id	sid	tid	token	lemma	pos
dj52w37876j	1	1	one	one	NUM
dj52w37876j	1	2	important	important	ADJ
dj52w37876j	1	3	barrier	barrier	NOUN
dj52w37876j	1	4	to	to	ADP
dj52w37876j	1	5	the	the	DET
dj52w37876j	1	6	use	use	NOUN
dj52w37876j	1	7	of	of	ADP
dj52w37876j	1	8	current	current	ADJ
dj52w37876j	1	9	iris	iris	PROPN
dj52w37876j	1	10	recognition	recognition	NOUN
dj52w37876j	1	11	techniques	technique	NOUN
dj52w37876j	1	12	in	in	ADP
dj52w37876j	1	13	law	law	NOUN
dj52w37876j	1	14	enforcement	enforcement	NOUN
dj52w37876j	1	15	areas	area	NOUN
dj52w37876j	1	16	such	such	ADJ
dj52w37876j	1	17	as	as	ADP
dj52w37876j	1	18	forensics	forensic	NOUN
dj52w37876j	1	19	is	be	AUX
dj52w37876j	1	20	that	that	SCONJ
dj52w37876j	1	21	the	the	DET
dj52w37876j	1	22	iris	iris	PROPN
dj52w37876j	1	23	features	feature	VERB
dj52w37876j	1	24	used	use	VERB
dj52w37876j	1	25	by	by	ADP
dj52w37876j	1	26	these	these	DET
dj52w37876j	1	27	techniques	technique	NOUN
dj52w37876j	1	28	are	be	AUX
dj52w37876j	1	29	not	not	PART
dj52w37876j	1	30	interpretable	interpretable	ADJ
dj52w37876j	1	31	to	to	ADP
dj52w37876j	1	32	human	human	ADJ
dj52w37876j	1	33	eyes	eye	NOUN
dj52w37876j	1	34	.	.	PUNCT
dj52w37876j	2	1	this	this	DET
dj52w37876j	2	2	dissertation	dissertation	NOUN
dj52w37876j	2	3	proposes	propose	VERB
dj52w37876j	2	4	a	a	DET
dj52w37876j	2	5	novel	novel	ADJ
dj52w37876j	2	6	iris	iris	PROPN
dj52w37876j	2	7	recognition	recognition	NOUN
dj52w37876j	2	8	technique	technique	NOUN
dj52w37876j	2	9	that	that	PRON
dj52w37876j	2	10	determines	determine	VERB
dj52w37876j	2	11	a	a	DET
dj52w37876j	2	12	human	human	NOUN
dj52w37876j	2	13	's	's	PART
dj52w37876j	2	14	identity	identity	NOUN
dj52w37876j	2	15	based	base	VERB
dj52w37876j	2	16	on	on	ADP
dj52w37876j	2	17	the	the	DET
dj52w37876j	2	18	crypt	crypt	NOUN
dj52w37876j	2	19	,	,	PUNCT
dj52w37876j	2	20	a	a	DET
dj52w37876j	2	21	visible	visible	ADJ
dj52w37876j	2	22	feature	feature	NOUN
dj52w37876j	2	23	on	on	ADP
dj52w37876j	2	24	the	the	DET
dj52w37876j	2	25	iris	iris	NOUN
dj52w37876j	2	26	.	.	PUNCT
dj52w37876j	3	1	the	the	DET
dj52w37876j	3	2	major	major	ADJ
dj52w37876j	3	3	motivation	motivation	NOUN
dj52w37876j	3	4	is	be	AUX
dj52w37876j	3	5	to	to	PART
dj52w37876j	3	6	aid	aid	VERB
dj52w37876j	3	7	the	the	DET
dj52w37876j	3	8	law	law	NOUN
dj52w37876j	3	9	enforcement	enforcement	NOUN
dj52w37876j	3	10	applications	application	NOUN
dj52w37876j	3	11	that	that	PRON
dj52w37876j	3	12	require	require	VERB
dj52w37876j	3	13	human	human	ADJ
dj52w37876j	3	14	judgment	judgment	NOUN
dj52w37876j	3	15	in	in	ADP
dj52w37876j	3	16	the	the	DET
dj52w37876j	3	17	process	process	NOUN
