJ
bracis-19060	8	13	convolutional	convolutional	ADJ
bracis-19060	8	14	neural	neural	ADJ
bracis-19060	8	15	network	network	NOUN
bracis-19060	8	16	architectures	architecture	NOUN
bracis-19060	8	17	,	,	PUNCT
bracis-19060	8	18	to	to	PART
bracis-19060	8	19	find	find	VERB
bracis-19060	8	20	faces	face	NOUN
bracis-19060	8	21	in	in	ADP
bracis-19060	8	22	the	the	DET
bracis-19060	8	23	previously	previously	ADV
bracis-19060	8	24	labeled	label	VERB
bracis-19060	8	25	images	image	NOUN
bracis-19060	8	26	.	.	PUNCT
bracis-19060	9	1	finally	finally	ADV
bracis-19060	9	2	,	,	PUNCT
bracis-19060	9	3	we	we	PRON
bracis-19060	9	4	used	use	VERB
bracis-19060	9	5	statistical	statistical	ADJ
bracis-19060	9	6	tests	test	NOUN
bracis-19060	9	7	to	to	PART
bracis-19060	9	8	assess	assess	VERB
bracis-19060	9	9	whether	whether	SCONJ
bracis-19060	9	10	or	or	CCONJ
bracis-19060	9	11	not	not	PART
bracis-19060	9	12	there	there	PRON
bracis-19060	9	13	is	be	VERB
bracis-19060	9	14	some	some	DET
bracis-19060	9	15	relation	relation	NOUN
bracis-19060	9	16	between	between	ADP
bracis-19060	9	17	the	the	DET
bracis-19060	9	18	error	error	NOUN
bracis-19060	9	19	rates	rate	NOUN
bracis-19060	9	20	and	and	CCONJ
bracis-19060	9	21	such	such	ADJ
bracis-19060	9	22	labels	label	NOUN
bracis-19060	9	23	.	.	PUNCT
bracis-19060	10	1	according	accord	VERB
bracis-19060	10	2	to	to	ADP
bracis-19060	10	3	our	our	PRON
bracis-19060	10	4	results	result	NOUN
bracis-19060	10	5	,	,	PUNCT
bracis-19060	10	6	we	we	PRON
bracis-19060	10	7	had	have	AUX
bracis-19060	10	8	noticed	notice	VERB
bracis-19060	10	9	important	important	ADJ
bracis-19060	10	10	biases	bias	NOUN
bracis-19060	10	11	,	,	PUNCT
bracis-19060	10	12	thus	thus	ADV
bracis-19060	10	13	leading	lead	VERB
bracis-19060	10	14	to	to	ADP
bracis-19060	10	15	higher	high	ADJ
bracis-19060	10	16	error	error	NOUN
bracis-19060	10	17	rates	rate	NOUN
bracis-19060	10	18	when	when	SCONJ
bracis-19060	10	19	images	image	NOUN
bracis-19060	10	20	were	be	AUX
bracis-19060	10	21	taken	take	VERB
bracis-19060	10	22	from	from	ADP
bracis-19060	10	23	black	black	ADJ
bracis-19060	10	24	people	people	NOUN
bracis-19060	10	25	.	.	PUNCT
bracis-19060	11	1	we	we	PRON
bracis-19060	11	2	also	also	ADV
bracis-19060	11	3	noticed	notice	VERB
bracis-19060	11	4	errors	error	NOUN
bracis-19060	11	5	are	be	AUX
bracis-19060	11	6	more	more	ADV
bracis-19060	11	7	likely	likely	ADJ
bracis-19060	11	8	in	in	ADP
bracis-19060	11	9	both	both	DET
bracis-19060	11	10	black	black	ADJ
bracis-19060	11	11	men	man	NOUN
bracis-19060	11	12	and	and	CCONJ
bracis-19060	11	13	women	woman	NOUN
bracis-19060	11	14	.	.	PUNCT
bracis-19060	12	1	based	base	VERB
bracis-19060	12	2	on	on	ADP
bracis-19060	12	3	our	our	PRON
bracis-19060	12	4	conclusions	conclusion	NOUN
bracis-19060	12	5	,	,	PUNCT
bracis-19060	12	6	we	we	PRON
bracis-19060	12	7	recall	recall	VERB
bracis-19060	12	8	the	the	DET
bracis-19060	12	9	risk	risk	NOUN
bracis-19060	12	10	of	of	ADP
bracis-19060	12	11	deploying	deploy	VERB
bracis-19060	12	12	computational	computational	ADJ
bracis-19060	12	13	software	software	NOUN
bracis-19060	12	14	that	that	PRON
bracis-19060	12	15	might	might	AUX
bracis-19060	12	16	affect	affect	VERB
bracis-19060	12	17	minority	minority	NOUN
bracis-19060	12	18	groups	group	NOUN
bracis-19060	12	19	that	that	PRON
bracis-19060	12	20	are	be	AUX
bracis-19060	12	21	historically	historically	ADV
bracis-19060	12	22	neglected	neglect	VERB
bracis-19060	12	23	.	.	PUNCT
bracis-19060	13	1	access	access	NOUN
bracis-19060	13	2	provided	provide	VERB
bracis-19060	13	3	by	by	ADP
bracis-19060	13	4	university	university	PROPN
bracis-19060	13	5	of	of	ADP
bracis-19060	13	6	notre	notre	PROPN
bracis-19060	13	7	dame	dame	PROPN
bracis-19060	13	8	hesburgh	hesburgh	PROPN
bracis-19060	13	9	library	library	PROPN
bracis-19060	13	10	.	.	PUNCT
bracis-19060	14	1	download	download	PROPN
bracis-19060	14	2	conference	conference	NOUN
bracis-19060	14	3	paper	paper	NOUN
bracis-19060	14	4	pdf	pdf	NOUN
bracis-19060	14	5	similar	similar	ADJ
bracis-19060	14	6	content	content	NOUN
bracis-19060	14	7	being	be	AUX
bracis-19060	14	8	viewed	view	VERB
bracis-19060	14	9	by	by	ADP
bracis-19060	14	10	others	other	NOUN
bracis-19060	14	11	an	an	DET
bracis-19060	14	12	explainable	explainable	ADJ
bracis-19060	14	13	deepfake	deepfake	NOUN
bracis-19060	14	14	detection	detection	NOUN
bracis-19060	14	15	framework	framework	NOUN
bracis-19060	14	16	on	on	ADP
bracis-19060	14	17	a	a	DET
bracis-19060	14	18	novel	novel	ADJ
bracis-19060	14	19	unconstrained	unconstraine	VERB
bracis-19060	14	20	dataset	dataset	NOUN
bracis-19060	14	21	article	article	NOUN
bracis-19060	14	22	open	open	ADJ
bracis-19060	14	23	access	access	NOUN
bracis-19060	14	24	17	17	NUM
bracis-19060	14	25	january	january	PROPN
bracis-19060	14	26	2023	2023	NUM
bracis-19060	14	27	decoding	decode	VERB
bracis-19060	14	28	pictorial	pictorial	ADJ
bracis-19060	14	29	collections	collection	NOUN
bracis-19060	14	30	using	use	VERB
bracis-19060	14	31	faces	face	NOUN
bracis-19060	14	32	chapter	chapter	NOUN
bracis-19060	14	33	©	©	ADP
bracis-19060	14	34	2024	2024	NUM
bracis-19060	14	35	ethical	ethical	ADJ
bracis-19060	14	36	ai	ai	NOUN
bracis-19060	14	37	in	in	ADP
bracis-19060	14	38	facial	facial	ADJ
bracis-19060	14	39	expression	expression	NOUN
bracis-19060	14	40	analysis	analysis	NOUN
bracis-19060	14	41	:	:	PUNCT
bracis-19060	14	42	racial	racial	ADJ
bracis-19060	14	43	bias	bias	NOUN
bracis-19060	14	44	article	article	NOUN
bracis-19060	14	45	09	09	NUM
bracis-19060	14	46	may	may	AUX
bracis-19060	14	47	2022	2022	NUM
bracis-19060	14	48	explore	explore	VERB
bracis-19060	14	49	related	related	ADJ
bracis-19060	14	50	subjects	subject	NOUN
bracis-19060	14	51	discover	discover	VERB
bracis-19060	14	52	the	the	DET
bracis-19060	14	53	latest	late	ADJ
bracis-19060	14	54	articles	article	NOUN
bracis-19060	14	55	,	,	PUNCT
bracis-19060	14	56	books	book	NOUN
bracis-19060	14	57	and	and	CCONJ
bracis-19060	14	58	news	news	NOUN
bracis-19060	14	59	in	in	ADP
bracis-19060	14	60	related	related	ADJ
bracis-19060	14	61	subjects	subject	NOUN
bracis-19060	14	62	,	,	PUNCT
bracis-19060	14	63	suggested	suggest	VERB
bracis-19060	14	64	using	use	VERB
bracis-19060	14	65	machine	machine	NOUN
bracis-19060	14	66	learning	learning	NOUN
bracis-19060	14	67	.	.	PUNCT
bracis-19060	15	1	biometrics	biometric	NOUN
bracis-19060	15	2	computer	computer	NOUN
bracis-19060	15	3	ethics	ethic	NOUN
bracis-19060	15	4	computer	computer	NOUN
bracis-19060	15	5	vision	vision	NOUN
bracis-19060	15	6	machine	machine	NOUN
bracis-19060	15	7	learning	learn	VERB
bracis-19060	15	8	philosophy	philosophy	NOUN
bracis-19060	15	9	of	of	ADP
bracis-19060	15	10	artificial	artificial	ADJ
bracis-19060	15	11	intelligence	intelligence	NOUN
bracis-19060	15	12	artificial	artificial	ADJ
bracis-19060	15	13	intelligence	intelligence	NOUN
bracis-19060	15	14	1	1	NUM
bracis-19060	15	15	introduction	introduction	NOUN
bracis-19060	15	16	the	the	DET
bracis-19060	15	17	face	face	NOUN
bracis-19060	15	18	detection	detection	NOUN
bracis-19060	15	19	approaches	approach	NOUN
bracis-19060	15	20	have	have	AUX
bracis-19060	15	21	been	be	AUX
bracis-19060	15	22	widely	widely	ADV
bracis-19060	15	23	adopted	adopt	VERB
bracis-19060	15	24	in	in	ADP
bracis-19060	15	25	several	several	ADJ
bracis-19060	15	26	applications	application	NOUN
bracis-19060	15	27	to	to	PART
bracis-19060	15	28	create	create	VERB
bracis-19060	15	29	biometric	biometric	ADJ
bracis-19060	15	30	markers	marker	NOUN
bracis-19060	15	31	in	in	ADP
bracis-19060	15	32	social	social	ADJ
bracis-19060	15	33	networks	network	NOUN
bracis-19060	15	34	,	,	PUNCT
bracis-19060	15	35	smart	smart	ADJ
bracis-19060	15	36	devices	device	NOUN
bracis-19060	15	37	,	,	PUNCT
bracis-19060	15	38	surveillance	surveillance	NOUN
bracis-19060	15	39	systems	system	NOUN
bracis-19060	15	40	,	,	PUNCT
bracis-19060	15	41	fraud	fraud	NOUN
bracis-19060	15	42	detection	detection	NOUN
bracis-19060	15	43	,	,	PUNCT
bracis-19060	15	44	and	and	CCONJ
bracis-19060	15	45	so	so	ADV
bracis-19060	15	46	on	on	ADP
bracis-19060	15	47	 	 	SPACE
bracis-19060	15	48	[	[	X
bracis-19060	15	49	15	15	NUM
bracis-19060	15	50	,	,	PUNCT
bracis-19060	15	51	20	20	NUM
bracis-19060	15	52	,	,	PUNCT
bracis-19060	15	53	25	25	NUM
bracis-19060	15	54	]	]	PUNCT
bracis-19060	15	55	.	.	PUNCT
bracis-19060	16	1	in	in	ADP
bracis-19060	16	2	summary	summary	NOUN
bracis-19060	16	3	,	,	PUNCT
bracis-19060	16	4	face	face	NOUN
bracis-19060	16	5	detection	detection	NOUN
bracis-19060	16	6	is	be	AUX
bracis-19060	16	7	a	a	DET
bracis-19060	16	8	subarea	subarea	NOUN
bracis-19060	16	9	of	of	ADP
bracis-19060	16	10	object	object	NOUN
bracis-19060	16	11	detection	detection	NOUN
bracis-19060	16	12	,	,	PUNCT
bracis-19060	16	13	devoted	devote	VERB
bracis-19060	16	14	to	to	ADP
bracis-19060	16	15	finding	find	VERB
bracis-19060	16	16	regions	region	NOUN
bracis-19060	16	17	in	in	ADP
bracis-19060	16	18	images	image	NOUN
bracis-19060	16	19	that	that	PRON
bracis-19060	16	20	contain	contain	VERB
bracis-19060	16	21	faces	face	VERB
bracis-19060	16	22	 	 	SPACE
bracis-19060	17	1	[	[	X
bracis-19060	17	2	22	22	NUM
bracis-19060	17	3	,	,	PUNCT
bracis-19060	17	4	25	25	NUM
bracis-19060	17	5	]	]	PUNCT
bracis-19060	17	6	.	.	PUNCT
bracis-19060	18	1	the	the	DET
bracis-19060	18	2	advances	advance	NOUN
bracis-19060	18	3	in	in	ADP
bracis-19060	18	4	the	the	DET
bracis-19060	18	5	artificial	artificial	ADJ
bracis-19060	18	6	neural	neural	ADJ
bracis-19060	18	7	networks	network	NOUN
bracis-19060	18	8	(	(	PUNCT
bracis-19060	18	9	ann	ann	PROPN
bracis-19060	18	10	)	)	PUNCT
bracis-19060	18	11	 	 	SPACE
bracis-19060	19	1	[	[	X
bracis-19060	19	2	9	9	NUM
bracis-19060	19	3	]	]	PUNCT
bracis-19060	19	4	,	,	PUNCT
bracis-19060	19	5	especially	especially	ADV
bracis-19060	19	6	with	with	ADP
bracis-19060	19	7	the	the	DET
bracis-19060	19	8	convolutional	convolutional	ADJ
bracis-19060	19	9	neural	neural	ADJ
bracis-19060	19	10	networks	network	NOUN
bracis-19060	19	11	(	(	PUNCT
bracis-19060	19	12	cnn	cnn	PROPN
bracis-19060	19	13	)	)	PUNCT
bracis-19060	19	14	 	 	SPACE
bracis-19060	20	1	[	[	X
bracis-19060	20	2	14	14	NUM
bracis-19060	20	3	]	]	PUNCT
bracis-19060	20	4	,	,	PUNCT
bracis-19060	20	5	have	have	AUX
bracis-19060	20	6	improved	improve	VERB
bracis-19060	20	7	the	the	DET
bracis-19060	20	8	face	face	NOUN
bracis-19060	20	9	detection	detection	NOUN
bracis-19060	20	10	performances	performance	NOUN
bracis-19060	20	11	and	and	CCONJ
bracis-19060	20	12	made	make	VERB
bracis-19060	20	13	its	its	PRON
bracis-19060	20	14	usage	usage	NOUN
bracis-19060	20	15	more	more	ADV
bracis-19060	20	16	usual	usual	ADJ
bracis-19060	20	17	in	in	ADP
bracis-19060	20	18	many	many	ADJ
bracis-19060	20	19	real	real	ADJ
bracis-19060	20	20	-	-	PUNCT
bracis-19060	20	21	world	world	NOUN
bracis-19060	20	22	scenarios	scenario	NOUN
bracis-19060	20	23	.	.	PUNCT
bracis-19060	21	1	nowadays	nowadays	ADV
bracis-19060	21	2	,	,	PUNCT
bracis-19060	21	3	state	state	NOUN
bracis-19060	21	4	-	-	PUNCT
bracis-19060	21	5	of	of	ADP
bracis-19060	21	6	-	-	PUNCT
bracis-19060	21	7	the	the	DET
bracis-19060	21	8	-	-	PUNCT
bracis-19060	21	9	art	art	NOUN
bracis-19060	21	10	manuscripts	manuscript	NOUN
bracis-19060	21	11	report	report	VERB
bracis-19060	21	12	relevant	relevant	ADJ
bracis-19060	21	13	performances	performance	NOUN
bracis-19060	21	14	by	by	ADP
bracis-19060	21	15	finding	find	VERB
bracis-19060	21	16	faces	face	NOUN
bracis-19060	21	17	with	with	ADP
bracis-19060	21	18	different	different	ADJ
bracis-19060	21	19	positions	position	NOUN
bracis-19060	21	20	and	and	CCONJ
bracis-19060	21	21	rotations	rotation	NOUN
bracis-19060	21	22	,	,	PUNCT
bracis-19060	21	23	occlusions	occlusion	NOUN
bracis-19060	21	24	,	,	PUNCT
bracis-19060	21	25	expressions	expression	NOUN
bracis-19060	21	26	,	,	PUNCT
bracis-19060	21	27	scales	scale	NOUN
bracis-19060	21	28	,	,	PUNCT
bracis-19060	21	29	and	and	CCONJ
bracis-19060	21	30	localization	localization	NOUN
bracis-19060	21	31	 	 	SPACE
bracis-19060	22	1	[	[	X
bracis-19060	22	2	23	23	NUM
bracis-19060	22	3	,	,	PUNCT
bracis-19060	22	4	25	25	NUM
bracis-19060	22	5	]	]	PUNCT
bracis-19060	22	6	.	.	PUNCT
bracis-19060	23	1	despite	despite	SCONJ
bracis-19060	23	2	the	the	DET
bracis-19060	23	3	theoretical	theoretical	ADJ
bracis-19060	23	4	and	and	CCONJ
bracis-19060	23	5	scientific	scientific	ADJ
bracis-19060	23	6	advances	advance	NOUN
bracis-19060	23	7	,	,	PUNCT
bracis-19060	23	8	scientists	scientist	NOUN
bracis-19060	23	9	are	be	AUX
bracis-19060	23	10	concerned	concerned	ADJ
bracis-19060	23	11	about	about	ADP
bracis-19060	23	12	the	the	DET
bracis-19060	23	13	fairness	fairness	NOUN
bracis-19060	23	14	in	in	ADP
bracis-19060	23	15	ai	ai	PROPN
bracis-19060	23	16	models	model	NOUN
bracis-19060	23	17	,	,	PUNCT
bracis-19060	23	18	which	which	PRON
bracis-19060	23	19	is	be	AUX
bracis-19060	23	20	a	a	DET
bracis-19060	23	21	current	current	ADJ
bracis-19060	23	22	hot	hot	ADJ
bracis-19060	23	23	topic	topic	NOUN
bracis-19060	23	24	in	in	ADP
bracis-19060	23	25	computer	computer	NOUN
bracis-19060	23	26	vision	vision	NOUN
bracis-19060	23	27	,	,	PUNCT
bracis-19060	23	28	aiming	aim	VERB
bracis-19060	23	29	at	at	ADP
bracis-19060	23	30	better	well	ADV
bracis-19060	23	31	understand	understand	VERB
bracis-19060	23	32	the	the	DET
bracis-19060	23	33	robustness	robustness	NOUN
bracis-19060	23	34	of	of	ADP
bracis-19060	23	35	such	such	ADJ
bracis-19060	23	36	ai	ai	NOUN
bracis-19060	23	37	models	model	NOUN
bracis-19060	23	38	across	across	ADP
bracis-19060	23	39	important	important	ADJ
bracis-19060	23	40	human	human	ADJ
bracis-19060	23	41	features	feature	NOUN
bracis-19060	23	42	as	as	ADP
bracis-19060	23	43	,	,	PUNCT
bracis-19060	23	44	for	for	ADP
bracis-19060	23	45	example	example	NOUN
bracis-19060	23	46	,	,	PUNCT
bracis-19060	23	47	age	age	NOUN
bracis-19060	23	48	,	,	PUNCT
bracis-19060	23	49	gender	gender	NOUN
bracis-19060	23	50	,	,	PUNCT
bracis-19060	23	51	and	and	CCONJ
bracis-19060	23	52	race	race	NOUN
bracis-19060	23	53	 	 	SPACE
bracis-19060	24	1	[	[	X
bracis-19060	24	2	5	5	NUM
bracis-19060	24	3	]	]	PUNCT
bracis-19060	24	4	.	.	PUNCT
bracis-19060	25	1	due	due	ADP
bracis-19060	25	2	to	to	ADP
bracis-19060	25	3	ethical	ethical	ADJ
bracis-19060	25	4	issues	issue	NOUN
bracis-19060	25	5	,	,	PUNCT
bracis-19060	25	6	some	some	DET
bracis-19060	25	7	commercial	commercial	ADJ
bracis-19060	25	8	systems	system	NOUN
bracis-19060	25	9	designed	design	VERB
bracis-19060	25	10	by	by	ADP
bracis-19060	25	11	important	important	ADJ
bracis-19060	25	12	companies	company	NOUN
bracis-19060	25	13	(	(	PUNCT
bracis-19060	25	14	e.g.	e.g.	ADV
bracis-19060	25	15	ibm	ibm	PROPN
bracis-19060	25	16	,	,	PUNCT
bracis-19060	25	17	microsoft	microsoft	PROPN
bracis-19060	25	18	,	,	PUNCT
bracis-19060	25	19	and	and	CCONJ
bracis-19060	25	20	clarifai	clarifai	NOUN
bracis-19060	25	21	)	)	PUNCT
bracis-19060	25	22	were	be	AUX
bracis-19060	25	23	discontinued	discontinue	VERB
bracis-19060	25	24	due	due	ADP
bracis-19060	25	25	to	to	ADP
bracis-19060	25	26	the	the	DET
bracis-19060	25	27	high	high	ADJ
bracis-19060	25	28	error	error	NOUN
bracis-19060	25	29	rates	rate	NOUN
bracis-19060	25	30	in	in	ADP
bracis-19060	25	31	specific	specific	ADJ
bracis-19060	25	32	groups	group	NOUN
bracis-19060	25	33	as	as	ADP
bracis-19060	25	34	black	black	ADJ
bracis-19060	25	35	women	woman	NOUN
bracis-19060	25	36	,	,	PUNCT
bracis-19060	25	37	possibly	possibly	ADV
bracis-19060	25	38	presenting	present	VERB
bracis-19060	25	39	a	a	DET
bracis-19060	25	40	racist	racist	ADJ
bracis-19060	25	41	bias	bias	NOUN
bracis-19060	25	42	 	 	SPACE
bracis-19060	26	1	[	[	X
bracis-19060	26	2	7	7	NUM
bracis-19060	26	3	]	]	PUNCT
bracis-19060	26	4	.	.	PUNCT
bracis-19060	27	1	recently	recently	ADV
bracis-19060	27	2	,	,	PUNCT
bracis-19060	27	3	in	in	ADP
bracis-19060	27	4	new	new	PROPN
bracis-19060	27	5	york	york	PROPN
bracis-19060	27	6	,	,	PUNCT
bracis-19060	27	7	scientists	scientist	NOUN
bracis-19060	27	8	have	have	AUX
bracis-19060	27	9	asked	ask	VERB
bracis-19060	27	10	to	to	PART
bracis-19060	27	11	interrupt	interrupt	VERB
bracis-19060	27	12	the	the	DET
bracis-19060	27	13	usage	usage	NOUN
bracis-19060	27	14	of	of	ADP
bracis-19060	27	15	face	face	NOUN
bracis-19060	27	16	recognition	recognition	NOUN
bracis-19060	27	17	in	in	ADP
bracis-19060	27	18	some	some	DET
bracis-19060	27	19	situations	situation	NOUN
bracis-19060	27	20	due	due	ADP
bracis-19060	27	21	to	to	ADP
bracis-19060	27	22	errors	error	NOUN
bracis-19060	27	23	associated	associate	VERB
bracis-19060	27	24	with	with	ADP
bracis-19060	27	25	gender	gender	NOUN
bracis-19060	27	26	,	,	PUNCT
bracis-19060	27	27	race	race	NOUN
bracis-19060	27	28	,	,	PUNCT
bracis-19060	27	29	and	and	CCONJ
bracis-19060	27	30	ethnicity	ethnicity	NOUN
bracis-19060	27	31	 	 	SPACE
bracis-19060	28	1	[	[	X
bracis-19060	28	2	4	4	NUM
bracis-19060	28	3	]	]	PUNCT
bracis-19060	28	4	.	.	PUNCT
bracis-19060	29	1	the	the	DET
bracis-19060	29	2	most	most	ADV
bracis-19060	29	3	important	important	ADJ
bracis-19060	29	4	factor	factor	NOUN
bracis-19060	29	5	related	relate	VERB
bracis-19060	29	6	to	to	ADP
bracis-19060	29	7	this	this	DET
bracis-19060	29	8	issue	issue	NOUN
bracis-19060	29	9	is	be	AUX
bracis-19060	29	10	that	that	SCONJ
bracis-19060	29	11	,	,	PUNCT
bracis-19060	29	12	even	even	ADV
bracis-19060	29	13	in	in	ADP
bracis-19060	29	14	systems	system	NOUN
bracis-19060	29	15	with	with	ADP
bracis-19060	29	16	high	high	ADJ
bracis-19060	29	17	accuracy	accuracy	NOUN
bracis-19060	29	18	rates	rate	NOUN
bracis-19060	29	19	,	,	PUNCT
bracis-19060	29	20	small	small	ADJ
bracis-19060	29	21	errors	error	NOUN
bracis-19060	29	22	may	may	AUX
bracis-19060	29	23	strongly	strongly	ADV
bracis-19060	29	24	affect	affect	VERB
bracis-19060	29	25	the	the	DET
bracis-19060	29	26	life	life	NOUN
bracis-19060	29	27	of	of	ADP
bracis-19060	29	28	minorities	minority	NOUN
bracis-19060	29	29	who	who	PRON
bracis-19060	29	30	are	be	AUX
bracis-19060	29	31	historically	historically	ADV
bracis-19060	29	32	oppressed	oppress	VERB
bracis-19060	29	33	 	 	SPACE
bracis-19060	30	1	[	[	X
bracis-19060	30	2	2	2	NUM
bracis-19060	30	3	,	,	PUNCT
bracis-19060	30	4	15	15	NUM
bracis-19060	30	5	]	]	PUNCT
bracis-19060	30	6	.	.	PUNCT
bracis-19060	31	1	an	an	DET
bracis-19060	31	2	alert	alert	NOUN
bracis-19060	31	3	was	be	AUX
bracis-19060	31	4	recently	recently	ADV
bracis-19060	31	5	triggered	trigger	VERB
bracis-19060	31	6	when	when	SCONJ
bracis-19060	31	7	several	several	ADJ
bracis-19060	31	8	researchers	researcher	NOUN
bracis-19060	31	9	have	have	AUX
bracis-19060	31	10	emphasized	emphasize	VERB
bracis-19060	31	11	that	that	SCONJ
bracis-19060	31	12	classification	classification	NOUN
bracis-19060	31	13	errors	error	NOUN
bracis-19060	31	14	are	be	AUX
bracis-19060	31	15	more	more	ADV
bracis-19060	31	16	likely	likely	ADJ
bracis-19060	31	17	when	when	SCONJ
bracis-19060	31	18	people	people	NOUN
bracis-19060	31	19	of	of	ADP
bracis-19060	31	20	color	color	NOUN
bracis-19060	31	21	are	be	AUX
bracis-19060	31	22	under	under	ADP
bracis-19060	31	23	scrutiny	scrutiny	NOUN
bracis-19060	31	24	 	 	SPACE
bracis-19060	32	1	[	[	X
bracis-19060	32	2	4	4	NUM
bracis-19060	32	3	]	]	PUNCT
bracis-19060	32	4	.	.	PUNCT
bracis-19060	33	1	the	the	DET
bracis-19060	33	2	reason	reason	NOUN
bracis-19060	33	3	why	why	SCONJ
bracis-19060	33	4	such	such	ADJ
bracis-19060	33	5	errors	error	NOUN
bracis-19060	33	6	happen	happen	VERB
bracis-19060	33	7	is	be	AUX
bracis-19060	33	8	still	still	ADV
bracis-19060	33	9	being	be	AUX
bracis-19060	33	10	assessed	assess	VERB
bracis-19060	33	11	.	.	PUNCT
bracis-19060	34	1	according	accord	VERB
bracis-19060	34	2	to	to	ADP
bracis-19060	34	3	the	the	DET
bracis-19060	34	4	scientists	scientist	NOUN
bracis-19060	34	5	,	,	PUNCT
bracis-19060	34	6	it	it	PRON
bracis-19060	34	7	can	can	AUX
bracis-19060	34	8	be	be	AUX
bracis-19060	34	9	driven	drive	VERB
bracis-19060	34	10	by	by	ADP
bracis-19060	34	11	the	the	DET
bracis-19060	34	12	own	own	ADJ
bracis-19060	34	13	methods	method	NOUN
bracis-19060	34	14	and/or	and/or	CCONJ
bracis-19060	34	15	the	the	DET
bracis-19060	34	16	dataset	dataset	NOUN
bracis-19060	34	17	used	use	VERB
bracis-19060	34	18	during	during	ADP
bracis-19060	34	19	the	the	DET
bracis-19060	34	20	training	training	NOUN
bracis-19060	34	21	process	process	NOUN
bracis-19060	34	22	,	,	PUNCT
bracis-19060	34	23	thus	thus	ADV
bracis-19060	34	24	requiring	require	VERB
bracis-19060	34	25	a	a	DET
bracis-19060	34	26	careful	careful	ADJ
bracis-19060	34	27	evaluation	evaluation	NOUN
bracis-19060	34	28	when	when	SCONJ
bracis-19060	34	29	deployed	deploy	VERB
bracis-19060	34	30	in	in	ADP
bracis-19060	34	31	a	a	DET
bracis-19060	34	32	scenario	scenario	NOUN
bracis-19060	34	33	characterized	characterize	VERB
bracis-19060	34	34	by	by	ADP
bracis-19060	34	35	different	different	ADJ
bracis-19060	34	36	groups	group	NOUN
bracis-19060	34	37	 	 	SPACE
bracis-19060	35	1	[	[	X
bracis-19060	35	2	16	16	NUM
bracis-19060	35	3	]	]	PUNCT
bracis-19060	35	4	.	.	PUNCT
bracis-19060	36	1	in	in	ADP
bracis-19060	36	2	our	our	PRON
bracis-19060	36	3	context	context	NOUN
bracis-19060	36	4	,	,	PUNCT
bracis-19060	36	5	the	the	DET
bracis-19060	36	6	problem	problem	NOUN
bracis-19060	36	7	came	come	VERB
bracis-19060	36	8	up	up	ADP
bracis-19060	36	9	during	during	ADP
bracis-19060	36	10	the	the	DET
bracis-19060	36	11	development	development	NOUN
bracis-19060	36	12	of	of	ADP
bracis-19060	36	13	an	an	DET
bracis-19060	36	14	ai	ai	NOUN
bracis-19060	36	15	-	-	PUNCT
bracis-19060	36	16	based	base	VERB
bracis-19060	36	17	system	system	NOUN
bracis-19060	36	18	to	to	PART
bracis-19060	36	19	detect	detect	VERB
bracis-19060	36	20	fraud	fraud	NOUN
bracis-19060	36	21	in	in	ADP
bracis-19060	36	22	public	public	ADJ
bracis-19060	36	23	transportation	transportation	NOUN
bracis-19060	36	24	in	in	ADP
bracis-19060	36	25	salvador	salvador	PROPN
bracis-19060	36	26	(	(	PUNCT
bracis-19060	36	27	brazil	brazil	PROPN
bracis-19060	36	28	)	)	PUNCT
bracis-19060	36	29	.	.	PUNCT
bracis-19060	37	1	before	before	ADP
bracis-19060	37	2	the	the	DET
bracis-19060	37	3	pandemic	pandemic	ADJ
bracis-19060	37	4	outbreak	outbreak	NOUN
bracis-19060	37	5	,	,	PUNCT
bracis-19060	37	6	more	more	ADJ
bracis-19060	37	7	than	than	ADP
bracis-19060	37	8	1,1	1,1	NUM
bracis-19060	37	9	million	million	NUM
bracis-19060	37	10	passengers	passenger	NOUN
bracis-19060	37	11	used	use	VERB
bracis-19060	37	12	to	to	PART
bracis-19060	37	13	take	take	VERB
bracis-19060	37	14	buses	bus	NOUN
bracis-19060	37	15	per	per	ADP
bracis-19060	37	16	day	day	NOUN
bracis-19060	37	17	in	in	ADP
bracis-19060	37	18	salvador	salvador	PROPN
bracis-19060	37	19	(	(	PUNCT
bracis-19060	37	20	average	average	NOUN
bracis-19060	37	21	calculated	calculate	VERB
bracis-19060	37	22	between	between	ADP
bracis-19060	37	23	2016	2016	NUM
bracis-19060	37	24	and	and	CCONJ
bracis-19060	37	25	2019	2019	NUM
bracis-19060	37	26	)	)	PUNCT
bracis-19060	37	27	.	.	PUNCT
bracis-19060	38	1	our	our	PRON
bracis-19060	38	2	system	system	NOUN
bracis-19060	38	3	analyzes	analyze	VERB
bracis-19060	38	4	all	all	DET
bracis-19060	38	5	images	image	NOUN
bracis-19060	38	6	taken	take	VERB
bracis-19060	38	7	when	when	SCONJ
bracis-19060	38	8	the	the	DET
bracis-19060	38	9	passengers	passenger	NOUN
bracis-19060	38	10	cross	cross	VERB
bracis-19060	38	11	the	the	DET
bracis-19060	38	12	turnstile	turnstile	NOUN
bracis-19060	38	13	by	by	ADP
bracis-19060	38	14	running	run	VERB
bracis-19060	38	15	two	two	NUM
bracis-19060	38	16	steps	step	NOUN
bracis-19060	38	17	.	.	PUNCT
bracis-19060	39	1	firstly	firstly	ADV
bracis-19060	39	2	,	,	PUNCT
bracis-19060	39	3	we	we	PRON
bracis-19060	39	4	execute	execute	VERB
bracis-19060	39	5	a	a	DET
bracis-19060	39	6	face	face	NOUN
bracis-19060	39	7	detection	detection	NOUN
bracis-19060	39	8	step	step	NOUN
bracis-19060	39	9	in	in	ADP
bracis-19060	39	10	the	the	DET
bracis-19060	39	11	usage	usage	NOUN
bracis-19060	39	12	images	image	NOUN
bracis-19060	39	13	and	and	CCONJ
bracis-19060	39	14	,	,	PUNCT
bracis-19060	39	15	then	then	ADV
bracis-19060	39	16	,	,	PUNCT
bracis-19060	39	17	we	we	PRON
bracis-19060	39	18	compare	compare	VERB
bracis-19060	39	19	the	the	DET
bracis-19060	39	20	estimated	estimate	VERB
bracis-19060	39	21	face	face	NOUN
bracis-19060	39	22	along	along	ADP
bracis-19060	39	23	with	with	ADP
bracis-19060	39	24	the	the	DET
bracis-19060	39	25	users	user	NOUN
bracis-19060	39	26	’	’	PART
bracis-19060	39	27	profiles	profile	NOUN
bracis-19060	39	28	.	.	PUNCT
bracis-19060	40	1	the	the	DET
bracis-19060	40	2	fraud	fraud	NOUN
bracis-19060	40	3	usually	usually	ADV
bracis-19060	40	4	happens	happen	VERB
bracis-19060	40	5	when	when	SCONJ
bracis-19060	40	6	users	user	NOUN
bracis-19060	40	7	have	have	VERB
bracis-19060	40	8	some	some	DET
bracis-19060	40	9	benefits	benefit	NOUN
bracis-19060	40	10	like	like	ADP
bracis-19060	40	11	student	student	NOUN
bracis-19060	40	12	discounts	discount	NOUN
bracis-19060	40	13	.	.	PUNCT
bracis-19060	41	1	in	in	ADP
bracis-19060	41	2	this	this	DET
bracis-19060	41	3	situation	situation	NOUN
bracis-19060	41	4	,	,	PUNCT
bracis-19060	41	5	the	the	DET
bracis-19060	41	6	students	student	NOUN
bracis-19060	41	7	share	share	VERB
bracis-19060	41	8	their	their	PRON
bracis-19060	41	9	discount	discount	NOUN
bracis-19060	41	10	cards	card	NOUN
bracis-19060	41	11	with	with	ADP
bracis-19060	41	12	others	other	NOUN
bracis-19060	41	13	.	.	PUNCT
bracis-19060	42	1	in	in	ADP
bracis-19060	42	2	case	case	NOUN
bracis-19060	42	3	of	of	ADP
bracis-19060	42	4	confirmed	confirm	VERB
bracis-19060	42	5	fraud	fraud	NOUN
bracis-19060	42	6	,	,	PUNCT
bracis-19060	42	7	the	the	DET
bracis-19060	42	8	card	card	NOUN
bracis-19060	42	9	is	be	AUX
bracis-19060	42	10	blocked	block	VERB
bracis-19060	42	11	.	.	PUNCT
bracis-19060	43	1	by	by	ADP
bracis-19060	43	2	considering	consider	VERB
bracis-19060	43	3	salvador	salvador	NOUN
bracis-19060	43	4	is	be	AUX
bracis-19060	43	5	the	the	DET
bracis-19060	43	6	brazilian	brazilian	ADJ
bracis-19060	43	7	city	city	NOUN
bracis-19060	43	8	with	with	ADP
bracis-19060	43	9	the	the	DET
bracis-19060	43	10	highest	high	ADJ
bracis-19060	43	11	percentage	percentage	NOUN
bracis-19060	43	12	of	of	ADP
bracis-19060	43	13	black	black	ADJ
bracis-19060	43	14	people	people	NOUN
bracis-19060	43	15	(	(	PUNCT
bracis-19060	43	16	about	about	ADP
bracis-19060	43	17	\(80\%\	\(80\%\	NOUN
bracis-19060	43	18	)	)	PUNCT
bracis-19060	43	19	)	)	PUNCT
bracis-19060	43	20	,	,	PUNCT
bracis-19060	43	21	any	any	DET
bracis-19060	43	22	error	error	NOUN
bracis-19060	43	23	may	may	AUX
bracis-19060	43	24	affect	affect	VERB
bracis-19060	43	25	a	a	DET
bracis-19060	43	26	significant	significant	ADJ
bracis-19060	43	27	number	number	NOUN
bracis-19060	43	28	of	of	ADP
bracis-19060	43	29	users	user	NOUN
bracis-19060	43	30	,	,	PUNCT
bracis-19060	43	31	leading	lead	VERB
bracis-19060	43	32	to	to	ADP
bracis-19060	43	33	a	a	DET
bracis-19060	43	34	high	high	ADJ
bracis-19060	43	35	number	number	NOUN
bracis-19060	43	36	of	of	ADP
bracis-19060	43	37	false	false	ADJ
bracis-19060	43	38	positives	positive	NOUN
bracis-19060	43	39	.	.	PUNCT
bracis-19060	44	1	in	in	ADP
bracis-19060	44	2	our	our	PRON
bracis-19060	44	3	scenario	scenario	NOUN
bracis-19060	44	4	,	,	PUNCT
bracis-19060	44	5	due	due	ADP
bracis-19060	44	6	to	to	ADP
bracis-19060	44	7	the	the	DET
bracis-19060	44	8	absence	absence	NOUN
bracis-19060	44	9	of	of	ADP
bracis-19060	44	10	images	image	NOUN
bracis-19060	44	11	with	with	ADP
bracis-19060	44	12	appropriate	appropriate	ADJ
bracis-19060	44	13	labels	label	NOUN
bracis-19060	44	14	to	to	PART
bracis-19060	44	15	describe	describe	VERB
bracis-19060	44	16	users	user	NOUN
bracis-19060	44	17	by	by	ADP
bracis-19060	44	18	gender	gender	NOUN
bracis-19060	44	19	and	and	CCONJ
bracis-19060	44	20	race	race	NOUN
bracis-19060	44	21	,	,	PUNCT
bracis-19060	44	22	we	we	PRON
bracis-19060	44	23	used	use	VERB
bracis-19060	44	24	pre	pre	ADJ
bracis-19060	44	25	-	-	ADJ
bracis-19060	44	26	trained	train	VERB
bracis-19060	44	27	face	face	NOUN
bracis-19060	44	28	detectors	detector	NOUN
bracis-19060	44	29	,	,	PUNCT
bracis-19060	44	30	published	publish	VERB
bracis-19060	44	31	by	by	ADP
bracis-19060	44	32	the	the	DET
bracis-19060	44	33	original	original	ADJ
bracis-19060	44	34	authors	author	NOUN
bracis-19060	44	35	.	.	PUNCT
bracis-19060	45	1	thus	thus	ADV
bracis-19060	45	2	,	,	PUNCT
bracis-19060	45	3	we	we	PRON
bracis-19060	45	4	created	create	VERB
bracis-19060	45	5	an	an	DET
bracis-19060	45	6	empirical	empirical	ADJ
bracis-19060	45	7	setup	setup	NOUN
bracis-19060	45	8	to	to	PART
bracis-19060	45	9	assess	assess	VERB
bracis-19060	45	10	whether	whether	SCONJ
bracis-19060	45	11	the	the	DET
bracis-19060	45	12	detectors	detector	NOUN
bracis-19060	45	13	have	have	VERB
bracis-19060	45	14	gender	gender	NOUN
bracis-19060	45	15	and	and	CCONJ
bracis-19060	45	16	race	race	NOUN
bracis-19060	45	17	biases	bias	NOUN
bracis-19060	45	18	,	,	PUNCT
bracis-19060	45	19	before	before	ADP
bracis-19060	45	20	deploying	deploy	VERB
bracis-19060	45	21	our	our	PRON
bracis-19060	45	22	system	system	NOUN
bracis-19060	45	23	.	.	PUNCT
bracis-19060	46	1	aiming	aim	VERB
bracis-19060	46	2	at	at	ADP
bracis-19060	46	3	reaching	reach	VERB
bracis-19060	46	4	this	this	DET
bracis-19060	46	5	goal	goal	NOUN
bracis-19060	46	6	,	,	PUNCT
bracis-19060	46	7	we	we	PRON
bracis-19060	46	8	firstly	firstly	ADV
bracis-19060	46	9	created	create	VERB
bracis-19060	46	10	a	a	DET
bracis-19060	46	11	specialist	specialist	ADJ
bracis-19060	46	12	committee	committee	NOUN
bracis-19060	46	13	to	to	PART
bracis-19060	46	14	label	label	VERB
bracis-19060	46	15	our	our	PRON
bracis-19060	46	16	images	image	NOUN
bracis-19060	46	17	.	.	PUNCT
bracis-19060	47	1	then	then	ADV
bracis-19060	47	2	,	,	PUNCT
bracis-19060	47	3	we	we	PRON
bracis-19060	47	4	analyzed	analyze	VERB
bracis-19060	47	5	the	the	DET
bracis-19060	47	6	errors	error	NOUN
bracis-19060	47	7	produced	produce	VERB
bracis-19060	47	8	by	by	ADP
bracis-19060	47	9	every	every	DET
bracis-19060	47	10	detector	detector	NOUN
bracis-19060	47	11	by	by	ADP
bracis-19060	47	12	taking	take	VERB
bracis-19060	47	13	into	into	ADP
bracis-19060	47	14	account	account	NOUN
bracis-19060	47	15	different	different	ADJ
bracis-19060	47	16	groups	group	NOUN
bracis-19060	47	17	of	of	ADP
bracis-19060	47	18	genders	gender	NOUN
bracis-19060	47	19	and	and	CCONJ
bracis-19060	47	20	races	race	NOUN
bracis-19060	47	21	.	.	PUNCT
bracis-19060	48	1	as	as	SCONJ
bracis-19060	48	2	discussed	discuss	VERB
bracis-19060	48	3	later	later	ADV
bracis-19060	48	4	,	,	PUNCT
bracis-19060	48	5	we	we	PRON
bracis-19060	48	6	have	have	AUX
bracis-19060	48	7	indeed	indeed	ADV
bracis-19060	48	8	found	find	VERB
bracis-19060	48	9	a	a	DET
bracis-19060	48	10	race	race	NOUN
bracis-19060	48	11	bias	bias	NOUN
bracis-19060	48	12	in	in	ADP
bracis-19060	48	13	our	our	PRON
bracis-19060	48	14	environment	environment	NOUN
bracis-19060	48	15	.	.	PUNCT
bracis-19060	49	1	this	this	DET
bracis-19060	49	2	manuscript	manuscript	NOUN
bracis-19060	49	3	is	be	AUX
bracis-19060	49	4	organized	organize	VERB
bracis-19060	49	5	as	as	SCONJ
bracis-19060	49	6	follows	follow	VERB
bracis-19060	49	7	:	:	PUNCT
bracis-19060	49	8	sect	sect	NOUN
bracis-19060	49	9	.	.	PUNCT
bracis-19060	49	10	 	 	SPACE
bracis-19060	50	1	2	2	NUM
bracis-19060	50	2	shows	show	VERB
bracis-19060	50	3	a	a	DET
bracis-19060	50	4	set	set	NOUN
bracis-19060	50	5	of	of	ADP
bracis-19060	50	6	related	related	ADJ
bracis-19060	50	7	work	work	NOUN
bracis-19060	50	8	;	;	PUNCT
bracis-19060	50	9	sect	sect	NOUN
bracis-19060	50	10	.	.	PUNCT
bracis-19060	50	11	 	 	SPACE
bracis-19060	51	1	3	3	NUM
bracis-19060	51	2	introduces	introduce	VERB
bracis-19060	51	3	our	our	PRON
bracis-19060	51	4	methodology	methodology	NOUN
bracis-19060	51	5	and	and	CCONJ
bracis-19060	51	6	tools	tool	NOUN
bracis-19060	51	7	considered	consider	VERB
bracis-19060	51	8	to	to	PART
bracis-19060	51	9	conduct	conduct	VERB
bracis-19060	51	10	our	our	PRON
bracis-19060	51	11	study	study	NOUN
bracis-19060	51	12	;	;	PUNCT
bracis-19060	51	13	the	the	DET
bracis-19060	51	14	experimental	experimental	ADJ
bracis-19060	51	15	results	result	NOUN
bracis-19060	51	16	are	be	AUX
bracis-19060	51	17	presented	present	VERB
