id	sid	tid	token	lemma	pos
bracis-19069	1	1	deep	deep	ADJ
bracis-19069	1	2	convolutional	convolutional	ADJ
bracis-19069	1	3	features	feature	NOUN
bracis-19069	1	4	for	for	ADP
bracis-19069	1	5	fingerprint	fingerprint	NOUN
bracis-19069	1	6	indexing	indexing	NOUN
bracis-19069	1	7	|	|	NOUN
bracis-19069	1	8	springer	springer	NOUN
bracis-19069	1	9	nature	nature	PROPN
bracis-19069	1	10	link	link	PROPN
bracis-19069	1	11	(	(	PUNCT
bracis-19069	1	12	formerly	formerly	ADV
bracis-19069	1	13	springerlink	springerlink	NOUN
bracis-19069	1	14	)	)	PUNCT
bracis-19069	1	15	skip	skip	VERB
bracis-19069	1	16	to	to	ADP
bracis-19069	1	17	main	main	ADJ
bracis-19069	1	18	content	content	NOUN
bracis-19069	1	19	advertisement	advertisement	NOUN
bracis-19069	1	20	log	log	NOUN
bracis-19069	1	21	in	in	ADP
bracis-19069	1	22	menu	menu	NOUN
bracis-19069	1	23	find	find	VERB
bracis-19069	1	24	a	a	DET
bracis-19069	1	25	journal	journal	NOUN
bracis-19069	1	26	publish	publish	VERB
bracis-19069	1	27	with	with	ADP
bracis-19069	1	28	us	we	PRON
bracis-19069	1	29	track	track	VERB
bracis-19069	1	30	your	your	PRON
bracis-19069	1	31	research	research	NOUN
bracis-19069	1	32	search	search	NOUN
bracis-19069	1	33	cart	cart	NOUN
bracis-19069	1	34	home	home	NOUN
bracis-19069	1	35	intelligent	intelligent	ADJ
bracis-19069	1	36	systems	system	NOUN
bracis-19069	1	37	conference	conference	NOUN
bracis-19069	1	38	paper	paper	NOUN
bracis-19069	1	39	deep	deep	ADJ
bracis-19069	1	40	convolutional	convolutional	ADJ
bracis-19069	1	41	features	feature	NOUN
bracis-19069	1	42	for	for	ADP
bracis-19069	1	43	fingerprint	fingerprint	NOUN
bracis-19069	1	44	indexing	indexing	NOUN
bracis-19069	1	45	conference	conference	NOUN
bracis-19069	1	46	paper	paper	NOUN
bracis-19069	1	47	first	first	ADV
bracis-19069	1	48	online	online	ADV
bracis-19069	1	49	:	:	PUNCT
bracis-19069	1	50	28	28	NUM
bracis-19069	1	51	november	november	PROPN
bracis-19069	1	52	2021	2021	NUM
bracis-19069	2	1	pp	pp	PROPN
bracis-19069	2	2	223–237	223–237	NUM
bracis-19069	2	3	cite	cite	VERB
bracis-19069	2	4	this	this	DET
bracis-19069	2	5	conference	conference	NOUN
bracis-19069	2	6	paper	paper	NOUN
bracis-19069	2	7	access	access	NOUN
bracis-19069	2	8	provided	provide	VERB
bracis-19069	2	9	by	by	ADP
bracis-19069	2	10	university	university	PROPN
bracis-19069	2	11	of	of	ADP
bracis-19069	2	12	notre	notre	PROPN
bracis-19069	2	13	dame	dame	PROPN
bracis-19069	2	14	hesburgh	hesburgh	PROPN
bracis-19069	2	15	library	library	PROPN
bracis-19069	2	16	download	download	PROPN
bracis-19069	2	17	book	book	NOUN
bracis-19069	2	18	pdf	pdf	PROPN
bracis-19069	2	19	download	download	NOUN
bracis-19069	2	20	book	book	NOUN
bracis-19069	2	21	epub	epub	PROPN
bracis-19069	2	22	intelligent	intelligent	ADJ
bracis-19069	2	23	systems	system	NOUN
bracis-19069	2	24	(	(	PUNCT
bracis-19069	2	25	bracis	bracis	NOUN
bracis-19069	2	26	2021	2021	NUM
bracis-19069	2	27	)	)	PUNCT
bracis-19069	2	28	deep	deep	ADJ
bracis-19069	2	29	convolutional	convolutional	ADJ
bracis-19069	2	30	features	feature	NOUN
bracis-19069	2	31	for	for	ADP
bracis-19069	2	32	fingerprint	fingerprint	NOUN
bracis-19069	2	33	indexing	indexing	NOUN
bracis-19069	2	34	download	download	NOUN
bracis-19069	2	35	book	book	PROPN
bracis-19069	2	36	pdf	pdf	PROPN
bracis-19069	2	37	download	download	NOUN
bracis-19069	2	38	book	book	PROPN
bracis-19069	2	39	epub	epub	PROPN
bracis-19069	2	40	leonardo	leonardo	PROPN
bracis-19069	2	41	f.	f.	PROPN
bracis-19069	2	42	da	da	PROPN
bracis-19069	2	43	costa10	costa10	PROPN
bracis-19069	2	44	,	,	PUNCT
bracis-19069	2	45	lucas	lucas	PROPN
bracis-19069	2	46	s.	s.	PROPN
bracis-19069	2	47	fernandes10	fernandes10	PROPN
bracis-19069	2	48	,	,	PUNCT
bracis-19069	2	49	joão	joão	PROPN
bracis-19069	2	50	p.	p.	PROPN
bracis-19069	2	51	b.	b.	PROPN
bracis-19069	2	52	andrade10	andrade10	PROPN
bracis-19069	2	53	,	,	PUNCT
bracis-19069	2	54	paulo	paulo	PROPN
bracis-19069	2	55	a.	a.	PROPN
bracis-19069	2	56	l.	l.	PROPN
bracis-19069	2	57	rego10	rego10	PROPN
bracis-19069	2	58	&	&	CCONJ
bracis-19069	2	59	…	…	PUNCT
bracis-19069	2	60	josé	josé	PROPN
bracis-19069	2	61	g.	g.	PROPN
bracis-19069	2	62	r.	r.	PROPN
bracis-19069	2	63	maia10	maia10	PROPN
bracis-19069	2	64	  	  	SPACE
bracis-19069	2	65	show	show	VERB
bracis-19069	2	66	authors	author	NOUN
bracis-19069	2	67	part	part	NOUN
bracis-19069	2	68	of	of	ADP
bracis-19069	2	69	the	the	DET
bracis-19069	2	70	book	book	NOUN
bracis-19069	2	71	series	series	NOUN
bracis-19069	2	72	:	:	PUNCT
bracis-19069	2	73	lecture	lecture	NOUN
bracis-19069	2	74	notes	note	NOUN
bracis-19069	2	75	in	in	ADP
bracis-19069	2	76	computer	computer	NOUN
bracis-19069	2	77	science	science	NOUN
bracis-19069	2	78	(	(	PUNCT
bracis-19069	2	79	(	(	PUNCT
bracis-19069	2	80	lnai	lnai	ADJ
bracis-19069	2	81	,	,	PUNCT
bracis-19069	2	82	volume	volume	NOUN
bracis-19069	2	83	13074	13074	NUM
bracis-19069	2	84	)	)	PUNCT
bracis-19069	2	85	)	)	PUNCT
bracis-19069	2	86	included	include	VERB
bracis-19069	2	87	in	in	ADP
bracis-19069	2	88	the	the	DET
bracis-19069	2	89	following	follow	VERB
bracis-19069	2	90	conference	conference	NOUN
bracis-19069	2	91	series	series	NOUN
bracis-19069	2	92	:	:	PUNCT
bracis-19069	2	93	brazilian	brazilian	ADJ
bracis-19069	2	94	conference	conference	NOUN
bracis-19069	2	95	on	on	ADP
bracis-19069	2	96	intelligent	intelligent	ADJ
bracis-19069	2	97	systems	system	NOUN
bracis-19069	2	98	1273	1273	NUM
bracis-19069	2	99	accesses	access	VERB
bracis-19069	2	100	1	1	NUM
bracis-19069	2	101	citation	citation	NOUN
bracis-19069	2	102	2	2	NUM
bracis-19069	2	103	altmetric	altmetric	ADJ
bracis-19069	2	104	abstract	abstract	ADJ
bracis-19069	2	105	automatic	automatic	ADJ
bracis-19069	2	106	fingerprint	fingerprint	NOUN
bracis-19069	2	107	identification	identification	NOUN
bracis-19069	2	108	systems	system	NOUN
bracis-19069	2	109	(	(	PUNCT
bracis-19069	2	110	afis	afis	PROPN
bracis-19069	2	111	)	)	PUNCT
bracis-19069	2	112	are	be	AUX
bracis-19069	2	113	among	among	ADP
bracis-19069	2	114	the	the	DET
bracis-19069	2	115	most	most	ADV
bracis-19069	2	116	used	used	ADJ
bracis-19069	2	117	people	people	NOUN
bracis-19069	2	118	identification	identification	NOUN
bracis-19069	2	119	solutions	solution	NOUN
bracis-19069	2	120	.	.	PUNCT
bracis-19069	3	1	as	as	SCONJ
bracis-19069	3	2	the	the	DET
bracis-19069	3	3	size	size	NOUN
bracis-19069	3	4	of	of	ADP
bracis-19069	3	5	fingerprint	fingerprint	NOUN
bracis-19069	3	6	databases	database	NOUN
bracis-19069	3	7	is	be	AUX
bracis-19069	3	8	continuously	continuously	ADV
bracis-19069	3	9	growing	grow	VERB
bracis-19069	3	10	,	,	PUNCT
bracis-19069	3	11	studying	study	VERB
bracis-19069	3	12	fingerprint	fingerprint	NOUN
bracis-19069	3	13	indexing	indexing	NOUN
bracis-19069	3	14	mechanisms	mechanism	NOUN
bracis-19069	3	15	is	be	AUX
bracis-19069	3	16	desirable	desirable	ADJ
bracis-19069	3	17	to	to	PART
bracis-19069	3	18	facilitate	facilitate	VERB
bracis-19069	3	19	the	the	DET
bracis-19069	3	20	search	search	NOUN
bracis-19069	3	21	process	process	NOUN
bracis-19069	3	22	in	in	ADP
bracis-19069	3	23	a	a	DET
bracis-19069	3	24	large	large	ADJ
bracis-19069	3	25	-	-	PUNCT
bracis-19069	3	26	scale	scale	NOUN
bracis-19069	3	27	database	database	NOUN
bracis-19069	3	28	.	.	PUNCT
bracis-19069	4	1	this	this	DET
bracis-19069	4	2	work	work	NOUN
bracis-19069	4	3	presents	present	VERB
bracis-19069	4	4	a	a	DET
bracis-19069	4	5	method	method	NOUN
bracis-19069	4	6	for	for	ADP
bracis-19069	4	7	fingerprint	fingerprint	NOUN
bracis-19069	4	8	indexing	indexing	NOUN
bracis-19069	4	9	,	,	PUNCT
bracis-19069	4	10	which	which	PRON
bracis-19069	4	11	uses	use	VERB
bracis-19069	4	12	both	both	CCONJ
bracis-19069	4	13	exact	exact	ADJ
bracis-19069	4	14	and	and	CCONJ
bracis-19069	4	15	approximation	approximation	NOUN
bracis-19069	4	16	methods	method	NOUN
bracis-19069	4	17	of	of	ADP
bracis-19069	4	18	nearest	near	ADJ
bracis-19069	4	19	neighbors	neighbor	NOUN
bracis-19069	4	20	(	(	PUNCT
bracis-19069	4	21	anns	anns	PROPN
bracis-19069	4	22	)	)	PUNCT
bracis-19069	4	23	,	,	PUNCT
bracis-19069	4	24	which	which	PRON
bracis-19069	4	25	are	be	AUX
bracis-19069	4	26	very	very	ADV
bracis-19069	4	27	efficient	efficient	ADJ
bracis-19069	4	28	in	in	ADP
bracis-19069	4	29	terms	term	NOUN
bracis-19069	4	30	of	of	ADP
bracis-19069	4	31	runtime	runtime	NOUN
bracis-19069	4	32	,	,	PUNCT
bracis-19069	4	33	even	even	ADV
bracis-19069	4	34	if	if	SCONJ
bracis-19069	4	35	they	they	PRON
bracis-19069	4	36	sacrifice	sacrifice	VERB
bracis-19069	4	37	a	a	DET
bracis-19069	4	38	little	little	ADJ
bracis-19069	4	39	accuracy	accuracy	NOUN
bracis-19069	4	40	by	by	ADP
bracis-19069	4	41	presenting	present	VERB
bracis-19069	4	42	approximate	approximate	ADJ
bracis-19069	4	43	solutions	solution	NOUN
bracis-19069	4	44	.	.	PUNCT
bracis-19069	5	1	in	in	ADP
bracis-19069	5	2	the	the	DET
bracis-19069	5	3	presented	present	VERB
bracis-19069	5	4	approach	approach	NOUN
bracis-19069	5	5	,	,	PUNCT
bracis-19069	5	6	searches	search	NOUN
bracis-19069	5	7	with	with	ADP
bracis-19069	5	8	ann	ann	PROPN
bracis-19069	5	9	methods	method	NOUN
bracis-19069	5	10	are	be	AUX
bracis-19069	5	11	made	make	VERB
bracis-19069	5	12	from	from	ADP
bracis-19069	5	13	deep	deep	ADJ
bracis-19069	5	14	embedding	embed	VERB
bracis-19069	5	15	vectors	vector	NOUN
bracis-19069	5	16	extracted	extract	VERB
bracis-19069	5	17	from	from	ADP
bracis-19069	5	18	image	image	NOUN
bracis-19069	5	19	databases	database	NOUN
bracis-19069	5	20	using	use	VERB
bracis-19069	5	21	a	a	DET
bracis-19069	5	22	convolutional	convolutional	ADJ
bracis-19069	5	23	neural	neural	ADJ
bracis-19069	5	24	network	network	NOUN
bracis-19069	5	25	(	(	PUNCT
bracis-19069	5	26	cnn	cnn	PROPN
bracis-19069	5	27	)	)	PUNCT
bracis-19069	5	28	.	.	PUNCT
bracis-19069	6	1	in	in	ADP
bracis-19069	6	2	this	this	DET
bracis-19069	6	3	work	work	NOUN
bracis-19069	6	4	,	,	PUNCT
bracis-19069	6	5	a	a	DET
bracis-19069	6	6	cnn	cnn	PROPN
bracis-19069	6	7	resnet18	resnet18	NOUN
bracis-19069	6	8	was	be	AUX
bracis-19069	6	9	used	use	VERB
bracis-19069	6	10	to	to	PART
bracis-19069	6	11	extract	extract	VERB
bracis-19069	6	12	the	the	DET
bracis-19069	6	13	deep	deep	ADJ
bracis-19069	6	14	feature	feature	NOUN
bracis-19069	6	15	embeddings	embedding	NOUN
bracis-19069	6	16	vectors	vector	NOUN
bracis-19069	6	17	,	,	PUNCT
bracis-19069	6	18	and	and	CCONJ
bracis-19069	6	19	the	the	DET
bracis-19069	6	20	vectors	vector	NOUN
bracis-19069	6	21	vary	vary	VERB
bracis-19069	6	22	in	in	ADP
bracis-19069	6	23	size	size	NOUN
bracis-19069	6	24	between	between	ADP
bracis-19069	6	25	64	64	NUM
bracis-19069	6	26	,	,	PUNCT
bracis-19069	6	27	96	96	NUM
bracis-19069	6	28	,	,	PUNCT
bracis-19069	6	29	and	and	CCONJ
bracis-19069	6	30	128	128	NUM
bracis-19069	6	31	.	.	PUNCT
bracis-19069	7	1	the	the	DET
bracis-19069	7	2	anns	anns	PROPN
bracis-19069	7	3	methods	method	NOUN
bracis-19069	7	4	tested	test	VERB
bracis-19069	7	5	for	for	ADP
bracis-19069	7	6	the	the	DET
bracis-19069	7	7	query	query	NOUN
bracis-19069	7	8	step	step	NOUN
bracis-19069	7	9	were	be	AUX
bracis-19069	7	10	annoy	annoy	ADJ
bracis-19069	7	11	,	,	PUNCT
bracis-19069	7	12	ngt	ngt	X
bracis-19069	7	13	,	,	PUNCT
bracis-19069	7	14	hnsw	hnsw	NOUN
bracis-19069	7	15	,	,	PUNCT
bracis-19069	7	16	and	and	CCONJ
bracis-19069	7	17	nanoflann	nanoflann	NOUN
bracis-19069	7	18	.	.	PUNCT
bracis-19069	8	1	the	the	DET
bracis-19069	8	2	results	result	NOUN
bracis-19069	8	3	were	be	AUX
bracis-19069	8	4	quite	quite	ADV
bracis-19069	8	5	promising	promising	ADJ
bracis-19069	8	6	when	when	SCONJ
bracis-19069	8	7	using	use	VERB
bracis-19069	8	8	the	the	DET
bracis-19069	8	9	fvc	fvc	PROPN
bracis-19069	8	10	fingerprint	fingerprint	NOUN
bracis-19069	8	11	databases	database	NOUN
bracis-19069	8	12	(	(	PUNCT
bracis-19069	8	13	2000	2000	NUM
bracis-19069	8	14	,	,	PUNCT
bracis-19069	8	15	2002	2002	NUM
bracis-19069	8	16	,	,	PUNCT
bracis-19069	8	17	and	and	CCONJ
bracis-19069	8	18	2004	2004	NUM
bracis-19069	8	19	)	)	PUNCT
bracis-19069	8	20	,	,	PUNCT
bracis-19069	8	21	once	once	SCONJ
bracis-19069	8	22	we	we	PRON
bracis-19069	8	23	reached	reach	VERB
bracis-19069	8	24	100	100	NUM
bracis-19069	8	25	%	%	NOUN
bracis-19069	8	26	hits	hit	NOUN
bracis-19069	8	27	in	in	ADP
bracis-19069	8	28	the	the	DET
bracis-19069	8	29	searches	search	NOUN
bracis-19069	8	30	with	with	ADP
bracis-19069	8	31	a	a	DET
bracis-19069	8	32	penetration	penetration	NOUN
bracis-19069	8	33	rate	rate	NOUN
bracis-19069	8	34	of	of	ADP
bracis-19069	8	35	1	1	NUM
bracis-19069	8	36	%	%	NOUN
bracis-19069	8	37	,	,	PUNCT
bracis-19069	8	38	with	with	ADP
bracis-19069	8	39	very	very	ADV
bracis-19069	8	40	low	low	ADJ
bracis-19069	8	41	run	run	NOUN
bracis-19069	8	42	times	time	NOUN
bracis-19069	8	43	.	.	PUNCT
bracis-19069	9	1	access	access	NOUN
bracis-19069	9	2	provided	provide	VERB
bracis-19069	9	3	by	by	ADP
bracis-19069	9	4	university	university	PROPN
bracis-19069	9	5	of	of	ADP
bracis-19069	9	6	notre	notre	PROPN
bracis-19069	9	7	dame	dame	PROPN
bracis-19069	9	8	hesburgh	hesburgh	PROPN
bracis-19069	9	9	library	library	PROPN
bracis-19069	9	10	.	.	PUNCT
bracis-19069	10	1	download	download	PROPN
bracis-19069	10	2	conference	conference	NOUN
bracis-19069	10	3	paper	paper	NOUN
bracis-19069	10	4	pdf	pdf	NOUN
bracis-19069	10	5	similar	similar	ADJ
bracis-19069	10	6	content	content	NOUN
bracis-19069	10	7	being	be	AUX
bracis-19069	10	8	viewed	view	VERB
bracis-19069	10	9	by	by	ADP
bracis-19069	10	10	others	other	NOUN
bracis-19069	10	11	robust	robust	ADJ
bracis-19069	10	12	fingerprint	fingerprint	NOUN
bracis-19069	10	13	matching	matching	NOUN
bracis-19069	10	14	based	base	VERB
bracis-19069	10	15	on	on	ADP
bracis-19069	10	16	 	 	SPACE
bracis-19069	10	17	convolutional	convolutional	ADJ
bracis-19069	10	18	neural	neural	ADJ
bracis-19069	10	19	networks	network	NOUN
bracis-19069	10	20	chapter	chapter	NOUN
bracis-19069	10	21	©	©	PROPN
bracis-19069	10	22	2018	2018	NUM
bracis-19069	10	23	an	an	DET
bracis-19069	10	24	efficient	efficient	ADJ
bracis-19069	10	25	deep	deep	ADJ
bracis-19069	10	26	learning	learning	NOUN
bracis-19069	10	27	model	model	NOUN
bracis-19069	10	28	fvnet	fvnet	NOUN
bracis-19069	10	29	for	for	ADP
bracis-19069	10	30	fingerprint	fingerprint	NOUN
bracis-19069	10	31	verification	verification	NOUN
bracis-19069	10	32	chapter	chapter	NOUN
bracis-19069	10	33	©	©	PROPN
bracis-19069	10	34	2023	2023	NUM
bracis-19069	10	35	fingerprint	fingerprint	NOUN
bracis-19069	10	36	segmentation	segmentation	NOUN
bracis-19069	10	37	via	via	ADP
bracis-19069	10	38	convolutional	convolutional	ADJ
bracis-19069	10	39	neural	neural	ADJ
bracis-19069	10	40	networks	network	NOUN
bracis-19069	10	41	chapter	chapter	NOUN
bracis-19069	10	42	©	©	PROPN
bracis-19069	10	43	2017	2017	NUM
bracis-19069	10	44	explore	explore	VERB
bracis-19069	10	45	related	relate	VERB
bracis-19069	10	46	subjects	subject	NOUN
bracis-19069	10	47	discover	discover	VERB
bracis-19069	10	48	the	the	DET
bracis-19069	10	49	latest	late	ADJ
bracis-19069	10	50	articles	article	NOUN
bracis-19069	10	51	,	,	PUNCT
bracis-19069	10	52	books	book	NOUN
bracis-19069	10	53	and	and	CCONJ
bracis-19069	10	54	news	news	NOUN
bracis-19069	10	55	in	in	ADP
bracis-19069	10	56	related	related	ADJ
bracis-19069	10	57	subjects	subject	NOUN
bracis-19069	10	58	,	,	PUNCT
bracis-19069	10	59	suggested	suggest	VERB
bracis-19069	10	60	using	use	VERB
bracis-19069	10	61	machine	machine	NOUN
bracis-19069	10	62	learning	learning	NOUN
bracis-19069	10	63	.	.	PUNCT
bracis-19069	11	1	automated	automate	VERB
bracis-19069	11	2	pattern	pattern	NOUN
bracis-19069	11	3	recognition	recognition	NOUN
bracis-19069	11	4	biometrics	biometrics	PROPN
bracis-19069	11	5	computational	computational	ADJ
bracis-19069	11	6	intelligence	intelligence	NOUN
bracis-19069	11	7	computer	computer	NOUN
bracis-19069	11	8	vision	vision	NOUN
bracis-19069	11	9	machine	machine	NOUN
bracis-19069	11	10	learning	learn	VERB
bracis-19069	11	11	artificial	artificial	ADJ
bracis-19069	11	12	intelligence	intelligence	NOUN
bracis-19069	11	13	1	1	NUM
bracis-19069	11	14	introduction	introduction	NOUN
bracis-19069	11	15	the	the	DET
bracis-19069	11	16	use	use	NOUN
bracis-19069	11	17	of	of	ADP
bracis-19069	11	18	fingerprints	fingerprint	NOUN
bracis-19069	11	19	as	as	ADP
bracis-19069	11	20	a	a	DET
bracis-19069	11	21	form	form	NOUN
bracis-19069	11	22	of	of	ADP
bracis-19069	11	23	authentication	authentication	NOUN
bracis-19069	11	24	and	and	CCONJ
bracis-19069	11	25	identification	identification	NOUN
bracis-19069	11	26	has	have	AUX
bracis-19069	11	27	proven	prove	VERB
bracis-19069	11	28	to	to	PART
bracis-19069	11	29	be	be	AUX
bracis-19069	11	30	a	a	DET
bracis-19069	11	31	robust	robust	ADJ
bracis-19069	11	32	and	and	CCONJ
bracis-19069	11	33	efficient	efficient	ADJ
bracis-19069	11	34	method	method	NOUN
bracis-19069	11	35	over	over	ADP
bracis-19069	11	36	the	the	DET
bracis-19069	11	37	past	past	ADJ
bracis-19069	11	38	few	few	ADJ
bracis-19069	11	39	years	year	NOUN
bracis-19069	11	40	.	.	PUNCT
bracis-19069	12	1	it	it	PRON
bracis-19069	12	2	is	be	AUX
bracis-19069	12	3	assumed	assume	VERB
bracis-19069	12	4	that	that	SCONJ
bracis-19069	12	5	fingerprints	fingerprint	NOUN
bracis-19069	12	6	are	be	AUX
bracis-19069	12	7	unique	unique	ADJ
bracis-19069	12	8	to	to	ADP
bracis-19069	12	9	each	each	DET
bracis-19069	12	10	individual	individual	NOUN
bracis-19069	12	11	and	and	CCONJ
bracis-19069	12	12	do	do	AUX
bracis-19069	12	13	not	not	PART
bracis-19069	12	14	change	change	VERB
bracis-19069	12	15	their	their	PRON
bracis-19069	12	16	shape	shape	NOUN
bracis-19069	12	17	and	and	CCONJ
bracis-19069	12	18	texture	texture	NOUN
bracis-19069	12	19	throughout	throughout	ADP
bracis-19069	12	20	life	life	NOUN
bracis-19069	12	21	.	.	PUNCT
bracis-19069	13	1	another	another	DET
bracis-19069	13	2	positive	positive	ADJ
bracis-19069	13	3	point	point	NOUN
bracis-19069	13	4	for	for	ADP
bracis-19069	13	5	using	use	VERB
bracis-19069	13	6	this	this	DET
bracis-19069	13	7	type	type	NOUN
bracis-19069	13	8	of	of	ADP
bracis-19069	13	9	technology	technology	NOUN
bracis-19069	13	10	is	be	AUX
bracis-19069	13	11	the	the	DET
bracis-19069	13	12	low	low	ADJ
bracis-19069	13	13	cost	cost	NOUN
bracis-19069	13	14	and	and	CCONJ
bracis-19069	13	15	the	the	DET
bracis-19069	13	16	high	high	ADJ
bracis-19069	13	17	quality	quality	NOUN
bracis-19069	13	18	of	of	ADP
bracis-19069	13	19	fingerprint	fingerprint	NOUN
bracis-19069	13	20	capture	capture	NOUN
bracis-19069	13	21	sensors	sensor	NOUN
bracis-19069	13	22	,	,	PUNCT
bracis-19069	13	23	compared	compare	VERB
bracis-19069	13	24	to	to	ADP
bracis-19069	13	25	other	other	ADJ
bracis-19069	13	26	biometric	biometric	ADJ
bracis-19069	13	27	sensors	sensor	NOUN
bracis-19069	13	28	.	.	PUNCT
bracis-19069	14	1	lines	line	NOUN
bracis-19069	14	2	or	or	CCONJ
bracis-19069	14	3	ridges	ridge	VERB
bracis-19069	14	4	form	form	NOUN
bracis-19069	14	5	fingerprints	fingerprint	NOUN
bracis-19069	14	6	,	,	PUNCT
bracis-19069	14	7	and	and	CCONJ
bracis-19069	14	8	the	the	DET
bracis-19069	14	9	spaces	space	NOUN
bracis-19069	14	10	between	between	ADP
bracis-19069	14	11	these	these	DET
bracis-19069	14	12	lines	line	NOUN
bracis-19069	14	13	are	be	AUX
bracis-19069	14	14	called	call	VERB
bracis-19069	14	15	valleys	valley	NOUN
bracis-19069	14	16	.	.	PUNCT
bracis-19069	15	1	based	base	VERB
bracis-19069	15	2	on	on	ADP
bracis-19069	15	3	features	feature	NOUN
bracis-19069	15	4	found	find	VERB
bracis-19069	15	5	in	in	ADP
bracis-19069	15	6	the	the	DET
bracis-19069	15	7	flow	flow	NOUN
bracis-19069	15	8	of	of	ADP
bracis-19069	15	9	these	these	DET
bracis-19069	15	10	lines	line	NOUN
bracis-19069	15	11	,	,	PUNCT
bracis-19069	15	12	most	most	ADV
bracis-19069	15	13	automatic	automatic	ADJ
bracis-19069	15	14	fingerprint	fingerprint	NOUN
bracis-19069	15	15	identification	identification	NOUN
bracis-19069	15	16	systems	system	NOUN
bracis-19069	15	17	(	(	PUNCT
bracis-19069	15	18	afis	afis	NOUN
bracis-19069	15	19	)	)	PUNCT
bracis-19069	15	20	can	can	AUX
bracis-19069	15	21	distinguish	distinguish	VERB
bracis-19069	15	22	two	two	NUM
bracis-19069	15	23	fingerprints	fingerprint	NOUN
bracis-19069	15	24	.	.	PUNCT
bracis-19069	16	1	lately	lately	ADV
bracis-19069	16	2	,	,	PUNCT
bracis-19069	16	3	fingerprint	fingerprint	NOUN
bracis-19069	16	4	inclusion	inclusion	NOUN
bracis-19069	16	5	and	and	CCONJ
bracis-19069	16	6	the	the	DET
bracis-19069	16	7	massive	massive	ADJ
bracis-19069	16	8	use	use	NOUN
bracis-19069	16	9	of	of	ADP
bracis-19069	16	10	technological	technological	ADJ
bracis-19069	16	11	devices	device	NOUN
bracis-19069	16	12	by	by	ADP
bracis-19069	16	13	governments	government	NOUN
bracis-19069	16	14	and	and	CCONJ
bracis-19069	16	15	private	private	ADJ
bracis-19069	16	16	institutions	institution	NOUN
bracis-19069	16	17	have	have	AUX
bracis-19069	16	18	generated	generate	VERB
bracis-19069	16	19	afis	afis	NOUN
bracis-19069	16	20	with	with	ADP
bracis-19069	16	21	large	large	ADJ
bracis-19069	16	22	databases	database	NOUN
bracis-19069	16	23	registered	register	VERB
bracis-19069	16	24	with	with	ADP
bracis-19069	16	25	many	many	ADJ
bracis-19069	16	26	individuals	individual	NOUN
bracis-19069	16	27	.	.	PUNCT
bracis-19069	17	1	in	in	ADP
bracis-19069	17	2	this	this	DET
bracis-19069	17	3	context	context	NOUN
bracis-19069	17	4	,	,	PUNCT
bracis-19069	17	5	a	a	DET
bracis-19069	17	6	simple	simple	ADJ
bracis-19069	17	7	identification	identification	NOUN
bracis-19069	17	8	query	query	NOUN
bracis-19069	17	9	to	to	ADP
bracis-19069	17	10	a	a	DET
bracis-19069	17	11	system	system	NOUN
bracis-19069	17	12	with	with	ADP
bracis-19069	17	13	millions	million	NOUN
bracis-19069	17	14	of	of	ADP
bracis-19069	17	15	people	people	NOUN
bracis-19069	17	16	can	can	AUX
bracis-19069	17	17	take	take	VERB
bracis-19069	17	18	a	a	DET
bracis-19069	17	19	completely	completely	ADV
bracis-19069	17	20	undesirable	undesirable	ADJ
bracis-19069	17	21	time	time	NOUN
bracis-19069	17	22	.	.	PUNCT
bracis-19069	18	1	in	in	ADP
bracis-19069	18	2	this	this	DET
bracis-19069	18	3	context	context	NOUN
bracis-19069	18	4	,	,	PUNCT
bracis-19069	18	5	afis	afis	NOUN
bracis-19069	18	6	applications	application	NOUN
bracis-19069	18	7	usually	usually	ADV
bracis-19069	18	8	employ	employ	VERB
bracis-19069	18	9	indexing	indexing	NOUN
bracis-19069	18	10	mechanisms	mechanism	NOUN
bracis-19069	18	11	when	when	SCONJ
bracis-19069	18	12	identifying	identify	VERB
bracis-19069	18	13	individuals	individual	NOUN
bracis-19069	18	14	by	by	ADP
bracis-19069	18	15	searching	search	VERB
bracis-19069	18	16	in	in	ADP
bracis-19069	18	17	a	a	DET
bracis-19069	18	18	subset	subset	NOUN
bracis-19069	18	19	of	of	ADP
bracis-19069	18	20	the	the	DET
bracis-19069	18	21	database	database	NOUN
bracis-19069	18	22	instead	instead	ADV
bracis-19069	18	23	of	of	ADP
bracis-19069	18	24	searching	search	VERB
bracis-19069	18	25	in	in	ADP
bracis-19069	18	26	the	the	DET
bracis-19069	18	27	entire	entire	ADJ
bracis-19069	18	28	registered	register	VERB
bracis-19069	18	29	database	database	NOUN
bracis-19069	18	30	.	.	PUNCT
bracis-19069	19	1	fingerprint	fingerprint	NOUN
bracis-19069	19	2	indexing	indexing	NOUN
bracis-19069	19	3	can	can	AUX
bracis-19069	19	4	be	be	AUX
bracis-19069	19	5	done	do	VERB
bracis-19069	19	6	using	use	VERB
bracis-19069	19	7	different	different	ADJ
bracis-19069	19	8	fingerprint	fingerprint	NOUN
bracis-19069	19	9	features	feature	NOUN
bracis-19069	19	10	,	,	PUNCT
bracis-19069	19	11	such	such	ADJ
bracis-19069	19	12	as	as	ADP
bracis-19069	19	13	singular	singular	ADJ
bracis-19069	19	14	points	point	NOUN
bracis-19069	20	1	[	[	X
bracis-19069	20	2	25	25	NUM
bracis-19069	20	3	]	]	PUNCT
bracis-19069	20	4	,	,	PUNCT
bracis-19069	20	5	minutiae	minutia	NOUN
bracis-19069	20	6	[	[	X
bracis-19069	20	7	7	7	NUM
bracis-19069	20	8	]	]	PUNCT
bracis-19069	20	9	,	,	PUNCT
bracis-19069	20	10	and	and	CCONJ
bracis-19069	20	11	texture	texture	NOUN
bracis-19069	21	1	[	[	X
bracis-19069	21	2	12	12	NUM
bracis-19069	21	3	]	]	PUNCT
bracis-19069	21	4	.	.	PUNCT
bracis-19069	22	1	in	in	ADP
bracis-19069	22	2	the	the	DET
bracis-19069	22	3	latter	latter	ADJ
bracis-19069	22	4	case	case	NOUN
bracis-19069	22	5	,	,	PUNCT
bracis-19069	22	6	some	some	DET
bracis-19069	22	7	works	work	NOUN
bracis-19069	22	8	have	have	AUX
bracis-19069	22	9	used	use	VERB
bracis-19069	22	10	convolutional	convolutional	ADJ
bracis-19069	22	11	neural	neural	ADJ
bracis-19069	22	12	networks	network	NOUN
bracis-19069	22	13	(	(	PUNCT
bracis-19069	22	14	cnns	cnns	PROPN
bracis-19069	22	15	)	)	PUNCT
bracis-19069	22	16	to	to	PART
bracis-19069	22	17	extract	extract	VERB
bracis-19069	22	18	features	feature	NOUN
bracis-19069	22	19	from	from	ADP
bracis-19069	22	20	fingerprints	fingerprint	NOUN
bracis-19069	22	21	in	in	ADP
bracis-19069	22	22	recent	recent	ADJ
bracis-19069	22	23	years	year	NOUN
bracis-19069	22	24	.	.	PUNCT
bracis-19069	23	1	generally	generally	ADV
bracis-19069	23	2	,	,	PUNCT
bracis-19069	23	3	indexing	indexing	NOUN
bracis-19069	23	4	mechanisms	mechanism	NOUN
bracis-19069	23	5	consist	consist	VERB
bracis-19069	23	6	of	of	ADP
bracis-19069	23	7	two	two	NUM
bracis-19069	23	8	steps	step	NOUN
bracis-19069	23	9	:	:	PUNCT
bracis-19069	23	10	indexing	indexing	NOUN
bracis-19069	23	11	and	and	CCONJ
bracis-19069	23	12	querying	query	VERB
bracis-19069	23	13	.	.	PUNCT
bracis-19069	24	1	when	when	SCONJ
bracis-19069	24	2	indexing	indexing	NOUN
bracis-19069	24	3	,	,	PUNCT
bracis-19069	24	4	the	the	DET
bracis-19069	24	5	system	system	NOUN
bracis-19069	24	6	extracts	extract	VERB
bracis-19069	24	7	different	different	ADJ
bracis-19069	24	8	kinds	kind	NOUN
bracis-19069	24	9	of	of	ADP
bracis-19069	24	10	features	feature	NOUN
bracis-19069	24	11	from	from	ADP
bracis-19069	24	12	fingerprints	fingerprint	NOUN
bracis-19069	24	13	and	and	CCONJ
bracis-19069	24	14	stores	store	NOUN
bracis-19069	24	15	them	they	PRON
bracis-19069	24	16	according	accord	VERB
bracis-19069	24	17	to	to	ADP
bracis-19069	24	18	the	the	DET
bracis-19069	24	19	method	method	NOUN
bracis-19069	24	20	.	.	PUNCT
bracis-19069	25	1	in	in	ADP
bracis-19069	25	2	the	the	DET
bracis-19069	25	3	query	query	NOUN
bracis-19069	25	4	step	step	NOUN
bracis-19069	25	5	,	,	PUNCT
bracis-19069	25	6	according	accord	VERB
bracis-19069	25	7	to	to	ADP
bracis-19069	25	8	a	a	DET
bracis-19069	25	9	queried	query	VERB
bracis-19069	25	10	fingerprint	fingerprint	NOUN
bracis-19069	25	11	,	,	PUNCT
bracis-19069	25	12	the	the	DET
bracis-19069	25	13	collection	collection	NOUN
bracis-19069	25	14	of	of	ADP
bracis-19069	25	15	features	feature	NOUN
bracis-19069	25	16	is	be	AUX
bracis-19069	25	17	generated	generate	VERB
bracis-19069	25	18	so	so	SCONJ
bracis-19069	25	19	that	that	SCONJ
bracis-19069	25	20	a	a	DET
bracis-19069	25	21	search	search	NOUN
bracis-19069	25	22	is	be	AUX
bracis-19069	25	23	made	make	VERB
bracis-19069	25	24	based	base	VERB
bracis-19069	25	25	on	on	ADP
bracis-19069	25	26	similarity	similarity	NOUN
bracis-19069	25	27	to	to	PART
bracis-19069	25	28	return	return	VERB
bracis-19069	25	29	the	the	DET
bracis-19069	25	30	k	k	PROPN
bracis-19069	25	31	fingerprints	fingerprint	NOUN
bracis-19069	25	32	most	most	ADV
bracis-19069	25	33	similar	similar	ADJ
bracis-19069	25	34	to	to	ADP
bracis-19069	25	35	the	the	DET
bracis-19069	25	36	query	query	NOUN
bracis-19069	25	37	,	,	PUNCT
bracis-19069	25	38	where	where	SCONJ
bracis-19069	25	39	k	k	PROPN
bracis-19069	25	40	is	be	AUX
bracis-19069	25	41	a	a	DET
bracis-19069	25	42	previously	previously	ADV
bracis-19069	25	43	defined	define	VERB
bracis-19069	25	44	number	number	NOUN
bracis-19069	25	45	[	[	X
bracis-19069	25	46	8	8	NUM
bracis-19069	25	47	]	]	PUNCT
bracis-19069	25	48	.	.	PUNCT
bracis-19069	26	1	in	in	ADP
bracis-19069	26	2	this	this	DET
bracis-19069	26	3	work	work	NOUN
bracis-19069	26	4	,	,	PUNCT
bracis-19069	26	5	we	we	PRON
bracis-19069	26	6	used	use	VERB
bracis-19069	26	7	approximate	approximate	ADJ
bracis-19069	26	8	nearest	near	ADJ
bracis-19069	26	9	neighbor	neighbor	NOUN
bracis-19069	26	10	search	search	NOUN
bracis-19069	26	11	algorithms	algorithm	NOUN
bracis-19069	26	12	(	(	PUNCT
bracis-19069	26	13	ann	ann	PROPN
bracis-19069	26	14	)	)	PUNCT
bracis-19069	26	15	as	as	ADP
bracis-19069	26	16	an	an	DET
bracis-19069	26	17	indexing	indexing	NOUN
bracis-19069	26	18	and	and	CCONJ
bracis-19069	26	19	search	search	NOUN
bracis-19069	26	20	technique	technique	NOUN
bracis-19069	26	21	based	base	VERB
bracis-19069	26	22	on	on	ADP
bracis-19069	26	23	fingerprints	fingerprint	NOUN
bracis-19069	26	24	’	'	PUNCT
bracis-19069	26	25	features	feature	NOUN
bracis-19069	26	26	extracted	extract	VERB
bracis-19069	26	27	using	use	VERB
bracis-19069	26	28	a	a	DET
bracis-19069	26	29	cnn	cnn	NOUN
bracis-19069	26	30	architecture	architecture	NOUN
bracis-19069	26	31	,	,	PUNCT
bracis-19069	26	32	resnet18	resnet18	NOUN
bracis-19069	26	33	.	.	PUNCT
bracis-19069	27	1	we	we	PRON
bracis-19069	27	2	used	use	VERB
bracis-19069	27	3	ann	ann	PROPN
bracis-19069	27	4	to	to	PART
bracis-19069	27	5	calculate	calculate	VERB
bracis-19069	27	6	the	the	DET
bracis-19069	27	7	k	k	PROPN
bracis-19069	27	8	best	good	ADJ
bracis-19069	27	9	candidates	candidate	NOUN
bracis-19069	27	10	(	(	PUNCT
bracis-19069	27	11	i.e.	i.e.	X
bracis-19069	27	12	,	,	PUNCT
