id	sid	tid	token	lemma	pos
5d86nz8250r	1	1	the	the	DET
5d86nz8250r	1	2	human	human	ADJ
5d86nz8250r	1	3	iris	iris	PROPN
5d86nz8250r	1	4	is	be	AUX
5d86nz8250r	1	5	extremely	extremely	ADV
5d86nz8250r	1	6	unique	unique	ADJ
5d86nz8250r	1	7	,	,	PUNCT
5d86nz8250r	1	8	stable	stable	ADJ
5d86nz8250r	1	9	,	,	PUNCT
5d86nz8250r	1	10	and	and	CCONJ
5d86nz8250r	1	11	externally	externally	ADV
5d86nz8250r	1	12	visible	visible	ADJ
5d86nz8250r	1	13	;	;	PUNCT
5d86nz8250r	1	14	making	make	VERB
5d86nz8250r	1	15	it	it	PRON
5d86nz8250r	1	16	ideally	ideally	ADV
5d86nz8250r	1	17	suited	suit	VERB
5d86nz8250r	1	18	as	as	ADP
5d86nz8250r	1	19	a	a	DET
5d86nz8250r	1	20	biometric	biometric	ADJ
5d86nz8250r	1	21	modality	modality	NOUN
5d86nz8250r	1	22	.	.	PUNCT
5d86nz8250r	2	1	the	the	DET
5d86nz8250r	2	2	performance	performance	NOUN
5d86nz8250r	2	3	of	of	ADP
5d86nz8250r	2	4	state	state	NOUN
5d86nz8250r	2	5	-	-	PUNCT
5d86nz8250r	2	6	of	of	ADP
5d86nz8250r	2	7	-	-	PUNCT
5d86nz8250r	2	8	the	the	DET
5d86nz8250r	2	9	-	-	PUNCT
5d86nz8250r	2	10	art	art	NOUN
5d86nz8250r	2	11	in	in	ADP
5d86nz8250r	2	12	iris	iris	PROPN
5d86nz8250r	2	13	biometrics	biometric	NOUN
5d86nz8250r	2	14	is	be	AUX
5d86nz8250r	2	15	approaching	approach	VERB
5d86nz8250r	2	16	perfect	perfect	ADJ
5d86nz8250r	2	17	correct	correct	ADJ
5d86nz8250r	2	18	recognition	recognition	NOUN
5d86nz8250r	2	19	rates	rate	NOUN
5d86nz8250r	2	20	in	in	ADP
5d86nz8250r	2	21	small	small	ADJ
5d86nz8250r	2	22	deployments	deployment	NOUN
5d86nz8250r	2	23	with	with	ADP
5d86nz8250r	2	24	controlled	control	VERB
5d86nz8250r	2	25	image	image	NOUN
5d86nz8250r	2	26	acquisition	acquisition	NOUN
5d86nz8250r	2	27	.	.	PUNCT
5d86nz8250r	3	1	iris	iris	PROPN
5d86nz8250r	3	2	recognition	recognition	PROPN
5d86nz8250r	3	3	systems	system	NOUN
5d86nz8250r	3	4	need	need	VERB
5d86nz8250r	3	5	to	to	PART
5d86nz8250r	3	6	improve	improve	VERB
5d86nz8250r	3	7	continually	continually	ADV
5d86nz8250r	3	8	in	in	ADP
5d86nz8250r	3	9	order	order	NOUN
5d86nz8250r	3	10	to	to	PART
5d86nz8250r	3	11	keep	keep	VERB
5d86nz8250r	3	12	pace	pace	NOUN
5d86nz8250r	3	13	with	with	ADP
5d86nz8250r	3	14	the	the	DET
5d86nz8250r	3	15	increasing	increase	VERB
5d86nz8250r	3	16	number	number	NOUN
5d86nz8250r	3	17	of	of	ADP
5d86nz8250r	3	18	users	user	NOUN
5d86nz8250r	3	19	enrolled	enrol	VERB
5d86nz8250r	3	20	in	in	ADP
5d86nz8250r	3	21	applications	application	NOUN
5d86nz8250r	3	22	,	,	PUNCT
5d86nz8250r	3	23	and	and	CCONJ
5d86nz8250r	3	24	in	in	ADP
5d86nz8250r	3	25	order	order	NOUN
5d86nz8250r	3	26	to	to	PART
5d86nz8250r	3	27	perform	perform	VERB
5d86nz8250r	3	28	well	well	ADV
5d86nz8250r	3	29	in	in	ADP
5d86nz8250r	3	30	less	less	ADV
5d86nz8250r	3	31	controlled	control	VERB
5d86nz8250r	3	32	image	image	NOUN
5d86nz8250r	3	33	acquisition	acquisition	NOUN
5d86nz8250r	3	34	circumstances	circumstance	NOUN
5d86nz8250r	3	35	.	.	PUNCT
5d86nz8250r	4	1	in	in	ADP