dj52w37876j	3	18	.	.	PUNCT
dj52w37876j	4	1	the	the	DET
dj52w37876j	4	2	crypt	crypt	NOUN
dj52w37876j	4	3	is	be	AUX
dj52w37876j	4	4	a	a	DET
dj52w37876j	4	5	visible	visible	ADJ
dj52w37876j	4	6	feature	feature	NOUN
dj52w37876j	4	7	whose	whose	DET
dj52w37876j	4	8	formation	formation	NOUN
dj52w37876j	4	9	is	be	AUX
dj52w37876j	4	10	related	relate	VERB
dj52w37876j	4	11	to	to	ADP
dj52w37876j	4	12	both	both	PRON
dj52w37876j	4	13	color	color	NOUN
dj52w37876j	4	14	pigmentation	pigmentation	NOUN
dj52w37876j	4	15	and	and	CCONJ
dj52w37876j	4	16	iris	iris	PROPN
dj52w37876j	4	17	surface	surface	NOUN
dj52w37876j	4	18	structures	structure	NOUN
dj52w37876j	4	19	.	.	PUNCT
dj52w37876j	5	1	thus	thus	ADV
dj52w37876j	5	2	they	they	PRON
dj52w37876j	5	3	are	be	AUX
dj52w37876j	5	4	stable	stable	ADJ
dj52w37876j	5	5	and	and	CCONJ
dj52w37876j	5	6	easier	easy	ADJ
dj52w37876j	5	7	for	for	SCONJ
dj52w37876j	5	8	human	human	ADJ
dj52w37876j	5	9	eyes	eye	NOUN
dj52w37876j	5	10	to	to	PART
dj52w37876j	5	11	rely	rely	VERB
dj52w37876j	5	12	on	on	ADP
dj52w37876j	5	13	for	for	ADP
dj52w37876j	5	14	iris	iris	PROPN
dj52w37876j	5	15	recognition	recognition	NOUN
dj52w37876j	5	16	tasks	task	NOUN
dj52w37876j	5	17	.	.	PUNCT
dj52w37876j	6	1	to	to	PART
dj52w37876j	6	2	verify	verify	VERB
dj52w37876j	6	3	the	the	DET
dj52w37876j	6	4	human	human	NOUN
dj52w37876j	6	5	-	-	PUNCT
dj52w37876j	6	6	in	in	ADP
dj52w37876j	6	7	-	-	PUNCT
dj52w37876j	6	8	the	the	DET
dj52w37876j	6	9	-	-	PUNCT
dj52w37876j	6	10	loop	loop	NOUN
dj52w37876j	6	11	system	system	NOUN
dj52w37876j	6	12	design	design	NOUN
dj52w37876j	6	13	,	,	PUNCT
dj52w37876j	6	14	we	we	PRON
dj52w37876j	6	15	conducte	conducte	VERB
dj52w37876j	6	16	two	two	NUM
dj52w37876j	6	17	human	human	ADJ
dj52w37876j	6	18	-	-	PUNCT
dj52w37876j	6	19	subject	subject	NOUN
dj52w37876j	6	20	experiments	experiment	NOUN
dj52w37876j	6	21	to	to	PART
dj52w37876j	6	22	evaluate	evaluate	VERB
dj52w37876j	6	23	human	human	ADJ
dj52w37876j	6	24	perception	perception	NOUN
dj52w37876j	6	25	of	of	ADP
dj52w37876j	6	26	crypt	crypt	NOUN
dj52w37876j	6	27	features	feature	VERB
dj52w37876j	6	28	in	in	ADP
dj52w37876j	6	29	both	both	DET
dj52w37876j	6	30	consistency	consistency	NOUN
dj52w37876j	6	31	and	and	CCONJ
dj52w37876j	6	32	robustness	robustness	NOUN
dj52w37876j	6	33	.	.	PUNCT
dj52w37876j	7	1	the	the	DET
dj52w37876j	7	2	results	result	NOUN
dj52w37876j	7	3	support	support	VERB
dj52w37876j	7	4	the	the	DET
dj52w37876j	7	5	applicability	applicability	NOUN
dj52w37876j	7	6	of	of	ADP
dj52w37876j	7	7	using	use	VERB
dj52w37876j	7	8	crypt	crypt	NOUN
dj52w37876j	7	9	features	feature	NOUN