bracis-19069	27	13	the	the	DET
bracis-19069	27	14	k	k	X
bracis-19069	27	15	most	most	ADV
bracis-19069	27	16	similar	similar	ADJ
bracis-19069	27	17	)	)	PUNCT
bracis-19069	27	18	fingerprints	fingerprint	NOUN
bracis-19069	27	19	.	.	PUNCT
bracis-19069	28	1	we	we	PRON
bracis-19069	28	2	conducted	conduct	VERB
bracis-19069	28	3	experiments	experiment	NOUN
bracis-19069	28	4	to	to	PART
bracis-19069	28	5	evaluate	evaluate	VERB
bracis-19069	28	6	the	the	DET
bracis-19069	28	7	performance	performance	NOUN
bracis-19069	28	8	of	of	ADP
bracis-19069	28	9	the	the	DET
bracis-19069	28	10	proposed	propose	VERB
bracis-19069	28	11	solution	solution	NOUN
bracis-19069	28	12	using	use	VERB
bracis-19069	28	13	fvc	fvc	PROPN
bracis-19069	28	14	(	(	PUNCT
bracis-19069	28	15	fingerprint	fingerprint	NOUN
bracis-19069	28	16	verification	verification	NOUN
bracis-19069	28	17	competition	competition	NOUN
bracis-19069	28	18	)	)	PUNCT
bracis-19069	28	19	databases	database	NOUN
bracis-19069	28	20	and	and	CCONJ
bracis-19069	28	21	four	four	NUM
bracis-19069	28	22	ann	ann	PROPN
bracis-19069	28	23	methods	method	NOUN
bracis-19069	28	24	(	(	PUNCT
bracis-19069	28	25	annoy	annoy	VERB
bracis-19069	28	26	[	[	X
bracis-19069	28	27	2	2	NUM
bracis-19069	28	28	]	]	PUNCT
bracis-19069	28	29	,	,	PUNCT
bracis-19069	28	30	hnsw	hnsw	NOUN
bracis-19069	29	1	[	[	X
bracis-19069	29	2	18	18	NUM
bracis-19069	29	3	]	]	X
bracis-19069	29	4	,	,	PUNCT
bracis-19069	29	5	ngt	ngt	X
bracis-19069	30	1	[	[	X
bracis-19069	30	2	11	11	NUM
bracis-19069	30	3	]	]	PUNCT
bracis-19069	30	4	,	,	PUNCT
bracis-19069	30	5	and	and	CCONJ
bracis-19069	30	6	nanoflann	nanoflann	NOUN
bracis-19069	30	7	[	[	X
bracis-19069	30	8	4	4	NUM
bracis-19069	30	9	]	]	NUM
bracis-19069	30	10	)	)	PUNCT
bracis-19069	30	11	.	.	PUNCT
bracis-19069	31	1	our	our	PRON
bracis-19069	31	2	main	main	ADJ
bracis-19069	31	3	goal	goal	NOUN
bracis-19069	31	4	was	be	AUX
bracis-19069	31	5	to	to	PART
bracis-19069	31	6	study	study	VERB
bracis-19069	31	7	how	how	SCONJ
bracis-19069	31	8	different	different	ADJ
bracis-19069	31	9	parameters	parameter	NOUN
bracis-19069	31	10	influence	influence	VERB
bracis-19069	31	11	the	the	DET
bracis-19069	31	12	system	system	NOUN
bracis-19069	31	13	’s	’s	PART
bracis-19069	31	14	performance	performance	NOUN
bracis-19069	31	15	,	,	PUNCT
bracis-19069	31	16	which	which	PRON
bracis-19069	31	17	is	be	AUX
bracis-19069	31	18	evaluated	evaluate	VERB
bracis-19069	31	19	with	with	ADP
bracis-19069	31	20	time	time	NOUN
bracis-19069	31	21	and	and	CCONJ
bracis-19069	31	22	hit	hit	VERB
bracis-19069	31	23	rate	rate	NOUN
bracis-19069	31	24	metrics	metric	NOUN
bracis-19069	31	25	.	.	PUNCT
bracis-19069	32	1	this	this	DET
bracis-19069	32	2	work	work	NOUN
bracis-19069	32	3	is	be	AUX
bracis-19069	32	4	organized	organize	VERB
bracis-19069	32	5	as	as	SCONJ
bracis-19069	32	6	follows	follow	VERB
bracis-19069	32	7	:	:	PUNCT
bracis-19069	32	8	in	in	ADP
bracis-19069	32	9	sect	sect	NOUN
bracis-19069	32	10	.	.	PUNCT
bracis-19069	32	11	 	 	SPACE
bracis-19069	33	1	2	2	NUM
bracis-19069	33	2	,	,	PUNCT
bracis-19069	33	3	the	the	DET
bracis-19069	33	4	database	database	NOUN
bracis-19069	33	5	used	use	VERB
bracis-19069	33	6	for	for	ADP
bracis-19069	33	7	searches	search	NOUN
bracis-19069	33	8	with	with	ADP
bracis-19069	33	9	the	the	DET
bracis-19069	33	10	presented	present	VERB
bracis-19069	33	11	method	method	NOUN
bracis-19069	33	12	was	be	AUX
bracis-19069	33	13	shown	show	VERB
bracis-19069	33	14	.	.	PUNCT
bracis-19069	34	1	in	in	ADP
bracis-19069	34	2	sect	sect	NOUN
bracis-19069	34	3	.	.	PUNCT
bracis-19069	34	4	 	 	SPACE
bracis-19069	34	5	3	3	NUM
bracis-19069	34	6	,	,	PUNCT
bracis-19069	34	7	concepts	concept	VERB
bracis-19069	34	8	to	to	PART
bracis-19069	34	9	understand	understand	VERB
bracis-19069	34	10	this	this	DET
bracis-19069	34	11	work	work	NOUN
bracis-19069	34	12	were	be	AUX
bracis-19069	34	13	described	describe	VERB
bracis-19069	34	14	;	;	PUNCT
bracis-19069	34	15	they	they	PRON
bracis-19069	34	16	are	be	AUX
bracis-19069	34	17	indexing	indexing	NOUN
bracis-19069	34	18	,	,	PUNCT
bracis-19069	34	19	evaluation	evaluation	NOUN
bracis-19069	34	20	,	,	PUNCT
bracis-19069	34	21	and	and	CCONJ
bracis-19069	34	22	performance	performance	NOUN
bracis-19069	34	23	metrics	metric	NOUN
bracis-19069	34	24	.	.	PUNCT
bracis-19069	35	1	in	in	ADP
bracis-19069	35	2	sect	sect	NOUN
bracis-19069	35	3	.	.	PUNCT
bracis-19069	35	4	 	 	SPACE
bracis-19069	35	5	4	4	NUM
bracis-19069	35	6	,	,	PUNCT
bracis-19069	35	7	the	the	DET
bracis-19069	35	8	related	relate	VERB
bracis-19069	35	9	works	work	NOUN
bracis-19069	35	10	were	be	AUX
bracis-19069	35	11	presented	present	VERB
bracis-19069	35	12	.	.	PUNCT
bracis-19069	36	1	in	in	ADP
bracis-19069	36	2	sect	sect	NOUN
bracis-19069	36	3	.	.	PUNCT
bracis-19069	36	4	 	 	SPACE
bracis-19069	36	5	5	5	NUM
bracis-19069	36	6	,	,	PUNCT
bracis-19069	36	7	the	the	DET
bracis-19069	36	8	method	method	NOUN
bracis-19069	36	9	presented	present	VERB
bracis-19069	36	10	in	in	ADP
bracis-19069	36	11	this	this	DET
bracis-19069	36	12	work	work	NOUN
bracis-19069	36	13	was	be	AUX
bracis-19069	36	14	described	describe	VERB
bracis-19069	36	15	.	.	PUNCT
bracis-19069	37	1	in	in	ADP
bracis-19069	37	2	sect	sect	NOUN
bracis-19069	37	3	.	.	PUNCT
bracis-19069	37	4	 	 	SPACE
bracis-19069	37	5	6	6	NUM
bracis-19069	37	6	,	,	PUNCT
bracis-19069	37	7	we	we	PRON
bracis-19069	37	8	have	have	VERB
bracis-19069	37	9	the	the	DET
bracis-19069	37	10	preparations	preparation	NOUN
bracis-19069	37	11	for	for	ADP
bracis-19069	37	12	the	the	DET
bracis-19069	37	13	performance	performance	NOUN
bracis-19069	37	14	evaluation	evaluation	NOUN
bracis-19069	37	15	tests	test	NOUN
bracis-19069	37	16	.	.	PUNCT
bracis-19069	38	1	in	in	ADP
bracis-19069	38	2	sect	sect	NOUN
bracis-19069	38	3	.	.	PUNCT
bracis-19069	38	4	 	 	SPACE
bracis-19069	38	5	7	7	NUM
bracis-19069	38	6	,	,	PUNCT
bracis-19069	38	7	the	the	DET
bracis-19069	38	8	results	result	NOUN
bracis-19069	38	9	were	be	AUX
bracis-19069	38	10	presented	present	VERB
bracis-19069	38	11	.	.	PUNCT
bracis-19069	39	1	furthermore	furthermore	ADV
bracis-19069	39	2	,	,	PUNCT
bracis-19069	39	3	finally	finally	ADV
bracis-19069	39	4	,	,	PUNCT
bracis-19069	39	5	in	in	ADP
bracis-19069	39	6	sects	sect	NOUN
bracis-19069	39	7	.	.	PUNCT
bracis-19069	39	8	 	 	SPACE
bracis-19069	39	9	8	8	NUM
bracis-19069	39	10	and	and	CCONJ
bracis-19069	39	11	9	9	NUM
bracis-19069	39	12	,	,	PUNCT
bracis-19069	39	13	we	we	PRON
bracis-19069	39	14	have	have	VERB
bracis-19069	39	15	the	the	DET
bracis-19069	39	16	conclusion	conclusion	NOUN
bracis-19069	39	17	and	and	CCONJ
bracis-19069	39	18	acknowledgments	acknowledgment	NOUN
bracis-19069	39	19	,	,	PUNCT
bracis-19069	39	20	respectively	respectively	ADV
bracis-19069	39	21	.	.	PUNCT
bracis-19069	40	1	2	2	NUM
bracis-19069	40	2	fvc	fvc	NOUN
bracis-19069	40	3	databases	database	VERB
bracis-19069	40	4	the	the	DET
bracis-19069	40	5	fvc	fvc	PROPN
bracis-19069	40	6	2000	2000	NUM
bracis-19069	40	7	,	,	PUNCT
bracis-19069	40	8	2002	2002	NUM
bracis-19069	40	9	e	e	SYM
bracis-19069	40	10	2004	2004	NUM
bracis-19069	40	11	datasets	dataset	NOUN
bracis-19069	40	12	,	,	PUNCT
bracis-19069	40	13	described	describe	VERB
bracis-19069	40	14	in	in	ADP
bracis-19069	40	15	[	[	X
bracis-19069	40	16	21	21	NUM
bracis-19069	40	17	]	]	PUNCT
bracis-19069	40	18	,	,	PUNCT
bracis-19069	40	19	has	have	VERB
bracis-19069	40	20	a	a	DET
bracis-19069	40	21	total	total	NOUN
bracis-19069	40	22	of	of	ADP
bracis-19069	40	23	10,560	10,560	NUM
bracis-19069	40	24	fingerprint	fingerprint	NOUN
bracis-19069	40	25	samples	sample	NOUN
bracis-19069	40	26	divided	divide	VERB
bracis-19069	40	27	into	into	ADP
bracis-19069	40	28	different	different	ADJ
bracis-19069	40	29	databases	database	NOUN
bracis-19069	40	30	(	(	PUNCT
bracis-19069	40	31	db1	db1	NOUN
bracis-19069	40	32	,	,	PUNCT
bracis-19069	40	33	db2	db2	PROPN
bracis-19069	40	34	,	,	PUNCT
bracis-19069	40	35	db3	db3	PROPN
bracis-19069	40	36	,	,	PUNCT
bracis-19069	40	37	db4	db4	PROPN
bracis-19069	40	38	)	)	PUNCT
bracis-19069	40	39	.	.	PUNCT
bracis-19069	41	1	each	each	DET
bracis-19069	41	2	db	db	PROPN
bracis-19069	41	3	has	have	VERB
bracis-19069	41	4	110	110	NUM
bracis-19069	41	5	different	different	ADJ
bracis-19069	41	6	fingers	finger	NOUN
bracis-19069	41	7	,	,	PUNCT
bracis-19069	41	8	and	and	CCONJ
bracis-19069	41	9	each	each	DET
bracis-19069	41	10	finger	finger	NOUN
bracis-19069	41	11	8	8	NUM
bracis-19069	41	12	different	different	ADJ
bracis-19069	41	13	finger	finger	NOUN
bracis-19069	41	14	captures	capture	NOUN
bracis-19069	41	15	,	,	PUNCT
bracis-19069	41	16	each	each	DET
bracis-19069	41	17	capture	capture	NOUN
bracis-19069	41	18	representing	represent	VERB
bracis-19069	41	19	a	a	DET
bracis-19069	41	20	different	different	ADJ
bracis-19069	41	21	image	image	NOUN
bracis-19069	41	22	of	of	ADP
bracis-19069	41	23	the	the	DET
bracis-19069	41	24	same	same	ADJ
bracis-19069	41	25	finger	finger	NOUN
bracis-19069	41	26	.	.	PUNCT
bracis-19069	42	1	another	another	DET
bracis-19069	42	2	important	important	ADJ
bracis-19069	42	3	piece	piece	NOUN
bracis-19069	42	4	of	of	ADP
bracis-19069	42	5	information	information	NOUN
bracis-19069	42	6	is	be	AUX
bracis-19069	42	7	that	that	SCONJ
bracis-19069	42	8	within	within	ADP
bracis-19069	42	9	the	the	DET
bracis-19069	42	10	same	same	ADJ
bracis-19069	42	11	year	year	NOUN
bracis-19069	42	12	,	,	PUNCT
bracis-19069	42	13	the	the	DET
bracis-19069	42	14	same	same	ADJ
bracis-19069	42	15	110	110	NUM
bracis-19069	42	16	fingers	finger	NOUN
bracis-19069	42	17	were	be	AUX
bracis-19069	42	18	captured	capture	VERB
bracis-19069	42	19	between	between	ADP
bracis-19069	42	20	the	the	DET
bracis-19069	42	21	different	different	ADJ
bracis-19069	42	22	dbs	dbs	PROPN
bracis-19069	42	23	,	,	PUNCT
bracis-19069	42	24	making	make	VERB
bracis-19069	42	25	it	it	PRON
bracis-19069	42	26	possible	possible	ADJ
bracis-19069	42	27	to	to	PART
bracis-19069	42	28	compare	compare	VERB
bracis-19069	42	29	the	the	DET
bracis-19069	42	30	same	same	ADJ
bracis-19069	42	31	finger	finger	NOUN
bracis-19069	42	32	with	with	ADP
bracis-19069	42	33	different	different	ADJ
bracis-19069	42	34	equipment	equipment	NOUN
bracis-19069	42	35	,	,	PUNCT
bracis-19069	42	36	just	just	ADV
bracis-19069	42	37	comparing	compare	VERB
bracis-19069	42	38	the	the	DET
bracis-19069	42	39	same	same	ADJ
bracis-19069	42	40	finger	finger	NOUN
bracis-19069	42	41	i	i	NOUN
bracis-19069	42	42	d	d	PROPN
bracis-19069	42	43	with	with	ADP
bracis-19069	42	44	different	different	ADJ
bracis-19069	42	45	dbs	dbs	NOUN
bracis-19069	42	46	of	of	ADP
bracis-19069	42	47	the	the	DET
bracis-19069	42	48	same	same	ADJ
bracis-19069	42	49	finger	finger	NOUN
bracis-19069	42	50	same	same	ADJ
bracis-19069	42	51	year	year	NOUN
bracis-19069	42	52	.	.	PUNCT
bracis-19069	43	1	there	there	PRON
bracis-19069	43	2	is	be	VERB
bracis-19069	43	3	an	an	DET
bracis-19069	43	4	internal	internal	ADJ
bracis-19069	43	5	subdivision	subdivision	NOUN
bracis-19069	43	6	for	for	ADP
bracis-19069	43	7	one	one	NUM
bracis-19069	43	8	of	of	ADP
bracis-19069	43	9	the	the	DET
bracis-19069	43	10	dbs	dbs	PROPN
bracis-19069	43	11	,	,	PUNCT
bracis-19069	43	12	where	where	SCONJ
bracis-19069	43	13	for	for	ADP
bracis-19069	43	14	the	the	DET
bracis-19069	43	15	110	110	NUM
bracis-19069	43	16	sets	set	NOUN
bracis-19069	43	17	of	of	ADP
bracis-19069	43	18	samples	sample	NOUN
bracis-19069	43	19	,	,	PUNCT
bracis-19069	43	20	those	those	PRON
bracis-19069	43	21	numbered	number	VERB
bracis-19069	43	22	from	from	ADP
bracis-19069	43	23	1	1	NUM
bracis-19069	43	24	to	to	PART
bracis-19069	43	25	100	100	NUM
bracis-19069	43	26	correspond	correspond	NOUN
bracis-19069	43	27	to	to	ADP
bracis-19069	43	28	dba	dba	PROPN
bracis-19069	43	29	,	,	PUNCT
bracis-19069	43	30	and	and	CCONJ
bracis-19069	43	31	those	those	PRON
bracis-19069	43	32	numbered	number	VERB
bracis-19069	43	33	from	from	ADP
bracis-19069	43	34	101	101	NUM
bracis-19069	43	35	to	to	PART
bracis-19069	43	36	110	110	NUM
bracis-19069	43	37	are	be	AUX
bracis-19069	43	38	part	part	NOUN
bracis-19069	43	39	of	of	ADP
bracis-19069	43	40	dbb	dbb	PROPN
bracis-19069	43	41	.	.	PUNCT
bracis-19069	44	1	researchers	researcher	NOUN
bracis-19069	44	2	commonly	commonly	ADV
bracis-19069	44	3	use	use	VERB
bracis-19069	44	4	such	such	ADJ
bracis-19069	44	5	division	division	NOUN
bracis-19069	44	6	as	as	ADP
bracis-19069	44	7	the	the	DET
bracis-19069	44	8	split	split	NOUN
bracis-19069	44	9	into	into	ADP
bracis-19069	44	10	training	training	NOUN
bracis-19069	44	11	and	and	CCONJ
bracis-19069	44	12	test	test	NOUN
bracis-19069	44	13	sets	set	NOUN
bracis-19069	44	14	,	,	PUNCT
bracis-19069	44	15	where	where	SCONJ
bracis-19069	44	16	dba	dba	PROPN
bracis-19069	44	17	is	be	AUX
bracis-19069	44	18	used	use	VERB
bracis-19069	44	19	for	for	ADP
bracis-19069	44	20	training	training	NOUN
bracis-19069	44	21	and	and	CCONJ
bracis-19069	44	22	dbb	dbb	PROPN
bracis-19069	44	23	is	be	AUX
bracis-19069	44	24	used	use	VERB
bracis-19069	44	25	for	for	ADP
bracis-19069	44	26	testing	testing	NOUN
bracis-19069	44	27	,	,	PUNCT
bracis-19069	44	28	allowing	allow	VERB
bracis-19069	44	29	the	the	DET
bracis-19069	44	30	results	result	NOUN
bracis-19069	44	31	to	to	PART
bracis-19069	44	32	be	be	AUX
bracis-19069	44	33	compared	compare	VERB
bracis-19069	44	34	fairly	fairly	ADV
bracis-19069	44	35	.	.	PUNCT
bracis-19069	45	1	table	table	NOUN
bracis-19069	45	2	 	 	SPACE
bracis-19069	45	3	1	1	NUM
bracis-19069	45	4	presents	present	VERB
bracis-19069	45	5	detailed	detailed	ADJ
bracis-19069	45	6	information	information	NOUN
bracis-19069	45	7	about	about	ADP
bracis-19069	45	8	the	the	DET
bracis-19069	45	9	fvc	fvc	PROPN
bracis-19069	45	10	dataset	dataset	NOUN
bracis-19069	45	11	,	,	PUNCT
bracis-19069	45	12	such	such	ADJ
bracis-19069	45	13	as	as	ADP
bracis-19069	45	14	image	image	NOUN
bracis-19069	45	15	dimensions	dimension	NOUN
bracis-19069	45	16	,	,	PUNCT
bracis-19069	45	17	sensor	sensor	NOUN
bracis-19069	45	18	type	type	NOUN
bracis-19069	45	19	for	for	ADP
bracis-19069	45	20	each	each	DET
bracis-19069	45	21	db	db	PROPN
bracis-19069	45	22	in	in	ADP
bracis-19069	45	23	each	each	DET
bracis-19069	45	24	year	year	NOUN
bracis-19069	45	25	.	.	PUNCT
bracis-19069	46	1	as	as	SCONJ
bracis-19069	46	2	we	we	PRON
bracis-19069	46	3	can	can	AUX
bracis-19069	46	4	see	see	VERB
bracis-19069	46	5	in	in	ADP
bracis-19069	46	6	the	the	DET
bracis-19069	46	7	table	table	NOUN
bracis-19069	46	8	,	,	PUNCT
bracis-19069	46	9	there	there	PRON
bracis-19069	46	10	are	be	VERB
bracis-19069	46	11	optical	optical	ADJ
bracis-19069	46	12	,	,	PUNCT
bracis-19069	46	13	capacitive	capacitive	ADJ
bracis-19069	46	14	,	,	PUNCT
bracis-19069	46	15	and	and	CCONJ
bracis-19069	46	16	thermal	thermal	ADJ
bracis-19069	46	17	sensors	sensor	NOUN
bracis-19069	46	18	,	,	PUNCT
bracis-19069	46	19	and	and	CCONJ
bracis-19069	46	20	each	each	DET
bracis-19069	46	21	type	type	NOUN
bracis-19069	46	22	of	of	ADP
bracis-19069	46	23	sensor	sensor	NOUN
bracis-19069	46	24	model	model	NOUN
bracis-19069	46	25	results	result	NOUN
bracis-19069	46	26	in	in	ADP
bracis-19069	46	27	images	image	NOUN
bracis-19069	46	28	with	with	ADP
bracis-19069	46	29	different	different	ADJ
bracis-19069	46	30	dimensions	dimension	NOUN
bracis-19069	46	31	.	.	PUNCT
bracis-19069	47	1	db4	db4	ADJ
bracis-19069	47	2	databases	database	NOUN
bracis-19069	47	3	were	be	AUX
bracis-19069	47	4	synthetically	synthetically	ADV
bracis-19069	47	5	generated	generate	VERB
bracis-19069	47	6	by	by	ADP
bracis-19069	47	7	the	the	DET
bracis-19069	47	8	tools	tool	NOUN
bracis-19069	47	9	described	describe	VERB
bracis-19069	47	10	in	in	ADP
bracis-19069	47	11	the	the	DET
bracis-19069	47	12	“	"	PUNCT
bracis-19069	47	13	sensor	sensor	NOUN
bracis-19069	47	14	type	type	NOUN
bracis-19069	47	15	"	"	PUNCT
bracis-19069	47	16	column	column	NOUN
bracis-19069	47	17	.	.	PUNCT
bracis-19069	48	1	figures	figure	NOUN
bracis-19069	48	2	 	 	SPACE
bracis-19069	48	3	1	1	NUM
bracis-19069	48	4	,	,	PUNCT
bracis-19069	48	5	2	2	NUM
bracis-19069	48	6	and	and	CCONJ
bracis-19069	48	7	3	3	NUM
bracis-19069	48	8	shows	show	VERB
bracis-19069	48	9	one	one	NUM
bracis-19069	48	10	sample	sample	NOUN
bracis-19069	48	11	from	from	ADP
bracis-19069	48	12	each	each	DET
bracis-19069	48	13	database	database	NOUN
bracis-19069	48	14	described	describe	VERB
bracis-19069	48	15	in	in	ADP
bracis-19069	48	16	the	the	DET
bracis-19069	48	17	table	table	NOUN
bracis-19069	48	18	 	 	SPACE
bracis-19069	48	19	1	1	NUM
bracis-19069	48	20	.	.	PUNCT
bracis-19069	48	21	table	table	NOUN
bracis-19069	48	22	1	1	NUM
bracis-19069	48	23	.	.	PUNCT
bracis-19069	48	24	description	description	NOUN
bracis-19069	48	25	of	of	ADP
bracis-19069	48	26	fvc	fvc	NOUN
bracis-19069	48	27	databases	database	NOUN
bracis-19069	48	28	with	with	ADP
bracis-19069	48	29	the	the	DET
bracis-19069	48	30	list	list	NOUN
bracis-19069	48	31	of	of	ADP
bracis-19069	48	32	sensors.full	sensors.full	NUM
bracis-19069	48	33	size	size	NOUN
bracis-19069	48	34	table	table	NOUN
bracis-19069	48	35	fig	fig	NOUN
bracis-19069	48	36	.	.	PUNCT
bracis-19069	49	1	1	1	X
bracis-19069	49	2	.	.	PUNCT
bracis-19069	49	3	fvc	fvc	PROPN
bracis-19069	49	4	2000	2000	NUM
bracis-19069	49	5	:	:	PUNCT
bracis-19069	49	6	(	(	PUNCT
bracis-19069	49	7	a	a	X
bracis-19069	49	8	)	)	PUNCT
bracis-19069	49	9	2000_db1	2000_db1	NUM
bracis-19069	49	10	;	;	PUNCT
bracis-19069	49	11	(	(	PUNCT
bracis-19069	49	12	b	b	X
bracis-19069	49	13	)	)	PUNCT
bracis-19069	49	14	2000_db2	2000_db2	NUM
bracis-19069	49	15	;	;	PUNCT
bracis-19069	49	16	(	(	PUNCT
bracis-19069	49	17	c	c	X
bracis-19069	49	18	)	)	PUNCT
bracis-19069	49	19	2000_db3	2000_db3	NUM
bracis-19069	49	20	;	;	PUNCT
bracis-19069	49	21	(	(	PUNCT
bracis-19069	49	22	d	d	X
bracis-19069	49	23	)	)	PUNCT
bracis-19069	49	24	2000_db4	2000_db4	NUM
bracis-19069	49	25	.	.	PUNCT
bracis-19069	50	1	full	full	ADJ
bracis-19069	50	2	size	size	NOUN
bracis-19069	50	3	image	image	NOUN
bracis-19069	50	4	fig	fig	NOUN
bracis-19069	50	5	.	.	PUNCT
bracis-19069	51	1	2	2	X
bracis-19069	51	2	.	.	X
bracis-19069	51	3	fvc	fvc	PROPN
bracis-19069	51	4	2002	2002	NUM
bracis-19069	51	5	:	:	PUNCT
bracis-19069	51	6	(	(	PUNCT
bracis-19069	51	7	a	a	X
bracis-19069	51	8	)	)	PUNCT
bracis-19069	51	9	2002_db1	2002_db1	NUM
bracis-19069	51	10	;	;	PUNCT
bracis-19069	51	11	(	(	PUNCT
bracis-19069	51	12	b	b	X
bracis-19069	51	13	)	)	PUNCT
bracis-19069	51	14	2002_db2	2002_db2	NUM
bracis-19069	51	15	;	;	PUNCT
bracis-19069	51	16	(	(	PUNCT
bracis-19069	51	17	c	c	X
bracis-19069	51	18	)	)	PUNCT
bracis-19069	51	19	2002_db3	2002_db3	NOUN
bracis-19069	51	20	;	;	PUNCT
bracis-19069	51	21	(	(	PUNCT
bracis-19069	51	22	d	d	X
bracis-19069	51	23	)	)	PUNCT
bracis-19069	51	24	2002_db4	2002_db4	NUM
bracis-19069	51	25	.	.	PUNCT
bracis-19069	52	1	full	full	ADJ
bracis-19069	52	2	size	size	NOUN
bracis-19069	52	3	image	image	NOUN
bracis-19069	52	4	fig	fig	NOUN
bracis-19069	52	5	.	.	PUNCT
bracis-19069	53	1	3	3	X
bracis-19069	53	2	.	.	PUNCT
bracis-19069	53	3	fvc	fvc	PROPN
bracis-19069	53	4	2004	2004	NUM
bracis-19069	53	5	:	:	PUNCT
bracis-19069	53	6	(	(	PUNCT
bracis-19069	53	7	a	a	X
bracis-19069	53	8	)	)	PUNCT
bracis-19069	53	9	2004_db1	2004_db1	NUM
bracis-19069	53	10	;	;	PUNCT
bracis-19069	53	11	(	(	PUNCT
bracis-19069	53	12	b	b	X
bracis-19069	53	13	)	)	PUNCT
bracis-19069	53	14	2004_db2	2004_db2	NUM
bracis-19069	53	15	;	;	PUNCT
bracis-19069	53	16	(	(	PUNCT
bracis-19069	53	17	c	c	X
bracis-19069	53	18	)	)	PUNCT
bracis-19069	53	19	2004_db3	2004_db3	NUM
bracis-19069	53	20	;	;	PUNCT
bracis-19069	53	21	(	(	PUNCT
bracis-19069	53	22	d	d	X
bracis-19069	53	23	)	)	PUNCT
bracis-19069	53	24	2004_db4	2004_db4	NUM
bracis-19069	53	25	.	.	PUNCT
bracis-19069	54	1	full	full	ADJ
bracis-19069	54	2	size	size	NOUN
bracis-19069	54	3	image	image	NOUN
bracis-19069	54	4	3	3	NUM
bracis-19069	54	5	indexing	indexing	NOUN
bracis-19069	54	6	,	,	PUNCT
bracis-19069	54	7	evaluation	evaluation	NOUN
bracis-19069	54	8	,	,	PUNCT
bracis-19069	54	9	and	and	CCONJ
bracis-19069	54	10	performance	performance	NOUN
bracis-19069	54	11	metrics	metric	NOUN
bracis-19069	54	12	the	the	DET
bracis-19069	54	13	construction	construction	NOUN
bracis-19069	54	14	of	of	ADP
bracis-19069	54	15	indexes	index	NOUN
bracis-19069	54	16	in	in	ADP
bracis-19069	54	17	the	the	DET
bracis-19069	54	18	fingerprint	fingerprint	NOUN
bracis-19069	54	19	storage	storage	NOUN
bracis-19069	54	20	can	can	AUX
bracis-19069	54	21	follow	follow	VERB
bracis-19069	54	22	different	different	ADJ
bracis-19069	54	23	strategies	strategy	NOUN
bracis-19069	54	24	,	,	PUNCT
bracis-19069	54	25	among	among	ADP
bracis-19069	54	26	the	the	DET
bracis-19069	54	27	main	main	ADJ
bracis-19069	54	28	ones	one	NOUN
bracis-19069	54	29	based	base	VERB
bracis-19069	54	30	on	on	ADP
bracis-19069	54	31	minutiae	minutia	NOUN
bracis-19069	54	32	,	,	PUNCT
bracis-19069	54	33	singular	singular	ADJ
bracis-19069	54	34	points	point	NOUN
bracis-19069	54	35	,	,	PUNCT
bracis-19069	54	36	and	and	CCONJ
bracis-19069	54	37	,	,	PUNCT
bracis-19069	54	38	more	more	ADV
bracis-19069	54	39	recently	recently	ADV
bracis-19069	54	40	,	,	PUNCT
bracis-19069	54	41	deep	deep	ADJ
bracis-19069	54	42	features	feature	NOUN
bracis-19069	54	43	.	.	PUNCT
bracis-19069	55	1	the	the	DET
bracis-19069	55	2	indexing	indexing	NOUN
bracis-19069	55	3	process	process	NOUN
bracis-19069	55	4	consists	consist	VERB
bracis-19069	55	5	of	of	ADP
bracis-19069	55	6	two	two	NUM
bracis-19069	55	7	main	main	ADJ
bracis-19069	55	8	steps	step	NOUN
bracis-19069	55	9	,	,	PUNCT
bracis-19069	55	10	the	the	DET
bracis-19069	55	11	indexing	indexing	NOUN
bracis-19069	55	12	of	of	ADP
bracis-19069	55	13	features	feature	NOUN
bracis-19069	55	14	and	and	CCONJ
bracis-19069	55	15	the	the	DET
bracis-19069	55	16	recovery	recovery	NOUN
bracis-19069	55	17	strategy	strategy	NOUN
bracis-19069	55	18	.	.	PUNCT
bracis-19069	56	1	when	when	SCONJ
bracis-19069	56	2	indexing	index	VERB
bracis-19069	56	3	a	a	DET
bracis-19069	56	4	database	database	NOUN
bracis-19069	56	5	of	of	ADP
bracis-19069	56	6	fingerprints	fingerprint	NOUN
bracis-19069	56	7	,	,	PUNCT
bracis-19069	56	8	the	the	DET
bracis-19069	56	9	objective	objective	NOUN
bracis-19069	56	10	is	be	AUX
bracis-19069	56	11	to	to	PART
bracis-19069	56	12	optimize	optimize	VERB
bracis-19069	56	13	searches	search	NOUN
bracis-19069	56	14	in	in	ADP
bracis-19069	56	15	large	large	ADJ
bracis-19069	56	16	collections	collection	NOUN
bracis-19069	56	17	of	of	ADP
bracis-19069	56	18	registered	register	VERB
bracis-19069	56	19	individuals	individual	NOUN
bracis-19069	56	20	,	,	PUNCT
bracis-19069	56	21	making	make	VERB
bracis-19069	56	22	the	the	DET
bracis-19069	56	23	identification	identification	NOUN
bracis-19069	56	24	process	process	NOUN
bracis-19069	56	25	less	less	ADV
bracis-19069	56	26	complex	complex	ADJ
bracis-19069	56	27	,	,	PUNCT
bracis-19069	56	28	reducing	reduce	VERB
bracis-19069	56	29	the	the	DET
bracis-19069	56	30	1:1	1:1	NUM
bracis-19069	56	31	verification	verification	NOUN
bracis-19069	56	32	needed	need	VERB
bracis-19069	56	33	until	until	ADP
bracis-19069	56	34	finding	find	VERB
bracis-19069	56	35	the	the	DET
bracis-19069	56	36	searched	search	VERB
bracis-19069	56	37	fingerprint	fingerprint	NOUN
bracis-19069	56	38	,	,	PUNCT
bracis-19069	56	39	thus	thus	ADV
bracis-19069	56	40	saving	save	VERB
bracis-19069	56	41	considerable	considerable	ADJ
bracis-19069	56	42	time	time	NOUN
bracis-19069	56	43	to	to	PART
bracis-19069	56	44	get	get	VERB
bracis-19069	56	45	an	an	DET
bracis-19069	56	46	answer	answer	NOUN
bracis-19069	56	47	.	.	PUNCT
bracis-19069	57	1	the	the	DET
bracis-19069	57	2	set	set	NOUN
bracis-19069	57	3	of	of	ADP
bracis-19069	57	4	features	feature	NOUN
bracis-19069	57	5	consists	consist	VERB
bracis-19069	57	6	of	of	ADP
bracis-19069	57	7	a	a	DET
bracis-19069	57	8	collection	collection	NOUN
bracis-19069	57	9	of	of	ADP
bracis-19069	57	10	discriminating	discriminate	VERB
bracis-19069	57	11	characteristics	characteristic	NOUN
bracis-19069	57	12	extracted	extract	VERB
bracis-19069	57	13	by	by	ADP
bracis-19069	57	14	the	the	DET
bracis-19069	57	15	strategy	strategy	NOUN
bracis-19069	57	16	adopted	adopt	VERB
bracis-19069	57	17	to	to	PART
bracis-19069	57	18	differentiate	differentiate	VERB
bracis-19069	57	19	and	and	CCONJ
bracis-19069	57	20	store	store	VERB
bracis-19069	57	21	the	the	DET
bracis-19069	57	22	fingerprints	fingerprint	NOUN
bracis-19069	57	23	in	in	ADP
bracis-19069	57	24	the	the	DET
bracis-19069	57	25	representation	representation	NOUN
bracis-19069	57	26	of	of	ADP
bracis-19069	57	27	the	the	DET
bracis-19069	57	28	index	index	NOUN
bracis-19069	57	29	.	.	PUNCT
bracis-19069	58	1	the	the	DET
bracis-19069	58	2	recovery	recovery	NOUN
bracis-19069	58	3	step	step	NOUN
bracis-19069	58	4	consists	consist	VERB
bracis-19069	58	5	of	of	ADP
bracis-19069	58	6	recovering	recover	VERB
bracis-19069	58	7	a	a	DET
bracis-19069	58	8	considerably	considerably	ADV
bracis-19069	58	9	smaller	small	ADJ
bracis-19069	58	10	subset	subset	NOUN
bracis-19069	58	11	of	of	ADP
bracis-19069	58	12	previously	previously	ADV
bracis-19069	58	13	registered	register	VERB
bracis-19069	58	14	fingerprints	fingerprint	NOUN
bracis-19069	58	15	using	use	VERB
bracis-19069	58	16	some	some	DET
bracis-19069	58	17	similarity	similarity	NOUN
bracis-19069	58	18	function	function	NOUN
bracis-19069	58	19	.	.	PUNCT
bracis-19069	59	1	such	such	DET
bracis-19069	59	2	a	a	DET
bracis-19069	59	3	smaller	small	ADJ
bracis-19069	59	4	subset	subset	NOUN
bracis-19069	59	5	forms	form	VERB
bracis-19069	59	6	the	the	DET
bracis-19069	59	7	list	list	NOUN
bracis-19069	59	8	of	of	ADP
bracis-19069	59	9	candidate	candidate	NOUN
bracis-19069	59	10	fingerprints	fingerprint	NOUN
bracis-19069	59	11	,	,	PUNCT
bracis-19069	59	12	where	where	SCONJ
bracis-19069	59	13	it	it	PRON
bracis-19069	59	14	is	be	AUX
bracis-19069	59	15	expected	expect	VERB
bracis-19069	59	16	that	that	SCONJ
bracis-19069	59	17	among	among	ADP
bracis-19069	59	18	these	these	PRON
bracis-19069	59	19	is	be	AUX
bracis-19069	59	20	the	the	DET
bracis-19069	59	21	sought	seek	VERB
bracis-19069	59	22	fingerprint	fingerprint	NOUN
bracis-19069	59	23	.	.	PUNCT
bracis-19069	60	1	according	accord	VERB
bracis-19069	60	2	to	to	ADP
bracis-19069	60	3	[	[	X
bracis-19069	60	4	8	8	NUM
bracis-19069	60	5	]	]	X
bracis-19069	60	6	the	the	DET
bracis-19069	60	7	challenges	challenge	NOUN
bracis-19069	60	8	in	in	ADP
bracis-19069	60	9	indexing	indexing	NOUN
bracis-19069	60	10	fingerprints	fingerprint	NOUN
bracis-19069	60	11	are	be	AUX
bracis-19069	60	12	:	:	PUNCT
bracis-19069	60	13	features	feature	NOUN
bracis-19069	60	14	with	with	ADP
bracis-19069	60	15	high	high	ADJ
bracis-19069	60	16	dimensions	dimension	NOUN
bracis-19069	60	17	,	,	PUNCT
bracis-19069	60	18	features	feature	NOUN
bracis-19069	60	19	of	of	ADP
bracis-19069	60	20	varying	vary	VERB
bracis-19069	60	21	type	type	NOUN
bracis-19069	60	22	,	,	PUNCT
bracis-19069	60	23	unorderable	unorderable	ADJ
bracis-19069	60	24	indexes	index	NOUN
bracis-19069	60	25	,	,	PUNCT
bracis-19069	60	26	no	no	DET
bracis-19069	60	27	pattern	pattern	NOUN
bracis-19069	60	28	in	in	ADP
bracis-19069	60	29	catches	catch	NOUN
bracis-19069	60	30	of	of	ADP
bracis-19069	60	31	the	the	DET
bracis-19069	60	32	fingerprints	fingerprint	NOUN
bracis-19069	60	33	,	,	PUNCT
bracis-19069	60	34	especially	especially	ADV
bracis-19069	60	35	concerning	concern	VERB
bracis-19069	60	36	lighting	lighting	NOUN
bracis-19069	60	37	and	and	CCONJ
bracis-19069	60	38	occlusion	occlusion	NOUN
bracis-19069	60	39	,	,	PUNCT
bracis-19069	60	40	images	image	NOUN
bracis-19069	60	41	used	use	VERB
bracis-19069	60	42	in	in	ADP
bracis-19069	60	43	the	the	DET
bracis-19069	60	44	search	search	NOUN
bracis-19069	60	45	may	may	AUX
bracis-19069	60	46	be	be	AUX
bracis-19069	60	47	of	of	ADP
bracis-19069	60	48	low	low	ADJ
bracis-19069	60	49	quality	quality	NOUN
bracis-19069	60	50	or	or	CCONJ
bracis-19069	60	51	be	be	AUX
bracis-19069	60	52	rotated	rotate	VERB
bracis-19069	60	53	,	,	PUNCT
bracis-19069	60	54	and	and	CCONJ
bracis-19069	60	55	finally	finally	ADV
bracis-19069	60	56	the	the	DET
bracis-19069	60	57	interoperability	interoperability	NOUN
bracis-19069	60	58	between	between	ADP
bracis-19069	60	59	capture	capture	NOUN
bracis-19069	60	60	devices	device	NOUN
bracis-19069	60	61	as	as	SCONJ
bracis-19069	60	62	can	can	AUX
bracis-19069	60	63	be	be	AUX
bracis-19069	60	64	seen	see	VERB
bracis-19069	60	65	in	in	ADP
bracis-19069	60	66	the	the	DET
bracis-19069	60	67	description	description	NOUN
bracis-19069	60	68	of	of	ADP
bracis-19069	60	69	the	the	DET
bracis-19069	60	70	fvc	fvc	PROPN
bracis-19069	60	71	datasets	dataset	NOUN
bracis-19069	60	72	.	.	PUNCT
bracis-19069	61	1	there	there	PRON
bracis-19069	61	2	are	be	VERB
bracis-19069	61	3	different	different	ADJ
bracis-19069	61	4	metrics	metric	NOUN
bracis-19069	61	5	used	use	VERB
bracis-19069	61	6	to	to	PART
bracis-19069	61	7	evaluate	evaluate	VERB
bracis-19069	61	8	indexing	indexing	NOUN
bracis-19069	61	9	techniques	technique	NOUN
bracis-19069	61	10	,	,	PUNCT
bracis-19069	61	11	among	among	ADP
bracis-19069	61	12	which	which	PRON
bracis-19069	61	13	we	we	PRON