5d86nz8250r	4	2	this	this	DET
5d86nz8250r	4	3	work	work	NOUN
5d86nz8250r	4	4	we	we	PRON
5d86nz8250r	4	5	present	present	VERB
5d86nz8250r	4	6	improvements	improvement	NOUN
5d86nz8250r	4	7	to	to	ADP
5d86nz8250r	4	8	all	all	DET
5d86nz8250r	4	9	four	four	NUM
5d86nz8250r	4	10	stages	stage	NOUN
5d86nz8250r	4	11	of	of	ADP
5d86nz8250r	4	12	the	the	DET
5d86nz8250r	4	13	biometrics	biometric	NOUN
5d86nz8250r	4	14	pipeline	pipeline	NOUN
5d86nz8250r	4	15	that	that	PRON
5d86nz8250r	4	16	increase	increase	VERB
5d86nz8250r	4	17	the	the	DET
5d86nz8250r	4	18	accuracy	accuracy	NOUN
5d86nz8250r	4	19	of	of	ADP
5d86nz8250r	4	20	iris	iris	PROPN
5d86nz8250r	4	21	biometrics	biometric	NOUN
5d86nz8250r	4	22	systems	system	NOUN
5d86nz8250r	4	23	.	.	PUNCT
5d86nz8250r	5	1	the	the	DET
5d86nz8250r	5	2	effects	effect	NOUN
5d86nz8250r	5	3	of	of	ADP
5d86nz8250r	5	4	mascara	mascara	NOUN
5d86nz8250r	5	5	and	and	CCONJ
5d86nz8250r	5	6	other	other	ADJ
5d86nz8250r	5	7	topical	topical	ADJ
5d86nz8250r	5	8	cosmetics	cosmetic	NOUN
5d86nz8250r	5	9	on	on	ADP
5d86nz8250r	5	10	iris	iris	PROPN
5d86nz8250r	5	11	recognition	recognition	PROPN
5d86nz8250r	5	12	are	be	AUX
5d86nz8250r	5	13	evaluated	evaluate	VERB
5d86nz8250r	5	14	.	.	PUNCT
5d86nz8250r	6	1	a	a	DET
5d86nz8250r	6	2	method	method	NOUN
5d86nz8250r	6	3	for	for	ADP
5d86nz8250r	6	4	detection	detection	NOUN
5d86nz8250r	6	5	of	of	ADP
5d86nz8250r	6	6	soft	soft	ADJ
5d86nz8250r	6	7	contact	contact	NOUN
5d86nz8250r	6	8	lenses	lense	NOUN
5d86nz8250r	6	9	using	use	VERB
5d86nz8250r	6	10	modified	modify	VERB
5d86nz8250r	6	11	binary	binary	ADJ
5d86nz8250r	6	12	patterns	pattern	NOUN
5d86nz8250r	6	13	is	be	AUX
5d86nz8250r	6	14	introduced	introduce	VERB
5d86nz8250r	6	15	and	and	CCONJ
5d86nz8250r	6	16	is	be	AUX
5d86nz8250r	6	17	shown	show	VERB
5d86nz8250r	6	18	to	to	PART
5d86nz8250r	6	19	accurately	accurately	ADV
5d86nz8250r	6	20	detect	detect	VERB
5d86nz8250r	6	21	the	the	DET
5d86nz8250r	6	22	presence	presence	NOUN
5d86nz8250r	6	23	of	of	ADP
5d86nz8250r	6	24	a	a	DET
5d86nz8250r	6	25	clear	clear	ADJ
5d86nz8250r	6	26	,	,	PUNCT
5d86nz8250r	6	27	soft	soft	ADJ
5d86nz8250r	6	28	contact	contact	NOUN
5d86nz8250r	6	29	lens	lens	NOUN
5d86nz8250r	6	30	,	,	PUNCT
5d86nz8250r	6	31	while	while	SCONJ
5d86nz8250r	6	32	not	not	PART
5d86nz8250r	6	33	reducing	reduce	VERB
5d86nz8250r	6	34	the	the	DET
5d86nz8250r	6	35	correct	correct	ADJ
5d86nz8250r	6	36	detection	detection	NOUN
5d86nz8250r	6	37	rate	rate	NOUN
5d86nz8250r	6	38	of	of	ADP
5d86nz8250r	6	39	textured	textured	ADJ
5d86nz8250r	6	40	lenses	lense	NOUN
5d86nz8250r	6	41	.	.	PUNCT
5d86nz8250r	7	1	this	this	DET
5d86nz8250r	7	2	work	work	NOUN
5d86nz8250r	7	3	is	be	AUX
5d86nz8250r	7	4	further	far	ADV
5d86nz8250r	7	5	extended	extend	VERB
5d86nz8250r	7	6	by	by	ADP
5d86nz8250r	7	7	using	use	VERB
5d86nz8250r	7	8	binarized	binarize	VERB
5d86nz8250r	7	9	statistical	statistical	ADJ