bracis-19060	51	18	in	in	ADP
bracis-19060	51	19	sect	sect	NOUN
bracis-19060	51	20	.	.	PUNCT
bracis-19060	51	21	 	 	SPACE
bracis-19060	52	1	4	4	NUM
bracis-19060	52	2	;	;	PUNCT
bracis-19060	52	3	finally	finally	ADV
bracis-19060	52	4	,	,	PUNCT
bracis-19060	52	5	concluding	conclude	VERB
bracis-19060	52	6	remarks	remark	NOUN
bracis-19060	52	7	and	and	CCONJ
bracis-19060	52	8	future	future	ADJ
bracis-19060	52	9	directions	direction	NOUN
bracis-19060	52	10	are	be	AUX
bracis-19060	52	11	given	give	VERB
bracis-19060	52	12	in	in	ADP
bracis-19060	52	13	sect	sect	NOUN
bracis-19060	52	14	.	.	PUNCT
bracis-19060	52	15	 	 	SPACE
bracis-19060	53	1	5	5	NUM
bracis-19060	53	2	,	,	PUNCT
bracis-19060	53	3	which	which	PRON
bracis-19060	53	4	is	be	AUX
bracis-19060	53	5	followed	follow	VERB
bracis-19060	53	6	by	by	ADP
bracis-19060	53	7	a	a	DET
bracis-19060	53	8	list	list	NOUN
bracis-19060	53	9	of	of	ADP
bracis-19060	53	10	references	reference	NOUN
bracis-19060	53	11	.	.	PUNCT
bracis-19060	54	1	2	2	NUM
bracis-19060	54	2	background	background	NOUN
bracis-19060	54	3	this	this	DET
bracis-19060	54	4	section	section	NOUN
bracis-19060	54	5	presents	present	VERB
bracis-19060	54	6	studies	study	NOUN
bracis-19060	54	7	related	relate	VERB
bracis-19060	54	8	to	to	ADP
bracis-19060	54	9	the	the	DET
bracis-19060	54	10	investigation	investigation	NOUN
bracis-19060	54	11	of	of	ADP
bracis-19060	54	12	ethical	ethical	ADJ
bracis-19060	54	13	issues	issue	NOUN
bracis-19060	54	14	caused	cause	VERB
bracis-19060	54	15	by	by	ADP
bracis-19060	54	16	gender	gender	NOUN
bracis-19060	54	17	and	and	CCONJ
bracis-19060	54	18	race	race	NOUN
bracis-19060	54	19	biases	bias	NOUN
bracis-19060	54	20	that	that	PRON
bracis-19060	54	21	influence	influence	VERB
bracis-19060	54	22	the	the	DET
bracis-19060	54	23	performance	performance	NOUN
bracis-19060	54	24	of	of	ADP
bracis-19060	54	25	artificial	artificial	ADJ
bracis-19060	54	26	intelligence	intelligence	NOUN
bracis-19060	54	27	methods	method	NOUN
bracis-19060	54	28	.	.	PUNCT
bracis-19060	55	1	in	in	ADP
bracis-19060	55	2	this	this	DET
bracis-19060	55	3	sense	sense	NOUN
bracis-19060	55	4	,	,	PUNCT
bracis-19060	55	5	farinella	farinella	NOUN
bracis-19060	55	6	and	and	CCONJ
bracis-19060	55	7	dugelay	dugelay	NOUN
bracis-19060	55	8	(	(	PUNCT
bracis-19060	55	9	2012	2012	NUM
bracis-19060	55	10	)	)	PUNCT
bracis-19060	55	11	 	 	SPACE
bracis-19060	56	1	[	[	X
bracis-19060	56	2	6	6	NUM
bracis-19060	56	3	]	]	PUNCT
bracis-19060	56	4	published	publish	VERB
bracis-19060	56	5	a	a	DET
bracis-19060	56	6	manuscript	manuscript	NOUN
bracis-19060	56	7	focused	focus	VERB
bracis-19060	56	8	on	on	AUX
bracis-19060	56	9	understand	understand	VERB
bracis-19060	56	10	whether	whether	SCONJ
bracis-19060	56	11	gender	gender	NOUN
bracis-19060	56	12	and	and	CCONJ
bracis-19060	56	13	ethnicity	ethnicity	NOUN
bracis-19060	56	14	affect	affect	VERB
bracis-19060	56	15	each	each	DET
bracis-19060	56	16	other	other	ADJ
bracis-19060	56	17	during	during	ADP
bracis-19060	56	18	the	the	DET
bracis-19060	56	19	classification	classification	NOUN
bracis-19060	56	20	process	process	NOUN
bracis-19060	56	21	.	.	PUNCT
bracis-19060	57	1	according	accord	VERB
bracis-19060	57	2	to	to	ADP
bracis-19060	57	3	the	the	DET
bracis-19060	57	4	authors	author	NOUN
bracis-19060	57	5	,	,	PUNCT
bracis-19060	57	6	these	these	DET
bracis-19060	57	7	features	feature	NOUN
bracis-19060	57	8	are	be	AUX
bracis-19060	57	9	not	not	PART
bracis-19060	57	10	affected	affect	VERB
bracis-19060	57	11	by	by	ADP
bracis-19060	57	12	themselves	themselves	PRON
bracis-19060	57	13	.	.	PUNCT
bracis-19060	58	1	furl	furl	PROPN
bracis-19060	58	2	,	,	PUNCT
bracis-19060	58	3	phillips	phillip	NOUN
bracis-19060	58	4	,	,	PUNCT
bracis-19060	58	5	and	and	CCONJ
bracis-19060	58	6	o’toole	o’toole	PROPN
bracis-19060	58	7	(	(	PUNCT
bracis-19060	58	8	2002	2002	NUM
bracis-19060	58	9	)	)	PUNCT
bracis-19060	58	10	 	 	SPACE
bracis-19060	59	1	[	[	X
bracis-19060	59	2	7	7	X
bracis-19060	59	3	]	]	PUNCT
bracis-19060	59	4	designed	design	VERB
bracis-19060	59	5	a	a	DET
bracis-19060	59	6	study	study	NOUN
bracis-19060	59	7	to	to	PART
bracis-19060	59	8	verify	verify	VERB
bracis-19060	59	9	the	the	DET
bracis-19060	59	10	precision	precision	NOUN
bracis-19060	59	11	of	of	ADP
bracis-19060	59	12	face	face	NOUN
bracis-19060	59	13	recognition	recognition	NOUN
bracis-19060	59	14	models	model	NOUN
bracis-19060	59	15	by	by	ADP
bracis-19060	59	16	dealing	deal	VERB
bracis-19060	59	17	with	with	ADP
bracis-19060	59	18	different	different	ADJ
bracis-19060	59	19	ethnicities	ethnicity	NOUN
bracis-19060	59	20	.	.	PUNCT
bracis-19060	60	1	the	the	DET
bracis-19060	60	2	results	result	NOUN
bracis-19060	60	3	were	be	AUX
bracis-19060	60	4	focused	focus	VERB
bracis-19060	60	5	on	on	ADP
bracis-19060	60	6	caucasians	caucasian	NOUN
bracis-19060	60	7	and	and	CCONJ
bracis-19060	60	8	asians	asians	PROPN
bracis-19060	60	9	.	.	PUNCT
bracis-19060	61	1	phillips	phillip	NOUN
bracis-19060	61	2	et	et	PROPN
bracis-19060	61	3	al	al	PROPN
bracis-19060	61	4	.	.	PUNCT
bracis-19060	62	1	(	(	PUNCT
bracis-19060	62	2	2011	2011	NUM
bracis-19060	62	3	)	)	PUNCT
bracis-19060	62	4	 	 	SPACE
bracis-19060	63	1	[	[	X
bracis-19060	63	2	16	16	NUM
bracis-19060	63	3	]	]	PUNCT
bracis-19060	63	4	have	have	AUX
bracis-19060	63	5	discussed	discuss	VERB
bracis-19060	63	6	the	the	DET
bracis-19060	63	7	risks	risk	NOUN
bracis-19060	63	8	of	of	ADP
bracis-19060	63	9	using	use	VERB
bracis-19060	63	10	faces	face	NOUN
bracis-19060	63	11	with	with	ADP
bracis-19060	63	12	different	different	ADJ
bracis-19060	63	13	characteristics	characteristic	NOUN
bracis-19060	63	14	during	during	ADP
bracis-19060	63	15	the	the	DET
bracis-19060	63	16	training	training	NOUN
bracis-19060	63	17	and	and	CCONJ
bracis-19060	63	18	test	test	NOUN
bracis-19060	63	19	phases	phase	NOUN
bracis-19060	63	20	.	.	PUNCT
bracis-19060	64	1	similar	similar	ADJ
bracis-19060	64	2	work	work	NOUN
bracis-19060	64	3	was	be	AUX
bracis-19060	64	4	published	publish	VERB
bracis-19060	64	5	by	by	ADP
bracis-19060	64	6	klare	klare	PROPN
bracis-19060	64	7	et	et	PROPN
bracis-19060	64	8	al	al	PROPN
bracis-19060	64	9	.	.	PROPN
bracis-19060	65	1	(	(	PUNCT
bracis-19060	65	2	2012	2012	NUM
bracis-19060	65	3	)	)	PUNCT
bracis-19060	65	4	 	 	SPACE
bracis-19060	66	1	[	[	X
bracis-19060	66	2	13	13	NUM
bracis-19060	66	3	]	]	PUNCT
bracis-19060	66	4	,	,	PUNCT
bracis-19060	66	5	in	in	ADP
bracis-19060	66	6	which	which	PRON
bracis-19060	66	7	the	the	DET
bracis-19060	66	8	main	main	ADJ
bracis-19060	66	9	contribution	contribution	NOUN
bracis-19060	66	10	was	be	AUX
bracis-19060	66	11	extend	extend	VERB
bracis-19060	66	12	the	the	DET
bracis-19060	66	13	analysis	analysis	NOUN
bracis-19060	66	14	to	to	ADP
bracis-19060	66	15	different	different	ADJ
bracis-19060	66	16	demographic	demographic	ADJ
bracis-19060	66	17	features	feature	NOUN
bracis-19060	66	18	as	as	ADP
bracis-19060	66	19	gender	gender	NOUN
bracis-19060	66	20	,	,	PUNCT
bracis-19060	66	21	race	race	NOUN
bracis-19060	66	22	,	,	PUNCT
bracis-19060	66	23	and	and	CCONJ
bracis-19060	66	24	age	age	NOUN
bracis-19060	66	25	.	.	PUNCT
bracis-19060	67	1	according	accord	VERB
bracis-19060	67	2	to	to	ADP
bracis-19060	67	3	the	the	DET
bracis-19060	67	4	authors	author	NOUN
bracis-19060	67	5	,	,	PUNCT
bracis-19060	67	6	black	black	ADJ
bracis-19060	67	7	and	and	CCONJ
bracis-19060	67	8	young	young	ADJ
bracis-19060	67	9	women	woman	NOUN
bracis-19060	67	10	have	have	AUX
bracis-19060	67	11	presented	present	VERB
bracis-19060	67	12	the	the	DET
bracis-19060	67	13	highest	high	ADJ
bracis-19060	67	14	error	error	NOUN
bracis-19060	67	15	rates	rate	NOUN
bracis-19060	67	16	.	.	PUNCT
bracis-19060	68	1	to	to	PART
bracis-19060	68	2	overcome	overcome	VERB
bracis-19060	68	3	this	this	DET
bracis-19060	68	4	situation	situation	NOUN
bracis-19060	68	5	,	,	PUNCT
bracis-19060	68	6	the	the	DET
bracis-19060	68	7	authors	author	NOUN
bracis-19060	68	8	recommend	recommend	VERB
bracis-19060	68	9	balanced	balanced	ADJ
bracis-19060	68	10	datasets	dataset	NOUN
bracis-19060	68	11	with	with	ADP
bracis-19060	68	12	data	datum	NOUN
bracis-19060	68	13	sampled	sample	VERB
bracis-19060	68	14	from	from	ADP
bracis-19060	68	15	the	the	DET
bracis-19060	68	16	population	population	NOUN
bracis-19060	68	17	where	where	SCONJ
bracis-19060	68	18	the	the	DET
bracis-19060	68	19	system	system	NOUN
bracis-19060	68	20	will	will	AUX
bracis-19060	68	21	be	be	AUX
bracis-19060	68	22	deployed	deploy	VERB
bracis-19060	68	23	.	.	PUNCT
bracis-19060	69	1	the	the	DET
bracis-19060	69	2	authors	author	NOUN
bracis-19060	69	3	also	also	ADV
bracis-19060	69	4	suggest	suggest	VERB
bracis-19060	69	5	an	an	DET
bracis-19060	69	6	effort	effort	NOUN
bracis-19060	69	7	to	to	PART
bracis-19060	69	8	create	create	VERB
bracis-19060	69	9	public	public	ADJ
bracis-19060	69	10	datasets	dataset	NOUN
bracis-19060	69	11	support	support	NOUN
bracis-19060	69	12	systems	system	NOUN
bracis-19060	69	13	that	that	PRON
bracis-19060	69	14	will	will	AUX
bracis-19060	69	15	be	be	AUX
bracis-19060	69	16	implemented	implement	VERB
bracis-19060	69	17	in	in	ADP
bracis-19060	69	18	similar	similar	ADJ
bracis-19060	69	19	scenario	scenario	NOUN
bracis-19060	69	20	.	.	PUNCT
bracis-19060	70	1	more	more	ADJ
bracis-19060	70	2	recent	recent	ADJ
bracis-19060	70	3	manuscripts	manuscript	NOUN
bracis-19060	70	4	show	show	VERB
bracis-19060	70	5	contributions	contribution	NOUN
bracis-19060	70	6	in	in	ADP
bracis-19060	70	7	the	the	DET
bracis-19060	70	8	organization	organization	NOUN
bracis-19060	70	9	of	of	ADP
bracis-19060	70	10	datasets	dataset	NOUN
bracis-19060	70	11	as	as	ADV
bracis-19060	70	12	well	well	ADV
bracis-19060	70	13	as	as	ADP
bracis-19060	70	14	investigation	investigation	NOUN
bracis-19060	70	15	of	of	ADP
bracis-19060	70	16	the	the	DET
bracis-19060	70	17	existence	existence	NOUN
bracis-19060	70	18	of	of	ADP
bracis-19060	70	19	a	a	DET
bracis-19060	70	20	racist	racist	ADJ
bracis-19060	70	21	bias	bias	NOUN
bracis-19060	70	22	.	.	PUNCT
bracis-19060	71	1	in	in	ADP
bracis-19060	71	2	that	that	DET
bracis-19060	71	3	sense	sense	NOUN
bracis-19060	71	4	,	,	PUNCT
bracis-19060	71	5	karkkainen	karkkainen	PROPN
bracis-19060	71	6	and	and	CCONJ
bracis-19060	71	7	joo	joo	PROPN
bracis-19060	71	8	(	(	PUNCT
bracis-19060	71	9	2021	2021	NUM
bracis-19060	71	10	)	)	PUNCT
bracis-19060	71	11	 	 	SPACE
bracis-19060	71	12	[	[	X
bracis-19060	71	13	12	12	NUM
bracis-19060	71	14	]	]	PUNCT
bracis-19060	71	15	focused	focus	VERB
bracis-19060	71	16	on	on	ADP
bracis-19060	71	17	developing	develop	VERB
bracis-19060	71	18	a	a	DET
bracis-19060	71	19	balanced	balanced	ADJ
bracis-19060	71	20	dataset	dataset	NOUN
bracis-19060	71	21	,	,	PUNCT
bracis-19060	71	22	named	name	VERB
bracis-19060	71	23	fairface	fairface	ADJ
bracis-19060	71	24	,	,	PUNCT
bracis-19060	71	25	which	which	PRON
bracis-19060	71	26	has	have	VERB
bracis-19060	71	27	information	information	NOUN
bracis-19060	71	28	about	about	ADP
bracis-19060	71	29	seven	seven	NUM
bracis-19060	71	30	race	race	NOUN
bracis-19060	71	31	groups	group	NOUN
bracis-19060	71	32	:	:	PUNCT
bracis-19060	71	33	white	white	ADJ
bracis-19060	71	34	,	,	PUNCT
bracis-19060	71	35	black	black	ADJ
bracis-19060	71	36	,	,	PUNCT
bracis-19060	71	37	indian	indian	PROPN
bracis-19060	71	38	,	,	PUNCT
bracis-19060	71	39	east	east	PROPN
bracis-19060	71	40	asia	asia	PROPN
bracis-19060	71	41	,	,	PUNCT
bracis-19060	71	42	southeast	southeast	PROPN
bracis-19060	71	43	asia	asia	PROPN
bracis-19060	71	44	,	,	PUNCT
bracis-19060	71	45	middle	middle	PROPN
bracis-19060	71	46	east	east	PROPN
bracis-19060	71	47	,	,	PUNCT
bracis-19060	71	48	and	and	CCONJ
bracis-19060	71	49	latino	latino	PROPN
bracis-19060	71	50	.	.	PUNCT
bracis-19060	72	1	this	this	DET
bracis-19060	72	2	dataset	dataset	NOUN
bracis-19060	72	3	was	be	AUX
bracis-19060	72	4	compared	compare	VERB
bracis-19060	72	5	with	with	ADP
bracis-19060	72	6	others	other	NOUN
bracis-19060	72	7	in	in	ADP
bracis-19060	72	8	the	the	DET
bracis-19060	72	9	literature	literature	NOUN
bracis-19060	72	10	and	and	CCONJ
bracis-19060	72	11	used	use	VERB
bracis-19060	72	12	in	in	ADP
bracis-19060	72	13	commercial	commercial	ADJ
bracis-19060	72	14	apis	apis	NOUN
bracis-19060	72	15	,	,	PUNCT
bracis-19060	72	16	bringing	bring	VERB
bracis-19060	72	17	improvements	improvement	NOUN
bracis-19060	72	18	in	in	ADP
bracis-19060	72	19	the	the	DET
bracis-19060	72	20	race	race	NOUN
bracis-19060	72	21	classification	classification	NOUN
bracis-19060	72	22	task	task	NOUN
bracis-19060	72	23	.	.	PUNCT
bracis-19060	73	1	buolamwini	buolamwini	PROPN
bracis-19060	73	2	and	and	CCONJ
bracis-19060	73	3	gebru	gebru	PROPN
bracis-19060	73	4	(	(	PUNCT
bracis-19060	73	5	2018	2018	NUM
bracis-19060	73	6	)	)	PUNCT
bracis-19060	73	7	 	 	SPACE
bracis-19060	74	1	[	[	X
bracis-19060	74	2	2	2	X
bracis-19060	74	3	]	]	PUNCT
bracis-19060	74	4	explored	explore	VERB
bracis-19060	74	5	three	three	NUM
bracis-19060	74	6	models	model	NOUN
bracis-19060	74	7	created	create	VERB
bracis-19060	74	8	to	to	PART
bracis-19060	74	9	detect	detect	VERB
bracis-19060	74	10	faces	face	NOUN
bracis-19060	74	11	used	use	VERB
bracis-19060	74	12	in	in	ADP
bracis-19060	74	13	commercial	commercial	ADJ
bracis-19060	74	14	solutions	solution	NOUN
bracis-19060	74	15	(	(	PUNCT
bracis-19060	74	16	microsoft	microsoft	PROPN
bracis-19060	74	17	,	,	PUNCT
bracis-19060	74	18	ibm	ibm	PROPN
bracis-19060	74	19	,	,	PUNCT
bracis-19060	74	20	face++	face++	PRON
bracis-19060	74	21	)	)	PUNCT
bracis-19060	74	22	to	to	PART
bracis-19060	74	23	evaluate	evaluate	VERB
bracis-19060	74	24	the	the	DET
bracis-19060	74	25	presence	presence	NOUN
bracis-19060	74	26	of	of	ADP
bracis-19060	74	27	gender	gender	NOUN
bracis-19060	74	28	and	and	CCONJ
bracis-19060	74	29	race	race	NOUN
bracis-19060	74	30	prejudice	prejudice	NOUN
bracis-19060	74	31	.	.	PUNCT
bracis-19060	75	1	their	their	PRON
bracis-19060	75	2	most	most	ADV
bracis-19060	75	3	important	important	ADJ
bracis-19060	75	4	contribution	contribution	NOUN
bracis-19060	75	5	to	to	ADP
bracis-19060	75	6	the	the	DET
bracis-19060	75	7	literature	literature	NOUN
bracis-19060	75	8	was	be	AUX
bracis-19060	75	9	the	the	DET
bracis-19060	75	10	creation	creation	NOUN
bracis-19060	75	11	of	of	ADP
bracis-19060	75	12	a	a	DET
bracis-19060	75	13	dataset	dataset	NOUN
bracis-19060	75	14	,	,	PUNCT
bracis-19060	75	15	by	by	ADP
bracis-19060	75	16	integrating	integrate	VERB
bracis-19060	75	17	other	other	ADJ
bracis-19060	75	18	public	public	ADJ
bracis-19060	75	19	images	image	NOUN
bracis-19060	75	20	,	,	PUNCT
bracis-19060	75	21	balanced	balance	VERB
bracis-19060	75	22	by	by	ADP
bracis-19060	75	23	gender	gender	NOUN
bracis-19060	75	24	and	and	CCONJ
bracis-19060	75	25	ethnicity	ethnicity	NOUN
bracis-19060	75	26	.	.	PUNCT
bracis-19060	76	1	results	result	NOUN
bracis-19060	76	2	presented	present	VERB
bracis-19060	76	3	by	by	ADP
bracis-19060	76	4	the	the	DET
bracis-19060	76	5	authors	author	NOUN
bracis-19060	76	6	show	show	VERB
bracis-19060	76	7	higher	high	ADJ
bracis-19060	76	8	errors	error	NOUN
bracis-19060	76	9	were	be	AUX
bracis-19060	76	10	obtained	obtain	VERB
bracis-19060	76	11	from	from	ADP
bracis-19060	76	12	the	the	DET
bracis-19060	76	13	group	group	NOUN
bracis-19060	76	14	composed	compose	VERB
bracis-19060	76	15	of	of	ADP
bracis-19060	76	16	black	black	ADJ
bracis-19060	76	17	women	woman	NOUN
bracis-19060	76	18	.	.	PUNCT
bracis-19060	77	1	wang	wang	PROPN
bracis-19060	77	2	et	et	PROPN
bracis-19060	77	3	al	al	PROPN
bracis-19060	77	4	.	.	PROPN
bracis-19060	78	1	(	(	PUNCT
bracis-19060	78	2	2019	2019	NUM
bracis-19060	78	3	)	)	PUNCT
bracis-19060	78	4	 	 	SPACE
bracis-19060	79	1	[	[	X
bracis-19060	79	2	21	21	NUM
bracis-19060	79	3	]	]	PUNCT
bracis-19060	79	4	have	have	AUX
bracis-19060	79	5	evaluated	evaluate	VERB
bracis-19060	79	6	the	the	DET
bracis-19060	79	7	racist	racist	ADJ
bracis-19060	79	8	bias	bias	NOUN
bracis-19060	79	9	in	in	ADP
bracis-19060	79	10	races	race	NOUN
bracis-19060	79	11	/	/	SYM
bracis-19060	79	12	ethnicities	ethnicity	NOUN
bracis-19060	79	13	by	by	ADP
bracis-19060	79	14	developing	develop	VERB
bracis-19060	79	15	a	a	DET
bracis-19060	79	16	dataset	dataset	NOUN
bracis-19060	79	17	and	and	CCONJ
bracis-19060	79	18	a	a	DET
bracis-19060	79	19	model	model	NOUN
bracis-19060	79	20	capable	capable	ADJ
bracis-19060	79	21	of	of	ADP
bracis-19060	79	22	reducing	reduce	VERB
bracis-19060	79	23	racist	racist	ADJ
bracis-19060	79	24	bias	bias	NOUN
bracis-19060	79	25	in	in	ADP
bracis-19060	79	26	facial	facial	ADJ
bracis-19060	79	27	recognition	recognition	NOUN
bracis-19060	79	28	.	.	PUNCT
bracis-19060	80	1	the	the	DET
bracis-19060	80	2	dataset	dataset	NOUN
bracis-19060	80	3	created	create	VERB
bracis-19060	80	4	,	,	PUNCT
bracis-19060	80	5	named	name	VERB
bracis-19060	80	6	racial	racial	ADJ
bracis-19060	80	7	faces	face	NOUN
bracis-19060	80	8	in	in	ADP
bracis-19060	80	9	-	-	PUNCT
bracis-19060	80	10	the	the	DET
bracis-19060	80	11	-	-	PUNCT
bracis-19060	80	12	wild	wild	ADJ
bracis-19060	80	13	(	(	PUNCT
bracis-19060	80	14	rfw	rfw	NOUN
bracis-19060	80	15	)	)	PUNCT
bracis-19060	80	16	,	,	PUNCT
bracis-19060	80	17	has	have	VERB
bracis-19060	80	18	caucasian	caucasian	PROPN
bracis-19060	80	19	,	,	PUNCT
bracis-19060	80	20	indian	indian	ADJ
bracis-19060	80	21	,	,	PUNCT
bracis-19060	80	22	asian	asian	ADJ
bracis-19060	80	23	and	and	CCONJ
bracis-19060	80	24	african	african	ADJ
bracis-19060	80	25	ethnicities	ethnicity	NOUN
bracis-19060	80	26	.	.	PUNCT
bracis-19060	81	1	the	the	DET
bracis-19060	81	2	experiments	experiment	NOUN
bracis-19060	81	3	have	have	AUX
bracis-19060	81	4	shown	show	VERB
bracis-19060	81	5	that	that	SCONJ
bracis-19060	81	6	the	the	DET
bracis-19060	81	7	facial	facial	ADJ
bracis-19060	81	8	recognition	recognition	NOUN
bracis-19060	81	9	of	of	ADP
bracis-19060	81	10	africans	africans	PROPN
bracis-19060	81	11	has	have	VERB
bracis-19060	81	12	error	error	NOUN
bracis-19060	81	13	rates	rate	NOUN
bracis-19060	81	14	twice	twice	ADV
bracis-19060	81	15	as	as	ADV
bracis-19060	81	16	high	high	ADJ
bracis-19060	81	17	as	as	ADP
bracis-19060	81	18	the	the	DET
bracis-19060	81	19	facial	facial	ADJ
bracis-19060	81	20	recognition	recognition	NOUN
bracis-19060	81	21	of	of	ADP
bracis-19060	81	22	caucasians	caucasians	PROPN
bracis-19060	81	23	.	.	PUNCT
bracis-19060	82	1	raji	raji	PROPN
bracis-19060	82	2	et	et	PROPN
bracis-19060	82	3	al	al	PROPN
bracis-19060	82	4	.	.	PROPN
bracis-19060	82	5	(	(	PUNCT
bracis-19060	82	6	2020	2020	NUM
bracis-19060	82	7	)	)	PUNCT
bracis-19060	82	8	 	 	SPACE
bracis-19060	83	1	[	[	X
bracis-19060	83	2	17	17	NUM
bracis-19060	83	3	]	]	PUNCT
bracis-19060	83	4	have	have	AUX
bracis-19060	83	5	investigated	investigate	VERB
bracis-19060	83	6	ethics	ethic	NOUN
bracis-19060	83	7	in	in	ADP
bracis-19060	83	8	facial	facial	ADJ
bracis-19060	83	9	processing	processing	NOUN
bracis-19060	83	10	technologies	technology	NOUN
bracis-19060	83	11	developed	develop	VERB
bracis-19060	83	12	by	by	ADP
bracis-19060	83	13	amazon	amazon	PROPN
bracis-19060	83	14	,	,	PUNCT
bracis-19060	83	15	microsoft	microsoft	PROPN
bracis-19060	83	16	and	and	CCONJ
bracis-19060	83	17	clarifai	clarifai	PROPN
bracis-19060	83	18	,	,	PUNCT
bracis-19060	83	19	verifying	verify	VERB
bracis-19060	83	20	the	the	DET
bracis-19060	83	21	accuracy	accuracy	NOUN
bracis-19060	83	22	of	of	ADP
bracis-19060	83	23	their	their	PRON
bracis-19060	83	24	systems	system	NOUN
bracis-19060	83	25	in	in	ADP
bracis-19060	83	26	classifying	classify	VERB
bracis-19060	83	27	people	people	NOUN
bracis-19060	83	28	according	accord	VERB
bracis-19060	83	29	to	to	ADP
bracis-19060	83	30	race	race	NOUN
bracis-19060	83	31	,	,	PUNCT
bracis-19060	83	32	gender	gender	NOUN
bracis-19060	83	33	,	,	PUNCT
bracis-19060	83	34	age	age	NOUN
bracis-19060	83	35	,	,	PUNCT
bracis-19060	83	36	expression	expression	NOUN
bracis-19060	83	37	,	,	PUNCT
bracis-19060	83	38	and	and	CCONJ
bracis-19060	83	39	face	face	VERB
bracis-19060	83	40	detection	detection	NOUN
bracis-19060	83	41	.	.	PUNCT
bracis-19060	84	1	all	all	DET
bracis-19060	84	2	experiments	experiment	NOUN
bracis-19060	84	3	were	be	AUX
bracis-19060	84	4	performed	perform	VERB
bracis-19060	84	5	on	on	ADP
bracis-19060	84	6	a	a	DET
bracis-19060	84	7	dataset	dataset	NOUN
bracis-19060	84	8	created	create	VERB
bracis-19060	84	9	by	by	ADP
bracis-19060	84	10	the	the	DET
bracis-19060	84	11	authors	author	NOUN
bracis-19060	84	12	,	,	PUNCT
bracis-19060	84	13	which	which	PRON
bracis-19060	84	14	is	be	AUX
bracis-19060	84	15	made	make	VERB
bracis-19060	84	16	up	up	ADP
bracis-19060	84	17	only	only	ADV
bracis-19060	84	18	of	of	ADP
bracis-19060	84	19	celebrities	celebrity	NOUN
bracis-19060	84	20	.	.	PUNCT
bracis-19060	85	1	the	the	DET
bracis-19060	85	2	main	main	ADJ
bracis-19060	85	3	result	result	NOUN
bracis-19060	85	4	of	of	ADP
bracis-19060	85	5	such	such	ADJ
bracis-19060	85	6	research	research	NOUN
bracis-19060	85	7	is	be	AUX
bracis-19060	85	8	the	the	DET
bracis-19060	85	9	alert	alert	NOUN
bracis-19060	85	10	about	about	ADP
bracis-19060	85	11	the	the	DET
bracis-19060	85	12	importance	importance	NOUN
bracis-19060	85	13	of	of	ADP
bracis-19060	85	14	correctly	correctly	ADV
bracis-19060	85	15	analyzing	analyze	VERB
bracis-19060	85	16	ethical	ethical	ADJ
bracis-19060	85	17	issues	issue	NOUN
bracis-19060	85	18	in	in	ADP
bracis-19060	85	19	the	the	DET
bracis-19060	85	20	considered	consider	VERB
bracis-19060	85	21	models	model	NOUN
bracis-19060	85	22	.	.	PUNCT
bracis-19060	86	1	3	3	NUM
bracis-19060	86	2	methodology	methodology	NOUN
bracis-19060	86	3	as	as	SCONJ
bracis-19060	86	4	previously	previously	ADV
bracis-19060	86	5	mentioned	mention	VERB
bracis-19060	86	6	,	,	PUNCT
bracis-19060	86	7	the	the	DET
bracis-19060	86	8	main	main	ADJ
bracis-19060	86	9	objective	objective	NOUN
bracis-19060	86	10	of	of	ADP
bracis-19060	86	11	this	this	DET
bracis-19060	86	12	work	work	NOUN
bracis-19060	86	13	is	be	AUX
bracis-19060	86	14	to	to	PART
bracis-19060	86	15	assess	assess	VERB
bracis-19060	86	16	whether	whether	SCONJ
bracis-19060	86	17	or	or	CCONJ
bracis-19060	86	18	not	not	PART
bracis-19060	86	19	the	the	DET
bracis-19060	86	20	mostly	mostly	ADV
bracis-19060	86	21	-	-	PUNCT
bracis-19060	86	22	adopted	adopt	VERB
bracis-19060	86	23	face	face	NOUN
bracis-19060	86	24	detection	detection	NOUN
bracis-19060	86	25	methods	method	NOUN
bracis-19060	86	26	present	present	VERB
bracis-19060	86	27	similar	similar	ADJ
bracis-19060	86	28	performance	performance	NOUN
bracis-19060	86	29	to	to	PART
bracis-19060	86	30	classify	classify	VERB
bracis-19060	86	31	real	real	ADJ
bracis-19060	86	32	-	-	PUNCT
bracis-19060	86	33	world	world	NOUN
bracis-19060	86	34	images	image	NOUN
bracis-19060	86	35	regardless	regardless	ADV
bracis-19060	86	36	of	of	ADP
bracis-19060	86	37	the	the	DET
bracis-19060	86	38	users	user	NOUN
bracis-19060	86	39	’	’	PART
bracis-19060	86	40	gender	gender	NOUN
bracis-19060	86	41	and	and	CCONJ
bracis-19060	86	42	race	race	NOUN
bracis-19060	86	43	.	.	PUNCT
bracis-19060	87	1	the	the	DET
bracis-19060	87	2	analyzed	analyze	VERB
bracis-19060	87	3	images	image	NOUN
bracis-19060	87	4	were	be	AUX
bracis-19060	87	5	collected	collect	VERB
bracis-19060	87	6	by	by	ADP
bracis-19060	87	7	the	the	DET
bracis-19060	87	8	consortium	consortium	PROPN
bracis-19060	87	9	integra	integra	PROPN
bracis-19060	87	10	,	,	PUNCT
bracis-19060	87	11	formed	form	VERB
bracis-19060	87	12	by	by	ADP
bracis-19060	87	13	the	the	DET
bracis-19060	87	14	four	four	NUM
bracis-19060	87	15	companies	company	NOUN
bracis-19060	87	16	responsible	responsible	ADJ
bracis-19060	87	17	for	for	ADP
bracis-19060	87	18	public	public	ADJ
bracis-19060	87	19	transportation	transportation	NOUN
bracis-19060	87	20	in	in	ADP
bracis-19060	87	21	salvador	salvador	PROPN
bracis-19060	87	22	(	(	PUNCT
bracis-19060	87	23	bahia	bahia	X
bracis-19060	87	24	–	–	PUNCT
bracis-19060	87	25	brazil	brazil	PROPN
bracis-19060	87	26	)	)	PUNCT
bracis-19060	87	27	.	.	PUNCT
bracis-19060	88	1	aiming	aim	VERB
bracis-19060	88	2	at	at	ADP
bracis-19060	88	3	reaching	reach	VERB
bracis-19060	88	4	this	this	DET
bracis-19060	88	5	objective	objective	NOUN
bracis-19060	88	6	,	,	PUNCT
bracis-19060	88	7	we	we	PRON
bracis-19060	88	8	defined	define	VERB
bracis-19060	88	9	the	the	DET
bracis-19060	88	10	following	follow	VERB
bracis-19060	88	11	hypothesis	hypothesis	NOUN
bracis-19060	88	12	:	:	PUNCT
bracis-19060	88	13	do	do	AUX
bracis-19060	88	14	the	the	DET
bracis-19060	88	15	pre	pre	ADJ
bracis-19060	88	16	-	-	ADJ
bracis-19060	88	17	trained	train	VERB
bracis-19060	88	18	face	face	NOUN
bracis-19060	88	19	detection	detection	NOUN
bracis-19060	88	20	models	model	NOUN
bracis-19060	88	21	act	act	VERB
bracis-19060	88	22	with	with	ADP
bracis-19060	88	23	prejudice	prejudice	NOUN
bracis-19060	88	24	?	?	PUNCT
bracis-19060	89	1	this	this	DET
bracis-19060	89	2	hypothesis	hypothesis	NOUN
bracis-19060	89	3	was	be	AUX
bracis-19060	89	4	analyzed	analyze	VERB
bracis-19060	89	5	by	by	ADP
bracis-19060	89	6	using	use	VERB
bracis-19060	89	7	validation	validation	NOUN
bracis-19060	89	8	metrics	metric	NOUN
bracis-19060	89	9	,	,	PUNCT
bracis-19060	89	10	usually	usually	ADV
bracis-19060	89	11	adopted	adopt	VERB
bracis-19060	89	12	in	in	ADP
bracis-19060	89	13	ml	ml	ADP
bracis-19060	89	14	problems	problem	NOUN
bracis-19060	89	15	,	,	PUNCT
bracis-19060	89	16	under	under	ADP
bracis-19060	89	17	a	a	DET
bracis-19060	89	18	null	null	ADJ
bracis-19060	89	19	hypothesis	hypothesis	NOUN
bracis-19060	89	20	(	(	PUNCT
bracis-19060	89	21	\(h_0\	\(h_0\	PROPN
bracis-19060	89	22	)	)	PUNCT
bracis-19060	89	23	)	)	PUNCT
bracis-19060	89	24	that	that	PRON
bracis-19060	89	25	supports	support	VERB
bracis-19060	89	26	the	the	DET
bracis-19060	89	27	statement	statement	NOUN
bracis-19060	89	28	there	there	PRON
bracis-19060	89	29	is	be	VERB
bracis-19060	89	30	no	no	DET
bracis-19060	89	31	difference	difference	NOUN
bracis-19060	89	32	between	between	ADP
bracis-19060	89	33	metrics	metric	NOUN
bracis-19060	89	34	when	when	SCONJ
bracis-19060	89	35	compared	compare	VERB
bracis-19060	89	36	users	user	NOUN
bracis-19060	89	37	by	by	ADP
bracis-19060	89	38	gender	gender	NOUN
bracis-19060	89	39	and	and	CCONJ
bracis-19060	89	40	race	race	NOUN
bracis-19060	89	41	.	.	PUNCT
bracis-19060	90	1	in	in	ADP
bracis-19060	90	2	turn	turn	NOUN
bracis-19060	90	3	,	,	PUNCT
bracis-19060	90	4	our	our	PRON
bracis-19060	90	5	alternative	alternative	ADJ
bracis-19060	90	6	hypothesis	hypothesis	NOUN
bracis-19060	90	7	was	be	AUX
bracis-19060	90	8	used	use	VERB
bracis-19060	90	9	to	to	PART
bracis-19060	90	10	illustrate	illustrate	VERB
bracis-19060	90	11	when	when	SCONJ
bracis-19060	90	12	\(h_0\	\(h_0\	PROPN
bracis-19060	90	13	)	)	PUNCT
bracis-19060	90	14	is	be	AUX
bracis-19060	90	15	rejected	reject	VERB
bracis-19060	90	16	,	,	PUNCT
bracis-19060	90	17	which	which	PRON
bracis-19060	90	18	might	might	AUX
bracis-19060	90	19	call	call	VERB
bracis-19060	90	20	our	our	PRON
bracis-19060	90	21	attention	attention	NOUN
bracis-19060	90	22	to	to	ADP
bracis-19060	90	23	biases	bias	NOUN
bracis-19060	90	24	that	that	PRON
bracis-19060	90	25	affect	affect	VERB
bracis-19060	90	26	the	the	DET
bracis-19060	90	27	expected	expect	VERB
bracis-19060	90	28	face	face	NOUN
bracis-19060	90	29	detection	detection	NOUN
bracis-19060	90	30	behavior	behavior	NOUN
bracis-19060	90	31	.	.	PUNCT
bracis-19060	91	1	to	to	PART
bracis-19060	91	2	better	well	ADV
bracis-19060	91	3	define	define	VERB
bracis-19060	91	4	the	the	DET
bracis-19060	91	5	scope	scope	NOUN
bracis-19060	91	6	of	of	ADP
bracis-19060	91	7	our	our	PRON
bracis-19060	91	8	analyses	analysis	NOUN
bracis-19060	91	9	,	,	PUNCT
bracis-19060	91	10	we	we	PRON
bracis-19060	91	11	have	have	AUX
bracis-19060	91	12	selected	select	VERB
bracis-19060	91	13	images	image	NOUN
bracis-19060	91	14	from	from	ADP
bracis-19060	91	15	the	the	DET
bracis-19060	91	16	integra	integra	NOUN
bracis-19060	91	17	databases	database	NOUN
bracis-19060	91	18	and	and	CCONJ
bracis-19060	91	19	three	three	NUM
bracis-19060	91	20	well	well	ADV
bracis-19060	91	21	-	-	PUNCT
bracis-19060	91	22	defined	define	VERB
bracis-19060	91	23	face	face	NOUN
bracis-19060	91	24	detectors	detector	NOUN
bracis-19060	91	25	:	:	PUNCT
bracis-19060	91	26	i	i	PRON
bracis-19060	91	27	)	)	PUNCT
bracis-19060	91	28	yolo	yolo	PROPN
bracis-19060	91	29	faces	face	VERB
bracis-19060	91	30	 	 	SPACE
bracis-19060	91	31	[	[	PUNCT
bracis-19060	91	32	18	18	NUM
bracis-19060	91	33	]	]	X
bracis-19060	91	34	;	;	PUNCT
bracis-19060	91	35	ii	ii	X
bracis-19060	91	36	)	)	PUNCT
bracis-19060	91	37	multitask	multitask	NOUN
bracis-19060	91	38	cascaded	cascade	VERB
bracis-19060	91	39	convolutional	convolutional	ADJ
bracis-19060	91	40	networks	network	NOUN
bracis-19060	91	41	(	(	PUNCT
bracis-19060	91	42	mtcnn	mtcnn	PROPN
bracis-19060	91	43	)	)	PUNCT
bracis-19060	91	44	 	 	SPACE
bracis-19060	92	1	[	[	X
bracis-19060	92	2	26	26	NUM
bracis-19060	92	3	]	]	X
bracis-19060	92	4	;	;	PUNCT
bracis-19060	92	5	and	and	CCONJ
bracis-19060	92	6	iii	iii	X
bracis-19060	92	7	)	)	PUNCT
bracis-19060	92	8	resnet	resnet	NOUN
bracis-19060	92	9	 	 	SPACE
bracis-19060	92	10	[	[	X
bracis-19060	92	11	10	10	NUM
bracis-19060	92	12	]	]	PUNCT
bracis-19060	92	13	.	.	PUNCT
bracis-19060	93	1	the	the	DET
bracis-19060	93	2	following	follow	VERB
bracis-19060	93	3	sections	section	NOUN
bracis-19060	93	4	detail	detail	VERB
bracis-19060	93	5	our	our	PRON
bracis-19060	93	6	scope	scope	NOUN
bracis-19060	93	7	,	,	PUNCT
bracis-19060	93	8	the	the	DET
bracis-19060	93	9	experimental	experimental	ADJ
bracis-19060	93	10	setup	setup	NOUN
bracis-19060	93	11	and	and	CCONJ
bracis-19060	93	12	the	the	DET
bracis-19060	93	13	methodology	methodology	NOUN
bracis-19060	93	14	considered	consider	VERB
bracis-19060	93	15	to	to	PART
bracis-19060	93	16	assess	assess	VERB
bracis-19060	93	17	our	our	PRON
bracis-19060	93	18	hypothesis	hypothesis	NOUN
bracis-19060	93	19	.	.	PUNCT
bracis-19060	94	1	3.1	3.1	NUM
bracis-19060	94	2	dataset	dataset	VERB
bracis-19060	94	3	the	the	DET
bracis-19060	94	4	images	image	NOUN
bracis-19060	94	5	considered	consider	VERB
bracis-19060	94	6	in	in	ADP
bracis-19060	94	7	our	our	PRON
bracis-19060	94	8	experiments	experiment	NOUN
bracis-19060	94	9	were	be	AUX
bracis-19060	94	10	collected	collect	VERB
bracis-19060	94	11	from	from	ADP
bracis-19060	94	12	public	public	ADJ
bracis-19060	94	13	transportation	transportation	NOUN
bracis-19060	94	14	in	in	ADP
bracis-19060	94	15	salvador	salvador	PROPN
bracis-19060	94	16	.	.	PUNCT
bracis-19060	95	1	when	when	SCONJ
bracis-19060	95	2	a	a	DET
bracis-19060	95	3	passenger	passenger	NOUN
bracis-19060	95	4	crosses	cross	VERB
bracis-19060	95	5	the	the	DET
bracis-19060	95	6	turnstile	turnstile	NOUN
bracis-19060	95	7	inside	inside	ADP
bracis-19060	95	8	the	the	DET
bracis-19060	95	9	buses	bus	NOUN
bracis-19060	95	10	,	,	PUNCT
bracis-19060	95	11	four	four	NUM
bracis-19060	95	12	pictures	picture	NOUN
bracis-19060	95	13	are	be	AUX
bracis-19060	95	14	taken	take	VERB
bracis-19060	95	15	and	and	CCONJ
bracis-19060	95	16	stored	store	VERB
bracis-19060	95	17	in	in	ADP
bracis-19060	95	18	a	a	DET
bracis-19060	95	19	database	database	NOUN
bracis-19060	95	20	.	.	PUNCT
bracis-19060	96	1	from	from	ADP
bracis-19060	96	2	this	this	DET
bracis-19060	96	3	database	database	NOUN
bracis-19060	96	4	,	,	PUNCT
bracis-19060	96	5	we	we	PRON
bracis-19060	96	6	have	have	AUX
bracis-19060	96	7	randomly	randomly	ADV
bracis-19060	96	8	selected	select	VERB
bracis-19060	96	9	10	10	NUM
bracis-19060	96	10	,	,	PUNCT
bracis-19060	96	11	 	 	SPACE
bracis-19060	96	12	000	000	NUM
bracis-19060	96	13	images	image	NOUN
bracis-19060	96	14	captured	capture	VERB
bracis-19060	96	15	on	on	ADP
bracis-19060	96	16	december	december	PROPN
bracis-19060	96	17	10	10	NUM
bracis-19060	96	18	,	,	PUNCT
bracis-19060	96	19	2019	2019	NUM
bracis-19060	96	20	.	.	PUNCT
bracis-19060	97	1	this	this	DET
bracis-19060	97	2	date	date	NOUN
bracis-19060	97	3	was	be	AUX
bracis-19060	97	4	a	a	DET
bracis-19060	97	5	usual	usual	ADJ
bracis-19060	97	6	workday	workday	NOUN
bracis-19060	97	7	and	and	CCONJ
bracis-19060	97	8	was	be	AUX
bracis-19060	97	9	considered	consider	VERB
bracis-19060	97	10	without	without	ADP