bracis-19069	61	14	can	can	AUX
bracis-19069	61	15	mention	mention	VERB
bracis-19069	61	16	the	the	DET
bracis-19069	61	17	hit	hit	NOUN
bracis-19069	61	18	rate	rate	NOUN
bracis-19069	61	19	,	,	PUNCT
bracis-19069	61	20	the	the	DET
bracis-19069	61	21	penetration	penetration	NOUN
bracis-19069	61	22	rate	rate	NOUN
bracis-19069	61	23	,	,	PUNCT
bracis-19069	61	24	and	and	CCONJ
bracis-19069	61	25	the	the	DET
bracis-19069	61	26	search	search	NOUN
bracis-19069	61	27	time	time	NOUN
bracis-19069	61	28	.	.	PUNCT
bracis-19069	62	1	defined	define	VERB
bracis-19069	62	2	in	in	ADP
bracis-19069	62	3	the	the	DET
bracis-19069	62	4	eq	eq	NOUN
bracis-19069	62	5	.	.	PUNCT
bracis-19069	62	6	 	 	SPACE
bracis-19069	62	7	1	1	NUM
bracis-19069	62	8	the	the	DET
bracis-19069	62	9	hit	hit	NOUN
bracis-19069	62	10	rate	rate	NOUN
bracis-19069	62	11	is	be	AUX
bracis-19069	62	12	the	the	DET
bracis-19069	62	13	percentage	percentage	NOUN
bracis-19069	62	14	of	of	ADP
bracis-19069	62	15	genuine	genuine	ADJ
bracis-19069	62	16	matches	match	NOUN
bracis-19069	62	17	between	between	ADP
bracis-19069	62	18	the	the	DET
bracis-19069	62	19	queried	query	VERB
bracis-19069	62	20	fingerprint	fingerprint	NOUN
bracis-19069	62	21	and	and	CCONJ
bracis-19069	62	22	the	the	DET
bracis-19069	62	23	set	set	NOUN
bracis-19069	62	24	k	k	PROPN
bracis-19069	62	25	returned	return	VERB
bracis-19069	62	26	by	by	ADP
bracis-19069	62	27	the	the	DET
bracis-19069	62	28	recovery	recovery	NOUN
bracis-19069	62	29	method	method	NOUN
bracis-19069	62	30	concerning	concern	VERB
bracis-19069	62	31	all	all	DET
bracis-19069	62	32	queries	query	NOUN
bracis-19069	62	33	.	.	PUNCT
bracis-19069	63	1	the	the	DET
bracis-19069	63	2	penetration	penetration	NOUN
bracis-19069	63	3	rate	rate	NOUN
bracis-19069	63	4	is	be	AUX
bracis-19069	63	5	how	how	SCONJ
bracis-19069	63	6	much	much	ADJ
bracis-19069	63	7	of	of	ADP
bracis-19069	63	8	the	the	DET
bracis-19069	63	9	search	search	NOUN
bracis-19069	63	10	set	set	NOUN
bracis-19069	63	11	equals	equal	VERB
bracis-19069	63	12	the	the	DET
bracis-19069	63	13	value	value	NOUN
bracis-19069	63	14	of	of	ADP
bracis-19069	63	15	k	k	NOUN
bracis-19069	63	16	,	,	PUNCT
bracis-19069	63	17	and	and	CCONJ
bracis-19069	63	18	usually	usually	ADV
bracis-19069	63	19	,	,	PUNCT
bracis-19069	63	20	this	this	DET
bracis-19069	63	21	rate	rate	NOUN
bracis-19069	63	22	varies	vary	VERB
bracis-19069	63	23	between	between	ADP
bracis-19069	63	24	\(1\%\	\(1\%\	NOUN
bracis-19069	63	25	)	)	PUNCT
bracis-19069	63	26	and	and	CCONJ
bracis-19069	63	27	\(10\%\	\(10\%\	NUM
bracis-19069	63	28	)	)	PUNCT
bracis-19069	64	1	[	[	X
bracis-19069	64	2	13	13	NUM
bracis-19069	64	3	,	,	PUNCT
bracis-19069	64	4	17	17	NUM
bracis-19069	64	5	,	,	PUNCT
bracis-19069	64	6	22	22	NUM
bracis-19069	64	7	]	]	PUNCT
bracis-19069	64	8	.	.	PUNCT
bracis-19069	65	1	moreover	moreover	ADV
bracis-19069	65	2	,	,	PUNCT
bracis-19069	65	3	the	the	DET
bracis-19069	65	4	search	search	NOUN
bracis-19069	65	5	time	time	NOUN
bracis-19069	65	6	is	be	AUX
bracis-19069	65	7	equivalent	equivalent	ADJ
bracis-19069	65	8	to	to	ADP
bracis-19069	65	9	the	the	DET
bracis-19069	65	10	total	total	ADJ
bracis-19069	65	11	execution	execution	NOUN
bracis-19069	65	12	time	time	NOUN
bracis-19069	65	13	of	of	ADP
bracis-19069	65	14	the	the	DET
bracis-19069	65	15	respective	respective	ADJ
bracis-19069	65	16	approximate	approximate	ADJ
bracis-19069	65	17	method	method	NOUN
bracis-19069	65	18	responsible	responsible	ADJ
bracis-19069	65	19	for	for	ADP
bracis-19069	65	20	identifying	identify	VERB
bracis-19069	65	21	all	all	DET
bracis-19069	65	22	images	image	NOUN
bracis-19069	65	23	from	from	ADP
bracis-19069	65	24	the	the	DET
bracis-19069	65	25	test	test	NOUN
bracis-19069	65	26	set	set	NOUN
bracis-19069	65	27	.	.	PUNCT
bracis-19069	66	1	$	$	SYM
bracis-19069	66	2	$	$	SYM
bracis-19069	66	3	\begin{aligned	\begin{aligne	VERB
bracis-19069	66	4	}	}	PUNCT
bracis-19069	66	5	hit\_rate	hit\_rate	NOUN
bracis-19069	66	6	=	=	SYM
bracis-19069	66	7	\frac{hits}{queries}\times	\frac{hits}{queries}\time	NOUN
bracis-19069	66	8	100\%	100\%	NUM
bracis-19069	66	9	\end{aligned}$$	\end{aligned}$$	NOUN
bracis-19069	66	10	(	(	PUNCT
bracis-19069	66	11	1	1	NUM
bracis-19069	66	12	)	)	SYM
bracis-19069	66	13	4	4	NUM
bracis-19069	66	14	related	relate	VERB
bracis-19069	66	15	works	work	NOUN
bracis-19069	66	16	in	in	ADP
bracis-19069	66	17	[	[	X
bracis-19069	66	18	6	6	NUM
bracis-19069	66	19	]	]	PUNCT
bracis-19069	66	20	,	,	PUNCT
bracis-19069	66	21	the	the	DET
bracis-19069	66	22	authors	author	NOUN
bracis-19069	66	23	proposed	propose	VERB
bracis-19069	66	24	an	an	DET
bracis-19069	66	25	indexing	indexing	NOUN
bracis-19069	66	26	mechanism	mechanism	NOUN
bracis-19069	66	27	based	base	VERB
bracis-19069	66	28	on	on	ADP
bracis-19069	66	29	cnns	cnn	NOUN
bracis-19069	66	30	,	,	PUNCT
bracis-19069	66	31	more	more	ADV
bracis-19069	66	32	precisely	precisely	ADV
bracis-19069	66	33	using	use	VERB
bracis-19069	66	34	inception	inception	ADJ
bracis-19069	66	35	v3	v3	PROPN
bracis-19069	67	1	[	[	X
bracis-19069	67	2	23	23	NUM
bracis-19069	67	3	]	]	PUNCT
bracis-19069	67	4	.	.	PUNCT
bracis-19069	68	1	in	in	ADP
bracis-19069	68	2	the	the	DET
bracis-19069	68	3	proposed	propose	VERB
bracis-19069	68	4	mechanism	mechanism	NOUN
bracis-19069	68	5	,	,	PUNCT
bracis-19069	68	6	fingerprints	fingerprint	NOUN
bracis-19069	68	7	are	be	AUX
bracis-19069	68	8	aligned	align	VERB
bracis-19069	68	9	in	in	ADP
bracis-19069	68	10	a	a	DET
bracis-19069	68	11	unified	unified	ADJ
bracis-19069	68	12	coordinate	coordinate	NOUN
bracis-19069	68	13	system	system	NOUN
bracis-19069	68	14	,	,	PUNCT
bracis-19069	68	15	and	and	CCONJ
bracis-19069	68	16	a	a	DET
bracis-19069	68	17	dictionary	dictionary	NOUN
bracis-19069	68	18	of	of	ADP
bracis-19069	68	19	maps	map	NOUN
bracis-19069	68	20	is	be	AUX
bracis-19069	68	21	created	create	VERB
bracis-19069	68	22	from	from	ADP
bracis-19069	68	23	a	a	DET
bracis-19069	68	24	base	base	NOUN
bracis-19069	68	25	of	of	ADP
bracis-19069	68	26	440	440	NUM
bracis-19069	68	27	thousand	thousand	NUM
bracis-19069	68	28	fingerprints	fingerprint	NOUN
bracis-19069	68	29	.	.	PUNCT
bracis-19069	69	1	the	the	DET
bracis-19069	69	2	cnn	cnn	PROPN
bracis-19069	69	3	is	be	AUX
bracis-19069	69	4	used	use	VERB
bracis-19069	69	5	to	to	PART
bracis-19069	69	6	extract	extract	VERB
bracis-19069	69	7	fixed	fix	VERB
bracis-19069	69	8	-	-	PUNCT
bracis-19069	69	9	length	length	NOUN
bracis-19069	69	10	features	feature	NOUN
bracis-19069	69	11	to	to	PART
bracis-19069	69	12	be	be	AUX
bracis-19069	69	13	indexed	index	VERB
bracis-19069	69	14	and	and	CCONJ
bracis-19069	69	15	uses	use	VERB
bracis-19069	69	16	consensus	consensus	NOUN
bracis-19069	69	17	similarity	similarity	NOUN
bracis-19069	69	18	metric	metric	ADJ
bracis-19069	69	19	when	when	SCONJ
bracis-19069	69	20	querying	query	VERB
bracis-19069	69	21	.	.	PUNCT
bracis-19069	70	1	tests	test	NOUN
bracis-19069	70	2	were	be	AUX
bracis-19069	70	3	performed	perform	VERB
bracis-19069	70	4	using	use	VERB
bracis-19069	70	5	nist	nist	NOUN
bracis-19069	70	6	’s	’s	PART
bracis-19069	70	7	sd4	sd4	NOUN
bracis-19069	70	8	and	and	CCONJ
bracis-19069	70	9	sd14	sd14	PROPN
bracis-19069	70	10	datasets	dataset	NOUN
bracis-19069	70	11	and	and	CCONJ
bracis-19069	70	12	demonstrated	demonstrate	VERB
bracis-19069	70	13	better	well	ADJ
bracis-19069	70	14	performance	performance	NOUN
bracis-19069	70	15	than	than	ADP
bracis-19069	70	16	state	state	NOUN
bracis-19069	70	17	of	of	ADP
bracis-19069	70	18	the	the	DET
bracis-19069	70	19	art	art	NOUN
bracis-19069	70	20	published	publish	VERB
bracis-19069	70	21	so	so	ADV
bracis-19069	70	22	far	far	ADV
bracis-19069	70	23	.	.	PUNCT
bracis-19069	71	1	an	an	DET
bracis-19069	71	2	indexing	indexing	NOUN
bracis-19069	71	3	solution	solution	NOUN
bracis-19069	71	4	was	be	AUX
bracis-19069	71	5	proposed	propose	VERB
bracis-19069	71	6	in	in	ADP
bracis-19069	71	7	[	[	X
bracis-19069	71	8	22	22	NUM
bracis-19069	71	9	]	]	PUNCT
bracis-19069	71	10	,	,	PUNCT
bracis-19069	71	11	which	which	PRON
bracis-19069	71	12	is	be	AUX
bracis-19069	71	13	composed	compose	VERB
bracis-19069	71	14	of	of	ADP
bracis-19069	71	15	three	three	NUM
bracis-19069	71	16	different	different	ADJ
bracis-19069	71	17	cnns	cnn	NOUN
bracis-19069	71	18	.	.	PUNCT
bracis-19069	72	1	being	be	AUX
bracis-19069	72	2	the	the	DET
bracis-19069	72	3	first	first	ADJ
bracis-19069	72	4	network	network	NOUN
bracis-19069	72	5	called	call	VERB
bracis-19069	72	6	fingernet	fingernet	NOUN
bracis-19069	72	7	[	[	X
bracis-19069	72	8	24	24	NUM
bracis-19069	72	9	]	]	PUNCT
bracis-19069	72	10	to	to	PART
bracis-19069	72	11	enhance	enhance	VERB
bracis-19069	72	12	the	the	DET
bracis-19069	72	13	fingerprints	fingerprint	NOUN
bracis-19069	72	14	and	and	CCONJ
bracis-19069	72	15	extract	extract	VERB
bracis-19069	72	16	minutiae	minutia	NOUN
bracis-19069	72	17	,	,	PUNCT
bracis-19069	72	18	with	with	ADP
bracis-19069	72	19	the	the	DET
bracis-19069	72	20	minutiae	minutia	NOUN
bracis-19069	72	21	divided	divide	VERB
bracis-19069	72	22	by	by	ADP
bracis-19069	72	23	locations	location	NOUN
bracis-19069	72	24	in	in	ADP
bracis-19069	72	25	smaller	small	ADJ
bracis-19069	72	26	blocks	block	NOUN
bracis-19069	72	27	.	.	PUNCT
bracis-19069	73	1	with	with	ADP
bracis-19069	73	2	another	another	DET
bracis-19069	73	3	cnn	cnn	PROPN
bracis-19069	73	4	,	,	PUNCT
bracis-19069	73	5	features	feature	NOUN
bracis-19069	73	6	are	be	AUX
bracis-19069	73	7	extracted	extract	VERB
bracis-19069	73	8	based	base	VERB
bracis-19069	73	9	on	on	ADP
bracis-19069	73	10	texture	texture	NOUN
bracis-19069	73	11	and	and	CCONJ
bracis-19069	73	12	minutiae	minutia	NOUN
bracis-19069	73	13	,	,	PUNCT
bracis-19069	73	14	called	call	VERB
bracis-19069	73	15	minutia	minutia	NOUN
bracis-19069	73	16	-	-	PUNCT
bracis-19069	73	17	centred	centre	VERB
bracis-19069	73	18	deep	deep	ADJ
bracis-19069	73	19	convolutional	convolutional	ADJ
bracis-19069	73	20	(	(	PUNCT
bracis-19069	73	21	mdc	mdc	NOUN
bracis-19069	73	22	)	)	PUNCT
bracis-19069	73	23	.	.	PUNCT
bracis-19069	74	1	finally	finally	ADV
bracis-19069	74	2	,	,	PUNCT
bracis-19069	74	3	the	the	DET
bracis-19069	74	4	last	last	ADJ
bracis-19069	74	5	cnn	cnn	NOUN
bracis-19069	74	6	aggregates	aggregate	VERB
bracis-19069	74	7	the	the	DET
bracis-19069	74	8	features	feature	NOUN
bracis-19069	74	9	of	of	ADP
bracis-19069	74	10	the	the	DET
bracis-19069	74	11	descriptors	descriptor	NOUN
bracis-19069	74	12	in	in	ADP
bracis-19069	74	13	the	the	DET
bracis-19069	74	14	representation	representation	NOUN
bracis-19069	74	15	end	end	NOUN
bracis-19069	74	16	name	name	NOUN
bracis-19069	74	17	amdc	amdc	ADV
bracis-19069	74	18	or	or	CCONJ
bracis-19069	74	19	aggregated	aggregate	VERB
bracis-19069	74	20	lcd	lcd	NOUN
bracis-19069	74	21	.	.	PUNCT
bracis-19069	75	1	the	the	DET
bracis-19069	75	2	similarity	similarity	NOUN
bracis-19069	75	3	between	between	ADP
bracis-19069	75	4	the	the	DET
bracis-19069	75	5	indexed	index	VERB
bracis-19069	75	6	features	feature	NOUN
bracis-19069	75	7	is	be	AUX
bracis-19069	75	8	calculated	calculate	VERB
bracis-19069	75	9	directly	directly	ADV
bracis-19069	75	10	via	via	ADP
bracis-19069	75	11	amdc	amdc	PRON
bracis-19069	75	12	,	,	PUNCT
bracis-19069	75	13	where	where	SCONJ
bracis-19069	75	14	only	only	ADV
bracis-19069	75	15	a	a	DET
bracis-19069	75	16	normalization	normalization	NOUN
bracis-19069	75	17	and	and	CCONJ
bracis-19069	75	18	scalar	scalar	ADJ
bracis-19069	75	19	product	product	NOUN
bracis-19069	75	20	between	between	ADP
bracis-19069	75	21	two	two	NUM
bracis-19069	75	22	amdc	amdc	NOUN
bracis-19069	75	23	features	feature	NOUN
bracis-19069	75	24	is	be	AUX
bracis-19069	75	25	used	use	VERB
bracis-19069	75	26	.	.	PUNCT
bracis-19069	76	1	the	the	DET
bracis-19069	76	2	experiments	experiment	NOUN
bracis-19069	76	3	were	be	AUX
bracis-19069	76	4	carried	carry	VERB
bracis-19069	76	5	out	out	ADP
bracis-19069	76	6	with	with	ADP
bracis-19069	76	7	fvc2000	fvc2000	PROPN
bracis-19069	76	8	db2	db2	PROPN
bracis-19069	76	9	,	,	PUNCT
bracis-19069	76	10	fvc2000	fvc2000	PROPN
bracis-19069	76	11	db3	db3	PROPN
bracis-19069	76	12	,	,	PUNCT
bracis-19069	76	13	nist	nist	NOUN
bracis-19069	76	14	sd4	sd4	NOUN
bracis-19069	76	15	,	,	PUNCT
bracis-19069	76	16	nist	nist	NOUN
bracis-19069	76	17	sd4	sd4	NOUN
bracis-19069	76	18	natural	natural	ADJ
bracis-19069	76	19	,	,	PUNCT
bracis-19069	76	20	and	and	CCONJ
bracis-19069	76	21	nist	nist	PROPN
bracis-19069	76	22	sd14	sd14	PROPN
bracis-19069	76	23	,	,	PUNCT
bracis-19069	76	24	preventing	prevent	VERB
bracis-19069	76	25	the	the	DET
bracis-19069	76	26	method	method	NOUN
bracis-19069	76	27	’s	’s	PART
bracis-19069	76	28	superiority	superiority	NOUN
bracis-19069	76	29	in	in	ADP
bracis-19069	76	30	several	several	ADJ
bracis-19069	76	31	studies	study	NOUN
bracis-19069	76	32	.	.	PUNCT
bracis-19069	77	1	however	however	ADV
bracis-19069	77	2	,	,	PUNCT
bracis-19069	77	3	there	there	PRON
bracis-19069	77	4	were	be	VERB
bracis-19069	77	5	no	no	DET
bracis-19069	77	6	comparisons	comparison	NOUN
bracis-19069	77	7	with	with	ADP
bracis-19069	77	8	techniques	technique	NOUN
bracis-19069	77	9	based	base	VERB
bracis-19069	77	10	on	on	ADP
bracis-19069	77	11	cnn	cnn	PROPN
bracis-19069	77	12	.	.	PUNCT
bracis-19069	78	1	some	some	DET
bracis-19069	78	2	works	work	VERB
bracis-19069	78	3	use	use	VERB
bracis-19069	78	4	variations	variation	NOUN
bracis-19069	78	5	of	of	ADP
bracis-19069	78	6	delaunay	delaunay	PROPN
bracis-19069	78	7	triangulation	triangulation	NOUN
bracis-19069	78	8	for	for	ADP
bracis-19069	78	9	indexing	indexing	NOUN
bracis-19069	78	10	.	.	PUNCT
bracis-19069	79	1	in	in	ADP
bracis-19069	79	2	[	[	X
bracis-19069	79	3	14	14	NUM
bracis-19069	79	4	]	]	PUNCT
bracis-19069	79	5	this	this	PRON
bracis-19069	79	6	is	be	AUX
bracis-19069	79	7	used	use	VERB
bracis-19069	79	8	with	with	ADP
bracis-19069	79	9	the	the	DET
bracis-19069	79	10	k	k	NOUN
bracis-19069	79	11	-	-	PUNCT
bracis-19069	79	12	means	mean	VERB
bracis-19069	79	13	clustering	cluster	VERB
bracis-19069	79	14	algorithm	algorithm	NOUN
bracis-19069	79	15	for	for	ADP
bracis-19069	79	16	search	search	NOUN
bracis-19069	79	17	,	,	PUNCT
bracis-19069	79	18	performing	perform	VERB
bracis-19069	79	19	experiments	experiment	NOUN
bracis-19069	79	20	on	on	ADP
bracis-19069	79	21	the	the	DET
bracis-19069	79	22	fvc2000	fvc2000	NOUN
bracis-19069	79	23	,	,	PUNCT
bracis-19069	79	24	fvc2004	fvc2004	PROPN
bracis-19069	79	25	,	,	PUNCT
bracis-19069	79	26	fvc2004	fvc2004	PROPN
bracis-19069	79	27	,	,	PUNCT
bracis-19069	79	28	nist	nist	NOUN
bracis-19069	79	29	sd4	sd4	NOUN
bracis-19069	79	30	,	,	PUNCT
bracis-19069	79	31	and	and	CCONJ
bracis-19069	79	32	nist	nist	PROPN
bracis-19069	79	33	sd14	sd14	PROPN
bracis-19069	79	34	datasets	dataset	NOUN
bracis-19069	79	35	.	.	PUNCT
bracis-19069	80	1	in	in	ADP
bracis-19069	80	2	[	[	X
bracis-19069	80	3	13	13	NUM
bracis-19069	80	4	]	]	PUNCT
bracis-19069	80	5	an	an	DET
bracis-19069	80	6	extended	extended	ADJ
bracis-19069	80	7	triangulation	triangulation	NOUN
bracis-19069	80	8	is	be	AUX
bracis-19069	80	9	used	use	VERB
bracis-19069	80	10	and	and	CCONJ
bracis-19069	80	11	partitioning	partition	VERB
bracis-19069	80	12	the	the	DET
bracis-19069	80	13	triangles	triangle	NOUN
bracis-19069	80	14	into	into	ADP
bracis-19069	80	15	groups	group	NOUN
bracis-19069	80	16	,	,	PUNCT
bracis-19069	80	17	presenting	present	VERB
bracis-19069	80	18	results	result	NOUN
bracis-19069	80	19	on	on	ADP
bracis-19069	80	20	the	the	DET
bracis-19069	80	21	fvc2002	fvc2002	NOUN
bracis-19069	80	22	and	and	CCONJ
bracis-19069	80	23	fvc2004	fvc2004	ADJ
bracis-19069	80	24	databases	database	NOUN
bracis-19069	80	25	.	.	PUNCT
bracis-19069	81	1	improving	improve	VERB
bracis-19069	81	2	on	on	ADP
bracis-19069	81	3	the	the	DET
bracis-19069	81	4	results	result	NOUN
bracis-19069	81	5	of	of	ADP
bracis-19069	81	6	these	these	DET
bracis-19069	81	7	papers	paper	NOUN
bracis-19069	81	8	,	,	PUNCT
bracis-19069	81	9	in	in	ADP
bracis-19069	81	10	[	[	X
bracis-19069	81	11	17	17	NUM
bracis-19069	81	12	]	]	PUNCT
bracis-19069	81	13	a	a	DET
bracis-19069	81	14	new	new	ADJ
bracis-19069	81	15	index	index	NOUN
bracis-19069	81	16	vector	vector	NOUN
bracis-19069	81	17	is	be	AUX
bracis-19069	81	18	proposed	propose	VERB
bracis-19069	81	19	whose	whose	DET
bracis-19069	81	20	values	value	NOUN
bracis-19069	81	21	are	be	AUX
bracis-19069	81	22	spread	spread	VERB
bracis-19069	81	23	in	in	ADP
bracis-19069	81	24	index	index	NOUN
bracis-19069	81	25	space	space	NOUN
bracis-19069	81	26	,	,	PUNCT
bracis-19069	81	27	with	with	ADP
bracis-19069	81	28	experiments	experiment	NOUN
bracis-19069	81	29	using	use	VERB
bracis-19069	81	30	the	the	DET
bracis-19069	81	31	datasets	dataset	NOUN
bracis-19069	81	32	fvc2002	fvc2002	NOUN
bracis-19069	81	33	and	and	CCONJ
bracis-19069	81	34	fvc2004	fvc2004	PROPN
bracis-19069	81	35	,	,	PUNCT
bracis-19069	81	36	outperforming	outperform	VERB
bracis-19069	81	37	the	the	DET
bracis-19069	81	38	state	state	NOUN
bracis-19069	81	39	-	-	PUNCT
bracis-19069	81	40	of	of	ADP
bracis-19069	81	41	-	-	PUNCT
bracis-19069	81	42	the	the	DET
bracis-19069	81	43	-	-	PUNCT
bracis-19069	81	44	art	art	NOUN
bracis-19069	81	45	.	.	PUNCT
bracis-19069	82	1	the	the	DET
bracis-19069	82	2	authors	author	NOUN
bracis-19069	82	3	of	of	ADP
bracis-19069	82	4	[	[	X
bracis-19069	82	5	1	1	NUM
bracis-19069	82	6	]	]	PUNCT
bracis-19069	82	7	studied	studied	ADJ
bracis-19069	82	8	fingerprint	fingerprint	NOUN
bracis-19069	82	9	indexing	indexing	NOUN
bracis-19069	82	10	using	use	VERB
bracis-19069	82	11	information	information	NOUN
bracis-19069	82	12	from	from	ADP
bracis-19069	82	13	the	the	DET
bracis-19069	82	14	fingerprint	fingerprint	NOUN
bracis-19069	82	15	pores	pore	NOUN
bracis-19069	82	16	,	,	PUNCT
bracis-19069	82	17	which	which	PRON
bracis-19069	82	18	requires	require	VERB
bracis-19069	82	19	high	high	ADJ
bracis-19069	82	20	-	-	PUNCT
bracis-19069	82	21	quality	quality	NOUN
bracis-19069	82	22	images	image	NOUN
bracis-19069	82	23	and	and	CCONJ
bracis-19069	82	24	sensors	sensor	NOUN
bracis-19069	82	25	with	with	ADP
bracis-19069	82	26	a	a	DET
bracis-19069	82	27	lot	lot	NOUN
bracis-19069	82	28	of	of	ADP
bracis-19069	82	29	capture	capture	NOUN
bracis-19069	82	30	capacity	capacity	NOUN
bracis-19069	82	31	.	.	PUNCT
bracis-19069	83	1	complete	complete	ADJ
bracis-19069	83	2	and	and	CCONJ
bracis-19069	83	3	partial	partial	ADJ
bracis-19069	83	4	fingerprint	fingerprint	NOUN
bracis-19069	83	5	pore	pore	ADJ
bracis-19069	83	6	information	information	NOUN
bracis-19069	83	7	is	be	AUX
bracis-19069	83	8	extracted	extract	VERB
bracis-19069	83	9	and	and	CCONJ
bracis-19069	83	10	clustered	cluster	VERB
bracis-19069	83	11	using	use	VERB
bracis-19069	83	12	k	k	NOUN
bracis-19069	83	13	-	-	PUNCT
bracis-19069	83	14	means	means	NOUN
bracis-19069	83	15	.	.	PUNCT
bracis-19069	84	1	the	the	DET
bracis-19069	84	2	recovery	recovery	NOUN
bracis-19069	84	3	of	of	ADP
bracis-19069	84	4	fingerprints	fingerprint	NOUN
bracis-19069	84	5	is	be	AUX
bracis-19069	84	6	made	make	VERB
bracis-19069	84	7	possible	possible	ADJ
bracis-19069	84	8	by	by	ADP
bracis-19069	84	9	searching	search	VERB
bracis-19069	84	10	for	for	ADP
bracis-19069	84	11	the	the	DET
bracis-19069	84	12	nearest	near	ADJ
bracis-19069	84	13	cluster	cluster	NOUN
bracis-19069	84	14	based	base	VERB
bracis-19069	84	15	on	on	ADP
bracis-19069	84	16	the	the	DET
bracis-19069	84	17	pores	pore	NOUN
bracis-19069	84	18	detected	detect	VERB
bracis-19069	84	19	in	in	ADP
bracis-19069	84	20	the	the	DET
bracis-19069	84	21	query	query	NOUN
bracis-19069	84	22	image	image	NOUN
bracis-19069	84	23	.	.	PUNCT
bracis-19069	85	1	the	the	DET
bracis-19069	85	2	results	result	NOUN
bracis-19069	85	3	are	be	AUX
bracis-19069	85	4	satisfactory	satisfactory	ADJ
bracis-19069	85	5	compared	compare	VERB
bracis-19069	85	6	to	to	ADP
bracis-19069	85	7	other	other	ADJ
bracis-19069	85	8	techniques	technique	NOUN
bracis-19069	85	9	based	base	VERB
bracis-19069	85	10	on	on	ADP
bracis-19069	85	11	minutiae	minutia	NOUN
bracis-19069	85	12	.	.	PUNCT
bracis-19069	86	1	5	5	NUM
bracis-19069	86	2	proposed	propose	VERB
bracis-19069	86	3	indexing	indexing	NOUN
bracis-19069	86	4	method	method	NOUN
bracis-19069	86	5	the	the	DET
bracis-19069	86	6	objective	objective	NOUN
bracis-19069	86	7	of	of	ADP
bracis-19069	86	8	this	this	DET
bracis-19069	86	9	work	work	NOUN
bracis-19069	86	10	is	be	AUX
bracis-19069	86	11	to	to	PART
bracis-19069	86	12	evaluate	evaluate	VERB
bracis-19069	86	13	a	a	DET
bracis-19069	86	14	solution	solution	NOUN
bracis-19069	86	15	for	for	ADP
bracis-19069	86	16	fingerprint	fingerprint	NOUN
bracis-19069	86	17	indexing	indexing	NOUN
bracis-19069	86	18	.	.	PUNCT
bracis-19069	87	1	when	when	SCONJ
bracis-19069	87	2	performing	perform	VERB
bracis-19069	87	3	tests	test	NOUN
bracis-19069	87	4	with	with	ADP
bracis-19069	87	5	the	the	DET
bracis-19069	87	6	fvc	fvc	NOUN
bracis-19069	87	7	2000	2000	NUM
bracis-19069	87	8	,	,	PUNCT
bracis-19069	87	9	2002	2002	NUM
bracis-19069	87	10	,	,	PUNCT
bracis-19069	87	11	and	and	CCONJ
bracis-19069	87	12	2004	2004	NUM
bracis-19069	87	13	databases	database	NOUN
bracis-19069	87	14	,	,	PUNCT
bracis-19069	87	15	it	it	PRON
bracis-19069	87	16	is	be	AUX
bracis-19069	87	17	possible	possible	ADJ
bracis-19069	87	18	to	to	PART
bracis-19069	87	19	evaluate	evaluate	VERB
bracis-19069	87	20	results	result	NOUN
bracis-19069	87	21	for	for	ADP
bracis-19069	87	22	different	different	ADJ
bracis-19069	87	23	types	type	NOUN
bracis-19069	87	24	of	of	ADP
bracis-19069	87	25	sensors	sensor	NOUN
bracis-19069	87	26	.	.	PUNCT
bracis-19069	88	1	in	in	ADP
bracis-19069	88	2	the	the	DET
bracis-19069	88	3	following	follow	VERB
bracis-19069	88	4	subsections	subsection	NOUN
bracis-19069	88	5	,	,	PUNCT
bracis-19069	88	6	both	both	CCONJ
bracis-19069	88	7	the	the	DET
bracis-19069	88	8	solution	solution	NOUN
bracis-19069	88	9	and	and	CCONJ
bracis-19069	88	10	the	the	DET
bracis-19069	88	11	techniques	technique	NOUN
bracis-19069	88	12	used	use	VERB
bracis-19069	88	13	in	in	ADP
bracis-19069	88	14	its	its	PRON
bracis-19069	88	15	composition	composition	NOUN
bracis-19069	88	16	will	will	AUX
bracis-19069	88	17	be	be	AUX
bracis-19069	88	18	detailed	detail	VERB
bracis-19069	88	19	.	.	PUNCT
bracis-19069	89	1	5.1	5.1	NUM
bracis-19069	89	2	architecture	architecture	NOUN
bracis-19069	89	3	the	the	DET
bracis-19069	89	4	system	system	NOUN
bracis-19069	89	5	to	to	PART
bracis-19069	89	6	be	be	AUX
bracis-19069	89	7	evaluated	evaluate	VERB
bracis-19069	89	8	consists	consist	NOUN
bracis-19069	89	9	of	of	ADP
bracis-19069	89	10	two	two	NUM
bracis-19069	89	11	different	different	ADJ
bracis-19069	89	12	stages	stage	NOUN
bracis-19069	89	13	,	,	PUNCT
bracis-19069	89	14	the	the	DET
bracis-19069	89	15	fingerprint	fingerprint	NOUN
bracis-19069	89	16	indexing	indexing	NOUN
bracis-19069	89	17	stage	stage	NOUN
bracis-19069	89	18	and	and	CCONJ
bracis-19069	89	19	the	the	DET
bracis-19069	89	20	indexed	index	VERB
bracis-19069	89	21	fingerprint	fingerprint	NOUN
bracis-19069	89	22	query	query	NOUN
bracis-19069	89	23	stage	stage	NOUN
bracis-19069	89	24	,	,	PUNCT
bracis-19069	89	25	like	like	ADP
bracis-19069	89	26	the	the	DET
bracis-19069	89	27	other	other	ADJ
bracis-19069	89	28	indexing	indexing	NOUN
bracis-19069	89	29	systems	system	NOUN
bracis-19069	89	30	.	.	PUNCT
bracis-19069	90	1	it	it	PRON
bracis-19069	90	2	is	be	AUX
bracis-19069	90	3	considered	consider	VERB
bracis-19069	90	4	that	that	SCONJ
bracis-19069	90	5	the	the	DET
bracis-19069	90	6	input	input	NOUN
bracis-19069	90	7	images	image	NOUN
bracis-19069	90	8	were	be	AUX
bracis-19069	90	9	captured	capture	VERB
bracis-19069	90	10	with	with	ADP
bracis-19069	90	11	fingerprint	fingerprint	NOUN
bracis-19069	90	12	sensors	sensor	NOUN
bracis-19069	90	13	and	and	CCONJ
bracis-19069	90	14	preprocessed	preprocesse	VERB
bracis-19069	90	15	so	so	SCONJ
bracis-19069	90	16	that	that	SCONJ
bracis-19069	90	17	they	they	PRON
bracis-19069	90	18	are	be	AUX
bracis-19069	90	19	used	use	VERB
bracis-19069	90	20	both	both	PRON
bracis-19069	90	21	for	for	ADP
bracis-19069	90	22	indexing	indexing	NOUN
bracis-19069	90	23	and	and	CCONJ
bracis-19069	90	24	for	for	ADP
bracis-19069	90	25	queries	query	NOUN
bracis-19069	90	26	.	.	PUNCT
bracis-19069	91	1	fig	fig	NOUN
bracis-19069	91	2	.	.	PUNCT
bracis-19069	92	1	4	4	X
bracis-19069	92	2	.	.	X
bracis-19069	92	3	indexing	indexing	NOUN
bracis-19069	92	4	system	system	NOUN
bracis-19069	92	5	architecture	architecture	NOUN
bracis-19069	92	6	full	full	ADJ
bracis-19069	92	7	size	size	NOUN
bracis-19069	92	8	image	image	NOUN
bracis-19069	92	9	as	as	SCONJ
bracis-19069	92	10	can	can	AUX
bracis-19069	92	11	be	be	AUX
bracis-19069	92	12	seen	see	VERB
bracis-19069	92	13	in	in	ADP
bracis-19069	92	14	fig	fig	NOUN
bracis-19069	92	15	.	.	PUNCT
bracis-19069	92	16	 	 	SPACE
bracis-19069	92	17	4	4	NUM
bracis-19069	92	18	in	in	ADP
bracis-19069	92	19	the	the	DET
bracis-19069	92	20	indexing	indexing	NOUN
bracis-19069	92	21	process	process	NOUN
bracis-19069	92	22	,	,	PUNCT
bracis-19069	92	23	the	the	DET
bracis-19069	92	24	fingerprint	fingerprint	NOUN
bracis-19069	92	25	is	be	AUX
bracis-19069	92	26	given	give	VERB
bracis-19069	92	27	as	as	ADP
bracis-19069	92	28	an	an	DET
bracis-19069	92	29	entry	entry	NOUN
bracis-19069	92	30	in	in	ADP
bracis-19069	92	31	a	a	DET
bracis-19069	92	32	cnn	cnn	NOUN
bracis-19069	92	33	so	so	SCONJ
bracis-19069	92	34	that	that	SCONJ
bracis-19069	92	35	the	the	DET
bracis-19069	92	36	features	feature	NOUN
bracis-19069	92	37	can	can	AUX
bracis-19069	92	38	be	be	AUX
bracis-19069	92	39	extracted	extract	VERB
bracis-19069	92	40	so	so	SCONJ
bracis-19069	92	41	that	that	SCONJ
bracis-19069	92	42	they	they	PRON
bracis-19069	92	43	are	be	AUX
bracis-19069	92	44	stored	store	VERB
bracis-19069	92	45	in	in	ADP
bracis-19069	92	46	an	an	DET
bracis-19069	92	47	indexing	indexing	NOUN
bracis-19069	92	48	base	base	NOUN
bracis-19069	92	49	.	.	PUNCT
bracis-19069	93	1	the	the	DET
bracis-19069	93	2	result	result	NOUN
bracis-19069	93	3	of	of	ADP
bracis-19069	93	4	this	this	DET
bracis-19069	93	5	step	step	NOUN
bracis-19069	93	6	is	be	AUX
bracis-19069	93	7	an	an	DET
bracis-19069	93	8	indexing	indexing	NOUN
bracis-19069	93	9	database	database	NOUN
bracis-19069	93	10	duly	duly	ADV
bracis-19069	93	11	completed	complete	VERB
bracis-19069	93	12	and	and	CCONJ
bracis-19069	93	13	ready	ready	ADJ
bracis-19069	93	14	to	to	PART
bracis-19069	93	15	carry	carry	VERB
bracis-19069	93	16	out	out	ADP
bracis-19069	93	17	consultations	consultation	NOUN
bracis-19069	93	18	.	.	PUNCT
bracis-19069	94	1	the	the	DET
bracis-19069	94	2	networks	network	NOUN
bracis-19069	94	3	are	be	AUX
bracis-19069	94	4	trained	train	VERB
bracis-19069	94	5	with	with	ADP
bracis-19069	94	6	different	different	ADJ
bracis-19069	94	7	fingerprints	fingerprint	NOUN
bracis-19069	94	8	than	than	ADP
bracis-19069	94	9	those	those	PRON
bracis-19069	94	10	used	use	VERB
bracis-19069	94	11	in	in	ADP
bracis-19069	94	12	the	the	DET
bracis-19069	94	13	production	production	NOUN
bracis-19069	94	14	environment	environment	NOUN
bracis-19069	94	15	and	and	CCONJ
bracis-19069	94	16	evidently	evidently	ADV
bracis-19069	94	17	need	need	VERB
bracis-19069	94	18	to	to	PART
bracis-19069	94	19	be	be	AUX
bracis-19069	94	20	trained	train	VERB
bracis-19069	94	21	in	in	ADP
bracis-19069	94	22	a	a	DET
bracis-19069	94	23	stage	stage	NOUN
bracis-19069	94	24	before	before	ADP
bracis-19069	94	25	using	use	VERB
bracis-19069	94	26	the	the	DET
bracis-19069	94	27	approach	approach	NOUN
bracis-19069	94	28	.	.	PUNCT
bracis-19069	95	1	the	the	DET
bracis-19069	95	2	second	second	ADJ
bracis-19069	95	3	and	and	CCONJ
bracis-19069	95	4	complementary	complementary	ADJ
bracis-19069	95	5	step	step	NOUN
bracis-19069	95	6	of	of	ADP
bracis-19069	95	7	the	the	DET
bracis-19069	95	8	solution	solution	NOUN
bracis-19069	95	9	is	be	AUX
bracis-19069	95	10	to	to	PART
bracis-19069	95	11	perform	perform	VERB
bracis-19069	95	12	searches	search	NOUN
bracis-19069	95	13	with	with	ADP
bracis-19069	95	14	fingerprints	fingerprint	NOUN
bracis-19069	95	15	so	so	SCONJ
bracis-19069	95	16	that	that	SCONJ
bracis-19069	95	17	the	the	DET
bracis-19069	95	18	subset	subset	NOUN
bracis-19069	95	19	of	of	ADP
bracis-19069	95	20	fingerprints	fingerprint	NOUN
bracis-19069	95	21	is	be	AUX
bracis-19069	95	22	considerably	considerably	ADV
bracis-19069	95	23	smaller	small	ADJ
bracis-19069	95	24	than	than	ADP
bracis-19069	95	25	the	the	DET
bracis-19069	95	26	registered	register	VERB
bracis-19069	95	27	base	base	NOUN
bracis-19069	95	28	is	be	AUX
bracis-19069	95	29	returned	return	VERB
bracis-19069	95	30	so	so	SCONJ
bracis-19069	95	31	that	that	SCONJ
bracis-19069	95	32	the	the	DET
bracis-19069	95	33	task	task	NOUN
bracis-19069	95	34	of	of	ADP
bracis-19069	95	35	fingerprint	fingerprint	NOUN
bracis-19069	95	36	identification	identification	NOUN
bracis-19069	95	37	is	be	AUX
bracis-19069	95	38	more	more	ADV
bracis-19069	95	39	efficient	efficient	ADJ
bracis-19069	95	40	.	.	PUNCT
bracis-19069	96	1	each	each	DET
bracis-19069	96	2	fingerprint	fingerprint	NOUN
bracis-19069	96	3	consulted	consult	VERB
bracis-19069	96	4	is	be	AUX
