id	sid	tid	token	lemma	pos
ajgt-2967	1	1	pa	pa	PROPN
ajgt-2967	1	2	ge	ge	PROPN
ajgt-2967	1	3	1	1	NUM
ajgt-2967	1	4	pa	pa	PROPN
ajgt-2967	1	5	ge	ge	PROPN
ajgt-2967	1	6	69	69	NUM
ajgt-2967	1	7	american	american	PROPN
ajgt-2967	1	8	journal	journal	PROPN
ajgt-2967	1	9	of	of	ADP
ajgt-2967	1	10	geospatial	geospatial	ADJ
ajgt-2967	1	11	technology	technology	NOUN
ajgt-2967	1	12	(	(	PUNCT
ajgt-2967	1	13	ajgt	ajgt	NOUN
ajgt-2967	1	14	)	)	PUNCT
ajgt-2967	1	15	enhancing	enhance	VERB
ajgt-2967	1	16	atm	atm	ADJ
ajgt-2967	1	17	security	security	NOUN
ajgt-2967	1	18	system	system	NOUN
ajgt-2967	1	19	by	by	ADP
ajgt-2967	1	20	using	use	VERB
ajgt-2967	1	21	iris	iris	NOUN
ajgt-2967	1	22	(	(	PUNCT
ajgt-2967	1	23	eye	eye	NOUN
ajgt-2967	1	24	)	)	PUNCT
ajgt-2967	1	25	recognition	recognition	NOUN
ajgt-2967	1	26	irum	irum	PROPN
ajgt-2967	1	27	ashraf1	ashraf1	PROPN
ajgt-2967	1	28	*	*	PUNCT
ajgt-2967	1	29	volume	volume	NOUN
ajgt-2967	1	30	3	3	NUM
ajgt-2967	1	31	issue	issue	NOUN
ajgt-2967	1	32	1	1	NUM
ajgt-2967	1	33	,	,	PUNCT
ajgt-2967	1	34	year	year	NOUN
ajgt-2967	1	35	2024	2024	NUM
ajgt-2967	1	36	issn	issn	X
ajgt-2967	1	37	:	:	PUNCT
ajgt-2967	1	38	2833	2833	NUM
ajgt-2967	1	39	-	-	SYM
ajgt-2967	1	40	8006	8006	NUM
ajgt-2967	1	41	(	(	PUNCT
ajgt-2967	1	42	online	online	ADJ
ajgt-2967	1	43	)	)	PUNCT
ajgt-2967	1	44	doi	doi	NOUN
ajgt-2967	1	45	:	:	PUNCT
ajgt-2967	1	46	https://doi.org/10.54536/ajgt.v3i1.2967	https://doi.org/10.54536/ajgt.v3i1.2967	PROPN
ajgt-2967	1	47	https://journals.e-palli.com/home/index.php/ajgt	https://journals.e-palli.com/home/index.php/ajgt	PROPN
ajgt-2967	1	48	article	article	NOUN
ajgt-2967	1	49	information	information	NOUN
ajgt-2967	1	50	abstract	abstract	ADV
ajgt-2967	1	51	received	receive	VERB
ajgt-2967	1	52	:	:	PUNCT
ajgt-2967	1	53	may	may	AUX
ajgt-2967	1	54	10	10	NUM
ajgt-2967	1	55	,	,	PUNCT
ajgt-2967	1	56	2024	2024	NUM
ajgt-2967	1	57	accepted	accept	VERB
ajgt-2967	1	58	:	:	PUNCT
ajgt-2967	1	59	june	june	PROPN
ajgt-2967	1	60	12	12	NUM
ajgt-2967	1	61	,	,	PUNCT
ajgt-2967	1	62	2024	2024	NUM
ajgt-2967	1	63	published	publish	VERB
ajgt-2967	1	64	:	:	PUNCT
ajgt-2967	1	65	june	june	PROPN
ajgt-2967	1	66	15	15	NUM
ajgt-2967	1	67	,	,	PUNCT
ajgt-2967	1	68	2024	2024	NUM
ajgt-2967	1	69	newly	newly	ADV
ajgt-2967	1	70	invented	invent	VERB
ajgt-2967	1	71	iris	iris	NOUN
ajgt-2967	1	72	recognition	recognition	NOUN
ajgt-2967	1	73	which	which	PRON
ajgt-2967	1	74	is	be	AUX
ajgt-2967	1	75	a	a	DET
ajgt-2967	1	76	part	part	NOUN
ajgt-2967	1	77	of	of	ADP
ajgt-2967	1	78	biometric	biometric	ADJ
ajgt-2967	1	79	identification	identification	NOUN
ajgt-2967	1	80	,	,	PUNCT
ajgt-2967	1	81	offering	offer	VERB
ajgt-2967	1	82	and	and	CCONJ
ajgt-2967	1	83	purposing	purpose	VERB
ajgt-2967	1	84	an	an	DET
ajgt-2967	1	85	antique	antique	ADJ
ajgt-2967	1	86	method	method	NOUN
ajgt-2967	1	87	for	for	ADP
ajgt-2967	1	88	personal	personal	ADJ
ajgt-2967	1	89	identification	identification	NOUN
ajgt-2967	1	90	,	,	PUNCT
ajgt-2967	1	91	authentication	authentication	NOUN
ajgt-2967	1	92	and	and	CCONJ
ajgt-2967	1	93	security	security	NOUN
ajgt-2967	1	94	by	by	ADP
ajgt-2967	1	95	analyzing	analyze	VERB
ajgt-2967	1	96	the	the	DET
ajgt-2967	1	97	random	random	ADJ
ajgt-2967	1	98	pattern	pattern	NOUN
ajgt-2967	1	99	of	of	ADP
ajgt-2967	1	100	the	the	DET
ajgt-2967	1	101	iris	iris	NOUN
ajgt-2967	1	102	.	.	PUNCT
ajgt-2967	2	1	by	by	ADP
ajgt-2967	2	2	using	use	VERB
ajgt-2967	2	3	iris	iris	NOUN
ajgt-2967	2	4	recognition	recognition	NOUN
ajgt-2967	2	5	system	system	NOUN
ajgt-2967	2	6	recognizes	recognize	VERB
ajgt-2967	2	7	the	the	DET
ajgt-2967	2	8	identification	identification	NOUN
ajgt-2967	2	9	of	of	ADP
ajgt-2967	2	10	a	a	DET
ajgt-2967	2	11	person	person	NOUN
ajgt-2967	2	12	from	from	ADP
ajgt-2967	2	13	a	a	DET
ajgt-2967	2	14	captured	capture	VERB
ajgt-2967	2	15	image	image	NOUN
ajgt-2967	2	16	by	by	ADP
ajgt-2967	2	17	comparing	compare	VERB
ajgt-2967	2	18	it	it	PRON
ajgt-2967	2	19	to	to	ADP
ajgt-2967	2	20	the	the	DET
ajgt-2967	2	21	human	human	ADJ
ajgt-2967	2	22	iris	iris	NOUN
ajgt-2967	2	23	patterns	pattern	NOUN
ajgt-2967	2	24	stored	store	VERB
ajgt-2967	2	25	in	in	ADP
ajgt-2967	2	26	an	an	DET
ajgt-2967	2	27	iris	iris	NOUN
ajgt-2967	2	28	template	template	NOUN
ajgt-2967	2	29	database	database	NOUN
ajgt-2967	2	30	.	.	PUNCT
ajgt-2967	3	1	the	the	DET
ajgt-2967	3	2	iris	iris	NOUN
ajgt-2967	3	3	template	template	NOUN
ajgt-2967	3	4	database	database	NOUN
ajgt-2967	3	5	has	have	AUX
ajgt-2967	3	6	been	be	AUX
ajgt-2967	3	7	carried	carry	VERB
ajgt-2967	3	8	out	out	ADP
ajgt-2967	3	9	by	by	ADP
ajgt-2967	3	10	using	use	VERB
ajgt-2967	3	11	three	three	NUM
ajgt-2967	3	12	steps	step	NOUN
ajgt-2967	3	13	the	the	DET
ajgt-2967	3	14	first	first	ADJ
ajgt-2967	3	15	step	step	NOUN
ajgt-2967	3	16	is	be	AUX
ajgt-2967	3	17	segmentation	segmentation	NOUN
ajgt-2967	3	18	.	.	PUNCT
ajgt-2967	4	1	hough	hough	PROPN
ajgt-2967	4	2	transform	transform	NOUN
ajgt-2967	4	3	is	be	AUX
ajgt-2967	4	4	used	use	VERB
ajgt-2967	4	5	to	to	PART
ajgt-2967	4	6	segment	segment	VERB
ajgt-2967	4	7	the	the	DET
ajgt-2967	4	8	iris	iris	NOUN
ajgt-2967	4	9	region	region	NOUN
ajgt-2967	4	10	from	from	ADP
ajgt-2967	4	11	the	the	DET
ajgt-2967	4	12	eye	eye	NOUN
ajgt-2967	4	13	image	image	NOUN
ajgt-2967	4	14	of	of	ADP
ajgt-2967	4	15	the	the	DET
ajgt-2967	4	16	casia	casia	NOUN