bracis-19060	97	11	any	any	DET
bracis-19060	97	12	relevant	relevant	ADJ
bracis-19060	97	13	reason	reason	NOUN
bracis-19060	97	14	,	,	PUNCT
bracis-19060	97	15	but	but	CCONJ
bracis-19060	97	16	the	the	DET
bracis-19060	97	17	fact	fact	NOUN
bracis-19060	97	18	of	of	ADP
bracis-19060	97	19	being	be	AUX
bracis-19060	97	20	before	before	ADP
bracis-19060	97	21	the	the	DET
bracis-19060	97	22	covid-19	covid-19	PROPN
bracis-19060	97	23	pandemic	pandemic	ADJ
bracis-19060	97	24	outbreak	outbreak	NOUN
bracis-19060	97	25	to	to	PART
bracis-19060	97	26	avoid	avoid	VERB
bracis-19060	97	27	analyzing	analyze	VERB
bracis-19060	97	28	images	image	NOUN
bracis-19060	97	29	of	of	ADP
bracis-19060	97	30	users	user	NOUN
bracis-19060	97	31	wearing	wear	VERB
bracis-19060	97	32	masks	mask	NOUN
bracis-19060	97	33	,	,	PUNCT
bracis-19060	97	34	which	which	PRON
bracis-19060	97	35	might	might	AUX
bracis-19060	97	36	affect	affect	VERB
bracis-19060	97	37	the	the	DET
bracis-19060	97	38	performance	performance	NOUN
bracis-19060	97	39	of	of	ADP
bracis-19060	97	40	the	the	DET
bracis-19060	97	41	selected	select	VERB
bracis-19060	97	42	face	face	NOUN
bracis-19060	97	43	detectors	detector	NOUN
bracis-19060	97	44	.	.	PUNCT
bracis-19060	98	1	we	we	PRON
bracis-19060	98	2	also	also	ADV
bracis-19060	98	3	created	create	VERB
bracis-19060	98	4	a	a	DET
bracis-19060	98	5	tool	tool	NOUN
bracis-19060	98	6	to	to	PART
bracis-19060	98	7	support	support	VERB
bracis-19060	98	8	specialists	specialist	NOUN
bracis-19060	98	9	during	during	ADP
bracis-19060	98	10	the	the	DET
bracis-19060	98	11	tasks	task	NOUN
bracis-19060	98	12	of	of	ADP
bracis-19060	98	13	setting	set	VERB
bracis-19060	98	14	the	the	DET
bracis-19060	98	15	gender	gender	NOUN
bracis-19060	98	16	and	and	CCONJ
bracis-19060	98	17	race	race	NOUN
bracis-19060	98	18	labels	label	NOUN
bracis-19060	98	19	and	and	CCONJ
bracis-19060	98	20	validating	validate	VERB
bracis-19060	98	21	the	the	DET
bracis-19060	98	22	face	face	NOUN
bracis-19060	98	23	detector	detector	NOUN
bracis-19060	98	24	results	result	NOUN
bracis-19060	98	25	,	,	PUNCT
bracis-19060	98	26	as	as	SCONJ
bracis-19060	98	27	shown	show	VERB
bracis-19060	98	28	in	in	ADP
bracis-19060	98	29	fig	fig	NOUN
bracis-19060	98	30	.	.	PUNCT
bracis-19060	98	31	 	 	SPACE
bracis-19060	99	1	1	1	NUM
bracis-19060	99	2	.	.	PUNCT
bracis-19060	100	1	as	as	SCONJ
bracis-19060	100	2	one	one	PRON
bracis-19060	100	3	may	may	AUX
bracis-19060	100	4	notice	notice	VERB
bracis-19060	100	5	,	,	PUNCT
bracis-19060	100	6	as	as	SCONJ
bracis-19060	100	7	a	a	DET
bracis-19060	100	8	specialist	specialist	NOUN
bracis-19060	100	9	sets	set	VERB
bracis-19060	100	10	the	the	DET
bracis-19060	100	11	gender	gender	NOUN
bracis-19060	100	12	and	and	CCONJ
bracis-19060	100	13	race	race	NOUN
bracis-19060	100	14	,	,	PUNCT
bracis-19060	100	15	the	the	DET
bracis-19060	100	16	percentage	percentage	NOUN
bracis-19060	100	17	of	of	ADP
bracis-19060	100	18	each	each	DET
bracis-19060	100	19	label	label	NOUN
bracis-19060	100	20	is	be	AUX
bracis-19060	100	21	updated	update	VERB
bracis-19060	100	22	to	to	PART
bracis-19060	100	23	keep	keep	VERB
bracis-19060	100	24	the	the	DET
bracis-19060	100	25	dataset	dataset	NOUN
bracis-19060	100	26	balanced	balanced	ADJ
bracis-19060	100	27	.	.	PUNCT
bracis-19060	101	1	consequently	consequently	ADV
bracis-19060	101	2	,	,	PUNCT
bracis-19060	101	3	the	the	DET
bracis-19060	101	4	final	final	ADJ
bracis-19060	101	5	set	set	NOUN
bracis-19060	101	6	of	of	ADP
bracis-19060	101	7	images	image	NOUN
bracis-19060	101	8	contains	contain	VERB
bracis-19060	101	9	a	a	DET
bracis-19060	101	10	similar	similar	ADJ
bracis-19060	101	11	amount	amount	NOUN
bracis-19060	101	12	of	of	ADP
bracis-19060	101	13	users	user	NOUN
bracis-19060	101	14	according	accord	VERB
bracis-19060	101	15	to	to	ADP
bracis-19060	101	16	their	their	PRON
bracis-19060	101	17	gender	gender	NOUN
bracis-19060	101	18	and	and	CCONJ
bracis-19060	101	19	race	race	NOUN
bracis-19060	101	20	.	.	PUNCT
bracis-19060	102	1	we	we	PRON
bracis-19060	102	2	emphasize	emphasize	VERB
bracis-19060	102	3	that	that	SCONJ
bracis-19060	102	4	,	,	PUNCT
bracis-19060	102	5	although	although	SCONJ
bracis-19060	102	6	we	we	PRON
bracis-19060	102	7	are	be	AUX
bracis-19060	102	8	aware	aware	ADJ
bracis-19060	102	9	of	of	ADP
bracis-19060	102	10	the	the	DET
bracis-19060	102	11	different	different	ADJ
bracis-19060	102	12	classes	class	NOUN
bracis-19060	102	13	of	of	ADP
bracis-19060	102	14	gender	gender	NOUN
bracis-19060	102	15	and	and	CCONJ
bracis-19060	102	16	race	race	NOUN
bracis-19060	102	17	adopted	adopt	VERB
bracis-19060	102	18	by	by	ADP
bracis-19060	102	19	ibge	ibge	NOUN
bracis-19060	102	20	(	(	PUNCT
bracis-19060	102	21	brazilian	brazilian	PROPN
bracis-19060	102	22	institute	institute	PROPN
bracis-19060	102	23	of	of	ADP
bracis-19060	102	24	geography	geography	NOUN
bracis-19060	102	25	and	and	CCONJ
bracis-19060	102	26	statistics	statistic	NOUN
bracis-19060	102	27	)	)	PUNCT
bracis-19060	102	28	,	,	PUNCT
bracis-19060	102	29	the	the	DET
bracis-19060	102	30	scope	scope	NOUN
bracis-19060	102	31	of	of	ADP
bracis-19060	102	32	this	this	DET
bracis-19060	102	33	study	study	NOUN
bracis-19060	102	34	was	be	AUX
bracis-19060	102	35	limited	limit	VERB
bracis-19060	102	36	to	to	ADP
bracis-19060	102	37	man	man	NOUN
bracis-19060	102	38	/	/	SYM
bracis-19060	102	39	woman	woman	NOUN
bracis-19060	102	40	and	and	CCONJ
bracis-19060	102	41	black	black	ADJ
bracis-19060	102	42	/	/	SYM
bracis-19060	102	43	white	white	ADJ
bracis-19060	102	44	,	,	PUNCT
bracis-19060	102	45	respectively	respectively	ADV
bracis-19060	102	46	.	.	PUNCT
bracis-19060	103	1	the	the	DET
bracis-19060	103	2	final	final	ADJ
bracis-19060	103	3	dataset	dataset	NOUN
bracis-19060	103	4	is	be	AUX
bracis-19060	103	5	composed	compose	VERB
bracis-19060	103	6	of	of	ADP
bracis-19060	103	7	instances	instance	NOUN
bracis-19060	103	8	with	with	ADP
bracis-19060	103	9	the	the	DET
bracis-19060	103	10	following	follow	VERB
bracis-19060	103	11	class	class	NOUN
bracis-19060	103	12	rates	rate	NOUN
bracis-19060	103	13	:	:	PUNCT
bracis-19060	103	14	i	i	NOUN
bracis-19060	103	15	)	)	PUNCT
bracis-19060	103	16	black	black	ADJ
bracis-19060	103	17	–	–	PUNCT
bracis-19060	103	18	569	569	NUM
bracis-19060	103	19	(	(	PUNCT
bracis-19060	103	20	\(56.50\%\	\(56.50\%\	NOUN
bracis-19060	103	21	)	)	PUNCT
bracis-19060	103	22	)	)	PUNCT
bracis-19060	103	23	;	;	PUNCT
bracis-19060	103	24	ii	ii	X
bracis-19060	103	25	)	)	PUNCT
bracis-19060	103	26	white	white	ADJ
bracis-19060	103	27	–	–	PUNCT
bracis-19060	103	28	438	438	NUM
bracis-19060	103	29	(	(	PUNCT
bracis-19060	103	30	\(43.50\%\	\(43.50\%\	PROPN
bracis-19060	103	31	)	)	PUNCT
bracis-19060	103	32	)	)	PUNCT
bracis-19060	103	33	;	;	PUNCT
bracis-19060	103	34	iii	iii	X
bracis-19060	103	35	)	)	PUNCT
bracis-19060	103	36	male	male	NOUN
bracis-19060	103	37	–	–	PUNCT
bracis-19060	103	38	407	407	NUM
bracis-19060	103	39	(	(	PUNCT
bracis-19060	103	40	\(40.42\%\	\(40.42\%\	NOUN
bracis-19060	103	41	)	)	PUNCT
bracis-19060	103	42	)	)	PUNCT
bracis-19060	103	43	;	;	PUNCT
bracis-19060	103	44	and	and	CCONJ
bracis-19060	103	45	iv	iv	X
bracis-19060	103	46	)	)	PUNCT
bracis-19060	103	47	female	female	ADJ
bracis-19060	103	48	–	–	PUNCT
bracis-19060	103	49	600	600	NUM
bracis-19060	103	50	(	(	PUNCT
bracis-19060	103	51	\(59.58\%\	\(59.58\%\	ADJ
bracis-19060	103	52	)	)	PUNCT
bracis-19060	103	53	)	)	PUNCT
bracis-19060	103	54	.	.	PUNCT
bracis-19060	104	1	fig	fig	NOUN
bracis-19060	104	2	.	.	PUNCT
bracis-19060	105	1	1	1	X
bracis-19060	105	2	.	.	X
bracis-19060	105	3	gui	gui	NOUN
bracis-19060	105	4	interface	interface	NOUN
bracis-19060	105	5	for	for	ADP
bracis-19060	105	6	target	target	NOUN
bracis-19060	105	7	imagens	imagen	NOUN
bracis-19060	105	8	and	and	CCONJ
bracis-19060	105	9	models	model	NOUN
bracis-19060	105	10	predictions	prediction	NOUN
bracis-19060	105	11	.	.	PUNCT
bracis-19060	106	1	full	full	ADJ
bracis-19060	106	2	size	size	NOUN
bracis-19060	106	3	image	image	NOUN
bracis-19060	106	4	another	another	DET
bracis-19060	106	5	important	important	ADJ
bracis-19060	106	6	feature	feature	NOUN
bracis-19060	106	7	implemented	implement	VERB
bracis-19060	106	8	in	in	ADP
bracis-19060	106	9	this	this	DET
bracis-19060	106	10	tool	tool	NOUN
bracis-19060	106	11	is	be	AUX
bracis-19060	106	12	the	the	DET
bracis-19060	106	13	validation	validation	NOUN
bracis-19060	106	14	of	of	ADP
bracis-19060	106	15	the	the	DET
bracis-19060	106	16	face	face	NOUN
bracis-19060	106	17	detectors	detector	NOUN
bracis-19060	106	18	.	.	PUNCT
bracis-19060	107	1	once	once	ADV
bracis-19060	107	2	pre	pre	ADJ
bracis-19060	107	3	-	-	ADJ
bracis-19060	107	4	trained	train	VERB
bracis-19060	107	5	models	model	NOUN
bracis-19060	107	6	are	be	AUX
bracis-19060	107	7	used	use	VERB
bracis-19060	107	8	,	,	PUNCT
bracis-19060	107	9	we	we	PRON
bracis-19060	107	10	show	show	VERB
bracis-19060	107	11	to	to	ADP
bracis-19060	107	12	the	the	DET
bracis-19060	107	13	specialists	specialist	NOUN
bracis-19060	107	14	a	a	DET
bracis-19060	107	15	face	face	NOUN
bracis-19060	107	16	and	and	CCONJ
bracis-19060	107	17	the	the	DET
bracis-19060	107	18	bounding	bounding	NOUN
bracis-19060	107	19	boxes	box	NOUN
bracis-19060	107	20	produced	produce	VERB
bracis-19060	107	21	by	by	ADP
bracis-19060	107	22	all	all	DET
bracis-19060	107	23	detectors	detector	NOUN
bracis-19060	107	24	,	,	PUNCT
bracis-19060	107	25	thus	thus	ADV
bracis-19060	107	26	selecting	select	VERB
bracis-19060	107	27	their	their	PRON
bracis-19060	107	28	performances	performance	NOUN
bracis-19060	107	29	based	base	VERB
bracis-19060	107	30	on	on	ADP
bracis-19060	107	31	four	four	NUM
bracis-19060	107	32	possibilities	possibility	NOUN
bracis-19060	107	33	.	.	PUNCT
bracis-19060	108	1	true	true	ADJ
bracis-19060	108	2	positive	positive	ADJ
bracis-19060	108	3	(	(	PUNCT
bracis-19060	108	4	tp	tp	NOUN
bracis-19060	108	5	)	)	PUNCT
bracis-19060	108	6	happens	happen	VERB
bracis-19060	108	7	when	when	SCONJ
bracis-19060	108	8	the	the	DET
bracis-19060	108	9	bounding	bounding	NOUN
bracis-19060	108	10	box	box	NOUN
bracis-19060	108	11	highlights	highlight	NOUN
bracis-19060	108	12	an	an	DET
bracis-19060	108	13	actual	actual	ADJ
bracis-19060	108	14	face	face	NOUN
bracis-19060	108	15	.	.	PUNCT
bracis-19060	109	1	in	in	ADP
bracis-19060	109	2	turn	turn	NOUN
bracis-19060	109	3	,	,	PUNCT
bracis-19060	109	4	if	if	SCONJ
bracis-19060	109	5	a	a	DET
bracis-19060	109	6	bounding	bounding	NOUN
bracis-19060	109	7	box	box	NOUN
bracis-19060	109	8	is	be	AUX
bracis-19060	109	9	drawn	draw	VERB
bracis-19060	109	10	on	on	ADP
bracis-19060	109	11	a	a	DET
bracis-19060	109	12	region	region	NOUN
bracis-19060	109	13	without	without	ADP
bracis-19060	109	14	a	a	DET
bracis-19060	109	15	face	face	NOUN
bracis-19060	109	16	,	,	PUNCT
bracis-19060	109	17	the	the	DET
bracis-19060	109	18	specialists	specialist	NOUN
bracis-19060	109	19	set	set	VERB
bracis-19060	109	20	it	it	PRON
bracis-19060	109	21	as	as	ADP
bracis-19060	109	22	false	false	ADJ
bracis-19060	109	23	positive	positive	ADJ
bracis-19060	109	24	(	(	PUNCT
bracis-19060	109	25	fp	fp	NOUN
bracis-19060	109	26	)	)	PUNCT
bracis-19060	109	27	.	.	PUNCT
bracis-19060	110	1	a	a	DET
bracis-19060	110	2	true	true	ADJ
bracis-19060	110	3	negative	negative	ADJ
bracis-19060	110	4	option	option	NOUN
bracis-19060	110	5	is	be	AUX
bracis-19060	110	6	used	use	VERB
bracis-19060	110	7	to	to	PART
bracis-19060	110	8	confirm	confirm	VERB
bracis-19060	110	9	when	when	SCONJ
bracis-19060	110	10	no	no	DET
bracis-19060	110	11	bounding	bounding	NOUN
bracis-19060	110	12	box	box	NOUN
bracis-19060	110	13	is	be	AUX
bracis-19060	110	14	drawn	draw	VERB
bracis-19060	110	15	on	on	ADP
bracis-19060	110	16	an	an	DET
bracis-19060	110	17	image	image	NOUN
bracis-19060	110	18	without	without	ADP
bracis-19060	110	19	a	a	DET
bracis-19060	110	20	face	face	NOUN
bracis-19060	110	21	.	.	PUNCT
bracis-19060	111	1	it	it	PRON
bracis-19060	111	2	usually	usually	ADV
bracis-19060	111	3	happens	happen	VERB
bracis-19060	111	4	when	when	SCONJ
bracis-19060	111	5	the	the	DET
bracis-19060	111	6	camera	camera	NOUN
bracis-19060	111	7	is	be	AUX
bracis-19060	111	8	wrongly	wrongly	ADV
bracis-19060	111	9	positioned	position	VERB
bracis-19060	111	10	or	or	CCONJ
bracis-19060	111	11	triggered	trigger	VERB
bracis-19060	111	12	.	.	PUNCT
bracis-19060	112	1	finally	finally	ADV
bracis-19060	112	2	,	,	PUNCT
bracis-19060	112	3	false	false	ADJ
bracis-19060	112	4	negative	negative	ADJ
bracis-19060	112	5	characterizes	characterize	VERB
bracis-19060	112	6	situations	situation	NOUN
bracis-19060	112	7	when	when	SCONJ
bracis-19060	112	8	the	the	DET
bracis-19060	112	9	face	face	NOUN
bracis-19060	112	10	detectors	detector	NOUN
bracis-19060	112	11	do	do	AUX
bracis-19060	112	12	not	not	PART
bracis-19060	112	13	find	find	VERB
bracis-19060	112	14	an	an	DET
bracis-19060	112	15	existing	exist	VERB
bracis-19060	112	16	face	face	NOUN
bracis-19060	112	17	.	.	PUNCT
bracis-19060	113	1	after	after	ADP
bracis-19060	113	2	performing	perform	VERB
bracis-19060	113	3	this	this	DET
bracis-19060	113	4	step	step	NOUN
bracis-19060	113	5	,	,	PUNCT
bracis-19060	113	6	we	we	PRON
bracis-19060	113	7	have	have	VERB
bracis-19060	113	8	a	a	DET
bracis-19060	113	9	contingency	contingency	NOUN
bracis-19060	113	10	matrix	matrix	NOUN
bracis-19060	113	11	,	,	PUNCT
bracis-19060	113	12	which	which	PRON
bracis-19060	113	13	is	be	AUX
bracis-19060	113	14	considered	consider	VERB
bracis-19060	113	15	to	to	PART
bracis-19060	113	16	assess	assess	VERB
bracis-19060	113	17	our	our	PRON
bracis-19060	113	18	hypothesis	hypothesis	NOUN
bracis-19060	113	19	.	.	PUNCT
bracis-19060	114	1	aiming	aim	VERB
bracis-19060	114	2	at	at	ADP
bracis-19060	114	3	respecting	respect	VERB
bracis-19060	114	4	the	the	DET
bracis-19060	114	5	users	user	NOUN
bracis-19060	114	6	’	’	PART
bracis-19060	114	7	privacy	privacy	NOUN
bracis-19060	114	8	and	and	CCONJ
bracis-19060	114	9	due	due	ADP
bracis-19060	114	10	to	to	ADP
bracis-19060	114	11	the	the	DET
bracis-19060	114	12	brazilian	brazilian	ADJ
bracis-19060	114	13	general	general	ADJ
bracis-19060	114	14	personal	personal	PROPN
bracis-19060	114	15	data	data	PROPN
bracis-19060	114	16	protection	protection	NOUN
bracis-19060	114	17	law	law	NOUN
bracis-19060	114	18	(	(	PUNCT
bracis-19060	114	19	lgpd	lgpd	PROPN
bracis-19060	114	20	)	)	PUNCT
bracis-19060	114	21	,	,	PUNCT
bracis-19060	114	22	the	the	DET
bracis-19060	114	23	resultant	resultant	NOUN
bracis-19060	114	24	dataset	dataset	NOUN
bracis-19060	114	25	can	can	AUX
bracis-19060	114	26	not	not	PART
bracis-19060	114	27	be	be	AUX
bracis-19060	114	28	shared	share	VERB
bracis-19060	114	29	.	.	PUNCT
bracis-19060	115	1	we	we	PRON
bracis-19060	115	2	emphasize	emphasize	VERB
bracis-19060	115	3	all	all	DET
bracis-19060	115	4	images	image	NOUN
bracis-19060	115	5	were	be	AUX
bracis-19060	115	6	manipulated	manipulate	VERB
bracis-19060	115	7	by	by	ADP
bracis-19060	115	8	authorized	authorize	VERB
bracis-19060	115	9	employees	employee	NOUN
bracis-19060	115	10	from	from	ADP
bracis-19060	115	11	integra	integra	PROPN
bracis-19060	115	12	and	and	CCONJ
bracis-19060	115	13	the	the	DET
bracis-19060	115	14	researchers	researcher	NOUN
bracis-19060	115	15	associated	associate	VERB
bracis-19060	115	16	with	with	ADP
bracis-19060	115	17	this	this	DET
bracis-19060	115	18	researcher	researcher	NOUN
bracis-19060	115	19	,	,	PUNCT
bracis-19060	115	20	respecting	respect	VERB
bracis-19060	115	21	the	the	DET
bracis-19060	115	22	lgpd	lgpd	ADJ
bracis-19060	115	23	requirements	requirement	NOUN
bracis-19060	115	24	.	.	PUNCT
bracis-19060	116	1	if	if	SCONJ
bracis-19060	116	2	the	the	DET
bracis-19060	116	3	reviewers	reviewer	NOUN
bracis-19060	116	4	deem	deem	VERB
bracis-19060	116	5	it	it	PRON
bracis-19060	116	6	is	be	AUX
bracis-19060	116	7	necessary	necessary	ADJ
bracis-19060	116	8	to	to	PART
bracis-19060	116	9	audit	audit	VERB
bracis-19060	116	10	the	the	DET
bracis-19060	116	11	dataset	dataset	NOUN
bracis-19060	116	12	,	,	PUNCT
bracis-19060	116	13	the	the	DET
bracis-19060	116	14	program	program	NOUN
bracis-19060	116	15	chairs	chair	NOUN
bracis-19060	116	16	of	of	ADP
bracis-19060	116	17	the	the	DET
bracis-19060	116	18	conference	conference	NOUN
bracis-19060	116	19	can	can	AUX
bracis-19060	116	20	contact	contact	VERB
bracis-19060	116	21	us	we	PRON
bracis-19060	116	22	to	to	PART
bracis-19060	116	23	have	have	VERB
bracis-19060	116	24	access	access	NOUN
bracis-19060	116	25	to	to	ADP
bracis-19060	116	26	images	image	NOUN
bracis-19060	116	27	,	,	PUNCT
bracis-19060	116	28	bounding	bounding	NOUN
bracis-19060	116	29	boxes	box	NOUN
bracis-19060	116	30	,	,	PUNCT
bracis-19060	116	31	and	and	CCONJ
bracis-19060	116	32	labels	label	NOUN
bracis-19060	116	33	,	,	PUNCT
bracis-19060	116	34	always	always	ADV
bracis-19060	116	35	respecting	respect	VERB
bracis-19060	116	36	the	the	DET
bracis-19060	116	37	lgpd	lgpd	ADJ
bracis-19060	116	38	requirements	requirement	NOUN
bracis-19060	116	39	.	.	PUNCT
bracis-19060	117	1	3.2	3.2	NUM
bracis-19060	117	2	face	face	NOUN
bracis-19060	117	3	detection	detection	NOUN
bracis-19060	117	4	models	model	NOUN
bracis-19060	117	5	the	the	DET
bracis-19060	117	6	detection	detection	NOUN
bracis-19060	117	7	of	of	ADP
bracis-19060	117	8	faces	face	NOUN
bracis-19060	117	9	in	in	ADP
bracis-19060	117	10	images	image	NOUN
bracis-19060	117	11	is	be	AUX
bracis-19060	117	12	a	a	DET
bracis-19060	117	13	challenging	challenging	ADJ
bracis-19060	117	14	task	task	NOUN
bracis-19060	117	15	in	in	ADP
bracis-19060	117	16	the	the	DET
bracis-19060	117	17	computer	computer	NOUN
bracis-19060	117	18	vision	vision	NOUN
bracis-19060	117	19	area	area	NOUN
bracis-19060	117	20	and	and	CCONJ
bracis-19060	117	21	is	be	AUX
bracis-19060	117	22	considered	consider	VERB
bracis-19060	117	23	an	an	DET
bracis-19060	117	24	instance	instance	NOUN
bracis-19060	117	25	of	of	ADP
bracis-19060	117	26	object	object	NOUN
bracis-19060	117	27	detection	detection	NOUN
bracis-19060	117	28	in	in	ADP
bracis-19060	117	29	general	general	ADJ
bracis-19060	117	30	.	.	PUNCT
bracis-19060	118	1	recent	recent	ADJ
bracis-19060	118	2	advances	advance	NOUN
bracis-19060	118	3	in	in	ADP
bracis-19060	118	4	this	this	DET
bracis-19060	118	5	area	area	NOUN
bracis-19060	118	6	,	,	PUNCT
bracis-19060	118	7	especially	especially	ADV
bracis-19060	118	8	with	with	ADP
bracis-19060	118	9	the	the	DET
bracis-19060	118	10	advent	advent	NOUN
bracis-19060	118	11	of	of	ADP
bracis-19060	118	12	convolutional	convolutional	ADJ
bracis-19060	118	13	neural	neural	ADJ
bracis-19060	118	14	networks	network	NOUN
bracis-19060	118	15	(	(	PUNCT
bracis-19060	118	16	cnns	cnns	PROPN
bracis-19060	118	17	)	)	PUNCT
bracis-19060	118	18	,	,	PUNCT
bracis-19060	118	19	have	have	AUX
bracis-19060	118	20	allowed	allow	VERB
bracis-19060	118	21	performing	perform	VERB
bracis-19060	118	22	this	this	DET
bracis-19060	118	23	task	task	NOUN
bracis-19060	118	24	with	with	ADP
bracis-19060	118	25	great	great	ADJ
bracis-19060	118	26	performance	performance	NOUN
bracis-19060	118	27	,	,	PUNCT
bracis-19060	118	28	even	even	ADV
bracis-19060	118	29	in	in	ADP
bracis-19060	118	30	a	a	DET
bracis-19060	118	31	situation	situation	NOUN
bracis-19060	118	32	characterized	characterize	VERB
bracis-19060	118	33	by	by	ADP
bracis-19060	118	34	,	,	PUNCT
bracis-19060	118	35	for	for	ADP
bracis-19060	118	36	example	example	NOUN
bracis-19060	118	37	,	,	PUNCT
bracis-19060	118	38	face	face	NOUN
bracis-19060	118	39	rotation	rotation	NOUN
bracis-19060	118	40	,	,	PUNCT
bracis-19060	118	41	and	and	CCONJ
bracis-19060	118	42	occlusion	occlusion	NOUN
bracis-19060	118	43	(	(	PUNCT
bracis-19060	118	44	e.g.	e.g.	ADV
bracis-19060	118	45	hat	hat	NOUN
bracis-19060	118	46	,	,	PUNCT
bracis-19060	118	47	cap	cap	NOUN
bracis-19060	118	48	,	,	PUNCT
bracis-19060	118	49	and	and	CCONJ
bracis-19060	118	50	glass	glass	NOUN
bracis-19060	118	51	)	)	PUNCT
bracis-19060	118	52	.	.	PUNCT
bracis-19060	119	1	based	base	VERB
bracis-19060	119	2	on	on	ADP
bracis-19060	119	3	the	the	DET
bracis-19060	119	4	literature	literature	NOUN
bracis-19060	119	5	,	,	PUNCT
bracis-19060	119	6	approaches	approach	NOUN
bracis-19060	119	7	designed	design	VERB
bracis-19060	119	8	to	to	PART
bracis-19060	119	9	detect	detect	VERB
bracis-19060	119	10	face	face	NOUN
bracis-19060	119	11	are	be	AUX
bracis-19060	119	12	,	,	PUNCT
bracis-19060	119	13	usually	usually	ADV
bracis-19060	119	14	,	,	PUNCT
bracis-19060	119	15	less	less	ADV
bracis-19060	119	16	complex	complex	ADJ
bracis-19060	119	17	than	than	ADP
bracis-19060	119	18	those	those	PRON
bracis-19060	119	19	considered	consider	VERB
bracis-19060	119	20	to	to	PART
bracis-19060	119	21	look	look	VERB
bracis-19060	119	22	for	for	ADP
bracis-19060	119	23	several	several	ADJ
bracis-19060	119	24	objects	object	NOUN
bracis-19060	119	25	in	in	ADP
bracis-19060	119	26	images	image	NOUN
bracis-19060	119	27	.	.	PUNCT
bracis-19060	120	1	next	next	ADV
bracis-19060	120	2	,	,	PUNCT
bracis-19060	120	3	we	we	PRON
bracis-19060	120	4	show	show	VERB
bracis-19060	120	5	three	three	NUM
bracis-19060	120	6	models	model	NOUN
bracis-19060	120	7	widely	widely	ADV
bracis-19060	120	8	used	use	VERB
bracis-19060	120	9	to	to	PART
bracis-19060	120	10	do	do	VERB
bracis-19060	120	11	so	so	ADV
bracis-19060	120	12	.	.	PUNCT
bracis-19060	121	1	the	the	DET
bracis-19060	121	2	first	first	ADJ
bracis-19060	121	3	approach	approach	NOUN
bracis-19060	121	4	considered	consider	VERB
bracis-19060	121	5	in	in	ADP
bracis-19060	121	6	our	our	PRON
bracis-19060	121	7	experiments	experiment	NOUN
bracis-19060	121	8	was	be	AUX
bracis-19060	121	9	yolo	yolo	ADJ
bracis-19060	121	10	(	(	PUNCT
bracis-19060	121	11	you	you	PRON
bracis-19060	121	12	only	only	ADV
bracis-19060	121	13	look	look	VERB
bracis-19060	121	14	once	once	ADV
bracis-19060	121	15	)	)	PUNCT
bracis-19060	121	16	 	 	SPACE
bracis-19060	122	1	[	[	X
bracis-19060	122	2	18	18	NUM
bracis-19060	122	3	]	]	PUNCT
bracis-19060	122	4	,	,	PUNCT
bracis-19060	122	5	which	which	PRON
bracis-19060	122	6	is	be	AUX
bracis-19060	122	7	a	a	DET
bracis-19060	122	8	cnn	cnn	NOUN
bracis-19060	122	9	with	with	ADP
bracis-19060	122	10	26	26	NUM
bracis-19060	122	11	convolutional	convolutional	ADJ
bracis-19060	122	12	,	,	PUNCT
bracis-19060	122	13	4	4	NUM
bracis-19060	122	14	pooling	pooling	NOUN
bracis-19060	122	15	,	,	PUNCT
bracis-19060	122	16	and	and	CCONJ
bracis-19060	122	17	2	2	NUM
bracis-19060	122	18	full	full	ADJ
bracis-19060	122	19	connected	connected	ADJ
bracis-19060	122	20	layers	layer	NOUN
bracis-19060	122	21	.	.	PUNCT
bracis-19060	123	1	the	the	DET
bracis-19060	123	2	face	face	NOUN
bracis-19060	123	3	detection	detection	NOUN
bracis-19060	123	4	is	be	AUX
bracis-19060	123	5	essentially	essentially	ADV
bracis-19060	123	6	performed	perform	VERB
bracis-19060	123	7	by	by	ADP
bracis-19060	123	8	a	a	DET
bracis-19060	123	9	fast	fast	ADJ
bracis-19060	123	10	regression	regression	NOUN
bracis-19060	123	11	task	task	NOUN
bracis-19060	123	12	,	,	PUNCT
bracis-19060	123	13	which	which	PRON
bracis-19060	123	14	provides	provide	VERB
bracis-19060	123	15	high	high	ADJ
bracis-19060	123	16	performance	performance	NOUN
bracis-19060	123	17	.	.	PUNCT
bracis-19060	124	1	in	in	ADP
bracis-19060	124	2	summary	summary	NOUN
bracis-19060	124	3	,	,	PUNCT
bracis-19060	124	4	yolo	yolo	PROPN
bracis-19060	124	5	analyzes	analyze	VERB
bracis-19060	124	6	the	the	DET
bracis-19060	124	7	image	image	NOUN
bracis-19060	124	8	as	as	ADP
bracis-19060	124	9	a	a	DET
bracis-19060	124	10	grid	grid	NOUN
bracis-19060	124	11	,	,	PUNCT
bracis-19060	124	12	in	in	ADP
bracis-19060	124	13	which	which	PRON
bracis-19060	124	14	every	every	DET
bracis-19060	124	15	piece	piece	NOUN
bracis-19060	124	16	is	be	AUX
bracis-19060	124	17	considered	consider	VERB
bracis-19060	124	18	to	to	PART
bracis-19060	124	19	predict	predict	VERB
bracis-19060	124	20	a	a	DET
bracis-19060	124	21	bounding	bounding	NOUN
bracis-19060	124	22	box	box	NOUN
bracis-19060	124	23	and	and	CCONJ
bracis-19060	124	24	define	define	VERB
bracis-19060	124	25	a	a	DET
bracis-19060	124	26	confidence	confidence	NOUN
bracis-19060	124	27	level	level	NOUN
bracis-19060	124	28	to	to	PART
bracis-19060	124	29	estimate	estimate	VERB
bracis-19060	124	30	the	the	DET
bracis-19060	124	31	presence	presence	NOUN
bracis-19060	124	32	of	of	ADP
bracis-19060	124	33	objects	object	NOUN
bracis-19060	124	34	.	.	PUNCT
bracis-19060	125	1	the	the	DET
bracis-19060	125	2	pre	pre	ADJ
bracis-19060	125	3	-	-	ADJ
bracis-19060	125	4	trained	train	VERB
bracis-19060	125	5	model	model	NOUN
bracis-19060	125	6	considered	consider	VERB
bracis-19060	125	7	in	in	ADP
bracis-19060	125	8	our	our	PRON
bracis-19060	125	9	evaluation	evaluation	NOUN
bracis-19060	125	10	was	be	AUX
bracis-19060	125	11	based	base	VERB
bracis-19060	125	12	on	on	ADP
bracis-19060	125	13	the	the	DET
bracis-19060	125	14	wider	wide	ADJ
bracis-19060	125	15	face	face	NOUN
bracis-19060	125	16	dataset	dataset	NOUN
bracis-19060	125	17	 	 	SPACE
bracis-19060	126	1	[	[	X
bracis-19060	126	2	24	24	NUM
bracis-19060	126	3	]	]	PUNCT
bracis-19060	126	4	.	.	PUNCT
bracis-19060	127	1	the	the	DET
bracis-19060	127	2	second	second	ADJ
bracis-19060	127	3	approach	approach	NOUN
bracis-19060	127	4	is	be	AUX
bracis-19060	127	5	called	call	VERB
bracis-19060	127	6	multi	multi	ADJ
bracis-19060	127	7	-	-	ADJ
bracis-19060	127	8	task	task	ADJ
bracis-19060	127	9	cascaded	cascade	VERB
bracis-19060	127	10	convolutional	convolutional	ADJ
bracis-19060	127	11	neural	neural	ADJ
bracis-19060	127	12	network	network	NOUN
bracis-19060	127	13	(	(	PUNCT
bracis-19060	127	14	mtcnn	mtcnn	PROPN
bracis-19060	127	15	)	)	PUNCT
bracis-19060	127	16	 	 	SPACE
bracis-19060	128	1	[	[	X
bracis-19060	128	2	26	26	NUM
bracis-19060	128	3	]	]	X
bracis-19060	128	4	,	,	PUNCT
bracis-19060	128	5	which	which	PRON
bracis-19060	128	6	is	be	AUX
bracis-19060	128	7	based	base	VERB
bracis-19060	128	8	on	on	ADP
bracis-19060	128	9	3	3	NUM
bracis-19060	128	10	steps	step	NOUN
bracis-19060	128	11	.	.	PUNCT
bracis-19060	129	1	the	the	DET
bracis-19060	129	2	fist	fist	NOUN
bracis-19060	129	3	one	one	NOUN
bracis-19060	129	4	,	,	PUNCT
bracis-19060	129	5	referred	refer	VERB
bracis-19060	129	6	to	to	ADP
bracis-19060	129	7	as	as	ADP
bracis-19060	129	8	p	p	NOUN
bracis-19060	129	9	-	-	PUNCT
bracis-19060	129	10	net	net	NOUN
bracis-19060	129	11	,	,	PUNCT
bracis-19060	129	12	contains	contain	VERB
bracis-19060	129	13	three	three	NUM
bracis-19060	129	14	convolutional	convolutional	ADJ
bracis-19060	129	15	layers	layer	NOUN
bracis-19060	129	16	with	with	ADP
bracis-19060	129	17	10	10	NUM
bracis-19060	129	18	,	,	PUNCT
bracis-19060	129	19	16	16	NUM
bracis-19060	129	20	,	,	PUNCT
bracis-19060	129	21	and	and	CCONJ
bracis-19060	129	22	32	32	NUM
bracis-19060	129	23	filters	filter	NOUN
bracis-19060	129	24	and	and	CCONJ
bracis-19060	129	25	a	a	DET
bracis-19060	129	26	pooling	pool	VERB
bracis-19060	129	27	layer	layer	NOUN
bracis-19060	129	28	.	.	PUNCT
bracis-19060	130	1	the	the	DET
bracis-19060	130	2	second	second	ADJ
bracis-19060	130	3	one	one	NOUN
bracis-19060	130	4	is	be	AUX
bracis-19060	130	5	called	call	VERB
bracis-19060	130	6	r	r	NOUN
bracis-19060	130	7	-	-	NOUN
bracis-19060	130	8	net	net	NOUN
bracis-19060	130	9	and	and	CCONJ
bracis-19060	130	10	composed	compose	VERB
bracis-19060	130	11	of	of	ADP
bracis-19060	130	12	three	three	NUM
bracis-19060	130	13	convolutional	convolutional	ADJ
bracis-19060	130	14	layers	layer	NOUN
bracis-19060	130	15	with	with	ADP
bracis-19060	130	16	28	28	NUM
bracis-19060	130	17	,	,	PUNCT
bracis-19060	130	18	48	48	NUM
bracis-19060	130	19	,	,	PUNCT
bracis-19060	130	20	and	and	CCONJ
bracis-19060	130	21	64	64	NUM
bracis-19060	130	22	filters	filter	NOUN
bracis-19060	130	23	,	,	PUNCT
bracis-19060	130	24	two	two	NUM
bracis-19060	130	25	pooling	pool	VERB
bracis-19060	130	26	layers	layer	NOUN
bracis-19060	130	27	,	,	PUNCT
bracis-19060	130	28	and	and	CCONJ
bracis-19060	130	29	a	a	DET
bracis-19060	130	30	full	full	ADV
bracis-19060	130	31	-	-	PUNCT
bracis-19060	130	32	connected	connect	VERB
bracis-19060	130	33	layer	layer	NOUN
bracis-19060	130	34	.	.	PUNCT
bracis-19060	131	1	finally	finally	ADV
bracis-19060	131	2	,	,	PUNCT
bracis-19060	131	3	the	the	DET
bracis-19060	131	4	last	last	ADJ
bracis-19060	131	5	step	step	NOUN
bracis-19060	131	6	,	,	PUNCT
bracis-19060	131	7	known	know	VERB
bracis-19060	131	8	as	as	ADP
bracis-19060	131	9	o	o	NOUN
bracis-19060	131	10	-	-	NOUN
bracis-19060	131	11	net	net	ADJ
bracis-19060	131	12	,	,	PUNCT
bracis-19060	131	13	is	be	AUX
bracis-19060	131	14	characterized	characterize	VERB
bracis-19060	131	15	for	for	ADP
bracis-19060	131	16	presenting	present	VERB
bracis-19060	131	17	four	four	NUM
bracis-19060	131	18	convolutional	convolutional	ADJ
bracis-19060	131	19	layers	layer	NOUN
bracis-19060	131	20	along	along	ADP
bracis-19060	131	21	with	with	ADP
bracis-19060	131	22	32	32	NUM
bracis-19060	131	23	,	,	PUNCT
bracis-19060	131	24	64	64	NUM
bracis-19060	131	25	,	,	PUNCT
bracis-19060	131	26	64	64	NUM
bracis-19060	131	27	,	,	PUNCT
bracis-19060	131	28	and	and	CCONJ
bracis-19060	131	29	128	128	NUM
bracis-19060	131	30	filters	filter	NOUN
bracis-19060	131	31	.	.	PUNCT
bracis-19060	132	1	moreover	moreover	ADV
bracis-19060	132	2	,	,	PUNCT
bracis-19060	132	3	it	it	PRON
bracis-19060	132	4	has	have	VERB
bracis-19060	132	5	3	3	NUM
bracis-19060	132	6	pooling	pooling	NOUN
bracis-19060	132	7	and	and	CCONJ
bracis-19060	132	8	1	1	NUM
bracis-19060	132	9	full	full	ADV
bracis-19060	132	10	-	-	PUNCT
bracis-19060	132	11	connected	connect	VERB
bracis-19060	132	12	layers	layer	NOUN
bracis-19060	132	13	.	.	PUNCT
bracis-19060	133	1	p	p	X
bracis-19060	133	2	-	-	PUNCT
bracis-19060	133	3	net	net	NOUN
bracis-19060	133	4	is	be	AUX
bracis-19060	133	5	designed	design	VERB
bracis-19060	133	6	to	to	PART
bracis-19060	133	7	detect	detect	VERB
bracis-19060	133	8	candidate	candidate	NOUN
bracis-19060	133	9	faces	face	NOUN
bracis-19060	133	10	initially	initially	ADV
bracis-19060	133	11	and	and	CCONJ
bracis-19060	133	12	its	its	PRON
bracis-19060	133	13	results	result	NOUN
bracis-19060	133	14	are	be	AUX
bracis-19060	133	15	refined	refine	VERB
bracis-19060	133	16	by	by	ADP
bracis-19060	133	17	r	r	NOUN
bracis-19060	133	18	-	-	NOUN
bracis-19060	133	19	net	net	NOUN
bracis-19060	133	20	that	that	PRON
bracis-19060	133	21	removes	remove	VERB
bracis-19060	133	22	regions	region	NOUN
bracis-19060	133	23	whose	whose	DET
bracis-19060	133	24	presence	presence	NOUN
bracis-19060	133	25	of	of	ADP
bracis-19060	133	26	faces	face	NOUN
bracis-19060	133	27	is	be	AUX
bracis-19060	133	28	highly	highly	ADV
bracis-19060	133	29	unlikely	unlikely	ADJ
bracis-19060	133	30	.	.	PUNCT
bracis-19060	134	1	then	then	ADV
bracis-19060	134	2	,	,	PUNCT
bracis-19060	134	3	o	o	ADJ
bracis-19060	134	4	-	-	ADJ
bracis-19060	134	5	net	net	ADJ
bracis-19060	134	6	detects	detect	NOUN
bracis-19060	134	7	the	the	DET
bracis-19060	134	8	faces	face	NOUN
bracis-19060	134	9	and	and	CCONJ
bracis-19060	134	10	provides	provide	VERB
bracis-19060	134	11	five	five	NUM
bracis-19060	134	12	reference	reference	NOUN
bracis-19060	134	13	points	point	NOUN
bracis-19060	134	14	.	.	PUNCT
bracis-19060	135	1	in	in	ADP
bracis-19060	135	2	our	our	PRON
bracis-19060	135	3	scenario	scenario	NOUN
bracis-19060	135	4	,	,	PUNCT
bracis-19060	135	5	we	we	PRON
bracis-19060	135	6	have	have	AUX
bracis-19060	135	7	considered	consider	VERB
bracis-19060	135	8	a	a	DET
bracis-19060	135	9	pre	pre	ADJ
bracis-19060	135	10	-	-	ADJ
bracis-19060	135	11	trained	train	VERB
bracis-19060	135	12	model	model	NOUN
bracis-19060	135	13	that	that	PRON
bracis-19060	135	14	was	be	AUX
bracis-19060	135	15	adjusted	adjust	VERB
bracis-19060	135	16	on	on	ADP
bracis-19060	135	17	the	the	DET
bracis-19060	135	18	datasets	dataset	NOUN
bracis-19060	135	19	face	face	VERB
bracis-19060	135	20	detection	detection	NOUN
bracis-19060	135	21	benchmark	benchmark	NOUN
bracis-19060	135	22	 	 	SPACE
bracis-19060	136	1	[	[	X
bracis-19060	136	2	11	11	NUM
bracis-19060	136	3	]	]	PUNCT
bracis-19060	136	4	and	and	CCONJ
bracis-19060	136	5	wider	wide	ADJ
bracis-19060	136	6	face	face	NOUN
bracis-19060	136	7	 	 	SPACE
bracis-19060	137	1	[	[	X
bracis-19060	137	2	24	24	NUM
bracis-19060	137	3	]	]	PUNCT