bracis-19069	96	5	extracted	extract	VERB
bracis-19069	96	6	from	from	ADP
bracis-19069	96	7	the	the	DET
bracis-19069	96	8	embeddings	embedding	NOUN
bracis-19069	96	9	with	with	ADP
bracis-19069	96	10	cnn	cnn	PROPN
bracis-19069	96	11	,	,	PUNCT
bracis-19069	96	12	and	and	CCONJ
bracis-19069	96	13	then	then	ADV
bracis-19069	96	14	searches	search	NOUN
bracis-19069	96	15	are	be	AUX
bracis-19069	96	16	made	make	VERB
bracis-19069	96	17	using	use	VERB
bracis-19069	96	18	approximate	approximate	ADJ
bracis-19069	96	19	ann	ann	PROPN
bracis-19069	96	20	algorithms	algorithm	NOUN
bracis-19069	96	21	to	to	PART
bracis-19069	96	22	define	define	VERB
bracis-19069	96	23	the	the	DET
bracis-19069	96	24	fingerprint	fingerprint	NOUN
bracis-19069	96	25	k	k	ADP
bracis-19069	96	26	most	most	ADV
bracis-19069	96	27	similar	similar	ADJ
bracis-19069	96	28	to	to	ADP
bracis-19069	96	29	the	the	DET
bracis-19069	96	30	query	query	NOUN
bracis-19069	96	31	.	.	PUNCT
bracis-19069	97	1	5.2	5.2	NUM
bracis-19069	97	2	deep	deep	ADJ
bracis-19069	97	3	metric	metric	ADJ
bracis-19069	97	4	learning	learn	VERB
bracis-19069	97	5	the	the	DET
bracis-19069	97	6	generation	generation	NOUN
bracis-19069	97	7	of	of	ADP
bracis-19069	97	8	embeddings	embedding	NOUN
bracis-19069	97	9	,	,	PUNCT
bracis-19069	97	10	that	that	ADV
bracis-19069	97	11	is	is	ADV
bracis-19069	97	12	,	,	PUNCT
bracis-19069	97	13	a	a	DET
bracis-19069	97	14	set	set	NOUN
bracis-19069	97	15	of	of	ADP
bracis-19069	97	16	features	feature	NOUN
bracis-19069	97	17	is	be	AUX
bracis-19069	97	18	carried	carry	VERB
bracis-19069	97	19	out	out	ADP
bracis-19069	97	20	through	through	ADP
bracis-19069	97	21	a	a	DET
bracis-19069	97	22	convolutional	convolutional	ADJ
bracis-19069	97	23	neural	neural	ADJ
bracis-19069	97	24	network	network	NOUN
bracis-19069	97	25	(	(	PUNCT
bracis-19069	97	26	convolutional	convolutional	ADJ
bracis-19069	97	27	neural	neural	ADJ
bracis-19069	97	28	network	network	NOUN
bracis-19069	97	29	,	,	PUNCT
bracis-19069	97	30	cnn	cnn	PROPN
bracis-19069	97	31	)	)	PUNCT
bracis-19069	97	32	.	.	PUNCT
bracis-19069	98	1	the	the	DET
bracis-19069	98	2	chosen	choose	VERB
bracis-19069	98	3	cnn	cnn	PROPN
bracis-19069	98	4	is	be	AUX
bracis-19069	98	5	the	the	DET
bracis-19069	98	6	resnet18	resnet18	NOUN
bracis-19069	98	7	because	because	SCONJ
bracis-19069	98	8	it	it	PRON
bracis-19069	98	9	is	be	AUX
bracis-19069	98	10	an	an	DET
bracis-19069	98	11	architecture	architecture	NOUN
bracis-19069	98	12	with	with	ADP
bracis-19069	98	13	a	a	DET
bracis-19069	98	14	good	good	ADJ
bracis-19069	98	15	trade	trade	NOUN
bracis-19069	98	16	-	-	PUNCT
bracis-19069	98	17	off	off	NOUN
bracis-19069	98	18	between	between	ADP
bracis-19069	98	19	performance	performance	NOUN
bracis-19069	98	20	and	and	CCONJ
bracis-19069	98	21	computational	computational	ADJ
bracis-19069	98	22	cost	cost	NOUN
bracis-19069	98	23	.	.	PUNCT
bracis-19069	99	1	the	the	DET
bracis-19069	99	2	embeddings	embedding	NOUN
bracis-19069	99	3	are	be	AUX
bracis-19069	99	4	extracted	extract	VERB
bracis-19069	99	5	from	from	ADP
bracis-19069	99	6	the	the	DET
bracis-19069	99	7	neck	neck	NOUN
bracis-19069	99	8	of	of	ADP
bracis-19069	99	9	the	the	DET
bracis-19069	99	10	last	last	ADJ
bracis-19069	99	11	completely	completely	ADV
bracis-19069	99	12	connected	connected	ADJ
bracis-19069	99	13	layers	layer	NOUN
bracis-19069	99	14	,	,	PUNCT
bracis-19069	99	15	with	with	ADP
bracis-19069	99	16	a	a	DET
bracis-19069	99	17	dimensionality	dimensionality	NOUN
bracis-19069	99	18	ranging	range	VERB
bracis-19069	99	19	between	between	ADP
bracis-19069	99	20	64	64	NUM
bracis-19069	99	21	,	,	PUNCT
bracis-19069	99	22	96	96	NUM
bracis-19069	99	23	,	,	PUNCT
bracis-19069	99	24	and	and	CCONJ
bracis-19069	99	25	128	128	NUM
bracis-19069	99	26	.	.	PUNCT
bracis-19069	100	1	the	the	DET
bracis-19069	100	2	resnet18	resnet18	NOUN
bracis-19069	100	3	is	be	AUX
bracis-19069	100	4	a	a	DET
bracis-19069	100	5	residual	residual	ADJ
bracis-19069	100	6	neural	neural	ADJ
bracis-19069	100	7	network	network	NOUN
bracis-19069	100	8	,	,	PUNCT
bracis-19069	100	9	as	as	SCONJ
bracis-19069	100	10	shown	show	VERB
bracis-19069	100	11	in	in	ADP
bracis-19069	100	12	fig	fig	NOUN
bracis-19069	100	13	.	.	PUNCT
bracis-19069	100	14	 	 	SPACE
bracis-19069	101	1	5	5	NUM
bracis-19069	101	2	.	.	PUNCT
bracis-19069	101	3	altogether	altogether	ADV
bracis-19069	101	4	the	the	DET
bracis-19069	101	5	neural	neural	ADJ
bracis-19069	101	6	network	network	NOUN
bracis-19069	101	7	has	have	VERB
bracis-19069	101	8	11511784	11511784	NUM
bracis-19069	101	9	trainable	trainable	ADJ
bracis-19069	101	10	parameters	parameter	NOUN
bracis-19069	101	11	,	,	PUNCT
bracis-19069	101	12	requiring	require	VERB
bracis-19069	101	13	a	a	DET
bracis-19069	101	14	total	total	NOUN
bracis-19069	101	15	of	of	ADP
bracis-19069	101	16	2	2	NUM
bracis-19069	101	17	gflops	gflop	NOUN
bracis-19069	101	18	for	for	ADP
bracis-19069	101	19	activation	activation	NOUN
bracis-19069	101	20	.	.	PUNCT
bracis-19069	102	1	the	the	DET
bracis-19069	102	2	residual	residual	ADJ
bracis-19069	102	3	layers	layer	NOUN
bracis-19069	102	4	,	,	PUNCT
bracis-19069	102	5	obtained	obtain	VERB
bracis-19069	102	6	through	through	ADP
bracis-19069	102	7	shortcuts	shortcut	NOUN
bracis-19069	102	8	,	,	PUNCT
bracis-19069	102	9	facilitate	facilitate	VERB
bracis-19069	102	10	the	the	DET
bracis-19069	102	11	convergence	convergence	NOUN
bracis-19069	102	12	of	of	ADP
bracis-19069	102	13	training	training	NOUN
bracis-19069	102	14	and	and	CCONJ
bracis-19069	102	15	improve	improve	VERB
bracis-19069	102	16	the	the	DET
bracis-19069	102	17	accuracy	accuracy	NOUN
bracis-19069	102	18	[	[	X
bracis-19069	102	19	10	10	NUM
bracis-19069	102	20	]	]	PUNCT
bracis-19069	102	21	.	.	PUNCT
bracis-19069	103	1	fig	fig	NOUN
bracis-19069	103	2	.	.	PUNCT
bracis-19069	104	1	5	5	NUM
bracis-19069	104	2	.	.	NOUN
bracis-19069	104	3	resnet18	resnet18	NOUN
bracis-19069	104	4	architecture	architecture	NOUN
bracis-19069	104	5	.	.	PUNCT
bracis-19069	105	1	full	full	ADJ
bracis-19069	105	2	size	size	NOUN
bracis-19069	105	3	image	image	NOUN
bracis-19069	105	4	the	the	DET
bracis-19069	105	5	implementation	implementation	NOUN
bracis-19069	105	6	of	of	ADP
bracis-19069	105	7	resnet18	resnet18	NOUN
bracis-19069	105	8	present	present	ADJ
bracis-19069	105	9	in	in	ADP
bracis-19069	105	10	the	the	DET
bracis-19069	105	11	machine	machine	NOUN
bracis-19069	105	12	learning	learn	VERB
bracis-19069	105	13	dlib	dlib	NOUN
bracis-19069	105	14	c++	c++	NOUN
bracis-19069	105	15	library	library	PROPN
bracis-19069	105	16	was	be	AUX
bracis-19069	105	17	used	use	VERB
bracis-19069	105	18	[	[	PUNCT
bracis-19069	105	19	15	15	NUM
bracis-19069	105	20	]	]	PUNCT
bracis-19069	105	21	.	.	PUNCT
bracis-19069	106	1	the	the	DET
bracis-19069	106	2	loss	loss	NOUN
bracis-19069	106	3	function	function	NOUN
bracis-19069	106	4	used	use	VERB
bracis-19069	106	5	is	be	AUX
bracis-19069	106	6	coupled	couple	VERB
bracis-19069	106	7	loss	loss	NOUN
bracis-19069	106	8	(	(	PUNCT
bracis-19069	106	9	cl	cl	NOUN
bracis-19069	106	10	)	)	PUNCT
bracis-19069	106	11	,	,	PUNCT
bracis-19069	106	12	which	which	PRON
bracis-19069	106	13	is	be	AUX
bracis-19069	106	14	the	the	DET
bracis-19069	106	15	dlib	dlib	NOUN
bracis-19069	106	16	default	default	NOUN
bracis-19069	106	17	,	,	PUNCT
bracis-19069	106	18	defined	define	VERB
bracis-19069	106	19	in	in	ADP
bracis-19069	106	20	the	the	DET
bracis-19069	106	21	eq	eq	NOUN
bracis-19069	106	22	.	.	PUNCT
bracis-19069	106	23	 	 	SPACE
bracis-19069	106	24	2	2	NUM
bracis-19069	107	1	[	[	X
bracis-19069	107	2	26	26	NUM
bracis-19069	107	3	]	]	PUNCT
bracis-19069	107	4	.	.	PUNCT
bracis-19069	108	1	the	the	DET
bracis-19069	108	2	cl	cl	NOUN
bracis-19069	108	3	is	be	AUX
bracis-19069	108	4	defined	define	VERB
bracis-19069	108	5	in	in	ADP
bracis-19069	108	6	terms	term	NOUN
bracis-19069	108	7	of	of	ADP
bracis-19069	108	8	a	a	DET
bracis-19069	108	9	global	global	ADJ
bracis-19069	108	10	distance	distance	NOUN
bracis-19069	108	11	threshold	threshold	NOUN
bracis-19069	108	12	d	d	NOUN
bracis-19069	108	13	and	and	CCONJ
bracis-19069	108	14	also	also	ADV
bracis-19069	108	15	by	by	ADP
bracis-19069	108	16	a	a	DET
bracis-19069	108	17	margin	margin	NOUN
bracis-19069	108	18	\	\	PROPN
bracis-19069	108	19	(	(	PUNCT
bracis-19069	108	20	\epsilon	\epsilon	NOUN
bracis-19069	108	21	\	\	NOUN
bracis-19069	108	22	)	)	PUNCT
bracis-19069	108	23	added	add	VERB
bracis-19069	108	24	to	to	PART
bracis-19069	108	25	decide	decide	VERB
bracis-19069	108	26	when	when	SCONJ
bracis-19069	108	27	two	two	NUM
bracis-19069	108	28	embeddings	embedding	NOUN
bracis-19069	108	29	n	n	CCONJ
bracis-19069	108	30	-	-	PUNCT
bracis-19069	108	31	dimensional	dimensional	ADJ
bracis-19069	108	32	,	,	PUNCT
bracis-19069	108	33	\	\	PROPN
bracis-19069	108	34	(	(	PUNCT
bracis-19069	108	35	f	f	X
bracis-19069	108	36	(	(	PUNCT
bracis-19069	108	37	x_1	x_1	PROPN
bracis-19069	108	38	)	)	PUNCT
bracis-19069	108	39	\	\	NOUN
bracis-19069	108	40	)	)	PUNCT
bracis-19069	108	41	and	and	CCONJ
bracis-19069	108	42	\	\	PROPN
bracis-19069	108	43	(	(	PUNCT
bracis-19069	108	44	f	f	X
bracis-19069	108	45	(	(	PUNCT
bracis-19069	108	46	x_2	x_2	PROPN
bracis-19069	108	47	)	)	PUNCT
bracis-19069	108	48	\	\	PROPN
bracis-19069	108	49	)	)	PUNCT
bracis-19069	108	50	,	,	PUNCT
bracis-19069	108	51	of	of	ADP
bracis-19069	108	52	two	two	NUM
bracis-19069	108	53	fingerprints	fingerprint	NOUN
bracis-19069	108	54	,	,	PUNCT
bracis-19069	108	55	belong	belong	VERB
bracis-19069	108	56	to	to	ADP
bracis-19069	108	57	the	the	DET
bracis-19069	108	58	same	same	ADJ
bracis-19069	108	59	identification	identification	NOUN
bracis-19069	108	60	.	.	PUNCT
bracis-19069	109	1	therefore	therefore	ADV
bracis-19069	109	2	,	,	PUNCT
bracis-19069	109	3	if	if	SCONJ
bracis-19069	109	4	the	the	DET
bracis-19069	109	5	distance	distance	NOUN
bracis-19069	109	6	between	between	ADP
bracis-19069	109	7	the	the	DET
bracis-19069	109	8	embeddings	embedding	NOUN
bracis-19069	109	9	is	be	AUX
bracis-19069	109	10	greater	great	ADJ
bracis-19069	109	11	than	than	ADP
bracis-19069	109	12	d	d	PROPN
bracis-19069	109	13	,	,	PUNCT
bracis-19069	109	14	then	then	ADV
bracis-19069	109	15	they	they	PRON
bracis-19069	109	16	belong	belong	VERB
bracis-19069	109	17	to	to	ADP
bracis-19069	109	18	different	different	ADJ
bracis-19069	109	19	fingerprints	fingerprint	NOUN
bracis-19069	109	20	.	.	PUNCT
bracis-19069	110	1	$	$	SYM
bracis-19069	110	2	$	$	SYM
bracis-19069	110	3	\begin{aligned	\begin{aligne	VERB
bracis-19069	110	4	}	}	PUNCT
bracis-19069	110	5	||	||	PUNCT
bracis-19069	111	1	f(x_1	f(x_1	NOUN
bracis-19069	111	2	)	)	PUNCT
bracis-19069	111	3	f(x_2)||	f(x_2)||	NOUN
bracis-19069	111	4	<	<	X
bracis-19069	112	1	d	d	X
bracis-19069	112	2	\end{aligned}$$	\end{aligned}$$	X
bracis-19069	113	1	(	(	PUNCT
bracis-19069	113	2	2	2	NUM
bracis-19069	113	3	)	)	PUNCT
bracis-19069	113	4	the	the	DET
bracis-19069	113	5	training	training	NOUN
bracis-19069	113	6	is	be	AUX
bracis-19069	113	7	carried	carry	VERB
bracis-19069	113	8	out	out	ADP
bracis-19069	113	9	with	with	ADP
bracis-19069	113	10	n	n	PRON
bracis-19069	113	11	elements	element	NOUN
bracis-19069	113	12	of	of	ADP
bracis-19069	113	13	an	an	DET
bracis-19069	113	14	image	image	NOUN
bracis-19069	113	15	base	base	NOUN
bracis-19069	113	16	forming	form	VERB
bracis-19069	113	17	the	the	DET
bracis-19069	113	18	load	load	NOUN
bracis-19069	113	19	tensor	tensor	NOUN
bracis-19069	113	20	,	,	PUNCT
bracis-19069	113	21	with	with	ADP
bracis-19069	113	22	a	a	DET
bracis-19069	113	23	dimensionality	dimensionality	NOUN
bracis-19069	113	24	of	of	ADP
bracis-19069	113	25	224\(\times	224\(\times	NUM
bracis-19069	113	26	\)224	\)224	X
bracis-19069	113	27	for	for	ADP
bracis-19069	113	28	the	the	DET
bracis-19069	113	29	entry	entry	NOUN
bracis-19069	113	30	of	of	ADP
bracis-19069	113	31	cnns	cnn	NOUN
bracis-19069	113	32	,	,	PUNCT
bracis-19069	113	33	resizing	resize	VERB
bracis-19069	113	34	the	the	DET
bracis-19069	113	35	images	image	NOUN
bracis-19069	113	36	to	to	ADP
bracis-19069	113	37	this	this	DET
bracis-19069	113	38	dimension	dimension	NOUN
bracis-19069	113	39	.	.	PUNCT
bracis-19069	114	1	when	when	SCONJ
bracis-19069	114	2	using	use	VERB
bracis-19069	114	3	backpropagation	backpropagation	NOUN
bracis-19069	114	4	,	,	PUNCT
bracis-19069	114	5	a	a	DET
bracis-19069	114	6	neural	neural	ADJ
bracis-19069	114	7	network	network	NOUN
bracis-19069	114	8	can	can	AUX
bracis-19069	114	9	only	only	ADV
bracis-19069	114	10	learn	learn	VERB
bracis-19069	114	11	from	from	ADP
bracis-19069	114	12	cases	case	NOUN
bracis-19069	114	13	where	where	SCONJ
bracis-19069	114	14	the	the	DET
bracis-19069	114	15	condition	condition	NOUN
bracis-19069	114	16	imposed	impose	VERB
bracis-19069	114	17	by	by	ADP
bracis-19069	114	18	the	the	DET
bracis-19069	114	19	loss	loss	NOUN
bracis-19069	114	20	function	function	NOUN
bracis-19069	114	21	is	be	AUX
bracis-19069	114	22	violated	violate	VERB
bracis-19069	114	23	.	.	PUNCT
bracis-19069	115	1	therefore	therefore	ADV
bracis-19069	115	2	,	,	PUNCT
bracis-19069	115	3	example	example	NOUN
bracis-19069	115	4	mining	mining	NOUN
bracis-19069	115	5	similar	similar	ADJ
bracis-19069	115	6	to	to	ADP
bracis-19069	115	7	[	[	X
bracis-19069	115	8	3	3	X
bracis-19069	115	9	]	]	PUNCT
bracis-19069	115	10	is	be	AUX
bracis-19069	115	11	used	use	VERB
bracis-19069	115	12	at	at	ADP
bracis-19069	115	13	the	the	DET
bracis-19069	115	14	load	load	NOUN
bracis-19069	115	15	loss	loss	NOUN
bracis-19069	115	16	computation	computation	NOUN
bracis-19069	115	17	level	level	NOUN
bracis-19069	115	18	,	,	PUNCT
bracis-19069	115	19	so	so	CCONJ
bracis-19069	115	20	the	the	DET
bracis-19069	115	21	training	training	NOUN
bracis-19069	115	22	procedure	procedure	NOUN
bracis-19069	115	23	benefits	benefit	NOUN
bracis-19069	115	24	from	from	ADP
bracis-19069	115	25	difficult	difficult	ADJ
bracis-19069	115	26	negatives	negative	NOUN
bracis-19069	115	27	,	,	PUNCT
bracis-19069	115	28	which	which	PRON
bracis-19069	115	29	typically	typically	ADV
bracis-19069	115	30	improves	improve	VERB
bracis-19069	115	31	quality	quality	NOUN
bracis-19069	115	32	and	and	CCONJ
bracis-19069	115	33	convergence	convergence	NOUN
bracis-19069	115	34	.	.	PUNCT
bracis-19069	116	1	however	however	ADV
bracis-19069	116	2	,	,	PUNCT
bracis-19069	116	3	difficult	difficult	ADJ
bracis-19069	116	4	negatives	negative	NOUN
bracis-19069	116	5	are	be	AUX
bracis-19069	116	6	also	also	ADV
bracis-19069	116	7	combined	combine	VERB
bracis-19069	116	8	with	with	ADP
bracis-19069	116	9	random	random	ADJ
bracis-19069	116	10	specimens	specimen	NOUN
bracis-19069	116	11	,	,	PUNCT
bracis-19069	116	12	which	which	PRON
bracis-19069	116	13	,	,	PUNCT
bracis-19069	116	14	unlike	unlike	ADP
bracis-19069	116	15	[	[	X
bracis-19069	116	16	16	16	NUM
bracis-19069	116	17	]	]	PUNCT
bracis-19069	116	18	,	,	PUNCT
bracis-19069	116	19	also	also	ADV
bracis-19069	116	20	take	take	VERB
bracis-19069	116	21	into	into	ADP
bracis-19069	116	22	account	account	NOUN
bracis-19069	116	23	easy	easy	ADJ
bracis-19069	116	24	negatives	negative	NOUN
bracis-19069	116	25	.	.	PUNCT
bracis-19069	117	1	5.3	5.3	NUM
bracis-19069	117	2	approximate	approximate	ADJ
bracis-19069	117	3	nearest	near	ADJ
bracis-19069	117	4	neighbors	neighbor	NOUN
bracis-19069	117	5	the	the	DET
bracis-19069	117	6	principle	principle	NOUN
bracis-19069	117	7	behind	behind	ADP
bracis-19069	117	8	approximate	approximate	ADJ
bracis-19069	117	9	nearest	near	ADJ
bracis-19069	117	10	neighbors	neighbor	NOUN
bracis-19069	117	11	(	(	PUNCT
bracis-19069	117	12	ann	ann	PROPN
bracis-19069	117	13	)	)	PUNCT
bracis-19069	117	14	is	be	AUX
bracis-19069	117	15	to	to	PART
bracis-19069	117	16	get	get	VERB
bracis-19069	117	17	a	a	DET
bracis-19069	117	18	significant	significant	ADJ
bracis-19069	117	19	improvement	improvement	NOUN
bracis-19069	117	20	in	in	ADP
bracis-19069	117	21	search	search	NOUN
bracis-19069	117	22	performance	performance	NOUN
bracis-19069	117	23	,	,	PUNCT
bracis-19069	117	24	which	which	PRON
bracis-19069	117	25	comes	come	VERB
bracis-19069	117	26	at	at	ADP
bracis-19069	117	27	the	the	DET
bracis-19069	117	28	cost	cost	NOUN
bracis-19069	117	29	of	of	ADP
bracis-19069	117	30	a	a	DET
bracis-19069	117	31	loss	loss	NOUN
bracis-19069	117	32	in	in	ADP
bracis-19069	117	33	accuracy	accuracy	NOUN
bracis-19069	117	34	,	,	PUNCT
bracis-19069	117	35	so	so	CCONJ
bracis-19069	117	36	an	an	DET
bracis-19069	117	37	approximately	approximately	ADV
bracis-19069	117	38	correct	correct	ADJ
bracis-19069	117	39	but	but	CCONJ
bracis-19069	117	40	fast	fast	ADJ
bracis-19069	117	41	result	result	NOUN
bracis-19069	117	42	is	be	AUX
bracis-19069	117	43	obtained	obtain	VERB
bracis-19069	117	44	[	[	X
bracis-19069	117	45	2	2	NUM
bracis-19069	117	46	,	,	PUNCT
bracis-19069	117	47	19	19	NUM
bracis-19069	117	48	]	]	PUNCT
bracis-19069	117	49	.	.	PUNCT
bracis-19069	118	1	this	this	PRON
bracis-19069	118	2	means	mean	VERB
bracis-19069	118	3	that	that	SCONJ
bracis-19069	118	4	ann	ann	PROPN
bracis-19069	118	5	methods	method	NOUN
bracis-19069	118	6	can	can	AUX
bracis-19069	118	7	be	be	AUX
bracis-19069	118	8	used	use	VERB
bracis-19069	118	9	for	for	ADP
bracis-19069	118	10	various	various	ADJ
bracis-19069	118	11	tasks	task	NOUN
bracis-19069	118	12	,	,	PUNCT
bracis-19069	118	13	such	such	ADJ
bracis-19069	118	14	as	as	ADP
bracis-19069	118	15	classification	classification	NOUN
bracis-19069	118	16	,	,	PUNCT
bracis-19069	118	17	labeling	labeling	NOUN
bracis-19069	118	18	,	,	PUNCT
bracis-19069	118	19	and	and	CCONJ
bracis-19069	118	20	recommendation	recommendation	NOUN
bracis-19069	118	21	.	.	PUNCT
bracis-19069	119	1	in	in	ADP
bracis-19069	119	2	addition	addition	NOUN
bracis-19069	119	3	,	,	PUNCT
bracis-19069	119	4	there	there	PRON
bracis-19069	119	5	is	be	VERB
bracis-19069	119	6	evidence	evidence	NOUN
bracis-19069	119	7	in	in	ADP
bracis-19069	119	8	the	the	DET
bracis-19069	119	9	literature	literature	NOUN
bracis-19069	119	10	that	that	PRON
bracis-19069	119	11	,	,	PUNCT
bracis-19069	119	12	for	for	ADP
bracis-19069	119	13	some	some	DET
bracis-19069	119	14	cases	case	NOUN
bracis-19069	119	15	,	,	PUNCT
bracis-19069	119	16	ann	ann	PROPN
bracis-19069	119	17	can	can	AUX
bracis-19069	119	18	also	also	ADV
bracis-19069	119	19	impact	impact	VERB
bracis-19069	119	20	an	an	DET
bracis-19069	119	21	unexpected	unexpected	ADJ
bracis-19069	119	22	improvement	improvement	NOUN
bracis-19069	119	23	in	in	ADP
bracis-19069	119	24	results	result	NOUN
bracis-19069	119	25	[	[	X
bracis-19069	119	26	5	5	NUM
bracis-19069	119	27	,	,	PUNCT
bracis-19069	119	28	9	9	NUM
bracis-19069	119	29	]	]	PUNCT
bracis-19069	119	30	.	.	PUNCT
bracis-19069	120	1	three	three	NUM
bracis-19069	120	2	state	state	NOUN
bracis-19069	120	3	-	-	PUNCT
bracis-19069	120	4	of	of	ADP
bracis-19069	120	5	-	-	PUNCT
bracis-19069	120	6	the	the	DET
bracis-19069	120	7	-	-	PUNCT
bracis-19069	120	8	art	art	NOUN
bracis-19069	120	9	ann	ann	PROPN
bracis-19069	120	10	methods	method	NOUN
bracis-19069	120	11	have	have	AUX
bracis-19069	120	12	been	be	AUX
bracis-19069	120	13	chosen	choose	VERB
bracis-19069	120	14	that	that	PRON
bracis-19069	120	15	are	be	AUX
bracis-19069	120	16	widely	widely	ADV
bracis-19069	120	17	used	use	VERB
bracis-19069	120	18	in	in	ADP
bracis-19069	120	19	both	both	DET
bracis-19069	120	20	research	research	NOUN
bracis-19069	120	21	and	and	CCONJ
bracis-19069	120	22	commercial	commercial	ADJ
bracis-19069	120	23	products	product	NOUN
bracis-19069	120	24	:	:	PUNCT
bracis-19069	120	25	annoy	annoy	VERB
bracis-19069	120	26	,	,	PUNCT
bracis-19069	120	27	hnsw	hnsw	NOUN
bracis-19069	120	28	and	and	CCONJ
bracis-19069	120	29	ngt	ngt	PROPN
bracis-19069	120	30	.	.	PUNCT
bracis-19069	121	1	in	in	ADP
bracis-19069	121	2	addition	addition	NOUN
bracis-19069	121	3	to	to	ADP
bracis-19069	121	4	these	these	PRON
bracis-19069	121	5	,	,	PUNCT
bracis-19069	121	6	nanoflann	nanoflann	NOUN
bracis-19069	121	7	was	be	AUX
bracis-19069	121	8	also	also	ADV
bracis-19069	121	9	used	use	VERB
bracis-19069	121	10	.	.	PUNCT
bracis-19069	122	1	annoy	annoy	VERB
bracis-19069	122	2	(	(	PUNCT
bracis-19069	122	3	approximate	approximate	ADJ
bracis-19069	122	4	nearest	near	ADJ
bracis-19069	122	5	neighbors	neighbor	NOUN
bracis-19069	122	6	oh	oh	INTJ
bracis-19069	122	7	yeah	yeah	INTJ
bracis-19069	122	8	)	)	PUNCT
bracis-19069	123	1	[	[	X
bracis-19069	123	2	2	2	X
bracis-19069	123	3	]	]	PUNCT
bracis-19069	123	4	was	be	AUX
bracis-19069	123	5	developed	develop	VERB
bracis-19069	123	6	by	by	ADP
bracis-19069	123	7	erik	erik	PROPN
bracis-19069	123	8	bernhardsson	bernhardsson	NOUN
bracis-19069	123	9	and	and	CCONJ
bracis-19069	123	10	is	be	AUX
bracis-19069	123	11	used	use	VERB
bracis-19069	123	12	by	by	ADP
bracis-19069	123	13	spotify	spotify	NOUN
bracis-19069	123	14	to	to	PART
bracis-19069	123	15	recommend	recommend	VERB
bracis-19069	123	16	songs	song	NOUN
bracis-19069	123	17	.	.	PUNCT
bracis-19069	124	1	its	its	PRON
bracis-19069	124	2	implementation	implementation	NOUN
bracis-19069	124	3	is	be	AUX
bracis-19069	124	4	summarized	summarize	VERB
bracis-19069	124	5	in	in	ADP
bracis-19069	124	6	a	a	DET
bracis-19069	124	7	binary	binary	ADJ
bracis-19069	124	8	space	space	NOUN
bracis-19069	124	9	partition	partition	NOUN
bracis-19069	124	10	(	(	PUNCT
bracis-19069	124	11	bsp	bsp	NOUN
bracis-19069	124	12	)	)	PUNCT
bracis-19069	124	13	tree	tree	NOUN
bracis-19069	124	14	using	use	VERB
bracis-19069	124	15	hyperplanes	hyperplane	NOUN
bracis-19069	124	16	,	,	PUNCT
bracis-19069	124	17	similar	similar	ADJ
bracis-19069	124	18	to	to	ADP
bracis-19069	124	19	those	those	PRON
bracis-19069	124	20	used	use	VERB
bracis-19069	124	21	to	to	PART
bracis-19069	124	22	render	render	VERB
bracis-19069	124	23	old	old	ADJ
bracis-19069	124	24	3d	3d	PROPN
bracis-19069	124	25	graphics	graphic	NOUN
bracis-19069	124	26	.	.	PUNCT
bracis-19069	125	1	a	a	DET
bracis-19069	125	2	random	random	ADJ
bracis-19069	125	3	forest	forest	NOUN
bracis-19069	125	4	of	of	ADP
bracis-19069	125	5	bsp	bsp	NOUN
bracis-19069	125	6	trees	tree	NOUN
bracis-19069	125	7	is	be	AUX
bracis-19069	125	8	built	build	VERB
bracis-19069	125	9	to	to	PART
bracis-19069	125	10	improve	improve	VERB
bracis-19069	125	11	search	search	NOUN
bracis-19069	125	12	results	result	NOUN
bracis-19069	125	13	:	:	PUNCT
bracis-19069	125	14	the	the	DET
bracis-19069	125	15	more	more	ADJ
bracis-19069	125	16	trees	tree	NOUN
bracis-19069	125	17	,	,	PUNCT
bracis-19069	125	18	the	the	PRON
bracis-19069	125	19	greater	great	ADJ
bracis-19069	125	20	the	the	DET
bracis-19069	125	21	accuracy	accuracy	NOUN
bracis-19069	125	22	of	of	ADP
bracis-19069	125	23	the	the	DET
bracis-19069	125	24	results	result	NOUN
bracis-19069	125	25	and	and	CCONJ
bracis-19069	125	26	the	the	DET
bracis-19069	125	27	less	less	ADJ
bracis-19069	125	28	“	"	PUNCT
bracis-19069	125	29	performance	performance	NOUN
bracis-19069	125	30	(	(	PUNCT
bracis-19069	125	31	time	time	NOUN
bracis-19069	125	32	)	)	PUNCT
bracis-19069	125	33	for	for	ADP
bracis-19069	125	34	higher	high	ADJ
bracis-19069	125	35	accuracy	accuracy	NOUN
bracis-19069	125	36	(	(	PUNCT
bracis-19069	125	37	quality	quality	NOUN
bracis-19069	125	38	)	)	PUNCT
bracis-19069	125	39	"	"	PUNCT
bracis-19069	125	40	.	.	PUNCT
bracis-19069	126	1	standard	standard	ADJ
bracis-19069	126	2	configurations	configuration	NOUN
bracis-19069	126	3	use	use	VERB
bracis-19069	126	4	\	\	NOUN
bracis-19069	126	5	(	(	PUNCT
bracis-19069	126	6	2	2	NUM
bracis-19069	126	7	*	*	SYM
bracis-19069	126	8	d	d	NOUN
bracis-19069	126	9	\	\	PROPN
bracis-19069	126	10	)	)	PUNCT
bracis-19069	126	11	,	,	PUNCT
bracis-19069	126	12	where	where	SCONJ
bracis-19069	126	13	d	d	NOUN
bracis-19069	126	14	is	be	AUX
bracis-19069	126	15	dimensionality	dimensionality	NOUN
bracis-19069	126	16	.	.	PUNCT
bracis-19069	127	1	hnsw	hnsw	NOUN
bracis-19069	127	2	(	(	PUNCT
bracis-19069	127	3	hierarchical	hierarchical	ADJ
bracis-19069	127	4	navigable	navigable	ADJ
bracis-19069	127	5	small	small	ADJ
bracis-19069	127	6	world	world	NOUN
bracis-19069	127	7	graphs	graph	NOUN
bracis-19069	127	8	)	)	PUNCT
bracis-19069	128	1	[	[	X
bracis-19069	128	2	18	18	NUM
bracis-19069	128	3	]	]	PUNCT
bracis-19069	128	4	is	be	AUX
bracis-19069	128	5	a	a	DET
bracis-19069	128	6	graph	graph	NOUN
bracis-19069	128	7	-	-	PUNCT
bracis-19069	128	8	based	base	VERB
bracis-19069	128	9	method	method	NOUN
bracis-19069	128	10	that	that	PRON
bracis-19069	128	11	separates	separate	VERB
bracis-19069	128	12	links	link	NOUN
bracis-19069	128	13	between	between	ADP
bracis-19069	128	14	nodes	node	NOUN
bracis-19069	128	15	in	in	ADP
bracis-19069	128	16	a	a	DET
bracis-19069	128	17	search	search	NOUN
bracis-19069	128	18	graph	graph	NOUN
bracis-19069	128	19	according	accord	VERB
bracis-19069	128	20	to	to	ADP
bracis-19069	128	21	their	their	PRON
bracis-19069	128	22	size	size	NOUN
bracis-19069	128	23	scales	scale	NOUN
bracis-19069	128	24	in	in	ADP
bracis-19069	128	25	different	different	ADJ
bracis-19069	128	26	layers	layer	NOUN
bracis-19069	128	27	,	,	PUNCT
bracis-19069	128	28	therefore	therefore	ADV
bracis-19069	128	29	performing	perform	VERB
bracis-19069	128	30	searches	search	NOUN
bracis-19069	128	31	in	in	ADP
bracis-19069	128	32	a	a	DET
bracis-19069	128	33	multilayer	multilayer	ADJ
bracis-19069	128	34	graph	graph	NOUN
bracis-19069	128	35	.	.	PUNCT
bracis-19069	129	1	consequently	consequently	ADV
bracis-19069	129	2	,	,	PUNCT
bracis-19069	129	3	the	the	DET
bracis-19069	129	4	estimate	estimate	NOUN
bracis-19069	129	5	of	of	ADP
bracis-19069	129	6	the	the	DET
bracis-19069	129	7	nearest	near	ADJ
bracis-19069	129	8	node	node	NOUN
bracis-19069	129	9	occurs	occur	VERB
bracis-19069	129	10	only	only	ADV
bracis-19069	129	11	in	in	ADP
bracis-19069	129	12	a	a	DET
bracis-19069	129	13	necessary	necessary	ADJ
bracis-19069	129	14	fixed	fix	VERB
bracis-19069	129	15	portion	portion	NOUN
bracis-19069	129	16	of	of	ADP
bracis-19069	129	17	the	the	DET
bracis-19069	129	18	connections	connection	NOUN
bracis-19069	129	19	for	for	ADP
bracis-19069	129	20	each	each	DET
bracis-19069	129	21	element	element	NOUN
bracis-19069	129	22	.	.	PUNCT
bracis-19069	130	1	the	the	DET
bracis-19069	130	2	main	main	ADJ
bracis-19069	130	3	advantages	advantage	NOUN
bracis-19069	130	4	of	of	ADP
bracis-19069	130	5	the	the	DET
bracis-19069	130	6	hnsw	hnsw	NOUN
bracis-19069	130	7	method	method	NOUN
bracis-19069	130	8	are	be	AUX
bracis-19069	130	9	its	its	PRON
bracis-19069	130	10	robustness	robustness	NOUN
bracis-19069	130	11	and	and	CCONJ
bracis-19069	130	12	its	its	PRON
bracis-19069	130	13	support	support	NOUN
bracis-19069	130	14	for	for	ADP
bracis-19069	130	15	continuous	continuous	ADJ
bracis-19069	130	16	incremental	incremental	ADJ
bracis-19069	130	17	indexing	indexing	NOUN
bracis-19069	130	18	.	.	PUNCT
bracis-19069	131	1	ngt	ngt	PROPN
bracis-19069	131	2	(	(	PUNCT
bracis-19069	131	3	neighborhood	neighborhood	NOUN
bracis-19069	131	4	graph	graph	NOUN
bracis-19069	131	5	and	and	CCONJ
bracis-19069	131	6	tree	tree	NOUN
bracis-19069	131	7	for	for	ADP
bracis-19069	131	8	indexing	index	VERB
bracis-19069	131	9	highdimensional	highdimensional	ADJ
bracis-19069	131	10	data	datum	NOUN
bracis-19069	131	11	)	)	PUNCT
bracis-19069	131	12	is	be	AUX
bracis-19069	131	13	a	a	DET
bracis-19069	131	14	graph	graph	NOUN
bracis-19069	131	15	-	-	PUNCT
bracis-19069	131	16	based	base	VERB
bracis-19069	131	17	ann	ann	PROPN
bracis-19069	131	18	method	method	NOUN
bracis-19069	131	19	initially	initially	ADV
bracis-19069	131	20	proposed	propose	VERB
bracis-19069	131	21	to	to	PART
bracis-19069	131	22	work	work	VERB
bracis-19069	131	23	on	on	ADP
bracis-19069	131	24	a	a	DET
bracis-19069	131	25	large	large	ADJ
bracis-19069	131	26	scale	scale	NOUN
bracis-19069	131	27	,	,	PUNCT
bracis-19069	131	28	high	high	ADJ
bracis-19069	131	29	-	-	PUNCT
bracis-19069	131	30	dimensional	dimensional	ADJ
bracis-19069	131	31	vector	vector	NOUN
bracis-19069	131	32	space	space	NOUN
bracis-19069	131	33	[	[	X
bracis-19069	131	34	11	11	NUM
bracis-19069	131	35	]	]	PUNCT
bracis-19069	131	36	.	.	PUNCT
bracis-19069	132	1	ngt	ngt	PROPN
bracis-19069	132	2	improves	improve	VERB
bracis-19069	132	3	the	the	DET
bracis-19069	132	4	graph	graph	NOUN
bracis-19069	132	5	of	of	ADP
bracis-19069	132	6	k	k	NOUN
bracis-19069	132	7	-	-	PUNCT
bracis-19069	132	8	nearest	near	ADJ
bracis-19069	132	9	neighbors	neighbor	NOUN
bracis-19069	132	10	(	(	PUNCT
bracis-19069	132	11	knng	knng	PROPN
bracis-19069	132	12	)	)	PUNCT
bracis-19069	132	13	by	by	ADP
bracis-19069	132	14	adjusting	adjust	VERB
bracis-19069	132	15	the	the	DET
bracis-19069	132	16	path	path	NOUN
bracis-19069	132	17	and	and	CCONJ
bracis-19069	132	18	degree	degree	NOUN
bracis-19069	132	19	of	of	ADP
bracis-19069	132	20	edges	edge	NOUN
bracis-19069	132	21	derived	derive	VERB
bracis-19069	132	22	from	from	ADP
bracis-19069	132	23	a	a	DET
bracis-19069	132	24	knng	knng	NOUN
bracis-19069	132	25	,	,	PUNCT
bracis-19069	132	26	that	that	ADV
bracis-19069	132	27	is	is	ADV
bracis-19069	132	28	,	,	PUNCT
bracis-19069	132	29	optimization	optimization	NOUN
bracis-19069	132	30	in	in	ADP
bracis-19069	132	31	terms	term	NOUN
bracis-19069	132	32	of	of	ADP
bracis-19069	132	33	the	the	DET