ajgt-2967	4	17	database	database	NOUN
ajgt-2967	4	18	.	.	PUNCT
ajgt-2967	5	1	the	the	DET
ajgt-2967	5	2	noise	noise	NOUN
ajgt-2967	5	3	and	and	CCONJ
ajgt-2967	5	4	blurring	blur	VERB
ajgt-2967	5	5	due	due	ADP
ajgt-2967	5	6	to	to	ADP
ajgt-2967	5	7	eyelid	eyelid	NOUN
ajgt-2967	5	8	occlusions	occlusion	NOUN
ajgt-2967	5	9	,	,	PUNCT
ajgt-2967	5	10	reflections	reflection	NOUN
ajgt-2967	5	11	is	be	AUX
ajgt-2967	5	12	eliminated	eliminate	VERB
ajgt-2967	5	13	in	in	ADP
ajgt-2967	5	14	the	the	DET
ajgt-2967	5	15	segmentation	segmentation	NOUN
ajgt-2967	5	16	stage	stage	NOUN
ajgt-2967	5	17	.	.	PUNCT
ajgt-2967	6	1	the	the	DET
ajgt-2967	6	2	third	third	ADJ
ajgt-2967	6	3	step	step	NOUN
ajgt-2967	6	4	is	be	AUX
ajgt-2967	6	5	normalization	normalization	NOUN
ajgt-2967	6	6	.	.	PUNCT
ajgt-2967	7	1	a	a	DET
ajgt-2967	7	2	technique	technique	NOUN
ajgt-2967	7	3	based	base	VERB
ajgt-2967	7	4	on	on	ADP
ajgt-2967	7	5	hough	hough	PROPN
ajgt-2967	7	6	transform	transform	NOUN
ajgt-2967	7	7	was	be	AUX
ajgt-2967	7	8	employed	employ	VERB
ajgt-2967	7	9	on	on	ADP
ajgt-2967	7	10	the	the	DET
ajgt-2967	7	11	iris	iris	NOUN
ajgt-2967	7	12	for	for	ADP
ajgt-2967	7	13	creating	create	VERB
ajgt-2967	7	14	a	a	DET
ajgt-2967	7	15	dimensionally	dimensionally	ADV
ajgt-2967	7	16	steady	steady	ADJ
ajgt-2967	7	17	and	and	CCONJ
ajgt-2967	7	18	compatible	compatible	ADJ
ajgt-2967	7	19	representation	representation	NOUN
ajgt-2967	7	20	of	of	ADP
ajgt-2967	7	21	the	the	DET
ajgt-2967	7	22	iris	iris	NOUN
ajgt-2967	7	23	region	region	NOUN
ajgt-2967	7	24	.	.	PUNCT
ajgt-2967	8	1	the	the	DET
ajgt-2967	8	2	last	last	ADJ
ajgt-2967	8	3	step	step	NOUN
ajgt-2967	8	4	and	and	CCONJ
ajgt-2967	8	5	fourth	fourth	ADJ
ajgt-2967	8	6	step	step	NOUN
ajgt-2967	8	7	is	be	AUX
ajgt-2967	8	8	feature	feature	NOUN
ajgt-2967	8	9	extraction	extraction	NOUN
ajgt-2967	8	10	.	.	PUNCT
ajgt-2967	9	1	in	in	ADP
ajgt-2967	9	2	this	this	DET
ajgt-2967	9	3	local	local	ADJ
ajgt-2967	9	4	binary	binary	ADJ
ajgt-2967	9	5	pattern	pattern	NOUN
ajgt-2967	9	6	and	and	CCONJ
ajgt-2967	9	7	gray	gray	ADJ
ajgt-2967	9	8	level	level	NOUN
ajgt-2967	9	9	cooccurrence	cooccurrence	NOUN
ajgt-2967	9	10	matrix	matrix	NOUN
ajgt-2967	9	11	are	be	AUX
ajgt-2967	9	12	used	use	VERB
ajgt-2967	9	13	to	to	PART
ajgt-2967	9	14	extract	extract	VERB
ajgt-2967	9	15	the	the	DET
ajgt-2967	9	16	features	feature	NOUN
ajgt-2967	9	17	.	.	PUNCT
ajgt-2967	10	1	at	at	ADP
ajgt-2967	10	2	last	last	ADJ
ajgt-2967	10	3	template	template	NOUN
ajgt-2967	10	4	of	of	ADP
ajgt-2967	10	5	the	the	DET
ajgt-2967	10	6	new	new	ADJ
ajgt-2967	10	7	eye	eye	NOUN
ajgt-2967	10	8	image	image	NOUN
ajgt-2967	10	9	captured	capture	VERB
ajgt-2967	10	10	will	will	AUX
ajgt-2967	10	11	be	be	AUX
ajgt-2967	10	12	compared	compare	VERB
ajgt-2967	10	13	with	with	ADP
ajgt-2967	10	14	the	the	DET
ajgt-2967	10	15	iris	iris	NOUN
ajgt-2967	10	16	template	template	NOUN
ajgt-2967	10	17	database	database	NOUN
ajgt-2967	10	18	using	use	VERB
ajgt-2967	10	19	probabilistic	probabilistic	ADJ
ajgt-2967	10	20	neural	neural	ADJ
ajgt-2967	10	21	network	network	NOUN
ajgt-2967	10	22	.	.	PUNCT
ajgt-2967	11	1	keywords	keyword	VERB
ajgt-2967	11	2	image	image	NOUN
ajgt-2967	11	3	preprocessing	preprocessing	NOUN
ajgt-2967	11	4	,	,	PUNCT
ajgt-2967	11	5	segmentation	segmentation	NOUN
ajgt-2967	11	6	,	,	PUNCT
ajgt-2967	11	7	normalization	normalization	NOUN
ajgt-2967	11	8	,	,	PUNCT
ajgt-2967	11	9	feature	feature	NOUN
ajgt-2967	11	10	extraction	extraction	NOUN
ajgt-2967	11	11	1	1	NUM
ajgt-2967	11	12	grand	grand	ADJ
ajgt-2967	11	13	asian	asian	ADJ
ajgt-2967	11	14	university	university	PROPN
ajgt-2967	11	15	,	,	PUNCT
ajgt-2967	11	16	sialkot	sialkot	NOUN
ajgt-2967	11	17	,	,	PUNCT
ajgt-2967	11	18	pakistan	pakistan	PROPN
ajgt-2967	11	19	*	*	PUNCT
ajgt-2967	11	20	corresponding	correspond	VERB
ajgt-2967	11	21	author	author	NOUN
ajgt-2967	11	22	’s	’s	PART
ajgt-2967	11	23	e	e	NOUN
ajgt-2967	11	24	-	-	NOUN
ajgt-2967	11	25	mail	mail	NOUN
ajgt-2967	11	26	:	:	PUNCT
ajgt-2967	11	27	irum.ashraf@gaus.edu.pk	irum.ashraf@gaus.edu.pk	ADJ
ajgt-2967	11	28	introduction	introduction	NOUN
ajgt-2967	11	29	about	about	ADV
ajgt-2967	11	30	25,000	25,000	NUM
ajgt-2967	11	31	accounts	account	NOUN
ajgt-2967	11	32	are	be	AUX
ajgt-2967	11	33	opened	open	VERB
ajgt-2967	11	34	on	on	ADP
ajgt-2967	11	35	the	the	DET
ajgt-2967	11	36	daily	daily	NOUN
ajgt-2967	11	37	according	accord	VERB
ajgt-2967	11	38	to	to	ADP
ajgt-2967	11	39	the	the	DET
ajgt-2967	11	40	rbi	rbi	NOUN
ajgt-2967	11	41	report	report	NOUN
ajgt-2967	11	42	around	around	ADP
ajgt-2967	11	43	the	the	DET
ajgt-2967	11	44	world	world	NOUN
ajgt-2967	11	45	.	.	PUNCT
ajgt-2967	12	1	in	in	ADP
ajgt-2967	12	2	the	the	DET
ajgt-2967	12	3	past	past	ADJ
ajgt-2967	12	4	transaction	transaction	NOUN
ajgt-2967	12	5	can	can	AUX
ajgt-2967	12	6	not	not	PART
ajgt-2967	12	7	be	be	AUX
ajgt-2967	12	8	done	do	VERB
ajgt-2967	12	9	in	in	ADP
ajgt-2967	12	10	emergency	emergency	NOUN
ajgt-2967	12	11	situation	situation	NOUN
ajgt-2967	12	12	due	due	ADP
ajgt-2967	12	13	to	to	AUX
ajgt-2967	12	14	crowd	crowd	VERB
ajgt-2967	12	15	and	and	CCONJ
ajgt-2967	12	16	it	it	PRON
ajgt-2967	12	17	also	also	ADV
ajgt-2967	12	18	takes	take	VERB
ajgt-2967	12	19	more	more	ADJ
ajgt-2967	12	20	time	time	NOUN
ajgt-2967	12	21	so	so	ADV
ajgt-2967	12	22	john	john	PROPN