bracis-19060	137	4	.	.	PUNCT
bracis-19060	138	1	the	the	DET
bracis-19060	138	2	third	third	ADJ
bracis-19060	138	3	approach	approach	NOUN
bracis-19060	138	4	used	use	VERB
bracis-19060	138	5	in	in	ADP
bracis-19060	138	6	our	our	PRON
bracis-19060	138	7	experiments	experiment	NOUN
bracis-19060	138	8	was	be	AUX
bracis-19060	138	9	resnet-33	resnet-33	NOUN
bracis-19060	138	10	 	 	SPACE
bracis-19060	138	11	[	[	X
bracis-19060	138	12	10	10	NUM
bracis-19060	138	13	]	]	PUNCT
bracis-19060	138	14	,	,	PUNCT
bracis-19060	138	15	which	which	PRON
bracis-19060	138	16	is	be	AUX
bracis-19060	138	17	based	base	VERB
bracis-19060	138	18	on	on	ADP
bracis-19060	138	19	region	region	NOUN
bracis-19060	138	20	proposal	proposal	NOUN
bracis-19060	138	21	network	network	NOUN
bracis-19060	138	22	(	(	PUNCT
bracis-19060	138	23	rpn	rpn	PROPN
bracis-19060	138	24	)	)	PUNCT
bracis-19060	138	25	to	to	PART
bracis-19060	138	26	define	define	VERB
bracis-19060	138	27	bounding	bounding	NOUN
bracis-19060	138	28	boxes	box	NOUN
bracis-19060	138	29	and	and	CCONJ
bracis-19060	138	30	reference	reference	NOUN
bracis-19060	138	31	points	point	NOUN
bracis-19060	138	32	.	.	PUNCT
bracis-19060	139	1	the	the	DET
bracis-19060	139	2	architecture	architecture	NOUN
bracis-19060	139	3	considered	consider	VERB
bracis-19060	139	4	by	by	ADP
bracis-19060	139	5	resnet	resnet	NOUN
bracis-19060	139	6	uses	use	VERB
bracis-19060	139	7	a	a	DET
bracis-19060	139	8	shared	share	VERB
bracis-19060	139	9	memory	memory	NOUN
bracis-19060	139	10	strategy	strategy	NOUN
bracis-19060	139	11	,	,	PUNCT
bracis-19060	139	12	aiming	aim	VERB
bracis-19060	139	13	at	at	ADP
bracis-19060	139	14	making	make	VERB
bracis-19060	139	15	the	the	DET
bracis-19060	139	16	face	face	NOUN
bracis-19060	139	17	map	map	NOUN
bracis-19060	139	18	available	available	ADJ
bracis-19060	139	19	to	to	ADP
bracis-19060	139	20	all	all	DET
bracis-19060	139	21	convolutional	convolutional	ADJ
bracis-19060	139	22	layers	layer	NOUN
bracis-19060	139	23	.	.	PUNCT
bracis-19060	140	1	firstly	firstly	ADV
bracis-19060	140	2	,	,	PUNCT
bracis-19060	140	3	there	there	PRON
bracis-19060	140	4	is	be	VERB
bracis-19060	140	5	a	a	DET
bracis-19060	140	6	fast	fast	ADJ
bracis-19060	140	7	zf	zf	NOUN
bracis-19060	140	8	-	-	PUNCT
bracis-19060	140	9	net(zeiler	net(zeiler	NOUN
bracis-19060	140	10	and	and	CCONJ
bracis-19060	140	11	fergus	fergus	PROPN
bracis-19060	140	12	model	model	PROPN
bracis-19060	140	13	)	)	PUNCT
bracis-19060	140	14	with	with	ADP
bracis-19060	140	15	five	five	NUM
bracis-19060	140	16	convolutional	convolutional	ADJ
bracis-19060	140	17	and	and	CCONJ
bracis-19060	140	18	three	three	NUM
bracis-19060	140	19	full	full	ADV
bracis-19060	140	20	-	-	PUNCT
bracis-19060	140	21	connected	connected	ADJ
bracis-19060	140	22	layers	layer	NOUN
bracis-19060	140	23	.	.	PUNCT
bracis-19060	141	1	then	then	ADV
bracis-19060	141	2	,	,	PUNCT
bracis-19060	141	3	there	there	PRON
bracis-19060	141	4	is	be	VERB
bracis-19060	141	5	a	a	DET
bracis-19060	141	6	vgg-16	vgg-16	NOUN
bracis-19060	141	7	architecture	architecture	NOUN
bracis-19060	141	8	 	 	SPACE
bracis-19060	142	1	[	[	X
bracis-19060	142	2	19	19	NUM
bracis-19060	142	3	]	]	PUNCT
bracis-19060	142	4	with	with	ADP
bracis-19060	142	5	13	13	NUM
bracis-19060	142	6	convolutional	convolutional	ADJ
bracis-19060	142	7	and	and	CCONJ
bracis-19060	142	8	3	3	NUM
bracis-19060	142	9	full	full	ADV
bracis-19060	142	10	-	-	PUNCT
bracis-19060	142	11	connected	connect	VERB
bracis-19060	142	12	layers	layer	NOUN
bracis-19060	142	13	.	.	PUNCT
bracis-19060	143	1	the	the	DET
bracis-19060	143	2	model	model	NOUN
bracis-19060	143	3	used	use	VERB
bracis-19060	143	4	in	in	ADP
bracis-19060	143	5	our	our	PRON
bracis-19060	143	6	analyses	analysis	NOUN
bracis-19060	143	7	was	be	AUX
bracis-19060	143	8	previously	previously	ADV
bracis-19060	143	9	trained	train	VERB
bracis-19060	143	10	on	on	ADP
bracis-19060	143	11	the	the	DET
bracis-19060	143	12	dataset	dataset	NOUN
bracis-19060	143	13	wider	wide	ADJ
bracis-19060	143	14	face	face	NOUN
bracis-19060	143	15	,	,	PUNCT
bracis-19060	143	16	as	as	ADV
bracis-19060	143	17	well	well	ADV
bracis-19060	143	18	.	.	PUNCT
bracis-19060	144	1	3.3	3.3	NUM
bracis-19060	144	2	validation	validation	NOUN
bracis-19060	144	3	metrics	metric	NOUN
bracis-19060	144	4	aiming	aim	VERB
bracis-19060	144	5	at	at	ADP
bracis-19060	144	6	assessing	assess	VERB
bracis-19060	144	7	the	the	DET
bracis-19060	144	8	contingency	contingency	NOUN
bracis-19060	144	9	matrix	matrix	NOUN
bracis-19060	144	10	produced	produce	VERB
bracis-19060	144	11	by	by	ADP
bracis-19060	144	12	comparing	compare	VERB
bracis-19060	144	13	the	the	DET
bracis-19060	144	14	results	result	NOUN
bracis-19060	144	15	obtained	obtain	VERB
bracis-19060	144	16	by	by	ADP
bracis-19060	144	17	the	the	DET
bracis-19060	144	18	face	face	NOUN
bracis-19060	144	19	detectors	detector	NOUN
bracis-19060	144	20	and	and	CCONJ
bracis-19060	144	21	specialists	specialist	NOUN
bracis-19060	144	22	,	,	PUNCT
bracis-19060	144	23	we	we	PRON
bracis-19060	144	24	used	use	VERB
bracis-19060	144	25	six	six	NUM
bracis-19060	144	26	validation	validation	NOUN
bracis-19060	144	27	metrics	metric	NOUN
bracis-19060	144	28	widely	widely	ADV
bracis-19060	144	29	adopted	adopt	VERB
bracis-19060	144	30	by	by	ADP
bracis-19060	144	31	the	the	DET
bracis-19060	144	32	ml	ml	NOUN
bracis-19060	144	33	area	area	NOUN
bracis-19060	144	34	:	:	PUNCT
bracis-19060	144	35	sensitivity	sensitivity	NOUN
bracis-19060	144	36	,	,	PUNCT
bracis-19060	144	37	specificity	specificity	NOUN
bracis-19060	144	38	,	,	PUNCT
bracis-19060	144	39	accuracy	accuracy	NOUN
bracis-19060	144	40	,	,	PUNCT
bracis-19060	144	41	matthews	matthews	PROPN
bracis-19060	144	42	correlation	correlation	NOUN
bracis-19060	144	43	coefficient	coefficient	NOUN
bracis-19060	144	44	(	(	PUNCT
bracis-19060	144	45	mcc	mcc	NOUN
bracis-19060	144	46	)	)	PUNCT
bracis-19060	144	47	,	,	PUNCT
bracis-19060	144	48	kappa	kappa	PROPN
bracis-19060	144	49	coefficient	coefficient	NOUN
bracis-19060	144	50	,	,	PUNCT
bracis-19060	144	51	and	and	CCONJ
bracis-19060	144	52	f1	f1	NOUN
bracis-19060	144	53	-	-	PUNCT
bracis-19060	144	54	score	score	NOUN
bracis-19060	144	55	.	.	PUNCT
bracis-19060	145	1	sensitivity	sensitivity	NOUN
bracis-19060	145	2	,	,	PUNCT
bracis-19060	145	3	defined	define	VERB
bracis-19060	145	4	in	in	ADP
bracis-19060	145	5	eq	eq	PROPN
bracis-19060	145	6	.	.	PUNCT
bracis-19060	145	7	 	 	SPACE
bracis-19060	145	8	1	1	NUM
bracis-19060	145	9	,	,	PUNCT
bracis-19060	145	10	calculates	calculate	VERB
bracis-19060	145	11	the	the	DET
bracis-19060	145	12	true	true	ADJ
bracis-19060	145	13	positive	positive	ADJ
bracis-19060	145	14	rate	rate	NOUN
bracis-19060	145	15	between	between	ADP
bracis-19060	145	16	the	the	DET
bracis-19060	145	17	correctly	correctly	ADV
bracis-19060	145	18	-	-	PUNCT
bracis-19060	145	19	detected	detect	VERB
bracis-19060	145	20	and	and	CCONJ
bracis-19060	145	21	missing	missing	ADJ
bracis-19060	145	22	faces	face	NOUN
bracis-19060	145	23	.	.	PUNCT
bracis-19060	146	1	the	the	DET
bracis-19060	146	2	true	true	ADJ
bracis-19060	146	3	negative	negative	ADJ
bracis-19060	146	4	rate	rate	NOUN
bracis-19060	146	5	is	be	AUX
bracis-19060	146	6	measured	measure	VERB
bracis-19060	146	7	by	by	ADP
bracis-19060	146	8	the	the	DET
bracis-19060	146	9	specificity	specificity	NOUN
bracis-19060	146	10	as	as	SCONJ
bracis-19060	146	11	shown	show	VERB
bracis-19060	146	12	in	in	ADP
bracis-19060	146	13	eq	eq	PROPN
bracis-19060	146	14	.	.	PUNCT
bracis-19060	146	15	 	 	SPACE
bracis-19060	146	16	2	2	NUM
bracis-19060	146	17	,	,	PUNCT
bracis-19060	146	18	i.e.	i.e.	X
bracis-19060	146	19	,	,	PUNCT
bracis-19060	146	20	the	the	DET
bracis-19060	146	21	total	total	NOUN
bracis-19060	146	22	of	of	ADP
bracis-19060	146	23	images	image	NOUN
bracis-19060	146	24	correctly	correctly	ADV
bracis-19060	146	25	classified	classify	VERB
bracis-19060	146	26	as	as	ADP
bracis-19060	146	27	without	without	ADP
bracis-19060	146	28	faces	face	NOUN
bracis-19060	146	29	and	and	CCONJ
bracis-19060	146	30	wrong	wrong	ADJ
bracis-19060	146	31	bounding	bounding	NOUN
bracis-19060	146	32	boxes	box	NOUN
bracis-19060	146	33	.	.	PUNCT
bracis-19060	147	1	accuracy	accuracy	NOUN
bracis-19060	147	2	is	be	AUX
bracis-19060	147	3	responsible	responsible	ADJ
bracis-19060	147	4	for	for	ADP
bracis-19060	147	5	calculating	calculate	VERB
bracis-19060	147	6	the	the	DET
bracis-19060	147	7	total	total	ADJ
bracis-19060	147	8	number	number	NOUN
bracis-19060	147	9	of	of	ADP
bracis-19060	147	10	correct	correct	ADJ
bracis-19060	147	11	classifications	classification	NOUN
bracis-19060	147	12	,	,	PUNCT
bracis-19060	147	13	i.e.	i.e.	X
bracis-19060	147	14	right	right	ADJ
bracis-19060	147	15	bounding	bounding	NOUN
bracis-19060	147	16	boxes	box	NOUN
bracis-19060	147	17	and	and	CCONJ
bracis-19060	147	18	total	total	NOUN
bracis-19060	147	19	of	of	ADP
bracis-19060	147	20	images	image	NOUN
bracis-19060	147	21	without	without	ADP
bracis-19060	147	22	faces	face	NOUN
bracis-19060	147	23	and	and	CCONJ
bracis-19060	147	24	bounding	bounding	NOUN
bracis-19060	147	25	boxes	box	NOUN
bracis-19060	147	26	,	,	PUNCT
bracis-19060	147	27	as	as	SCONJ
bracis-19060	147	28	depicted	depict	VERB
bracis-19060	147	29	in	in	ADP
bracis-19060	147	30	eq	eq	NOUN
bracis-19060	147	31	.	.	PUNCT
bracis-19060	147	32	 	 	SPACE
bracis-19060	148	1	3	3	X
bracis-19060	148	2	.	.	PUNCT
bracis-19060	149	1	in	in	ADP
bracis-19060	149	2	contrast	contrast	NOUN
bracis-19060	149	3	,	,	PUNCT
bracis-19060	149	4	precision	precision	NOUN
bracis-19060	149	5	counts	count	VERB
bracis-19060	149	6	the	the	DET
bracis-19060	149	7	total	total	NOUN
bracis-19060	149	8	of	of	ADP
bracis-19060	149	9	correctly	correctly	ADV
bracis-19060	149	10	detected	detect	VERB
bracis-19060	149	11	faces	face	NOUN
bracis-19060	149	12	among	among	ADP
bracis-19060	149	13	all	all	DET
bracis-19060	149	14	bounding	bounding	NOUN
bracis-19060	149	15	boxes	box	NOUN
bracis-19060	149	16	produced	produce	VERB
bracis-19060	149	17	by	by	ADP
bracis-19060	149	18	the	the	DET
bracis-19060	149	19	detectors	detector	NOUN
bracis-19060	149	20	,	,	PUNCT
bracis-19060	149	21	eq	eq	NOUN
bracis-19060	149	22	.	.	PROPN
bracis-19060	149	23	 	 	SPACE
bracis-19060	150	1	4	4	X
bracis-19060	150	2	.	.	PUNCT
bracis-19060	150	3	we	we	PRON
bracis-19060	150	4	also	also	ADV
bracis-19060	150	5	used	use	VERB
bracis-19060	150	6	f	f	NOUN
bracis-19060	150	7	-	-	PUNCT
bracis-19060	150	8	score	score	NOUN
bracis-19060	150	9	,	,	PUNCT
bracis-19060	150	10	eq	eq	NOUN
bracis-19060	150	11	.	.	PUNCT
bracis-19060	150	12	 	 	SPACE
bracis-19060	150	13	5	5	NUM
bracis-19060	150	14	,	,	PUNCT
bracis-19060	150	15	which	which	PRON
bracis-19060	150	16	calculates	calculate	VERB
bracis-19060	150	17	a	a	DET
bracis-19060	150	18	harmonic	harmonic	ADJ
bracis-19060	150	19	mean	mean	NOUN
bracis-19060	150	20	between	between	ADP
bracis-19060	150	21	precision	precision	NOUN
bracis-19060	150	22	and	and	CCONJ
bracis-19060	150	23	sensitivity	sensitivity	NOUN
bracis-19060	150	24	(	(	PUNCT
bracis-19060	150	25	recall	recall	NOUN
bracis-19060	150	26	)	)	PUNCT
bracis-19060	150	27	.	.	PUNCT
bracis-19060	151	1	in	in	ADP
bracis-19060	151	2	our	our	PRON
bracis-19060	151	3	analyses	analysis	NOUN
bracis-19060	151	4	,	,	PUNCT
bracis-19060	151	5	we	we	PRON
bracis-19060	151	6	have	have	AUX
bracis-19060	151	7	considered	consider	VERB
bracis-19060	151	8	precision	precision	NOUN
bracis-19060	151	9	and	and	CCONJ
bracis-19060	151	10	sensitivity	sensitivity	NOUN
bracis-19060	151	11	to	to	PART
bracis-19060	151	12	have	have	VERB
bracis-19060	151	13	the	the	DET
bracis-19060	151	14	same	same	ADJ
bracis-19060	151	15	weight	weight	NOUN
bracis-19060	151	16	and	and	CCONJ
bracis-19060	151	17	are	be	AUX
bracis-19060	151	18	equally	equally	ADV
bracis-19060	151	19	important	important	ADJ
bracis-19060	151	20	.	.	PUNCT
bracis-19060	152	1	$	$	SYM
bracis-19060	152	2	$	$	SYM
bracis-19060	152	3	\begin{aligned	\begin{aligne	VERB
bracis-19060	152	4	}	}	PUNCT
bracis-19060	152	5	\text	\text	ADP
bracis-19060	152	6	{	{	PUNCT
bracis-19060	152	7	sensitivity	sensitivity	NOUN
bracis-19060	152	8	}	}	PUNCT
bracis-19060	152	9	=	=	PUNCT
bracis-19060	153	1	\frac{tp}{tp	\frac{tp}{tp	PROPN
bracis-19060	154	1	+	+	PUNCT
bracis-19060	154	2	fn	fn	X
bracis-19060	154	3	}	}	PUNCT
bracis-19060	154	4	\end{aligned}$$	\end{aligned}$$	X
bracis-19060	154	5	(	(	PUNCT
bracis-19060	154	6	1	1	NUM
bracis-19060	154	7	)	)	PUNCT
bracis-19060	154	8	$	$	SYM
bracis-19060	154	9	$	$	SYM
bracis-19060	154	10	\begin{aligned	\begin{aligne	VERB
bracis-19060	154	11	}	}	PUNCT
bracis-19060	154	12	\text	\text	ADP
bracis-19060	154	13	{	{	PUNCT
bracis-19060	154	14	specificity	specificity	NOUN
bracis-19060	154	15	}	}	PUNCT
bracis-19060	154	16	=	=	SYM
bracis-19060	154	17	\frac{tn}{fp	\frac{tn}{fp	PROPN
bracis-19060	154	18	+	+	NUM
bracis-19060	154	19	tn	tn	PROPN
bracis-19060	154	20	}	}	PUNCT
bracis-19060	154	21	\end{aligned}$$	\end{aligned}$$	X
bracis-19060	154	22	(	(	PUNCT
bracis-19060	154	23	2	2	NUM
bracis-19060	154	24	)	)	PUNCT
bracis-19060	154	25	$	$	SYM
bracis-19060	154	26	$	$	SYM
bracis-19060	154	27	\begin{aligned	\begin{aligne	VERB
bracis-19060	154	28	}	}	PUNCT
bracis-19060	154	29	\text	\text	ADP
bracis-19060	154	30	{	{	PUNCT
bracis-19060	154	31	accuracy	accuracy	NOUN
bracis-19060	154	32	}	}	PUNCT
bracis-19060	154	33	=	=	PUNCT
bracis-19060	154	34	\frac{tp	\frac{tp	ADV
bracis-19060	154	35	+	+	NUM
bracis-19060	154	36	tn}{fp	tn}{fp	X
bracis-19060	154	37	+	+	CCONJ
bracis-19060	154	38	tn	tn	NOUN
bracis-19060	155	1	+	+	CCONJ
bracis-19060	155	2	tp	tp	ADP
bracis-19060	155	3	+	+	CCONJ
bracis-19060	155	4	tn	tn	PROPN
bracis-19060	155	5	}	}	PUNCT
bracis-19060	155	6	\end{aligned}$$	\end{aligned}$$	X
bracis-19060	155	7	(	(	PUNCT
bracis-19060	155	8	3	3	NUM
bracis-19060	155	9	)	)	PUNCT
bracis-19060	155	10	$	$	SYM
bracis-19060	155	11	$	$	SYM
bracis-19060	155	12	\begin{aligned	\begin{aligne	VERB
bracis-19060	155	13	}	}	PUNCT
bracis-19060	155	14	\text	\text	ADP
bracis-19060	155	15	{	{	PUNCT
bracis-19060	155	16	precision	precision	NOUN
bracis-19060	155	17	}	}	PUNCT
bracis-19060	155	18	=	=	SYM
bracis-19060	156	1	\frac{tp}{fp	\frac{tp}{fp	PROPN
bracis-19060	156	2	+	+	CCONJ
bracis-19060	156	3	tp	tp	X
bracis-19060	156	4	}	}	PUNCT
bracis-19060	156	5	\end{aligned}$$	\end{aligned}$$	X
bracis-19060	156	6	(	(	PUNCT
bracis-19060	156	7	4	4	NUM
bracis-19060	156	8	)	)	PUNCT
bracis-19060	156	9	$	$	SYM
bracis-19060	156	10	$	$	SYM
bracis-19060	156	11	\begin{aligned	\begin{aligne	VERB
bracis-19060	156	12	}	}	PUNCT
bracis-19060	156	13	\text	\text	ADP
bracis-19060	156	14	{	{	PUNCT
bracis-19060	156	15	f1	f1	NOUN
bracis-19060	156	16	-	-	PUNCT
bracis-19060	156	17	score	score	NOUN
bracis-19060	156	18	}	}	PUNCT
bracis-19060	156	19	=	=	SYM
bracis-19060	156	20	\frac{2	\frac{2	NOUN
bracis-19060	156	21	*	*	PUNCT
bracis-19060	156	22	(	(	PUNCT
bracis-19060	156	23	\text	\text	X
bracis-19060	156	24	{	{	PUNCT
bracis-19060	156	25	precision	precision	NOUN
bracis-19060	156	26	}	}	PUNCT
bracis-19060	156	27	*	*	PUNCT
bracis-19060	157	1	\text	\text	NOUN
bracis-19060	157	2	{	{	PUNCT
bracis-19060	157	3	sensitivity	sensitivity	NOUN
bracis-19060	157	4	}	}	PUNCT
bracis-19060	157	5	)	)	PUNCT
bracis-19060	157	6	}	}	PUNCT
bracis-19060	157	7	{	{	PUNCT
bracis-19060	157	8	\text	\text	NOUN
bracis-19060	157	9	{	{	PUNCT
bracis-19060	157	10	precision	precision	NOUN
bracis-19060	157	11	}	}	PUNCT
bracis-19060	157	12	+	+	CCONJ
bracis-19060	157	13	\text	\text	ADJ
bracis-19060	157	14	{	{	PUNCT
bracis-19060	157	15	sensitivity	sensitivity	NOUN
bracis-19060	157	16	}	}	PUNCT
bracis-19060	157	17	}	}	PUNCT
bracis-19060	157	18	\end{aligned}$$	\end{aligned}$$	X
bracis-19060	157	19	(	(	PUNCT
bracis-19060	157	20	5	5	NUM
bracis-19060	157	21	)	)	PUNCT
bracis-19060	157	22	the	the	DET
bracis-19060	157	23	kappa	kappa	PROPN
bracis-19060	157	24	coefficient	coefficient	NOUN
bracis-19060	157	25	(	(	PUNCT
bracis-19060	157	26	\(\kappa	\(\kappa	PROPN
bracis-19060	157	27	\	\	PROPN
bracis-19060	157	28	)	)	PUNCT
bracis-19060	157	29	)	)	PUNCT
bracis-19060	157	30	,	,	PUNCT
bracis-19060	157	31	eq	eq	NOUN
bracis-19060	157	32	.	.	PROPN
bracis-19060	157	33	 	 	SPACE
bracis-19060	157	34	6	6	NUM
bracis-19060	157	35	,	,	PUNCT
bracis-19060	157	36	is	be	AUX
bracis-19060	157	37	calculated	calculate	VERB
bracis-19060	157	38	between	between	ADP
bracis-19060	157	39	the	the	DET
bracis-19060	157	40	observed	observe	VERB
bracis-19060	157	41	\(p_o\	\(p_o\	NOUN
bracis-19060	157	42	)	)	PUNCT
bracis-19060	157	43	classification	classification	NOUN
bracis-19060	157	44	and	and	CCONJ
bracis-19060	157	45	the	the	DET
bracis-19060	157	46	agreement	agreement	NOUN
bracis-19060	157	47	that	that	PRON
bracis-19060	157	48	would	would	AUX
bracis-19060	157	49	be	be	AUX
bracis-19060	157	50	expected	expect	VERB
bracis-19060	157	51	to	to	PART
bracis-19060	157	52	occur	occur	VERB
bracis-19060	157	53	by	by	ADP
bracis-19060	157	54	chance	chance	NOUN
bracis-19060	157	55	\(p_e\	\(p_e\	NOUN
bracis-19060	157	56	)	)	PUNCT
bracis-19060	157	57	,	,	PUNCT
bracis-19060	157	58	as	as	SCONJ
bracis-19060	157	59	shown	show	VERB
bracis-19060	157	60	in	in	ADP
bracis-19060	157	61	eq	eq	PROPN
bracis-19060	157	62	.	.	PUNCT
bracis-19060	157	63	 	 	SPACE
bracis-19060	158	1	7	7	NUM
bracis-19060	158	2	.	.	X
bracis-19060	158	3	for	for	ADP
bracis-19060	158	4	all	all	DET
bracis-19060	158	5	metrics	metric	NOUN
bracis-19060	158	6	presented	present	VERB
bracis-19060	158	7	so	so	ADV
bracis-19060	158	8	far	far	ADV
bracis-19060	158	9	,	,	PUNCT
bracis-19060	158	10	the	the	PRON
bracis-19060	158	11	greater	great	ADJ
bracis-19060	158	12	the	the	DET
bracis-19060	158	13	value	value	NOUN
bracis-19060	158	14	,	,	PUNCT
bracis-19060	158	15	the	the	PRON
bracis-19060	158	16	better	well	ADJ
bracis-19060	158	17	the	the	DET
bracis-19060	158	18	classification	classification	NOUN
bracis-19060	158	19	is	be	AUX
bracis-19060	158	20	.	.	PUNCT
bracis-19060	159	1	$	$	SYM
bracis-19060	159	2	$	$	SYM
bracis-19060	159	3	\begin{aligned	\begin{aligne	VERB
bracis-19060	159	4	}	}	PUNCT
bracis-19060	159	5	\text	\text	ADP
bracis-19060	159	6	{	{	PUNCT
bracis-19060	159	7	kappa	kappa	ADJ
bracis-19060	159	8	}	}	PUNCT
bracis-19060	159	9	=	=	PUNCT
bracis-19060	159	10	\kappa	\kappa	PROPN
bracis-19060	159	11	=	=	SYM
bracis-19060	159	12	(	(	PUNCT
bracis-19060	159	13	p_o	p_o	NUM
bracis-19060	159	14	p_e	p_e	NUM
bracis-19060	159	15	)	)	PUNCT
bracis-19060	159	16	/	/	PUNCT
bracis-19060	159	17	(	(	PUNCT
bracis-19060	159	18	1	1	NUM
bracis-19060	159	19	p_e	p_e	NOUN
bracis-19060	159	20	)	)	PUNCT
bracis-19060	159	21	\end{aligned}$$	\end{aligned}$$	X
bracis-19060	159	22	(	(	PUNCT
bracis-19060	159	23	6	6	NUM
bracis-19060	159	24	)	)	PUNCT
bracis-19060	159	25	$	$	SYM
bracis-19060	159	26	$	$	SYM
bracis-19060	159	27	\begin{aligned	\begin{aligne	VERB
bracis-19060	159	28	}	}	PUNCT
bracis-19060	159	29	p{_{o}}=\sum	p{_{o}}=\sum	NOUN
bracis-19060	159	30	_	_	NOUN
bracis-19060	159	31	{	{	PUNCT
bracis-19060	159	32	i=1}^{c}p_{ii	i=1}^{c}p_{ii	NOUN
bracis-19060	159	33	}	}	PUNCT
bracis-19060	159	34	,	,	PUNCT
bracis-19060	159	35	\quad	\quad	PROPN
bracis-19060	159	36	p{_{e}}=\sum	p{_{e}}=\sum	VERB
bracis-19060	159	37	_	_	PRON
bracis-19060	159	38	{	{	PUNCT
bracis-19060	159	39	i=1}^{c}p_{i.}p_{.i	i=1}^{c}p_{i.}p_{.i	X
bracis-19060	159	40	}	}	PUNCT
bracis-19060	159	41	\end{aligned}$$	\end{aligned}$$	X
bracis-19060	159	42	(	(	PUNCT
bracis-19060	159	43	7	7	NUM
bracis-19060	159	44	)	)	PUNCT
bracis-19060	159	45	the	the	DET
bracis-19060	159	46	last	last	ADJ
bracis-19060	159	47	measure	measure	NOUN
bracis-19060	159	48	used	use	VERB
bracis-19060	159	49	in	in	ADP
bracis-19060	159	50	our	our	PRON
bracis-19060	159	51	experiments	experiment	NOUN
bracis-19060	159	52	is	be	AUX
bracis-19060	159	53	mcc	mcc	NOUN
bracis-19060	159	54	(	(	PUNCT
bracis-19060	159	55	matthews	matthews	PROPN
bracis-19060	159	56	correlation	correlation	NOUN
bracis-19060	159	57	coefficient	coefficient	NOUN
bracis-19060	159	58	)	)	PUNCT
bracis-19060	159	59	,	,	PUNCT
bracis-19060	159	60	eq	eq	NOUN
bracis-19060	159	61	.	.	PUNCT
bracis-19060	159	62	 	 	SPACE
bracis-19060	159	63	8	8	NUM
bracis-19060	159	64	,	,	PUNCT
bracis-19060	159	65	which	which	PRON
bracis-19060	159	66	uses	use	VERB
bracis-19060	159	67	a	a	DET
bracis-19060	159	68	contingency	contingency	NOUN
bracis-19060	159	69	matrix	matrix	NOUN
bracis-19060	159	70	to	to	PART
bracis-19060	159	71	compare	compare	VERB
bracis-19060	159	72	classifiers	classifier	NOUN
bracis-19060	159	73	similarly	similarly	ADV
bracis-19060	159	74	to	to	ADP
bracis-19060	159	75	the	the	DET
bracis-19060	159	76	pearson	pearson	PROPN
bracis-19060	159	77	’s	’s	PART
bracis-19060	159	78	correlation	correlation	NOUN
bracis-19060	159	79	coefficient	coefficient	NOUN
bracis-19060	159	80	.	.	PUNCT
bracis-19060	160	1	the	the	DET
bracis-19060	160	2	coefficient	coefficient	NOUN
bracis-19060	160	3	can	can	AUX
bracis-19060	160	4	be	be	AUX
bracis-19060	160	5	interpreted	interpret	VERB
bracis-19060	160	6	by	by	ADP
bracis-19060	160	7	the	the	DET
bracis-19060	160	8	interval	interval	NOUN
bracis-19060	160	9	\([-1,+1]\	\([-1,+1]\	PROPN
bracis-19060	160	10	)	)	PUNCT
bracis-19060	160	11	,	,	PUNCT
bracis-19060	160	12	in	in	ADP
bracis-19060	160	13	which	which	PRON
bracis-19060	160	14	\(+1\	\(+1\	NOUN
bracis-19060	160	15	)	)	PUNCT
bracis-19060	160	16	represents	represent	VERB
bracis-19060	160	17	a	a	DET
bracis-19060	160	18	perfect	perfect	ADJ
bracis-19060	160	19	mach	mach	NOUN
bracis-19060	160	20	between	between	ADP
bracis-19060	160	21	expected	expect	VERB
bracis-19060	160	22	and	and	CCONJ
bracis-19060	160	23	predicted	predict	VERB
bracis-19060	160	24	labels	label	NOUN
bracis-19060	160	25	.	.	PUNCT
bracis-19060	161	1	when	when	SCONJ
bracis-19060	161	2	it	it	PRON
bracis-19060	161	3	is	be	AUX
bracis-19060	161	4	equal	equal	ADJ
bracis-19060	161	5	to	to	ADP
bracis-19060	161	6	0	0	NUM
bracis-19060	161	7	,	,	PUNCT
bracis-19060	161	8	learning	learning	NOUN
bracis-19060	161	9	models	model	NOUN
bracis-19060	161	10	are	be	AUX
bracis-19060	161	11	confirmed	confirm	VERB
bracis-19060	161	12	to	to	PART
bracis-19060	161	13	provide	provide	VERB
bracis-19060	161	14	random	random	ADJ
bracis-19060	161	15	predictions	prediction	NOUN
bracis-19060	161	16	.	.	PUNCT
bracis-19060	162	1	values	value	NOUN
bracis-19060	162	2	approaching	approach	VERB
bracis-19060	162	3	\(-1\	\(-1\	PROPN
bracis-19060	162	4	)	)	PUNCT
bracis-19060	162	5	suggest	suggest	VERB
bracis-19060	162	6	a	a	DET
bracis-19060	162	7	total	total	ADJ
bracis-19060	162	8	disagreement	disagreement	NOUN
bracis-19060	162	9	between	between	ADP
bracis-19060	162	10	expected	expect	VERB
bracis-19060	162	11	and	and	CCONJ
bracis-19060	162	12	predicted	predict	VERB
bracis-19060	162	13	labels	label	NOUN
bracis-19060	162	14	.	.	PUNCT
bracis-19060	163	1	$	$	SYM
bracis-19060	163	2	$	$	SYM
bracis-19060	163	3	\begin{aligned	\begin{aligne	VERB
bracis-19060	163	4	}	}	PUNCT
bracis-19060	163	5	mcc	mcc	NOUN
bracis-19060	163	6	=	=	PROPN
bracis-19060	163	7	\frac{tp	\frac{tp	NOUN
bracis-19060	163	8	\times	\times	ADP
bracis-19060	163	9	tn	tn	NOUN
bracis-19060	163	10	fp	fp	NOUN
bracis-19060	163	11	\times	\time	NOUN
bracis-19060	163	12	fn}{\sqrt{(tp	fn}{\sqrt{(tp	PROPN
bracis-19060	163	13	+	+	CCONJ
bracis-19060	163	14	fp)(tp	fp)(tp	ADV
bracis-19060	163	15	+	+	PUNCT
bracis-19060	163	16	fn)(tn	fn)(tn	PUNCT
bracis-19060	163	17	+	+	NUM
bracis-19060	163	18	fp)(tn	fp)(tn	PROPN
bracis-19060	163	19	+	+	NUM
bracis-19060	163	20	fn	fn	NOUN
bracis-19060	163	21	)	)	PUNCT
bracis-19060	163	22	}	}	PUNCT
bracis-19060	163	23	}	}	PUNCT
bracis-19060	163	24	\end{aligned}$$	\end{aligned}$$	X
bracis-19060	163	25	(	(	PUNCT
bracis-19060	163	26	8)	8)	NUM
bracis-19060	163	27	3.4	3.4	NUM
bracis-19060	163	28	hypothesis	hypothesis	NOUN
bracis-19060	163	29	test	test	NOUN
bracis-19060	163	30	the	the	DET
bracis-19060	163	31	validation	validation	NOUN
bracis-19060	163	32	metrics	metric	NOUN
bracis-19060	163	33	aforementioned	aforementione	VERB
bracis-19060	163	34	were	be	AUX
bracis-19060	163	35	considered	consider	VERB
bracis-19060	163	36	to	to	PART
bracis-19060	163	37	verify	verify	VERB
bracis-19060	163	38	the	the	DET
bracis-19060	163	39	agreement	agreement	NOUN
bracis-19060	163	40	between	between	ADP
bracis-19060	163	41	the	the	DET
bracis-19060	163	42	bounding	bounding	NOUN
bracis-19060	163	43	boxes	box	NOUN
bracis-19060	163	44	produced	produce	VERB
bracis-19060	163	45	by	by	ADP
bracis-19060	163	46	the	the	DET
bracis-19060	163	47	face	face	NOUN
bracis-19060	163	48	detectors	detector	NOUN
bracis-19060	163	49	and	and	CCONJ
bracis-19060	163	50	the	the	DET
bracis-19060	163	51	presence	presence	NOUN
bracis-19060	163	52	of	of	ADP
bracis-19060	163	53	actual	actual	ADJ
bracis-19060	163	54	faces	face	NOUN
bracis-19060	163	55	.	.	PUNCT
bracis-19060	164	1	next	next	ADV
bracis-19060	164	2	,	,	PUNCT
bracis-19060	164	3	we	we	PRON
bracis-19060	164	4	need	need	VERB
bracis-19060	164	5	to	to	PART
bracis-19060	164	6	verify	verify	VERB
bracis-19060	164	7	whether	whether	SCONJ
bracis-19060	164	8	or	or	CCONJ
bracis-19060	164	9	not	not	PART
bracis-19060	164	10	the	the	DET
bracis-19060	164	11	classifier	classifier	NOUN
bracis-19060	164	12	performances	performance	NOUN
bracis-19060	164	13	vary	vary	VERB
bracis-19060	164	14	depending	depend	VERB
bracis-19060	164	15	on	on	ADP
bracis-19060	164	16	the	the	DET
bracis-19060	164	17	users	user	NOUN
bracis-19060	164	18	’	’	PART
bracis-19060	164	19	gender	gender	NOUN
bracis-19060	164	20	and	and	CCONJ
bracis-19060	164	21	race	race	NOUN
bracis-19060	164	22	.	.	PUNCT
bracis-19060	165	1	in	in	ADP
bracis-19060	165	2	this	this	DET
bracis-19060	165	3	way	way	NOUN
bracis-19060	165	4	,	,	PUNCT
bracis-19060	165	5	we	we	PRON
bracis-19060	165	6	start	start	VERB
bracis-19060	165	7	from	from	ADP
bracis-19060	165	8	the	the	DET
bracis-19060	165	9	assumption	assumption	NOUN
bracis-19060	165	10	that	that	SCONJ
bracis-19060	165	11	the	the	DET
bracis-19060	165	12	data	data	NOUN
bracis-19060	165	13	distribution	distribution	NOUN
bracis-19060	165	14	follows	follow	VERB
bracis-19060	165	15	a	a	DET
bracis-19060	165	16	discrete	discrete	ADJ
bracis-19060	165	17	sequence	sequence	NOUN
bracis-19060	165	18	of	of	ADP
bracis-19060	165	19	independent	independent	ADJ
bracis-19060	165	20	bernoulli	bernoulli	PROPN
bracis-19060	165	21	random	random	ADJ
bracis-19060	165	22	variables	variable	NOUN
bracis-19060	165	23	with	with	ADP
bracis-19060	165	24	probability	probability	NOUN
bracis-19060	165	25	p	p	NOUN
bracis-19060	165	26	for	for	ADP
bracis-19060	165	27	class	class	NOUN
bracis-19060	165	28	1	1	NUM
bracis-19060	165	29	and	and	CCONJ
bracis-19060	165	30	probability	probability	NOUN
bracis-19060	165	31	\(q	\(q	NOUN
bracis-19060	165	32	=	=	SYM
bracis-19060	165	33	1	1	NUM
bracis-19060	165	34	p\	p\	NOUN
bracis-19060	165	35	)	)	PUNCT
bracis-19060	165	36	for	for	ADP
bracis-19060	165	37	class	class	NOUN
bracis-19060	165	38	0	0	NUM
bracis-19060	165	39	.	.	PUNCT
bracis-19060	166	1	thus	thus	ADV
bracis-19060	166	2	,	,	PUNCT
bracis-19060	166	3	the	the	DET
bracis-19060	166	4	expected	expect	VERB
bracis-19060	166	5	value	value	NOUN
bracis-19060	166	6	of	of	ADP
bracis-19060	166	7	the	the	DET
bracis-19060	166	8	i	i	PROPN
bracis-19060	166	9	-	-	PUNCT
bracis-19060	166	10	th	th	X
bracis-19060	166	11	bernoulli	bernoulli	NOUN
bracis-19060	166	12	random	random	ADJ
bracis-19060	166	13	variable	variable	NOUN
bracis-19060	166	14	is	be	AUX
bracis-19060	166	15	\(e(x_i	\(e(x_i	VERB
bracis-19060	166	16	)	)	PUNCT
bracis-19060	166	17	=	=	SYM
bracis-19060	167	1	p\	p\	NOUN
bracis-19060	167	2	)	)	PUNCT
bracis-19060	167	3	and	and	CCONJ
bracis-19060	167	4	its	its	PRON
bracis-19060	167	5	variance	variance	NOUN
bracis-19060	167	6	is	be	AUX
bracis-19060	167	7	defined	define	VERB
bracis-19060	167	8	by	by	ADP
bracis-19060	167	9	\(\text	\(\text	NOUN
bracis-19060	167	10	{	{	PUNCT
bracis-19060	167	11	var}(x_i	var}(x_i	PROPN
bracis-19060	167	12	)	)	PUNCT
bracis-19060	167	13	=	=	PUNCT
bracis-19060	168	1	p(1	p(1	NOUN
bracis-19060	168	2	-	-	PUNCT
bracis-19060	168	3	p)\	p)\	NOUN
bracis-19060	168	4	)	)	PUNCT
bracis-19060	168	5	 	 	SPACE
bracis-19060	169	1	[	[	X
bracis-19060	169	2	8	8	NUM
bracis-19060	169	3	]	]	PUNCT
bracis-19060	169	4	.	.	PUNCT
bracis-19060	170	1	in	in	ADP
bracis-19060	170	2	our	our	PRON
bracis-19060	170	3	context	context	NOUN
bracis-19060	170	4	,	,	PUNCT
bracis-19060	170	5	by	by	ADP
bracis-19060	170	6	calculating	calculate	VERB
bracis-19060	170	7	the	the	DET
bracis-19060	170	8	probability	probability	NOUN
bracis-19060	170	9	of	of	ADP
bracis-19060	170	10	success	success	NOUN
bracis-19060	170	11	for	for	ADP
bracis-19060	170	12	the	the	DET
bracis-19060	170	13	gender	gender	NOUN
bracis-19060	170	14	and	and	CCONJ
bracis-19060	170	15	race	race	NOUN
bracis-19060	170	16	labels	label	NOUN
bracis-19060	170	17	,	,	PUNCT
bracis-19060	170	18	the	the	DET
bracis-19060	170	19	confidence	confidence	NOUN
bracis-19060	170	20	interval	interval	NOUN
bracis-19060	170	21	approaches	approach	VERB
bracis-19060	170	22	a	a	DET
bracis-19060	170	23	binomial	binomial	ADJ
bracis-19060	170	24	proportion	proportion	NOUN
bracis-19060	170	25	,	,	PUNCT
bracis-19060	170	26	which	which	PRON
bracis-19060	170	27	is	be	AUX
bracis-19060	170	28	used	use	VERB
bracis-19060	170	29	to	to	PART
bracis-19060	170	30	calculate	calculate	VERB
bracis-19060	170	31	the	the	DET
bracis-19060	170	32	test	test	NOUN
bracis-19060	170	33	statistics	statistic	NOUN
bracis-19060	170	34	.	.	PUNCT
bracis-19060	171	1	from	from	ADP
bracis-19060	171	2	this	this	DET
bracis-19060	171	3	perspective	perspective	NOUN
bracis-19060	171	4	,	,	PUNCT
bracis-19060	171	5	we	we	PRON
bracis-19060	171	6	evaluate	evaluate	VERB
bracis-19060	171	7	whether	whether	SCONJ
bracis-19060	171	8	there	there	PRON
bracis-19060	171	9	are	be	VERB
bracis-19060	171	10	significant	significant	ADJ
bracis-19060	171	11	differences	difference	NOUN
bracis-19060	171	12	among	among	ADP
bracis-19060	171	13	outcomes	outcome	NOUN
bracis-19060	171	14	yielded	yield	VERB
bracis-19060	171	15	from	from	ADP
bracis-19060	171	16	the	the	DET
bracis-19060	171	17	combination	combination	NOUN
bracis-19060	171	18	of	of	ADP
bracis-19060	171	19	different	different	ADJ
bracis-19060	171	20	pairs	pair	NOUN
bracis-19060	171	21	of	of	ADP
bracis-19060	171	22	experiments	experiment	NOUN
bracis-19060	171	23	considering	consider	VERB
bracis-19060	171	24	users	user	NOUN
bracis-19060	171	25	’	'	PUNCT
bracis-19060	171	26	gender	gender	NOUN
bracis-19060	171	27	and	and	CCONJ
bracis-19060	171	28	race	race	NOUN
bracis-19060	171	29	.	.	PUNCT
bracis-19060	172	1	in	in	ADP
bracis-19060	172	2	this	this	DET
bracis-19060	172	3	sense	sense	NOUN
bracis-19060	172	4	,	,	PUNCT
bracis-19060	172	5	we	we	PRON
bracis-19060	172	6	used	use	VERB
bracis-19060	172	7	the	the	DET
bracis-19060	172	8	two	two	NUM
bracis-19060	172	9	proportion	proportion	NOUN
bracis-19060	172	10	z	z	NOUN
bracis-19060	172	11	-	-	PUNCT
bracis-19060	172	12	test	test	NOUN
bracis-19060	172	13	to	to	PART
bracis-19060	172	14	assess	assess	VERB
bracis-19060	172	15	the	the	DET
bracis-19060	172	16	presence	presence	NOUN
bracis-19060	172	17	of	of	ADP
bracis-19060	172	18	biases	bias	NOUN
bracis-19060	172	19	affecting	affect	VERB
bracis-19060	172	20	the	the	DET
bracis-19060	172	21	face	face	NOUN
bracis-19060	172	22	detection	detection	NOUN
bracis-19060	172	23	process	process	NOUN
bracis-19060	172	24	.	.	PUNCT
bracis-19060	173	1	the	the	DET
bracis-19060	173	2	null	null	ADJ
bracis-19060	173	3	hypothesis	hypothesis	NOUN
bracis-19060	173	4	(	(	PUNCT
bracis-19060	173	5	\(h_0\	\(h_0\	PROPN
bracis-19060	173	6	)	)	PUNCT
bracis-19060	173	7	)	)	PUNCT
bracis-19060	173	8	states	state	VERB
bracis-19060	173	9	there	there	PRON
bracis-19060	173	10	is	be	VERB
bracis-19060	173	11	no	no	DET
bracis-19060	173	12	significant	significant	ADJ
bracis-19060	173	13	difference	difference	NOUN
bracis-19060	173	14	between	between	ADP
bracis-19060	173	15	proportions	proportion	NOUN
bracis-19060	173	16	(	(	PUNCT
bracis-19060	173	17	\(p_1	\(p_1	PROPN
bracis-19060	173	18	p_2	p_2	PROPN
bracis-19060	173	19	=	=	SYM
bracis-19060	173	20	0\	0\	PROPN