bracis-19069	132	34	number	number	NOUN
bracis-19069	132	35	of	of	ADP
bracis-19069	132	36	edges	edge	NOUN
bracis-19069	132	37	entering	enter	VERB
bracis-19069	132	38	and	and	CCONJ
bracis-19069	132	39	leaving	leave	VERB
bracis-19069	132	40	influencing	influence	VERB
bracis-19069	132	41	the	the	DET
bracis-19069	132	42	accuracy	accuracy	NOUN
bracis-19069	132	43	and	and	CCONJ
bracis-19069	132	44	search	search	NOUN
bracis-19069	132	45	time	time	NOUN
bracis-19069	132	46	,	,	PUNCT
bracis-19069	132	47	respectively	respectively	ADV
bracis-19069	132	48	.	.	PUNCT
bracis-19069	133	1	in	in	ADP
bracis-19069	133	2	particular	particular	ADJ
bracis-19069	133	3	,	,	PUNCT
bracis-19069	133	4	the	the	DET
bracis-19069	133	5	authors	author	NOUN
bracis-19069	133	6	describe	describe	VERB
bracis-19069	133	7	how	how	SCONJ
bracis-19069	133	8	an	an	DET
bracis-19069	133	9	acceleration	acceleration	NOUN
bracis-19069	133	10	in	in	ADP
bracis-19069	133	11	performance	performance	NOUN
bracis-19069	133	12	can	can	AUX
bracis-19069	133	13	be	be	AUX
bracis-19069	133	14	achieved	achieve	VERB
bracis-19069	133	15	by	by	ADP
bracis-19069	133	16	removing	remove	VERB
bracis-19069	133	17	edges	edge	NOUN
bracis-19069	133	18	that	that	PRON
bracis-19069	133	19	can	can	AUX
bracis-19069	133	20	be	be	AUX
bracis-19069	133	21	replaced	replace	VERB
bracis-19069	133	22	by	by	ADP
bracis-19069	133	23	alternative	alternative	ADJ
bracis-19069	133	24	search	search	NOUN
bracis-19069	133	25	paths	path	NOUN
bracis-19069	133	26	.	.	PUNCT
bracis-19069	134	1	ngt	ngt	PROPN
bracis-19069	134	2	also	also	ADV
bracis-19069	134	3	supports	support	VERB
bracis-19069	134	4	adding	add	VERB
bracis-19069	134	5	and	and	CCONJ
bracis-19069	134	6	removing	remove	VERB
bracis-19069	134	7	items	item	NOUN
bracis-19069	134	8	from	from	ADP
bracis-19069	134	9	the	the	DET
bracis-19069	134	10	index	index	NOUN
bracis-19069	134	11	,	,	PUNCT
bracis-19069	134	12	which	which	PRON
bracis-19069	134	13	is	be	AUX
bracis-19069	134	14	an	an	DET
bracis-19069	134	15	important	important	ADJ
bracis-19069	134	16	feature	feature	NOUN
bracis-19069	134	17	for	for	ADP
bracis-19069	134	18	real	real	ADJ
bracis-19069	134	19	-	-	PUNCT
bracis-19069	134	20	world	world	NOUN
bracis-19069	134	21	applications	application	NOUN
bracis-19069	134	22	.	.	PUNCT
bracis-19069	135	1	experimental	experimental	ADJ
bracis-19069	135	2	evaluations	evaluation	NOUN
bracis-19069	135	3	show	show	VERB
bracis-19069	135	4	that	that	SCONJ
bracis-19069	135	5	ngt	ngt	PROPN
bracis-19069	135	6	can	can	AUX
bracis-19069	135	7	compete	compete	VERB
bracis-19069	135	8	or	or	CCONJ
bracis-19069	135	9	even	even	ADV
bracis-19069	135	10	surpass	surpass	VERB
bracis-19069	135	11	other	other	ADJ
bracis-19069	135	12	methods	method	NOUN
bracis-19069	135	13	[	[	X
bracis-19069	135	14	2	2	NUM
bracis-19069	135	15	,	,	PUNCT
bracis-19069	135	16	11	11	NUM
bracis-19069	135	17	]	]	PUNCT
bracis-19069	135	18	.	.	PUNCT
bracis-19069	136	1	blanck	blanck	NOUN
bracis-19069	136	2	and	and	CCONJ
bracis-19069	136	3	kumar	kumar	PROPN
bracis-19069	137	1	[	[	X
bracis-19069	137	2	4	4	X
bracis-19069	137	3	]	]	X
bracis-19069	137	4	propose	propose	VERB
bracis-19069	137	5	nanoflann	nanoflann	NOUN
bracis-19069	137	6	,	,	PUNCT
bracis-19069	137	7	based	base	VERB
bracis-19069	137	8	on	on	ADP
bracis-19069	137	9	flann	flann	PROPN
bracis-19069	137	10	[	[	X
bracis-19069	137	11	19	19	NUM
bracis-19069	137	12	,	,	PUNCT
bracis-19069	137	13	20	20	NUM
bracis-19069	137	14	]	]	PUNCT
bracis-19069	137	15	,	,	PUNCT
bracis-19069	137	16	one	one	NUM
bracis-19069	137	17	of	of	ADP
bracis-19069	137	18	the	the	DET
bracis-19069	137	19	first	first	ADJ
bracis-19069	137	20	libraries	library	NOUN
bracis-19069	137	21	to	to	PART
bracis-19069	137	22	provide	provide	VERB
bracis-19069	137	23	ann	ann	PROPN
bracis-19069	137	24	methods	method	NOUN
bracis-19069	137	25	.	.	PUNCT
bracis-19069	138	1	this	this	PRON
bracis-19069	138	2	includes	include	VERB
bracis-19069	138	3	several	several	ADJ
bracis-19069	138	4	algorithms	algorithm	NOUN
bracis-19069	138	5	to	to	PART
bracis-19069	138	6	search	search	VERB
bracis-19069	138	7	for	for	ADP
bracis-19069	138	8	the	the	DET
bracis-19069	138	9	nearest	near	ADJ
bracis-19069	138	10	neighbor	neighbor	NOUN
bracis-19069	138	11	in	in	ADP
bracis-19069	138	12	metric	metric	ADJ
bracis-19069	138	13	spaces	space	NOUN
bracis-19069	138	14	,	,	PUNCT
bracis-19069	138	15	such	such	ADJ
bracis-19069	138	16	as	as	ADP
bracis-19069	138	17	kd	kd	NOUN
bracis-19069	138	18	-	-	PUNCT
bracis-19069	138	19	trees	tree	NOUN
bracis-19069	138	20	variants	variant	NOUN
bracis-19069	138	21	.	.	PUNCT
bracis-19069	139	1	the	the	DET
bracis-19069	139	2	nanoflann	nanoflann	PROPN
bracis-19069	139	3	method	method	NOUN
bracis-19069	139	4	was	be	AUX
bracis-19069	139	5	proposed	propose	VERB
bracis-19069	139	6	for	for	ADP
bracis-19069	139	7	the	the	DET
bracis-19069	139	8	construction	construction	NOUN
bracis-19069	139	9	of	of	ADP
bracis-19069	139	10	kd	kd	PROPN
bracis-19069	139	11	-	-	PUNCT
bracis-19069	139	12	trees	tree	NOUN
bracis-19069	139	13	from	from	ADP
bracis-19069	139	14	databases	database	NOUN
bracis-19069	139	15	describing	describe	VERB
bracis-19069	139	16	point	point	NOUN
bracis-19069	139	17	clouds	cloud	NOUN
bracis-19069	139	18	and	and	CCONJ
bracis-19069	139	19	rotation	rotation	NOUN
bracis-19069	139	20	groups	group	NOUN
bracis-19069	139	21	.	.	PUNCT
bracis-19069	140	1	however	however	ADV
bracis-19069	140	2	,	,	PUNCT
bracis-19069	140	3	nanoflann	nanoflann	PROPN
bracis-19069	140	4	does	do	AUX
bracis-19069	140	5	not	not	PART
bracis-19069	140	6	focus	focus	VERB
bracis-19069	140	7	on	on	ADP
bracis-19069	140	8	searches	search	NOUN
bracis-19069	140	9	for	for	ADP
bracis-19069	140	10	approximately	approximately	ADV
bracis-19069	140	11	closer	close	ADJ
bracis-19069	140	12	neighbors	neighbor	NOUN
bracis-19069	140	13	but	but	CCONJ
bracis-19069	140	14	on	on	ADP
bracis-19069	140	15	the	the	DET
bracis-19069	140	16	exact	exact	ADJ
bracis-19069	140	17	performance	performance	NOUN
bracis-19069	140	18	of	of	ADP
bracis-19069	140	19	the	the	DET
bracis-19069	140	20	closest	close	ADJ
bracis-19069	140	21	neighbor	neighbor	NOUN
bracis-19069	140	22	based	base	VERB
bracis-19069	140	23	on	on	ADP
bracis-19069	140	24	optimizations	optimization	NOUN
bracis-19069	140	25	,	,	PUNCT
bracis-19069	140	26	such	such	ADJ
bracis-19069	140	27	as	as	ADP
bracis-19069	140	28	adopting	adopt	VERB
bracis-19069	140	29	quadratic	quadratic	ADJ
bracis-19069	140	30	distances	distance	NOUN
bracis-19069	140	31	and	and	CCONJ
bracis-19069	140	32	customizable	customizable	NOUN
bracis-19069	140	33	memory	memory	NOUN
bracis-19069	140	34	access	access	NOUN
bracis-19069	140	35	policies	policy	NOUN
bracis-19069	140	36	.	.	PUNCT
bracis-19069	141	1	6	6	NUM
bracis-19069	141	2	experimental	experimental	ADJ
bracis-19069	141	3	evaluation	evaluation	NOUN
bracis-19069	141	4	the	the	DET
bracis-19069	141	5	experiments	experiment	NOUN
bracis-19069	141	6	were	be	AUX
bracis-19069	141	7	carried	carry	VERB
bracis-19069	141	8	out	out	ADP
bracis-19069	141	9	on	on	ADP
bracis-19069	141	10	a	a	DET
bracis-19069	141	11	computer	computer	NOUN
bracis-19069	141	12	with	with	ADP
bracis-19069	141	13	linux	linux	PROPN
bracis-19069	141	14	operating	operating	NOUN
bracis-19069	141	15	system	system	NOUN
bracis-19069	141	16	(	(	PUNCT
bracis-19069	141	17	ubuntu	ubuntu	ADJ
bracis-19069	141	18	20.04.2	20.04.2	NUM
bracis-19069	141	19	lts	lts	NOUN
bracis-19069	141	20	)	)	PUNCT
bracis-19069	141	21	,	,	PUNCT
bracis-19069	141	22	equipped	equip	VERB
bracis-19069	141	23	with	with	ADP
bracis-19069	141	24	an	an	DET
bracis-19069	141	25	intel(r	intel(r	NOUN
bracis-19069	141	26	)	)	PUNCT
bracis-19069	141	27	core(tm	core(tm	NOUN
bracis-19069	141	28	)	)	PUNCT
bracis-19069	141	29	i7	i7	NOUN
bracis-19069	141	30	-	-	PUNCT
bracis-19069	141	31	9750h	9750h	NOUN
bracis-19069	141	32	cpu	cpu	NOUN
bracis-19069	141	33	@	@	ADP
bracis-19069	141	34	2.60	2.60	NUM
bracis-19069	141	35	 	 	SPACE
bracis-19069	141	36	ghz\(\times	ghz\(\time	NOUN
bracis-19069	141	37	\)12	\)12	NUM
bracis-19069	141	38	,	,	PUNCT
bracis-19069	141	39	16	16	NUM
bracis-19069	141	40	 	 	SPACE
bracis-19069	141	41	gb	gb	NOUN
bracis-19069	141	42	ram	ram	NOUN
bracis-19069	141	43	memory	memory	NOUN
bracis-19069	141	44	,	,	PUNCT
bracis-19069	141	45	a	a	DET
bracis-19069	141	46	512	512	NUM
bracis-19069	141	47	 	 	SPACE
bracis-19069	141	48	gb	gb	NOUN
bracis-19069	141	49	ssd	ssd	NOUN
bracis-19069	141	50	,	,	PUNCT
bracis-19069	141	51	and	and	CCONJ
bracis-19069	141	52	nvidia	nvidia	PROPN
bracis-19069	141	53	geforce	geforce	NOUN
bracis-19069	141	54	rtx	rtx	PROPN
bracis-19069	141	55	1660ti	1660ti	PROPN
bracis-19069	141	56	graphics	graphic	NOUN
bracis-19069	141	57	card	card	NOUN
bracis-19069	141	58	.	.	PUNCT
bracis-19069	142	1	for	for	ADP
bracis-19069	142	2	the	the	DET
bracis-19069	142	3	generation	generation	NOUN
bracis-19069	142	4	of	of	ADP
bracis-19069	142	5	embeddings	embedding	NOUN
bracis-19069	142	6	,	,	PUNCT
bracis-19069	142	7	resnet18	resnet18	NOUN
bracis-19069	142	8	was	be	AUX
bracis-19069	142	9	trained	train	VERB
bracis-19069	142	10	using	use	VERB
bracis-19069	142	11	a	a	DET
bracis-19069	142	12	synthetic	synthetic	ADJ
bracis-19069	142	13	dataset	dataset	NOUN
bracis-19069	142	14	,	,	PUNCT
bracis-19069	142	15	with	with	ADP
bracis-19069	142	16	100	100	NUM
bracis-19069	142	17	identities	identity	NOUN
bracis-19069	142	18	with	with	ADP
bracis-19069	142	19	ten	ten	NUM
bracis-19069	142	20	fingerprint	fingerprint	NOUN
bracis-19069	142	21	images	image	NOUN
bracis-19069	142	22	each	each	PRON
bracis-19069	142	23	,	,	PUNCT
bracis-19069	142	24	totaling	total	VERB
bracis-19069	142	25	1000	1000	NUM
bracis-19069	142	26	images	image	NOUN
bracis-19069	142	27	.	.	PUNCT
bracis-19069	143	1	this	this	DET
bracis-19069	143	2	decision	decision	NOUN
bracis-19069	143	3	was	be	AUX
bracis-19069	143	4	made	make	VERB
bracis-19069	143	5	to	to	PART
bracis-19069	143	6	verify	verify	VERB
bracis-19069	143	7	the	the	DET
bracis-19069	143	8	efficiency	efficiency	NOUN
bracis-19069	143	9	of	of	ADP
bracis-19069	143	10	generalizing	generalize	VERB
bracis-19069	143	11	the	the	DET
bracis-19069	143	12	generation	generation	NOUN
bracis-19069	143	13	of	of	ADP
bracis-19069	143	14	embeddings	embedding	NOUN
bracis-19069	143	15	to	to	ADP
bracis-19069	143	16	other	other	ADJ
bracis-19069	143	17	datasets	dataset	NOUN
bracis-19069	143	18	without	without	ADP
bracis-19069	143	19	the	the	DET
bracis-19069	143	20	need	need	NOUN
bracis-19069	143	21	for	for	ADP
bracis-19069	143	22	new	new	ADJ
bracis-19069	143	23	training	training	NOUN
bracis-19069	143	24	.	.	PUNCT
bracis-19069	144	1	the	the	DET
bracis-19069	144	2	fingerprints	fingerprint	NOUN
bracis-19069	144	3	were	be	AUX
bracis-19069	144	4	generated	generate	VERB
bracis-19069	144	5	using	use	VERB
bracis-19069	144	6	a	a	DET
bracis-19069	144	7	proprietary	proprietary	ADJ
bracis-19069	144	8	tool	tool	NOUN
bracis-19069	144	9	of	of	ADP
bracis-19069	144	10	a	a	DET
bracis-19069	144	11	project	project	NOUN
bracis-19069	144	12	of	of	ADP
bracis-19069	144	13	which	which	PRON
bracis-19069	144	14	the	the	DET
bracis-19069	144	15	authors	author	NOUN
bracis-19069	144	16	of	of	ADP
bracis-19069	144	17	this	this	DET
bracis-19069	144	18	paper	paper	NOUN
bracis-19069	144	19	are	be	AUX
bracis-19069	144	20	membersfootnote	membersfootnote	NOUN
bracis-19069	144	21	1	1	NUM
bracis-19069	144	22	.	.	PUNCT
bracis-19069	144	23	figure	figure	NOUN
bracis-19069	144	24	 	 	SPACE
bracis-19069	144	25	6	6	NUM
bracis-19069	144	26	shows	show	VERB
bracis-19069	144	27	an	an	DET
bracis-19069	144	28	example	example	NOUN
bracis-19069	144	29	of	of	ADP
bracis-19069	144	30	a	a	DET
bracis-19069	144	31	fingerprint	fingerprint	NOUN
bracis-19069	144	32	from	from	ADP
bracis-19069	144	33	the	the	DET
bracis-19069	144	34	synthetic	synthetic	ADJ
bracis-19069	144	35	dataset	dataset	NOUN
bracis-19069	144	36	.	.	PUNCT
bracis-19069	145	1	fig	fig	NOUN
bracis-19069	145	2	.	.	PUNCT
bracis-19069	146	1	6	6	NUM
bracis-19069	146	2	.	.	X
bracis-19069	146	3	examples	example	NOUN
bracis-19069	146	4	of	of	ADP
bracis-19069	146	5	fingerprints	fingerprint	NOUN
bracis-19069	146	6	from	from	ADP
bracis-19069	146	7	our	our	PRON
bracis-19069	146	8	synthetic	synthetic	ADJ
bracis-19069	146	9	dataset	dataset	NOUN
bracis-19069	146	10	.	.	PUNCT
bracis-19069	147	1	full	full	ADJ
bracis-19069	147	2	size	size	NOUN
bracis-19069	147	3	image	image	NOUN
bracis-19069	147	4	regarding	regard	VERB
bracis-19069	147	5	the	the	DET
bracis-19069	147	6	generation	generation	NOUN
bracis-19069	147	7	of	of	ADP
bracis-19069	147	8	embeddings	embedding	NOUN
bracis-19069	147	9	for	for	ADP
bracis-19069	147	10	search	search	NOUN
bracis-19069	147	11	with	with	ADP
bracis-19069	147	12	ann	ann	PROPN
bracis-19069	147	13	models	model	NOUN
bracis-19069	147	14	,	,	PUNCT
bracis-19069	147	15	tests	test	NOUN
bracis-19069	147	16	were	be	AUX
bracis-19069	147	17	performed	perform	VERB
bracis-19069	147	18	using	use	VERB
bracis-19069	147	19	all	all	DET
bracis-19069	147	20	fvc	fvc	PROPN
bracis-19069	147	21	bds	bds	NOUN
bracis-19069	147	22	.	.	PUNCT
bracis-19069	148	1	first	first	ADV
bracis-19069	148	2	,	,	PUNCT
bracis-19069	148	3	the	the	DET
bracis-19069	148	4	bases	basis	NOUN
bracis-19069	148	5	were	be	AUX
bracis-19069	148	6	separated	separate	VERB
bracis-19069	148	7	into	into	ADP
bracis-19069	148	8	search	search	NOUN
bracis-19069	148	9	and	and	CCONJ
bracis-19069	148	10	test	test	NOUN
bracis-19069	148	11	sets	set	NOUN
bracis-19069	148	12	.	.	PUNCT
bracis-19069	149	1	the	the	DET
bracis-19069	149	2	search	search	NOUN
bracis-19069	149	3	set	set	VERB
bracis-19069	149	4	corresponds	correspond	NOUN
bracis-19069	149	5	to	to	ADP
bracis-19069	149	6	the	the	DET
bracis-19069	149	7	sample	sample	NOUN
bracis-19069	149	8	in	in	ADP
bracis-19069	149	9	which	which	PRON
bracis-19069	149	10	the	the	DET
bracis-19069	149	11	anns	anns	NOUN
bracis-19069	149	12	models	model	NOUN
bracis-19069	149	13	will	will	AUX
bracis-19069	149	14	consult	consult	VERB
bracis-19069	149	15	and	and	CCONJ
bracis-19069	149	16	calculate	calculate	VERB
bracis-19069	149	17	the	the	DET
bracis-19069	149	18	nearest	near	ADJ
bracis-19069	149	19	neighbors	neighbor	NOUN
bracis-19069	149	20	in	in	ADP
bracis-19069	149	21	order	order	NOUN
bracis-19069	149	22	to	to	PART
bracis-19069	149	23	identify	identify	VERB
bracis-19069	149	24	each	each	PRON
bracis-19069	149	25	of	of	ADP
bracis-19069	149	26	the	the	DET
bracis-19069	149	27	elements	element	NOUN
bracis-19069	149	28	of	of	ADP
bracis-19069	149	29	the	the	DET
bracis-19069	149	30	test	test	NOUN
bracis-19069	149	31	set	set	VERB
bracis-19069	149	32	.	.	PUNCT
bracis-19069	150	1	for	for	ADP
bracis-19069	150	2	comparison	comparison	NOUN
bracis-19069	150	3	with	with	ADP
bracis-19069	150	4	related	related	ADJ
bracis-19069	150	5	works	work	NOUN
bracis-19069	150	6	,	,	PUNCT
bracis-19069	150	7	the	the	DET
bracis-19069	150	8	dba	dba	NOUN
bracis-19069	150	9	of	of	ADP
bracis-19069	150	10	the	the	DET
bracis-19069	150	11	fvc	fvc	PROPN
bracis-19069	150	12	dbs	dbs	NOUN
bracis-19069	150	13	corresponded	correspond	VERB
bracis-19069	150	14	to	to	ADP
bracis-19069	150	15	the	the	DET
bracis-19069	150	16	search	search	NOUN
bracis-19069	150	17	set	set	NOUN
bracis-19069	150	18	,	,	PUNCT
bracis-19069	150	19	and	and	CCONJ
bracis-19069	150	20	the	the	DET
bracis-19069	150	21	dbb	dbb	PROPN
bracis-19069	150	22	was	be	AUX
bracis-19069	150	23	used	use	VERB
bracis-19069	150	24	for	for	ADP
bracis-19069	150	25	the	the	DET
bracis-19069	150	26	test	test	NOUN
bracis-19069	150	27	set	set	VERB
bracis-19069	150	28	.	.	PUNCT
bracis-19069	151	1	for	for	ADP
bracis-19069	151	2	each	each	PRON
bracis-19069	151	3	of	of	ADP
bracis-19069	151	4	the	the	DET
bracis-19069	151	5	search	search	NOUN
bracis-19069	151	6	and	and	CCONJ
bracis-19069	151	7	test	test	NOUN
bracis-19069	151	8	sets	set	NOUN
bracis-19069	151	9	,	,	PUNCT
bracis-19069	151	10	three	three	NUM
bracis-19069	151	11	sets	set	NOUN
bracis-19069	151	12	of	of	ADP
bracis-19069	151	13	embeddings	embedding	NOUN
bracis-19069	151	14	were	be	AUX
bracis-19069	151	15	generated	generate	VERB
bracis-19069	151	16	,	,	PUNCT
bracis-19069	151	17	with	with	ADP
bracis-19069	151	18	their	their	PRON
bracis-19069	151	19	respective	respective	ADJ
bracis-19069	151	20	sizes	size	NOUN
bracis-19069	151	21	of	of	ADP
bracis-19069	151	22	64	64	NUM
bracis-19069	151	23	,	,	PUNCT
bracis-19069	151	24	96	96	NUM
bracis-19069	151	25	,	,	PUNCT
bracis-19069	151	26	and	and	CCONJ
bracis-19069	151	27	128	128	NUM
bracis-19069	151	28	.	.	PUNCT
bracis-19069	152	1	finally	finally	ADV
bracis-19069	152	2	,	,	PUNCT
bracis-19069	152	3	the	the	DET
bracis-19069	152	4	anns	anns	NOUN
bracis-19069	152	5	models	model	NOUN
bracis-19069	152	6	were	be	AUX
bracis-19069	152	7	tested	test	VERB
bracis-19069	152	8	in	in	ADP
bracis-19069	152	9	each	each	PRON
bracis-19069	152	10	of	of	ADP
bracis-19069	152	11	the	the	DET
bracis-19069	152	12	search	search	NOUN
bracis-19069	152	13	and	and	CCONJ
bracis-19069	152	14	test	test	NOUN
bracis-19069	152	15	sets	set	NOUN
bracis-19069	152	16	in	in	ADP
bracis-19069	152	17	order	order	NOUN
bracis-19069	152	18	to	to	PART
bracis-19069	152	19	verify	verify	VERB
bracis-19069	152	20	which	which	DET
bracis-19069	152	21	combinations	combination	NOUN
bracis-19069	152	22	of	of	ADP
bracis-19069	152	23	these	these	DET
bracis-19069	152	24	models	model	NOUN
bracis-19069	152	25	and	and	CCONJ
bracis-19069	152	26	embedding	embed	VERB
bracis-19069	152	27	vector	vector	NOUN
bracis-19069	152	28	size	size	NOUN
bracis-19069	152	29	yield	yield	VERB
bracis-19069	152	30	better	well	ADJ
bracis-19069	152	31	hit	hit	VERB
bracis-19069	152	32	rates	rate	NOUN
bracis-19069	152	33	.	.	PUNCT
bracis-19069	153	1	as	as	ADP
bracis-19069	153	2	for	for	ADP
bracis-19069	153	3	the	the	DET
bracis-19069	153	4	penetration	penetration	NOUN
bracis-19069	153	5	rate	rate	NOUN
bracis-19069	153	6	,	,	PUNCT
bracis-19069	153	7	also	also	ADV
bracis-19069	153	8	in	in	ADP
bracis-19069	153	9	order	order	NOUN
bracis-19069	153	10	to	to	PART
bracis-19069	153	11	compare	compare	VERB
bracis-19069	153	12	to	to	ADP
bracis-19069	153	13	related	related	ADJ
bracis-19069	153	14	works	work	NOUN
bracis-19069	153	15	,	,	PUNCT
bracis-19069	153	16	a	a	DET
bracis-19069	153	17	minimum	minimum	NOUN
bracis-19069	153	18	of	of	ADP
bracis-19069	153	19	1	1	NUM
bracis-19069	153	20	%	%	NOUN
bracis-19069	153	21	and	and	CCONJ
bracis-19069	153	22	a	a	DET
bracis-19069	153	23	maximum	maximum	NOUN
bracis-19069	153	24	of	of	ADP
bracis-19069	153	25	10	10	NUM
bracis-19069	153	26	%	%	NOUN
bracis-19069	153	27	were	be	AUX
bracis-19069	153	28	used	use	VERB
bracis-19069	153	29	.	.	PUNCT
bracis-19069	154	1	in	in	ADP
bracis-19069	154	2	this	this	DET
bracis-19069	154	3	work	work	NOUN
bracis-19069	154	4	,	,	PUNCT
bracis-19069	154	5	the	the	DET
bracis-19069	154	6	penetration	penetration	NOUN
bracis-19069	154	7	rate	rate	NOUN
bracis-19069	154	8	is	be	AUX
bracis-19069	154	9	directly	directly	ADV
bracis-19069	154	10	related	relate	VERB
bracis-19069	154	11	to	to	ADP
bracis-19069	154	12	the	the	DET
bracis-19069	154	13	k	k	PROPN
bracis-19069	154	14	value	value	NOUN
bracis-19069	154	15	of	of	ADP
bracis-19069	154	16	nearest	near	ADJ
bracis-19069	154	17	neighbors	neighbor	NOUN
bracis-19069	154	18	used	use	VERB
bracis-19069	154	19	by	by	ADP
bracis-19069	154	20	the	the	DET
bracis-19069	154	21	ann	ann	PROPN
bracis-19069	154	22	models	model	NOUN
bracis-19069	154	23	,	,	PUNCT
bracis-19069	154	24	that	that	ADV
bracis-19069	154	25	is	is	ADV
bracis-19069	154	26	,	,	PUNCT
bracis-19069	154	27	a	a	DET
bracis-19069	154	28	penetration	penetration	NOUN
bracis-19069	154	29	rate	rate	NOUN
bracis-19069	154	30	of	of	ADP
bracis-19069	154	31	1	1	NUM
bracis-19069	154	32	%	%	NOUN
bracis-19069	154	33	indicates	indicate	VERB
bracis-19069	154	34	that	that	SCONJ
bracis-19069	154	35	a	a	DET
bracis-19069	154	36	value	value	NOUN
bracis-19069	154	37	equivalent	equivalent	ADJ
bracis-19069	154	38	to	to	ADP
bracis-19069	154	39	this	this	DET
bracis-19069	154	40	rate	rate	NOUN
bracis-19069	154	41	was	be	AUX
bracis-19069	154	42	used	use	VERB
bracis-19069	154	43	as	as	ADP
bracis-19069	154	44	k.	k.	PROPN
bracis-19069	154	45	so	so	ADV
bracis-19069	154	46	,	,	PUNCT
bracis-19069	154	47	as	as	SCONJ
bracis-19069	154	48	the	the	DET
bracis-19069	154	49	search	search	NOUN
bracis-19069	154	50	set	set	NOUN
bracis-19069	154	51	has	have	VERB
bracis-19069	154	52	\(100	\(100	NOUN
bracis-19069	154	53	*	*	NUM
bracis-19069	154	54	8=800\	8=800\	NUM
bracis-19069	154	55	)	)	PUNCT
bracis-19069	154	56	elements	element	NOUN
bracis-19069	154	57	,	,	PUNCT
bracis-19069	154	58	the	the	DET
bracis-19069	154	59	value	value	NOUN
bracis-19069	154	60	corresponds	correspond	VERB
bracis-19069	154	61	to	to	ADP
bracis-19069	154	62	k	k	NOUN
bracis-19069	154	63	with	with	SCONJ
bracis-19069	154	64	1	1	NUM
bracis-19069	154	65	%	%	NOUN
bracis-19069	154	66	penetration	penetration	NOUN
bracis-19069	154	67	is	be	AUX
bracis-19069	154	68	8	8	NUM
bracis-19069	154	69	,	,	PUNCT
bracis-19069	154	70	and	and	CCONJ
bracis-19069	154	71	the	the	DET
bracis-19069	154	72	value	value	NOUN
bracis-19069	154	73	corresponds	correspond	VERB
bracis-19069	154	74	to	to	ADP
bracis-19069	154	75	10	10	NUM
bracis-19069	154	76	%	%	NOUN
bracis-19069	154	77	is	be	AUX
bracis-19069	154	78	80	80	NUM
bracis-19069	154	79	.	.	PUNCT
bracis-19069	155	1	search	search	NOUN
bracis-19069	155	2	time	time	NOUN
bracis-19069	155	3	was	be	AUX
bracis-19069	155	4	also	also	ADV
bracis-19069	155	5	a	a	DET
bracis-19069	155	6	metric	metric	NOUN
bracis-19069	155	7	calculated	calculate	VERB
bracis-19069	155	8	in	in	ADP
bracis-19069	155	9	the	the	DET
bracis-19069	155	10	experiments	experiment	NOUN
bracis-19069	155	11	in	in	ADP
bracis-19069	155	12	order	order	NOUN
bracis-19069	155	13	to	to	PART
bracis-19069	155	14	verify	verify	VERB
bracis-19069	155	15	the	the	DET
bracis-19069	155	16	efficiency	efficiency	NOUN
bracis-19069	155	17	of	of	ADP
bracis-19069	155	18	the	the	DET
bracis-19069	155	19	approach	approach	NOUN
bracis-19069	155	20	in	in	ADP
bracis-19069	155	21	generating	generate	VERB
bracis-19069	155	22	good	good	ADJ
bracis-19069	155	23	results	result	NOUN
bracis-19069	155	24	quickly	quickly	ADV
bracis-19069	155	25	.	.	PUNCT
bracis-19069	156	1	it	it	PRON
bracis-19069	156	2	equals	equal	VERB
bracis-19069	156	3	the	the	DET
bracis-19069	156	4	sum	sum	NOUN
bracis-19069	156	5	of	of	ADP
bracis-19069	156	6	all	all	DET
bracis-19069	156	7	searches	search	NOUN
bracis-19069	156	8	performed	perform	VERB
bracis-19069	156	9	in	in	ADP
bracis-19069	156	10	the	the	DET
bracis-19069	156	11	test	test	NOUN
bracis-19069	156	12	set	set	VERB
bracis-19069	156	13	.	.	PUNCT
bracis-19069	157	1	7	7	NUM
bracis-19069	157	2	results	result	NOUN
bracis-19069	157	3	first	first	ADV
bracis-19069	157	4	,	,	PUNCT
bracis-19069	157	5	the	the	DET
bracis-19069	157	6	results	result	NOUN
bracis-19069	157	7	will	will	AUX
bracis-19069	157	8	be	be	AUX
bracis-19069	157	9	presented	present	VERB
bracis-19069	157	10	regarding	regard	VERB
bracis-19069	157	11	the	the	DET
bracis-19069	157	12	training	training	NOUN
bracis-19069	157	13	of	of	ADP
bracis-19069	157	14	resnet18	resnet18	NOUN
bracis-19069	157	15	to	to	PART
bracis-19069	157	16	generate	generate	VERB
bracis-19069	157	17	deep	deep	ADJ
bracis-19069	157	18	feature	feature	NOUN
bracis-19069	157	19	embeddings	embedding	NOUN
bracis-19069	157	20	using	use	VERB
bracis-19069	157	21	the	the	DET
bracis-19069	157	22	synthetic	synthetic	ADJ
bracis-19069	157	23	image	image	NOUN
bracis-19069	157	24	dataset	dataset	NOUN
bracis-19069	157	25	.	.	PUNCT
bracis-19069	158	1	figure	figure	NOUN
bracis-19069	158	2	 	 	SPACE
bracis-19069	158	3	7	7	NUM
bracis-19069	158	4	shows	show	VERB
bracis-19069	158	5	the	the	DET
bracis-19069	158	6	evolution	evolution	NOUN
bracis-19069	158	7	of	of	ADP
bracis-19069	158	8	the	the	DET
bracis-19069	158	9	curve	curve	NOUN
bracis-19069	158	10	of	of	ADP
bracis-19069	158	11	mean	mean	ADJ
bracis-19069	158	12	loss	loss	NOUN
bracis-19069	158	13	values	value	NOUN
bracis-19069	158	14	concerning	concern	VERB
bracis-19069	158	15	the	the	DET
bracis-19069	158	16	cnn	cnn	PROPN
bracis-19069	158	17	training	training	NOUN
bracis-19069	158	18	.	.	PUNCT
bracis-19069	159	1	fig	fig	NOUN
bracis-19069	159	2	.	.	PUNCT
bracis-19069	160	1	7	7	X
bracis-19069	160	2	.	.	X
bracis-19069	160	3	evolution	evolution	NOUN
bracis-19069	160	4	of	of	ADP
bracis-19069	160	5	average	average	ADJ
bracis-19069	160	6	loss	loss	NOUN
bracis-19069	160	7	for	for	ADP
bracis-19069	160	8	resnet18	resnet18	NOUN
bracis-19069	160	9	training	training	NOUN
bracis-19069	160	10	over	over	ADP
bracis-19069	160	11	our	our	PRON
bracis-19069	160	12	synthetic	synthetic	ADJ
bracis-19069	160	13	dataset	dataset	NOUN
bracis-19069	160	14	.	.	PUNCT
bracis-19069	161	1	full	full	ADJ
bracis-19069	161	2	size	size	NOUN
bracis-19069	161	3	image	image	NOUN
bracis-19069	161	4	an	an	DET
bracis-19069	161	5	early	early	ADJ
bracis-19069	161	6	stopping	stopping	NOUN
bracis-19069	161	7	strategy	strategy	NOUN
bracis-19069	161	8	was	be	AUX
bracis-19069	161	9	used	use	VERB
bracis-19069	161	10	for	for	ADP
bracis-19069	161	11	stopping	stop	VERB
bracis-19069	161	12	training	training	NOUN
bracis-19069	161	13	in	in	ADP
bracis-19069	161	14	order	order	NOUN
bracis-19069	161	15	to	to	PART
bracis-19069	161	16	avoid	avoid	VERB
bracis-19069	161	17	overfitting	overfitte	VERB
bracis-19069	161	18	.	.	PUNCT
bracis-19069	162	1	therefore	therefore	ADV
bracis-19069	162	2	,	,	PUNCT
bracis-19069	162	3	when	when	SCONJ
bracis-19069	162	4	stagnation	stagnation	NOUN
bracis-19069	162	5	in	in	ADP
bracis-19069	162	6	the	the	DET
bracis-19069	162	7	loss	loss	NOUN
bracis-19069	162	8	curve	curve	NOUN
bracis-19069	162	9	evolution	evolution	NOUN
bracis-19069	162	10	was	be	AUX
bracis-19069	162	11	detected	detect	VERB
bracis-19069	162	12	for	for	ADP
bracis-19069	162	13	many	many	ADJ
bracis-19069	162	14	epochs	epoch	NOUN
bracis-19069	162	15	,	,	PUNCT
bracis-19069	162	16	training	training	NOUN
bracis-19069	162	17	was	be	AUX
bracis-19069	162	18	manually	manually	ADV
bracis-19069	162	19	interrupted	interrupted	ADJ
bracis-19069	162	20	.	.	PUNCT
bracis-19069	163	1	we	we	PRON
bracis-19069	163	2	validated	validate	VERB
bracis-19069	163	3	this	this	DET
bracis-19069	163	4	strategy	strategy	NOUN
bracis-19069	163	5	empirically	empirically	ADV
bracis-19069	163	6	using	use	VERB
bracis-19069	163	7	increasing	increase	VERB
bracis-19069	163	8	volume	volume	NOUN
bracis-19069	163	9	cuts	cut	NOUN
bracis-19069	163	10	from	from	ADP
bracis-19069	163	11	the	the	DET
bracis-19069	163	12	training	training	NOUN
bracis-19069	163	13	base	base	NOUN
bracis-19069	163	14	.	.	PUNCT
bracis-19069	164	1	it	it	PRON
bracis-19069	164	2	was	be	AUX
bracis-19069	164	3	found	find	VERB
bracis-19069	164	4	that	that	SCONJ
bracis-19069	164	5	,	,	PUNCT
bracis-19069	164	6	in	in	ADP
bracis-19069	164	7	fact	fact	NOUN
bracis-19069	164	8	,	,	PUNCT
bracis-19069	164	9	this	this	DET
bracis-19069	164	10	situation	situation	NOUN
bracis-19069	164	11	led	lead	VERB
bracis-19069	164	12	to	to	ADP
bracis-19069	164	13	a	a	DET
bracis-19069	164	14	model	model	NOUN
bracis-19069	164	15	of	of	ADP
bracis-19069	164	16	poor	poor	ADJ
bracis-19069	164	17	performance	performance	NOUN
bracis-19069	164	18	.	.	PUNCT
bracis-19069	165	1	the	the	DET
bracis-19069	165	2	results	result	NOUN
bracis-19069	165	3	observed	observe	VERB
bracis-19069	165	4	from	from	ADP
bracis-19069	165	5	queries	query	NOUN
bracis-19069	165	6	based	base	VERB
bracis-19069	165	7	on	on	ADP
bracis-19069	165	8	the	the	DET
bracis-19069	165	9	deep	deep	ADJ
bracis-19069	165	10	feature	feature	NOUN
bracis-19069	165	11	embedding	embed	VERB
bracis-19069	165	12	vectors	vector	NOUN
bracis-19069	165	13	generated	generate	VERB
bracis-19069	165	14	by	by	ADP
bracis-19069	165	15	our	our	PRON
bracis-19069	165	16	best	good	ADJ
bracis-19069	165	17	model	model	NOUN
bracis-19069	165	18	provide	provide	VERB
bracis-19069	165	19	evidence	evidence	NOUN
bracis-19069	165	20	that	that	SCONJ
bracis-19069	165	21	the	the	DET
bracis-19069	165	22	stopping	stop	VERB
bracis-19069	165	23	criterion	criterion	NOUN
bracis-19069	165	24	was	be	AUX
bracis-19069	165	25	well	well	ADV
bracis-19069	165	26	applied	apply	VERB
bracis-19069	165	27	.	.	PUNCT
bracis-19069	166	1	table	table	NOUN
bracis-19069	166	2	 	 	SPACE
bracis-19069	166	3	2	2	NUM
bracis-19069	166	4	presents	present	VERB
bracis-19069	166	5	the	the	DET
bracis-19069	166	6	best	good	ADJ
bracis-19069	166	7	results	result	NOUN
bracis-19069	166	8	obtained	obtain	VERB
bracis-19069	166	9	in	in	ADP
bracis-19069	166	10	queries	query	NOUN
bracis-19069	166	11	with	with	ADP
bracis-19069	166	12	the	the	DET
bracis-19069	166	13	ann	ann	PROPN
bracis-19069	166	14	methods	method	NOUN
bracis-19069	166	15	in	in	ADP
bracis-19069	166	16	each	each	PRON
bracis-19069	166	17	of	of	ADP
bracis-19069	166	18	the	the	DET
bracis-19069	166	19	fvc	fvc	NOUN
bracis-19069	166	20	image	image	NOUN
bracis-19069	166	21	databases	database	NOUN