ajgt-2967	12	23	shepherd	shepherd	PROPN
ajgt-2967	12	24	invented	invent	VERB
ajgt-2967	12	25	atm	atm	PROPN
ajgt-2967	12	26	(	(	PUNCT
ajgt-2967	12	27	automated	automate	VERB
ajgt-2967	12	28	teller	teller	NOUN
ajgt-2967	12	29	machine	machine	NOUN
ajgt-2967	12	30	)	)	PUNCT
ajgt-2967	12	31	.	.	PUNCT
ajgt-2967	13	1	due	due	ADP
ajgt-2967	13	2	to	to	PART
ajgt-2967	13	3	increase	increase	VERB
ajgt-2967	13	4	in	in	ADP
ajgt-2967	13	5	the	the	DET
ajgt-2967	13	6	user	user	NOUN
ajgt-2967	13	7	account	account	NOUN
ajgt-2967	13	8	made	make	VERB
ajgt-2967	13	9	to	to	PART
ajgt-2967	13	10	change	change	VERB
ajgt-2967	13	11	the	the	DET
ajgt-2967	13	12	banking	banking	NOUN
ajgt-2967	13	13	system	system	NOUN
ajgt-2967	13	14	.	.	PUNCT
ajgt-2967	14	1	as	as	SCONJ
ajgt-2967	14	2	users	user	NOUN
ajgt-2967	14	3	and	and	CCONJ
ajgt-2967	14	4	customers	customer	NOUN
ajgt-2967	14	5	increased	increase	VERB
ajgt-2967	14	6	drastically	drastically	ADV
ajgt-2967	14	7	,	,	PUNCT
ajgt-2967	14	8	fraudulent	fraudulent	ADJ
ajgt-2967	14	9	act	act	NOUN
ajgt-2967	14	10	also	also	ADV
ajgt-2967	14	11	increased	increase	VERB
ajgt-2967	14	12	equally	equally	ADV
ajgt-2967	14	13	so	so	ADV
ajgt-2967	14	14	banking	banking	NOUN
ajgt-2967	14	15	system	system	NOUN
ajgt-2967	14	16	has	have	AUX
ajgt-2967	14	17	given	give	VERB
ajgt-2967	14	18	more	more	ADJ
ajgt-2967	14	19	importance	importance	NOUN
ajgt-2967	14	20	to	to	ADP
ajgt-2967	14	21	security	security	NOUN
ajgt-2967	14	22	system	system	NOUN
ajgt-2967	14	23	which	which	PRON
ajgt-2967	14	24	is	be	AUX
ajgt-2967	14	25	prior	prior	ADV
ajgt-2967	14	26	of	of	ADP
ajgt-2967	14	27	the	the	DET
ajgt-2967	14	28	customers	customer	NOUN
ajgt-2967	14	29	and	and	CCONJ
ajgt-2967	14	30	users	user	NOUN
ajgt-2967	14	31	requirement	requirement	NOUN
ajgt-2967	14	32	.	.	PUNCT
ajgt-2967	15	1	hence	hence	ADV
ajgt-2967	15	2	the	the	DET
ajgt-2967	15	3	requirement	requirement	NOUN
ajgt-2967	15	4	for	for	ADP
ajgt-2967	15	5	banking	banking	NOUN
ajgt-2967	15	6	security	security	NOUN
ajgt-2967	15	7	is	be	AUX
ajgt-2967	15	8	increased	increase	VERB
ajgt-2967	15	9	with	with	ADP
ajgt-2967	15	10	the	the	DET
ajgt-2967	15	11	passage	passage	NOUN
ajgt-2967	15	12	of	of	ADP
ajgt-2967	15	13	time	time	NOUN
ajgt-2967	15	14	.	.	PUNCT
ajgt-2967	16	1	biometric	biometric	ADJ
ajgt-2967	16	2	system	system	NOUN
ajgt-2967	16	3	measures	measure	VERB
ajgt-2967	16	4	the	the	DET
ajgt-2967	16	5	antique	antique	ADJ
ajgt-2967	16	6	specifications	specification	NOUN
ajgt-2967	16	7	of	of	ADP
ajgt-2967	16	8	a	a	DET
ajgt-2967	16	9	person	person	NOUN
ajgt-2967	16	10	so	so	SCONJ
ajgt-2967	16	11	that	that	SCONJ
ajgt-2967	16	12	no	no	DET
ajgt-2967	16	13	one	one	NOUN
ajgt-2967	16	14	can	can	AUX
ajgt-2967	16	15	break	break	VERB
ajgt-2967	16	16	the	the	DET
ajgt-2967	16	17	system	system	NOUN
ajgt-2967	16	18	.	.	PUNCT
ajgt-2967	17	1	because	because	SCONJ
ajgt-2967	17	2	of	of	ADP
ajgt-2967	17	3	this	this	DET
ajgt-2967	17	4	feature	feature	NOUN
ajgt-2967	17	5	of	of	ADP
ajgt-2967	17	6	biometric	biometric	NOUN
ajgt-2967	17	7	,	,	PUNCT
ajgt-2967	17	8	this	this	DET
ajgt-2967	17	9	idea	idea	NOUN
ajgt-2967	17	10	evolved	evolve	VERB
ajgt-2967	17	11	in	in	ADP
ajgt-2967	17	12	banking	banking	NOUN
ajgt-2967	17	13	systems	system	NOUN
ajgt-2967	17	14	and	and	CCONJ
ajgt-2967	17	15	sectors	sector	NOUN
ajgt-2967	17	16	.	.	PUNCT
ajgt-2967	18	1	biometric	biometric	ADJ
ajgt-2967	18	2	includes	include	VERB
ajgt-2967	18	3	iris	iris	NOUN
ajgt-2967	18	4	recognition	recognition	NOUN
ajgt-2967	18	5	,	,	PUNCT
ajgt-2967	18	6	sound	sound	ADJ
ajgt-2967	18	7	recognition	recognition	NOUN
ajgt-2967	18	8	,	,	PUNCT
ajgt-2967	18	9	face	face	NOUN
ajgt-2967	18	10	features	feature	VERB
ajgt-2967	18	11	recognition	recognition	NOUN
ajgt-2967	18	12	and	and	CCONJ
ajgt-2967	18	13	fingerprint	fingerprint	NOUN
ajgt-2967	18	14	/	/	SYM
ajgt-2967	18	15	thumb	thumb	NOUN
ajgt-2967	18	16	recognition	recognition	NOUN
ajgt-2967	18	17	.	.	PUNCT
ajgt-2967	19	1	among	among	ADP
ajgt-2967	19	2	all	all	DET
ajgt-2967	19	3	those	those	DET
ajgt-2967	19	4	types	type	NOUN
ajgt-2967	19	5	of	of	ADP
ajgt-2967	19	6	biometrics	biometric	NOUN
ajgt-2967	19	7	used	use	VERB
ajgt-2967	19	8	,	,	PUNCT
ajgt-2967	19	9	iris	iris	NOUN
ajgt-2967	19	10	recognition	recognition	NOUN
ajgt-2967	19	11	transaction	transaction	NOUN
ajgt-2967	19	12	through	through	ADP
ajgt-2967	19	13	atm	atm	ADJ
ajgt-2967	19	14	card	card	NOUN
ajgt-2967	19	15	it	it	PRON
ajgt-2967	19	16	the	the	DET
ajgt-2967	19	17	easiest	easy	ADJ
ajgt-2967	19	18	and	and	CCONJ
ajgt-2967	19	19	simple	simple	ADJ
ajgt-2967	19	20	,	,	PUNCT
ajgt-2967	19	21	all	all	PRON
ajgt-2967	19	22	of	of	ADP
ajgt-2967	19	23	the	the	DET
ajgt-2967	19	24	customers	customer	NOUN
ajgt-2967	19	25	and	and	CCONJ
ajgt-2967	19	26	users	user	NOUN
ajgt-2967	19	27	are	be	AUX
ajgt-2967	19	28	depend	depend	VERB
ajgt-2967	19	29	on	on	ADP
ajgt-2967	19	30	card	card	NOUN
ajgt-2967	19	31	system	system	NOUN
ajgt-2967	19	32	.	.	PUNCT
ajgt-2967	20	1	but	but	CCONJ
ajgt-2967	20	2	at	at	ADP
ajgt-2967	20	3	the	the	DET
ajgt-2967	20	4	same	same	ADJ
ajgt-2967	20	5	time	time	NOUN
ajgt-2967	20	6	atm	atm	NOUN
ajgt-2967	20	7	cards	card	NOUN
ajgt-2967	20	8	pin	pin	NOUN
ajgt-2967	20	9	or	or	CCONJ
ajgt-2967	20	10	password	password	NOUN
ajgt-2967	20	11	can	can	AUX
ajgt-2967	20	12	be	be	AUX