bracis-19060	173	21	)	)	PUNCT
bracis-19060	173	22	)	)	PUNCT
bracis-19060	173	23	.	.	PUNCT
bracis-19060	174	1	on	on	ADP
bracis-19060	174	2	the	the	DET
bracis-19060	174	3	other	other	ADJ
bracis-19060	174	4	hand	hand	NOUN
bracis-19060	174	5	,	,	PUNCT
bracis-19060	174	6	the	the	DET
bracis-19060	174	7	alternate	alternate	ADJ
bracis-19060	174	8	hypothesis	hypothesis	NOUN
bracis-19060	174	9	(	(	PUNCT
bracis-19060	174	10	\(h_1\	\(h_1\	PROPN
bracis-19060	174	11	)	)	PUNCT
bracis-19060	174	12	)	)	PUNCT
bracis-19060	174	13	states	state	VERB
bracis-19060	174	14	the	the	DET
bracis-19060	174	15	proportions	proportion	NOUN
bracis-19060	174	16	are	be	AUX
bracis-19060	174	17	not	not	PART
bracis-19060	174	18	the	the	DET
bracis-19060	174	19	same	same	ADJ
bracis-19060	174	20	,	,	PUNCT
bracis-19060	174	21	i.e.	i.e.	X
bracis-19060	174	22	,	,	PUNCT
bracis-19060	174	23	we	we	PRON
bracis-19060	174	24	reject	reject	VERB
bracis-19060	174	25	\(h_0\	\(h_0\	PROPN
bracis-19060	174	26	)	)	PUNCT
bracis-19060	174	27	with	with	ADP
bracis-19060	174	28	a	a	DET
bracis-19060	174	29	significance	significance	NOUN
bracis-19060	174	30	level	level	NOUN
bracis-19060	174	31	\(\alpha	\(\alpha	NOUN
bracis-19060	174	32	=	=	SYM
bracis-19060	174	33	0.05\	0.05\	NUM
bracis-19060	174	34	)	)	PUNCT
bracis-19060	174	35	in	in	ADP
bracis-19060	174	36	case	case	NOUN
bracis-19060	174	37	of	of	ADP
bracis-19060	174	38	\(p_1	\(p_1	PROPN
bracis-19060	174	39	-	-	PUNCT
bracis-19060	174	40	p_2>0\	p_2>0\	PROPN
bracis-19060	174	41	)	)	PUNCT
bracis-19060	174	42	.	.	PUNCT
bracis-19060	175	1	equation	equation	NOUN
bracis-19060	175	2	 	 	SPACE
bracis-19060	175	3	9	9	NUM
bracis-19060	175	4	calculates	calculate	VERB
bracis-19060	175	5	the	the	DET
bracis-19060	175	6	statistic	statistic	NOUN
bracis-19060	175	7	used	use	VERB
bracis-19060	175	8	in	in	ADP
bracis-19060	175	9	our	our	PRON
bracis-19060	175	10	test	test	NOUN
bracis-19060	175	11	.	.	PUNCT
bracis-19060	176	1	$	$	SYM
bracis-19060	176	2	$	$	SYM
bracis-19060	176	3	\begin{aligned	\begin{aligne	VERB
bracis-19060	176	4	}	}	PUNCT
bracis-19060	176	5	z=\dfrac{p_1	z=\dfrac{p_1	NOUN
bracis-19060	176	6	-	-	PUNCT
bracis-19060	176	7	p_2}{\sqrt{\dfrac{p\cdot	p_2}{\sqrt{\dfrac{p\cdot	NOUN
bracis-19060	176	8	(	(	PUNCT
bracis-19060	176	9	1	1	NUM
bracis-19060	176	10	-	-	PUNCT
bracis-19060	176	11	p)}{n_1	p)}{n_1	VERB
bracis-19060	176	12	}	}	PUNCT
bracis-19060	176	13	+	+	NUM
bracis-19060	176	14	\dfrac{p\cdot	\dfrac{p\cdot	PUNCT
bracis-19060	176	15	(	(	PUNCT
bracis-19060	176	16	1	1	NUM
bracis-19060	176	17	-	-	PUNCT
bracis-19060	176	18	p)}{n_2}}};p=\dfrac{n_1\cdot	p)}{n_2}}};p=\dfrac{n_1\cdot	NOUN
bracis-19060	176	19	p_1+n_2\cdot	p_1+n_2\cdot	NOUN
bracis-19060	176	20	p_2}{n_1+n_2	p_2}{n_1+n_2	NOUN
bracis-19060	176	21	}	}	PUNCT
bracis-19060	176	22	;	;	PUNCT
bracis-19060	176	23	\end{aligned}$$	\end{aligned}$$	X
bracis-19060	176	24	(	(	PUNCT
bracis-19060	176	25	9	9	NUM
bracis-19060	176	26	)	)	PUNCT
bracis-19060	176	27	as	as	SCONJ
bracis-19060	176	28	one	one	PRON
bracis-19060	176	29	may	may	AUX
bracis-19060	176	30	notice	notice	VERB
bracis-19060	176	31	,	,	PUNCT
bracis-19060	176	32	we	we	PRON
bracis-19060	176	33	focused	focus	VERB
bracis-19060	176	34	our	our	PRON
bracis-19060	176	35	analysis	analysis	NOUN
bracis-19060	176	36	on	on	ADP
bracis-19060	176	37	the	the	DET
bracis-19060	176	38	upper	upper	ADV
bracis-19060	176	39	-	-	PUNCT
bracis-19060	176	40	tailed	tail	VERB
bracis-19060	176	41	test	test	NOUN
bracis-19060	176	42	,	,	PUNCT
bracis-19060	176	43	in	in	ADP
bracis-19060	176	44	which	which	PRON
bracis-19060	176	45	a	a	DET
bracis-19060	176	46	z	z	NOUN
bracis-19060	176	47	value	value	NOUN
bracis-19060	176	48	greater	great	ADJ
bracis-19060	176	49	than	than	ADP
bracis-19060	176	50	1.645	1.645	NUM
bracis-19060	176	51	leads	lead	NOUN
bracis-19060	176	52	to	to	ADP
bracis-19060	176	53	rejecting	reject	VERB
bracis-19060	176	54	\(h_0\	\(h_0\	PROPN
bracis-19060	176	55	)	)	PUNCT
bracis-19060	176	56	.	.	PUNCT
bracis-19060	177	1	by	by	ADP
bracis-19060	177	2	choosing	choose	VERB
bracis-19060	177	3	\(\alpha	\(\alpha	NOUN
bracis-19060	177	4	=	=	SYM
bracis-19060	177	5	0.05\	0.05\	NUM
bracis-19060	177	6	)	)	PUNCT
bracis-19060	177	7	,	,	PUNCT
bracis-19060	177	8	there	there	PRON
bracis-19060	177	9	is	be	VERB
bracis-19060	177	10	a	a	DET
bracis-19060	177	11	\(5\%\	\(5\%\	NOUN
bracis-19060	177	12	)	)	PUNCT
bracis-19060	177	13	probability	probability	NOUN
bracis-19060	177	14	of	of	ADP
bracis-19060	177	15	getting	get	VERB
bracis-19060	177	16	pairs	pair	NOUN
bracis-19060	177	17	of	of	ADP
bracis-19060	177	18	value	value	NOUN
bracis-19060	177	19	by	by	ADP
bracis-19060	177	20	chance	chance	NOUN
bracis-19060	177	21	and	and	CCONJ
bracis-19060	177	22	the	the	DET
bracis-19060	177	23	results	result	NOUN
bracis-19060	177	24	present	present	ADJ
bracis-19060	177	25	,	,	PUNCT
bracis-19060	177	26	indeed	indeed	ADV
bracis-19060	177	27	,	,	PUNCT
bracis-19060	177	28	type	type	VERB
bracis-19060	177	29	i	i	PRON
bracis-19060	177	30	error	error	NOUN
bracis-19060	177	31	(	(	PUNCT
bracis-19060	177	32	false	false	ADJ
bracis-19060	177	33	positive	positive	ADJ
bracis-19060	177	34	)	)	PUNCT
bracis-19060	177	35	 	 	SPACE
bracis-19060	178	1	[	[	X
bracis-19060	178	2	3	3	NUM
bracis-19060	178	3	]	]	PUNCT
bracis-19060	178	4	.	.	PUNCT
bracis-19060	179	1	next	next	ADJ
bracis-19060	179	2	section	section	NOUN
bracis-19060	179	3	,	,	PUNCT
bracis-19060	179	4	we	we	PRON
bracis-19060	179	5	show	show	VERB
bracis-19060	179	6	the	the	DET
bracis-19060	179	7	obtained	obtain	VERB
bracis-19060	179	8	results	result	NOUN
bracis-19060	179	9	and	and	CCONJ
bracis-19060	179	10	our	our	PRON
bracis-19060	179	11	analyses	analysis	NOUN
bracis-19060	179	12	performed	perform	VERB
bracis-19060	179	13	to	to	PART
bracis-19060	179	14	assess	assess	VERB
bracis-19060	179	15	our	our	PRON
bracis-19060	179	16	hypothesis	hypothesis	NOUN
bracis-19060	179	17	.	.	PUNCT
bracis-19060	180	1	4	4	NUM
bracis-19060	180	2	experimental	experimental	ADJ
bracis-19060	180	3	results	result	NOUN
bracis-19060	180	4	before	before	ADP
bracis-19060	180	5	proceeding	proceed	VERB
bracis-19060	180	6	with	with	ADP
bracis-19060	180	7	our	our	PRON
bracis-19060	180	8	statistical	statistical	ADJ
bracis-19060	180	9	analyses	analysis	NOUN
bracis-19060	180	10	,	,	PUNCT
bracis-19060	180	11	we	we	PRON
bracis-19060	180	12	have	have	VERB
bracis-19060	180	13	to	to	PART
bracis-19060	180	14	confirm	confirm	VERB
bracis-19060	180	15	that	that	SCONJ
bracis-19060	180	16	the	the	DET
bracis-19060	180	17	detectors	detector	NOUN
bracis-19060	180	18	are	be	AUX
bracis-19060	180	19	suitable	suitable	ADJ
bracis-19060	180	20	to	to	PART
bracis-19060	180	21	find	find	VERB
bracis-19060	180	22	faces	face	NOUN
bracis-19060	180	23	in	in	ADP
bracis-19060	180	24	images	image	NOUN
bracis-19060	180	25	from	from	ADP
bracis-19060	180	26	our	our	PRON
bracis-19060	180	27	database	database	NOUN
bracis-19060	180	28	.	.	PUNCT
bracis-19060	181	1	as	as	SCONJ
bracis-19060	181	2	previously	previously	ADV
bracis-19060	181	3	mentioned	mention	VERB
bracis-19060	181	4	,	,	PUNCT
bracis-19060	181	5	we	we	PRON
bracis-19060	181	6	are	be	AUX
bracis-19060	181	7	processing	process	VERB
bracis-19060	181	8	real	real	ADJ
bracis-19060	181	9	-	-	PUNCT
bracis-19060	181	10	world	world	NOUN
bracis-19060	181	11	images	image	NOUN
bracis-19060	181	12	collected	collect	VERB
bracis-19060	181	13	from	from	ADP
bracis-19060	181	14	passengers	passenger	NOUN
bracis-19060	181	15	while	while	SCONJ
bracis-19060	181	16	using	use	VERB
bracis-19060	181	17	public	public	ADJ
bracis-19060	181	18	transportation	transportation	NOUN
bracis-19060	181	19	in	in	ADP
bracis-19060	181	20	salvador	salvador	NOUN
bracis-19060	181	21	.	.	PUNCT
bracis-19060	182	1	the	the	DET
bracis-19060	182	2	analyses	analysis	NOUN
bracis-19060	182	3	of	of	ADP
bracis-19060	182	4	such	such	ADJ
bracis-19060	182	5	images	image	NOUN
bracis-19060	182	6	are	be	AUX
bracis-19060	182	7	very	very	ADV
bracis-19060	182	8	challenging	challenging	ADJ
bracis-19060	182	9	due	due	ADJ
bracis-19060	182	10	to	to	ADP
bracis-19060	182	11	the	the	DET
bracis-19060	182	12	dynamic	dynamic	ADJ
bracis-19060	182	13	environment	environment	NOUN
bracis-19060	182	14	,	,	PUNCT
bracis-19060	182	15	i.e.	i.e.	X
bracis-19060	182	16	,	,	PUNCT
bracis-19060	182	17	pictures	picture	NOUN
bracis-19060	182	18	taken	take	VERB
bracis-19060	182	19	inside	inside	ADP
bracis-19060	182	20	the	the	DET
bracis-19060	182	21	buses	bus	NOUN
bracis-19060	182	22	are	be	AUX
bracis-19060	182	23	affected	affect	VERB
bracis-19060	182	24	by	by	ADP
bracis-19060	182	25	cameras	camera	NOUN
bracis-19060	182	26	with	with	ADP
bracis-19060	182	27	low	low	ADJ
bracis-19060	182	28	quality	quality	NOUN
bracis-19060	182	29	,	,	PUNCT
bracis-19060	182	30	current	current	ADJ
bracis-19060	182	31	weather	weather	NOUN
bracis-19060	182	32	,	,	PUNCT
bracis-19060	182	33	road	road	NOUN
bracis-19060	182	34	condition	condition	NOUN
bracis-19060	182	35	,	,	PUNCT
bracis-19060	182	36	natural	natural	ADJ
bracis-19060	182	37	movements	movement	NOUN
bracis-19060	182	38	,	,	PUNCT
bracis-19060	182	39	and	and	CCONJ
bracis-19060	182	40	different	different	ADJ
bracis-19060	182	41	illumination	illumination	NOUN
bracis-19060	182	42	,	,	PUNCT
bracis-19060	182	43	thus	thus	ADV
bracis-19060	182	44	producing	produce	VERB
bracis-19060	182	45	,	,	PUNCT
bracis-19060	182	46	for	for	ADP
bracis-19060	182	47	example	example	NOUN
bracis-19060	182	48	,	,	PUNCT
bracis-19060	182	49	underexposed	underexpose	VERB
bracis-19060	182	50	,	,	PUNCT
bracis-19060	182	51	overexposed	overexpose	VERB
bracis-19060	182	52	,	,	PUNCT
bracis-19060	182	53	and	and	CCONJ
bracis-19060	182	54	blurry	blurry	ADJ
bracis-19060	182	55	images	image	NOUN
bracis-19060	182	56	.	.	PUNCT
bracis-19060	183	1	firstly	firstly	ADV
bracis-19060	183	2	,	,	PUNCT
bracis-19060	183	3	we	we	PRON
bracis-19060	183	4	have	have	AUX
bracis-19060	183	5	run	run	VERB
bracis-19060	183	6	the	the	DET
bracis-19060	183	7	three	three	NUM
bracis-19060	183	8	detectors	detector	NOUN
bracis-19060	183	9	on	on	ADP
bracis-19060	183	10	our	our	PRON
bracis-19060	183	11	complete	complete	ADJ
bracis-19060	183	12	dataset	dataset	NOUN
bracis-19060	183	13	.	.	PUNCT
bracis-19060	184	1	as	as	ADP
bracis-19060	184	2	a	a	DET
bracis-19060	184	3	consequence	consequence	NOUN
bracis-19060	184	4	,	,	PUNCT
bracis-19060	184	5	every	every	DET
bracis-19060	184	6	detector	detector	NOUN
bracis-19060	184	7	produced	produce	VERB
bracis-19060	184	8	new	new	ADJ
bracis-19060	184	9	images	image	NOUN
bracis-19060	184	10	with	with	ADP
bracis-19060	184	11	bounding	bounding	NOUN
bracis-19060	184	12	boxes	box	NOUN
bracis-19060	184	13	drawn	draw	VERB
bracis-19060	184	14	on	on	ADP
bracis-19060	184	15	regions	region	NOUN
bracis-19060	184	16	where	where	SCONJ
bracis-19060	184	17	faces	face	NOUN
bracis-19060	184	18	were	be	AUX
bracis-19060	184	19	estimated	estimate	VERB
bracis-19060	184	20	.	.	PUNCT
bracis-19060	185	1	figure	figure	NOUN
bracis-19060	185	2	 	 	SPACE
bracis-19060	185	3	1	1	NUM
bracis-19060	185	4	illustrates	illustrate	VERB
bracis-19060	185	5	three	three	NUM
bracis-19060	185	6	images	image	NOUN
bracis-19060	185	7	along	along	ADP
bracis-19060	185	8	with	with	ADP
bracis-19060	185	9	bounding	bounding	NOUN
bracis-19060	185	10	boxes	box	NOUN
bracis-19060	185	11	produced	produce	VERB
bracis-19060	185	12	by	by	ADP
bracis-19060	185	13	the	the	DET
bracis-19060	185	14	detectors	detector	NOUN
bracis-19060	185	15	.	.	PUNCT
bracis-19060	186	1	in	in	ADP
bracis-19060	186	2	this	this	DET
bracis-19060	186	3	figure	figure	NOUN
bracis-19060	186	4	,	,	PUNCT
bracis-19060	186	5	there	there	PRON
bracis-19060	186	6	is	be	VERB
bracis-19060	186	7	also	also	ADV
bracis-19060	186	8	a	a	DET
bracis-19060	186	9	button	button	NOUN
bracis-19060	186	10	called	call	VERB
bracis-19060	186	11	“	"	PUNCT
bracis-19060	186	12	no	no	DET
bracis-19060	186	13	clear	clear	ADJ
bracis-19060	186	14	face	face	NOUN
bracis-19060	186	15	”	"	PUNCT
bracis-19060	186	16	that	that	PRON
bracis-19060	186	17	is	be	AUX
bracis-19060	186	18	used	use	VERB
bracis-19060	186	19	to	to	PART
bracis-19060	186	20	remove	remove	VERB
bracis-19060	186	21	the	the	DET
bracis-19060	186	22	image	image	NOUN
bracis-19060	186	23	from	from	ADP
bracis-19060	186	24	our	our	PRON
bracis-19060	186	25	analyses	analysis	NOUN
bracis-19060	186	26	.	.	PUNCT
bracis-19060	187	1	this	this	PRON
bracis-19060	187	2	is	be	AUX
bracis-19060	187	3	especially	especially	ADV
bracis-19060	187	4	important	important	ADJ
bracis-19060	187	5	when	when	SCONJ
bracis-19060	187	6	,	,	PUNCT
bracis-19060	187	7	for	for	ADP
bracis-19060	187	8	example	example	NOUN
bracis-19060	187	9	,	,	PUNCT
bracis-19060	187	10	the	the	DET
bracis-19060	187	11	images	image	NOUN
bracis-19060	187	12	have	have	VERB
bracis-19060	187	13	low	low	ADJ
bracis-19060	187	14	quality	quality	NOUN
bracis-19060	187	15	or	or	CCONJ
bracis-19060	187	16	the	the	DET
bracis-19060	187	17	specialists	specialist	NOUN
bracis-19060	187	18	are	be	AUX
bracis-19060	187	19	not	not	PART
bracis-19060	187	20	completely	completely	ADV
bracis-19060	187	21	confident	confident	ADJ
bracis-19060	187	22	about	about	ADP
bracis-19060	187	23	the	the	DET
bracis-19060	187	24	most	most	ADV
bracis-19060	187	25	appropriate	appropriate	ADJ
bracis-19060	187	26	label	label	NOUN
bracis-19060	187	27	.	.	PUNCT
bracis-19060	188	1	in	in	ADP
bracis-19060	188	2	summary	summary	NOUN
bracis-19060	188	3	,	,	PUNCT
bracis-19060	188	4	if	if	SCONJ
bracis-19060	188	5	a	a	DET
bracis-19060	188	6	human	human	ADJ
bracis-19060	188	7	specialist	specialist	NOUN
bracis-19060	188	8	has	have	VERB
bracis-19060	188	9	any	any	DET
bracis-19060	188	10	doubt	doubt	NOUN
bracis-19060	188	11	,	,	PUNCT
bracis-19060	188	12	then	then	ADV
bracis-19060	188	13	the	the	DET
bracis-19060	188	14	image	image	NOUN
bracis-19060	188	15	must	must	AUX
bracis-19060	188	16	be	be	AUX
bracis-19060	188	17	disregarded	disregard	VERB
bracis-19060	188	18	to	to	PART
bracis-19060	188	19	avoid	avoid	VERB
bracis-19060	188	20	propagating	propagate	VERB
bracis-19060	188	21	a	a	DET
bracis-19060	188	22	classification	classification	NOUN
bracis-19060	188	23	error	error	NOUN
bracis-19060	188	24	.	.	PUNCT
bracis-19060	189	1	aiming	aim	VERB
bracis-19060	189	2	at	at	ADP
bracis-19060	189	3	verifying	verify	VERB
bracis-19060	189	4	the	the	DET
bracis-19060	189	5	performances	performance	NOUN
bracis-19060	189	6	of	of	ADP
bracis-19060	189	7	the	the	DET
bracis-19060	189	8	selected	select	VERB
bracis-19060	189	9	detectors	detector	NOUN
bracis-19060	189	10	,	,	PUNCT
bracis-19060	189	11	the	the	DET
bracis-19060	189	12	human	human	ADJ
bracis-19060	189	13	specialists	specialist	NOUN
bracis-19060	189	14	had	have	VERB
bracis-19060	189	15	two	two	NUM
bracis-19060	189	16	main	main	ADJ
bracis-19060	189	17	tasks	task	NOUN
bracis-19060	189	18	.	.	PUNCT
bracis-19060	190	1	the	the	DET
bracis-19060	190	2	first	first	ADJ
bracis-19060	190	3	one	one	NUM
bracis-19060	190	4	was	be	AUX
bracis-19060	190	5	to	to	PART
bracis-19060	190	6	check	check	VERB
bracis-19060	190	7	the	the	DET
bracis-19060	190	8	bounding	bounding	NOUN
bracis-19060	190	9	boxes	box	NOUN
bracis-19060	190	10	,	,	PUNCT
bracis-19060	190	11	by	by	ADP
bracis-19060	190	12	choosing	choose	VERB
bracis-19060	190	13	one	one	NUM
bracis-19060	190	14	of	of	ADP
bracis-19060	190	15	the	the	DET
bracis-19060	190	16	following	follow	VERB
bracis-19060	190	17	options	option	NOUN
bracis-19060	190	18	for	for	ADP
bracis-19060	190	19	the	the	DET
bracis-19060	190	20	contingency	contingency	NOUN
bracis-19060	190	21	matrix	matrix	NOUN
bracis-19060	190	22	:	:	PUNCT
bracis-19060	190	23	tp	tp	X
bracis-19060	190	24	(	(	PUNCT
bracis-19060	190	25	true	true	ADJ
bracis-19060	190	26	positive	positive	ADJ
bracis-19060	190	27	–	–	PUNCT
bracis-19060	190	28	the	the	DET
bracis-19060	190	29	face	face	NOUN
bracis-19060	190	30	was	be	AUX
bracis-19060	190	31	correctly	correctly	ADV
bracis-19060	190	32	detected	detect	VERB
bracis-19060	190	33	)	)	PUNCT
bracis-19060	190	34	,	,	PUNCT
bracis-19060	190	35	fn	fn	INTJ
bracis-19060	190	36	(	(	PUNCT
bracis-19060	190	37	false	false	ADJ
bracis-19060	190	38	negative	negative	ADJ
bracis-19060	190	39	–	–	PUNCT
bracis-19060	190	40	no	no	DET
bracis-19060	190	41	face	face	NOUN
bracis-19060	190	42	was	be	AUX
bracis-19060	190	43	found	find	VERB
bracis-19060	190	44	)	)	PUNCT
bracis-19060	190	45	,	,	PUNCT
bracis-19060	190	46	fp	fp	INTJ
bracis-19060	190	47	(	(	PUNCT
bracis-19060	190	48	false	false	ADJ
bracis-19060	190	49	positive	positive	ADJ
bracis-19060	190	50	–	–	PUNCT
bracis-19060	190	51	a	a	DET
bracis-19060	190	52	bounding	bounding	NOUN
bracis-19060	190	53	box	box	NOUN
bracis-19060	190	54	was	be	AUX
bracis-19060	190	55	drawn	draw	VERB
bracis-19060	190	56	on	on	ADP
bracis-19060	190	57	a	a	DET
bracis-19060	190	58	region	region	NOUN
bracis-19060	190	59	with	with	ADP
bracis-19060	190	60	no	no	DET
bracis-19060	190	61	face	face	NOUN
bracis-19060	190	62	)	)	PUNCT
bracis-19060	190	63	,	,	PUNCT
bracis-19060	190	64	and	and	CCONJ
bracis-19060	190	65	tn	tn	NOUN
bracis-19060	190	66	(	(	PUNCT
bracis-19060	190	67	true	true	ADJ
bracis-19060	190	68	negative	negative	ADJ
bracis-19060	190	69	–	–	PUNCT
bracis-19060	190	70	no	no	DET
bracis-19060	190	71	bounding	bounding	NOUN
bracis-19060	190	72	box	box	NOUN
bracis-19060	190	73	was	be	AUX
bracis-19060	190	74	drawn	draw	VERB
bracis-19060	190	75	on	on	ADP
bracis-19060	190	76	an	an	DET
bracis-19060	190	77	image	image	NOUN
bracis-19060	190	78	with	with	ADP
bracis-19060	190	79	no	no	DET
bracis-19060	190	80	face	face	NOUN
bracis-19060	190	81	)	)	PUNCT
bracis-19060	190	82	.	.	PUNCT
bracis-19060	191	1	the	the	DET
bracis-19060	191	2	second	second	ADJ
bracis-19060	191	3	task	task	NOUN
bracis-19060	191	4	is	be	AUX
bracis-19060	191	5	to	to	PART
bracis-19060	191	6	set	set	VERB
bracis-19060	191	7	gender	gender	NOUN
bracis-19060	191	8	and	and	CCONJ
bracis-19060	191	9	race	race	NOUN
bracis-19060	191	10	labels	label	NOUN
bracis-19060	191	11	for	for	ADP
bracis-19060	191	12	the	the	DET
bracis-19060	191	13	users	user	NOUN
bracis-19060	191	14	.	.	PUNCT
bracis-19060	192	1	therefore	therefore	ADV
bracis-19060	192	2	,	,	PUNCT
bracis-19060	192	3	the	the	DET
bracis-19060	192	4	final	final	ADJ
bracis-19060	192	5	dataset	dataset	NOUN
bracis-19060	192	6	contains	contain	VERB
bracis-19060	192	7	1	1	NUM
bracis-19060	192	8	,	,	PUNCT
bracis-19060	192	9	 	 	SPACE
bracis-19060	192	10	038	038	NUM
bracis-19060	192	11	images	image	NOUN
bracis-19060	192	12	correctly	correctly	ADV
bracis-19060	192	13	classified	classify	VERB
bracis-19060	192	14	by	by	ADP
bracis-19060	192	15	a	a	DET
bracis-19060	192	16	specialist	specialist	NOUN
bracis-19060	192	17	committee	committee	NOUN
bracis-19060	192	18	.	.	PUNCT
bracis-19060	193	1	figure	figure	NOUN
bracis-19060	193	2	 	 	SPACE
bracis-19060	193	3	2	2	NUM
bracis-19060	193	4	presents	present	NOUN
bracis-19060	193	5	all	all	DET
bracis-19060	193	6	contingency	contingency	NOUN
bracis-19060	193	7	matrices	matrix	NOUN
bracis-19060	193	8	calculated	calculate	VERB
bracis-19060	193	9	based	base	VERB
bracis-19060	193	10	on	on	ADP
bracis-19060	193	11	the	the	DET
bracis-19060	193	12	agreement	agreement	NOUN
bracis-19060	193	13	between	between	ADP
bracis-19060	193	14	the	the	DET
bracis-19060	193	15	face	face	NOUN
bracis-19060	193	16	detectors	detector	NOUN
bracis-19060	193	17	(	(	PUNCT
bracis-19060	193	18	rows	row	NOUN
bracis-19060	193	19	)	)	PUNCT
bracis-19060	193	20	and	and	CCONJ
bracis-19060	193	21	the	the	DET
bracis-19060	193	22	specialists	specialist	NOUN
bracis-19060	193	23	’	’	PART
bracis-19060	193	24	opinion	opinion	NOUN
bracis-19060	193	25	(	(	PUNCT
bracis-19060	193	26	columns	column	NOUN
bracis-19060	193	27	)	)	PUNCT
bracis-19060	193	28	.	.	PUNCT
bracis-19060	194	1	fig	fig	NOUN
bracis-19060	194	2	.	.	PUNCT
bracis-19060	195	1	2	2	X
bracis-19060	195	2	.	.	X
bracis-19060	195	3	contingency	contingency	NOUN
bracis-19060	195	4	matrices	matrix	NOUN
bracis-19060	195	5	for	for	ADP
bracis-19060	195	6	all	all	DET
bracis-19060	195	7	face	face	NOUN
bracis-19060	195	8	detectors	detector	NOUN
bracis-19060	195	9	.	.	PUNCT
bracis-19060	196	1	full	full	ADJ
bracis-19060	196	2	size	size	NOUN
bracis-19060	196	3	image	image	NOUN
bracis-19060	196	4	by	by	ADP
bracis-19060	196	5	considering	consider	VERB
bracis-19060	196	6	the	the	DET
bracis-19060	196	7	resultant	resultant	NOUN
bracis-19060	196	8	contingency	contingency	NOUN
bracis-19060	196	9	matrices	matrix	NOUN
bracis-19060	196	10	,	,	PUNCT
bracis-19060	196	11	we	we	PRON
bracis-19060	196	12	calculated	calculate	VERB
bracis-19060	196	13	the	the	DET
bracis-19060	196	14	validation	validation	NOUN
bracis-19060	196	15	metrics	metric	NOUN
bracis-19060	196	16	(	(	PUNCT
bracis-19060	196	17	see	see	VERB
bracis-19060	196	18	sect	sect	NOUN
bracis-19060	196	19	.	.	PUNCT
bracis-19060	196	20	 	 	SPACE
bracis-19060	196	21	3.3	3.3	NUM
bracis-19060	196	22	)	)	PUNCT
bracis-19060	196	23	as	as	SCONJ
bracis-19060	196	24	shown	show	VERB
bracis-19060	196	25	in	in	ADP
bracis-19060	196	26	table	table	NOUN
bracis-19060	196	27	 	 	SPACE
bracis-19060	196	28	1	1	NUM
bracis-19060	196	29	.	.	PUNCT
bracis-19060	196	30	according	accord	VERB
bracis-19060	196	31	to	to	ADP
bracis-19060	196	32	such	such	ADJ
bracis-19060	196	33	results	result	NOUN
bracis-19060	196	34	,	,	PUNCT
bracis-19060	196	35	we	we	PRON
bracis-19060	196	36	notice	notice	VERB
bracis-19060	196	37	the	the	DET
bracis-19060	196	38	best	good	ADJ
bracis-19060	196	39	overall	overall	ADJ
bracis-19060	196	40	result	result	NOUN
bracis-19060	196	41	was	be	AUX
bracis-19060	196	42	produced	produce	VERB
bracis-19060	196	43	by	by	ADP
bracis-19060	196	44	mtcnn	mtcnn	PROPN
bracis-19060	196	45	.	.	PUNCT
bracis-19060	197	1	we	we	PRON
bracis-19060	197	2	emphasize	emphasize	VERB
bracis-19060	197	3	that	that	SCONJ
bracis-19060	197	4	,	,	PUNCT
bracis-19060	197	5	as	as	SCONJ
bracis-19060	197	6	expected	expect	VERB
bracis-19060	197	7	,	,	PUNCT
bracis-19060	197	8	our	our	PRON
bracis-19060	197	9	dataset	dataset	NOUN
bracis-19060	197	10	is	be	AUX
bracis-19060	197	11	imbalanced	imbalance	VERB
bracis-19060	197	12	,	,	PUNCT
bracis-19060	197	13	presenting	present	VERB
bracis-19060	197	14	more	more	ADJ
bracis-19060	197	15	images	image	NOUN
bracis-19060	197	16	with	with	ADP
bracis-19060	197	17	faces	face	NOUN
bracis-19060	197	18	(	(	PUNCT
bracis-19060	197	19	positive	positive	ADJ
bracis-19060	197	20	)	)	PUNCT
bracis-19060	197	21	.	.	PUNCT
bracis-19060	198	1	for	for	ADP
bracis-19060	198	2	this	this	DET
bracis-19060	198	3	reason	reason	NOUN
bracis-19060	198	4	,	,	PUNCT
bracis-19060	198	5	we	we	PRON
bracis-19060	198	6	have	have	AUX
bracis-19060	198	7	also	also	ADV
bracis-19060	198	8	selected	select	VERB
bracis-19060	198	9	metrics	metric	NOUN
bracis-19060	198	10	that	that	PRON
bracis-19060	198	11	verify	verify	VERB
bracis-19060	198	12	results	result	NOUN
bracis-19060	198	13	by	by	ADP
bracis-19060	198	14	chance	chance	NOUN
bracis-19060	198	15	.	.	PUNCT
bracis-19060	199	1	concerning	concern	VERB
bracis-19060	199	2	the	the	DET
bracis-19060	199	3	classes	class	NOUN
bracis-19060	199	4	based	base	VERB
bracis-19060	199	5	on	on	ADP
bracis-19060	199	6	gender	gender	NOUN
bracis-19060	199	7	and	and	CCONJ
bracis-19060	199	8	race	race	NOUN
bracis-19060	199	9	,	,	PUNCT
bracis-19060	199	10	the	the	DET
bracis-19060	199	11	dataset	dataset	NOUN
bracis-19060	199	12	is	be	AUX
bracis-19060	199	13	balanced	balance	VERB
bracis-19060	199	14	as	as	SCONJ
bracis-19060	199	15	presented	present	VERB
bracis-19060	199	16	in	in	ADP
bracis-19060	199	17	sect	sect	NOUN
bracis-19060	199	18	.	.	PUNCT
bracis-19060	199	19	 	 	SPACE
bracis-19060	200	1	3.1	3.1	NUM
bracis-19060	200	2	.	.	PUNCT
bracis-19060	201	1	once	once	SCONJ
bracis-19060	201	2	we	we	PRON
bracis-19060	201	3	use	use	VERB
bracis-19060	201	4	pre	pre	ADJ
bracis-19060	201	5	-	-	ADJ
bracis-19060	201	6	trained	train	VERB
bracis-19060	201	7	models	model	NOUN
bracis-19060	201	8	published	publish	VERB
bracis-19060	201	9	by	by	ADP
bracis-19060	201	10	the	the	DET
bracis-19060	201	11	original	original	ADJ
bracis-19060	201	12	authors	author	NOUN
bracis-19060	201	13	,	,	PUNCT
bracis-19060	201	14	all	all	DET
bracis-19060	201	15	these	these	DET
bracis-19060	201	16	images	image	NOUN
bracis-19060	201	17	were	be	AUX
bracis-19060	201	18	used	use	VERB
bracis-19060	201	19	as	as	ADP
bracis-19060	201	20	a	a	DET
bracis-19060	201	21	test	test	NOUN
bracis-19060	201	22	fold	fold	NOUN
bracis-19060	201	23	,	,	PUNCT
bracis-19060	201	24	whose	whose	DET
bracis-19060	201	25	results	result	NOUN
bracis-19060	201	26	are	be	AUX
bracis-19060	201	27	presented	present	VERB
bracis-19060	201	28	in	in	ADP
bracis-19060	201	29	this	this	DET
bracis-19060	201	30	section	section	NOUN
bracis-19060	201	31	.	.	PUNCT
bracis-19060	202	1	table	table	NOUN
bracis-19060	202	2	1	1	NUM
bracis-19060	202	3	.	.	PUNCT
bracis-19060	202	4	validation	validation	NOUN
bracis-19060	202	5	metrics	metric	NOUN
bracis-19060	202	6	:	:	PUNCT
bracis-19060	202	7	positive	positive	ADJ
bracis-19060	202	8	–	–	PUNCT
bracis-19060	202	9	\(97.27\%\	\(97.27\%\	ADJ
bracis-19060	202	10	)	)	PUNCT
bracis-19060	202	11	and	and	CCONJ
bracis-19060	202	12	negative	negative	ADJ
bracis-19060	202	13	\(2.73\%\).full	\(2.73\%\).full	NOUN
bracis-19060	202	14	size	size	NOUN
bracis-19060	202	15	table	table	NOUN
bracis-19060	202	16	after	after	ADP
bracis-19060	202	17	demonstrating	demonstrate	VERB
bracis-19060	202	18	the	the	DET
bracis-19060	202	19	general	general	ADJ
bracis-19060	202	20	performance	performance	NOUN
bracis-19060	202	21	of	of	ADP
bracis-19060	202	22	the	the	DET
bracis-19060	202	23	detectors	detector	NOUN
bracis-19060	202	24	,	,	PUNCT
bracis-19060	202	25	we	we	PRON
bracis-19060	202	26	start	start	VERB
bracis-19060	202	27	assessing	assess	VERB
bracis-19060	202	28	our	our	PRON
bracis-19060	202	29	hypothesis	hypothesis	NOUN
bracis-19060	202	30	that	that	PRON
bracis-19060	202	31	,	,	PUNCT
bracis-19060	202	32	essentially	essentially	ADV
bracis-19060	202	33	,	,	PUNCT
bracis-19060	202	34	raises	raise	VERB
bracis-19060	202	35	the	the	DET
bracis-19060	202	36	following	follow	VERB
bracis-19060	202	37	question	question	NOUN
bracis-19060	202	38	:	:	PUNCT
bracis-19060	202	39	“	"	PUNCT
bracis-19060	202	40	are	be	AUX
bracis-19060	202	41	the	the	DET
bracis-19060	202	42	face	face	NOUN
bracis-19060	202	43	detectors	detector	NOUN
bracis-19060	202	44	influenced	influence	VERB
bracis-19060	202	45	by	by	ADP
bracis-19060	202	46	the	the	DET
bracis-19060	202	47	users	user	NOUN
bracis-19060	202	48	’	’	PART
bracis-19060	202	49	gender	gender	NOUN
bracis-19060	202	50	and	and	CCONJ
bracis-19060	202	51	race	race	NOUN
bracis-19060	202	52	?	?	PUNCT
bracis-19060	202	53	”	"	PUNCT
bracis-19060	202	54	.	.	PUNCT
bracis-19060	203	1	to	to	PART
bracis-19060	203	2	systematically	systematically	ADV
bracis-19060	203	3	answer	answer	VERB
bracis-19060	203	4	this	this	DET
bracis-19060	203	5	question	question	NOUN
bracis-19060	203	6	,	,	PUNCT
bracis-19060	203	7	we	we	PRON
bracis-19060	203	8	have	have	AUX
bracis-19060	203	9	hypothesized	hypothesize	VERB
bracis-19060	203	10	the	the	DET
bracis-19060	203	11	following	follow	VERB
bracis-19060	203	12	assumptions	assumption	NOUN
bracis-19060	203	13	:	:	PUNCT
bracis-19060	203	14	\(h_0\	\(h_0\	NOUN
bracis-19060	203	15	):	):	PUNCT
bracis-19060	203	16	the	the	DET
bracis-19060	203	17	error	error	NOUN
bracis-19060	203	18	proportions	proportion	NOUN
bracis-19060	203	19	are	be	AUX
bracis-19060	203	20	the	the	DET
bracis-19060	203	21	same	same	ADJ
bracis-19060	203	22	regardless	regardless	ADV
bracis-19060	203	23	of	of	ADP
bracis-19060	203	24	the	the	DET
bracis-19060	203	25	users	user	NOUN
bracis-19060	203	26	’	’	PART
bracis-19060	203	27	gender	gender	NOUN
bracis-19060	203	28	and/or	and/or	CCONJ
bracis-19060	203	29	race	race	NOUN
bracis-19060	203	30	:	:	PUNCT
bracis-19060	203	31	\(p_1	\(p_1	PROPN
bracis-19060	203	32	-	-	PUNCT
bracis-19060	203	33	p_2=0\	p_2=0\	PROPN
bracis-19060	203	34	)	)	PUNCT
bracis-19060	203	35	;	;	PUNCT
bracis-19060	203	36	\(h_1\	\(h_1\	PROPN
bracis-19060	203	37	):	):	PUNCT
bracis-19060	203	38	the	the	DET
bracis-19060	203	39	error	error	NOUN
bracis-19060	203	40	proportions	proportion	NOUN
bracis-19060	203	41	are	be	AUX
bracis-19060	203	42	not	not	PART
bracis-19060	203	43	the	the	DET
bracis-19060	203	44	same	same	ADJ
bracis-19060	203	45	,	,	PUNCT
bracis-19060	203	46	thus	thus	ADV
bracis-19060	203	47	there	there	PRON
bracis-19060	203	48	is	be	VERB
bracis-19060	203	49	difference	difference	NOUN
bracis-19060	203	50	based	base	VERB
bracis-19060	203	51	on	on	ADP
bracis-19060	203	52	the	the	DET
bracis-19060	203	53	users	user	NOUN
bracis-19060	203	54	’	’	PART
bracis-19060	203	55	gender	gender	NOUN
bracis-19060	203	56	and/or	and/or	CCONJ
bracis-19060	203	57	race	race	NOUN
bracis-19060	203	58	:	:	PUNCT
bracis-19060	203	59	\(p_1	\(p_1	PROPN
bracis-19060	203	60	-	-	PUNCT
bracis-19060	203	61	p_2	p_2	PROPN
bracis-19060	203	62	>	>	X
bracis-19060	203	63	0\	0\	PROPN
bracis-19060	203	64	)	)	PUNCT
bracis-19060	203	65	.	.	PUNCT
bracis-19060	204	1	the	the	DET
bracis-19060	204	2	first	first	ADJ
bracis-19060	204	3	step	step	NOUN
bracis-19060	204	4	towards	towards	ADP
bracis-19060	204	5	performing	perform	VERB
bracis-19060	204	6	this	this	DET
bracis-19060	204	7	analysis	analysis	NOUN
bracis-19060	204	8	was	be	AUX
bracis-19060	204	9	to	to	PART
bracis-19060	204	10	find	find	VERB
bracis-19060	204	11	the	the	DET
bracis-19060	204	12	error	error	NOUN
bracis-19060	204	13	proportions	proportion	NOUN
bracis-19060	204	14	p	p	NOUN
bracis-19060	204	15	and	and	CCONJ
bracis-19060	204	16	the	the	DET
bracis-19060	204	17	number	number	NOUN
bracis-19060	204	18	n	n	NOUN
bracis-19060	204	19	of	of	ADP
bracis-19060	204	20	sample	sample	NOUN
bracis-19060	204	21	per	per	ADP
bracis-19060	204	22	class	class	NOUN
bracis-19060	204	23	,	,	PUNCT
bracis-19060	204	24	as	as	SCONJ
bracis-19060	204	25	shown	show	VERB
bracis-19060	204	26	in	in	ADP
bracis-19060	204	27	table	table	NOUN
bracis-19060	204	28	 	 	SPACE
bracis-19060	204	29	2	2	NUM
bracis-19060	204	30	.	.	PUNCT
bracis-19060	205	1	for	for	ADP
bracis-19060	205	2	example	example	NOUN
bracis-19060	205	3	,	,	PUNCT
bracis-19060	205	4	by	by	ADP
bracis-19060	205	5	considering	consider	VERB
bracis-19060	205	6	this	this	DET
bracis-19060	205	7	table	table	NOUN
bracis-19060	205	8	,	,	PUNCT
bracis-19060	205	9	we	we	PRON
bracis-19060	205	10	notice	notice	VERB
bracis-19060	205	11	the	the	DET
bracis-19060	205	12	detection	detection	NOUN
bracis-19060	205	13	error	error	NOUN
bracis-19060	205	14	in	in	ADP
bracis-19060	205	15	black	black	ADJ
bracis-19060	205	16	users	user	NOUN
bracis-19060	205	17	is	be	AUX
bracis-19060	205	18	greater	great	ADJ
bracis-19060	205	19	when	when	SCONJ
bracis-19060	205	20	compared	compare	VERB
bracis-19060	205	21	to	to	ADP
bracis-19060	205	22	white	white	ADJ
bracis-19060	205	23	people	people	NOUN
bracis-19060	205	24	.	.	PUNCT
bracis-19060	206	1	however	however	ADV
bracis-19060	206	2	,	,	PUNCT
bracis-19060	206	3	can	can	AUX
bracis-19060	206	4	this	this	DET
bracis-19060	206	5	difference	difference	NOUN
bracis-19060	206	6	be	be	AUX
bracis-19060	206	7	considered	consider	VERB
bracis-19060	206	8	significant	significant	ADJ
bracis-19060	206	9	?	?	PUNCT
bracis-19060	206	10	table	table	NOUN
bracis-19060	206	11	2	2	NUM
bracis-19060	206	12	.	.	NOUN
bracis-19060	206	13	error	error	NOUN
bracis-19060	206	14	proportions	proportion	NOUN
bracis-19060	206	15	(	(	PUNCT
bracis-19060	206	16	%	%	INTJ
bracis-19060	206	17	)	)	PUNCT
bracis-19060	206	18	between	between	ADP
bracis-19060	206	19	classes.full	classes.full	NOUN
bracis-19060	206	20	size	size	NOUN
bracis-19060	206	21	table	table	NOUN
bracis-19060	206	22	in	in	ADP
bracis-19060	206	23	the	the	DET
bracis-19060	206	24	next	next	ADJ
bracis-19060	206	25	step	step	NOUN
bracis-19060	206	26	,	,	PUNCT
bracis-19060	206	27	by	by	ADP
bracis-19060	206	28	only	only	ADV
bracis-19060	206	29	considering	consider	VERB
bracis-19060	206	30	images	image	NOUN
bracis-19060	206	31	with	with	ADP
bracis-19060	206	32	faces	face	NOUN