bracis-19069	166	22	.	.	PUNCT
bracis-19069	167	1	the	the	DET
bracis-19069	167	2	best	good	ADJ
bracis-19069	167	3	results	result	NOUN
bracis-19069	167	4	were	be	AUX
bracis-19069	167	5	considered	consider	VERB
bracis-19069	167	6	in	in	ADP
bracis-19069	167	7	relation	relation	NOUN
bracis-19069	167	8	to	to	ADP
bracis-19069	167	9	the	the	DET
bracis-19069	167	10	hit	hit	VERB
bracis-19069	167	11	rate	rate	NOUN
bracis-19069	167	12	of	of	ADP
bracis-19069	167	13	\(1\%\	\(1\%\	NOUN
bracis-19069	167	14	)	)	PUNCT
bracis-19069	167	15	penetration	penetration	NOUN
bracis-19069	167	16	to	to	ADP
bracis-19069	167	17	\(10\%\	\(10\%\	NOUN
bracis-19069	167	18	)	)	PUNCT
bracis-19069	167	19	.	.	PUNCT
bracis-19069	168	1	that	that	PRON
bracis-19069	168	2	is	is	ADV
bracis-19069	168	3	,	,	PUNCT
bracis-19069	168	4	whoever	whoever	PRON
bracis-19069	168	5	obtained	obtain	VERB
bracis-19069	168	6	better	well	ADJ
bracis-19069	168	7	results	result	NOUN
bracis-19069	168	8	from	from	ADP
bracis-19069	168	9	\(1\%\	\(1\%\	NOUN
bracis-19069	168	10	)	)	PUNCT
bracis-19069	168	11	penetration	penetration	NOUN
bracis-19069	168	12	is	be	AUX
bracis-19069	168	13	ahead	ahead	ADV
bracis-19069	168	14	,	,	PUNCT
bracis-19069	168	15	as	as	SCONJ
bracis-19069	168	16	the	the	DET
bracis-19069	168	17	idea	idea	NOUN
bracis-19069	168	18	is	be	AUX
bracis-19069	168	19	to	to	PART
bracis-19069	168	20	use	use	VERB
bracis-19069	168	21	the	the	DET
bracis-19069	168	22	least	least	ADJ
bracis-19069	168	23	value	value	NOUN
bracis-19069	168	24	of	of	ADP
bracis-19069	168	25	nearest	near	ADJ
bracis-19069	168	26	neighbors	neighbor	NOUN
bracis-19069	168	27	k	k	PROPN
bracis-19069	168	28	for	for	ADP
bracis-19069	168	29	searches	search	NOUN
bracis-19069	168	30	.	.	PUNCT
bracis-19069	169	1	in	in	ADP
bracis-19069	169	2	case	case	NOUN
bracis-19069	169	3	of	of	ADP
bracis-19069	169	4	a	a	DET
bracis-19069	169	5	tie	tie	NOUN
bracis-19069	169	6	,	,	PUNCT
bracis-19069	169	7	the	the	DET
bracis-19069	169	8	combination	combination	NOUN
bracis-19069	169	9	of	of	ADP
bracis-19069	169	10	the	the	DET
bracis-19069	169	11	ann	ann	PROPN
bracis-19069	169	12	model	model	NOUN
bracis-19069	169	13	with	with	ADP
bracis-19069	169	14	the	the	DET
bracis-19069	169	15	smaller	small	ADJ
bracis-19069	169	16	embeddings	embedding	NOUN
bracis-19069	169	17	vector	vector	NOUN
bracis-19069	169	18	was	be	AUX
bracis-19069	169	19	highlighted	highlight	VERB
bracis-19069	169	20	since	since	SCONJ
bracis-19069	169	21	the	the	DET
bracis-19069	169	22	larger	large	ADJ
bracis-19069	169	23	the	the	DET
bracis-19069	169	24	embeddings	embedding	NOUN
bracis-19069	169	25	vector	vector	NOUN
bracis-19069	169	26	,	,	PUNCT
bracis-19069	169	27	the	the	DET
bracis-19069	169	28	more	more	ADV
bracis-19069	169	29	computational	computational	ADJ
bracis-19069	169	30	resources	resource	NOUN
bracis-19069	169	31	are	be	AUX
bracis-19069	169	32	allocated	allocate	VERB
bracis-19069	169	33	to	to	PART
bracis-19069	169	34	generate	generate	VERB
bracis-19069	169	35	it	it	PRON
bracis-19069	169	36	.	.	PUNCT
bracis-19069	170	1	if	if	SCONJ
bracis-19069	170	2	the	the	DET
bracis-19069	170	3	tie	tie	NOUN
bracis-19069	170	4	persists	persist	VERB
bracis-19069	170	5	,	,	PUNCT
bracis-19069	170	6	the	the	DET
bracis-19069	170	7	following	follow	VERB
bracis-19069	170	8	criterion	criterion	NOUN
bracis-19069	170	9	was	be	AUX
bracis-19069	170	10	the	the	DET
bracis-19069	170	11	search	search	NOUN
bracis-19069	170	12	time	time	NOUN
bracis-19069	170	13	for	for	ADP
bracis-19069	170	14	each	each	PRON
bracis-19069	170	15	of	of	ADP
bracis-19069	170	16	the	the	DET
bracis-19069	170	17	penetration	penetration	NOUN
bracis-19069	170	18	rates	rate	NOUN
bracis-19069	170	19	.	.	PUNCT
bracis-19069	171	1	in	in	ADP
bracis-19069	171	2	all	all	DET
bracis-19069	171	3	cases	case	NOUN
bracis-19069	171	4	,	,	PUNCT
bracis-19069	171	5	the	the	DET
bracis-19069	171	6	ngt	ngt	ADJ
bracis-19069	171	7	method	method	NOUN
bracis-19069	171	8	was	be	AUX
bracis-19069	171	9	superior	superior	ADJ
bracis-19069	171	10	in	in	ADP
bracis-19069	171	11	relation	relation	NOUN
bracis-19069	171	12	to	to	ADP
bracis-19069	171	13	the	the	DET
bracis-19069	171	14	other	other	ADJ
bracis-19069	171	15	anns	ann	NOUN
bracis-19069	171	16	,	,	PUNCT
bracis-19069	171	17	regarding	regard	VERB
bracis-19069	171	18	the	the	DET
bracis-19069	171	19	hit	hit	NOUN
bracis-19069	171	20	rate	rate	NOUN
bracis-19069	171	21	,	,	PUNCT
bracis-19069	171	22	therefore	therefore	ADV
bracis-19069	171	23	,	,	PUNCT
bracis-19069	171	24	all	all	DET
bracis-19069	171	25	the	the	DET
bracis-19069	171	26	results	result	NOUN
bracis-19069	171	27	of	of	ADP
bracis-19069	171	28	table	table	NOUN
bracis-19069	171	29	 	 	SPACE
bracis-19069	171	30	2	2	NUM
bracis-19069	171	31	were	be	AUX
bracis-19069	171	32	obtained	obtain	VERB
bracis-19069	171	33	with	with	ADP
bracis-19069	171	34	the	the	DET
bracis-19069	171	35	ngt	ngt	PROPN
bracis-19069	171	36	method	method	NOUN
bracis-19069	171	37	.	.	PUNCT
bracis-19069	172	1	table	table	NOUN
bracis-19069	172	2	2	2	NUM
bracis-19069	172	3	.	.	PUNCT
bracis-19069	172	4	results	result	NOUN
bracis-19069	172	5	of	of	ADP
bracis-19069	172	6	the	the	DET
bracis-19069	172	7	best	good	ADJ
bracis-19069	172	8	combinations	combination	NOUN
bracis-19069	172	9	of	of	ADP
bracis-19069	172	10	embeddings	embedding	NOUN
bracis-19069	172	11	vector	vector	NOUN
bracis-19069	172	12	size	size	NOUN
bracis-19069	172	13	for	for	ADP
bracis-19069	172	14	each	each	PRON
bracis-19069	172	15	of	of	ADP
bracis-19069	172	16	fvc	fvc	NOUN
bracis-19069	172	17	’	'	PUNCT
bracis-19069	172	18	dbs.full	dbs.full	NOUN
bracis-19069	172	19	size	size	NOUN
bracis-19069	172	20	table	table	NOUN
bracis-19069	172	21	generally	generally	ADV
bracis-19069	172	22	,	,	PUNCT
bracis-19069	172	23	the	the	PRON
bracis-19069	172	24	larger	large	ADJ
bracis-19069	172	25	the	the	DET
bracis-19069	172	26	vector	vector	NOUN
bracis-19069	172	27	of	of	ADP
bracis-19069	172	28	embeddings	embedding	NOUN
bracis-19069	172	29	,	,	PUNCT
bracis-19069	172	30	the	the	PRON
bracis-19069	172	31	better	well	ADJ
bracis-19069	172	32	the	the	DET
bracis-19069	172	33	results	result	NOUN
bracis-19069	172	34	found	find	VERB
bracis-19069	172	35	by	by	ADP
bracis-19069	172	36	searches	search	NOUN
bracis-19069	172	37	of	of	ADP
bracis-19069	172	38	the	the	DET
bracis-19069	172	39	anns	anns	ADJ
bracis-19069	172	40	methods	method	NOUN
bracis-19069	172	41	,	,	PUNCT
bracis-19069	172	42	but	but	CCONJ
bracis-19069	172	43	the	the	PRON
bracis-19069	172	44	longer	long	ADV
bracis-19069	172	45	the	the	DET
bracis-19069	172	46	search	search	NOUN
bracis-19069	172	47	time	time	NOUN
bracis-19069	172	48	tends	tend	VERB
bracis-19069	172	49	to	to	PART
bracis-19069	172	50	be	be	AUX
bracis-19069	172	51	.	.	PUNCT
bracis-19069	173	1	search	search	NOUN
bracis-19069	173	2	time	time	NOUN
bracis-19069	173	3	in	in	ADP
bracis-19069	173	4	each	each	DET
bracis-19069	173	5	search	search	NOUN
bracis-19069	173	6	performed	perform	VERB
bracis-19069	173	7	presented	present	VERB
bracis-19069	173	8	values	value	NOUN
bracis-19069	173	9	so	so	ADV
bracis-19069	173	10	low	low	ADJ
bracis-19069	173	11	that	that	SCONJ
bracis-19069	173	12	the	the	DET
bracis-19069	173	13	difference	difference	NOUN
bracis-19069	173	14	between	between	ADP
bracis-19069	173	15	these	these	PRON
bracis-19069	173	16	can	can	AUX
bracis-19069	173	17	be	be	AUX
bracis-19069	173	18	considered	consider	VERB
bracis-19069	173	19	disregarded	disregarded	ADJ
bracis-19069	173	20	.	.	PUNCT
bracis-19069	174	1	complementing	complement	VERB
bracis-19069	174	2	the	the	DET
bracis-19069	174	3	previous	previous	ADJ
bracis-19069	174	4	data	data	NOUN
bracis-19069	174	5	,	,	PUNCT
bracis-19069	174	6	table	table	NOUN
bracis-19069	174	7	 	 	SPACE
bracis-19069	174	8	3	3	NUM
bracis-19069	174	9	presents	present	VERB
bracis-19069	174	10	the	the	DET
bracis-19069	174	11	best	good	ADJ
bracis-19069	174	12	results	result	NOUN
bracis-19069	174	13	obtained	obtain	VERB
bracis-19069	174	14	by	by	ADP
bracis-19069	174	15	each	each	PRON
bracis-19069	174	16	of	of	ADP
bracis-19069	174	17	the	the	DET
bracis-19069	174	18	ann	ann	PROPN
bracis-19069	174	19	models	model	NOUN
bracis-19069	174	20	.	.	PUNCT
bracis-19069	175	1	table	table	NOUN
bracis-19069	175	2	3	3	NUM
bracis-19069	175	3	.	.	PUNCT
bracis-19069	176	1	best	good	ADJ
bracis-19069	176	2	results	result	NOUN
bracis-19069	176	3	obtained	obtain	VERB
bracis-19069	176	4	by	by	ADP
bracis-19069	176	5	each	each	PRON
bracis-19069	176	6	of	of	ADP
bracis-19069	176	7	the	the	DET
bracis-19069	176	8	anns	anns	NOUN
bracis-19069	176	9	models.full	models.full	PROPN
bracis-19069	176	10	size	size	NOUN
bracis-19069	176	11	table	table	NOUN
bracis-19069	176	12	interestingly	interestingly	ADV
bracis-19069	176	13	,	,	PUNCT
bracis-19069	176	14	the	the	DET
bracis-19069	176	15	best	good	ADJ
bracis-19069	176	16	results	result	NOUN
bracis-19069	176	17	for	for	ADP
bracis-19069	176	18	each	each	PRON
bracis-19069	176	19	of	of	ADP
bracis-19069	176	20	the	the	DET
bracis-19069	176	21	ann	ann	PROPN
bracis-19069	176	22	models	model	NOUN
bracis-19069	176	23	were	be	AUX
bracis-19069	176	24	all	all	PRON
bracis-19069	176	25	relative	relative	ADJ
bracis-19069	176	26	to	to	ADP
bracis-19069	176	27	searches	search	NOUN
bracis-19069	176	28	over	over	ADP
bracis-19069	176	29	fvc	fvc	PROPN
bracis-19069	176	30	’s	’s	PART
bracis-19069	176	31	2004	2004	NUM
bracis-19069	176	32	db3	db3	PROPN
bracis-19069	176	33	.	.	PUNCT
bracis-19069	177	1	there	there	PRON
bracis-19069	177	2	is	be	VERB
bracis-19069	177	3	evidence	evidence	NOUN
bracis-19069	177	4	that	that	SCONJ
bracis-19069	177	5	this	this	DET
bracis-19069	177	6	dataset	dataset	NOUN
bracis-19069	177	7	has	have	AUX
bracis-19069	177	8	the	the	DET
bracis-19069	177	9	most	most	ADV
bracis-19069	177	10	uncomplicated	uncomplicated	ADJ
bracis-19069	177	11	images	image	NOUN
bracis-19069	177	12	to	to	PART
bracis-19069	177	13	identify	identify	VERB
bracis-19069	177	14	by	by	ADP
bracis-19069	177	15	the	the	DET
bracis-19069	177	16	proposed	propose	VERB
bracis-19069	177	17	method	method	NOUN
bracis-19069	177	18	.	.	PUNCT
bracis-19069	178	1	as	as	ADV
bracis-19069	178	2	much	much	ADV
bracis-19069	178	3	as	as	SCONJ
bracis-19069	178	4	the	the	DET
bracis-19069	178	5	ngt	ngt	NOUN
bracis-19069	178	6	method	method	NOUN
bracis-19069	178	7	was	be	AUX
bracis-19069	178	8	superior	superior	ADJ
bracis-19069	178	9	,	,	PUNCT
bracis-19069	178	10	it	it	PRON
bracis-19069	178	11	is	be	AUX
bracis-19069	178	12	possible	possible	ADJ
bracis-19069	178	13	to	to	PART
bracis-19069	178	14	notice	notice	VERB
bracis-19069	178	15	that	that	SCONJ
bracis-19069	178	16	the	the	DET
bracis-19069	178	17	other	other	ADJ
bracis-19069	178	18	indexing	indexing	NOUN
bracis-19069	178	19	methods	method	NOUN
bracis-19069	178	20	do	do	AUX
bracis-19069	178	21	not	not	PART
bracis-19069	178	22	fall	fall	VERB
bracis-19069	178	23	so	so	ADV
bracis-19069	178	24	far	far	ADV
bracis-19069	178	25	behind	behind	ADV
bracis-19069	178	26	in	in	ADP
bracis-19069	178	27	terms	term	NOUN
bracis-19069	178	28	of	of	ADP
bracis-19069	178	29	accuracy	accuracy	NOUN
bracis-19069	178	30	because	because	SCONJ
bracis-19069	178	31	they	they	PRON
bracis-19069	178	32	still	still	ADV
bracis-19069	178	33	present	present	VERB
bracis-19069	178	34	very	very	ADV
bracis-19069	178	35	competitive	competitive	ADJ
bracis-19069	178	36	results	result	NOUN
bracis-19069	178	37	.	.	PUNCT
bracis-19069	179	1	the	the	DET
bracis-19069	179	2	results	result	NOUN
bracis-19069	179	3	obtained	obtain	VERB
bracis-19069	179	4	in	in	ADP
bracis-19069	179	5	this	this	DET
bracis-19069	179	6	paper	paper	NOUN
bracis-19069	179	7	were	be	AUX
bracis-19069	179	8	compared	compare	VERB
bracis-19069	179	9	with	with	ADP
bracis-19069	179	10	previous	previous	ADJ
bracis-19069	179	11	results	result	NOUN
bracis-19069	179	12	from	from	ADP
bracis-19069	179	13	the	the	DET
bracis-19069	179	14	literature	literature	NOUN
bracis-19069	179	15	.	.	PUNCT
bracis-19069	180	1	for	for	ADP
bracis-19069	180	2	doing	do	VERB
bracis-19069	180	3	so	so	ADV
bracis-19069	180	4	,	,	PUNCT
bracis-19069	180	5	evaluation	evaluation	NOUN
bracis-19069	180	6	was	be	AUX
bracis-19069	180	7	carried	carry	VERB
bracis-19069	180	8	out	out	ADP
bracis-19069	180	9	using	use	VERB
bracis-19069	180	10	the	the	DET
bracis-19069	180	11	same	same	ADJ
bracis-19069	180	12	image	image	NOUN
bracis-19069	180	13	bases	basis	NOUN
bracis-19069	180	14	used	use	VERB
bracis-19069	180	15	in	in	ADP
bracis-19069	180	16	the	the	DET
bracis-19069	180	17	related	relate	VERB
bracis-19069	180	18	works	work	NOUN
bracis-19069	180	19	.	.	PUNCT
bracis-19069	181	1	it	it	PRON
bracis-19069	181	2	is	be	AUX
bracis-19069	181	3	worthy	worthy	ADJ
bracis-19069	181	4	of	of	ADP
bracis-19069	181	5	mentioning	mention	VERB
bracis-19069	181	6	that	that	SCONJ
bracis-19069	181	7	all	all	DET
bracis-19069	181	8	the	the	DET
bracis-19069	181	9	works	work	NOUN
bracis-19069	181	10	considered	consider	VERB
bracis-19069	181	11	used	use	VERB
bracis-19069	181	12	the	the	DET
bracis-19069	181	13	same	same	ADJ
bracis-19069	181	14	search	search	NOUN
bracis-19069	181	15	and	and	CCONJ
bracis-19069	181	16	test	test	NOUN
bracis-19069	181	17	set	set	VERB
bracis-19069	181	18	separation	separation	NOUN
bracis-19069	181	19	scheme	scheme	NOUN
bracis-19069	181	20	.	.	PUNCT
bracis-19069	182	1	the	the	DET
bracis-19069	182	2	comparisons	comparison	NOUN
bracis-19069	182	3	were	be	AUX
bracis-19069	182	4	made	make	VERB
bracis-19069	182	5	considering	consider	VERB
bracis-19069	182	6	the	the	DET
bracis-19069	182	7	best	good	ADJ
bracis-19069	182	8	results	result	NOUN
bracis-19069	182	9	of	of	ADP
bracis-19069	182	10	each	each	DET
bracis-19069	182	11	one	one	NOUN
bracis-19069	182	12	for	for	ADP
bracis-19069	182	13	the	the	DET
bracis-19069	182	14	queries	query	NOUN
bracis-19069	182	15	in	in	ADP
bracis-19069	182	16	the	the	DET
bracis-19069	182	17	respective	respective	ADJ
bracis-19069	182	18	image	image	NOUN
bracis-19069	182	19	database	database	NOUN
bracis-19069	182	20	.	.	PUNCT
bracis-19069	183	1	these	these	DET
bracis-19069	183	2	comparative	comparative	ADJ
bracis-19069	183	3	results	result	NOUN
bracis-19069	183	4	are	be	AUX
bracis-19069	183	5	depicted	depict	VERB
bracis-19069	183	6	by	by	ADP
bracis-19069	183	7	figs	fig	NOUN
bracis-19069	183	8	.	.	PUNCT
bracis-19069	183	9	 	 	SPACE
bracis-19069	183	10	8	8	NUM
bracis-19069	183	11	,	,	PUNCT
bracis-19069	183	12	9	9	NUM
bracis-19069	183	13	,	,	PUNCT
bracis-19069	183	14	10	10	NUM
bracis-19069	183	15	and	and	CCONJ
bracis-19069	183	16	11	11	NUM
bracis-19069	183	17	.	.	X
bracis-19069	184	1	bear	bear	VERB
bracis-19069	184	2	in	in	ADP
bracis-19069	184	3	mind	mind	NOUN
bracis-19069	184	4	that	that	SCONJ
bracis-19069	184	5	some	some	DET
bracis-19069	184	6	works	work	NOUN
bracis-19069	184	7	do	do	AUX
bracis-19069	184	8	not	not	PART
bracis-19069	184	9	appear	appear	VERB
bracis-19069	184	10	in	in	ADP
bracis-19069	184	11	all	all	DET
bracis-19069	184	12	comparisons	comparison	NOUN
bracis-19069	184	13	,	,	PUNCT
bracis-19069	184	14	as	as	SCONJ
bracis-19069	184	15	the	the	DET
bracis-19069	184	16	authors	author	NOUN
bracis-19069	184	17	did	do	AUX
bracis-19069	184	18	not	not	PART
bracis-19069	184	19	present	present	VERB
bracis-19069	184	20	tests	test	NOUN
bracis-19069	184	21	regarding	regard	VERB
bracis-19069	184	22	the	the	DET
bracis-19069	184	23	fingerprints	fingerprint	NOUN
bracis-19069	184	24	database	database	NOUN
bracis-19069	184	25	in	in	ADP
bracis-19069	184	26	their	their	PRON
bracis-19069	184	27	work	work	NOUN
bracis-19069	184	28	.	.	PUNCT
bracis-19069	185	1	fig	fig	NOUN
bracis-19069	185	2	.	.	PUNCT
bracis-19069	186	1	8	8	NUM
bracis-19069	186	2	.	.	X
bracis-19069	186	3	comparison	comparison	NOUN
bracis-19069	186	4	with	with	ADP
bracis-19069	186	5	other	other	ADJ
bracis-19069	186	6	indexing	indexing	NOUN
bracis-19069	186	7	methods	method	NOUN
bracis-19069	186	8	with	with	ADP
bracis-19069	186	9	fvc	fvc	PROPN
bracis-19069	186	10	2000_db2	2000_db2	NUM
bracis-19069	186	11	dataset	dataset	NOUN
bracis-19069	186	12	.	.	PUNCT
bracis-19069	187	1	full	full	ADJ
bracis-19069	187	2	size	size	NOUN
bracis-19069	187	3	image	image	NOUN
bracis-19069	187	4	fig	fig	NOUN
bracis-19069	187	5	.	.	PUNCT
bracis-19069	188	1	9	9	X
bracis-19069	188	2	.	.	X
bracis-19069	188	3	comparison	comparison	NOUN
bracis-19069	188	4	with	with	ADP
bracis-19069	188	5	other	other	ADJ
bracis-19069	188	6	indexing	indexing	NOUN
bracis-19069	188	7	methods	method	NOUN
bracis-19069	188	8	with	with	ADP
bracis-19069	188	9	fvc	fvc	PROPN
bracis-19069	188	10	2000_db3	2000_db3	NUM
bracis-19069	188	11	dataset	dataset	NOUN
bracis-19069	188	12	.	.	PUNCT
bracis-19069	189	1	full	full	ADJ
bracis-19069	189	2	size	size	NOUN
bracis-19069	189	3	image	image	NOUN
bracis-19069	189	4	fig	fig	NOUN
bracis-19069	189	5	.	.	PUNCT
bracis-19069	190	1	10	10	NUM
bracis-19069	190	2	.	.	X
bracis-19069	191	1	comparison	comparison	NOUN
bracis-19069	191	2	with	with	ADP
bracis-19069	191	3	other	other	ADJ
bracis-19069	191	4	indexing	indexing	NOUN
bracis-19069	191	5	methods	method	NOUN
bracis-19069	191	6	with	with	ADP
bracis-19069	191	7	fvc	fvc	PROPN
bracis-19069	191	8	2002_db1	2002_db1	NUM
bracis-19069	191	9	dataset	dataset	NOUN
bracis-19069	191	10	.	.	PUNCT
bracis-19069	192	1	full	full	ADJ
bracis-19069	192	2	size	size	NOUN
bracis-19069	192	3	image	image	NOUN
bracis-19069	192	4	fig	fig	NOUN
bracis-19069	192	5	.	.	PUNCT
bracis-19069	193	1	11	11	NUM
bracis-19069	193	2	.	.	X
bracis-19069	194	1	comparison	comparison	NOUN
bracis-19069	194	2	with	with	ADP
bracis-19069	194	3	other	other	ADJ
bracis-19069	194	4	indexing	indexing	NOUN
bracis-19069	194	5	methods	method	NOUN
bracis-19069	194	6	with	with	ADP
bracis-19069	194	7	fvc	fvc	PROPN
bracis-19069	194	8	2004_db1	2004_db1	NUM
bracis-19069	194	9	dataset	dataset	NOUN
bracis-19069	194	10	.	.	PUNCT
bracis-19069	195	1	full	full	ADJ
bracis-19069	195	2	size	size	NOUN
bracis-19069	195	3	image	image	NOUN
bracis-19069	195	4	the	the	DET
bracis-19069	195	5	search	search	NOUN
bracis-19069	195	6	method	method	NOUN
bracis-19069	195	7	presented	present	VERB
bracis-19069	195	8	in	in	ADP
bracis-19069	195	9	this	this	DET
bracis-19069	195	10	work	work	NOUN
bracis-19069	195	11	using	use	VERB
bracis-19069	195	12	ann	ann	PROPN
bracis-19069	195	13	models	model	NOUN
bracis-19069	195	14	presented	present	VERB
bracis-19069	195	15	better	well	ADJ
bracis-19069	195	16	results	result	NOUN
bracis-19069	195	17	in	in	ADP
bracis-19069	195	18	most	most	ADJ
bracis-19069	195	19	cases	case	NOUN
bracis-19069	195	20	.	.	PUNCT
bracis-19069	196	1	unfortunately	unfortunately	ADV
bracis-19069	196	2	,	,	PUNCT
bracis-19069	196	3	none	none	NOUN
bracis-19069	196	4	of	of	ADP
bracis-19069	196	5	the	the	DET
bracis-19069	196	6	related	relate	VERB
bracis-19069	196	7	works	work	NOUN
bracis-19069	196	8	discussed	discuss	VERB
bracis-19069	196	9	in	in	ADP
bracis-19069	196	10	this	this	DET
bracis-19069	196	11	paper	paper	NOUN
bracis-19069	196	12	present	present	ADJ
bracis-19069	196	13	information	information	NOUN
bracis-19069	196	14	on	on	ADP
bracis-19069	196	15	search	search	NOUN
bracis-19069	196	16	times	time	NOUN
bracis-19069	196	17	for	for	ADP
bracis-19069	196	18	comparison	comparison	NOUN
bracis-19069	196	19	,	,	PUNCT
bracis-19069	196	20	which	which	PRON
bracis-19069	196	21	would	would	AUX
bracis-19069	196	22	probably	probably	ADV
bracis-19069	196	23	enhance	enhance	VERB
bracis-19069	196	24	the	the	DET
bracis-19069	196	25	proposal	proposal	NOUN
bracis-19069	196	26	of	of	ADP
bracis-19069	196	27	this	this	DET
bracis-19069	196	28	work	work	NOUN
bracis-19069	196	29	even	even	ADV
bracis-19069	196	30	more	more	ADV
bracis-19069	196	31	.	.	PUNCT
bracis-19069	197	1	after	after	ADV
bracis-19069	197	2	all	all	ADV
bracis-19069	197	3	,	,	PUNCT
bracis-19069	197	4	the	the	DET
bracis-19069	197	5	search	search	NOUN
bracis-19069	197	6	times	time	NOUN
bracis-19069	197	7	were	be	AUX
bracis-19069	197	8	negligible	negligible	ADJ
bracis-19069	197	9	.	.	PUNCT
bracis-19069	198	1	8	8	NUM
bracis-19069	198	2	conclusion	conclusion	NOUN
bracis-19069	198	3	this	this	DET
bracis-19069	198	4	work	work	NOUN
bracis-19069	198	5	presented	present	VERB
bracis-19069	198	6	a	a	DET
bracis-19069	198	7	method	method	NOUN
bracis-19069	198	8	for	for	ADP
bracis-19069	198	9	fingerprint	fingerprint	NOUN
bracis-19069	198	10	indexing	indexing	NOUN
bracis-19069	198	11	based	base	VERB
bracis-19069	198	12	on	on	ADP
bracis-19069	198	13	deep	deep	ADJ
bracis-19069	198	14	embedding	embed	VERB
bracis-19069	198	15	vector	vector	NOUN
bracis-19069	198	16	extraction	extraction	NOUN
bracis-19069	198	17	using	use	VERB
bracis-19069	198	18	cnn	cnn	PROPN
bracis-19069	198	19	and	and	CCONJ
bracis-19069	198	20	anns	ann	NOUN
bracis-19069	198	21	.	.	PUNCT
bracis-19069	199	1	we	we	PRON
bracis-19069	199	2	performed	perform	VERB
bracis-19069	199	3	several	several	ADJ
bracis-19069	199	4	experiments	experiment	NOUN
bracis-19069	199	5	varying	vary	VERB
bracis-19069	199	6	the	the	DET
bracis-19069	199	7	embedding	embed	VERB
bracis-19069	199	8	vector	vector	NOUN
bracis-19069	199	9	size	size	NOUN
bracis-19069	199	10	and	and	CCONJ
bracis-19069	199	11	using	use	VERB
bracis-19069	199	12	four	four	NUM
bracis-19069	199	13	anns	anns	ADJ
bracis-19069	199	14	methods	method	NOUN
bracis-19069	199	15	(	(	PUNCT
bracis-19069	199	16	annoy	annoy	VERB
bracis-19069	199	17	,	,	PUNCT
bracis-19069	199	18	ngt	ngt	X
bracis-19069	199	19	,	,	PUNCT
bracis-19069	199	20	hnsw	hnsw	NOUN
bracis-19069	199	21	,	,	PUNCT
bracis-19069	199	22	and	and	CCONJ
bracis-19069	199	23	nanoflann	nanoflann	NOUN
bracis-19069	199	24	)	)	PUNCT
bracis-19069	199	25	.	.	PUNCT
bracis-19069	200	1	the	the	DET
bracis-19069	200	2	feature	feature	NOUN
bracis-19069	200	3	extraction	extraction	NOUN
bracis-19069	200	4	cnn	cnn	PROPN
bracis-19069	200	5	was	be	AUX
bracis-19069	200	6	trained	train	VERB
bracis-19069	200	7	using	use	VERB
bracis-19069	200	8	a	a	DET
bracis-19069	200	9	synthetic	synthetic	ADJ
bracis-19069	200	10	dataset	dataset	NOUN
bracis-19069	200	11	that	that	PRON
bracis-19069	200	12	was	be	AUX
bracis-19069	200	13	applied	apply	VERB
bracis-19069	200	14	out	out	ADP
bracis-19069	200	15	-	-	PUNCT
bracis-19069	200	16	of	of	ADP
bracis-19069	200	17	-	-	PUNCT
bracis-19069	200	18	the	the	DET
bracis-19069	200	19	-	-	PUNCT
bracis-19069	200	20	box	box	NOUN
bracis-19069	200	21	to	to	ADP
bracis-19069	200	22	the	the	DET
bracis-19069	200	23	evaluation	evaluation	NOUN
bracis-19069	200	24	datasets	dataset	NOUN
bracis-19069	200	25	constructed	construct	VERB
bracis-19069	200	26	with	with	ADP
bracis-19069	200	27	different	different	ADJ
bracis-19069	200	28	sensors	sensor	NOUN
bracis-19069	200	29	for	for	ADP
bracis-19069	200	30	real	real	ADJ
bracis-19069	200	31	-	-	PUNCT
bracis-19069	200	32	world	world	NOUN
bracis-19069	200	33	fingerprints	fingerprint	NOUN
bracis-19069	200	34	(	(	PUNCT
bracis-19069	200	35	see	see	VERB
bracis-19069	200	36	table	table	NOUN
bracis-19069	200	37	 	 	SPACE
bracis-19069	200	38	1	1	NUM
bracis-19069	200	39	)	)	PUNCT
bracis-19069	200	40	.	.	PUNCT
bracis-19069	201	1	experimental	experimental	ADJ
bracis-19069	201	2	results	result	NOUN
bracis-19069	201	3	indicate	indicate	VERB
bracis-19069	201	4	that	that	SCONJ
bracis-19069	201	5	the	the	DET
bracis-19069	201	6	proposed	propose	VERB
bracis-19069	201	7	method	method	NOUN
bracis-19069	201	8	is	be	AUX
bracis-19069	201	9	competitive	competitive	ADJ
bracis-19069	201	10	compared	compare	VERB
bracis-19069	201	11	to	to	ADP
bracis-19069	201	12	other	other	ADJ
bracis-19069	201	13	works	work	NOUN
bracis-19069	201	14	found	find	VERB
bracis-19069	201	15	in	in	ADP
bracis-19069	201	16	the	the	DET
bracis-19069	201	17	literature	literature	NOUN
bracis-19069	201	18	.	.	PUNCT
bracis-19069	202	1	on	on	ADP
bracis-19069	202	2	top	top	NOUN
bracis-19069	202	3	of	of	ADP
bracis-19069	202	4	that	that	PRON
bracis-19069	202	5	,	,	PUNCT
bracis-19069	202	6	for	for	ADP
bracis-19069	202	7	several	several	ADJ
bracis-19069	202	8	fvc	fvc	NOUN
bracis-19069	202	9	databases	database	NOUN
bracis-19069	202	10	,	,	PUNCT
bracis-19069	202	11	the	the	DET
bracis-19069	202	12	method	method	NOUN
bracis-19069	202	13	achieved	achieve	VERB
bracis-19069	202	14	100	100	NUM
bracis-19069	202	15	%	%	NOUN
bracis-19069	202	16	hit	hit	NOUN
bracis-19069	202	17	rate	rate	NOUN
bracis-19069	202	18	at	at	ADP
bracis-19069	202	19	a	a	DET
bracis-19069	202	20	low	low	ADJ
bracis-19069	202	21	penetration	penetration	NOUN
bracis-19069	202	22	rate	rate	NOUN
bracis-19069	202	23	of	of	ADP
bracis-19069	202	24	1	1	NUM
bracis-19069	202	25	%	%	NOUN
bracis-19069	202	26	.	.	PUNCT
bracis-19069	203	1	it	it	PRON
bracis-19069	203	2	is	be	AUX
bracis-19069	203	3	important	important	ADJ
bracis-19069	203	4	to	to	PART
bracis-19069	203	5	highlight	highlight	VERB
bracis-19069	203	6	that	that	SCONJ
bracis-19069	203	7	the	the	DET
bracis-19069	203	8	cnn	cnn	PROPN
bracis-19069	203	9	used	use	VERB
bracis-19069	203	10	(	(	PUNCT
bracis-19069	203	11	resnet18	resnet18	NOUN
bracis-19069	203	12	)	)	PUNCT
bracis-19069	203	13	is	be	AUX
bracis-19069	203	14	simple	simple	ADJ
bracis-19069	203	15	and	and	CCONJ
bracis-19069	203	16	fast	fast	ADJ
bracis-19069	203	17	.	.	PUNCT
bracis-19069	204	1	this	this	DET
bracis-19069	204	2	model	model	NOUN
bracis-19069	204	3	can	can	AUX
bracis-19069	204	4	be	be	AUX
bracis-19069	204	5	leveraged	leverage	VERB
bracis-19069	204	6	to	to	PART
bracis-19069	204	7	run	run	VERB
bracis-19069	204	8	the	the	DET
bracis-19069	204	9	proposed	propose	VERB
bracis-19069	204	10	method	method	NOUN
bracis-19069	204	11	on	on	ADP
bracis-19069	204	12	resource	resource	NOUN
bracis-19069	204	13	-	-	PUNCT
bracis-19069	204	14	constrained	constrain	VERB
bracis-19069	204	15	devices	device	NOUN
bracis-19069	204	16	,	,	PUNCT
bracis-19069	204	17	such	such	ADJ
bracis-19069	204	18	as	as	ADP
bracis-19069	204	19	smartphones	smartphone	NOUN
bracis-19069	204	20	,	,	PUNCT
bracis-19069	204	21	as	as	ADV
bracis-19069	204	22	well	well	ADV
bracis-19069	204	23	as	as	ADP
bracis-19069	204	24	stated	state	VERB
bracis-19069	204	25	by	by	ADP
bracis-19069	204	26	the	the	DET
bracis-19069	204	27	tiny	tiny	ADJ
bracis-19069	204	28	search	search	NOUN
bracis-19069	204	29	times	time	NOUN
bracis-19069	204	30	.	.	PUNCT
bracis-19069	205	1	as	as	ADP
bracis-19069	205	2	for	for	ADP
bracis-19069	205	3	future	future	ADJ
bracis-19069	205	4	work	work	NOUN
bracis-19069	205	5	,	,	PUNCT
bracis-19069	205	6	it	it	PRON
bracis-19069	205	7	is	be	AUX
bracis-19069	205	8	intended	intend	VERB
bracis-19069	205	9	to	to	PART
bracis-19069	205	10	use	use	VERB
bracis-19069	205	11	other	other	ADJ
bracis-19069	205	12	cnns	cnn	NOUN
bracis-19069	205	13	to	to	PART
bracis-19069	205	14	compare	compare	VERB
bracis-19069	205	15	with	with	ADP
bracis-19069	205	16	the	the	DET
bracis-19069	205	17	performance	performance	NOUN
bracis-19069	205	18	of	of	ADP
bracis-19069	205	19	resnet18	resnet18	NOUN
bracis-19069	205	20	.	.	PUNCT
bracis-19069	206	1	it	it	PRON
bracis-19069	206	2	is	be	AUX
bracis-19069	206	3	intended	intend	VERB
bracis-19069	206	4	to	to	PART
bracis-19069	206	5	use	use	VERB
bracis-19069	206	6	other	other	ADJ
bracis-19069	206	7	databases	database	NOUN
bracis-19069	206	8	for	for	ADP
bracis-19069	206	9	training	training	NOUN
bracis-19069	206	10	cnns	cnn	NOUN
bracis-19069	206	11	for	for	ADP
bracis-19069	206	12	the	the	DET
bracis-19069	206	13	indexing	indexing	NOUN
bracis-19069	206	14	stage	stage	NOUN
bracis-19069	206	15	and	and	CCONJ
bracis-19069	206	16	also	also	ADV
bracis-19069	206	17	for	for	ADP
bracis-19069	206	18	the	the	DET
bracis-19069	206	19	query	query	NOUN
bracis-19069	206	20	stage	stage	NOUN
bracis-19069	206	21	.	.	PUNCT
bracis-19069	207	1	finally	finally	ADV
bracis-19069	207	2	,	,	PUNCT
bracis-19069	207	3	it	it	PRON
bracis-19069	207	4	is	be	AUX
bracis-19069	207	5	planned	plan	VERB
bracis-19069	207	6	to	to	PART
bracis-19069	207	7	test	test	VERB
bracis-19069	207	8	the	the	DET
bracis-19069	207	9	solution	solution	NOUN
bracis-19069	207	10	on	on	ADP
bracis-19069	207	11	smartphones	smartphone	NOUN
bracis-19069	207	12	,	,	PUNCT
bracis-19069	207	13	at	at	ADP
bracis-19069	207	14	least	least	ADJ
bracis-19069	207	15	the	the	DET
bracis-19069	207	16	query	query	NOUN
bracis-19069	207	17	step	step	NOUN
bracis-19069	207	18	,	,	PUNCT
bracis-19069	207	19	in	in	ADP
bracis-19069	207	20	order	order	NOUN
bracis-19069	207	21	to	to	PART
bracis-19069	207	22	verify	verify	VERB
bracis-19069	207	23	performance	performance	NOUN
bracis-19069	207	24	on	on	ADP
bracis-19069	207	25	mobile	mobile	ADJ
bracis-19069	207	26	hardware	hardware	NOUN
bracis-19069	207	27	.	.	PUNCT
bracis-19069	208	1	notes	note	VERB
bracis-19069	208	2	1.the	1.the	DET
bracis-19069	208	3	synthetic	synthetic	ADJ
bracis-19069	208	4	fingerprint	fingerprint	NOUN
bracis-19069	208	5	base	base	NOUN
bracis-19069	208	6	is	be	AUX
bracis-19069	208	7	available	available	ADJ
bracis-19069	208	8	at	at	ADP
bracis-19069	208	9	the	the	DET
bracis-19069	208	10	following	follow	VERB
bracis-19069	208	11	link	link	NOUN
bracis-19069	208	12	:	:	PUNCT