ajgt-2967	20	13	easily	easily	ADV
ajgt-2967	20	14	traced	trace	VERB
ajgt-2967	20	15	and	and	CCONJ
ajgt-2967	20	16	account	account	NOUN
ajgt-2967	20	17	can	can	AUX
ajgt-2967	20	18	be	be	AUX
ajgt-2967	20	19	accessed	access	VERB
ajgt-2967	20	20	.	.	PUNCT
ajgt-2967	21	1	it	it	PRON
ajgt-2967	21	2	is	be	AUX
ajgt-2967	21	3	important	important	ADJ
ajgt-2967	21	4	to	to	PART
ajgt-2967	21	5	keep	keep	VERB
ajgt-2967	21	6	the	the	DET
ajgt-2967	21	7	record	record	NOUN
ajgt-2967	21	8	transaction	transaction	NOUN
ajgt-2967	21	9	reports	report	NOUN
ajgt-2967	21	10	made	make	VERB
ajgt-2967	21	11	by	by	ADP
ajgt-2967	21	12	use	use	NOUN
ajgt-2967	21	13	.	.	PUNCT
ajgt-2967	22	1	to	to	PART
ajgt-2967	22	2	overcome	overcome	VERB
ajgt-2967	22	3	these	these	DET
ajgt-2967	22	4	defaults	default	NOUN
ajgt-2967	22	5	.	.	PUNCT
ajgt-2967	23	1	card	card	NOUN
ajgt-2967	23	2	less	less	ADJ
ajgt-2967	23	3	system	system	NOUN
ajgt-2967	23	4	is	be	AUX
ajgt-2967	23	5	should	should	AUX
ajgt-2967	23	6	be	be	AUX
ajgt-2967	23	7	created	create	VERB
ajgt-2967	23	8	by	by	ADP
ajgt-2967	23	9	using	use	VERB
ajgt-2967	23	10	red	red	ADJ
ajgt-2967	23	11	-	-	PUNCT
ajgt-2967	23	12	tacton	tacton	NOUN
ajgt-2967	23	13	.	.	PUNCT
ajgt-2967	24	1	red	red	ADJ
ajgt-2967	24	2	-	-	PUNCT
ajgt-2967	24	3	tacton	tacton	NOUN
ajgt-2967	24	4	uses	use	VERB
ajgt-2967	24	5	the	the	DET
ajgt-2967	24	6	surface	surface	NOUN
ajgt-2967	24	7	of	of	ADP
ajgt-2967	24	8	the	the	DET
ajgt-2967	24	9	human	human	ADJ
ajgt-2967	24	10	body	body	NOUN
ajgt-2967	24	11	as	as	ADP
ajgt-2967	24	12	a	a	DET
ajgt-2967	24	13	safe	safe	ADJ
ajgt-2967	24	14	,	,	PUNCT
ajgt-2967	24	15	high	high	ADJ
ajgt-2967	24	16	speed	speed	NOUN
ajgt-2967	24	17	network	network	NOUN
ajgt-2967	24	18	transmission	transmission	NOUN
ajgt-2967	24	19	path	path	NOUN
ajgt-2967	24	20	.	.	PUNCT
ajgt-2967	25	1	as	as	ADP
ajgt-2967	25	2	per	per	ADP
ajgt-2967	25	3	newly	newly	ADV
ajgt-2967	25	4	invented	invent	VERB
ajgt-2967	25	5	iris	iris	NOUN
ajgt-2967	25	6	system	system	NOUN
ajgt-2967	25	7	recognition	recognition	NOUN
ajgt-2967	25	8	,	,	PUNCT
ajgt-2967	25	9	it	it	PRON
ajgt-2967	25	10	also	also	ADV
ajgt-2967	25	11	provides	provide	VERB
ajgt-2967	25	12	a	a	DET
ajgt-2967	25	13	complete	complete	ADJ
ajgt-2967	25	14	and	and	CCONJ
ajgt-2967	25	15	reliable	reliable	ADJ
ajgt-2967	25	16	security	security	NOUN
ajgt-2967	25	17	system	system	NOUN
ajgt-2967	25	18	to	to	ADP
ajgt-2967	25	19	the	the	DET
ajgt-2967	25	20	users	user	NOUN
ajgt-2967	25	21	as	as	SCONJ
ajgt-2967	25	22	it	it	PRON
ajgt-2967	25	23	allows	allow	VERB
ajgt-2967	25	24	access	access	NOUN
ajgt-2967	25	25	to	to	ADP
ajgt-2967	25	26	only	only	ADV
ajgt-2967	25	27	those	those	DET
ajgt-2967	25	28	individuals	individual	NOUN
ajgt-2967	25	29	whose	whose	DET
ajgt-2967	25	30	iris	iris	NOUN
ajgt-2967	25	31	is	be	AUX
ajgt-2967	25	32	matched	match	VERB
ajgt-2967	25	33	with	with	ADP
ajgt-2967	25	34	the	the	DET
ajgt-2967	25	35	database	database	NOUN
ajgt-2967	25	36	and	and	CCONJ
ajgt-2967	25	37	deny	deny	VERB
ajgt-2967	25	38	access	access	NOUN
ajgt-2967	25	39	to	to	ADP
ajgt-2967	25	40	all	all	DET
ajgt-2967	25	41	others	other	NOUN
ajgt-2967	25	42	very	very	ADV
ajgt-2967	25	43	reliably	reliably	ADV
ajgt-2967	25	44	.	.	PUNCT
ajgt-2967	26	1	this	this	DET
ajgt-2967	26	2	system	system	NOUN
ajgt-2967	26	3	has	have	VERB
ajgt-2967	26	4	four	four	NUM
ajgt-2967	26	5	stages	stage	NOUN
ajgt-2967	26	6	:	:	PUNCT
ajgt-2967	26	7	first	first	ADV
ajgt-2967	26	8	is	be	AUX
ajgt-2967	26	9	the	the	DET
ajgt-2967	26	10	image	image	NOUN
ajgt-2967	26	11	acquisition	acquisition	NOUN
ajgt-2967	26	12	.	.	PUNCT
ajgt-2967	27	1	in	in	ADP
ajgt-2967	27	2	this	this	DET
ajgt-2967	27	3	image	image	NOUN
ajgt-2967	27	4	is	be	AUX
ajgt-2967	27	5	taken	take	VERB
ajgt-2967	27	6	with	with	ADP
ajgt-2967	27	7	proper	proper	ADJ
ajgt-2967	27	8	illumination	illumination	NOUN
ajgt-2967	27	9	,	,	PUNCT
ajgt-2967	27	10	distance	distance	NOUN
ajgt-2967	27	11	and	and	CCONJ
ajgt-2967	27	12	other	other	ADJ
ajgt-2967	27	13	specifications	specification	NOUN
ajgt-2967	27	14	affecting	affect	VERB
ajgt-2967	27	15	image	image	NOUN
ajgt-2967	27	16	quality	quality	NOUN
ajgt-2967	27	17	and	and	CCONJ
ajgt-2967	27	18	its	its	PRON
ajgt-2967	27	19	other	other	ADJ
ajgt-2967	27	20	features	feature	NOUN
ajgt-2967	27	21	.	.	PUNCT
ajgt-2967	28	1	this	this	DET
ajgt-2967	28	2	step	step	NOUN
ajgt-2967	28	3	is	be	AUX
ajgt-2967	28	4	important	important	ADJ
ajgt-2967	28	5	because	because	SCONJ
ajgt-2967	28	6	image	image	NOUN
ajgt-2967	28	7	quality	quality	NOUN
ajgt-2967	28	8	plays	play	VERB
ajgt-2967	28	9	an	an	DET
ajgt-2967	28	10	important	important	ADJ
ajgt-2967	28	11	role	role	NOUN
ajgt-2967	28	12	in	in	ADP
ajgt-2967	28	13	iris	iris	NOUN
ajgt-2967	28	14	localization	localization	NOUN
ajgt-2967	28	15	step.another	step.another	PRON
ajgt-2967	28	16	second	second	ADV
ajgt-2967	28	17	is	be	AUX
ajgt-2967	28	18	image	image	NOUN
ajgt-2967	28	19	segmentation	segmentation	NOUN
ajgt-2967	28	20	in	in	ADP
ajgt-2967	28	21	which	which	PRON
ajgt-2967	28	22	iris	iris	NOUN
ajgt-2967	28	23	is	be	AUX
ajgt-2967	28	24	recognition	recognition	NOUN
ajgt-2967	28	25	.	.	PUNCT
ajgt-2967	29	1	in	in	ADP
ajgt-2967	29	2	this	this	DET
ajgt-2967	29	3	step	step	NOUN
ajgt-2967	29	4	of	of	ADP
ajgt-2967	29	5	feature	feature	NOUN