dj52w37876j	7	10	for	for	ADP
dj52w37876j	7	11	semi	semi	ADJ
dj52w37876j	7	12	-	-	ADJ
dj52w37876j	7	13	automatic	automatic	ADJ
dj52w37876j	7	14	iris	iris	PROPN
dj52w37876j	7	15	recognition	recognition	NOUN
dj52w37876j	7	16	.	.	PUNCT
dj52w37876j	8	1	an	an	DET
dj52w37876j	8	2	automatic	automatic	ADJ
dj52w37876j	8	3	feature	feature	NOUN
dj52w37876j	8	4	detector	detector	NOUN
dj52w37876j	8	5	and	and	CCONJ
dj52w37876j	8	6	matcher	matcher	NOUN
dj52w37876j	8	7	are	be	AUX
dj52w37876j	8	8	implemented	implement	VERB
dj52w37876j	8	9	to	to	PART
dj52w37876j	8	10	reduce	reduce	VERB
dj52w37876j	8	11	the	the	DET
dj52w37876j	8	12	human	human	ADJ
dj52w37876j	8	13	workload	workload	NOUN
dj52w37876j	8	14	to	to	ADP
dj52w37876j	8	15	a	a	DET
dj52w37876j	8	16	manageable	manageable	ADJ
dj52w37876j	8	17	level	level	NOUN
dj52w37876j	8	18	for	for	ADP
dj52w37876j	8	19	large	large	ADJ
dj52w37876j	8	20	datasets	dataset	NOUN
dj52w37876j	8	21	and	and	CCONJ
dj52w37876j	8	22	assist	assist	VERB
dj52w37876j	8	23	humans	human	NOUN
dj52w37876j	8	24	to	to	PART
dj52w37876j	8	25	make	make	VERB
dj52w37876j	8	26	more	more	ADV
dj52w37876j	8	27	informative	informative	ADJ
dj52w37876j	8	28	decisions	decision	NOUN
dj52w37876j	8	29	.	.	PUNCT
dj52w37876j	9	1	our	our	PRON
dj52w37876j	9	2	feature	feature	NOUN
dj52w37876j	9	3	detector	detector	NOUN
dj52w37876j	9	4	deploys	deploy	VERB
dj52w37876j	9	5	a	a	DET
dj52w37876j	9	6	multi	multi	ADJ
dj52w37876j	9	7	-	-	ADJ
dj52w37876j	9	8	scale	scale	ADJ
dj52w37876j	9	9	pyramid	pyramid	NOUN
dj52w37876j	9	10	framework	framework	NOUN
dj52w37876j	9	11	in	in	ADP
dj52w37876j	9	12	order	order	NOUN
dj52w37876j	9	13	to	to	PART
dj52w37876j	9	14	detect	detect	VERB
dj52w37876j	9	15	crypts	crypt	NOUN
dj52w37876j	9	16	of	of	ADP
dj52w37876j	9	17	various	various	ADJ
dj52w37876j	9	18	sizes	size	NOUN
dj52w37876j	9	19	.	.	PUNCT
dj52w37876j	10	1	an	an	DET
dj52w37876j	10	2	optimization	optimization	NOUN
dj52w37876j	10	3	step	step	NOUN
dj52w37876j	10	4	is	be	AUX
dj52w37876j	10	5	then	then	ADV
dj52w37876j	10	6	performed	perform	VERB
dj52w37876j	10	7	to	to	PART
dj52w37876j	10	8	improve	improve	VERB
dj52w37876j	10	9	boundary	boundary	ADJ
dj52w37876j	10	10	accuracies	accuracy	NOUN
dj52w37876j	10	11	and	and	CCONJ
dj52w37876j	10	12	to	to	PART
dj52w37876j	10	13	reveal	reveal	VERB
dj52w37876j	10	14	more	more	ADJ
dj52w37876j	10	15	shape	shape	NOUN
dj52w37876j	10	16	detail	detail	NOUN
dj52w37876j	10	17	of	of	ADP
dj52w37876j	10	18	the	the	DET
dj52w37876j	10	19	crypts	crypt	NOUN
dj52w37876j	10	20	.	.	PUNCT
dj52w37876j	11	1	two	two	NUM
dj52w37876j	11	2	crypt	crypt	NOUN