bracis-19069	208	13	https://github.com/leonardocosta21/fingerprint-synthetic-dataset	https://github.com/leonardocosta21/fingerprint-synthetic-dataset	PROPN
bracis-19069	208	14	.	.	PUNCT
bracis-19069	209	1	references	reference	NOUN
bracis-19069	209	2	anand	anand	PROPN
bracis-19069	209	3	,	,	PUNCT
bracis-19069	209	4	v.	v.	PROPN
bracis-19069	209	5	,	,	PUNCT
bracis-19069	209	6	kanhangad	kanhangad	INTJ
bracis-19069	209	7	,	,	PUNCT
bracis-19069	209	8	v.	v.	ADJ
bracis-19069	209	9	:	:	PUNCT
bracis-19069	209	10	pore	pore	ADJ
bracis-19069	209	11	-	-	PUNCT
bracis-19069	209	12	based	base	VERB
bracis-19069	209	13	indexing	indexing	NOUN
bracis-19069	209	14	for	for	ADP
bracis-19069	209	15	fingerprints	fingerprint	NOUN
bracis-19069	209	16	acquired	acquire	VERB
bracis-19069	209	17	using	use	VERB
bracis-19069	209	18	high	high	ADJ
bracis-19069	209	19	-	-	PUNCT
bracis-19069	209	20	resolution	resolution	NOUN
bracis-19069	209	21	sensors	sensor	NOUN
bracis-19069	209	22	.	.	PUNCT
bracis-19069	210	1	pattern	pattern	NOUN
bracis-19069	210	2	anal	anal	PROPN
bracis-19069	210	3	.	.	PUNCT
bracis-19069	211	1	appl	appl	PROPN
bracis-19069	211	2	.	.	PUNCT
bracis-19069	212	1	23(1	23(1	X
bracis-19069	212	2	)	)	PUNCT
bracis-19069	212	3	,	,	PUNCT
bracis-19069	212	4	429–441	429–441	NUM
bracis-19069	212	5	(	(	PUNCT
bracis-19069	212	6	2019	2019	NUM
bracis-19069	212	7	)	)	PUNCT
bracis-19069	212	8	.	.	PUNCT
bracis-19069	213	1	https://doi.org/10.1007/s10044-019-00805-3	https://doi.org/10.1007/s10044-019-00805-3	PROPN
bracis-19069	213	2	article	article	PROPN
bracis-19069	213	3	  	  	SPACE
bracis-19069	213	4	google	google	PROPN
bracis-19069	213	5	scholar	scholar	NOUN
bracis-19069	213	6	  	  	SPACE
bracis-19069	213	7	aumüller	aumüller	NOUN
bracis-19069	213	8	,	,	PUNCT
bracis-19069	213	9	m.	m.	NOUN
bracis-19069	213	10	,	,	PUNCT
bracis-19069	213	11	bernhardsson	bernhardsson	PROPN
bracis-19069	213	12	,	,	PUNCT
bracis-19069	213	13	e.	e.	PROPN
bracis-19069	213	14	,	,	PUNCT
bracis-19069	213	15	faithfull	faithfull	PROPN
bracis-19069	213	16	,	,	PUNCT
bracis-19069	213	17	a.	a.	NOUN
bracis-19069	213	18	:	:	PUNCT
bracis-19069	213	19	ann	ann	PROPN
bracis-19069	213	20	-	-	PUNCT
bracis-19069	213	21	benchmarks	benchmark	NOUN
bracis-19069	213	22	:	:	PUNCT
bracis-19069	213	23	a	a	DET
bracis-19069	213	24	benchmarking	benchmarke	VERB
bracis-19069	213	25	tool	tool	NOUN
bracis-19069	213	26	for	for	ADP
bracis-19069	213	27	approximate	approximate	ADJ
bracis-19069	213	28	nearest	near	ADJ
bracis-19069	213	29	neighbor	neighbor	NOUN
bracis-19069	213	30	algorithms	algorithm	NOUN
bracis-19069	213	31	.	.	PUNCT
bracis-19069	214	1	in	in	ADP
bracis-19069	214	2	:	:	PUNCT
bracis-19069	214	3	beecks	beecks	PROPN
bracis-19069	214	4	,	,	PUNCT
bracis-19069	214	5	c.	c.	NOUN
bracis-19069	214	6	,	,	PUNCT
bracis-19069	214	7	borutta	borutta	NOUN
bracis-19069	214	8	,	,	PUNCT
bracis-19069	214	9	f.	f.	PROPN
bracis-19069	214	10	,	,	PUNCT
bracis-19069	214	11	kroger	kroger	PROPN
bracis-19069	214	12	,	,	PUNCT
bracis-19069	214	13	p.	p.	PROPN
bracis-19069	214	14	,	,	PUNCT
bracis-19069	214	15	seidl	seidl	NOUN
bracis-19069	214	16	,	,	PUNCT
bracis-19069	214	17	t.	t.	PROPN
bracis-19069	214	18	(	(	PUNCT
bracis-19069	214	19	eds	eds	PROPN
bracis-19069	214	20	.	.	PUNCT
bracis-19069	214	21	)	)	PUNCT
bracis-19069	215	1	international	international	ADJ
bracis-19069	215	2	conference	conference	NOUN
bracis-19069	215	3	on	on	ADP
bracis-19069	215	4	similarity	similarity	NOUN
bracis-19069	215	5	search	search	NOUN
bracis-19069	215	6	and	and	CCONJ
bracis-19069	215	7	applications	application	NOUN
bracis-19069	215	8	,	,	PUNCT
bracis-19069	215	9	vol	vol	NOUN
bracis-19069	215	10	.	.	PROPN
bracis-19069	215	11	10609	10609	NUM
bracis-19069	215	12	,	,	PUNCT
bracis-19069	215	13	pp	pp	ADV
bracis-19069	215	14	.	.	PUNCT
bracis-19069	216	1	34–49	34–49	NUM
bracis-19069	216	2	.	.	PUNCT
bracis-19069	216	3	springer	springer	NOUN
bracis-19069	216	4	,	,	PUNCT
bracis-19069	216	5	heidelberg	heidelberg	PROPN
bracis-19069	216	6	(	(	PUNCT
bracis-19069	216	7	2017	2017	NUM
bracis-19069	216	8	)	)	PUNCT
bracis-19069	216	9	.	.	PUNCT
bracis-19069	217	1	https://doi.org/10.1007/978-3-319-68474-1_3	https://doi.org/10.1007/978-3-319-68474-1_3	PROPN
bracis-19069	217	2	chapter	chapter	NOUN
bracis-19069	217	3	  	  	SPACE
bracis-19069	217	4	google	google	PROPN
bracis-19069	217	5	scholar	scholar	NOUN
bracis-19069	217	6	  	  	SPACE
bracis-19069	217	7	balntas	balnta	NOUN
bracis-19069	217	8	,	,	PUNCT
bracis-19069	217	9	v.	v.	ADV
bracis-19069	217	10	,	,	PUNCT
bracis-19069	217	11	riba	riba	PROPN
bracis-19069	217	12	,	,	PUNCT
bracis-19069	217	13	e.	e.	PROPN
bracis-19069	217	14	,	,	PUNCT
bracis-19069	217	15	ponsa	ponsa	PROPN
bracis-19069	217	16	,	,	PUNCT
bracis-19069	217	17	d.	d.	PROPN
bracis-19069	217	18	,	,	PUNCT
bracis-19069	217	19	mikolajczyk	mikolajczyk	NOUN
bracis-19069	217	20	,	,	PUNCT
bracis-19069	217	21	k.	k.	PROPN
bracis-19069	217	22	:	:	PUNCT
bracis-19069	217	23	learning	learn	VERB
bracis-19069	217	24	local	local	ADJ
bracis-19069	217	25	feature	feature	NOUN
bracis-19069	217	26	descriptors	descriptor	NOUN
bracis-19069	217	27	with	with	ADP
bracis-19069	217	28	triplets	triplet	NOUN
bracis-19069	217	29	and	and	CCONJ
bracis-19069	217	30	shallow	shallow	ADJ
bracis-19069	217	31	convolutional	convolutional	ADJ
bracis-19069	217	32	neural	neural	ADJ
bracis-19069	217	33	networks	network	NOUN
bracis-19069	217	34	.	.	PUNCT
bracis-19069	218	1	in	in	ADP
bracis-19069	218	2	:	:	PUNCT
bracis-19069	218	3	bmvc	bmvc	NOUN
bracis-19069	218	4	,	,	PUNCT
bracis-19069	218	5	vol	vol	NOUN
bracis-19069	218	6	.	.	PROPN
bracis-19069	218	7	1	1	NUM
bracis-19069	218	8	,	,	PUNCT
bracis-19069	218	9	pp	pp	ADJ
bracis-19069	218	10	.	.	PUNCT
bracis-19069	219	1	1–11	1–11	PROPN
bracis-19069	219	2	(	(	PUNCT
bracis-19069	219	3	2016	2016	NUM
bracis-19069	219	4	)	)	PUNCT
bracis-19069	219	5	google	google	PROPN
bracis-19069	219	6	scholar	scholar	NOUN
bracis-19069	219	7	  	  	SPACE
bracis-19069	219	8	blanco	blanco	PROPN
bracis-19069	219	9	,	,	PUNCT
bracis-19069	219	10	j.l	j.l	PROPN
bracis-19069	219	11	.	.	PROPN
bracis-19069	219	12	,	,	PUNCT
bracis-19069	219	13	rai	rai	PROPN
bracis-19069	219	14	,	,	PUNCT
bracis-19069	219	15	p.k	p.k	PROPN
bracis-19069	219	16	.	.	PUNCT
bracis-19069	219	17	:	:	PUNCT
bracis-19069	220	1	nanoflann	nanoflann	PROPN
bracis-19069	220	2	:	:	PUNCT
bracis-19069	220	3	a	a	DET
bracis-19069	220	4	c++	c++	NOUN
bracis-19069	220	5	header	header	NOUN
bracis-19069	220	6	-	-	PUNCT
bracis-19069	220	7	only	only	ADJ
bracis-19069	220	8	fork	fork	NOUN
bracis-19069	220	9	of	of	ADP
bracis-19069	220	10	flann	flann	PROPN
bracis-19069	220	11	,	,	PUNCT
bracis-19069	220	12	a	a	DET
bracis-19069	220	13	library	library	NOUN
bracis-19069	220	14	for	for	ADP
bracis-19069	220	15	nearest	near	ADJ
bracis-19069	220	16	neighbor	neighbor	NOUN
bracis-19069	220	17	(	(	PUNCT
bracis-19069	220	18	nn	nn	PROPN
bracis-19069	220	19	)	)	PUNCT
bracis-19069	220	20	wih	wih	PROPN
bracis-19069	220	21	kd	kd	PROPN
bracis-19069	220	22	-	-	PUNCT
bracis-19069	220	23	trees	tree	NOUN
bracis-19069	220	24	(	(	PUNCT
bracis-19069	220	25	2014	2014	NUM
bracis-19069	220	26	)	)	PUNCT
bracis-19069	220	27	google	google	NOUN
bracis-19069	220	28	scholar	scholar	NOUN
bracis-19069	220	29	  	  	SPACE
bracis-19069	220	30	boytsov	boytsov	NOUN
bracis-19069	220	31	,	,	PUNCT
bracis-19069	220	32	l.	l.	PROPN
bracis-19069	220	33	,	,	PUNCT
bracis-19069	220	34	novak	novak	PROPN
bracis-19069	220	35	,	,	PUNCT
bracis-19069	220	36	d.	d.	PROPN
bracis-19069	220	37	,	,	PUNCT
bracis-19069	220	38	malkov	malkov	PROPN
bracis-19069	220	39	,	,	PUNCT
bracis-19069	220	40	y.	y.	PROPN
bracis-19069	220	41	,	,	PUNCT
bracis-19069	220	42	nyberg	nyberg	PROPN
bracis-19069	220	43	,	,	PUNCT
bracis-19069	220	44	e.	e.	PROPN
bracis-19069	220	45	:	:	PUNCT
bracis-19069	220	46	off	off	ADP
bracis-19069	220	47	the	the	DET
bracis-19069	220	48	beaten	beat	VERB
bracis-19069	220	49	path	path	NOUN
bracis-19069	220	50	:	:	PUNCT
bracis-19069	220	51	let	let	VERB
bracis-19069	220	52	’s	’s	PRON
bracis-19069	220	53	replace	replace	VERB
bracis-19069	220	54	term	term	NOUN
bracis-19069	220	55	-	-	PUNCT
bracis-19069	220	56	based	base	VERB
bracis-19069	220	57	retrieval	retrieval	NOUN
bracis-19069	220	58	with	with	ADP
bracis-19069	220	59	k	k	PROPN
bracis-19069	220	60	-	-	PUNCT
bracis-19069	220	61	nn	nn	ADJ
bracis-19069	220	62	search	search	NOUN
bracis-19069	220	63	.	.	PUNCT
bracis-19069	221	1	in	in	ADP
bracis-19069	221	2	:	:	PUNCT
bracis-19069	221	3	proceedings	proceeding	NOUN
bracis-19069	221	4	of	of	ADP
bracis-19069	221	5	the	the	DET
bracis-19069	221	6	25th	25th	ADJ
bracis-19069	221	7	acm	acm	PROPN
bracis-19069	221	8	international	international	PROPN
bracis-19069	221	9	on	on	ADP
bracis-19069	221	10	conference	conference	NOUN
bracis-19069	221	11	on	on	ADP
bracis-19069	221	12	information	information	NOUN
bracis-19069	221	13	and	and	CCONJ
bracis-19069	221	14	knowledge	knowledge	NOUN
bracis-19069	221	15	management	management	NOUN
bracis-19069	221	16	,	,	PUNCT
bracis-19069	221	17	pp	pp	ADP
bracis-19069	221	18	.	.	PUNCT
bracis-19069	222	1	1099–1108	1099–1108	NUM
bracis-19069	222	2	(	(	PUNCT
bracis-19069	222	3	2016	2016	NUM
bracis-19069	222	4	)	)	PUNCT
bracis-19069	222	5	google	google	PROPN
bracis-19069	222	6	scholar	scholar	NOUN
bracis-19069	222	7	  	  	SPACE
bracis-19069	222	8	cao	cao	PROPN
bracis-19069	222	9	,	,	PUNCT
bracis-19069	222	10	k.	k.	PROPN
bracis-19069	222	11	,	,	PUNCT
bracis-19069	222	12	jain	jain	PROPN
bracis-19069	222	13	,	,	PUNCT
bracis-19069	222	14	a.k	a.k	PROPN
bracis-19069	222	15	.	.	PROPN
bracis-19069	222	16	:	:	PUNCT
bracis-19069	222	17	fingerprint	fingerprint	NOUN
bracis-19069	222	18	indexing	indexing	NOUN
bracis-19069	222	19	and	and	CCONJ
bracis-19069	222	20	matching	matching	NOUN
bracis-19069	222	21	:	:	PUNCT
bracis-19069	222	22	an	an	DET
bracis-19069	222	23	integrated	integrated	ADJ
bracis-19069	222	24	approach	approach	NOUN
bracis-19069	222	25	.	.	PUNCT
bracis-19069	223	1	in	in	ADP
bracis-19069	223	2	:	:	PUNCT
bracis-19069	223	3	2017	2017	NUM
bracis-19069	223	4	ieee	ieee	NOUN
bracis-19069	223	5	international	international	ADJ
bracis-19069	223	6	joint	joint	ADJ
bracis-19069	223	7	conference	conference	NOUN
bracis-19069	223	8	on	on	ADP
bracis-19069	223	9	biometrics	biometric	NOUN
bracis-19069	223	10	(	(	PUNCT
bracis-19069	223	11	ijcb	ijcb	NOUN
bracis-19069	223	12	)	)	PUNCT
bracis-19069	223	13	,	,	PUNCT
bracis-19069	223	14	pp	pp	ADP
bracis-19069	223	15	.	.	PUNCT
bracis-19069	224	1	437–445	437–445	NUM
bracis-19069	224	2	.	.	PUNCT
bracis-19069	225	1	ieee	ieee	NOUN
bracis-19069	225	2	(	(	PUNCT
bracis-19069	225	3	2017	2017	NUM
bracis-19069	225	4	)	)	PUNCT
bracis-19069	225	5	google	google	PROPN
bracis-19069	225	6	scholar	scholar	NOUN
bracis-19069	225	7	  	  	SPACE
bracis-19069	225	8	galton	galton	PROPN
bracis-19069	225	9	,	,	PUNCT
bracis-19069	225	10	f.	f.	PROPN
bracis-19069	225	11	:	:	PUNCT
bracis-19069	225	12	finger	finger	NOUN
bracis-19069	225	13	prints	prints	PROPN
bracis-19069	225	14	macmillan	macmillan	PROPN
bracis-19069	225	15	(	(	PUNCT
bracis-19069	225	16	1892	1892	NUM
bracis-19069	225	17	)	)	PUNCT
bracis-19069	225	18	google	google	PROPN
bracis-19069	225	19	scholar	scholar	NOUN
bracis-19069	225	20	  	  	SPACE
bracis-19069	225	21	gupta	gupta	PROPN
bracis-19069	225	22	,	,	PUNCT
bracis-19069	225	23	p.	p.	NOUN
bracis-19069	225	24	,	,	PUNCT
bracis-19069	225	25	tiwari	tiwari	PROPN
bracis-19069	225	26	,	,	PUNCT
bracis-19069	225	27	k.	k.	PROPN
bracis-19069	225	28	,	,	PUNCT
bracis-19069	225	29	arora	arora	PROPN
bracis-19069	225	30	,	,	PUNCT
bracis-19069	225	31	g.	g.	PROPN
bracis-19069	225	32	:	:	PUNCT
bracis-19069	225	33	fingerprint	fingerprint	NOUN
bracis-19069	225	34	indexing	indexing	NOUN
bracis-19069	225	35	schemes	scheme	NOUN
bracis-19069	225	36	-	-	PUNCT
bracis-19069	225	37	a	a	DET
bracis-19069	225	38	survey	survey	NOUN
bracis-19069	225	39	.	.	PUNCT
bracis-19069	226	1	neurocomputing	neurocompute	VERB
bracis-19069	226	2	335	335	NUM
bracis-19069	226	3	,	,	PUNCT
bracis-19069	226	4	352–365	352–365	NUM
bracis-19069	226	5	(	(	PUNCT
bracis-19069	226	6	2019	2019	NUM
bracis-19069	226	7	)	)	PUNCT
bracis-19069	226	8	article	article	NOUN
bracis-19069	226	9	  	  	SPACE
bracis-19069	226	10	google	google	PROPN
bracis-19069	226	11	scholar	scholar	NOUN
bracis-19069	226	12	  	  	SPACE
bracis-19069	226	13	gysel	gysel	NOUN
bracis-19069	226	14	,	,	PUNCT
bracis-19069	226	15	c.v	c.v	PROPN
bracis-19069	226	16	.	.	PROPN
bracis-19069	226	17	,	,	PUNCT
bracis-19069	226	18	de	de	X
bracis-19069	226	19	rijke	rijke	NOUN
bracis-19069	226	20	,	,	PUNCT
bracis-19069	226	21	m.	m.	NOUN
bracis-19069	226	22	,	,	PUNCT
bracis-19069	226	23	kanoulas	kanoulas	PROPN
bracis-19069	226	24	,	,	PUNCT
bracis-19069	226	25	e.	e.	PROPN
bracis-19069	226	26	:	:	PUNCT
bracis-19069	226	27	neural	neural	ADJ
bracis-19069	226	28	vector	vector	NOUN
bracis-19069	226	29	spaces	space	NOUN
bracis-19069	226	30	for	for	ADP
bracis-19069	226	31	unsupervised	unsupervised	ADJ
bracis-19069	226	32	information	information	NOUN
bracis-19069	226	33	retrieval	retrieval	NOUN
bracis-19069	226	34	.	.	PUNCT
bracis-19069	227	1	acm	acm	PROPN
bracis-19069	227	2	trans	trans	PROPN
bracis-19069	227	3	.	.	PROPN
bracis-19069	227	4	inf	inf	PROPN
bracis-19069	227	5	.	.	PUNCT
bracis-19069	227	6	syst	syst	PROPN
bracis-19069	227	7	.	.	PUNCT
bracis-19069	228	1	(	(	PUNCT
bracis-19069	228	2	tois	tois	NOUN
bracis-19069	228	3	)	)	PUNCT
bracis-19069	228	4	36(4	36(4	NUM
bracis-19069	228	5	)	)	PUNCT
bracis-19069	228	6	,	,	PUNCT
bracis-19069	228	7	1–25	1–25	PROPN
bracis-19069	228	8	(	(	PUNCT
bracis-19069	228	9	2018	2018	NUM
bracis-19069	228	10	)	)	PUNCT
bracis-19069	228	11	article	article	NOUN
bracis-19069	228	12	  	  	SPACE
bracis-19069	228	13	google	google	PROPN
bracis-19069	228	14	scholar	scholar	NOUN
bracis-19069	228	15	  	  	SPACE
bracis-19069	228	16	he	he	PRON
bracis-19069	228	17	,	,	PUNCT
bracis-19069	228	18	k.	k.	PROPN
bracis-19069	228	19	,	,	PUNCT
bracis-19069	228	20	zhang	zhang	PROPN
bracis-19069	228	21	,	,	PUNCT
bracis-19069	228	22	x.	x.	PROPN
bracis-19069	228	23	,	,	PUNCT
bracis-19069	228	24	ren	ren	PROPN
bracis-19069	228	25	,	,	PUNCT
bracis-19069	228	26	s.	s.	PROPN
bracis-19069	228	27	,	,	PUNCT
bracis-19069	228	28	sun	sun	PROPN
bracis-19069	228	29	,	,	PUNCT
bracis-19069	228	30	j.	j.	PROPN
bracis-19069	228	31	:	:	PUNCT
bracis-19069	228	32	deep	deep	ADJ
bracis-19069	228	33	residual	residual	ADJ
bracis-19069	228	34	learning	learning	NOUN
bracis-19069	228	35	for	for	ADP
bracis-19069	228	36	image	image	NOUN
bracis-19069	228	37	recognition	recognition	NOUN
bracis-19069	228	38	.	.	PUNCT
bracis-19069	229	1	in	in	ADP
bracis-19069	229	2	:	:	PUNCT
bracis-19069	229	3	proceedings	proceeding	NOUN
bracis-19069	229	4	of	of	ADP
bracis-19069	229	5	the	the	DET
bracis-19069	229	6	ieee	ieee	NOUN
bracis-19069	229	7	conference	conference	NOUN
bracis-19069	229	8	on	on	ADP
bracis-19069	229	9	computer	computer	NOUN
bracis-19069	229	10	vision	vision	NOUN
bracis-19069	229	11	and	and	CCONJ
bracis-19069	229	12	pattern	pattern	NOUN
bracis-19069	229	13	recognition	recognition	NOUN
bracis-19069	229	14	,	,	PUNCT
bracis-19069	229	15	pp	pp	ADP
bracis-19069	229	16	.	.	PUNCT
bracis-19069	230	1	770–778	770–778	NUM
bracis-19069	230	2	(	(	PUNCT
bracis-19069	230	3	2016	2016	NUM
bracis-19069	230	4	)	)	PUNCT
bracis-19069	230	5	google	google	PROPN
bracis-19069	230	6	scholar	scholar	NOUN
bracis-19069	230	7	  	  	SPACE
bracis-19069	230	8	iwasaki	iwasaki	PROPN
bracis-19069	230	9	,	,	PUNCT
bracis-19069	230	10	m.	m.	NOUN
bracis-19069	230	11	,	,	PUNCT
bracis-19069	230	12	miyazaki	miyazaki	PROPN
bracis-19069	230	13	,	,	PUNCT
bracis-19069	230	14	d.	d.	PROPN
bracis-19069	230	15	:	:	PUNCT
bracis-19069	230	16	optimization	optimization	NOUN
bracis-19069	230	17	of	of	ADP
bracis-19069	230	18	indexing	indexing	NOUN
bracis-19069	230	19	based	base	VERB
bracis-19069	230	20	on	on	ADP
bracis-19069	230	21	k	k	PROPN
bracis-19069	230	22	-	-	PUNCT
bracis-19069	230	23	nearest	near	ADJ
bracis-19069	230	24	neighbor	neighbor	NOUN
bracis-19069	230	25	graph	graph	NOUN
bracis-19069	230	26	for	for	ADP
bracis-19069	230	27	proximity	proximity	NOUN
bracis-19069	230	28	search	search	NOUN
bracis-19069	230	29	in	in	ADP
bracis-19069	230	30	high	high	ADJ
bracis-19069	230	31	-	-	PUNCT
bracis-19069	230	32	dimensional	dimensional	ADJ
bracis-19069	230	33	data	datum	NOUN
bracis-19069	230	34	(	(	PUNCT
bracis-19069	230	35	2018	2018	NUM
bracis-19069	230	36	)	)	PUNCT
bracis-19069	230	37	.	.	PUNCT
bracis-19069	231	1	arxiv	arxiv	PROPN
bracis-19069	231	2	preprint	preprint	VERB
bracis-19069	231	3	arxiv:1810.07355	arxiv:1810.07355	PROPN
bracis-19069	231	4	jain	jain	PROPN
bracis-19069	231	5	,	,	PUNCT
bracis-19069	231	6	a.k	a.k	PROPN
bracis-19069	231	7	.	.	PROPN
bracis-19069	231	8	,	,	PUNCT
bracis-19069	231	9	prabhakar	prabhakar	PROPN
bracis-19069	231	10	,	,	PUNCT
bracis-19069	231	11	s.	s.	PROPN
bracis-19069	231	12	,	,	PUNCT
bracis-19069	231	13	hong	hong	PROPN
bracis-19069	231	14	,	,	PUNCT
bracis-19069	231	15	l.	l.	PROPN
bracis-19069	231	16	,	,	PUNCT
bracis-19069	231	17	pankanti	pankanti	NOUN
bracis-19069	231	18	,	,	PUNCT
bracis-19069	231	19	s.	s.	PROPN
bracis-19069	231	20	:	:	PUNCT
bracis-19069	231	21	filterbank	filterbank	NOUN
bracis-19069	231	22	-	-	PUNCT
bracis-19069	231	23	based	base	VERB
bracis-19069	231	24	fingerprint	fingerprint	NOUN
bracis-19069	231	25	matching	matching	NOUN
bracis-19069	231	26	.	.	PUNCT
bracis-19069	232	1	ieee	ieee	PROPN
bracis-19069	232	2	trans	trans	PROPN
bracis-19069	232	3	.	.	PUNCT
bracis-19069	232	4	image	image	NOUN
bracis-19069	232	5	process	process	NOUN
bracis-19069	232	6	.	.	PUNCT
bracis-19069	233	1	9(5	9(5	NUM
bracis-19069	233	2	)	)	PUNCT
bracis-19069	233	3	,	,	PUNCT
bracis-19069	233	4	846–859	846–859	NUM
bracis-19069	233	5	(	(	PUNCT
bracis-19069	233	6	2000	2000	NUM
bracis-19069	233	7	)	)	PUNCT
bracis-19069	233	8	article	article	NOUN
bracis-19069	233	9	  	  	SPACE
bracis-19069	233	10	google	google	PROPN
bracis-19069	233	11	scholar	scholar	NOUN
bracis-19069	233	12	  	  	SPACE
bracis-19069	233	13	kavati	kavati	PROPN
bracis-19069	233	14	,	,	PUNCT
bracis-19069	233	15	i.	i.	PROPN
bracis-19069	233	16	,	,	PUNCT
bracis-19069	233	17	prasad	prasad	PROPN
bracis-19069	233	18	,	,	PUNCT
bracis-19069	233	19	m.v.n.k	m.v.n.k	PROPN
bracis-19069	233	20	.	.	PROPN
bracis-19069	233	21	,	,	PUNCT
bracis-19069	233	22	bhagvati	bhagvati	NOUN
bracis-19069	233	23	,	,	PUNCT
bracis-19069	233	24	c.	c.	NOUN
bracis-19069	233	25	:	:	PUNCT
bracis-19069	233	26	hierarchical	hierarchical	ADJ
bracis-19069	233	27	decomposition	decomposition	NOUN
bracis-19069	233	28	of	of	ADP
bracis-19069	233	29	extended	extended	ADJ
bracis-19069	233	30	triangulation	triangulation	NOUN
bracis-19069	233	31	for	for	ADP
bracis-19069	233	32	fingerprint	fingerprint	NOUN
bracis-19069	233	33	indexing	indexing	NOUN
bracis-19069	233	34	.	.	PUNCT
bracis-19069	234	1	in	in	ADP
bracis-19069	234	2	:	:	PUNCT
bracis-19069	234	3	efficient	efficient	ADJ
bracis-19069	234	4	biometric	biometric	ADJ
bracis-19069	234	5	indexing	indexing	NOUN
bracis-19069	234	6	and	and	CCONJ
bracis-19069	234	7	retrieval	retrieval	NOUN
bracis-19069	234	8	techniques	technique	NOUN
bracis-19069	234	9	for	for	ADP
bracis-19069	234	10	large	large	ADJ
bracis-19069	234	11	-	-	PUNCT
bracis-19069	234	12	scale	scale	NOUN
bracis-19069	234	13	systems	system	NOUN
bracis-19069	234	14	.	.	PUNCT
bracis-19069	235	1	scs	scs	PROPN
bracis-19069	235	2	,	,	PUNCT
bracis-19069	235	3	pp	pp	ADJ
bracis-19069	235	4	.	.	PUNCT
bracis-19069	236	1	21–40	21–40	NUM
bracis-19069	236	2	.	.	X
bracis-19069	236	3	springer	springer	NOUN
bracis-19069	236	4	,	,	PUNCT
bracis-19069	236	5	cham	cham	PROPN
bracis-19069	236	6	(	(	PUNCT
bracis-19069	236	7	2017	2017	NUM
bracis-19069	236	8	)	)	PUNCT
bracis-19069	236	9	.	.	PUNCT
bracis-19069	237	1	https://doi.org/10.1007/978-3-319-57660-2_2	https://doi.org/10.1007/978-3-319-57660-2_2	PROPN
bracis-19069	237	2	chapter	chapter	NOUN
bracis-19069	237	3	  	  	SPACE
bracis-19069	237	4	google	google	PROPN
bracis-19069	237	5	scholar	scholar	NOUN
bracis-19069	237	6	  	  	SPACE
bracis-19069	237	7	khodadoust	khodadoust	PROPN
bracis-19069	237	8	,	,	PUNCT
bracis-19069	237	9	j.	j.	PROPN
bracis-19069	237	10	,	,	PUNCT
bracis-19069	237	11	khodadoust	khodadoust	PROPN
bracis-19069	237	12	,	,	PUNCT
bracis-19069	237	13	a.m.	a.m.	ADV
bracis-19069	237	14	:	:	PUNCT
bracis-19069	237	15	fingerprint	fingerprint	NOUN
bracis-19069	237	16	indexing	indexing	NOUN
bracis-19069	237	17	based	base	VERB
bracis-19069	237	18	on	on	ADP
bracis-19069	237	19	expanded	expand	VERB
bracis-19069	237	20	delaunay	delaunay	PROPN
bracis-19069	237	21	triangulation	triangulation	NOUN
bracis-19069	237	22	.	.	PUNCT
bracis-19069	238	1	expert	expert	NOUN
bracis-19069	238	2	syst	syst	PROPN
bracis-19069	238	3	.	.	PUNCT
bracis-19069	239	1	appl	appl	PROPN
bracis-19069	239	2	.	.	PROPN
bracis-19069	240	1	81	81	NUM
bracis-19069	240	2	,	,	PUNCT
bracis-19069	240	3	251–267	251–267	NUM
bracis-19069	240	4	(	(	PUNCT
bracis-19069	240	5	2017	2017	NUM
bracis-19069	240	6	)	)	PUNCT
bracis-19069	240	7	article	article	NOUN
bracis-19069	240	8	  	  	SPACE
bracis-19069	240	9	google	google	PROPN
bracis-19069	240	10	scholar	scholar	NOUN
bracis-19069	240	11	  	  	SPACE
bracis-19069	240	12	king	king	NOUN
bracis-19069	240	13	,	,	PUNCT
bracis-19069	240	14	d.e	d.e	PROPN
bracis-19069	240	15	.	.	PROPN
bracis-19069	240	16	:	:	PUNCT
bracis-19069	241	1	dlib	dlib	NOUN
bracis-19069	241	2	-	-	PUNCT
bracis-19069	241	3	ml	ml	NOUN
bracis-19069	241	4	:	:	PUNCT
bracis-19069	241	5	a	a	DET
bracis-19069	241	6	machine	machine	NOUN
bracis-19069	241	7	learning	learn	VERB
bracis-19069	241	8	toolkit	toolkit	NOUN
bracis-19069	241	9	.	.	PUNCT
bracis-19069	242	1	j.	j.	PROPN
bracis-19069	242	2	mach	mach	PROPN
bracis-19069	242	3	.	.	PUNCT
bracis-19069	243	1	learn	learn	VERB
bracis-19069	243	2	.	.	PUNCT
bracis-19069	244	1	res	re	NOUN
bracis-19069	244	2	.	.	PROPN
bracis-19069	245	1	10	10	NUM
bracis-19069	245	2	,	,	PUNCT
bracis-19069	245	3	1755–1758	1755–1758	NUM
bracis-19069	245	4	(	(	PUNCT
bracis-19069	245	5	2009	2009	NUM
bracis-19069	245	6	)	)	PUNCT
bracis-19069	245	7	google	google	PROPN
bracis-19069	245	8	scholar	scholar	NOUN
bracis-19069	245	9	  	  	SPACE
bracis-19069	245	10	kuma	kuma	NOUN
bracis-19069	245	11	,	,	PUNCT
bracis-19069	245	12	r.	r.	PROPN
bracis-19069	245	13	,	,	PUNCT
bracis-19069	245	14	weill	weill	PROPN
bracis-19069	245	15	,	,	PUNCT
bracis-19069	245	16	e.	e.	PROPN
bracis-19069	245	17	,	,	PUNCT
bracis-19069	245	18	aghdasi	aghdasi	PROPN
bracis-19069	245	19	,	,	PUNCT
bracis-19069	245	20	f.	f.	PROPN
bracis-19069	245	21	,	,	PUNCT
bracis-19069	245	22	sriram	sriram	PROPN
bracis-19069	245	23	,	,	PUNCT
bracis-19069	245	24	p.	p.	NOUN
bracis-19069	245	25	:	:	PUNCT
bracis-19069	245	26	vehicle	vehicle	NOUN
bracis-19069	245	27	re	re	NOUN
bracis-19069	245	28	-	-	NOUN
bracis-19069	245	29	identification	identification	NOUN
bracis-19069	245	30	:	:	PUNCT
bracis-19069	245	31	an	an	DET
bracis-19069	245	32	efficient	efficient	ADJ
bracis-19069	245	33	baseline	baseline	NOUN
bracis-19069	245	34	using	use	VERB
bracis-19069	245	35	triplet	triplet	NOUN
bracis-19069	245	36	embedding	embedding	NOUN
bracis-19069	245	37	.	.	PUNCT
bracis-19069	246	1	in	in	ADP
bracis-19069	246	2	:	:	PUNCT
bracis-19069	246	3	2019	2019	NUM
bracis-19069	246	4	international	international	ADJ
bracis-19069	246	5	joint	joint	ADJ
bracis-19069	246	6	conference	conference	NOUN
bracis-19069	246	7	on	on	ADP
bracis-19069	246	8	neural	neural	ADJ
bracis-19069	246	9	networks	network	NOUN
bracis-19069	246	10	(	(	PUNCT
bracis-19069	246	11	ijcnn	ijcnn	PROPN
bracis-19069	246	12	)	)	PUNCT
bracis-19069	246	13	,	,	PUNCT
bracis-19069	246	14	pp	pp	ADP
bracis-19069	246	15	.	.	PUNCT
bracis-19069	247	1	1–9	1–9	NOUN
bracis-19069	247	2	.	.	NOUN
bracis-19069	247	3	ieee	ieee	NOUN
bracis-19069	247	4	(	(	PUNCT
bracis-19069	247	5	2019	2019	NUM
bracis-19069	247	6	)	)	PUNCT
bracis-19069	247	7	google	google	PROPN
bracis-19069	247	8	scholar	scholar	NOUN
bracis-19069	247	9	  	  	SPACE
bracis-19069	247	10	lee	lee	PROPN
bracis-19069	247	11	,	,	PUNCT
bracis-19069	247	12	s.	s.	PROPN
bracis-19069	247	13	,	,	PUNCT
bracis-19069	247	14	jeong	jeong	PROPN
bracis-19069	247	15	,	,	PUNCT
bracis-19069	247	16	i.r	i.r	PROPN
bracis-19069	247	17	.	.	PROPN
bracis-19069	247	18	:	:	PUNCT
bracis-19069	247	19	improved	improve	VERB
bracis-19069	247	20	fingerprint	fingerprint	NOUN
bracis-19069	247	21	indexing	indexing	NOUN
bracis-19069	247	22	based	base	VERB
bracis-19069	247	23	on	on	ADP
bracis-19069	247	24	extended	extended	ADJ
bracis-19069	247	25	triangulation	triangulation	NOUN
bracis-19069	247	26	.	.	PUNCT
bracis-19069	248	1	ieee	ieee	NOUN
bracis-19069	248	2	access	access	NOUN
bracis-19069	248	3	9	9	NUM
bracis-19069	248	4	,	,	PUNCT
bracis-19069	248	5	8471–8478	8471–8478	NUM
bracis-19069	248	6	(	(	PUNCT
bracis-19069	248	7	2021	2021	NUM
bracis-19069	248	8	)	)	PUNCT
bracis-19069	248	9	article	article	NOUN
bracis-19069	248	10	  	  	SPACE
bracis-19069	248	11	google	google	PROPN
bracis-19069	248	12	scholar	scholar	NOUN
bracis-19069	248	13	  	  	SPACE
bracis-19069	248	14	malkov	malkov	PROPN
bracis-19069	248	15	,	,	PUNCT
bracis-19069	248	16	y.a	y.a	PROPN
bracis-19069	248	17	.	.	PROPN
bracis-19069	248	18	,	,	PUNCT
bracis-19069	248	19	yashunin	yashunin	PROPN
bracis-19069	248	20	,	,	PUNCT
bracis-19069	248	21	d.a	d.a	PROPN
bracis-19069	248	22	.	.	PROPN
bracis-19069	248	23	:	:	PUNCT
bracis-19069	248	24	efficient	efficient	ADJ
bracis-19069	248	25	and	and	CCONJ
bracis-19069	248	26	robust	robust	ADJ
bracis-19069	248	27	approximate	approximate	ADJ
bracis-19069	248	28	nearest	near	ADJ
bracis-19069	248	29	neighbor	neighbor	NOUN
bracis-19069	248	30	search	search	NOUN
bracis-19069	248	31	using	use	VERB
bracis-19069	248	32	hierarchical	hierarchical	ADJ
bracis-19069	248	33	navigable	navigable	ADJ
bracis-19069	248	34	small	small	ADJ
bracis-19069	248	35	world	world	NOUN
bracis-19069	248	36	graphs	graph	NOUN
bracis-19069	248	37	.	.	PUNCT
bracis-19069	249	1	ieee	ieee	PROPN
bracis-19069	249	2	trans	trans	PROPN
bracis-19069	249	3	.	.	PUNCT
bracis-19069	249	4	pattern	pattern	PROPN
bracis-19069	249	5	anal	anal	PROPN
bracis-19069	249	6	.	.	PUNCT
bracis-19069	250	1	mach	mach	PROPN
bracis-19069	250	2	.	.	PUNCT
bracis-19069	251	1	intell	intell	PROPN
bracis-19069	251	2	.	.	PUNCT
bracis-19069	252	1	42	42	NUM
bracis-19069	252	2	,	,	PUNCT
bracis-19069	252	3	824–836	824–836	NUM
bracis-19069	252	4	(	(	PUNCT
bracis-19069	252	5	2018	2018	NUM
bracis-19069	252	6	)	)	PUNCT
bracis-19069	252	7	article	article	NOUN
bracis-19069	252	8	  	  	SPACE
bracis-19069	252	9	google	google	PROPN
bracis-19069	252	10	scholar	scholar	NOUN
bracis-19069	252	11	  	  	SPACE
bracis-19069	252	12	muja	muja	NOUN
bracis-19069	252	13	,	,	PUNCT
bracis-19069	252	14	m.	m.	NOUN
bracis-19069	252	15	,	,	PUNCT
bracis-19069	252	16	lowe	lowe	PROPN
bracis-19069	252	17	,	,	PUNCT
bracis-19069	252	18	d.g	d.g	PROPN
bracis-19069	252	19	.	.	PROPN
bracis-19069	252	20	:	:	PUNCT
bracis-19069	253	1	fast	fast	ADJ
bracis-19069	253	2	approximate	approximate	ADJ
bracis-19069	253	3	nearest	near	ADJ
bracis-19069	253	4	neighbors	neighbor	NOUN
bracis-19069	253	5	with	with	ADP
bracis-19069	253	6	automatic	automatic	ADJ
bracis-19069	253	7	algorithm	algorithm	NOUN
bracis-19069	253	8	configuration	configuration	NOUN
bracis-19069	253	9	.	.	PUNCT
bracis-19069	254	1	visapp	visapp	NOUN
bracis-19069	254	2	(	(	PUNCT
bracis-19069	254	3	1	1	NUM
bracis-19069	254	4	)	)	PUNCT
bracis-19069	254	5	2(331–340	2(331–340	NUM
bracis-19069	254	6	)	)	PUNCT
bracis-19069	254	7	,	,	PUNCT
bracis-19069	254	8	2	2	NUM
bracis-19069	254	9	(	(	PUNCT
bracis-19069	254	10	2009	2009	NUM
bracis-19069	254	11	)	)	PUNCT
bracis-19069	254	12	google	google	NOUN
bracis-19069	254	13	scholar	scholar	NOUN
bracis-19069	254	14	  	  	SPACE
bracis-19069	254	15	muja	muja	NOUN
bracis-19069	254	16	,	,	PUNCT
bracis-19069	254	17	m.	m.	NOUN
bracis-19069	254	18	,	,	PUNCT
bracis-19069	254	19	lowe	lowe	PROPN
bracis-19069	254	20	,	,	PUNCT
bracis-19069	254	21	d.g	d.g	PROPN
bracis-19069	254	22	.	.	PROPN
bracis-19069	254	23	:	:	PUNCT
bracis-19069	254	24	scalable	scalable	ADJ
bracis-19069	254	25	nearest	near	ADJ
bracis-19069	254	26	neighbor	neighbor	NOUN
bracis-19069	254	27	algorithms	algorithm	NOUN
bracis-19069	254	28	for	for	ADP
bracis-19069	254	29	high	high	ADJ
bracis-19069	254	30	dimensional	dimensional	ADJ
bracis-19069	254	31	data	datum	NOUN
bracis-19069	254	32	.	.	PUNCT
bracis-19069	255	1	ieee	ieee	PROPN
bracis-19069	255	2	trans	trans	PROPN
bracis-19069	255	3	.	.	PUNCT
bracis-19069	255	4	pattern	pattern	PROPN
bracis-19069	255	5	anal	anal	PROPN
bracis-19069	255	6	.	.	PUNCT
bracis-19069	256	1	mach	mach	PROPN
bracis-19069	256	2	.	.	PUNCT
bracis-19069	257	1	intell	intell	PROPN
bracis-19069	257	2	.	.	PUNCT
bracis-19069	258	1	36(11	36(11	NUM
bracis-19069	258	2	)	)	PUNCT
bracis-19069	258	3	,	,	PUNCT
bracis-19069	258	4	2227–2240	2227–2240	NUM
bracis-19069	258	5	(	(	PUNCT
bracis-19069	258	6	2014	2014	NUM