ajgt-2967	29	6	extraction	extraction	NOUN
ajgt-2967	29	7	stage	stage	NOUN
ajgt-2967	29	8	,	,	PUNCT
ajgt-2967	29	9	antique	antique	ADJ
ajgt-2967	29	10	specifications	specification	NOUN
ajgt-2967	29	11	from	from	ADP
ajgt-2967	29	12	the	the	DET
ajgt-2967	29	13	segmented	segment	VERB
ajgt-2967	29	14	iris	iris	NOUN
ajgt-2967	29	15	has	have	AUX
ajgt-2967	29	16	been	be	AUX
ajgt-2967	29	17	extracted	extract	VERB
ajgt-2967	29	18	to	to	PART
ajgt-2967	29	19	create	create	VERB
ajgt-2967	29	20	an	an	DET
ajgt-2967	29	21	iris	iris	NOUN
ajgt-2967	29	22	performa	performa	NOUN
ajgt-2967	29	23	or	or	CCONJ
ajgt-2967	29	24	template.moreover	template.moreover	NUM
ajgt-2967	29	25	this	this	DET
ajgt-2967	29	26	template	template	NOUN
ajgt-2967	29	27	is	be	AUX
ajgt-2967	29	28	used	use	VERB
ajgt-2967	29	29	for	for	ADP
ajgt-2967	29	30	iris	iris	NOUN
ajgt-2967	29	31	recognition.however	recognition.however	ADP
ajgt-2967	29	32	fourth	fourth	ADJ
ajgt-2967	29	33	one	one	NOUN
ajgt-2967	29	34	is	be	AUX
ajgt-2967	29	35	matching	match	VERB
ajgt-2967	29	36	with	with	ADP
ajgt-2967	29	37	an	an	DET
ajgt-2967	29	38	original	original	ADJ
ajgt-2967	29	39	image	image	NOUN
ajgt-2967	29	40	taken	take	VERB
ajgt-2967	29	41	and	and	CCONJ
ajgt-2967	29	42	saved	save	VERB
ajgt-2967	29	43	in	in	ADP
ajgt-2967	29	44	database	database	NOUN
ajgt-2967	29	45	.	.	PUNCT
ajgt-2967	30	1	on	on	ADP
ajgt-2967	30	2	this	this	DET
ajgt-2967	30	3	stage	stage	NOUN
ajgt-2967	30	4	it	it	PRON
ajgt-2967	30	5	is	be	AUX
ajgt-2967	30	6	to	to	PART
ajgt-2967	30	7	be	be	AUX
ajgt-2967	30	8	verified	verify	VERB
ajgt-2967	30	9	that	that	SCONJ
ajgt-2967	30	10	the	the	DET
ajgt-2967	30	11	iris	iris	NOUN
ajgt-2967	30	12	matches	match	VERB
ajgt-2967	30	13	image	image	NOUN
ajgt-2967	30	14	saved	save	VERB
ajgt-2967	30	15	in	in	ADP
ajgt-2967	30	16	data	datum	NOUN
ajgt-2967	30	17	based	base	VERB
ajgt-2967	30	18	or	or	CCONJ
ajgt-2967	30	19	if	if	SCONJ
ajgt-2967	30	20	it	it	PRON
ajgt-2967	30	21	does	do	VERB
ajgt-2967	30	22	n’t	not	PART
ajgt-2967	30	23	matches	match	NOUN
ajgt-2967	30	24	then	then	ADV
ajgt-2967	30	25	its	its	PRON
ajgt-2967	30	26	rejected	reject	VERB
ajgt-2967	30	27	.	.	PUNCT
ajgt-2967	31	1	iris	iris	NOUN
ajgt-2967	31	2	recognition	recognition	NOUN
ajgt-2967	31	3	is	be	AUX
ajgt-2967	31	4	an	an	DET
ajgt-2967	31	5	automatic	automatic	ADJ
ajgt-2967	31	6	method	method	NOUN
ajgt-2967	31	7	of	of	ADP
ajgt-2967	31	8	biometric	biometric	ADJ
ajgt-2967	31	9	identification	identification	NOUN
ajgt-2967	31	10	that	that	PRON
ajgt-2967	31	11	uses	use	VERB
ajgt-2967	31	12	an	an	DET
ajgt-2967	31	13	antique	antique	ADJ
ajgt-2967	31	14	specification	specification	NOUN
ajgt-2967	31	15	of	of	ADP
ajgt-2967	31	16	evey	evey	NOUN
ajgt-2967	31	17	single	single	ADJ
ajgt-2967	31	18	user.iris	user.iris	PROPN
ajgt-2967	31	19	an	an	DET
ajgt-2967	31	20	internal	internal	ADJ
ajgt-2967	31	21	organ	organ	NOUN
ajgt-2967	31	22	of	of	ADP
ajgt-2967	31	23	our	our	PRON
ajgt-2967	31	24	body	body	NOUN
ajgt-2967	31	25	that	that	PRON
ajgt-2967	31	26	is	be	AUX
ajgt-2967	31	27	visible	visible	ADJ
ajgt-2967	31	28	from	from	ADP
ajgt-2967	31	29	outside	outside	ADP
ajgt-2967	31	30	whose	whose	DET
ajgt-2967	31	31	patterns	pattern	NOUN
ajgt-2967	31	32	are	be	AUX
ajgt-2967	31	33	complex	complex	ADJ
ajgt-2967	31	34	random	random	ADJ
ajgt-2967	31	35	patterns	pattern	NOUN
ajgt-2967	31	36	which	which	PRON
ajgt-2967	31	37	are	be	AUX
ajgt-2967	31	38	most	most	ADV
ajgt-2967	31	39	unique	unique	ADJ
ajgt-2967	31	40	and	and	CCONJ
ajgt-2967	31	41	stable	stable	ADJ
ajgt-2967	31	42	.	.	PUNCT
ajgt-2967	32	1	howeve	howeve	PROPN
ajgt-2967	32	2	overall	overall	ADJ
ajgt-2967	32	3	biometric	biometric	ADJ
ajgt-2967	32	4	technologies	technology	NOUN
ajgt-2967	32	5	used	use	VERB
ajgt-2967	32	6	for	for	ADP
ajgt-2967	32	7	human	human	ADJ
ajgt-2967	32	8	authentication	authentication	NOUN
ajgt-2967	32	9	is	be	AUX
ajgt-2967	32	10	one	one	NUM
ajgt-2967	32	11	of	of	ADP
ajgt-2967	32	12	the	the	DET
ajgt-2967	32	13	most	most	ADV
ajgt-2967	32	14	authentic	authentic	ADJ
ajgt-2967	32	15	and	and	CCONJ
ajgt-2967	32	16	accurate	accurate	ADJ
ajgt-2967	32	17	for	for	ADP
ajgt-2967	32	18	securing	secure	VERB
ajgt-2967	32	19	banking	banking	NOUN
ajgt-2967	32	20	and	and	CCONJ
ajgt-2967	32	21	atm	atm	NOUN
ajgt-2967	32	22	system	system	NOUN
ajgt-2967	32	23	.	.	PUNCT
ajgt-2967	33	1	iris	iris	NOUN
ajgt-2967	33	2	recognition	recognition	NOUN
ajgt-2967	33	3	is	be	AUX
ajgt-2967	33	4	one	one	NUM
ajgt-2967	33	5	of	of	ADP
ajgt-2967	33	6	the	the	DET
ajgt-2967	33	7	stable	stable	ADJ
ajgt-2967	33	8	and	and	CCONJ
ajgt-2967	33	9	reliable	reliable	ADJ
ajgt-2967	33	10	out	out	ADP
ajgt-2967	33	11	of	of	ADP
ajgt-2967	33	12	other	other	ADJ
ajgt-2967	33	13	biometric	biometric	ADJ
ajgt-2967	33	14	techniques	technique	NOUN
ajgt-2967	33	15	such	such	ADJ
ajgt-2967	33	16	as	as	ADP
ajgt-2967	33	17	face	face	NOUN
ajgt-2967	33	18	recognition	recognition	NOUN
ajgt-2967	33	19	,	,	PUNCT
ajgt-2967	33	20	finger	finger	NOUN
ajgt-2967	33	21	recognition	recognition	NOUN
ajgt-2967	33	22	,	,	PUNCT
ajgt-2967	33	23	hand	hand	NOUN
ajgt-2967	33	24	and	and	CCONJ
ajgt-2967	33	25	finger	finger	NOUN
ajgt-2967	33	26	geometry	geometry	NOUN
ajgt-2967	33	27	,	,	PUNCT
ajgt-2967	33	28	just	just	ADV
ajgt-2967	33	29	because	because	SCONJ
ajgt-2967	33	30	of	of	ADP
ajgt-2967	33	31	its	its	PRON