dj52w37876j	11	3	matchers	matcher	NOUN
dj52w37876j	11	4	are	be	AUX
dj52w37876j	11	5	introduced	introduce	VERB
dj52w37876j	11	6	and	and	CCONJ
dj52w37876j	11	7	evaluated	evaluate	VERB
dj52w37876j	11	8	in	in	ADP
dj52w37876j	11	9	this	this	DET
dj52w37876j	11	10	dissertation	dissertation	NOUN
dj52w37876j	11	11	.	.	PUNCT
dj52w37876j	12	1	the	the	DET
dj52w37876j	12	2	first	first	ADJ
dj52w37876j	12	3	matcher	matcher	NOUN
dj52w37876j	12	4	uses	use	VERB
dj52w37876j	12	5	a	a	DET
dj52w37876j	12	6	two	two	NUM
dj52w37876j	12	7	-	-	PUNCT
dj52w37876j	12	8	stage	stage	NOUN
dj52w37876j	12	9	design	design	NOUN
dj52w37876j	12	10	that	that	PRON
dj52w37876j	12	11	approximates	approximate	VERB
dj52w37876j	12	12	the	the	DET
dj52w37876j	12	13	overall	overall	ADJ
dj52w37876j	12	14	speed	speed	NOUN
dj52w37876j	12	15	of	of	ADP
dj52w37876j	12	16	of	of	ADP
dj52w37876j	12	17	a	a	DET
dj52w37876j	12	18	simple	simple	ADJ
dj52w37876j	12	19	global	global	ADJ
dj52w37876j	12	20	matcher	matcher	NOUN
dj52w37876j	12	21	while	while	SCONJ
dj52w37876j	12	22	still	still	ADV
dj52w37876j	12	23	being	be	AUX
dj52w37876j	12	24	able	able	ADJ
dj52w37876j	12	25	to	to	PART
dj52w37876j	12	26	locate	locate	VERB
dj52w37876j	12	27	common	common	ADJ
dj52w37876j	12	28	crypts	crypt	NOUN
dj52w37876j	12	29	between	between	ADP
dj52w37876j	12	30	potentially	potentially	ADV
dj52w37876j	12	31	matching	match	VERB
dj52w37876j	12	32	iris	iris	NOUN
dj52w37876j	12	33	image	image	NOUN
dj52w37876j	12	34	pairs	pair	NOUN
dj52w37876j	12	35	.	.	PUNCT
dj52w37876j	13	1	the	the	DET
dj52w37876j	13	2	second	second	ADJ
dj52w37876j	13	3	matcher	matcher	NOUN
dj52w37876j	13	4	uses	use	VERB
dj52w37876j	13	5	local	local	ADJ
dj52w37876j	13	6	binary	binary	ADJ
dj52w37876j	13	7	compatibility	compatibility	NOUN
dj52w37876j	13	8	to	to	PART
dj52w37876j	13	9	evaluate	evaluate	VERB
dj52w37876j	13	10	crypt	crypt	NOUN
dj52w37876j	13	11	similarities	similarity	NOUN
dj52w37876j	13	12	.	.	PUNCT
dj52w37876j	14	1	it	it	PRON
dj52w37876j	14	2	is	be	AUX
dj52w37876j	14	3	designed	design	VERB
dj52w37876j	14	4	to	to	PART
dj52w37876j	14	5	be	be	AUX
dj52w37876j	14	6	more	more	ADV
dj52w37876j	14	7	robust	robust	ADJ
dj52w37876j	14	8	to	to	PART
dj52w37876j	14	9	shape	shape	VERB
dj52w37876j	14	10	variations	variation	NOUN
dj52w37876j	14	11	and	and	CCONJ
dj52w37876j	14	12	partial	partial	ADJ
dj52w37876j	14	13	detection	detection	NOUN
dj52w37876j	14	14	errors	error	NOUN
dj52w37876j	14	15	.	.	PUNCT
dj52w37876j	15	1	the	the	DET
dj52w37876j	15	2	performance	performance	NOUN
dj52w37876j	15	3	of	of	ADP
dj52w37876j	15	4	the	the	DET
dj52w37876j	15	5	crypt	crypt	NOUN