5d86nz8250r	7	10	information	information	NOUN
5d86nz8250r	7	11	feature	feature	NOUN
5d86nz8250r	7	12	(	(	PUNCT
5d86nz8250r	7	13	bsif	bsif	NOUN
5d86nz8250r	7	14	)	)	PUNCT
5d86nz8250r	7	15	in	in	ADP
5d86nz8250r	7	16	the	the	DET
5d86nz8250r	7	17	place	place	NOUN
5d86nz8250r	7	18	of	of	ADP
5d86nz8250r	7	19	binary	binary	ADJ
5d86nz8250r	7	20	patterns	pattern	NOUN
5d86nz8250r	7	21	.	.	PUNCT
5d86nz8250r	8	1	bsif	bsif	NOUN
5d86nz8250r	8	2	is	be	AUX
5d86nz8250r	8	3	shown	show	VERB
5d86nz8250r	8	4	to	to	PART
5d86nz8250r	8	5	outperform	outperform	VERB
5d86nz8250r	8	6	the	the	DET
5d86nz8250r	8	7	binary	binary	ADJ
5d86nz8250r	8	8	pattern	pattern	NOUN
5d86nz8250r	8	9	algorithm	algorithm	X
5d86nz8250r	8	10	for	for	ADP
5d86nz8250r	8	11	this	this	DET
5d86nz8250r	8	12	use	use	NOUN
5d86nz8250r	8	13	case	case	NOUN
5d86nz8250r	8	14	.	.	PUNCT
5d86nz8250r	9	1	the	the	DET
5d86nz8250r	9	2	impacts	impact	NOUN
5d86nz8250r	9	3	of	of	ADP
5d86nz8250r	9	4	novel	novel	ADJ
5d86nz8250r	9	5	lens	lens	NOUN
5d86nz8250r	9	6	types	type	NOUN
5d86nz8250r	9	7	and	and	CCONJ
5d86nz8250r	9	8	novel	novel	ADJ
5d86nz8250r	9	9	sensors	sensor	NOUN
5d86nz8250r	9	10	are	be	AUX
5d86nz8250r	9	11	both	both	PRON
5d86nz8250r	9	12	also	also	ADV
5d86nz8250r	9	13	evaluated	evaluate	VERB
5d86nz8250r	9	14	.	.	PUNCT
5d86nz8250r	10	1	a	a	DET
5d86nz8250r	10	2	set	set	NOUN
5d86nz8250r	10	3	of	of	ADP
5d86nz8250r	10	4	improvements	improvement	NOUN
5d86nz8250r	10	5	to	to	ADP
5d86nz8250r	10	6	the	the	DET
5d86nz8250r	10	7	iris	iris	PROPN
5d86nz8250r	10	8	biometrics	biometrics	PROPN
5d86nz8250r	10	9	gallery	gallery	NOUN
5d86nz8250r	10	10	using	use	VERB
5d86nz8250r	10	11	multiple	multiple	ADJ
5d86nz8250r	10	12	samples	sample	NOUN
5d86nz8250r	10	13	and	and	CCONJ
5d86nz8250r	10	14	regression	regression	VERB
5d86nz8250r	10	15	analysis	analysis	NOUN
5d86nz8250r	10	16	of	of	ADP
5d86nz8250r	10	17	quality	quality	NOUN
5d86nz8250r	10	18	metrics	metric	NOUN
5d86nz8250r	10	19	are	be	AUX
5d86nz8250r	10	20	also	also	ADV
5d86nz8250r	10	21	proposed	propose	VERB
5d86nz8250r	10	22	and	and	CCONJ
5d86nz8250r	10	23	evaluated	evaluate	VERB
5d86nz8250r	10	24	.	.	PUNCT
5d86nz8250r	11	1	these	these	DET
5d86nz8250r	11	2	methods	method	NOUN
5d86nz8250r	11	3	are	be	AUX
5d86nz8250r	11	4	shown	show	VERB
5d86nz8250r	11	5	to	to	PART
5d86nz8250r	11	6	improve	improve	VERB
5d86nz8250r	11	7	the	the	DET
5d86nz8250r	11	8	correct	correct	ADJ
5d86nz8250r	11	9	identification	identification	NOUN
5d86nz8250r	11	10	rate	rate	NOUN
5d86nz8250r	11	11	of	of	ADP
5d86nz8250r	11	12	an	an	DET
5d86nz8250r	11	13	iris	iris	PROPN
5d86nz8250r	11	14	biometrics	biometric	NOUN
5d86nz8250r	11	15	system	system	NOUN
5d86nz8250r	11	16	using	use	VERB
5d86nz8250r	11	17	real	real	ADJ
5d86nz8250r	11	18	-	-	PUNCT
5d86nz8250r	11	19	world	world	NOUN
5d86nz8250r	11	20	scenarios	scenario	NOUN
5d86nz8250r	11	21	.	.	PUNCT