ajgt-2967	33	32	special	special	ADJ
ajgt-2967	33	33	and	and	CCONJ
ajgt-2967	33	34	noninvasiveness	noninvasiveness	NOUN
ajgt-2967	33	35	of	of	ADP
ajgt-2967	33	36	the	the	DET
ajgt-2967	33	37	iris	iris	NOUN
ajgt-2967	33	38	pattern	pattern	NOUN
ajgt-2967	33	39	.	.	PUNCT
ajgt-2967	34	1	the	the	DET
ajgt-2967	34	2	iris	iris	NOUN
ajgt-2967	34	3	region	region	NOUN
ajgt-2967	34	4	,	,	PUNCT
ajgt-2967	34	5	the	the	DET
ajgt-2967	34	6	part	part	NOUN
ajgt-2967	34	7	between	between	ADP
ajgt-2967	34	8	the	the	DET
ajgt-2967	34	9	pupil	pupil	NOUN
ajgt-2967	34	10	and	and	CCONJ
ajgt-2967	34	11	the	the	DET
ajgt-2967	34	12	white	white	PROPN
ajgt-2967	34	13	sclera	sclera	PROPN
ajgt-2967	34	14	provides	provide	VERB
ajgt-2967	34	15	many	many	ADJ
ajgt-2967	34	16	minute	minute	ADJ
ajgt-2967	34	17	visible	visible	ADJ
ajgt-2967	34	18	characteristics	characteristic	NOUN
ajgt-2967	34	19	such	such	ADJ
ajgt-2967	34	20	as	as	ADP
ajgt-2967	34	21	freckles	freckle	NOUN
ajgt-2967	34	22	,	,	PUNCT
ajgt-2967	34	23	cornea	cornea	NOUN
ajgt-2967	34	24	stripes	stripe	NOUN
ajgt-2967	34	25	,	,	PUNCT
ajgt-2967	34	26	furrows	furrow	NOUN
ajgt-2967	34	27	,	,	PUNCT
ajgt-2967	34	28	crypts	crypt	NOUN
ajgt-2967	34	29	which	which	PRON
ajgt-2967	34	30	are	be	AUX
ajgt-2967	34	31	unique	unique	ADJ
ajgt-2967	34	32	for	for	ADP
ajgt-2967	34	33	each	each	DET
ajgt-2967	34	34	individual(daugman	individual(daugman	NOUN
ajgt-2967	34	35	,	,	PUNCT
ajgt-2967	34	36	1993	1993	NUM
ajgt-2967	34	37	)	)	PUNCT
ajgt-2967	34	38	.	.	PUNCT
ajgt-2967	35	1	if	if	SCONJ
ajgt-2967	35	2	it	it	PRON
ajgt-2967	35	3	comes	come	VERB
ajgt-2967	35	4	to	to	ADP
ajgt-2967	35	5	the	the	DET
ajgt-2967	35	6	eye	eye	NOUN
ajgt-2967	35	7	matching	matching	NOUN
ajgt-2967	35	8	,	,	PUNCT
ajgt-2967	35	9	both	both	PRON
ajgt-2967	35	10	of	of	ADP
ajgt-2967	35	11	our	our	PRON
ajgt-2967	35	12	eyes	eye	NOUN
ajgt-2967	35	13	does	do	AUX
ajgt-2967	35	14	n’t	not	PART
ajgt-2967	35	15	match	match	VERB
ajgt-2967	35	16	with	with	ADP
ajgt-2967	35	17	each	each	DET
ajgt-2967	35	18	other	other	ADJ
ajgt-2967	35	19	.	.	PUNCT
ajgt-2967	36	1	however	however	ADV
ajgt-2967	36	2	the	the	DET
ajgt-2967	36	3	chance	chance	NOUN
ajgt-2967	36	4	of	of	ADP
ajgt-2967	36	5	matching	match	VERB
ajgt-2967	36	6	two	two	NUM
ajgt-2967	36	7	people	people	NOUN
ajgt-2967	36	8	with	with	ADP
ajgt-2967	36	9	same	same	ADJ
ajgt-2967	36	10	specification	specification	NOUN
ajgt-2967	36	11	is	be	AUX
ajgt-2967	36	12	almost	almost	ADV
ajgt-2967	36	13	zero	zero	NUM
ajgt-2967	36	14	which	which	PRON
ajgt-2967	36	15	makes	make	VERB
ajgt-2967	36	16	the	the	DET
ajgt-2967	36	17	system	system	NOUN
ajgt-2967	36	18	more	more	ADV
ajgt-2967	36	19	frequent	frequent	ADJ
ajgt-2967	36	20	and	and	CCONJ
ajgt-2967	36	21	stable	stable	ADJ
ajgt-2967	36	22	when	when	SCONJ
ajgt-2967	36	23	it	it	PRON
ajgt-2967	36	24	comes	come	VERB
ajgt-2967	36	25	to	to	ADP
ajgt-2967	36	26	the	the	DET
ajgt-2967	36	27	security	security	NOUN
ajgt-2967	36	28	matter	matter	NOUN
ajgt-2967	36	29	.	.	PUNCT
ajgt-2967	37	1	pa	pa	PROPN
ajgt-2967	37	2	ge	ge	PROPN
ajgt-2967	37	3	70	70	NUM
ajgt-2967	37	4	https://journals.e-palli.com/home/index.php/ajgt	https://journals.e-palli.com/home/index.php/ajgt	PROPN
ajgt-2967	37	5	am	be	AUX
ajgt-2967	37	6	.	.	PUNCT
ajgt-2967	38	1	j.	j.	PROPN
ajgt-2967	38	2	geo	geo	PROPN
ajgt-2967	38	3	spat	spat	PROPN
ajgt-2967	38	4	.	.	PUNCT
ajgt-2967	39	1	technol	technol	PROPN
ajgt-2967	39	2	.	.	PUNCT
ajgt-2967	40	1	3(1	3(1	NUM
ajgt-2967	40	2	)	)	PUNCT
ajgt-2967	40	3	69	69	NUM
ajgt-2967	40	4	-	-	SYM
ajgt-2967	40	5	75	75	NUM
ajgt-2967	40	6	,	,	PUNCT
ajgt-2967	40	7	2024	2024	NUM
ajgt-2967	40	8	figure	figure	NOUN
ajgt-2967	40	9	2	2	NUM
ajgt-2967	40	10	:	:	PUNCT
ajgt-2967	40	11	iris	iris	NOUN
ajgt-2967	40	12	recognition	recognition	NOUN
ajgt-2967	40	13	figure	figure	NOUN
ajgt-2967	40	14	1	1	NUM
ajgt-2967	40	15	:	:	PUNCT
ajgt-2967	40	16	biometric	biometric	ADJ
ajgt-2967	40	17	technologies	technology	NOUN
ajgt-2967	40	18	literature	literature	PROPN
ajgt-2967	40	19	review	review	VERB
ajgt-2967	40	20	patented	patented	ADJ
ajgt-2967	40	21	algorithm	algorithm	NOUN
ajgt-2967	40	22	uses	use	VERB
ajgt-2967	40	23	iris	iris	NOUN
ajgt-2967	40	24	recognition	recognition	NOUN
ajgt-2967	40	25	system	system	NOUN
ajgt-2967	40	26	which	which	PRON
ajgt-2967	40	27	was	be	AUX
ajgt-2967	40	28	developed	develop	VERB
ajgt-2967	40	29	by	by	ADP
ajgt-2967	40	30	john	john	PROPN
ajgt-2967	40	31	daugman	daugman	PROPN
ajgt-2967	40	32	by	by	ADP
ajgt-2967	40	33	using	use	VERB
ajgt-2967	40	34	integro	integro	PROPN
ajgt-2967	40	35	differential	differential	ADJ
ajgt-2967	40	36	operator	operator	NOUN
ajgt-2967	40	37	in	in	ADP
ajgt-2967	40	38	his	his	PRON
ajgt-2967	40	39	algorithm	algorithm	NOUN
ajgt-2967	40	40	to	to	PART
ajgt-2967	40	41	find	find	VERB
ajgt-2967	40	42	inner	inner	ADJ
ajgt-2967	40	43	and	and	CCONJ
ajgt-2967	40	44	outer	outer	ADJ
ajgt-2967	40	45	boundaries	boundary	NOUN
ajgt-2967	40	46	of	of	ADP
ajgt-2967	40	47	iris	iris	NOUN
ajgt-2967	40	48	,	,	PUNCT
ajgt-2967	40	49	including	include	VERB
ajgt-2967	40	50	the	the	DET
ajgt-2967	40	51	detection	detection	NOUN
ajgt-2967	40	52	of	of	ADP
ajgt-2967	40	53	upper	upper	ADJ
ajgt-2967	40	54	and	and	CCONJ
ajgt-2967	40	55	lower	low	ADJ
ajgt-2967	40	56	eyelid	eyelid	NOUN
ajgt-2967	40	57	boundaries.for	boundaries.for	SCONJ