dj52w37876j	15	6	detector	detector	NOUN
dj52w37876j	15	7	and	and	CCONJ
dj52w37876j	15	8	matcher	matcher	NOUN
dj52w37876j	15	9	is	be	AUX
dj52w37876j	15	10	evaluated	evaluate	VERB
dj52w37876j	15	11	in	in	ADP
dj52w37876j	15	12	both	both	DET
dj52w37876j	15	13	identification	identification	NOUN
dj52w37876j	15	14	and	and	CCONJ
dj52w37876j	15	15	verification	verification	NOUN
dj52w37876j	15	16	scenarios	scenario	NOUN
dj52w37876j	15	17	.	.	PUNCT
dj52w37876j	16	1	the	the	DET
dj52w37876j	16	2	testing	testing	NOUN
dj52w37876j	16	3	dataset	dataset	NOUN
dj52w37876j	16	4	is	be	AUX
dj52w37876j	16	5	composed	compose	VERB
dj52w37876j	16	6	of	of	ADP
dj52w37876j	16	7	3505	3505	NUM
dj52w37876j	16	8	images	image	NOUN
dj52w37876j	16	9	from	from	ADP
dj52w37876j	16	10	701	701	NUM
dj52w37876j	16	11	irises	iris	NOUN
dj52w37876j	16	12	.	.	PUNCT
dj52w37876j	17	1	it	it	PRON
dj52w37876j	17	2	is	be	AUX
dj52w37876j	17	3	by	by	ADP
dj52w37876j	17	4	far	far	ADV
dj52w37876j	17	5	the	the	DET
dj52w37876j	17	6	largest	large	ADJ
dj52w37876j	17	7	dataset	dataset	NOUN
dj52w37876j	17	8	that	that	PRON
dj52w37876j	17	9	has	have	AUX
dj52w37876j	17	10	been	be	AUX
dj52w37876j	17	11	used	use	VERB
dj52w37876j	17	12	in	in	ADP
dj52w37876j	17	13	performance	performance	NOUN
dj52w37876j	17	14	evaluation	evaluation	NOUN
dj52w37876j	17	15	for	for	ADP
dj52w37876j	17	16	visible	visible	ADJ
dj52w37876j	17	17	feature	feature	NOUN
dj52w37876j	17	18	based	base	VERB
dj52w37876j	17	19	iris	iris	PROPN
dj52w37876j	17	20	recognition	recognition	PROPN
dj52w37876j	17	21	techniques.a	techniques.a	DET
dj52w37876j	17	22	final	final	ADJ
dj52w37876j	17	23	contribution	contribution	NOUN
dj52w37876j	17	24	of	of	ADP
dj52w37876j	17	25	this	this	DET
dj52w37876j	17	26	work	work	NOUN
dj52w37876j	17	27	is	be	AUX
dj52w37876j	17	28	the	the	DET
dj52w37876j	17	29	preliminary	preliminary	ADJ
dj52w37876j	17	30	study	study	NOUN
dj52w37876j	17	31	of	of	ADP
dj52w37876j	17	32	a	a	DET
dj52w37876j	17	33	semi	semi	ADJ
dj52w37876j	17	34	-	-	ADJ
dj52w37876j	17	35	automatic	automatic	ADJ
dj52w37876j	17	36	identity	identity	NOUN
dj52w37876j	17	37	verification	verification	NOUN
dj52w37876j	17	38	system	system	NOUN
dj52w37876j	17	39	.	.	PUNCT
dj52w37876j	18	1	this	this	DET
dj52w37876j	18	2	system	system	NOUN
dj52w37876j	18	3	combines	combine	VERB
dj52w37876j	18	4	the	the	DET
dj52w37876j	18	5	automatic	automatic	ADJ
dj52w37876j	18	6	crypt	crypt	NOUN
dj52w37876j	18	7	detector	detector	NOUN
dj52w37876j	18	8	/	/	SYM
dj52w37876j	18	9	matcher	matcher	NOUN
dj52w37876j	18	10	with	with	ADP
dj52w37876j	18	11	human	human	ADJ
dj52w37876j	18	12	judgment	judgment	NOUN