bracis-19060	206	33	according	accord	VERB
bracis-19060	206	34	to	to	ADP
bracis-19060	206	35	the	the	DET
bracis-19060	206	36	specialists	specialist	NOUN
bracis-19060	206	37	,	,	PUNCT
bracis-19060	206	38	we	we	PRON
bracis-19060	206	39	computed	compute	VERB
bracis-19060	206	40	\(z_{obs}\	\(z_{obs}\	PROPN
bracis-19060	206	41	)	)	PUNCT
bracis-19060	206	42	,	,	PUNCT
bracis-19060	206	43	\(\alpha	\(\alpha	VERB
bracis-19060	206	44	_	_	PRON
bracis-19060	206	45	{	{	PUNCT
bracis-19060	206	46	obs}\	obs}\	PROPN
bracis-19060	206	47	)	)	PUNCT
bracis-19060	206	48	,	,	PUNCT
bracis-19060	206	49	and	and	CCONJ
bracis-19060	206	50	the	the	DET
bracis-19060	206	51	(	(	PUNCT
bracis-19060	206	52	lower	low	ADJ
bracis-19060	206	53	and	and	CCONJ
bracis-19060	206	54	upper	upper	ADJ
bracis-19060	206	55	)	)	PUNCT
bracis-19060	206	56	confidence	confidence	NOUN
bracis-19060	206	57	intervals	interval	NOUN
bracis-19060	206	58	(	(	PUNCT
bracis-19060	206	59	ci	ci	NOUN
bracis-19060	206	60	)	)	PUNCT
bracis-19060	206	61	from	from	ADP
bracis-19060	206	62	the	the	DET
bracis-19060	206	63	error	error	NOUN
bracis-19060	206	64	proportions	proportion	NOUN
bracis-19060	206	65	between	between	ADP
bracis-19060	206	66	a	a	DET
bracis-19060	206	67	different	different	ADJ
bracis-19060	206	68	combination	combination	NOUN
bracis-19060	206	69	of	of	ADP
bracis-19060	206	70	gender	gender	NOUN
bracis-19060	206	71	and	and	CCONJ
bracis-19060	206	72	races	race	NOUN
bracis-19060	206	73	.	.	PUNCT
bracis-19060	207	1	in	in	ADP
bracis-19060	207	2	the	the	DET
bracis-19060	207	3	following	following	ADJ
bracis-19060	207	4	tables	table	NOUN
bracis-19060	207	5	,	,	PUNCT
bracis-19060	207	6	results	result	NOUN
bracis-19060	207	7	with	with	ADP
bracis-19060	207	8	significant	significant	ADJ
bracis-19060	207	9	differences	difference	NOUN
bracis-19060	207	10	were	be	AUX
bracis-19060	207	11	highlighted	highlight	VERB
bracis-19060	207	12	in	in	ADP
bracis-19060	207	13	bold	bold	ADJ
bracis-19060	207	14	.	.	PUNCT
bracis-19060	208	1	in	in	ADP
bracis-19060	208	2	table	table	NOUN
bracis-19060	208	3	 	 	SPACE
bracis-19060	208	4	3	3	NUM
bracis-19060	208	5	,	,	PUNCT
bracis-19060	208	6	we	we	PRON
bracis-19060	208	7	show	show	VERB
bracis-19060	208	8	the	the	DET
bracis-19060	208	9	comparison	comparison	NOUN
bracis-19060	208	10	between	between	ADP
bracis-19060	208	11	errors	error	NOUN
bracis-19060	208	12	from	from	ADP
bracis-19060	208	13	different	different	ADJ
bracis-19060	208	14	combinations	combination	NOUN
bracis-19060	208	15	of	of	ADP
bracis-19060	208	16	classes	class	NOUN
bracis-19060	208	17	,	,	PUNCT
bracis-19060	208	18	based	base	VERB
bracis-19060	208	19	on	on	ADP
bracis-19060	208	20	the	the	DET
bracis-19060	208	21	face	face	NOUN
bracis-19060	208	22	detection	detection	NOUN
bracis-19060	208	23	task	task	NOUN
bracis-19060	208	24	performed	perform	VERB
bracis-19060	208	25	by	by	ADP
bracis-19060	208	26	mtcnn	mtcnn	PROPN
bracis-19060	208	27	.	.	PUNCT
bracis-19060	209	1	as	as	SCONJ
bracis-19060	209	2	one	one	PRON
bracis-19060	209	3	may	may	AUX
bracis-19060	209	4	notice	notice	VERB
bracis-19060	209	5	,	,	PUNCT
bracis-19060	209	6	although	although	SCONJ
bracis-19060	209	7	there	there	PRON
bracis-19060	209	8	are	be	VERB
bracis-19060	209	9	different	different	ADJ
bracis-19060	209	10	error	error	NOUN
bracis-19060	209	11	rates	rate	NOUN
bracis-19060	209	12	in	in	ADP
bracis-19060	209	13	table	table	NOUN
bracis-19060	209	14	 	 	SPACE
bracis-19060	209	15	2	2	NUM
bracis-19060	209	16	,	,	PUNCT
bracis-19060	209	17	the	the	DET
bracis-19060	209	18	statistical	statistical	ADJ
bracis-19060	209	19	tests	test	NOUN
bracis-19060	209	20	reject	reject	VERB
bracis-19060	209	21	the	the	DET
bracis-19060	209	22	null	null	ADJ
bracis-19060	209	23	hypothesis	hypothesis	NOUN
bracis-19060	209	24	in	in	ADP
bracis-19060	209	25	three	three	NUM
bracis-19060	209	26	situations	situation	NOUN
bracis-19060	209	27	:	:	PUNCT
bracis-19060	209	28	black	black	ADJ
bracis-19060	209	29	\(\times	\(\time	NOUN
bracis-19060	209	30	\	\	NOUN
bracis-19060	209	31	)	)	PUNCT
bracis-19060	209	32	white	white	ADJ
bracis-19060	209	33	,	,	PUNCT
bracis-19060	209	34	black	black	ADJ
bracis-19060	209	35	/	/	SYM
bracis-19060	209	36	woman	woman	NOUN
bracis-19060	209	37	\(\times	\(\time	NOUN
bracis-19060	209	38	\	\	NOUN
bracis-19060	209	39	)	)	PUNCT
bracis-19060	209	40	white	white	ADJ
bracis-19060	209	41	/	/	SYM
bracis-19060	209	42	woman	woman	NOUN
bracis-19060	209	43	,	,	PUNCT
bracis-19060	209	44	and	and	CCONJ
bracis-19060	209	45	black	black	ADJ
bracis-19060	209	46	/	/	SYM
bracis-19060	209	47	man	man	NOUN
bracis-19060	209	48	\(\times	\(\time	NOUN
bracis-19060	209	49	\	\	NOUN
bracis-19060	209	50	)	)	PUNCT
bracis-19060	209	51	white	white	ADJ
bracis-19060	209	52	/	/	SYM
bracis-19060	209	53	man	man	NOUN
bracis-19060	209	54	.	.	PUNCT
bracis-19060	210	1	therefore	therefore	ADV
bracis-19060	210	2	,	,	PUNCT
bracis-19060	210	3	by	by	ADP
bracis-19060	210	4	considering	consider	VERB
bracis-19060	210	5	the	the	DET
bracis-19060	210	6	alternative	alternative	ADJ
bracis-19060	210	7	hypothesis	hypothesis	NOUN
bracis-19060	210	8	,	,	PUNCT
bracis-19060	210	9	the	the	DET
bracis-19060	210	10	error	error	NOUN
bracis-19060	210	11	is	be	AUX
bracis-19060	210	12	greater	great	ADJ
bracis-19060	210	13	when	when	SCONJ
bracis-19060	210	14	black	black	ADJ
bracis-19060	210	15	users	user	NOUN
bracis-19060	210	16	are	be	AUX
bracis-19060	210	17	the	the	DET
bracis-19060	210	18	analyzed	analyze	VERB
bracis-19060	210	19	passenger	passenger	NOUN
bracis-19060	210	20	.	.	PUNCT
bracis-19060	211	1	in	in	ADP
bracis-19060	211	2	this	this	DET
bracis-19060	211	3	experiment	experiment	NOUN
bracis-19060	211	4	,	,	PUNCT
bracis-19060	211	5	we	we	PRON
bracis-19060	211	6	have	have	AUX
bracis-19060	211	7	noticed	notice	VERB
bracis-19060	211	8	no	no	DET
bracis-19060	211	9	significant	significant	ADJ
bracis-19060	211	10	difference	difference	NOUN
bracis-19060	211	11	when	when	SCONJ
bracis-19060	211	12	the	the	DET
bracis-19060	211	13	passengers	passenger	NOUN
bracis-19060	211	14	are	be	AUX
bracis-19060	211	15	compared	compare	VERB
bracis-19060	211	16	by	by	ADP
bracis-19060	211	17	gender	gender	NOUN
bracis-19060	211	18	.	.	PUNCT
bracis-19060	211	19	table	table	NOUN
bracis-19060	211	20	3	3	NUM
bracis-19060	211	21	.	.	PUNCT
bracis-19060	211	22	test	test	NOUN
bracis-19060	211	23	statistic	statistic	NOUN
bracis-19060	211	24	for	for	ADP
bracis-19060	211	25	mtcnn.full	mtcnn.full	NUM
bracis-19060	211	26	size	size	NOUN
bracis-19060	211	27	table	table	NOUN
bracis-19060	211	28	next	next	ADV
bracis-19060	211	29	,	,	PUNCT
bracis-19060	211	30	we	we	PRON
bracis-19060	211	31	repeated	repeat	VERB
bracis-19060	211	32	the	the	DET
bracis-19060	211	33	same	same	ADJ
bracis-19060	211	34	analyses	analysis	NOUN
bracis-19060	211	35	on	on	ADP
bracis-19060	211	36	images	image	NOUN
bracis-19060	211	37	processed	process	VERB
bracis-19060	211	38	by	by	ADP
bracis-19060	211	39	yolo	yolo	PROPN
bracis-19060	211	40	.	.	PUNCT
bracis-19060	212	1	regardless	regardless	ADV
bracis-19060	212	2	of	of	ADP
bracis-19060	212	3	the	the	DET
bracis-19060	212	4	classification	classification	NOUN
bracis-19060	212	5	metrics	metric	NOUN
bracis-19060	212	6	,	,	PUNCT
bracis-19060	212	7	we	we	PRON
bracis-19060	212	8	decided	decide	VERB
bracis-19060	212	9	to	to	PART
bracis-19060	212	10	assess	assess	VERB
bracis-19060	212	11	whether	whether	SCONJ
bracis-19060	212	12	the	the	DET
bracis-19060	212	13	errors	error	NOUN
bracis-19060	212	14	produced	produce	VERB
bracis-19060	212	15	by	by	ADP
bracis-19060	212	16	this	this	DET
bracis-19060	212	17	detector	detector	NOUN
bracis-19060	212	18	were	be	AUX
bracis-19060	212	19	also	also	ADV
bracis-19060	212	20	influenced	influence	VERB
bracis-19060	212	21	by	by	ADP
bracis-19060	212	22	gender	gender	NOUN
bracis-19060	212	23	and	and	CCONJ
bracis-19060	212	24	race	race	NOUN
bracis-19060	212	25	.	.	PUNCT
bracis-19060	213	1	according	accord	VERB
bracis-19060	213	2	to	to	ADP
bracis-19060	213	3	the	the	DET
bracis-19060	213	4	results	result	NOUN
bracis-19060	213	5	summarized	summarize	VERB
bracis-19060	213	6	in	in	ADP
bracis-19060	213	7	table	table	NOUN
bracis-19060	213	8	 	 	SPACE
bracis-19060	213	9	4	4	NUM
bracis-19060	213	10	,	,	PUNCT
bracis-19060	213	11	we	we	PRON
bracis-19060	213	12	noticed	notice	VERB
bracis-19060	213	13	the	the	DET
bracis-19060	213	14	face	face	NOUN
bracis-19060	213	15	detection	detection	NOUN
bracis-19060	213	16	errors	error	NOUN
bracis-19060	213	17	have	have	AUX
bracis-19060	213	18	ratified	ratify	VERB
bracis-19060	213	19	the	the	DET
bracis-19060	213	20	results	result	NOUN
bracis-19060	213	21	produced	produce	VERB
bracis-19060	213	22	by	by	ADP
bracis-19060	213	23	mtcnn	mtcnn	PROPN
bracis-19060	213	24	.	.	PUNCT
bracis-19060	214	1	as	as	SCONJ
bracis-19060	214	2	shown	show	VERB
bracis-19060	214	3	in	in	ADP
bracis-19060	214	4	bold	bold	ADJ
bracis-19060	214	5	,	,	PUNCT
bracis-19060	214	6	there	there	PRON
bracis-19060	214	7	are	be	VERB
bracis-19060	214	8	significant	significant	ADJ
bracis-19060	214	9	differences	difference	NOUN
bracis-19060	214	10	when	when	SCONJ
bracis-19060	214	11	race	race	NOUN
bracis-19060	214	12	is	be	AUX
bracis-19060	214	13	assessed	assess	VERB
bracis-19060	214	14	.	.	PUNCT
bracis-19060	215	1	the	the	DET
bracis-19060	215	2	face	face	NOUN
bracis-19060	215	3	detection	detection	NOUN
bracis-19060	215	4	with	with	ADP
bracis-19060	215	5	yolo	yolo	PRON
bracis-19060	215	6	also	also	ADV
bracis-19060	215	7	produced	produce	VERB
bracis-19060	215	8	worse	bad	ADJ
bracis-19060	215	9	results	result	NOUN
bracis-19060	215	10	when	when	SCONJ
bracis-19060	215	11	the	the	DET
bracis-19060	215	12	passengers	passenger	NOUN
bracis-19060	215	13	are	be	AUX
bracis-19060	215	14	black	black	ADJ
bracis-19060	215	15	.	.	PUNCT
bracis-19060	216	1	table	table	NOUN
bracis-19060	216	2	4	4	NUM
bracis-19060	216	3	.	.	PUNCT
bracis-19060	216	4	test	test	NOUN
bracis-19060	216	5	statistic	statistic	NOUN
bracis-19060	216	6	for	for	ADP
bracis-19060	216	7	yolo.full	yolo.full	NUM
bracis-19060	216	8	size	size	NOUN
bracis-19060	216	9	table	table	NOUN
bracis-19060	216	10	in	in	ADP
bracis-19060	216	11	our	our	PRON
bracis-19060	216	12	last	last	ADJ
bracis-19060	216	13	analysis	analysis	NOUN
bracis-19060	216	14	,	,	PUNCT
bracis-19060	216	15	we	we	PRON
bracis-19060	216	16	have	have	AUX
bracis-19060	216	17	also	also	ADV
bracis-19060	216	18	compared	compare	VERB
bracis-19060	216	19	the	the	DET
bracis-19060	216	20	results	result	NOUN
bracis-19060	216	21	produced	produce	VERB
bracis-19060	216	22	by	by	ADP
bracis-19060	216	23	resnet	resnet	NOUN
bracis-19060	216	24	.	.	PUNCT
bracis-19060	217	1	although	although	SCONJ
bracis-19060	217	2	this	this	DET
bracis-19060	217	3	detector	detector	NOUN
bracis-19060	217	4	has	have	AUX
bracis-19060	217	5	presented	present	VERB
bracis-19060	217	6	the	the	DET
bracis-19060	217	7	worst	bad	ADJ
bracis-19060	217	8	results	result	NOUN
bracis-19060	217	9	,	,	PUNCT
bracis-19060	217	10	we	we	PRON
bracis-19060	217	11	decided	decide	VERB
bracis-19060	217	12	to	to	PART
bracis-19060	217	13	perform	perform	VERB
bracis-19060	217	14	a	a	DET
bracis-19060	217	15	close	close	ADJ
bracis-19060	217	16	examination	examination	NOUN
bracis-19060	217	17	on	on	ADP
bracis-19060	217	18	the	the	DET
bracis-19060	217	19	error	error	NOUN
bracis-19060	217	20	proportions	proportion	NOUN
bracis-19060	217	21	produced	produce	VERB
bracis-19060	217	22	by	by	ADP
bracis-19060	217	23	it	it	PRON
bracis-19060	217	24	according	accord	VERB
bracis-19060	217	25	to	to	ADP
bracis-19060	217	26	the	the	DET
bracis-19060	217	27	different	different	ADJ
bracis-19060	217	28	classes	class	NOUN
bracis-19060	217	29	.	.	PUNCT
bracis-19060	218	1	the	the	DET
bracis-19060	218	2	final	final	ADJ
bracis-19060	218	3	results	result	NOUN
bracis-19060	218	4	,	,	PUNCT
bracis-19060	218	5	presented	present	VERB
bracis-19060	218	6	in	in	ADP
bracis-19060	218	7	table	table	NOUN
bracis-19060	218	8	 	 	SPACE
bracis-19060	218	9	5	5	NUM
bracis-19060	218	10	,	,	PUNCT
bracis-19060	218	11	also	also	ADV
bracis-19060	218	12	ratifies	ratify	VERB
bracis-19060	218	13	the	the	DET
bracis-19060	218	14	previous	previous	ADJ
bracis-19060	218	15	analyses	analysis	NOUN
bracis-19060	218	16	,	,	PUNCT
bracis-19060	218	17	in	in	ADP
bracis-19060	218	18	which	which	PRON
bracis-19060	218	19	the	the	DET
bracis-19060	218	20	error	error	NOUN
bracis-19060	218	21	proportions	proportion	NOUN
bracis-19060	218	22	are	be	AUX
bracis-19060	218	23	significant	significant	ADJ
bracis-19060	218	24	when	when	SCONJ
bracis-19060	218	25	users	user	NOUN
bracis-19060	218	26	are	be	AUX
bracis-19060	218	27	compared	compare	VERB
bracis-19060	218	28	by	by	ADP
bracis-19060	218	29	their	their	PRON
bracis-19060	218	30	race	race	NOUN
bracis-19060	218	31	.	.	PUNCT
bracis-19060	219	1	moreover	moreover	ADV
bracis-19060	219	2	,	,	PUNCT
bracis-19060	219	3	the	the	DET
bracis-19060	219	4	errors	error	NOUN
bracis-19060	219	5	produced	produce	VERB
bracis-19060	219	6	by	by	ADP
bracis-19060	219	7	this	this	DET
bracis-19060	219	8	detector	detector	NOUN
bracis-19060	219	9	were	be	AUX
bracis-19060	219	10	statistically	statistically	ADV
bracis-19060	219	11	different	different	ADJ
bracis-19060	219	12	when	when	SCONJ
bracis-19060	219	13	black	black	ADJ
bracis-19060	219	14	woman	woman	NOUN
bracis-19060	219	15	results	result	NOUN
bracis-19060	219	16	are	be	AUX
bracis-19060	219	17	compared	compare	VERB
bracis-19060	219	18	to	to	ADP
bracis-19060	219	19	a	a	DET
bracis-19060	219	20	white	white	ADJ
bracis-19060	219	21	man	man	NOUN
bracis-19060	219	22	.	.	PUNCT
bracis-19060	220	1	despite	despite	SCONJ
bracis-19060	220	2	the	the	DET
bracis-19060	220	3	users	user	NOUN
bracis-19060	220	4	’	’	PART
bracis-19060	220	5	race	race	NOUN
bracis-19060	220	6	,	,	PUNCT
bracis-19060	220	7	we	we	PRON
bracis-19060	220	8	can	can	AUX
bracis-19060	220	9	not	not	PART
bracis-19060	220	10	affirm	affirm	VERB
bracis-19060	220	11	,	,	PUNCT
bracis-19060	220	12	at	at	ADP
bracis-19060	220	13	least	least	ADJ
bracis-19060	220	14	in	in	ADP
bracis-19060	220	15	our	our	PRON
bracis-19060	220	16	scenario	scenario	NOUN
bracis-19060	220	17	and	and	CCONJ
bracis-19060	220	18	experiments	experiment	NOUN
bracis-19060	220	19	,	,	PUNCT
bracis-19060	220	20	there	there	PRON
bracis-19060	220	21	is	be	VERB
bracis-19060	220	22	a	a	DET
bracis-19060	220	23	significant	significant	ADJ
bracis-19060	220	24	difference	difference	NOUN
bracis-19060	220	25	by	by	ADP
bracis-19060	220	26	comparing	compare	VERB
bracis-19060	220	27	the	the	DET
bracis-19060	220	28	users	user	NOUN
bracis-19060	220	29	’	'	PUNCT
bracis-19060	220	30	gender	gender	NOUN
bracis-19060	220	31	.	.	PUNCT
bracis-19060	220	32	table	table	NOUN
bracis-19060	220	33	5	5	NUM
bracis-19060	220	34	.	.	PUNCT
bracis-19060	220	35	test	test	NOUN
bracis-19060	220	36	statistic	statistic	NOUN
bracis-19060	220	37	for	for	ADP
bracis-19060	220	38	resnet.full	resnet.full	NOUN
bracis-19060	220	39	size	size	NOUN
bracis-19060	220	40	table	table	NOUN
bracis-19060	220	41	5	5	NUM
bracis-19060	220	42	conclusion	conclusion	NOUN
bracis-19060	220	43	in	in	ADP
bracis-19060	220	44	this	this	DET
bracis-19060	220	45	work	work	NOUN
bracis-19060	220	46	,	,	PUNCT
bracis-19060	220	47	we	we	PRON
bracis-19060	220	48	decided	decide	VERB
bracis-19060	220	49	to	to	PART
bracis-19060	220	50	investigate	investigate	VERB
bracis-19060	220	51	an	an	DET
bracis-19060	220	52	ethical	ethical	ADJ
bracis-19060	220	53	issue	issue	NOUN
bracis-19060	220	54	that	that	PRON
bracis-19060	220	55	has	have	AUX
bracis-19060	220	56	been	be	AUX
bracis-19060	220	57	calling	call	VERB
bracis-19060	220	58	the	the	DET
bracis-19060	220	59	attention	attention	NOUN
bracis-19060	220	60	of	of	ADP
bracis-19060	220	61	several	several	ADJ
bracis-19060	220	62	ai	ai	NOUN
bracis-19060	220	63	researchers	researcher	NOUN
bracis-19060	220	64	and	and	CCONJ
bracis-19060	220	65	practitioners	practitioner	NOUN
bracis-19060	220	66	.	.	PUNCT
bracis-19060	221	1	in	in	ADP
bracis-19060	221	2	2020	2020	NUM
bracis-19060	221	3	,	,	PUNCT
bracis-19060	221	4	a	a	DET
bracis-19060	221	5	letter	letter	NOUN
bracis-19060	221	6	signed	sign	VERB
bracis-19060	221	7	by	by	ADP
bracis-19060	221	8	several	several	ADJ
bracis-19060	221	9	mathematicians	mathematician	NOUN
bracis-19060	221	10	had	have	AUX
bracis-19060	221	11	explicitly	explicitly	ADV
bracis-19060	221	12	pointed	point	VERB
bracis-19060	221	13	out	out	ADP
bracis-19060	221	14	the	the	DET
bracis-19060	221	15	risks	risk	NOUN
bracis-19060	221	16	of	of	ADP
bracis-19060	221	17	using	use	VERB
bracis-19060	221	18	ai	ai	NOUN
bracis-19060	221	19	-	-	PUNCT
bracis-19060	221	20	based	base	VERB
bracis-19060	221	21	technologies	technology	NOUN
bracis-19060	221	22	without	without	ADP
bracis-19060	221	23	carefully	carefully	ADV
bracis-19060	221	24	examining	examine	VERB
bracis-19060	221	25	whether	whether	SCONJ
bracis-19060	221	26	their	their	PRON
bracis-19060	221	27	decision	decision	NOUN
bracis-19060	221	28	processes	process	NOUN
bracis-19060	221	29	are	be	AUX
bracis-19060	221	30	implicitly	implicitly	ADV
bracis-19060	221	31	working	work	VERB
bracis-19060	221	32	as	as	SCONJ
bracis-19060	221	33	expected	expect	VERB
bracis-19060	221	34	 	 	SPACE
bracis-19060	222	1	[	[	X
bracis-19060	222	2	5	5	NUM
bracis-19060	222	3	]	]	PUNCT
bracis-19060	222	4	.	.	PUNCT
bracis-19060	223	1	the	the	DET
bracis-19060	223	2	mathematics	mathematics	PROPN
bracis-19060	223	3	community	community	NOUN
bracis-19060	223	4	has	have	AUX
bracis-19060	223	5	not	not	PART
bracis-19060	223	6	criticized	criticize	VERB
bracis-19060	223	7	the	the	DET
bracis-19060	223	8	advances	advance	NOUN
bracis-19060	223	9	of	of	ADP
bracis-19060	223	10	ai	ai	NOUN
bracis-19060	223	11	,	,	PUNCT
bracis-19060	223	12	which	which	PRON
bracis-19060	223	13	are	be	AUX
bracis-19060	223	14	important	important	ADJ
bracis-19060	223	15	and	and	CCONJ
bracis-19060	223	16	necessary	necessary	ADJ
bracis-19060	223	17	to	to	ADP
bracis-19060	223	18	the	the	DET
bracis-19060	223	19	wellness	wellness	NOUN
bracis-19060	223	20	of	of	ADP
bracis-19060	223	21	our	our	PRON
bracis-19060	223	22	society	society	NOUN
bracis-19060	223	23	as	as	ADP
bracis-19060	223	24	the	the	DET
bracis-19060	223	25	contribution	contribution	NOUN
bracis-19060	223	26	in	in	ADP
bracis-19060	223	27	areas	area	NOUN
bracis-19060	223	28	as	as	ADP
bracis-19060	223	29	,	,	PUNCT
bracis-19060	223	30	for	for	ADP
bracis-19060	223	31	example	example	NOUN
bracis-19060	223	32	,	,	PUNCT
bracis-19060	223	33	medicine	medicine	NOUN
bracis-19060	223	34	and	and	CCONJ
bracis-19060	223	35	ecology	ecology	NOUN
bracis-19060	223	36	.	.	PUNCT
bracis-19060	224	1	however	however	ADV
bracis-19060	224	2	,	,	PUNCT
bracis-19060	224	3	can	can	AUX
bracis-19060	224	4	we	we	PRON
bracis-19060	224	5	work	work	VERB
bracis-19060	224	6	in	in	ADP
bracis-19060	224	7	such	such	ADJ
bracis-19060	224	8	direction	direction	NOUN
bracis-19060	224	9	without	without	ADP
bracis-19060	224	10	propagating	propagate	VERB
bracis-19060	224	11	to	to	ADP
bracis-19060	224	12	our	our	PRON
bracis-19060	224	13	algorithms	algorithm	NOUN
bracis-19060	224	14	(	(	PUNCT
bracis-19060	224	15	and	and	CCONJ
bracis-19060	224	16	data	datum	NOUN
bracis-19060	224	17	)	)	PUNCT
bracis-19060	224	18	historical	historical	ADJ
bracis-19060	224	19	errors	error	NOUN
bracis-19060	224	20	as	as	ADP
bracis-19060	224	21	structural	structural	ADJ
bracis-19060	224	22	and	and	CCONJ
bracis-19060	224	23	explicit	explicit	ADJ
bracis-19060	224	24	racism	racism	NOUN
bracis-19060	224	25	?	?	PUNCT
bracis-19060	225	1	this	this	DET
bracis-19060	225	2	situation	situation	NOUN
bracis-19060	225	3	is	be	AUX
bracis-19060	225	4	strongly	strongly	ADV
bracis-19060	225	5	relevant	relevant	ADJ
bracis-19060	225	6	in	in	ADP
bracis-19060	225	7	the	the	DET
bracis-19060	225	8	computer	computer	NOUN
bracis-19060	225	9	vision	vision	NOUN
bracis-19060	225	10	area	area	NOUN
bracis-19060	225	11	,	,	PUNCT
bracis-19060	225	12	especially	especially	ADV
bracis-19060	225	13	by	by	ADP
bracis-19060	225	14	working	work	VERB
bracis-19060	225	15	on	on	ADP
bracis-19060	225	16	tasks	task	NOUN
bracis-19060	225	17	related	relate	VERB
bracis-19060	225	18	to	to	PART
bracis-19060	225	19	face	face	VERB
bracis-19060	225	20	recognition	recognition	NOUN
bracis-19060	225	21	.	.	PUNCT
bracis-19060	226	1	are	be	AUX
bracis-19060	226	2	our	our	PRON
bracis-19060	226	3	data	datum	NOUN
bracis-19060	226	4	and	and	CCONJ
bracis-19060	226	5	algorithms	algorithm	NOUN
bracis-19060	226	6	performing	perform	VERB
bracis-19060	226	7	as	as	SCONJ
bracis-19060	226	8	expected	expect	VERB
bracis-19060	226	9	regardless	regardless	ADV
bracis-19060	226	10	of	of	ADP
bracis-19060	226	11	users	user	NOUN
bracis-19060	226	12	’	'	PUNCT
bracis-19060	226	13	race	race	NOUN
bracis-19060	226	14	?	?	PUNCT
bracis-19060	227	1	can	can	AUX
bracis-19060	227	2	the	the	DET
bracis-19060	227	3	algorithm	algorithm	NOUN
bracis-19060	227	4	produce	produce	VERB
bracis-19060	227	5	more	more	ADJ
bracis-19060	227	6	errors	error	NOUN
bracis-19060	227	7	when	when	SCONJ
bracis-19060	227	8	black	black	ADJ
bracis-19060	227	9	people	people	NOUN
bracis-19060	227	10	are	be	AUX
bracis-19060	227	11	under	under	ADP
bracis-19060	227	12	analysis	analysis	NOUN
bracis-19060	227	13	?	?	PUNCT
bracis-19060	228	1	as	as	SCONJ
bracis-19060	228	2	discussed	discuss	VERB
bracis-19060	228	3	by	by	ADP
bracis-19060	228	4	nick	nick	PROPN
bracis-19060	228	5	bostrom	bostrom	PROPN
bracis-19060	228	6	in	in	ADP
bracis-19060	228	7	the	the	DET
bracis-19060	228	8	preface	preface	NOUN
bracis-19060	228	9	of	of	ADP
bracis-19060	228	10	his	his	PRON
bracis-19060	228	11	book	book	NOUN
bracis-19060	228	12	on	on	ADP
bracis-19060	228	13	superintelligence	superintelligence	NOUN
bracis-19060	228	14	with	with	ADP
bracis-19060	228	15	the	the	DET
bracis-19060	228	16	fable	fable	NOUN
bracis-19060	228	17	“	"	PUNCT
bracis-19060	228	18	the	the	DET
bracis-19060	228	19	unfinished	unfinished	ADJ
bracis-19060	228	20	fable	fable	NOUN
bracis-19060	228	21	of	of	ADP
bracis-19060	228	22	the	the	DET
bracis-19060	228	23	sparrows	sparrow	NOUN
bracis-19060	228	24	”	"	PUNCT
bracis-19060	228	25	,	,	PUNCT
bracis-19060	228	26	an	an	DET
bracis-19060	228	27	important	important	ADJ
bracis-19060	228	28	part	part	NOUN
bracis-19060	228	29	of	of	ADP
bracis-19060	228	30	the	the	DET
bracis-19060	228	31	ai	ai	PROPN
bracis-19060	228	32	advances	advance	NOUN
bracis-19060	228	33	is	be	AUX
bracis-19060	228	34	performed	perform	VERB
bracis-19060	228	35	by	by	ADP
bracis-19060	228	36	researchers	researcher	NOUN
bracis-19060	228	37	interested	interested	ADJ
bracis-19060	228	38	in	in	ADP
bracis-19060	228	39	studies	study	NOUN
bracis-19060	228	40	about	about	ADP
bracis-19060	228	41	the	the	DET
bracis-19060	228	42	risks	risk	NOUN
bracis-19060	228	43	of	of	ADP
bracis-19060	228	44	deploying	deploy	VERB
bracis-19060	228	45	them	they	PRON
bracis-19060	228	46	incautiously	incautiously	ADV
bracis-19060	228	47	 	 	SPACE
bracis-19060	229	1	[	[	X
bracis-19060	229	2	1	1	NUM
bracis-19060	229	3	]	]	PUNCT
bracis-19060	229	4	.	.	PUNCT
bracis-19060	230	1	this	this	DET
bracis-19060	230	2	issue	issue	NOUN
bracis-19060	230	3	motivated	motivate	VERB
bracis-19060	230	4	us	we	PRON
bracis-19060	230	5	during	during	ADP
bracis-19060	230	6	the	the	DET
bracis-19060	230	7	design	design	NOUN
bracis-19060	230	8	of	of	ADP
bracis-19060	230	9	a	a	DET
bracis-19060	230	10	solution	solution	NOUN
bracis-19060	230	11	to	to	PART
bracis-19060	230	12	identify	identify	VERB
bracis-19060	230	13	fraud	fraud	NOUN
bracis-19060	230	14	in	in	ADP
bracis-19060	230	15	the	the	DET
bracis-19060	230	16	usage	usage	NOUN
bracis-19060	230	17	of	of	ADP
bracis-19060	230	18	benefit	benefit	NOUN
bracis-19060	230	19	cards	card	NOUN
bracis-19060	230	20	in	in	ADP
bracis-19060	230	21	public	public	ADJ
bracis-19060	230	22	transportation	transportation	NOUN
bracis-19060	230	23	in	in	ADP
bracis-19060	230	24	salvador	salvador	PROPN
bracis-19060	230	25	(	(	PUNCT
bracis-19060	230	26	brazil	brazil	PROPN
bracis-19060	230	27	)	)	PUNCT
bracis-19060	230	28	.	.	PUNCT
bracis-19060	231	1	aiming	aim	VERB
bracis-19060	231	2	at	at	ADP
bracis-19060	231	3	identifying	identify	VERB
bracis-19060	231	4	whether	whether	SCONJ
bracis-19060	231	5	or	or	CCONJ
bracis-19060	231	6	not	not	PART
bracis-19060	231	7	the	the	DET
bracis-19060	231	8	cards	card	NOUN
bracis-19060	231	9	were	be	AUX
bracis-19060	231	10	being	be	AUX
bracis-19060	231	11	used	use	VERB
bracis-19060	231	12	by	by	ADP
bracis-19060	231	13	the	the	DET
bracis-19060	231	14	actual	actual	ADJ
bracis-19060	231	15	owner	owner	NOUN
bracis-19060	231	16	,	,	PUNCT
bracis-19060	231	17	we	we	PRON
bracis-19060	231	18	created	create	VERB
bracis-19060	231	19	a	a	DET
bracis-19060	231	20	fraud	fraud	NOUN
bracis-19060	231	21	detection	detection	NOUN
bracis-19060	231	22	system	system	NOUN
bracis-19060	231	23	that	that	PRON
bracis-19060	231	24	uses	use	VERB
bracis-19060	231	25	artificial	artificial	ADJ
bracis-19060	231	26	neural	neural	ADJ
bracis-19060	231	27	networks	network	NOUN
bracis-19060	231	28	to	to	PART
bracis-19060	231	29	identify	identify	VERB
bracis-19060	231	30	when	when	SCONJ
bracis-19060	231	31	the	the	DET
bracis-19060	231	32	users	user	NOUN
bracis-19060	231	33	’	'	PUNCT
bracis-19060	231	34	pictures	picture	NOUN
bracis-19060	231	35	taken	take	VERB
bracis-19060	231	36	inside	inside	ADP
bracis-19060	231	37	the	the	DET
bracis-19060	231	38	bus	bus	NOUN
bracis-19060	231	39	were	be	AUX
bracis-19060	231	40	different	different	ADJ
bracis-19060	231	41	from	from	ADP
bracis-19060	231	42	their	their	PRON
bracis-19060	231	43	registered	register	VERB
bracis-19060	231	44	profiles	profile	NOUN
bracis-19060	231	45	.	.	PUNCT
bracis-19060	232	1	the	the	DET
bracis-19060	232	2	experimental	experimental	ADJ
bracis-19060	232	3	setup	setup	NOUN
bracis-19060	232	4	created	create	VERB
bracis-19060	232	5	in	in	ADP
bracis-19060	232	6	this	this	DET
bracis-19060	232	7	work	work	NOUN
bracis-19060	232	8	was	be	AUX
bracis-19060	232	9	based	base	VERB
bracis-19060	232	10	on	on	ADP
bracis-19060	232	11	the	the	DET
bracis-19060	232	12	application	application	NOUN
bracis-19060	232	13	of	of	ADP
bracis-19060	232	14	models	model	NOUN
bracis-19060	232	15	,	,	PUNCT
bracis-19060	232	16	published	publish	VERB
bracis-19060	232	17	to	to	PART
bracis-19060	232	18	detect	detect	VERB
bracis-19060	232	19	faces	face	NOUN
bracis-19060	232	20	in	in	ADP
bracis-19060	232	21	images	image	NOUN
bracis-19060	232	22	,	,	PUNCT
bracis-19060	232	23	on	on	ADP
bracis-19060	232	24	our	our	PRON
bracis-19060	232	25	dataset	dataset	NOUN
bracis-19060	232	26	,	,	PUNCT
bracis-19060	232	27	which	which	PRON
bracis-19060	232	28	is	be	AUX
bracis-19060	232	29	composed	compose	VERB
bracis-19060	232	30	of	of	ADP
bracis-19060	232	31	millions	million	NOUN
bracis-19060	232	32	of	of	ADP
bracis-19060	232	33	pictures	picture	NOUN
bracis-19060	232	34	daily	daily	ADV
bracis-19060	232	35	taken	take	VERB
bracis-19060	232	36	inside	inside	ADP
bracis-19060	232	37	the	the	DET
bracis-19060	232	38	buses	bus	NOUN
bracis-19060	232	39	.	.	PUNCT
bracis-19060	233	1	in	in	ADP
bracis-19060	233	2	summary	summary	NOUN
bracis-19060	233	3	,	,	PUNCT
bracis-19060	233	4	we	we	PRON
bracis-19060	233	5	evaluated	evaluate	VERB
bracis-19060	233	6	the	the	DET
bracis-19060	233	7	errors	error	NOUN
bracis-19060	233	8	produced	produce	VERB
bracis-19060	233	9	by	by	ADP
bracis-19060	233	10	mtcnn	mtcnn	PROPN
bracis-19060	233	11	,	,	PUNCT
bracis-19060	233	12	yolo	yolo	ADJ
bracis-19060	233	13	,	,	PUNCT
bracis-19060	233	14	and	and	CCONJ
bracis-19060	233	15	resnet	resnet	VERB
bracis-19060	233	16	by	by	ADP
bracis-19060	233	17	comparing	compare	VERB
bracis-19060	233	18	different	different	ADJ
bracis-19060	233	19	groups	group	NOUN
bracis-19060	233	20	according	accord	VERB
bracis-19060	233	21	to	to	ADP
bracis-19060	233	22	the	the	DET
bracis-19060	233	23	users	user	NOUN
bracis-19060	233	24	’	’	PART
bracis-19060	233	25	gender	gender	NOUN
bracis-19060	233	26	and	and	CCONJ
bracis-19060	233	27	race	race	NOUN
bracis-19060	233	28	.	.	PUNCT
bracis-19060	234	1	according	accord	VERB
bracis-19060	234	2	to	to	ADP
bracis-19060	234	3	our	our	PRON
bracis-19060	234	4	analyses	analysis	NOUN
bracis-19060	234	5	,	,	PUNCT
bracis-19060	234	6	we	we	PRON
bracis-19060	234	7	have	have	AUX
bracis-19060	234	8	noticed	notice	VERB
bracis-19060	234	9	significant	significant	ADJ
bracis-19060	234	10	differences	difference	NOUN
bracis-19060	234	11	when	when	SCONJ
bracis-19060	234	12	the	the	DET
bracis-19060	234	13	passengers	passenger	NOUN
bracis-19060	234	14	’	'	PUNCT
bracis-19060	234	15	race	race	NOUN
bracis-19060	234	16	is	be	AUX
bracis-19060	234	17	analyzed	analyze	VERB
bracis-19060	234	18	.	.	PUNCT
bracis-19060	235	1	all	all	DET
bracis-19060	235	2	results	result	NOUN
bracis-19060	235	3	consistently	consistently	ADV
bracis-19060	235	4	highlighted	highlight	VERB
bracis-19060	235	5	detection	detection	NOUN
bracis-19060	235	6	errors	error	NOUN
bracis-19060	235	7	were	be	AUX
bracis-19060	235	8	greater	great	ADJ
bracis-19060	235	9	with	with	ADP
bracis-19060	235	10	black	black	ADJ
bracis-19060	235	11	passengers	passenger	NOUN
bracis-19060	235	12	.	.	PUNCT
bracis-19060	236	1	moreover	moreover	ADV
bracis-19060	236	2	,	,	PUNCT
bracis-19060	236	3	we	we	PRON
bracis-19060	236	4	have	have	AUX
bracis-19060	236	5	noticed	notice	VERB
bracis-19060	236	6	this	this	DET
bracis-19060	236	7	problem	problem	NOUN
bracis-19060	236	8	also	also	ADV
bracis-19060	236	9	happened	happen	VERB
bracis-19060	236	10	when	when	SCONJ
bracis-19060	236	11	we	we	PRON
bracis-19060	236	12	subsampled	subsample	VERB
bracis-19060	236	13	the	the	DET
bracis-19060	236	14	data	datum	NOUN
bracis-19060	236	15	by	by	ADP
bracis-19060	236	16	the	the	DET
bracis-19060	236	17	users	user	NOUN
bracis-19060	236	18	’	'	PUNCT
bracis-19060	236	19	gender	gender	NOUN
bracis-19060	236	20	.	.	PUNCT
bracis-19060	237	1	in	in	ADP
bracis-19060	237	2	summary	summary	NOUN
bracis-19060	237	3	,	,	PUNCT
bracis-19060	237	4	errors	error	NOUN
bracis-19060	237	5	with	with	ADP
bracis-19060	237	6	black	black	ADJ
bracis-19060	237	7	woman	woman	NOUN
bracis-19060	237	8	and	and	CCONJ
bracis-19060	237	9	man	man	NOUN
bracis-19060	237	10	were	be	AUX
bracis-19060	237	11	greater	great	ADJ
bracis-19060	237	12	than	than	ADP
bracis-19060	237	13	those	those	PRON
bracis-19060	237	14	obtained	obtain	VERB
bracis-19060	237	15	from	from	ADP
bracis-19060	237	16	white	white	ADJ
bracis-19060	237	17	woman	woman	NOUN
bracis-19060	237	18	and	and	CCONJ
bracis-19060	237	19	man	man	NOUN
bracis-19060	237	20	,	,	PUNCT
bracis-19060	237	21	respectively	respectively	ADV
bracis-19060	237	22	.	.	PUNCT
bracis-19060	238	1	this	this	DET
bracis-19060	238	2	bias	bias	NOUN
bracis-19060	238	3	found	find	VERB
bracis-19060	238	4	in	in	ADP
bracis-19060	238	5	our	our	PRON
bracis-19060	238	6	experiments	experiment	NOUN
bracis-19060	238	7	was	be	AUX
bracis-19060	238	8	strongly	strongly	ADV
bracis-19060	238	9	important	important	ADJ
bracis-19060	238	10	to	to	PART
bracis-19060	238	11	emphasize	emphasize	VERB
bracis-19060	238	12	the	the	DET
bracis-19060	238	13	need	need	NOUN
bracis-19060	238	14	for	for	ADP
bracis-19060	238	15	better	well	ADJ
bracis-19060	238	16	models	model	NOUN
bracis-19060	238	17	to	to	PART
bracis-19060	238	18	detect	detect	VERB
bracis-19060	238	19	fraud	fraud	NOUN
bracis-19060	238	20	before	before	ADP
bracis-19060	238	21	deploying	deploy	VERB
bracis-19060	238	22	our	our	PRON
bracis-19060	238	23	system	system	NOUN
bracis-19060	238	24	.	.	PUNCT
bracis-19060	239	1	the	the	DET
bracis-19060	239	2	main	main	ADJ
bracis-19060	239	3	limitation	limitation	NOUN
bracis-19060	239	4	of	of	ADP
bracis-19060	239	5	our	our	PRON
bracis-19060	239	6	work	work	NOUN
bracis-19060	239	7	is	be	AUX
bracis-19060	239	8	the	the	DET
bracis-19060	239	9	usage	usage	NOUN
bracis-19060	239	10	of	of	ADP
bracis-19060	239	11	pre	pre	ADJ
bracis-19060	239	12	-	-	ADJ
bracis-19060	239	13	trained	train	VERB
bracis-19060	239	14	model	model	NOUN
bracis-19060	239	15	,	,	PUNCT
bracis-19060	239	16	although	although	SCONJ