ajgt-2967	40	58	normalization	normalization	NOUN
ajgt-2967	40	59	daughman	daughman	NOUN
ajgt-2967	40	60	’s	’s	PART
ajgt-2967	40	61	rubber	rubber	NOUN
ajgt-2967	40	62	sheet	sheet	NOUN
ajgt-2967	40	63	model	model	NOUN
ajgt-2967	40	64	is	be	AUX
ajgt-2967	40	65	used	use	VERB
ajgt-2967	40	66	where	where	SCONJ
ajgt-2967	40	67	in	in	ADP
ajgt-2967	40	68	the	the	DET
ajgt-2967	40	69	circular	circular	ADJ
ajgt-2967	40	70	iris	iris	NOUN
ajgt-2967	40	71	region	region	NOUN
ajgt-2967	40	72	is	be	AUX
ajgt-2967	40	73	unwrapped	unwrapped	ADJ
ajgt-2967	40	74	into	into	ADP
ajgt-2967	40	75	rectangular	rectangular	ADJ
ajgt-2967	40	76	block	block	NOUN
ajgt-2967	40	77	of	of	ADP
ajgt-2967	40	78	fixed	fix	VERB
ajgt-2967	40	79	dimension	dimension	NOUN
ajgt-2967	40	80	.	.	PUNCT
ajgt-2967	41	1	feature	feature	NOUN
ajgt-2967	41	2	extraction	extraction	NOUN
ajgt-2967	41	3	is	be	AUX
ajgt-2967	41	4	performed	perform	VERB
ajgt-2967	41	5	using	use	VERB
ajgt-2967	41	6	2d	2d	NUM
ajgt-2967	41	7	gabor	gabor	NOUN
ajgt-2967	41	8	and	and	CCONJ
ajgt-2967	41	9	hamming	hamming	NOUN
ajgt-2967	41	10	distance	distance	NOUN
ajgt-2967	41	11	later	later	ADV
ajgt-2967	41	12	on	on	ADP
ajgt-2967	41	13	which	which	PRON
ajgt-2967	41	14	is	be	AUX
ajgt-2967	41	15	used	use	VERB
ajgt-2967	41	16	for	for	ADP
ajgt-2967	41	17	code	code	NOUN
ajgt-2967	41	18	matching	matching	NOUN
ajgt-2967	41	19	.	.	PUNCT
ajgt-2967	42	1	1	1	NUM
ajgt-2967	42	2	in	in	ADP
ajgt-2967	42	3	4	4	NUM
ajgt-2967	42	4	million	million	NUM
ajgt-2967	42	5	is	be	AUX
ajgt-2967	42	6	the	the	DET
ajgt-2967	42	7	theoretical	theoretical	ADJ
ajgt-2967	42	8	false	false	ADJ
ajgt-2967	42	9	match	match	NOUN
ajgt-2967	42	10	probability	probability	NOUN
ajgt-2967	42	11	in	in	ADP
ajgt-2967	42	12	this	this	DET
ajgt-2967	42	13	method	method	NOUN
ajgt-2967	42	14	.	.	PUNCT
ajgt-2967	43	1	yang	yang	PROPN
ajgt-2967	43	2	hu	hu	PROPN
ajgt-2967	43	3	et	et	PROPN
ajgt-2967	43	4	al(hu	al(hu	PROPN
ajgt-2967	43	5	,	,	PUNCT
ajgt-2967	43	6	sirlantzis	sirlantzi	NOUN
ajgt-2967	43	7	,	,	PUNCT
ajgt-2967	43	8	&	&	CCONJ
ajgt-2967	43	9	howells	howells	PROPN
ajgt-2967	43	10	,	,	PUNCT
ajgt-2967	43	11	2016	2016	NUM
ajgt-2967	43	12	)	)	PUNCT
ajgt-2967	43	13	has	have	AUX
ajgt-2967	43	14	suggested	suggest	VERB
ajgt-2967	43	15	a	a	DET
ajgt-2967	43	16	method	method	NOUN
ajgt-2967	43	17	for	for	ADP
ajgt-2967	43	18	optimal	optimal	ADJ
ajgt-2967	43	19	generation	generation	NOUN
ajgt-2967	43	20	of	of	ADP
ajgt-2967	43	21	iris	iris	NOUN
ajgt-2967	43	22	codes	code	NOUN
ajgt-2967	43	23	for	for	ADP
ajgt-2967	43	24	iris	iris	NOUN
ajgt-2967	43	25	recognition	recognition	NOUN
ajgt-2967	43	26	.	.	PUNCT
ajgt-2967	44	1	this	this	DET
ajgt-2967	44	2	suggested	suggest	VERB
ajgt-2967	44	3	method	method	NOUN
ajgt-2967	44	4	has	have	AUX
ajgt-2967	44	5	been	be	AUX
ajgt-2967	44	6	verified	verify	VERB
ajgt-2967	44	7	later	later	ADV
ajgt-2967	44	8	that	that	SCONJ
ajgt-2967	44	9	the	the	DET
ajgt-2967	44	10	traditional	traditional	ADJ
ajgt-2967	44	11	iris	iris	NOUN
ajgt-2967	44	12	code	code	NOUN
ajgt-2967	44	13	is	be	AUX
ajgt-2967	44	14	the	the	DET
ajgt-2967	44	15	solution	solution	NOUN
ajgt-2967	44	16	of	of	ADP
ajgt-2967	44	17	an	an	DET
ajgt-2967	44	18	optimization	optimization	NOUN
ajgt-2967	44	19	problem	problem	NOUN
ajgt-2967	44	20	,	,	PUNCT
ajgt-2967	44	21	where	where	SCONJ
ajgt-2967	44	22	the	the	DET
ajgt-2967	44	23	distance	distance	NOUN
ajgt-2967	44	24	between	between	ADP
ajgt-2967	44	25	the	the	DET
ajgt-2967	44	26	feature	feature	NOUN
ajgt-2967	44	27	values	value	NOUN
ajgt-2967	44	28	and	and	CCONJ
ajgt-2967	44	29	the	the	DET
ajgt-2967	44	30	iris	iris	NOUN
ajgt-2967	44	31	codes	code	NOUN
ajgt-2967	44	32	has	have	AUX
ajgt-2967	44	33	been	be	AUX
ajgt-2967	44	34	reduced	reduce	VERB
ajgt-2967	44	35	.	.	PUNCT
ajgt-2967	45	1	this	this	DET
ajgt-2967	45	2	method	method	NOUN
ajgt-2967	45	3	also	also	ADV
ajgt-2967	45	4	proves	prove	VERB
ajgt-2967	45	5	that	that	SCONJ
ajgt-2967	45	6	more	more	ADV
ajgt-2967	45	7	frequent	frequent	ADJ
ajgt-2967	45	8	iris	iris	NOUN
ajgt-2967	45	9	codes	code	NOUN
ajgt-2967	45	10	can	can	AUX
ajgt-2967	45	11	be	be	AUX
ajgt-2967	45	12	obtained	obtain	VERB
ajgt-2967	45	13	for	for	ADP
ajgt-2967	45	14	the	the	DET
ajgt-2967	45	15	optimization	optimization	NOUN
ajgt-2967	45	16	problem	problem	NOUN
ajgt-2967	45	17	by	by	ADP
ajgt-2967	45	18	adding	add	VERB
ajgt-2967	45	19	somevintial	somevintial	ADJ
ajgt-2967	45	20	terms	term	NOUN
ajgt-2967	45	21	to	to	ADP
ajgt-2967	45	22	the	the	DET
ajgt-2967	45	23	objective	objective	ADJ
ajgt-2967	45	24	function	function	NOUN
ajgt-2967	45	25	.	.	PUNCT
ajgt-2967	46	1	the	the	DET
ajgt-2967	46	2	two	two	NUM
ajgt-2967	46	3	additional	additional	ADJ
ajgt-2967	46	4	objective	objective	ADJ
ajgt-2967	46	5	terms	term	NOUN
ajgt-2967	46	6	have	have	AUX
ajgt-2967	46	7	been	be	AUX
ajgt-2967	46	8	investigated	investigate	VERB
ajgt-2967	46	9	;	;	PUNCT
ajgt-2967	46	10	the	the	DET
ajgt-2967	46	11	first	first	ADJ
ajgt-2967	46	12	objective	objective	ADJ
ajgt-2967	46	13	term	term	NOUN
ajgt-2967	46	14	which	which	PRON
ajgt-2967	46	15	exploits	exploit	VERB
ajgt-2967	46	16	the	the	DET
ajgt-2967	46	17	spatial	spatial	ADJ
ajgt-2967	46	18	relationships	relationship	NOUN
ajgt-2967	46	19	of	of	ADP
ajgt-2967	46	20	the	the	DET
ajgt-2967	46	21	bits	bit	NOUN