dj52w37876j	18	13	.	.	PUNCT
dj52w37876j	19	1	image	image	NOUN
dj52w37876j	19	2	pairs	pair	NOUN
dj52w37876j	19	3	with	with	ADP
dj52w37876j	19	4	automatically	automatically	ADV
dj52w37876j	19	5	annotated	annotate	VERB
dj52w37876j	19	6	crypt	crypt	NOUN
dj52w37876j	19	7	features	feature	NOUN
dj52w37876j	19	8	and	and	CCONJ
dj52w37876j	19	9	local	local	ADJ
dj52w37876j	19	10	similarity	similarity	NOUN
dj52w37876j	19	11	scores	score	NOUN
dj52w37876j	19	12	are	be	AUX
dj52w37876j	19	13	presented	present	VERB
dj52w37876j	19	14	to	to	ADP
dj52w37876j	19	15	a	a	DET
dj52w37876j	19	16	group	group	NOUN
dj52w37876j	19	17	of	of	ADP
dj52w37876j	19	18	anonymous	anonymous	ADJ
dj52w37876j	19	19	online	online	ADJ
dj52w37876j	19	20	human	human	ADJ
dj52w37876j	19	21	participants	participant	NOUN
dj52w37876j	19	22	to	to	PART
dj52w37876j	19	23	classify	classify	VERB
dj52w37876j	19	24	each	each	DET
dj52w37876j	19	25	iris	iris	NOUN
dj52w37876j	19	26	pair	pair	NOUN
dj52w37876j	19	27	as	as	ADP
dj52w37876j	19	28	match	match	NOUN
dj52w37876j	19	29	or	or	CCONJ
dj52w37876j	19	30	non	non	ADJ
dj52w37876j	19	31	-	-	ADJ
dj52w37876j	19	32	match	match	NOUN
dj52w37876j	19	33	.	.	PUNCT
dj52w37876j	20	1	the	the	DET
dj52w37876j	20	2	results	result	NOUN
dj52w37876j	20	3	suggest	suggest	VERB
dj52w37876j	20	4	that	that	SCONJ
dj52w37876j	20	5	the	the	DET
dj52w37876j	20	6	semi	semi	ADJ
dj52w37876j	20	7	-	-	ADJ
dj52w37876j	20	8	automatic	automatic	ADJ
dj52w37876j	20	9	identity	identity	NOUN
dj52w37876j	20	10	verification	verification	NOUN
dj52w37876j	20	11	framework	framework	NOUN
dj52w37876j	20	12	is	be	AUX
dj52w37876j	20	13	feasible	feasible	ADJ
dj52w37876j	20	14	when	when	SCONJ
dj52w37876j	20	15	the	the	DET
dj52w37876j	20	16	conclusion	conclusion	NOUN
dj52w37876j	20	17	is	be	AUX
dj52w37876j	20	18	retrieved	retrieve	VERB
dj52w37876j	20	19	through	through	ADP
dj52w37876j	20	20	a	a	DET
dj52w37876j	20	21	voting	voting	NOUN
dj52w37876j	20	22	strategy	strategy	NOUN
dj52w37876j	20	23	among	among	ADP
dj52w37876j	20	24	several	several	ADJ
dj52w37876j	20	25	humans	human	NOUN
dj52w37876j	20	26	.	.	PUNCT
dj52w37876j	21	1	we	we	PRON
dj52w37876j	21	2	also	also	ADV
dj52w37876j	21	3	expect	expect	VERB
dj52w37876j	21	4	the	the	DET
dj52w37876j	21	5	accuracy	accuracy	NOUN
dj52w37876j	21	6	to	to	PART
dj52w37876j	21	7	be	be	AUX
dj52w37876j	21	8	considerably	considerably	ADV
dj52w37876j	21	9	higher	high	ADJ
dj52w37876j	21	10	for	for	ADP
dj52w37876j	21	11	experienced	experienced	ADJ
dj52w37876j	21	12	forensic	forensic	ADJ
dj52w37876j	21	13	examiners	examiner	NOUN
dj52w37876j	21	14	.	.	PUNCT