bracis-19060	239	17	it	it	PRON
bracis-19060	239	18	is	be	AUX
bracis-19060	239	19	a	a	DET
bracis-19060	239	20	common	common	ADJ
bracis-19060	239	21	practice	practice	NOUN
bracis-19060	239	22	in	in	ADP
bracis-19060	239	23	commercial	commercial	ADJ
bracis-19060	239	24	applications	application	NOUN
bracis-19060	239	25	,	,	PUNCT
bracis-19060	239	26	especially	especially	ADV
bracis-19060	239	27	when	when	SCONJ
bracis-19060	239	28	the	the	DET
bracis-19060	239	29	availability	availability	NOUN
bracis-19060	239	30	of	of	ADP
bracis-19060	239	31	labeled	label	VERB
bracis-19060	239	32	data	datum	NOUN
bracis-19060	239	33	is	be	AUX
bracis-19060	239	34	limited	limited	ADJ
bracis-19060	239	35	.	.	PUNCT
bracis-19060	240	1	finally	finally	ADV
bracis-19060	240	2	,	,	PUNCT
bracis-19060	240	3	we	we	PRON
bracis-19060	240	4	recall	recall	VERB
bracis-19060	240	5	the	the	DET
bracis-19060	240	6	results	result	NOUN
bracis-19060	240	7	obtained	obtain	VERB
bracis-19060	240	8	in	in	ADP
bracis-19060	240	9	this	this	DET
bracis-19060	240	10	work	work	NOUN
bracis-19060	240	11	shows	show	VERB
bracis-19060	240	12	this	this	DET
bracis-19060	240	13	undesired	undesired	ADJ
bracis-19060	240	14	bias	bias	NOUN
bracis-19060	240	15	to	to	ADP
bracis-19060	240	16	our	our	PRON
bracis-19060	240	17	unspecific	unspecific	ADJ
bracis-19060	240	18	application	application	NOUN
bracis-19060	240	19	and	and	CCONJ
bracis-19060	240	20	illustrates	illustrate	VERB
bracis-19060	240	21	the	the	DET
bracis-19060	240	22	risks	risk	NOUN
bracis-19060	240	23	,	,	PUNCT
bracis-19060	240	24	in	in	ADP
bracis-19060	240	25	which	which	PRON
bracis-19060	240	26	similar	similar	ADJ
bracis-19060	240	27	applications	application	NOUN
bracis-19060	240	28	may	may	AUX
bracis-19060	240	29	suffer	suffer	VERB
bracis-19060	240	30	in	in	ADP
bracis-19060	240	31	real	real	ADJ
bracis-19060	240	32	-	-	PUNCT
bracis-19060	240	33	world	world	NOUN
bracis-19060	240	34	scenarios	scenario	NOUN
bracis-19060	240	35	.	.	PUNCT
bracis-19060	241	1	thus	thus	ADV
bracis-19060	241	2	,	,	PUNCT
bracis-19060	241	3	as	as	ADP
bracis-19060	241	4	future	future	ADJ
bracis-19060	241	5	work	work	NOUN
bracis-19060	241	6	,	,	PUNCT
bracis-19060	241	7	we	we	PRON
bracis-19060	241	8	plan	plan	VERB
bracis-19060	241	9	to	to	PART
bracis-19060	241	10	increase	increase	VERB
bracis-19060	241	11	our	our	PRON
bracis-19060	241	12	dataset	dataset	NOUN
bracis-19060	241	13	with	with	ADP
bracis-19060	241	14	more	more	ADJ
bracis-19060	241	15	gender	gender	NOUN
bracis-19060	241	16	and	and	CCONJ
bracis-19060	241	17	race	race	NOUN
bracis-19060	241	18	labels	label	NOUN
bracis-19060	241	19	,	,	PUNCT
bracis-19060	241	20	aiming	aim	VERB
bracis-19060	241	21	at	at	ADP
bracis-19060	241	22	retraining	retrain	VERB
bracis-19060	241	23	the	the	DET
bracis-19060	241	24	face	face	NOUN
bracis-19060	241	25	detectors	detector	NOUN
bracis-19060	241	26	,	,	PUNCT
bracis-19060	241	27	and	and	CCONJ
bracis-19060	241	28	updating	update	VERB
bracis-19060	241	29	their	their	PRON
bracis-19060	241	30	parameters	parameter	NOUN
bracis-19060	241	31	and	and	CCONJ
bracis-19060	241	32	hyper	hyper	NOUN
bracis-19060	241	33	-	-	NOUN
bracis-19060	241	34	parameters	parameter	NOUN
bracis-19060	241	35	.	.	PUNCT
bracis-19060	242	1	then	then	ADV
bracis-19060	242	2	,	,	PUNCT
bracis-19060	242	3	we	we	PRON
bracis-19060	242	4	will	will	AUX
bracis-19060	242	5	draw	draw	VERB
bracis-19060	242	6	stronger	strong	ADJ
bracis-19060	242	7	conclusion	conclusion	NOUN
bracis-19060	242	8	about	about	ADP
bracis-19060	242	9	whether	whether	SCONJ
bracis-19060	242	10	the	the	DET
bracis-19060	242	11	problem	problem	NOUN
bracis-19060	242	12	happens	happen	VERB
bracis-19060	242	13	due	due	ADJ
bracis-19060	242	14	to	to	ADP
bracis-19060	242	15	the	the	DET
bracis-19060	242	16	ann	ann	PROPN
bracis-19060	242	17	architectures	architecture	NOUN
bracis-19060	242	18	,	,	PUNCT
bracis-19060	242	19	our	our	PRON
bracis-19060	242	20	data	datum	NOUN
bracis-19060	242	21	used	use	VERB
bracis-19060	242	22	in	in	ADP
bracis-19060	242	23	the	the	DET
bracis-19060	242	24	test	test	NOUN
bracis-19060	242	25	phase	phase	NOUN
bracis-19060	242	26	,	,	PUNCT
bracis-19060	242	27	or	or	CCONJ
bracis-19060	242	28	the	the	DET
bracis-19060	242	29	requirement	requirement	NOUN
bracis-19060	242	30	of	of	ADP
bracis-19060	242	31	retraining	retrain	VERB
bracis-19060	242	32	the	the	DET
bracis-19060	242	33	models	model	NOUN
bracis-19060	242	34	with	with	ADP
bracis-19060	242	35	more	more	ADV
bracis-19060	242	36	appropriated	appropriate	VERB
bracis-19060	242	37	(	(	PUNCT
bracis-19060	242	38	fair	fair	ADJ
bracis-19060	242	39	)	)	PUNCT
bracis-19060	242	40	datasets	dataset	NOUN
bracis-19060	242	41	.	.	PUNCT
bracis-19060	243	1	in	in	ADP
bracis-19060	243	2	the	the	DET
bracis-19060	243	3	future	future	NOUN
bracis-19060	243	4	,	,	PUNCT
bracis-19060	243	5	we	we	PRON
bracis-19060	243	6	also	also	ADV
bracis-19060	243	7	plan	plan	VERB
bracis-19060	243	8	to	to	PART
bracis-19060	243	9	evaluate	evaluate	VERB
bracis-19060	243	10	other	other	ADJ
bracis-19060	243	11	users	user	NOUN
bracis-19060	243	12	’	'	PUNCT
bracis-19060	243	13	labels	label	NOUN
bracis-19060	243	14	.	.	PUNCT
bracis-19060	244	1	references	reference	NOUN
bracis-19060	244	2	bostrom	bostrom	PROPN
bracis-19060	244	3	,	,	PUNCT
bracis-19060	244	4	n.	n.	NOUN
bracis-19060	244	5	:	:	PUNCT
bracis-19060	244	6	superintelligence	superintelligence	NOUN
bracis-19060	244	7	:	:	PUNCT
bracis-19060	244	8	paths	path	NOUN
bracis-19060	244	9	,	,	PUNCT
bracis-19060	244	10	dangers	danger	NOUN
bracis-19060	244	11	,	,	PUNCT
bracis-19060	244	12	strategies	strategy	NOUN
bracis-19060	244	13	(	(	PUNCT
bracis-19060	244	14	2014	2014	NUM
bracis-19060	244	15	)	)	PUNCT
bracis-19060	244	16	google	google	PROPN
bracis-19060	244	17	scholar	scholar	NOUN
bracis-19060	244	18	  	  	SPACE
bracis-19060	244	19	buolamwini	buolamwini	NOUN
bracis-19060	244	20	,	,	PUNCT
bracis-19060	244	21	j.	j.	PROPN
bracis-19060	244	22	,	,	PUNCT
bracis-19060	244	23	gebru	gebru	NOUN
bracis-19060	244	24	,	,	PUNCT
bracis-19060	244	25	t.	t.	NOUN
bracis-19060	244	26	:	:	PUNCT
bracis-19060	244	27	gender	gender	NOUN
bracis-19060	244	28	shades	shade	NOUN
bracis-19060	244	29	:	:	PUNCT
bracis-19060	244	30	intersectional	intersectional	ADJ
bracis-19060	244	31	accuracy	accuracy	NOUN
bracis-19060	244	32	disparities	disparity	NOUN
bracis-19060	244	33	in	in	ADP
bracis-19060	244	34	commercial	commercial	ADJ
bracis-19060	244	35	gender	gender	NOUN
bracis-19060	244	36	classification	classification	NOUN
bracis-19060	244	37	.	.	PUNCT
bracis-19060	245	1	in	in	ADP
bracis-19060	245	2	:	:	PUNCT
bracis-19060	245	3	conference	conference	NOUN
bracis-19060	245	4	on	on	ADP
bracis-19060	245	5	fairness	fairness	NOUN
bracis-19060	245	6	,	,	PUNCT
bracis-19060	245	7	accountability	accountability	NOUN
bracis-19060	245	8	and	and	CCONJ
bracis-19060	245	9	transparency	transparency	NOUN
bracis-19060	245	10	,	,	PUNCT
bracis-19060	245	11	pp	pp	X
bracis-19060	245	12	.	.	PUNCT
bracis-19060	246	1	77–91	77–91	NUM
bracis-19060	246	2	.	.	PUNCT
bracis-19060	247	1	pmlr	pmlr	NOUN
bracis-19060	247	2	(	(	PUNCT
bracis-19060	247	3	2018	2018	NUM
bracis-19060	247	4	)	)	PUNCT
bracis-19060	247	5	google	google	NOUN
bracis-19060	247	6	scholar	scholar	NOUN
bracis-19060	247	7	  	  	SPACE
bracis-19060	247	8	casella	casella	NOUN
bracis-19060	247	9	,	,	PUNCT
bracis-19060	247	10	g.	g.	PROPN
bracis-19060	247	11	,	,	PUNCT
bracis-19060	247	12	berger	berger	PROPN
bracis-19060	247	13	,	,	PUNCT
bracis-19060	247	14	r.l	r.l	PROPN
bracis-19060	247	15	.	.	PROPN
bracis-19060	247	16	:	:	PUNCT
bracis-19060	247	17	statistical	statistical	ADJ
bracis-19060	247	18	inference	inference	NOUN
bracis-19060	247	19	.	.	PUNCT
bracis-19060	248	1	cengage	cengage	PROPN
bracis-19060	248	2	learning	learning	NOUN
bracis-19060	248	3	(	(	PUNCT
bracis-19060	248	4	2021	2021	NUM
bracis-19060	248	5	)	)	PUNCT
bracis-19060	248	6	google	google	NOUN
bracis-19060	248	7	scholar	scholar	NOUN
bracis-19060	248	8	  	  	SPACE
bracis-19060	248	9	castelvecchi	castelvecchi	PROPN
bracis-19060	248	10	,	,	PUNCT
bracis-19060	248	11	d.	d.	PROPN
bracis-19060	248	12	:	:	PUNCT
bracis-19060	248	13	is	be	AUX
bracis-19060	248	14	facial	facial	ADJ
bracis-19060	248	15	recognition	recognition	NOUN
bracis-19060	248	16	too	too	ADV
bracis-19060	248	17	biased	biased	ADJ
bracis-19060	248	18	to	to	PART
bracis-19060	248	19	be	be	AUX
bracis-19060	248	20	let	let	VERB
bracis-19060	248	21	loose	loose	ADJ
bracis-19060	248	22	?	?	PUNCT
bracis-19060	248	23	,	,	PUNCT
bracis-19060	248	24	vol	vol	NOUN
bracis-19060	248	25	.	.	PROPN
bracis-19060	249	1	587	587	NUM
bracis-19060	249	2	.	.	PUNCT
bracis-19060	250	1	nature	nature	NOUN
bracis-19060	250	2	,	,	PUNCT
bracis-19060	250	3	https://doi.org/10.1038/d41586-020-03186-4	https://doi.org/10.1038/d41586-020-03186-4	PROPN
bracis-19060	250	4	(	(	PUNCT
bracis-19060	250	5	2020	2020	NUM
bracis-19060	250	6	)	)	PUNCT
bracis-19060	250	7	.	.	PUNCT
bracis-19060	251	1	https://www.nature.com/articles/d41586-020-03186-4	https://www.nature.com/articles/d41586-020-03186-4	PROPN
bracis-19060	251	2	castelvecchi	castelvecchi	PROPN
bracis-19060	251	3	,	,	PUNCT
bracis-19060	251	4	d.	d.	PROPN
bracis-19060	251	5	:	:	PUNCT
bracis-19060	251	6	mathematicians	mathematician	NOUN
bracis-19060	251	7	urge	urge	VERB
bracis-19060	251	8	colleagues	colleague	NOUN
bracis-19060	251	9	to	to	PART
bracis-19060	251	10	boycott	boycott	VERB
bracis-19060	251	11	police	police	NOUN
bracis-19060	251	12	work	work	NOUN
bracis-19060	251	13	in	in	ADP
bracis-19060	251	14	wake	wake	NOUN
bracis-19060	251	15	of	of	ADP
bracis-19060	251	16	killings	killing	NOUN
bracis-19060	251	17	.	.	PUNCT
bracis-19060	252	1	nature	nature	NOUN
bracis-19060	252	2	582	582	NUM
bracis-19060	252	3	,	,	PUNCT
bracis-19060	252	4	465	465	NUM
bracis-19060	252	5	(	(	PUNCT
bracis-19060	252	6	2020	2020	NUM
bracis-19060	252	7	)	)	PUNCT
bracis-19060	252	8	.	.	PUNCT
bracis-19060	253	1	https://doi.org/10.1038/d41586-020-01874-9	https://doi.org/10.1038/d41586-020-01874-9	NUM
bracis-19060	253	2	article	article	NOUN
bracis-19060	253	3	  	  	SPACE
bracis-19060	253	4	google	google	PROPN
bracis-19060	253	5	scholar	scholar	NOUN
bracis-19060	253	6	  	  	SPACE
bracis-19060	253	7	farinella	farinella	NOUN
bracis-19060	253	8	,	,	PUNCT
bracis-19060	253	9	g.	g.	NOUN
bracis-19060	253	10	,	,	PUNCT
bracis-19060	253	11	dugelay	dugelay	NOUN
bracis-19060	253	12	,	,	PUNCT
bracis-19060	253	13	j.l	j.l	PROPN
bracis-19060	253	14	.	.	PROPN
bracis-19060	253	15	:	:	PUNCT
bracis-19060	254	1	demographic	demographic	ADJ
bracis-19060	254	2	classification	classification	NOUN
bracis-19060	254	3	:	:	PUNCT
bracis-19060	254	4	do	do	AUX
bracis-19060	254	5	gender	gender	NOUN
bracis-19060	254	6	and	and	CCONJ
bracis-19060	254	7	ethnicity	ethnicity	NOUN
bracis-19060	254	8	affect	affect	VERB
bracis-19060	254	9	each	each	DET
bracis-19060	254	10	other	other	ADJ
bracis-19060	254	11	?	?	PUNCT
bracis-19060	255	1	in	in	ADP
bracis-19060	255	2	:	:	PUNCT
bracis-19060	255	3	2012	2012	NUM
bracis-19060	255	4	international	international	ADJ
bracis-19060	255	5	conference	conference	NOUN
bracis-19060	255	6	on	on	ADP
bracis-19060	255	7	informatics	informatics	PROPN
bracis-19060	255	8	,	,	PUNCT
bracis-19060	255	9	electronics	electronics	PROPN
bracis-19060	255	10	&	&	CCONJ
bracis-19060	255	11	vision	vision	PROPN
bracis-19060	255	12	(	(	PUNCT
bracis-19060	255	13	iciev	iciev	NOUN
bracis-19060	255	14	)	)	PUNCT
bracis-19060	255	15	,	,	PUNCT
bracis-19060	255	16	pp	pp	ADJ
bracis-19060	255	17	.	.	PUNCT
bracis-19060	256	1	383–390	383–390	NUM
bracis-19060	256	2	.	.	X
bracis-19060	256	3	ieee	ieee	NOUN
bracis-19060	256	4	(	(	PUNCT
bracis-19060	256	5	2012	2012	NUM
bracis-19060	256	6	)	)	PUNCT
bracis-19060	256	7	google	google	PROPN
bracis-19060	256	8	scholar	scholar	NOUN
bracis-19060	256	9	  	  	SPACE
bracis-19060	256	10	furl	furl	NOUN
bracis-19060	256	11	,	,	PUNCT
bracis-19060	256	12	n.	n.	NOUN
bracis-19060	256	13	,	,	PUNCT
bracis-19060	256	14	phillips	phillips	PROPN
bracis-19060	256	15	,	,	PUNCT
bracis-19060	256	16	p.	p.	NOUN
bracis-19060	256	17	,	,	PUNCT
bracis-19060	256	18	o’toole	o’toole	PROPN
bracis-19060	256	19	,	,	PUNCT
bracis-19060	256	20	a.j	a.j	PROPN
bracis-19060	256	21	.	.	PROPN
bracis-19060	256	22	:	:	PUNCT
bracis-19060	256	23	face	face	VERB
bracis-19060	256	24	recognition	recognition	NOUN
bracis-19060	256	25	algorithms	algorithm	NOUN
bracis-19060	256	26	and	and	CCONJ
bracis-19060	256	27	the	the	DET
bracis-19060	256	28	other	other	ADJ
bracis-19060	256	29	-	-	PUNCT
bracis-19060	256	30	race	race	NOUN
bracis-19060	256	31	effect	effect	NOUN
bracis-19060	256	32	:	:	PUNCT
bracis-19060	256	33	computational	computational	ADJ
bracis-19060	256	34	mechanisms	mechanism	NOUN
bracis-19060	256	35	for	for	ADP
bracis-19060	256	36	a	a	DET
bracis-19060	256	37	developmental	developmental	ADJ
bracis-19060	256	38	contact	contact	NOUN
bracis-19060	256	39	hypothesis	hypothesis	NOUN
bracis-19060	256	40	.	.	PUNCT
bracis-19060	257	1	cogn	cogn	PROPN
bracis-19060	257	2	.	.	PUNCT
bracis-19060	258	1	sci	sci	PROPN
bracis-19060	258	2	.	.	PROPN
bracis-19060	258	3	26(6	26(6	NUM
bracis-19060	258	4	)	)	PUNCT
bracis-19060	258	5	,	,	PUNCT
bracis-19060	259	1	797–815	797–815	NUM
bracis-19060	259	2	(	(	PUNCT
bracis-19060	259	3	2002	2002	NUM
bracis-19060	259	4	)	)	PUNCT
bracis-19060	259	5	.	.	PUNCT
bracis-19060	260	1	https://doi.org/10.1016/s0364-0213(02)00084-8	https://doi.org/10.1016/s0364-0213(02)00084-8	PROPN
bracis-19060	260	2	,	,	PUNCT
bracis-19060	260	3	https://www.sciencedirect.com/science/article/pii/s0364021302000848	https://www.sciencedirect.com/science/article/pii/s0364021302000848	PROPN
bracis-19060	260	4	grinstead	grinstead	NOUN
bracis-19060	260	5	,	,	PUNCT
bracis-19060	260	6	c.m	c.m	PROPN
bracis-19060	260	7	.	.	PROPN
bracis-19060	260	8	,	,	PUNCT
bracis-19060	260	9	snell	snell	PROPN
bracis-19060	260	10	,	,	PUNCT
bracis-19060	260	11	j.l	j.l	PROPN
bracis-19060	260	12	.	.	PROPN
bracis-19060	260	13	:	:	PUNCT
bracis-19060	260	14	introduction	introduction	NOUN
bracis-19060	260	15	to	to	ADP
bracis-19060	260	16	probability	probability	NOUN
bracis-19060	260	17	.	.	PUNCT
bracis-19060	261	1	am	be	AUX
bracis-19060	261	2	.	.	PUNCT
bracis-19060	262	1	math	math	NOUN
bracis-19060	262	2	.	.	PUNCT
bracis-19060	263	1	soc	soc	PROPN
bracis-19060	263	2	.	.	PUNCT
bracis-19060	264	1	(	(	PUNCT
bracis-19060	264	2	2012	2012	NUM
bracis-19060	264	3	)	)	PUNCT
bracis-19060	264	4	google	google	PROPN
bracis-19060	264	5	scholar	scholar	NOUN
bracis-19060	264	6	  	  	SPACE
bracis-19060	264	7	haykin	haykin	NOUN
bracis-19060	264	8	,	,	PUNCT
bracis-19060	264	9	s.	s.	PROPN
bracis-19060	264	10	:	:	PUNCT
bracis-19060	264	11	neural	neural	ADJ
bracis-19060	264	12	networks	network	NOUN
bracis-19060	264	13	:	:	PUNCT
bracis-19060	264	14	a	a	DET
bracis-19060	264	15	comprehensive	comprehensive	ADJ
bracis-19060	264	16	foundation	foundation	NOUN
bracis-19060	264	17	,	,	PUNCT
bracis-19060	264	18	1st	1st	ADJ
bracis-19060	264	19	edn	edn	PROPN
bracis-19060	264	20	.	.	PUNCT
bracis-19060	265	1	prentice	prentice	PROPN
bracis-19060	265	2	hall	hall	PROPN
bracis-19060	265	3	ptr	ptr	PROPN
bracis-19060	265	4	,	,	PUNCT
bracis-19060	265	5	upper	upper	ADJ
bracis-19060	265	6	saddle	saddle	NOUN
bracis-19060	265	7	river	river	NOUN
bracis-19060	265	8	(	(	PUNCT
bracis-19060	265	9	1994	1994	NUM
bracis-19060	265	10	)	)	PUNCT
bracis-19060	265	11	math	math	NOUN
bracis-19060	265	12	  	  	SPACE
bracis-19060	265	13	google	google	PROPN
bracis-19060	265	14	scholar	scholar	NOUN
bracis-19060	265	15	  	  	SPACE
bracis-19060	265	16	he	he	PRON
bracis-19060	265	17	,	,	PUNCT
bracis-19060	265	18	k.	k.	PROPN
bracis-19060	265	19	,	,	PUNCT
bracis-19060	265	20	zhang	zhang	PROPN
bracis-19060	265	21	,	,	PUNCT
bracis-19060	265	22	x.	x.	PROPN
bracis-19060	265	23	,	,	PUNCT
bracis-19060	265	24	ren	ren	PROPN
bracis-19060	265	25	,	,	PUNCT
bracis-19060	265	26	s.	s.	PROPN
bracis-19060	265	27	,	,	PUNCT
bracis-19060	265	28	sun	sun	PROPN
bracis-19060	265	29	,	,	PUNCT
bracis-19060	265	30	j.	j.	PROPN
bracis-19060	265	31	:	:	PUNCT
bracis-19060	265	32	deep	deep	ADJ
bracis-19060	265	33	residual	residual	ADJ
bracis-19060	265	34	learning	learning	NOUN
bracis-19060	265	35	for	for	ADP
bracis-19060	265	36	image	image	NOUN
bracis-19060	265	37	recognition	recognition	NOUN
bracis-19060	265	38	.	.	PUNCT
bracis-19060	266	1	in	in	ADP
bracis-19060	266	2	:	:	PUNCT
bracis-19060	266	3	proceedings	proceeding	NOUN
bracis-19060	266	4	of	of	ADP
bracis-19060	266	5	the	the	DET
bracis-19060	266	6	ieee	ieee	NOUN
bracis-19060	266	7	conference	conference	NOUN
bracis-19060	266	8	on	on	ADP
bracis-19060	266	9	computer	computer	NOUN
bracis-19060	266	10	vision	vision	NOUN
bracis-19060	266	11	and	and	CCONJ
bracis-19060	266	12	pattern	pattern	NOUN
bracis-19060	266	13	recognition	recognition	NOUN
bracis-19060	266	14	,	,	PUNCT
bracis-19060	266	15	pp	pp	ADP
bracis-19060	266	16	.	.	PUNCT
bracis-19060	267	1	770–778	770–778	NUM
bracis-19060	267	2	(	(	PUNCT
bracis-19060	267	3	2016	2016	NUM
bracis-19060	267	4	)	)	PUNCT
bracis-19060	267	5	google	google	PROPN
bracis-19060	267	6	scholar	scholar	NOUN
bracis-19060	267	7	  	  	SPACE
bracis-19060	267	8	jain	jain	NOUN
bracis-19060	267	9	,	,	PUNCT
bracis-19060	267	10	v.	v.	ADV
bracis-19060	267	11	,	,	PUNCT
bracis-19060	267	12	learned	learn	VERB
bracis-19060	267	13	-	-	PUNCT
bracis-19060	267	14	miller	miller	PROPN
bracis-19060	267	15	,	,	PUNCT
bracis-19060	267	16	e.	e.	PROPN
bracis-19060	267	17	:	:	PUNCT
bracis-19060	267	18	fddb	fddb	ADJ
bracis-19060	267	19	:	:	PUNCT
bracis-19060	267	20	a	a	DET
bracis-19060	267	21	benchmark	benchmark	NOUN
bracis-19060	267	22	for	for	ADP
bracis-19060	267	23	face	face	NOUN
bracis-19060	267	24	detection	detection	NOUN
bracis-19060	267	25	in	in	ADP
bracis-19060	267	26	unconstrained	unconstrained	ADJ
bracis-19060	267	27	settings	setting	NOUN
bracis-19060	267	28	.	.	PUNCT
bracis-19060	268	1	technical	technical	ADJ
bracis-19060	268	2	report	report	PROPN
bracis-19060	268	3	,	,	PUNCT
bracis-19060	268	4	umass	umass	PROPN
bracis-19060	268	5	amherst	amherst	PROPN
bracis-19060	268	6	technical	technical	PROPN
bracis-19060	268	7	report	report	PROPN
bracis-19060	268	8	(	(	PUNCT
bracis-19060	268	9	2010	2010	NUM
bracis-19060	268	10	)	)	PUNCT
bracis-19060	268	11	google	google	PROPN
bracis-19060	268	12	scholar	scholar	NOUN
bracis-19060	268	13	  	  	SPACE
bracis-19060	268	14	karkkainen	karkkainen	PROPN
bracis-19060	268	15	,	,	PUNCT
bracis-19060	268	16	k.	k.	PROPN
bracis-19060	268	17	,	,	PUNCT
bracis-19060	268	18	joo	joo	PROPN
bracis-19060	268	19	,	,	PUNCT
bracis-19060	268	20	j.	j.	PROPN
bracis-19060	268	21	:	:	PUNCT
bracis-19060	268	22	fairface	fairface	ADJ
bracis-19060	268	23	:	:	PUNCT
bracis-19060	268	24	face	face	NOUN
bracis-19060	268	25	attribute	attribute	NOUN
bracis-19060	268	26	dataset	dataset	VERB
bracis-19060	268	27	for	for	ADP
bracis-19060	268	28	balanced	balanced	ADJ
bracis-19060	268	29	race	race	NOUN
bracis-19060	268	30	,	,	PUNCT
bracis-19060	268	31	gender	gender	NOUN
bracis-19060	268	32	,	,	PUNCT
bracis-19060	268	33	and	and	CCONJ
bracis-19060	268	34	age	age	NOUN
bracis-19060	268	35	for	for	ADP
bracis-19060	268	36	bias	bias	NOUN
bracis-19060	268	37	measurement	measurement	NOUN
bracis-19060	268	38	and	and	CCONJ
bracis-19060	268	39	mitigation	mitigation	NOUN
bracis-19060	268	40	.	.	PUNCT
bracis-19060	269	1	in	in	ADP
bracis-19060	269	2	:	:	PUNCT
bracis-19060	269	3	proceedings	proceeding	NOUN
bracis-19060	269	4	of	of	ADP
bracis-19060	269	5	the	the	DET
bracis-19060	269	6	ieee	ieee	NOUN
bracis-19060	269	7	/	/	SYM
bracis-19060	269	8	cvf	cvf	NOUN
bracis-19060	269	9	winter	winter	NOUN
bracis-19060	269	10	conference	conference	NOUN
bracis-19060	269	11	on	on	ADP
bracis-19060	269	12	applications	application	NOUN
bracis-19060	269	13	of	of	ADP
bracis-19060	269	14	computer	computer	NOUN
bracis-19060	269	15	vision	vision	NOUN
bracis-19060	269	16	(	(	PUNCT
bracis-19060	269	17	wacv	wacv	NOUN
bracis-19060	269	18	)	)	PUNCT
bracis-19060	269	19	,	,	PUNCT
bracis-19060	269	20	pp	pp	ADJ
bracis-19060	269	21	.	.	PUNCT
bracis-19060	269	22	1548–1558	1548–1558	NUM
bracis-19060	269	23	,	,	PUNCT
bracis-19060	269	24	january	january	PROPN
bracis-19060	269	25	2021	2021	NUM
bracis-19060	269	26	google	google	PROPN
bracis-19060	269	27	scholar	scholar	NOUN
bracis-19060	269	28	  	  	SPACE
bracis-19060	269	29	klare	klare	PROPN
bracis-19060	269	30	,	,	PUNCT
bracis-19060	269	31	b.f	b.f	PROPN
bracis-19060	269	32	.	.	PROPN
bracis-19060	269	33	,	,	PUNCT
bracis-19060	269	34	burge	burge	NOUN
bracis-19060	269	35	,	,	PUNCT
bracis-19060	269	36	m.j	m.j	PROPN
bracis-19060	269	37	.	.	PROPN
bracis-19060	269	38	,	,	PUNCT
bracis-19060	269	39	klontz	klontz	PROPN
bracis-19060	269	40	,	,	PUNCT
bracis-19060	269	41	j.c	j.c	PROPN
bracis-19060	269	42	.	.	PROPN
bracis-19060	269	43	,	,	PUNCT
bracis-19060	269	44	vorder	vorder	NOUN
bracis-19060	269	45	bruegge	bruegge	NOUN
bracis-19060	269	46	,	,	PUNCT
bracis-19060	269	47	r.w	r.w	PROPN
bracis-19060	269	48	.	.	PROPN
bracis-19060	269	49	,	,	PUNCT
bracis-19060	269	50	jain	jain	PROPN
bracis-19060	269	51	,	,	PUNCT
bracis-19060	269	52	a.k	a.k	PROPN
bracis-19060	269	53	.	.	PROPN
bracis-19060	269	54	:	:	PUNCT
bracis-19060	269	55	face	face	VERB
bracis-19060	269	56	recognition	recognition	NOUN
bracis-19060	269	57	performance	performance	NOUN
bracis-19060	269	58	:	:	PUNCT
bracis-19060	270	1	role	role	NOUN
bracis-19060	270	2	of	of	ADP
bracis-19060	270	3	demographic	demographic	ADJ
bracis-19060	270	4	information	information	NOUN
bracis-19060	270	5	.	.	PUNCT
bracis-19060	271	1	ieee	ieee	PROPN
bracis-19060	271	2	trans	trans	PROPN
bracis-19060	271	3	.	.	PROPN
bracis-19060	271	4	inf	inf	PROPN
bracis-19060	271	5	.	.	PUNCT
bracis-19060	272	1	foren	foren	PROPN
bracis-19060	272	2	.	.	PUNCT
bracis-19060	273	1	secur	secur	PROPN
bracis-19060	273	2	.	.	PUNCT
bracis-19060	274	1	7(6	7(6	NUM
bracis-19060	274	2	)	)	PUNCT
bracis-19060	274	3	,	,	PUNCT
bracis-19060	274	4	1789–1801	1789–1801	NUM
bracis-19060	274	5	(	(	PUNCT
bracis-19060	274	6	2012	2012	NUM
bracis-19060	274	7	)	)	PUNCT
bracis-19060	274	8	.	.	PUNCT
bracis-19060	275	1	https://doi.org/10.1109/tifs.2012.2214212	https://doi.org/10.1109/tifs.2012.2214212	PROPN
bracis-19060	275	2	article	article	NOUN
bracis-19060	275	3	  	  	SPACE
bracis-19060	275	4	google	google	PROPN
bracis-19060	275	5	scholar	scholar	NOUN
bracis-19060	275	6	  	  	SPACE
bracis-19060	275	7	lecun	lecun	ADJ
bracis-19060	275	8	,	,	PUNCT
bracis-19060	275	9	y.	y.	PROPN
bracis-19060	275	10	,	,	PUNCT
bracis-19060	275	11	bottou	bottou	PROPN
bracis-19060	275	12	,	,	PUNCT
bracis-19060	275	13	l.	l.	PROPN
bracis-19060	275	14	,	,	PUNCT
bracis-19060	275	15	bengio	bengio	PROPN
bracis-19060	275	16	,	,	PUNCT
bracis-19060	275	17	y.	y.	PROPN
bracis-19060	275	18	,	,	PUNCT
bracis-19060	275	19	haffner	haffner	NOUN
bracis-19060	275	20	,	,	PUNCT
bracis-19060	275	21	p.	p.	NOUN
bracis-19060	275	22	:	:	PUNCT
bracis-19060	275	23	gradient	gradient	NOUN
bracis-19060	275	24	-	-	PUNCT
bracis-19060	275	25	based	base	VERB
bracis-19060	275	26	learning	learning	NOUN
bracis-19060	275	27	applied	apply	VERB
bracis-19060	275	28	to	to	ADP
bracis-19060	275	29	document	document	NOUN
bracis-19060	275	30	recognition	recognition	NOUN
bracis-19060	275	31	.	.	PUNCT
bracis-19060	276	1	proc	proc	PROPN
bracis-19060	276	2	.	.	PUNCT
bracis-19060	277	1	ieee	ieee	PROPN
bracis-19060	277	2	86(11	86(11	NUM
bracis-19060	277	3	)	)	PUNCT
bracis-19060	277	4	,	,	PUNCT
bracis-19060	277	5	2278–2323	2278–2323	NUM
bracis-19060	277	6	(	(	PUNCT
bracis-19060	277	7	1998	1998	NUM
bracis-19060	277	8	)	)	PUNCT
bracis-19060	277	9	article	article	NOUN
bracis-19060	277	10	  	  	SPACE
bracis-19060	277	11	google	google	PROPN
bracis-19060	277	12	scholar	scholar	NOUN
bracis-19060	277	13	  	  	SPACE
bracis-19060	277	14	najibi	najibi	NOUN
bracis-19060	277	15	,	,	PUNCT
bracis-19060	277	16	a.	a.	NOUN
bracis-19060	277	17	:	:	PUNCT
bracis-19060	277	18	racial	racial	ADJ
bracis-19060	277	19	discrimination	discrimination	NOUN
bracis-19060	277	20	in	in	ADP
bracis-19060	277	21	face	face	NOUN
bracis-19060	277	22	recognition	recognition	NOUN
bracis-19060	277	23	technology	technology	NOUN
bracis-19060	277	24	.	.	PUNCT
bracis-19060	278	1	24	24	NUM
bracis-19060	278	2	,	,	PUNCT
bracis-19060	278	3	october	october	PROPN
bracis-19060	278	4	2020	2020	NUM
bracis-19060	278	5	.	.	PUNCT
bracis-19060	279	1	https://sitn.hms.harvard.edu/flash/2020/racial-discrimination-in-face-recognition-technology	https://sitn.hms.harvard.edu/flash/2020/racial-discrimination-in-face-recognition-technology	NOUN
bracis-19060	279	2	phillips	phillips	PROPN
bracis-19060	279	3	,	,	PUNCT
bracis-19060	279	4	p.j	p.j	PROPN
bracis-19060	279	5	.	.	PROPN
bracis-19060	279	6	,	,	PUNCT
bracis-19060	279	7	jiang	jiang	PROPN
bracis-19060	279	8	,	,	PUNCT
bracis-19060	279	9	f.	f.	PROPN
bracis-19060	279	10	,	,	PUNCT
bracis-19060	279	11	narvekar	narvekar	PROPN
bracis-19060	279	12	,	,	PUNCT
bracis-19060	279	13	a.	a.	NOUN
bracis-19060	279	14	,	,	PUNCT
bracis-19060	279	15	ayyad	ayyad	NOUN
bracis-19060	279	16	,	,	PUNCT
bracis-19060	279	17	j.	j.	PROPN
bracis-19060	279	18	,	,	PUNCT
bracis-19060	279	19	o’toole	o’toole	PROPN
bracis-19060	279	20	,	,	PUNCT
bracis-19060	279	21	a.j	a.j	PROPN
bracis-19060	279	22	.	.	PROPN
bracis-19060	279	23	:	:	PUNCT
bracis-19060	280	1	an	an	DET
bracis-19060	280	2	other	other	ADJ
bracis-19060	280	3	-	-	PUNCT
bracis-19060	280	4	race	race	NOUN
bracis-19060	280	5	effect	effect	NOUN
bracis-19060	280	6	for	for	ADP
bracis-19060	280	7	face	face	NOUN
bracis-19060	280	8	recognition	recognition	NOUN
bracis-19060	280	9	algorithms	algorithm	NOUN
bracis-19060	280	10	.	.	PUNCT
bracis-19060	281	1	acm	acm	PROPN
bracis-19060	281	2	trans	trans	PROPN
bracis-19060	281	3	.	.	PROPN
bracis-19060	282	1	appl	appl	PROPN
bracis-19060	282	2	.	.	PUNCT
bracis-19060	283	1	percept	percept	PROPN
bracis-19060	283	2	.	.	PUNCT
bracis-19060	284	1	(	(	PUNCT
bracis-19060	284	2	tap	tap	NOUN
bracis-19060	284	3	)	)	PUNCT
bracis-19060	284	4	8(2	8(2	NUM
bracis-19060	284	5	)	)	PUNCT
bracis-19060	284	6	,	,	PUNCT
bracis-19060	284	7	1–11	1–11	PROPN
bracis-19060	284	8	(	(	PUNCT
bracis-19060	284	9	2011	2011	NUM
bracis-19060	284	10	)	)	PUNCT
bracis-19060	284	11	article	article	NOUN
bracis-19060	284	12	  	  	SPACE
bracis-19060	284	13	google	google	PROPN
bracis-19060	284	14	scholar	scholar	NOUN
bracis-19060	284	15	  	  	SPACE
bracis-19060	284	16	raji	raji	NOUN
bracis-19060	284	17	,	,	PUNCT
bracis-19060	284	18	i.d	i.d	PROPN
bracis-19060	284	19	.	.	PROPN
bracis-19060	284	20	,	,	PUNCT
bracis-19060	284	21	gebru	gebru	NOUN
bracis-19060	284	22	,	,	PUNCT
bracis-19060	284	23	t.	t.	PROPN
bracis-19060	284	24	,	,	PUNCT
bracis-19060	284	25	mitchell	mitchell	PROPN
bracis-19060	284	26	,	,	PUNCT
bracis-19060	284	27	m.	m.	NOUN
bracis-19060	284	28	,	,	PUNCT
bracis-19060	284	29	buolamwini	buolamwini	PROPN
bracis-19060	284	30	,	,	PUNCT
bracis-19060	284	31	j.	j.	PROPN
bracis-19060	284	32	,	,	PUNCT
bracis-19060	284	33	lee	lee	PROPN
bracis-19060	284	34	,	,	PUNCT
bracis-19060	284	35	j.	j.	PROPN
bracis-19060	284	36	,	,	PUNCT
bracis-19060	284	37	denton	denton	PROPN
bracis-19060	284	38	,	,	PUNCT
bracis-19060	284	39	e.	e.	PROPN
bracis-19060	284	40	:	:	PUNCT
bracis-19060	284	41	saving	save	VERB
bracis-19060	284	42	face	face	NOUN
bracis-19060	284	43	:	:	PUNCT
bracis-19060	284	44	investigating	investigate	VERB
bracis-19060	284	45	the	the	DET
bracis-19060	284	46	ethical	ethical	ADJ
bracis-19060	284	47	concerns	concern	NOUN
bracis-19060	284	48	of	of	ADP
bracis-19060	284	49	facial	facial	ADJ
bracis-19060	284	50	recognition	recognition	NOUN
bracis-19060	284	51	auditing	auditing	NOUN
bracis-19060	284	52	.	.	PUNCT
bracis-19060	285	1	https://doi.org/10.1145/3375627.3375820	https://doi.org/10.1145/3375627.3375820	NOUN
bracis-19060	285	2	(	(	PUNCT
bracis-19060	285	3	2020	2020	NUM
bracis-19060	285	4	)	)	PUNCT
bracis-19060	286	1	redmon	redmon	PROPN
bracis-19060	286	2	,	,	PUNCT
bracis-19060	286	3	j.	j.	PROPN
bracis-19060	286	4	,	,	PUNCT
bracis-19060	286	5	divvala	divvala	PROPN
bracis-19060	286	6	,	,	PUNCT
bracis-19060	286	7	s.	s.	PROPN
bracis-19060	286	8	,	,	PUNCT
bracis-19060	286	9	girshick	girshick	PROPN
bracis-19060	286	10	,	,	PUNCT
bracis-19060	286	11	r.	r.	PROPN
bracis-19060	286	12	,	,	PUNCT
bracis-19060	286	13	farhadi	farhadi	NOUN
bracis-19060	286	14	,	,	PUNCT
bracis-19060	286	15	a.	a.	NOUN
bracis-19060	286	16	:	:	PUNCT
bracis-19060	286	17	you	you	PRON
bracis-19060	286	18	only	only	ADV
bracis-19060	286	19	look	look	VERB
bracis-19060	286	20	once	once	ADV
bracis-19060	286	21	:	:	PUNCT
bracis-19060	286	22	unified	unified	ADJ
bracis-19060	286	23	,	,	PUNCT
bracis-19060	286	24	real	real	ADJ
bracis-19060	286	25	-	-	PUNCT
bracis-19060	286	26	time	time	NOUN
bracis-19060	286	27	object	object	NOUN
bracis-19060	286	28	detection	detection	NOUN
bracis-19060	286	29	.	.	PUNCT
bracis-19060	287	1	in	in	ADP
bracis-19060	287	2	:	:	PUNCT
bracis-19060	287	3	proceedings	proceeding	NOUN
bracis-19060	287	4	of	of	ADP
bracis-19060	287	5	the	the	DET
bracis-19060	287	6	ieee	ieee	NOUN
bracis-19060	287	7	conference	conference	NOUN
bracis-19060	287	8	on	on	ADP
bracis-19060	287	9	computer	computer	NOUN
bracis-19060	287	10	vision	vision	NOUN
bracis-19060	287	11	and	and	CCONJ
bracis-19060	287	12	pattern	pattern	NOUN
bracis-19060	287	13	recognition	recognition	NOUN
bracis-19060	287	14	,	,	PUNCT
bracis-19060	287	15	pp	pp	ADP
bracis-19060	287	16	.	.	PUNCT
bracis-19060	288	1	779–788	779–788	NUM
bracis-19060	288	2	(	(	PUNCT
bracis-19060	288	3	2016	2016	NUM
bracis-19060	288	4	)	)	PUNCT
bracis-19060	288	5	google	google	PROPN
bracis-19060	288	6	scholar	scholar	NOUN
bracis-19060	288	7	  	  	SPACE
bracis-19060	288	8	simonyan	simonyan	ADJ
bracis-19060	288	9	,	,	PUNCT
bracis-19060	288	10	k.	k.	PROPN
bracis-19060	288	11	,	,	PUNCT
bracis-19060	288	12	zisserman	zisserman	PROPN
bracis-19060	288	13	,	,	PUNCT
bracis-19060	288	14	a.	a.	NOUN
bracis-19060	288	15	:	:	PUNCT
bracis-19060	288	16	very	very	ADV
bracis-19060	288	17	deep	deep	ADJ
bracis-19060	288	18	convolutional	convolutional	ADJ
bracis-19060	288	19	networks	network	NOUN
bracis-19060	288	20	for	for	ADP
bracis-19060	288	21	large	large	ADJ
bracis-19060	288	22	-	-	PUNCT
bracis-19060	288	23	scale	scale	NOUN
bracis-19060	288	24	image	image	NOUN
bracis-19060	288	25	recognition	recognition	NOUN
bracis-19060	288	26	.	.	PUNCT
bracis-19060	289	1	arxiv	arxiv	PROPN
bracis-19060	289	2	preprint	preprint	PROPN
bracis-19060	289	3	arxiv:1409.1556	arxiv:1409.1556	NOUN
bracis-19060	289	4	(	(	PUNCT
bracis-19060	289	5	2014	2014	NUM
bracis-19060	289	6	)	)	PUNCT
bracis-19060	289	7	snow	snow	NOUN
bracis-19060	289	8	,	,	PUNCT
bracis-19060	289	9	b.j	b.j	PROPN
bracis-19060	289	10	.	.	PROPN
bracis-19060	289	11	:	:	PUNCT
bracis-19060	290	1	amazon	amazon	PROPN
bracis-19060	290	2	’s	’s	PART
bracis-19060	290	3	face	face	NOUN
bracis-19060	290	4	recognition	recognition	NOUN
bracis-19060	290	5	falsely	falsely	ADV
bracis-19060	290	6	matched	match	VERB
bracis-19060	290	7	28	28	NUM
bracis-19060	290	8	members	member	NOUN
bracis-19060	290	9	of	of	ADP
bracis-19060	290	10	congress	congress	PROPN
bracis-19060	290	11	with	with	ADP
bracis-19060	290	12	mugshots	mugshot	NOUN
bracis-19060	290	13	.	.	PUNCT
bracis-19060	291	1	26	26	NUM
bracis-19060	291	2	,	,	PUNCT
bracis-19060	291	3	july	july	PROPN
bracis-19060	291	4	2018	2018	NUM
bracis-19060	291	5	(	(	PUNCT
bracis-19060	291	6	june	june	PROPN
bracis-19060	291	7	2018	2018	NUM
bracis-19060	291	8	)	)	PUNCT
bracis-19060	291	9	,	,	PUNCT
bracis-19060	291	10	technology	technology	NOUN
bracis-19060	291	11	&	&	CCONJ
bracis-19060	291	12	civil	civil	ADJ
bracis-19060	291	13	liberties	liberty	NOUN
bracis-19060	291	14	attorney	attorney	NOUN
bracis-19060	291	15	,	,	PUNCT
bracis-19060	291	16	aclu	aclu	PROPN
bracis-19060	291	17	of	of	ADP
bracis-19060	291	18	northern	northern	PROPN
bracis-19060	291	19	california	california	PROPN
bracis-19060	291	20	google	google	PROPN
bracis-19060	291	21	scholar	scholar	PROPN
bracis-19060	291	22	  	  	SPACE
bracis-19060	291	23	wang	wang	PROPN
bracis-19060	291	24	,	,	PUNCT