bracis-19069	258	7	)	)	PUNCT
bracis-19069	258	8	article	article	NOUN
bracis-19069	258	9	  	  	SPACE
bracis-19069	258	10	google	google	PROPN
bracis-19069	258	11	scholar	scholar	NOUN
bracis-19069	258	12	  	  	SPACE
bracis-19069	258	13	schuch	schuch	ADJ
bracis-19069	258	14	,	,	PUNCT
bracis-19069	258	15	p.	p.	PROPN
bracis-19069	258	16	,	,	PUNCT
bracis-19069	258	17	schulz	schulz	PROPN
bracis-19069	258	18	,	,	PUNCT
bracis-19069	258	19	s.	s.	PROPN
bracis-19069	258	20	,	,	PUNCT
bracis-19069	258	21	busch	busch	PROPN
bracis-19069	258	22	,	,	PUNCT
bracis-19069	258	23	c.	c.	PROPN
bracis-19069	258	24	:	:	PUNCT
bracis-19069	258	25	survey	survey	NOUN
bracis-19069	258	26	on	on	ADP
bracis-19069	258	27	the	the	DET
bracis-19069	258	28	impact	impact	NOUN
bracis-19069	258	29	of	of	ADP
bracis-19069	258	30	fingerprint	fingerprint	NOUN
bracis-19069	258	31	image	image	NOUN
bracis-19069	258	32	enhancement	enhancement	NOUN
bracis-19069	258	33	.	.	PUNCT
bracis-19069	259	1	iet	iet	PROPN
bracis-19069	259	2	biometrics	biometrics	PROPN
bracis-19069	259	3	7(2	7(2	NUM
bracis-19069	259	4	)	)	PUNCT
bracis-19069	259	5	,	,	PUNCT
bracis-19069	259	6	102–115	102–115	NUM
bracis-19069	259	7	(	(	PUNCT
bracis-19069	259	8	2017	2017	NUM
bracis-19069	259	9	)	)	PUNCT
bracis-19069	259	10	article	article	NOUN
bracis-19069	259	11	  	  	SPACE
bracis-19069	259	12	google	google	PROPN
bracis-19069	259	13	scholar	scholar	NOUN
bracis-19069	259	14	  	  	SPACE
bracis-19069	259	15	song	song	NOUN
bracis-19069	259	16	,	,	PUNCT
bracis-19069	259	17	d.	d.	PROPN
bracis-19069	259	18	,	,	PUNCT
bracis-19069	259	19	tang	tang	PROPN
bracis-19069	259	20	,	,	PUNCT
bracis-19069	259	21	y.	y.	PROPN
bracis-19069	259	22	,	,	PUNCT
bracis-19069	259	23	feng	feng	PROPN
bracis-19069	259	24	,	,	PUNCT
bracis-19069	259	25	j.	j.	PROPN
bracis-19069	259	26	:	:	PUNCT
bracis-19069	259	27	aggregating	aggregate	VERB
bracis-19069	259	28	minutia	minutia	NOUN
bracis-19069	259	29	-	-	PUNCT
bracis-19069	259	30	centred	centre	VERB
bracis-19069	259	31	deep	deep	ADJ
bracis-19069	259	32	convolutional	convolutional	ADJ
bracis-19069	259	33	features	feature	NOUN
bracis-19069	259	34	for	for	ADP
bracis-19069	259	35	fingerprint	fingerprint	NOUN
bracis-19069	259	36	indexing	indexing	NOUN
bracis-19069	259	37	.	.	PUNCT
bracis-19069	260	1	pattern	pattern	PROPN
bracis-19069	260	2	recogn	recogn	VERB
bracis-19069	260	3	.	.	PROPN
bracis-19069	261	1	88	88	NUM
bracis-19069	261	2	,	,	PUNCT
bracis-19069	261	3	397–408	397–408	NUM
bracis-19069	261	4	(	(	PUNCT
bracis-19069	261	5	2019	2019	NUM
bracis-19069	261	6	)	)	PUNCT
bracis-19069	261	7	article	article	NOUN
bracis-19069	261	8	  	  	SPACE
bracis-19069	261	9	google	google	PROPN
bracis-19069	261	10	scholar	scholar	NOUN
bracis-19069	261	11	  	  	SPACE
bracis-19069	261	12	szegedy	szegedy	PROPN
bracis-19069	261	13	,	,	PUNCT
bracis-19069	261	14	c.	c.	NOUN
bracis-19069	261	15	,	,	PUNCT
bracis-19069	261	16	vanhoucke	vanhoucke	PROPN
bracis-19069	261	17	,	,	PUNCT
bracis-19069	261	18	v.	v.	PROPN
bracis-19069	261	19	,	,	PUNCT
bracis-19069	261	20	ioffe	ioffe	PROPN
bracis-19069	261	21	,	,	PUNCT
bracis-19069	261	22	s.	s.	PROPN
bracis-19069	261	23	,	,	PUNCT
bracis-19069	261	24	shlens	shlens	PROPN
bracis-19069	261	25	,	,	PUNCT
bracis-19069	261	26	j.	j.	PROPN
bracis-19069	261	27	,	,	PUNCT
bracis-19069	261	28	wojna	wojna	NOUN
bracis-19069	261	29	,	,	PUNCT
bracis-19069	261	30	z.	z.	PROPN
bracis-19069	261	31	:	:	PUNCT
bracis-19069	262	1	rethinking	rethink	VERB
bracis-19069	262	2	the	the	DET
bracis-19069	262	3	inception	inception	ADJ
bracis-19069	262	4	architecture	architecture	NOUN
bracis-19069	262	5	for	for	ADP
bracis-19069	262	6	computer	computer	NOUN
bracis-19069	262	7	vision	vision	NOUN
bracis-19069	262	8	.	.	PUNCT
bracis-19069	263	1	in	in	ADP
bracis-19069	263	2	:	:	PUNCT
bracis-19069	263	3	proceedings	proceeding	NOUN
bracis-19069	263	4	of	of	ADP
bracis-19069	263	5	the	the	DET
bracis-19069	263	6	ieee	ieee	NOUN
bracis-19069	263	7	conference	conference	NOUN
bracis-19069	263	8	on	on	ADP
bracis-19069	263	9	computer	computer	NOUN
bracis-19069	263	10	vision	vision	NOUN
bracis-19069	263	11	and	and	CCONJ
bracis-19069	263	12	pattern	pattern	NOUN
bracis-19069	263	13	recognition	recognition	NOUN
bracis-19069	263	14	,	,	PUNCT
bracis-19069	263	15	pp	pp	ADP
bracis-19069	263	16	.	.	PUNCT
bracis-19069	264	1	2818–2826	2818–2826	NUM
bracis-19069	264	2	(	(	PUNCT
bracis-19069	264	3	2016	2016	NUM
bracis-19069	264	4	)	)	PUNCT
bracis-19069	264	5	google	google	PROPN
bracis-19069	264	6	scholar	scholar	NOUN
bracis-19069	264	7	  	  	SPACE
bracis-19069	264	8	tang	tang	NOUN
bracis-19069	264	9	,	,	PUNCT
bracis-19069	264	10	y.	y.	PROPN
bracis-19069	264	11	,	,	PUNCT
bracis-19069	264	12	gao	gao	PROPN
bracis-19069	264	13	,	,	PUNCT
bracis-19069	264	14	f.	f.	PROPN
bracis-19069	264	15	,	,	PUNCT
bracis-19069	264	16	feng	feng	PROPN
bracis-19069	264	17	,	,	PUNCT
bracis-19069	264	18	j.	j.	PROPN
bracis-19069	264	19	,	,	PUNCT
bracis-19069	264	20	liu	liu	PROPN
bracis-19069	264	21	,	,	PUNCT
bracis-19069	264	22	y.	y.	NOUN
bracis-19069	264	23	:	:	PUNCT
bracis-19069	264	24	fingernet	fingernet	NOUN
bracis-19069	264	25	:	:	PUNCT
bracis-19069	264	26	an	an	DET
bracis-19069	264	27	unified	unified	ADJ
bracis-19069	264	28	deep	deep	ADJ
bracis-19069	264	29	network	network	NOUN
bracis-19069	264	30	for	for	ADP
bracis-19069	264	31	fingerprint	fingerprint	NOUN
bracis-19069	264	32	minutiae	minutia	NOUN
bracis-19069	264	33	extraction	extraction	NOUN
bracis-19069	264	34	.	.	PUNCT
bracis-19069	265	1	in	in	ADP
bracis-19069	265	2	:	:	PUNCT
bracis-19069	265	3	2017	2017	NUM
bracis-19069	265	4	ieee	ieee	NOUN
bracis-19069	265	5	international	international	ADJ
bracis-19069	265	6	joint	joint	ADJ
bracis-19069	265	7	conference	conference	NOUN
bracis-19069	265	8	on	on	ADP
bracis-19069	265	9	biometrics	biometric	NOUN
bracis-19069	265	10	(	(	PUNCT
bracis-19069	265	11	ijcb	ijcb	NOUN
bracis-19069	265	12	)	)	PUNCT
bracis-19069	265	13	,	,	PUNCT
bracis-19069	265	14	pp	pp	ADJ
bracis-19069	265	15	.	.	PUNCT
bracis-19069	266	1	108–116	108–116	NUM
bracis-19069	266	2	.	.	PUNCT
bracis-19069	267	1	ieee	ieee	NOUN
bracis-19069	267	2	(	(	PUNCT
bracis-19069	267	3	2017	2017	NUM
bracis-19069	267	4	)	)	PUNCT
bracis-19069	267	5	google	google	PROPN
bracis-19069	267	6	scholar	scholar	NOUN
bracis-19069	267	7	  	  	SPACE
bracis-19069	267	8	wang	wang	PROPN
bracis-19069	267	9	,	,	PUNCT
bracis-19069	267	10	s.	s.	PROPN
bracis-19069	267	11	,	,	PUNCT
bracis-19069	267	12	zhang	zhang	PROPN
bracis-19069	267	13	,	,	PUNCT
bracis-19069	267	14	w.w	w.w	PROPN
bracis-19069	267	15	.	.	PROPN
bracis-19069	267	16	,	,	PUNCT
bracis-19069	267	17	wang	wang	PROPN
bracis-19069	267	18	,	,	PUNCT
bracis-19069	267	19	y.s	y.s	PROPN
bracis-19069	267	20	.	.	PROPN
bracis-19069	267	21	:	:	PUNCT
bracis-19069	267	22	fingerprint	fingerprint	NOUN
bracis-19069	267	23	classification	classification	NOUN
bracis-19069	267	24	by	by	ADP
bracis-19069	267	25	directional	directional	ADJ
bracis-19069	267	26	fields	field	NOUN
bracis-19069	267	27	.	.	PUNCT
bracis-19069	268	1	in	in	ADP
bracis-19069	268	2	:	:	PUNCT
bracis-19069	268	3	proceedings	proceeding	NOUN
bracis-19069	268	4	,	,	PUNCT
bracis-19069	268	5	fourth	fourth	ADJ
bracis-19069	268	6	ieee	ieee	PROPN
bracis-19069	268	7	international	international	ADJ
bracis-19069	268	8	conference	conference	NOUN
bracis-19069	268	9	on	on	ADP
bracis-19069	268	10	multimodal	multimodal	NOUN
bracis-19069	268	11	interfaces	interface	NOUN
bracis-19069	268	12	,	,	PUNCT
bracis-19069	268	13	pp	pp	ADJ
bracis-19069	268	14	.	.	PUNCT
bracis-19069	269	1	395–399	395–399	NUM
bracis-19069	269	2	.	.	PUNCT
bracis-19069	270	1	ieee	ieee	NOUN
bracis-19069	270	2	(	(	PUNCT
bracis-19069	270	3	2002	2002	NUM
bracis-19069	270	4	)	)	PUNCT
bracis-19069	270	5	google	google	PROPN
bracis-19069	270	6	scholar	scholar	NOUN
bracis-19069	270	7	  	  	SPACE
bracis-19069	270	8	weinberger	weinberger	PROPN
bracis-19069	270	9	,	,	PUNCT
bracis-19069	270	10	k.q	k.q	PROPN
bracis-19069	270	11	.	.	PROPN
bracis-19069	270	12	,	,	PUNCT
bracis-19069	270	13	saul	saul	PROPN
bracis-19069	270	14	,	,	PUNCT
bracis-19069	270	15	l.k	l.k	PROPN
bracis-19069	270	16	.	.	PROPN
bracis-19069	270	17	:	:	PUNCT
bracis-19069	270	18	distance	distance	NOUN
bracis-19069	270	19	metric	metric	ADJ
bracis-19069	270	20	learning	learning	NOUN
bracis-19069	270	21	for	for	ADP
bracis-19069	270	22	large	large	ADJ
bracis-19069	270	23	margin	margin	NOUN
bracis-19069	270	24	nearest	near	ADJ
bracis-19069	270	25	neighbor	neighbor	NOUN
bracis-19069	270	26	classification	classification	NOUN
bracis-19069	270	27	.	.	PUNCT
bracis-19069	271	1	j.	j.	PROPN
bracis-19069	271	2	mach	mach	PROPN
bracis-19069	271	3	.	.	PUNCT
bracis-19069	272	1	learn	learn	VERB
bracis-19069	272	2	.	.	PUNCT
bracis-19069	273	1	res	re	NOUN
bracis-19069	273	2	.	.	PUNCT
bracis-19069	274	1	10(2	10(2	NUM
bracis-19069	274	2	)	)	PUNCT
bracis-19069	274	3	,	,	PUNCT
bracis-19069	274	4	207–244	207–244	NUM
bracis-19069	274	5	(	(	PUNCT
bracis-19069	274	6	2009	2009	NUM
bracis-19069	274	7	)	)	PUNCT
bracis-19069	274	8	math	math	NOUN
bracis-19069	274	9	  	  	SPACE
bracis-19069	274	10	google	google	PROPN
bracis-19069	274	11	scholar	scholar	NOUN
bracis-19069	274	12	  	  	SPACE
bracis-19069	274	13	download	download	NOUN
bracis-19069	274	14	references	reference	NOUN
bracis-19069	274	15	acknowledgements	acknowledgement	NOUN
bracis-19069	274	16	this	this	DET
bracis-19069	274	17	study	study	NOUN
bracis-19069	274	18	was	be	AUX
bracis-19069	274	19	financed	finance	VERB
bracis-19069	274	20	in	in	ADP
bracis-19069	274	21	part	part	NOUN
bracis-19069	274	22	by	by	ADP
bracis-19069	274	23	the	the	DET
bracis-19069	274	24	coordenação	coordenação	PROPN
bracis-19069	274	25	de	de	PROPN
bracis-19069	274	26	aperfeiçoamento	aperfeiçoamento	PROPN
bracis-19069	274	27	de	de	X
bracis-19069	274	28	pessoal	pessoal	PROPN
bracis-19069	274	29	de	de	PROPN
bracis-19069	274	30	nível	nível	PROPN
bracis-19069	274	31	superior	superior	PROPN
bracis-19069	274	32	brasil	brasil	PROPN
bracis-19069	274	33	(	(	PUNCT
bracis-19069	274	34	capes	cape	NOUN
bracis-19069	274	35	)	)	PUNCT
bracis-19069	274	36	finance	finance	NOUN
bracis-19069	274	37	code	code	NOUN
bracis-19069	274	38	001	001	NOUN
bracis-19069	274	39	.	.	PUNCT
bracis-19069	275	1	the	the	DET
bracis-19069	275	2	authors	author	NOUN
bracis-19069	275	3	would	would	AUX
bracis-19069	275	4	like	like	VERB
bracis-19069	275	5	to	to	PART
bracis-19069	275	6	thank	thank	VERB
bracis-19069	275	7	the	the	DET
bracis-19069	275	8	ceará	ceará	NOUN
bracis-19069	275	9	state	state	PROPN
bracis-19069	275	10	foundation	foundation	PROPN
bracis-19069	275	11	for	for	ADP
bracis-19069	275	12	the	the	DET
bracis-19069	275	13	support	support	NOUN
bracis-19069	275	14	of	of	ADP
bracis-19069	275	15	scientific	scientific	ADJ
bracis-19069	275	16	and	and	CCONJ
bracis-19069	275	17	technological	technological	ADJ
bracis-19069	275	18	development	development	NOUN
bracis-19069	275	19	(	(	PUNCT
bracis-19069	275	20	funcap	funcap	NOUN
bracis-19069	275	21	)	)	PUNCT
bracis-19069	275	22	for	for	ADP
bracis-19069	275	23	the	the	DET
bracis-19069	275	24	financial	financial	ADJ
bracis-19069	275	25	support	support	NOUN
bracis-19069	275	26	(	(	PUNCT
bracis-19069	275	27	6945087/2019	6945087/2019	NUM
bracis-19069	275	28	)	)	PUNCT
bracis-19069	275	29	.	.	PUNCT
bracis-19069	276	1	author	author	NOUN
bracis-19069	276	2	information	information	NOUN
bracis-19069	276	3	authors	author	NOUN
bracis-19069	276	4	and	and	CCONJ
bracis-19069	276	5	affiliations	affiliation	NOUN
bracis-19069	276	6	federal	federal	PROPN
bracis-19069	276	7	university	university	PROPN
bracis-19069	276	8	of	of	ADP
bracis-19069	276	9	ceara	ceara	PROPN
bracis-19069	276	10	,	,	PUNCT
bracis-19069	276	11	fortaleza	fortaleza	PROPN
bracis-19069	276	12	,	,	PUNCT
bracis-19069	276	13	brazil	brazil	PROPN
bracis-19069	276	14	leonardo	leonardo	PROPN
bracis-19069	276	15	f.	f.	PROPN
bracis-19069	276	16	da	da	PROPN
bracis-19069	276	17	costa	costa	PROPN
bracis-19069	276	18	,	,	PUNCT
bracis-19069	276	19	 	 	SPACE
bracis-19069	276	20	lucas	lucas	PROPN
bracis-19069	276	21	s.	s.	PROPN
bracis-19069	276	22	fernandes	fernandes	PROPN
bracis-19069	276	23	,	,	PUNCT
bracis-19069	276	24	 	 	SPACE
bracis-19069	276	25	joão	joão	PROPN
bracis-19069	276	26	p.	p.	PROPN
bracis-19069	276	27	b.	b.	PROPN
bracis-19069	276	28	andrade	andrade	PROPN
bracis-19069	276	29	,	,	PUNCT
bracis-19069	276	30	 	 	SPACE
bracis-19069	276	31	paulo	paulo	PROPN
bracis-19069	276	32	a.	a.	PROPN
bracis-19069	276	33	l.	l.	PROPN
bracis-19069	276	34	rego	rego	PROPN
bracis-19069	276	35	 	 	SPACE
bracis-19069	276	36	&	&	CCONJ
bracis-19069	276	37	 	 	SPACE
bracis-19069	276	38	josé	josé	PROPN
bracis-19069	276	39	g.	g.	PROPN
bracis-19069	276	40	r.	r.	PROPN
bracis-19069	276	41	maia	maia	PROPN
bracis-19069	276	42	authors	authors	PROPN
bracis-19069	276	43	leonardo	leonardo	PROPN
bracis-19069	276	44	f.	f.	PROPN
bracis-19069	276	45	da	da	PROPN
bracis-19069	276	46	costaview	costaview	PROPN
bracis-19069	276	47	author	author	NOUN
bracis-19069	276	48	publications	publication	NOUN
bracis-19069	276	49	search	search	NOUN
bracis-19069	276	50	author	author	NOUN
bracis-19069	276	51	on	on	ADP
bracis-19069	276	52	:	:	PUNCT
bracis-19069	276	53	pubmed	pubmed	PROPN
bracis-19069	276	54	 	 	SPACE
bracis-19069	276	55	google	google	PROPN
bracis-19069	276	56	scholar	scholar	PROPN
bracis-19069	276	57	lucas	lucas	PROPN
bracis-19069	276	58	s.	s.	PROPN
bracis-19069	276	59	fernandesview	fernandesview	PROPN
bracis-19069	276	60	author	author	NOUN
bracis-19069	276	61	publications	publication	NOUN
bracis-19069	276	62	search	search	NOUN
bracis-19069	276	63	author	author	NOUN
bracis-19069	276	64	on	on	ADP
bracis-19069	276	65	:	:	PUNCT
bracis-19069	276	66	pubmed	pubmed	PROPN
bracis-19069	276	67	 	 	SPACE
bracis-19069	276	68	google	google	PROPN
bracis-19069	276	69	scholar	scholar	NOUN
bracis-19069	276	70	joão	joão	PROPN
bracis-19069	276	71	p.	p.	PROPN
bracis-19069	276	72	b.	b.	PROPN
bracis-19069	277	1	andradeview	andradeview	ADJ
bracis-19069	277	2	author	author	NOUN
bracis-19069	277	3	publications	publication	NOUN
bracis-19069	277	4	search	search	NOUN
bracis-19069	277	5	author	author	NOUN
bracis-19069	277	6	on	on	ADP
bracis-19069	277	7	:	:	PUNCT
bracis-19069	277	8	pubmed	pubmed	PROPN
bracis-19069	277	9	 	 	SPACE
bracis-19069	277	10	google	google	PROPN
bracis-19069	277	11	scholar	scholar	PROPN
bracis-19069	277	12	paulo	paulo	PROPN
bracis-19069	277	13	a.	a.	PROPN
bracis-19069	277	14	l.	l.	PROPN
bracis-19069	277	15	regoview	regoview	PROPN
bracis-19069	277	16	author	author	NOUN
bracis-19069	277	17	publications	publication	VERB
bracis-19069	277	18	search	search	NOUN
bracis-19069	277	19	author	author	NOUN
bracis-19069	277	20	on	on	ADP
bracis-19069	277	21	:	:	PUNCT
bracis-19069	277	22	pubmed	pubmed	PROPN
bracis-19069	277	23	 	 	SPACE
bracis-19069	277	24	google	google	PROPN
bracis-19069	277	25	scholar	scholar	PROPN
bracis-19069	277	26	josé	josé	PROPN
bracis-19069	277	27	g.	g.	PROPN
bracis-19069	277	28	r.	r.	PROPN
bracis-19069	277	29	maiaview	maiaview	PROPN
bracis-19069	277	30	author	author	NOUN
bracis-19069	277	31	publications	publication	NOUN
bracis-19069	277	32	search	search	NOUN
bracis-19069	277	33	author	author	NOUN
bracis-19069	277	34	on	on	ADP
bracis-19069	277	35	:	:	PUNCT
bracis-19069	277	36	pubmed	pubmed	PROPN
bracis-19069	277	37	 	 	SPACE
bracis-19069	277	38	google	google	PROPN
bracis-19069	277	39	scholar	scholar	NOUN
bracis-19069	277	40	corresponding	correspond	VERB
bracis-19069	277	41	author	author	NOUN
bracis-19069	277	42	correspondence	correspondence	NOUN
bracis-19069	277	43	to	to	ADP
bracis-19069	277	44	leonardo	leonardo	PROPN
bracis-19069	277	45	f.	f.	PROPN
bracis-19069	277	46	da	da	PROPN
bracis-19069	277	47	costa	costa	PROPN
bracis-19069	277	48	.	.	PUNCT
bracis-19069	278	1	editor	editor	NOUN
bracis-19069	278	2	information	information	NOUN
bracis-19069	278	3	editors	editor	NOUN
bracis-19069	278	4	and	and	CCONJ
bracis-19069	278	5	affiliations	affiliation	NOUN
bracis-19069	278	6	universidade	universidade	PROPN
bracis-19069	278	7	federal	federal	PROPN
bracis-19069	278	8	de	de	X
bracis-19069	278	9	sergipe	sergipe	PROPN
bracis-19069	278	10	,	,	PUNCT
bracis-19069	278	11	são	são	NOUN
bracis-19069	278	12	cristóvão	cristóvão	PROPN
bracis-19069	278	13	,	,	PUNCT
bracis-19069	278	14	brazil	brazil	PROPN
bracis-19069	278	15	andré	andré	PROPN
bracis-19069	278	16	britto	britto	PROPN
bracis-19069	278	17	universidade	universidade	PROPN
bracis-19069	278	18	de	de	PROPN
bracis-19069	278	19	são	são	PROPN
bracis-19069	278	20	paulo	paulo	PROPN
bracis-19069	278	21	,	,	PUNCT
bracis-19069	278	22	são	são	PROPN
bracis-19069	278	23	paulo	paulo	PROPN
bracis-19069	278	24	,	,	PUNCT
bracis-19069	278	25	brazil	brazil	PROPN
bracis-19069	278	26	karina	karina	PROPN
bracis-19069	278	27	valdivia	valdivia	PROPN
bracis-19069	278	28	delgado	delgado	VERB
bracis-19069	278	29	rights	right	NOUN
bracis-19069	278	30	and	and	CCONJ
bracis-19069	278	31	permissions	permission	NOUN
bracis-19069	278	32	reprints	reprint	NOUN
bracis-19069	278	33	and	and	CCONJ
bracis-19069	278	34	permissions	permission	VERB
bracis-19069	278	35	copyright	copyright	NOUN
bracis-19069	278	36	information	information	NOUN
bracis-19069	278	37	©	©	PROPN
bracis-19069	278	38	2021	2021	NUM
bracis-19069	278	39	springer	springer	NOUN
bracis-19069	278	40	nature	nature	NOUN
bracis-19069	278	41	switzerland	switzerland	PROPN
bracis-19069	278	42	ag	ag	PROPN
bracis-19069	278	43	about	about	ADP
bracis-19069	278	44	this	this	DET
bracis-19069	278	45	paper	paper	NOUN
bracis-19069	278	46	cite	cite	VERB
bracis-19069	278	47	this	this	DET
bracis-19069	278	48	paper	paper	NOUN
bracis-19069	278	49	da	da	PROPN
bracis-19069	278	50	costa	costa	PROPN
bracis-19069	278	51	,	,	PUNCT
bracis-19069	278	52	l.f	l.f	PROPN
bracis-19069	278	53	.	.	PROPN
bracis-19069	278	54	,	,	PUNCT
bracis-19069	278	55	fernandes	fernandes	PROPN
bracis-19069	278	56	,	,	PUNCT
bracis-19069	278	57	l.s	l.s	PROPN
bracis-19069	278	58	.	.	PROPN
bracis-19069	278	59	,	,	PUNCT
bracis-19069	278	60	andrade	andrade	PROPN
bracis-19069	278	61	,	,	PUNCT
bracis-19069	278	62	j.p.b	j.p.b	PROPN
bracis-19069	278	63	.	.	PROPN
bracis-19069	278	64	,	,	PUNCT
bracis-19069	278	65	rego	rego	NOUN
bracis-19069	278	66	,	,	PUNCT
bracis-19069	278	67	p.a.l	p.a.l	ADP
bracis-19069	278	68	.	.	PROPN
bracis-19069	278	69	,	,	PUNCT
bracis-19069	278	70	maia	maia	PROPN
bracis-19069	278	71	,	,	PUNCT
bracis-19069	278	72	j.g.r	j.g.r	PROPN
bracis-19069	278	73	.	.	PUNCT
bracis-19069	279	1	(	(	PUNCT
bracis-19069	279	2	2021	2021	NUM
bracis-19069	279	3	)	)	PUNCT
bracis-19069	279	4	.	.	PUNCT
bracis-19069	280	1	deep	deep	ADJ
bracis-19069	280	2	convolutional	convolutional	ADJ
bracis-19069	280	3	features	feature	NOUN
bracis-19069	280	4	for	for	ADP
bracis-19069	280	5	fingerprint	fingerprint	NOUN
bracis-19069	280	6	indexing	indexing	NOUN
bracis-19069	280	7	.	.	PUNCT
bracis-19069	281	1	in	in	ADP
bracis-19069	281	2	:	:	PUNCT
bracis-19069	281	3	britto	britto	PROPN
bracis-19069	281	4	,	,	PUNCT
bracis-19069	281	5	a.	a.	PROPN
bracis-19069	281	6	,	,	PUNCT
bracis-19069	281	7	valdivia	valdivia	PROPN
bracis-19069	281	8	delgado	delgado	PROPN
bracis-19069	281	9	,	,	PUNCT
bracis-19069	281	10	k.	k.	PROPN
bracis-19069	281	11	(	(	PUNCT
bracis-19069	281	12	eds	eds	PROPN
bracis-19069	281	13	)	)	PUNCT
bracis-19069	281	14	intelligent	intelligent	ADJ
bracis-19069	281	15	systems	system	NOUN
bracis-19069	281	16	.	.	PUNCT
bracis-19069	282	1	bracis	bracis	PROPN
bracis-19069	282	2	2021	2021	NUM
bracis-19069	282	3	.	.	PUNCT
bracis-19069	283	1	lecture	lecture	NOUN
bracis-19069	283	2	notes	note	NOUN
bracis-19069	283	3	in	in	ADP
bracis-19069	283	4	computer	computer	NOUN
bracis-19069	283	5	science	science	NOUN
bracis-19069	283	6	(	(	PUNCT
bracis-19069	283	7	)	)	PUNCT
bracis-19069	283	8	,	,	PUNCT
bracis-19069	283	9	vol	vol	NOUN
bracis-19069	283	10	13074	13074	NUM
bracis-19069	283	11	.	.	PUNCT
bracis-19069	284	1	springer	springer	NOUN
bracis-19069	284	2	,	,	PUNCT
bracis-19069	284	3	cham	cham	NOUN
bracis-19069	284	4	.	.	PUNCT
bracis-19069	285	1	https://doi.org/10.1007/978-3-030-91699-2_16	https://doi.org/10.1007/978-3-030-91699-2_16	NOUN
bracis-19069	285	2	download	download	NOUN
bracis-19069	285	3	citation	citation	NOUN
bracis-19069	285	4	.ris	.ris	PUNCT
bracis-19069	286	1	.enw	.enw	PROPN
bracis-19069	286	2	.bib	.bib	PUNCT
bracis-19069	287	1	doi	doi	PROPN
bracis-19069	287	2	:	:	PUNCT
bracis-19069	287	3	https://doi.org/10.1007/978-3-030-91699-2_16	https://doi.org/10.1007/978-3-030-91699-2_16	NOUN
bracis-19069	287	4	published	publish	VERB
bracis-19069	287	5	:	:	PUNCT
bracis-19069	287	6	28	28	NUM
bracis-19069	287	7	november	november	PROPN
bracis-19069	287	8	2021	2021	NUM
bracis-19069	287	9	publisher	publisher	NOUN
bracis-19069	287	10	name	name	NOUN
bracis-19069	287	11	:	:	PUNCT
bracis-19069	287	12	springer	springer	NOUN
bracis-19069	287	13	,	,	PUNCT
bracis-19069	287	14	cham	cham	PROPN
bracis-19069	287	15	print	print	PROPN
bracis-19069	287	16	isbn	isbn	PROPN
bracis-19069	287	17	:	:	PUNCT
bracis-19069	287	18	978	978	NUM
bracis-19069	287	19	-	-	SYM
bracis-19069	287	20	3	3	NUM
bracis-19069	287	21	-	-	PUNCT
bracis-19069	287	22	030	030	NUM
bracis-19069	287	23	-	-	PUNCT
bracis-19069	287	24	91698	91698	NUM
bracis-19069	287	25	-	-	SYM
bracis-19069	287	26	5	5	NUM
bracis-19069	287	27	online	online	ADJ
bracis-19069	287	28	isbn	isbn	NOUN
bracis-19069	287	29	:	:	PUNCT
bracis-19069	287	30	978	978	NUM
bracis-19069	287	31	-	-	SYM
bracis-19069	287	32	3	3	NUM
bracis-19069	287	33	-	-	PUNCT
bracis-19069	287	34	030	030	NUM
bracis-19069	287	35	-	-	PUNCT
bracis-19069	287	36	91699	91699	NUM
bracis-19069	287	37	-	-	SYM
bracis-19069	287	38	2	2	NUM
bracis-19069	287	39	ebook	ebook	NOUN
bracis-19069	287	40	packages	package	NOUN
bracis-19069	287	41	:	:	PUNCT
bracis-19069	287	42	computer	computer	NOUN
bracis-19069	287	43	sciencecomputer	sciencecomputer	NOUN
bracis-19069	287	44	science	science	NOUN
bracis-19069	287	45	(	(	PUNCT
bracis-19069	287	46	r0	r0	NOUN
bracis-19069	287	47	)	)	PUNCT
bracis-19069	287	48	share	share	VERB
bracis-19069	287	49	this	this	DET
bracis-19069	287	50	paper	paper	NOUN
bracis-19069	287	51	anyone	anyone	PRON
bracis-19069	287	52	you	you	PRON
bracis-19069	287	53	share	share	VERB
bracis-19069	287	54	the	the	DET
bracis-19069	287	55	following	follow	VERB
bracis-19069	287	56	link	link	NOUN
bracis-19069	287	57	with	with	ADP
bracis-19069	287	58	will	will	AUX
bracis-19069	287	59	be	be	AUX
bracis-19069	287	60	able	able	ADJ
bracis-19069	287	61	to	to	PART
bracis-19069	287	62	read	read	VERB
bracis-19069	287	63	this	this	DET
bracis-19069	287	64	content	content	NOUN
bracis-19069	287	65	:	:	PUNCT
bracis-19069	287	66	get	get	VERB
bracis-19069	287	67	shareable	shareable	ADJ
bracis-19069	287	68	linksorry	linksorry	NOUN
bracis-19069	287	69	,	,	PUNCT
bracis-19069	287	70	a	a	DET
bracis-19069	287	71	shareable	shareable	ADJ
bracis-19069	287	72	link	link	NOUN
bracis-19069	287	73	is	be	AUX
bracis-19069	287	74	not	not	PART
bracis-19069	287	75	currently	currently	ADV
bracis-19069	287	76	available	available	ADJ
bracis-19069	287	77	for	for	ADP
bracis-19069	287	78	this	this	DET
bracis-19069	287	79	article	article	NOUN
bracis-19069	287	80	.	.	PUNCT
bracis-19069	288	1	copy	copy	VERB
bracis-19069	288	2	shareable	shareable	ADJ
bracis-19069	288	3	link	link	NOUN
bracis-19069	288	4	to	to	PART
bracis-19069	288	5	clipboard	clipboard	NOUN
bracis-19069	288	6	provided	provide	VERB
bracis-19069	288	7	by	by	ADP
bracis-19069	288	8	the	the	DET
bracis-19069	288	9	springer	springer	NOUN
bracis-19069	288	10	nature	nature	PROPN
bracis-19069	288	11	sharedit	sharedit	PROPN
bracis-19069	288	12	content	content	NOUN
bracis-19069	288	13	-	-	PUNCT
bracis-19069	288	14	sharing	share	VERB
bracis-19069	288	15	initiative	initiative	NOUN
bracis-19069	288	16	keywords	keyword	NOUN
bracis-19069	288	17	fingerprint	fingerprint	VERB
bracis-19069	288	18	indexing	indexing	NOUN
bracis-19069	288	19	deep	deep	ADJ
bracis-19069	288	20	feature	feature	NOUN
bracis-19069	288	21	embedding	embed	VERB
bracis-19069	288	22	cnn	cnn	PROPN
bracis-19069	288	23	ann	ann	PROPN
bracis-19069	288	24	models	model	NOUN
bracis-19069	288	25	publish	publish	VERB
bracis-19069	288	26	with	with	ADP
bracis-19069	288	27	us	us	PROPN
bracis-19069	288	28	policies	policy	NOUN
bracis-19069	288	29	and	and	CCONJ
bracis-19069	288	30	ethics	ethic	NOUN
bracis-19069	288	31	search	search	NOUN
bracis-19069	288	32	search	search	NOUN
bracis-19069	288	33	by	by	ADP
bracis-19069	288	34	keyword	keyword	NOUN
bracis-19069	288	35	or	or	CCONJ
bracis-19069	288	36	author	author	NOUN
bracis-19069	288	37	search	search	NOUN
bracis-19069	288	38	navigation	navigation	NOUN
bracis-19069	288	39	find	find	VERB
bracis-19069	288	40	a	a	DET
bracis-19069	288	41	journal	journal	NOUN
bracis-19069	288	42	publish	publish	VERB
bracis-19069	288	43	with	with	ADP
bracis-19069	288	44	us	we	PRON
bracis-19069	288	45	track	track	VERB
bracis-19069	288	46	your	your	PRON
bracis-19069	288	47	research	research	NOUN
bracis-19069	288	48	discover	discover	VERB
bracis-19069	288	49	content	content	NOUN
bracis-19069	288	50	journals	journal	NOUN
bracis-19069	288	51	a	a	DET
bracis-19069	288	52	-	-	PUNCT
bracis-19069	288	53	z	z	NOUN
bracis-19069	288	54	books	book	NOUN
bracis-19069	288	55	a	a	DET
bracis-19069	288	56	-	-	PUNCT
bracis-19069	288	57	z	z	NOUN
bracis-19069	288	58	publish	publish	NOUN
bracis-19069	288	59	with	with	ADP
bracis-19069	288	60	us	us	PROPN
bracis-19069	288	61	journal	journal	PROPN
bracis-19069	288	62	finder	finder	PROPN
bracis-19069	288	63	publish	publish	VERB
bracis-19069	288	64	your	your	PRON
bracis-19069	288	65	research	research	NOUN
bracis-19069	288	66	language	language	NOUN
bracis-19069	288	67	editing	edit	VERB
bracis-19069	288	68	open	open	ADJ
bracis-19069	288	69	access	access	NOUN
bracis-19069	288	70	publishing	publishing	NOUN
bracis-19069	288	71	products	product	NOUN
bracis-19069	288	72	and	and	CCONJ
bracis-19069	288	73	services	service	NOUN
bracis-19069	288	74	our	our	PRON
bracis-19069	288	75	products	product	NOUN
bracis-19069	288	76	librarians	librarian	VERB
bracis-19069	288	77	societies	society	NOUN
bracis-19069	288	78	partners	partner	NOUN
bracis-19069	288	79	and	and	CCONJ
bracis-19069	288	80	advertisers	advertiser	NOUN
bracis-19069	288	81	our	our	PRON
bracis-19069	288	82	brands	brand	NOUN
bracis-19069	288	83	springer	springer	NOUN
bracis-19069	288	84	nature	nature	PROPN
bracis-19069	288	85	portfolio	portfolio	PROPN
bracis-19069	288	86	bmc	bmc	PROPN
bracis-19069	288	87	palgrave	palgrave	PROPN
bracis-19069	288	88	macmillan	macmillan	PROPN
bracis-19069	288	89	apress	apress	PROPN
bracis-19069	288	90	discover	discover	VERB
bracis-19069	288	91	your	your	PRON
bracis-19069	288	92	privacy	privacy	NOUN
bracis-19069	288	93	choices	choice	NOUN
bracis-19069	288	94	/	/	SYM
bracis-19069	288	95	manage	manage	NOUN
bracis-19069	288	96	cookies	cookie	NOUN
bracis-19069	288	97	your	your	PRON
bracis-19069	288	98	us	us	PROPN
bracis-19069	289	1	state	state	NOUN
bracis-19069	289	2	privacy	privacy	NOUN
bracis-19069	289	3	rights	right	NOUN
bracis-19069	289	4	accessibility	accessibility	NOUN
bracis-19069	289	5	statement	statement	NOUN
bracis-19069	289	6	terms	term	NOUN
bracis-19069	289	7	and	and	CCONJ
bracis-19069	289	8	conditions	condition	NOUN
bracis-19069	289	9	privacy	privacy	NOUN
bracis-19069	289	10	policy	policy	NOUN
bracis-19069	289	11	help	help	NOUN
bracis-19069	289	12	and	and	CCONJ
bracis-19069	289	13	support	support	VERB
bracis-19069	289	14	legal	legal	ADJ
bracis-19069	289	15	notice	notice	NOUN
bracis-19069	289	16	cancel	cancel	VERB
bracis-19069	289	17	contracts	contract	NOUN
bracis-19069	289	18	here	here	ADV
bracis-19069	289	19	129.74.145.123	129.74.145.123	NUM
bracis-19069	289	20	hesburgh	hesburgh	PROPN
bracis-19069	289	21	library	library	PROPN
bracis-19069	289	22	er	er	INTJ
bracis-19069	289	23	unit	unit	NOUN
bracis-19069	289	24	(	(	PUNCT
bracis-19069	289	25	3005732405	3005732405	NUM
bracis-19069	289	26	)	)	PUNCT
bracis-19069	289	27	northeast	northeast	ADJ
bracis-19069	289	28	research	research	NOUN
bracis-19069	289	29	libraries	library	NOUN
bracis-19069	289	30	(	(	PUNCT
bracis-19069	289	31	nerl	nerl	PROPN
bracis-19069	289	32	)	)	PUNCT
bracis-19069	289	33	(	(	PUNCT
bracis-19069	289	34	8200828607	8200828607	NUM
bracis-19069	289	35	)	)	PUNCT
bracis-19069	289	36	nerl	nerl	VERB
bracis-19069	289	37	ta	ta	X
bracis-19069	289	38	account	account	NOUN
bracis-19069	289	39	(	(	PUNCT
bracis-19069	289	40	3006206169	3006206169	NUM
bracis-19069	289	41	)	)	PUNCT
bracis-19069	289	42	university	university	NOUN
bracis-19069	289	43	of	of	ADP
bracis-19069	289	44	notre	notre	PROPN
bracis-19069	289	45	dame	dame	PROPN
bracis-19069	289	46	hesburgh	hesburgh	PROPN
bracis-19069	289	47	library	library	NOUN
bracis-19069	289	48	(	(	PUNCT
bracis-19069	289	49	3000184373	3000184373	NUM
bracis-19069	289	50	)	)	PUNCT
bracis-19069	290	1	©	©	ADP
bracis-19069	290	2	2025	2025	NUM
bracis-19069	290	3	springer	springer	NOUN
bracis-19069	290	4	nature	nature	NOUN