bracis-19060	291	25	m.	m.	NOUN
bracis-19060	291	26	,	,	PUNCT
bracis-19060	291	27	deng	deng	PROPN
bracis-19060	291	28	,	,	PUNCT
bracis-19060	291	29	w.	w.	PROPN
bracis-19060	291	30	,	,	PUNCT
bracis-19060	291	31	hu	hu	PROPN
bracis-19060	291	32	,	,	PUNCT
bracis-19060	291	33	j.	j.	PROPN
bracis-19060	291	34	,	,	PUNCT
bracis-19060	291	35	tao	tao	PROPN
bracis-19060	291	36	,	,	PUNCT
bracis-19060	291	37	x.	x.	PROPN
bracis-19060	291	38	,	,	PUNCT
bracis-19060	291	39	huang	huang	PROPN
bracis-19060	291	40	,	,	PUNCT
bracis-19060	291	41	y.	y.	NOUN
bracis-19060	291	42	:	:	PUNCT
bracis-19060	291	43	racial	racial	ADJ
bracis-19060	291	44	faces	face	NOUN
bracis-19060	291	45	in	in	ADP
bracis-19060	291	46	the	the	DET
bracis-19060	291	47	wild	wild	NOUN
bracis-19060	291	48	:	:	PUNCT
bracis-19060	291	49	reducing	reduce	VERB
bracis-19060	291	50	racial	racial	ADJ
bracis-19060	291	51	bias	bias	NOUN
bracis-19060	291	52	by	by	ADP
bracis-19060	291	53	information	information	NOUN
bracis-19060	291	54	maximization	maximization	NOUN
bracis-19060	291	55	adaptation	adaptation	NOUN
bracis-19060	291	56	network	network	NOUN
bracis-19060	291	57	.	.	PUNCT
bracis-19060	292	1	in	in	ADP
bracis-19060	292	2	:	:	PUNCT
bracis-19060	292	3	proceedings	proceeding	NOUN
bracis-19060	292	4	of	of	ADP
bracis-19060	292	5	the	the	DET
bracis-19060	292	6	ieee	ieee	NOUN
bracis-19060	292	7	/	/	SYM
bracis-19060	292	8	cvf	cvf	NOUN
bracis-19060	292	9	international	international	ADJ
bracis-19060	292	10	conference	conference	NOUN
bracis-19060	292	11	on	on	ADP
bracis-19060	292	12	computer	computer	NOUN
bracis-19060	292	13	vision	vision	NOUN
bracis-19060	292	14	,	,	PUNCT
bracis-19060	292	15	pp	pp	ADP
bracis-19060	292	16	.	.	PUNCT
bracis-19060	293	1	692–702	692–702	NUM
bracis-19060	293	2	(	(	PUNCT
bracis-19060	293	3	2019	2019	NUM
bracis-19060	293	4	)	)	PUNCT
bracis-19060	293	5	google	google	PROPN
bracis-19060	293	6	scholar	scholar	NOUN
bracis-19060	293	7	  	  	SPACE
bracis-19060	293	8	yang	yang	PROPN
bracis-19060	293	9	,	,	PUNCT
bracis-19060	293	10	m.h	m.h	PROPN
bracis-19060	293	11	.	.	PROPN
bracis-19060	293	12	,	,	PUNCT
bracis-19060	293	13	kriegman	kriegman	PROPN
bracis-19060	293	14	,	,	PUNCT
bracis-19060	293	15	d.j	d.j	PROPN
bracis-19060	293	16	.	.	PROPN
bracis-19060	293	17	,	,	PUNCT
bracis-19060	293	18	ahuja	ahuja	PROPN
bracis-19060	293	19	,	,	PUNCT
bracis-19060	293	20	n.	n.	NOUN
bracis-19060	293	21	:	:	PUNCT
bracis-19060	293	22	detecting	detect	VERB
bracis-19060	293	23	faces	face	NOUN
bracis-19060	293	24	in	in	ADP
bracis-19060	293	25	images	image	NOUN
bracis-19060	293	26	:	:	PUNCT
bracis-19060	293	27	a	a	DET
bracis-19060	293	28	survey	survey	NOUN
bracis-19060	293	29	.	.	PUNCT
bracis-19060	294	1	ieee	ieee	PROPN
bracis-19060	294	2	trans	trans	PROPN
bracis-19060	294	3	.	.	PROPN
bracis-19060	295	1	patt	patt	PROPN
bracis-19060	295	2	.	.	PUNCT
bracis-19060	296	1	anal	anal	PROPN
bracis-19060	296	2	.	.	PUNCT
bracis-19060	297	1	mach	mach	PROPN
bracis-19060	297	2	.	.	PUNCT
bracis-19060	298	1	intell	intell	PROPN
bracis-19060	298	2	.	.	PUNCT
bracis-19060	299	1	24(1	24(1	NOUN
bracis-19060	299	2	)	)	PUNCT
bracis-19060	299	3	,	,	PUNCT
bracis-19060	299	4	34–58	34–58	NUM
bracis-19060	299	5	(	(	PUNCT
bracis-19060	299	6	2002	2002	NUM
bracis-19060	299	7	)	)	PUNCT
bracis-19060	299	8	article	article	NOUN
bracis-19060	299	9	  	  	SPACE
bracis-19060	299	10	google	google	PROPN
bracis-19060	299	11	scholar	scholar	NOUN
bracis-19060	299	12	  	  	SPACE
bracis-19060	299	13	yang	yang	PROPN
bracis-19060	299	14	,	,	PUNCT
bracis-19060	299	15	s.	s.	PROPN
bracis-19060	299	16	,	,	PUNCT
bracis-19060	299	17	luo	luo	PROPN
bracis-19060	299	18	,	,	PUNCT
bracis-19060	299	19	p.	p.	PROPN
bracis-19060	299	20	,	,	PUNCT
bracis-19060	299	21	loy	loy	PROPN
bracis-19060	299	22	,	,	PUNCT
bracis-19060	299	23	c.c	c.c	PROPN
bracis-19060	299	24	.	.	PROPN
bracis-19060	299	25	,	,	PUNCT
bracis-19060	299	26	tang	tang	PROPN
bracis-19060	299	27	,	,	PUNCT
bracis-19060	299	28	x.	x.	NOUN
bracis-19060	299	29	:	:	PUNCT
bracis-19060	299	30	from	from	ADP
bracis-19060	299	31	facial	facial	ADJ
bracis-19060	299	32	parts	part	NOUN
bracis-19060	299	33	responses	response	NOUN
bracis-19060	299	34	to	to	PART
bracis-19060	299	35	face	face	VERB
bracis-19060	299	36	detection	detection	NOUN
bracis-19060	299	37	:	:	PUNCT
bracis-19060	299	38	a	a	DET
bracis-19060	299	39	deep	deep	ADJ
bracis-19060	299	40	learning	learning	NOUN
bracis-19060	299	41	approach	approach	NOUN
bracis-19060	299	42	.	.	PUNCT
bracis-19060	300	1	in	in	ADP
bracis-19060	300	2	:	:	PUNCT
bracis-19060	300	3	proceedings	proceeding	NOUN
bracis-19060	300	4	of	of	ADP
bracis-19060	300	5	the	the	DET
bracis-19060	300	6	ieee	ieee	NOUN
bracis-19060	300	7	international	international	PROPN
bracis-19060	300	8	conference	conference	NOUN
bracis-19060	300	9	on	on	ADP
bracis-19060	300	10	computer	computer	NOUN
bracis-19060	300	11	vision	vision	NOUN
bracis-19060	300	12	,	,	PUNCT
bracis-19060	300	13	pp	pp	ADP
bracis-19060	300	14	.	.	PUNCT
bracis-19060	301	1	3676–3684	3676–3684	NUM
bracis-19060	301	2	(	(	PUNCT
bracis-19060	301	3	2015	2015	NUM
bracis-19060	301	4	)	)	PUNCT
bracis-19060	301	5	google	google	PROPN
bracis-19060	301	6	scholar	scholar	NOUN
bracis-19060	301	7	  	  	SPACE
bracis-19060	301	8	yang	yang	PROPN
bracis-19060	301	9	,	,	PUNCT
bracis-19060	301	10	s.	s.	PROPN
bracis-19060	301	11	,	,	PUNCT
bracis-19060	301	12	luo	luo	PROPN
bracis-19060	301	13	,	,	PUNCT
bracis-19060	301	14	p.	p.	PROPN
bracis-19060	301	15	,	,	PUNCT
bracis-19060	301	16	loy	loy	PROPN
bracis-19060	301	17	,	,	PUNCT
bracis-19060	301	18	c.c	c.c	PROPN
bracis-19060	301	19	.	.	PROPN
bracis-19060	301	20	,	,	PUNCT
bracis-19060	301	21	tang	tang	PROPN
bracis-19060	301	22	,	,	PUNCT
bracis-19060	301	23	x.	x.	NOUN
bracis-19060	301	24	:	:	PUNCT
bracis-19060	301	25	wider	wide	ADJ
bracis-19060	301	26	face	face	NOUN
bracis-19060	301	27	:	:	PUNCT
bracis-19060	301	28	a	a	DET
bracis-19060	301	29	face	face	NOUN
bracis-19060	301	30	detection	detection	NOUN
bracis-19060	301	31	benchmark	benchmark	NOUN
bracis-19060	301	32	.	.	PUNCT
bracis-19060	302	1	in	in	ADP
bracis-19060	302	2	:	:	PUNCT
bracis-19060	302	3	ieee	ieee	NOUN
bracis-19060	302	4	conference	conference	NOUN
bracis-19060	302	5	on	on	ADP
bracis-19060	302	6	computer	computer	NOUN
bracis-19060	302	7	vision	vision	NOUN
bracis-19060	302	8	and	and	CCONJ
bracis-19060	302	9	pattern	pattern	NOUN
bracis-19060	302	10	recognition	recognition	NOUN
bracis-19060	302	11	(	(	PUNCT
bracis-19060	302	12	cvpr	cvpr	NOUN
bracis-19060	302	13	)	)	PUNCT
bracis-19060	302	14	(	(	PUNCT
bracis-19060	302	15	2016	2016	NUM
bracis-19060	302	16	)	)	PUNCT
bracis-19060	302	17	google	google	PROPN
bracis-19060	302	18	scholar	scholar	NOUN
bracis-19060	302	19	  	  	SPACE
bracis-19060	302	20	zhang	zhang	PROPN
bracis-19060	302	21	,	,	PUNCT
bracis-19060	302	22	c.	c.	PROPN
bracis-19060	302	23	,	,	PUNCT
bracis-19060	302	24	zhang	zhang	PROPN
bracis-19060	302	25	,	,	PUNCT
bracis-19060	302	26	z.	z.	PROPN
bracis-19060	302	27	:	:	PUNCT
bracis-19060	302	28	a	a	DET
bracis-19060	302	29	survey	survey	NOUN
bracis-19060	302	30	of	of	ADP
bracis-19060	302	31	recent	recent	ADJ
bracis-19060	302	32	advances	advance	NOUN
bracis-19060	302	33	in	in	ADP
bracis-19060	302	34	face	face	NOUN
bracis-19060	302	35	detection	detection	NOUN
bracis-19060	302	36	.	.	PUNCT
bracis-19060	303	1	technical	technical	ADJ
bracis-19060	303	2	report	report	NOUN
bracis-19060	303	3	.	.	PUNCT
bracis-19060	304	1	msr	msr	NOUN
bracis-19060	304	2	-	-	PUNCT
bracis-19060	304	3	tr-2010	tr-2010	NOUN
bracis-19060	304	4	-	-	PUNCT
bracis-19060	304	5	66	66	NUM
bracis-19060	304	6	,	,	PUNCT
bracis-19060	304	7	june	june	PROPN
bracis-19060	304	8	2010	2010	NUM
bracis-19060	304	9	.	.	PUNCT
bracis-19060	305	1	https://www.microsoft.com/en-us/research/publication/a-survey-of-recent-advances-in-face-detection/	https://www.microsoft.com/en-us/research/publication/a-survey-of-recent-advances-in-face-detection/	PROPN
bracis-19060	305	2	zhang	zhang	PROPN
bracis-19060	305	3	,	,	PUNCT
bracis-19060	305	4	k.	k.	PROPN
bracis-19060	305	5	,	,	PUNCT
bracis-19060	305	6	zhang	zhang	PROPN
bracis-19060	305	7	,	,	PUNCT
bracis-19060	305	8	z.	z.	PROPN
bracis-19060	305	9	,	,	PUNCT
bracis-19060	305	10	li	li	PROPN
bracis-19060	305	11	,	,	PUNCT
bracis-19060	305	12	z.	z.	PROPN
bracis-19060	305	13	,	,	PUNCT
bracis-19060	305	14	qiao	qiao	PROPN
bracis-19060	305	15	,	,	PUNCT
bracis-19060	305	16	y.	y.	NOUN
bracis-19060	305	17	:	:	PUNCT
bracis-19060	305	18	joint	joint	ADJ
bracis-19060	305	19	face	face	NOUN
bracis-19060	305	20	detection	detection	NOUN
bracis-19060	305	21	and	and	CCONJ
bracis-19060	305	22	alignment	alignment	NOUN
bracis-19060	305	23	using	use	VERB
bracis-19060	305	24	multitask	multitask	ADJ
bracis-19060	305	25	cascaded	cascade	VERB
bracis-19060	305	26	convolutional	convolutional	ADJ
bracis-19060	305	27	networks	network	NOUN
bracis-19060	305	28	.	.	PUNCT
bracis-19060	306	1	ieee	ieee	NOUN
bracis-19060	306	2	signal	signal	NOUN
bracis-19060	306	3	process	process	NOUN
bracis-19060	306	4	.	.	PUNCT
bracis-19060	307	1	lett	lett	PROPN
bracis-19060	307	2	.	.	PUNCT
bracis-19060	308	1	23(10	23(10	NUM
bracis-19060	308	2	)	)	PUNCT
bracis-19060	308	3	,	,	PUNCT
bracis-19060	308	4	1499–1503	1499–1503	NUM
bracis-19060	308	5	(	(	PUNCT
bracis-19060	308	6	2016	2016	NUM
bracis-19060	308	7	)	)	PUNCT
bracis-19060	308	8	article	article	NOUN
bracis-19060	308	9	  	  	SPACE
bracis-19060	308	10	google	google	PROPN
bracis-19060	308	11	scholar	scholar	NOUN
bracis-19060	308	12	  	  	SPACE
bracis-19060	308	13	download	download	NOUN
bracis-19060	308	14	references	reference	NOUN
bracis-19060	308	15	acknowledgment	acknowledgment	NOUN
bracis-19060	308	16	this	this	DET
bracis-19060	308	17	work	work	NOUN
bracis-19060	308	18	was	be	AUX
bracis-19060	308	19	partially	partially	ADV
bracis-19060	308	20	supported	support	VERB
bracis-19060	308	21	by	by	ADP
bracis-19060	308	22	capes	cape	NOUN
bracis-19060	308	23	(	(	PUNCT
bracis-19060	308	24	coordination	coordination	NOUN
bracis-19060	308	25	for	for	ADP
bracis-19060	308	26	the	the	DET
bracis-19060	308	27	improvement	improvement	NOUN
bracis-19060	308	28	of	of	ADP
bracis-19060	308	29	higher	high	ADJ
bracis-19060	308	30	education	education	NOUN
bracis-19060	308	31	personnel	personnel	NOUN
bracis-19060	308	32	–	–	PUNCT
bracis-19060	308	33	brazilian	brazilian	ADJ
bracis-19060	308	34	federal	federal	ADJ
bracis-19060	308	35	government	government	NOUN
bracis-19060	308	36	agency	agency	NOUN
bracis-19060	308	37	)	)	PUNCT
bracis-19060	308	38	.	.	PUNCT
bracis-19060	309	1	we	we	PRON
bracis-19060	309	2	gratefully	gratefully	ADV
bracis-19060	309	3	acknowledge	acknowledge	VERB
bracis-19060	309	4	the	the	DET
bracis-19060	309	5	support	support	NOUN
bracis-19060	309	6	of	of	ADP
bracis-19060	309	7	nvidia	nvidia	PROPN
bracis-19060	309	8	corporation	corporation	NOUN
bracis-19060	309	9	with	with	ADP
bracis-19060	309	10	the	the	DET
bracis-19060	309	11	donation	donation	NOUN
bracis-19060	309	12	of	of	ADP
bracis-19060	309	13	the	the	DET
bracis-19060	309	14	titan	titan	PROPN
bracis-19060	309	15	v	v	ADP
bracis-19060	309	16	gpu	gpu	NOUN
bracis-19060	309	17	used	use	VERB
bracis-19060	309	18	for	for	ADP
bracis-19060	309	19	this	this	DET
bracis-19060	309	20	research	research	NOUN
bracis-19060	309	21	.	.	PUNCT
bracis-19060	310	1	finally	finally	ADV
bracis-19060	310	2	,	,	PUNCT
bracis-19060	310	3	we	we	PRON
bracis-19060	310	4	also	also	ADV
bracis-19060	310	5	thank	thank	VERB
bracis-19060	310	6	the	the	DET
bracis-19060	310	7	company	company	NOUN
bracis-19060	310	8	integra	integra	PROPN
bracis-19060	310	9	,	,	PUNCT
bracis-19060	310	10	responsible	responsible	ADJ
bracis-19060	310	11	for	for	ADP
bracis-19060	310	12	the	the	DET
bracis-19060	310	13	public	public	ADJ
bracis-19060	310	14	transportation	transportation	NOUN
bracis-19060	310	15	in	in	ADP
bracis-19060	310	16	salvador	salvador	PROPN
bracis-19060	310	17	,	,	PUNCT
bracis-19060	310	18	for	for	ADP
bracis-19060	310	19	support	support	NOUN
bracis-19060	310	20	this	this	DET
bracis-19060	310	21	work	work	NOUN
bracis-19060	310	22	.	.	PUNCT
bracis-19060	311	1	any	any	DET
bracis-19060	311	2	opinions	opinion	NOUN
bracis-19060	311	3	,	,	PUNCT
bracis-19060	311	4	findings	finding	NOUN
bracis-19060	311	5	,	,	PUNCT
bracis-19060	311	6	and	and	CCONJ
bracis-19060	311	7	conclusions	conclusion	NOUN
bracis-19060	311	8	or	or	CCONJ
bracis-19060	311	9	recommendations	recommendation	NOUN
bracis-19060	311	10	expressed	express	VERB
bracis-19060	311	11	in	in	ADP
bracis-19060	311	12	this	this	DET
bracis-19060	311	13	material	material	NOUN
bracis-19060	311	14	are	be	AUX
bracis-19060	311	15	those	those	PRON
bracis-19060	311	16	of	of	ADP
bracis-19060	311	17	the	the	DET
bracis-19060	311	18	authors	author	NOUN
bracis-19060	311	19	and	and	CCONJ
bracis-19060	311	20	do	do	AUX
bracis-19060	311	21	not	not	PART
bracis-19060	311	22	necessarily	necessarily	ADV
bracis-19060	311	23	reflect	reflect	VERB
bracis-19060	311	24	the	the	DET
bracis-19060	311	25	views	view	NOUN
bracis-19060	311	26	of	of	ADP
bracis-19060	311	27	capes	cape	NOUN
bracis-19060	311	28	,	,	PUNCT
bracis-19060	311	29	nvidia	nvidia	PROPN
bracis-19060	311	30	,	,	PUNCT
bracis-19060	311	31	and	and	CCONJ
bracis-19060	311	32	integra	integra	PROPN
bracis-19060	311	33	.	.	PUNCT
bracis-19060	312	1	author	author	NOUN
bracis-19060	312	2	information	information	NOUN
bracis-19060	312	3	authors	author	NOUN
bracis-19060	312	4	and	and	CCONJ
bracis-19060	312	5	affiliations	affiliation	NOUN
bracis-19060	312	6	federal	federal	PROPN
bracis-19060	312	7	university	university	PROPN
bracis-19060	312	8	of	of	ADP
bracis-19060	312	9	bahia	bahia	PROPN
bracis-19060	312	10	,	,	PUNCT
bracis-19060	312	11	salvador	salvador	PROPN
bracis-19060	312	12	,	,	PUNCT
bracis-19060	312	13	brazil	brazil	PROPN
bracis-19060	312	14	marcos	marcos	PROPN
bracis-19060	312	15	vinícius	vinícius	PROPN
bracis-19060	312	16	ferreira	ferreira	PROPN
bracis-19060	312	17	,	,	PUNCT
bracis-19060	312	18	 	 	SPACE
bracis-19060	312	19	ariel	ariel	PROPN
bracis-19060	312	20	almeida	almeida	PROPN
bracis-19060	312	21	,	,	PUNCT
bracis-19060	312	22	 	 	SPACE
bracis-19060	312	23	joão	joão	PROPN
bracis-19060	312	24	paulo	paulo	PROPN
bracis-19060	312	25	canario	canario	PROPN
bracis-19060	312	26	,	,	PUNCT
bracis-19060	312	27	 	 	SPACE
bracis-19060	312	28	tatiane	tatiane	PROPN
bracis-19060	312	29	nogueira	nogueira	PROPN
bracis-19060	312	30	 	 	SPACE
bracis-19060	312	31	&	&	CCONJ
bracis-19060	312	32	 	 	SPACE
bracis-19060	312	33	ricardo	ricardo	PROPN
bracis-19060	312	34	rios	rios	PROPN
bracis-19060	312	35	neodados	neodados	PROPN
bracis-19060	312	36	,	,	PUNCT
bracis-19060	312	37	salvador	salvador	PROPN
bracis-19060	312	38	,	,	PUNCT
bracis-19060	312	39	brazil	brazil	PROPN
bracis-19060	312	40	marcos	marcos	PROPN
bracis-19060	312	41	vinícius	vinícius	PROPN
bracis-19060	312	42	ferreira	ferreira	PROPN
bracis-19060	312	43	integra	integra	PROPN
bracis-19060	312	44	association	association	PROPN
bracis-19060	312	45	of	of	ADP
bracis-19060	312	46	public	public	ADJ
bracis-19060	312	47	transportation	transportation	NOUN
bracis-19060	312	48	companies	company	NOUN
bracis-19060	312	49	,	,	PUNCT
bracis-19060	312	50	salvador	salvador	PROPN
bracis-19060	312	51	,	,	PUNCT
bracis-19060	312	52	brazil	brazil	PROPN
bracis-19060	312	53	matheus	matheus	PROPN
bracis-19060	312	54	souza	souza	PROPN
bracis-19060	312	55	authors	authors	PROPN
bracis-19060	312	56	marcos	marcos	PROPN
bracis-19060	312	57	vinícius	vinícius	ADJ
bracis-19060	312	58	ferreiraview	ferreiraview	NOUN
bracis-19060	312	59	author	author	NOUN
bracis-19060	312	60	publications	publication	NOUN
bracis-19060	312	61	search	search	NOUN
bracis-19060	312	62	author	author	NOUN
bracis-19060	312	63	on	on	ADP
bracis-19060	312	64	:	:	PUNCT
bracis-19060	312	65	pubmed	pubmed	PROPN
bracis-19060	312	66	 	 	SPACE
bracis-19060	312	67	google	google	PROPN
bracis-19060	312	68	scholar	scholar	NOUN
bracis-19060	312	69	ariel	ariel	PROPN
bracis-19060	312	70	almeidaview	almeidaview	PROPN
bracis-19060	312	71	author	author	NOUN
bracis-19060	312	72	publications	publication	VERB
bracis-19060	312	73	search	search	NOUN
bracis-19060	312	74	author	author	NOUN
bracis-19060	312	75	on	on	ADP
bracis-19060	312	76	:	:	PUNCT
bracis-19060	312	77	pubmed	pubmed	PROPN
bracis-19060	312	78	 	 	SPACE
bracis-19060	312	79	google	google	PROPN
bracis-19060	312	80	scholar	scholar	PROPN
bracis-19060	312	81	joão	joão	PROPN
bracis-19060	312	82	paulo	paulo	PROPN
bracis-19060	312	83	canarioview	canarioview	PROPN
bracis-19060	312	84	author	author	NOUN
bracis-19060	312	85	publications	publication	NOUN
bracis-19060	312	86	search	search	NOUN
bracis-19060	312	87	author	author	NOUN
bracis-19060	312	88	on	on	ADP
bracis-19060	312	89	:	:	PUNCT
bracis-19060	312	90	pubmed	pubmed	PROPN
bracis-19060	312	91	 	 	SPACE
bracis-19060	312	92	google	google	PROPN
bracis-19060	312	93	scholar	scholar	PROPN
bracis-19060	312	94	matheus	matheus	PROPN
bracis-19060	312	95	souzaview	souzaview	PROPN
bracis-19060	312	96	author	author	NOUN
bracis-19060	312	97	publications	publication	VERB
bracis-19060	312	98	search	search	NOUN
bracis-19060	312	99	author	author	NOUN
bracis-19060	312	100	on	on	ADP
bracis-19060	312	101	:	:	PUNCT
bracis-19060	312	102	pubmed	pubmed	PROPN
bracis-19060	312	103	 	 	SPACE
bracis-19060	312	104	google	google	PROPN
bracis-19060	312	105	scholar	scholar	NOUN
bracis-19060	312	106	tatiane	tatiane	PROPN
bracis-19060	312	107	nogueiraview	nogueiraview	PROPN
bracis-19060	312	108	author	author	NOUN
bracis-19060	312	109	publications	publication	NOUN
bracis-19060	312	110	search	search	NOUN
bracis-19060	312	111	author	author	NOUN
bracis-19060	312	112	on	on	ADP
bracis-19060	312	113	:	:	PUNCT
bracis-19060	312	114	pubmed	pubmed	PROPN
bracis-19060	312	115	 	 	SPACE
bracis-19060	312	116	google	google	PROPN
bracis-19060	312	117	scholar	scholar	NOUN
bracis-19060	312	118	ricardo	ricardo	PROPN
bracis-19060	312	119	riosview	riosview	NOUN
bracis-19060	312	120	author	author	NOUN
bracis-19060	312	121	publications	publication	NOUN
bracis-19060	312	122	search	search	NOUN
bracis-19060	312	123	author	author	NOUN
bracis-19060	312	124	on	on	ADP
bracis-19060	312	125	:	:	PUNCT
bracis-19060	312	126	pubmed	pubmed	PROPN
bracis-19060	312	127	 	 	SPACE
bracis-19060	312	128	google	google	PROPN
bracis-19060	312	129	scholar	scholar	NOUN
bracis-19060	312	130	corresponding	correspond	VERB
bracis-19060	312	131	author	author	NOUN
bracis-19060	312	132	correspondence	correspondence	NOUN
bracis-19060	312	133	to	to	ADP
bracis-19060	312	134	marcos	marcos	PROPN
bracis-19060	312	135	vinícius	vinícius	PROPN
bracis-19060	312	136	ferreira	ferreira	PROPN
bracis-19060	312	137	.	.	PUNCT
bracis-19060	313	1	editor	editor	NOUN
bracis-19060	313	2	information	information	NOUN
bracis-19060	313	3	editors	editor	NOUN
bracis-19060	313	4	and	and	CCONJ
bracis-19060	313	5	affiliations	affiliation	NOUN
bracis-19060	313	6	universidade	universidade	PROPN
bracis-19060	313	7	federal	federal	PROPN
bracis-19060	313	8	de	de	X
bracis-19060	313	9	sergipe	sergipe	PROPN
bracis-19060	313	10	,	,	PUNCT
bracis-19060	313	11	são	são	NOUN
bracis-19060	313	12	cristóvão	cristóvão	PROPN
bracis-19060	313	13	,	,	PUNCT
bracis-19060	313	14	brazil	brazil	PROPN
bracis-19060	313	15	andré	andré	PROPN
bracis-19060	313	16	britto	britto	PROPN
bracis-19060	313	17	universidade	universidade	PROPN
bracis-19060	313	18	de	de	PROPN
bracis-19060	313	19	são	são	PROPN
bracis-19060	313	20	paulo	paulo	PROPN
bracis-19060	313	21	,	,	PUNCT
bracis-19060	313	22	são	são	PROPN
bracis-19060	313	23	paulo	paulo	PROPN
bracis-19060	313	24	,	,	PUNCT
bracis-19060	313	25	brazil	brazil	PROPN
bracis-19060	313	26	karina	karina	PROPN
bracis-19060	313	27	valdivia	valdivia	PROPN
bracis-19060	313	28	delgado	delgado	VERB
bracis-19060	313	29	rights	right	NOUN
bracis-19060	313	30	and	and	CCONJ
bracis-19060	313	31	permissions	permission	NOUN
bracis-19060	313	32	reprints	reprint	NOUN
bracis-19060	313	33	and	and	CCONJ
bracis-19060	313	34	permissions	permission	VERB
bracis-19060	313	35	copyright	copyright	NOUN
bracis-19060	313	36	information	information	NOUN
bracis-19060	313	37	©	©	PROPN
bracis-19060	313	38	2021	2021	NUM
bracis-19060	313	39	springer	springer	NOUN
bracis-19060	313	40	nature	nature	NOUN
bracis-19060	313	41	switzerland	switzerland	PROPN
bracis-19060	313	42	ag	ag	PROPN
bracis-19060	313	43	about	about	ADP
bracis-19060	313	44	this	this	DET
bracis-19060	313	45	paper	paper	NOUN
bracis-19060	313	46	cite	cite	VERB
bracis-19060	313	47	this	this	DET
bracis-19060	313	48	paper	paper	NOUN
bracis-19060	313	49	ferreira	ferreira	PROPN
bracis-19060	313	50	,	,	PUNCT
bracis-19060	313	51	m.v	m.v	PROPN
bracis-19060	313	52	.	.	PROPN
bracis-19060	313	53	,	,	PUNCT
bracis-19060	313	54	almeida	almeida	PROPN
bracis-19060	313	55	,	,	PUNCT
bracis-19060	313	56	a.	a.	PROPN
bracis-19060	313	57	,	,	PUNCT
bracis-19060	313	58	canario	canario	PROPN
bracis-19060	313	59	,	,	PUNCT
bracis-19060	313	60	j.p	j.p	PROPN
bracis-19060	313	61	.	.	PROPN
bracis-19060	313	62	,	,	PUNCT
bracis-19060	313	63	souza	souza	PROPN
bracis-19060	313	64	,	,	PUNCT
bracis-19060	313	65	m.	m.	NOUN
bracis-19060	313	66	,	,	PUNCT
bracis-19060	313	67	nogueira	nogueira	PROPN
bracis-19060	313	68	,	,	PUNCT
bracis-19060	313	69	t.	t.	PROPN
bracis-19060	313	70	,	,	PUNCT
bracis-19060	313	71	rios	rios	PROPN
bracis-19060	313	72	,	,	PUNCT
bracis-19060	313	73	r.	r.	PROPN
bracis-19060	313	74	(	(	PUNCT
bracis-19060	313	75	2021	2021	NUM
bracis-19060	313	76	)	)	PUNCT
bracis-19060	313	77	.	.	PUNCT
bracis-19060	314	1	ethics	ethic	NOUN
bracis-19060	314	2	of	of	ADP
bracis-19060	314	3	ai	ai	NOUN
bracis-19060	314	4	:	:	PUNCT
bracis-19060	314	5	do	do	AUX
bracis-19060	314	6	the	the	DET
bracis-19060	314	7	face	face	NOUN
bracis-19060	314	8	detection	detection	NOUN
bracis-19060	314	9	models	model	NOUN
bracis-19060	314	10	act	act	VERB
bracis-19060	314	11	with	with	ADP
bracis-19060	314	12	prejudice	prejudice	NOUN
bracis-19060	314	13	?	?	PUNCT
bracis-19060	314	14	.	.	PUNCT
bracis-19060	315	1	in	in	ADP
bracis-19060	315	2	:	:	PUNCT
bracis-19060	315	3	britto	britto	PROPN
bracis-19060	315	4	,	,	PUNCT
bracis-19060	315	5	a.	a.	PROPN
bracis-19060	315	6	,	,	PUNCT
bracis-19060	315	7	valdivia	valdivia	PROPN
bracis-19060	315	8	delgado	delgado	PROPN
bracis-19060	315	9	,	,	PUNCT
bracis-19060	315	10	k.	k.	PROPN
bracis-19060	315	11	(	(	PUNCT
bracis-19060	315	12	eds	eds	PROPN
bracis-19060	315	13	)	)	PUNCT
bracis-19060	315	14	intelligent	intelligent	ADJ
bracis-19060	315	15	systems	system	NOUN
bracis-19060	315	16	.	.	PUNCT
bracis-19060	316	1	bracis	bracis	PROPN
bracis-19060	316	2	2021	2021	NUM
bracis-19060	316	3	.	.	PUNCT
bracis-19060	317	1	lecture	lecture	NOUN
bracis-19060	317	2	notes	note	NOUN
bracis-19060	317	3	in	in	ADP
bracis-19060	317	4	computer	computer	NOUN
bracis-19060	317	5	science	science	NOUN
bracis-19060	317	6	(	(	PUNCT
bracis-19060	317	7	)	)	PUNCT
bracis-19060	317	8	,	,	PUNCT
bracis-19060	317	9	vol	vol	NOUN
bracis-19060	317	10	13074	13074	NUM
bracis-19060	317	11	.	.	PUNCT
bracis-19060	318	1	springer	springer	NOUN
bracis-19060	318	2	,	,	PUNCT
bracis-19060	318	3	cham	cham	PROPN
bracis-19060	318	4	.	.	PUNCT
bracis-19060	319	1	https://doi.org/10.1007/978-3-030-91699-2_7	https://doi.org/10.1007/978-3-030-91699-2_7	PROPN
bracis-19060	319	2	download	download	PROPN
bracis-19060	319	3	citation	citation	NOUN
bracis-19060	319	4	.ris	.ris	PUNCT
bracis-19060	319	5	.enw	.enw	PROPN
bracis-19060	319	6	.bib	.bib	PUNCT
bracis-19060	320	1	doi	doi	PROPN
bracis-19060	320	2	:	:	PUNCT
bracis-19060	320	3	https://doi.org/10.1007/978-3-030-91699-2_7	https://doi.org/10.1007/978-3-030-91699-2_7	PRON
bracis-19060	320	4	published	publish	VERB
bracis-19060	320	5	:	:	PUNCT
bracis-19060	320	6	28	28	NUM
bracis-19060	320	7	november	november	PROPN
bracis-19060	320	8	2021	2021	NUM
bracis-19060	320	9	publisher	publisher	NOUN
bracis-19060	320	10	name	name	NOUN
bracis-19060	320	11	:	:	PUNCT
bracis-19060	320	12	springer	springer	NOUN
bracis-19060	320	13	,	,	PUNCT
bracis-19060	320	14	cham	cham	PROPN
bracis-19060	320	15	print	print	PROPN
bracis-19060	320	16	isbn	isbn	PROPN
bracis-19060	320	17	:	:	PUNCT
bracis-19060	320	18	978	978	NUM
bracis-19060	320	19	-	-	SYM
bracis-19060	320	20	3	3	NUM
bracis-19060	320	21	-	-	PUNCT
bracis-19060	320	22	030	030	NUM
bracis-19060	320	23	-	-	PUNCT
bracis-19060	320	24	91698	91698	NUM
bracis-19060	320	25	-	-	SYM
bracis-19060	320	26	5	5	NUM
bracis-19060	320	27	online	online	ADJ
bracis-19060	320	28	isbn	isbn	NOUN
bracis-19060	320	29	:	:	PUNCT
bracis-19060	320	30	978	978	NUM
bracis-19060	320	31	-	-	SYM
bracis-19060	320	32	3	3	NUM
bracis-19060	320	33	-	-	PUNCT
bracis-19060	320	34	030	030	NUM
bracis-19060	320	35	-	-	PUNCT
bracis-19060	320	36	91699	91699	NUM
bracis-19060	320	37	-	-	SYM
bracis-19060	320	38	2	2	NUM
bracis-19060	320	39	ebook	ebook	NOUN
bracis-19060	320	40	packages	package	NOUN
bracis-19060	320	41	:	:	PUNCT
bracis-19060	320	42	computer	computer	NOUN
bracis-19060	320	43	sciencecomputer	sciencecomputer	NOUN
bracis-19060	320	44	science	science	NOUN
bracis-19060	320	45	(	(	PUNCT
bracis-19060	320	46	r0	r0	NOUN
bracis-19060	320	47	)	)	PUNCT
bracis-19060	320	48	share	share	VERB
bracis-19060	320	49	this	this	DET
bracis-19060	320	50	paper	paper	NOUN
bracis-19060	320	51	anyone	anyone	PRON
bracis-19060	320	52	you	you	PRON
bracis-19060	320	53	share	share	VERB
bracis-19060	320	54	the	the	DET
bracis-19060	320	55	following	follow	VERB
bracis-19060	320	56	link	link	NOUN
bracis-19060	320	57	with	with	ADP
bracis-19060	320	58	will	will	AUX
bracis-19060	320	59	be	be	AUX
bracis-19060	320	60	able	able	ADJ
bracis-19060	320	61	to	to	PART
bracis-19060	320	62	read	read	VERB
bracis-19060	320	63	this	this	DET
bracis-19060	320	64	content	content	NOUN
bracis-19060	320	65	:	:	PUNCT
bracis-19060	320	66	get	get	VERB
bracis-19060	320	67	shareable	shareable	ADJ
bracis-19060	320	68	linksorry	linksorry	NOUN
bracis-19060	320	69	,	,	PUNCT
bracis-19060	320	70	a	a	DET
bracis-19060	320	71	shareable	shareable	ADJ
bracis-19060	320	72	link	link	NOUN
bracis-19060	320	73	is	be	AUX
bracis-19060	320	74	not	not	PART
bracis-19060	320	75	currently	currently	ADV
bracis-19060	320	76	available	available	ADJ
bracis-19060	320	77	for	for	ADP
bracis-19060	320	78	this	this	DET
bracis-19060	320	79	article	article	NOUN
bracis-19060	320	80	.	.	PUNCT
bracis-19060	321	1	copy	copy	VERB
bracis-19060	321	2	shareable	shareable	ADJ
bracis-19060	321	3	link	link	NOUN
bracis-19060	321	4	to	to	PART
bracis-19060	321	5	clipboard	clipboard	NOUN
bracis-19060	321	6	provided	provide	VERB
bracis-19060	321	7	by	by	ADP
bracis-19060	321	8	the	the	DET
bracis-19060	321	9	springer	springer	NOUN
bracis-19060	321	10	nature	nature	PROPN
bracis-19060	321	11	sharedit	sharedit	PROPN
bracis-19060	321	12	content	content	NOUN
bracis-19060	321	13	-	-	PUNCT
bracis-19060	321	14	sharing	share	VERB
bracis-19060	321	15	initiative	initiative	NOUN
bracis-19060	321	16	keywords	keyword	NOUN
bracis-19060	321	17	face	face	VERB
bracis-19060	321	18	detection	detection	NOUN
bracis-19060	321	19	racism	racism	NOUN
bracis-19060	321	20	ethic	ethic	ADJ
bracis-19060	321	21	deep	deep	ADJ
bracis-19060	321	22	learning	learning	NOUN
bracis-19060	321	23	publish	publish	VERB
bracis-19060	321	24	with	with	ADP
bracis-19060	321	25	us	us	PROPN
bracis-19060	321	26	policies	policy	NOUN
bracis-19060	321	27	and	and	CCONJ
bracis-19060	321	28	ethics	ethic	NOUN
bracis-19060	321	29	search	search	NOUN
bracis-19060	321	30	search	search	NOUN
bracis-19060	321	31	by	by	ADP
bracis-19060	321	32	keyword	keyword	NOUN
bracis-19060	321	33	or	or	CCONJ
bracis-19060	321	34	author	author	NOUN
bracis-19060	321	35	search	search	NOUN
bracis-19060	321	36	navigation	navigation	NOUN
bracis-19060	321	37	find	find	VERB
bracis-19060	321	38	a	a	DET
bracis-19060	321	39	journal	journal	NOUN
bracis-19060	321	40	publish	publish	VERB
bracis-19060	321	41	with	with	ADP
bracis-19060	321	42	us	we	PRON
bracis-19060	321	43	track	track	VERB
bracis-19060	321	44	your	your	PRON
bracis-19060	321	45	research	research	NOUN
bracis-19060	321	46	discover	discover	VERB
bracis-19060	321	47	content	content	NOUN
bracis-19060	321	48	journals	journal	NOUN
bracis-19060	321	49	a	a	DET
bracis-19060	321	50	-	-	PUNCT
bracis-19060	321	51	z	z	NOUN
bracis-19060	321	52	books	book	NOUN
bracis-19060	321	53	a	a	DET
bracis-19060	321	54	-	-	PUNCT
bracis-19060	321	55	z	z	NOUN
bracis-19060	321	56	publish	publish	NOUN
bracis-19060	321	57	with	with	ADP
bracis-19060	321	58	us	us	PROPN
bracis-19060	321	59	journal	journal	PROPN
bracis-19060	321	60	finder	finder	PROPN
bracis-19060	321	61	publish	publish	VERB
bracis-19060	321	62	your	your	PRON
bracis-19060	321	63	research	research	NOUN
bracis-19060	321	64	language	language	NOUN
bracis-19060	321	65	editing	edit	VERB
bracis-19060	321	66	open	open	ADJ
bracis-19060	321	67	access	access	NOUN
bracis-19060	321	68	publishing	publishing	NOUN
bracis-19060	321	69	products	product	NOUN
bracis-19060	321	70	and	and	CCONJ
bracis-19060	321	71	services	service	NOUN
bracis-19060	321	72	our	our	PRON
bracis-19060	321	73	products	product	NOUN
bracis-19060	321	74	librarians	librarian	VERB
bracis-19060	321	75	societies	society	NOUN
bracis-19060	321	76	partners	partner	NOUN
bracis-19060	321	77	and	and	CCONJ
bracis-19060	321	78	advertisers	advertiser	NOUN
bracis-19060	321	79	our	our	PRON
bracis-19060	321	80	brands	brand	NOUN
bracis-19060	321	81	springer	springer	NOUN
bracis-19060	321	82	nature	nature	PROPN
bracis-19060	321	83	portfolio	portfolio	PROPN
bracis-19060	321	84	bmc	bmc	PROPN
bracis-19060	321	85	palgrave	palgrave	PROPN
bracis-19060	321	86	macmillan	macmillan	PROPN
bracis-19060	321	87	apress	apress	PROPN
bracis-19060	321	88	discover	discover	VERB
bracis-19060	321	89	your	your	PRON
bracis-19060	321	90	privacy	privacy	NOUN
bracis-19060	321	91	choices	choice	NOUN
bracis-19060	321	92	/	/	SYM
bracis-19060	321	93	manage	manage	NOUN
bracis-19060	321	94	cookies	cookie	NOUN
bracis-19060	321	95	your	your	PRON
bracis-19060	321	96	us	us	PROPN
bracis-19060	322	1	state	state	NOUN
bracis-19060	322	2	privacy	privacy	NOUN
bracis-19060	322	3	rights	right	NOUN
bracis-19060	322	4	accessibility	accessibility	NOUN
bracis-19060	322	5	statement	statement	NOUN
bracis-19060	322	6	terms	term	NOUN
bracis-19060	322	7	and	and	CCONJ
bracis-19060	322	8	conditions	condition	NOUN
bracis-19060	322	9	privacy	privacy	NOUN
bracis-19060	322	10	policy	policy	NOUN
bracis-19060	322	11	help	help	NOUN
bracis-19060	322	12	and	and	CCONJ
bracis-19060	322	13	support	support	VERB
bracis-19060	322	14	legal	legal	ADJ
bracis-19060	322	15	notice	notice	NOUN
bracis-19060	322	16	cancel	cancel	VERB
bracis-19060	322	17	contracts	contract	NOUN
bracis-19060	322	18	here	here	ADV
bracis-19060	322	19	129.74.145.123	129.74.145.123	NUM
bracis-19060	322	20	hesburgh	hesburgh	PROPN
bracis-19060	322	21	library	library	PROPN
bracis-19060	322	22	er	er	INTJ
bracis-19060	322	23	unit	unit	NOUN
bracis-19060	322	24	(	(	PUNCT
bracis-19060	322	25	3005732405	3005732405	NUM
bracis-19060	322	26	)	)	PUNCT
bracis-19060	322	27	northeast	northeast	ADJ
bracis-19060	322	28	research	research	NOUN
bracis-19060	322	29	libraries	library	NOUN
bracis-19060	322	30	(	(	PUNCT
bracis-19060	322	31	nerl	nerl	PROPN
bracis-19060	322	32	)	)	PUNCT
bracis-19060	322	33	(	(	PUNCT
bracis-19060	322	34	8200828607	8200828607	NUM
bracis-19060	322	35	)	)	PUNCT
bracis-19060	322	36	nerl	nerl	VERB
bracis-19060	322	37	ta	ta	X
bracis-19060	322	38	account	account	NOUN
bracis-19060	322	39	(	(	PUNCT
bracis-19060	322	40	3006206169	3006206169	NUM
bracis-19060	322	41	)	)	PUNCT
bracis-19060	322	42	university	university	NOUN
bracis-19060	322	43	of	of	ADP
bracis-19060	322	44	notre	notre	PROPN
bracis-19060	322	45	dame	dame	PROPN
bracis-19060	322	46	hesburgh	hesburgh	PROPN
bracis-19060	322	47	library	library	NOUN
bracis-19060	322	48	(	(	PUNCT
bracis-19060	322	49	3000184373	3000184373	NUM
bracis-19060	322	50	)	)	PUNCT
bracis-19060	323	1	©	©	ADP
bracis-19060	323	2	2025	2025	NUM
bracis-19060	323	3	springer	springer	NOUN
bracis-19060	323	4	nature	nature	NOUN