ajgt-2967	46	22	in	in	ADP
ajgt-2967	46	23	different	different	ADJ
ajgt-2967	46	24	positions	position	NOUN
ajgt-2967	46	25	of	of	ADP
ajgt-2967	46	26	an	an	DET
ajgt-2967	46	27	iris	iris	NOUN
ajgt-2967	46	28	code	code	NOUN
ajgt-2967	46	29	.	.	PUNCT
ajgt-2967	47	1	the	the	DET
ajgt-2967	47	2	second	second	ADJ
ajgt-2967	47	3	objective	objective	ADJ
ajgt-2967	47	4	allivates	allivate	NOUN
ajgt-2967	47	5	the	the	DET
ajgt-2967	47	6	effects	effect	NOUN
ajgt-2967	47	7	of	of	ADP
ajgt-2967	47	8	less	less	ADV
ajgt-2967	47	9	reliable	reliable	ADJ
ajgt-2967	47	10	bits	bit	NOUN
ajgt-2967	47	11	in	in	ADP
ajgt-2967	47	12	iris	iris	NOUN
ajgt-2967	47	13	codes	code	NOUN
ajgt-2967	47	14	by	by	ADP
ajgt-2967	47	15	individually	individually	ADV
ajgt-2967	47	16	or	or	CCONJ
ajgt-2967	47	17	in	in	ADP
ajgt-2967	47	18	a	a	DET
ajgt-2967	47	19	combined	combined	ADJ
ajgt-2967	47	20	scheme	scheme	NOUN
ajgt-2967	47	21	these	these	DET
ajgt-2967	47	22	two	two	NUM
ajgt-2967	47	23	objective	objective	ADJ
ajgt-2967	47	24	terms	term	NOUN
ajgt-2967	47	25	are	be	AUX
ajgt-2967	47	26	applied	apply	VERB
ajgt-2967	47	27	for	for	ADP
ajgt-2967	47	28	the	the	DET
ajgt-2967	47	29	optimization	optimization	NOUN
ajgt-2967	47	30	problem	problem	NOUN
ajgt-2967	47	31	.	.	PUNCT
ajgt-2967	48	1	international	international	ADJ
ajgt-2967	48	2	journal	journal	NOUN
ajgt-2967	48	3	of	of	ADP
ajgt-2967	48	4	engineering	engineering	PROPN
ajgt-2967	48	5	research	research	NOUN
ajgt-2967	48	6	&	&	CCONJ
ajgt-2967	48	7	technology	technology	PROPN
ajgt-2967	48	8	(	(	PUNCT
ajgt-2967	48	9	ijert	ijert	PROPN
ajgt-2967	48	10	)	)	PUNCT
ajgt-2967	48	11	http://www.ijert.org	http://www.ijert.org	X
ajgt-2967	48	12	issn	issn	PROPN
ajgt-2967	48	13	:	:	PUNCT
ajgt-2967	48	14	2278	2278	NUM
ajgt-2967	48	15	-	-	SYM
ajgt-2967	48	16	0181	0181	NUM
ajgt-2967	48	17	ijertv9is070414	ijertv9is070414	NOUN
ajgt-2967	48	18	(	(	PUNCT
ajgt-2967	48	19	this	this	DET
ajgt-2967	48	20	work	work	NOUN
ajgt-2967	48	21	is	be	AUX
ajgt-2967	48	22	licensed	license	VERB
ajgt-2967	48	23	under	under	ADP
ajgt-2967	48	24	a	a	DET
ajgt-2967	48	25	creative	creative	ADJ
ajgt-2967	48	26	commons	common	NOUN
ajgt-2967	48	27	attribution	attribution	NOUN
ajgt-2967	48	28	4.0	4.0	NUM
ajgt-2967	48	29	international	international	ADJ
ajgt-2967	48	30	license	license	NOUN
ajgt-2967	48	31	.	.	PUNCT
ajgt-2967	48	32	)	)	PUNCT
ajgt-2967	48	33	published	publish	VERB
ajgt-2967	48	34	by	by	ADP
ajgt-2967	48	35	:	:	PUNCT
ajgt-2967	48	36	www.ijert.org	www.ijert.org	PROPN
ajgt-2967	48	37	vol	vol	NOUN
ajgt-2967	48	38	.	.	PUNCT
ajgt-2967	49	1	9	9	NUM
ajgt-2967	49	2	issue	issue	NOUN
ajgt-2967	49	3	07	07	NUM
ajgt-2967	49	4	,	,	PUNCT
ajgt-2967	49	5	july-2020	july-2020	VERB
ajgt-2967	49	6	999	999	NUM
ajgt-2967	49	7	smereka(smereka	smereka(smereka	NOUN
ajgt-2967	49	8	,	,	PUNCT
ajgt-2967	49	9	2010	2010	NUM
ajgt-2967	49	10	)	)	PUNCT
ajgt-2967	49	11	,	,	PUNCT
ajgt-2967	49	12	proposed	propose	VERB
ajgt-2967	49	13	a	a	DET
ajgt-2967	49	14	method	method	NOUN
ajgt-2967	49	15	with	with	ADP
ajgt-2967	49	16	the	the	DET
ajgt-2967	49	17	capability	capability	NOUN
ajgt-2967	49	18	of	of	ADP
ajgt-2967	49	19	reliable	reliable	ADJ
ajgt-2967	49	20	segmenting	segment	VERB
ajgt-2967	49	21	non	non	ADJ
ajgt-2967	49	22	-	-	ADJ
ajgt-2967	49	23	ideal	ideal	ADJ
ajgt-2967	49	24	images	image	NOUN
ajgt-2967	49	25	,	,	PUNCT
ajgt-2967	49	26	which	which	PRON
ajgt-2967	49	27	is	be	AUX
ajgt-2967	49	28	affected	affect	VERB
ajgt-2967	49	29	with	with	ADP
ajgt-2967	49	30	the	the	DET
ajgt-2967	49	31	issues	issue	NOUN
ajgt-2967	49	32	like	like	ADP
ajgt-2967	49	33	blurring	blur	VERB
ajgt-2967	49	34	,	,	PUNCT
ajgt-2967	49	35	specular	specular	ADJ
ajgt-2967	49	36	reflection	reflection	NOUN
ajgt-2967	49	37	,	,	PUNCT
ajgt-2967	49	38	occlusion	occlusion	NOUN
ajgt-2967	49	39	,	,	PUNCT
ajgt-2967	49	40	lighting	lighting	NOUN
ajgt-2967	49	41	variation	variation	NOUN
ajgt-2967	49	42	,	,	PUNCT
ajgt-2967	49	43	and	and	CCONJ
ajgt-2967	49	44	off	off	ADP
ajgt-2967	49	45	-	-	PUNCT
ajgt-2967	49	46	angle	angle	NOUN
ajgt-2967	49	47	images	image	NOUN
ajgt-2967	49	48	.	.	PUNCT
ajgt-2967	50	1	for	for	ADP
ajgt-2967	50	2	pre	pre	ADJ
ajgt-2967	50	3	-	-	ADJ
ajgt-2967	50	4	processing	process	VERB
ajgt-2967	50	5	the	the	DET
ajgt-2967	50	6	image	image	NOUN
ajgt-2967	50	7	haar	haar	X
ajgt-2967	50	8	wavelet	wavelet	NOUN
ajgt-2967	50	9	transform	transform	NOUN
ajgt-2967	50	10	and	and	CCONJ
ajgt-2967	50	11	contour	contour	NOUN
ajgt-2967	50	12	filter	filter	NOUN
ajgt-2967	50	13	were	be	AUX
ajgt-2967	50	14	used	use	VERB
ajgt-2967	50	15	and	and	CCONJ
ajgt-2967	50	16	to	to	PART
ajgt-2967	50	17	detect	detect	VERB
ajgt-2967	50	18	the	the	DET
ajgt-2967	50	19	edges	edge	NOUN
ajgt-2967	50	20	of	of	ADP
ajgt-2967	50	21	the	the	DET
ajgt-2967	50	22	iris	iris	NOUN
ajgt-2967	50	23	circular	circular	PROPN
ajgt-2967	50	24	hough	hough	PROPN
ajgt-2967	50	25	transform	transform	VERB
ajgt-2967	50	26	and	and	CCONJ
ajgt-2967	50	27	hysteresis	hysteresis	NOUN
ajgt-2967	50	28	thresholding	thresholding	NOUN
ajgt-2967	50	29	is	be	AUX
ajgt-2967	50	30	used	use	VERB
ajgt-2967	50	31	.	.	PUNCT
ajgt-2967	51	1	ice	ice	NOUN
ajgt-2967	51	2	database	database	NOUN
ajgt-2967	51	3	was	be	AUX
ajgt-2967	51	4	used	use	VERB
ajgt-2967	51	5	for	for	ADP
ajgt-2967	51	6	experiment	experiment	NOUN
ajgt-2967	51	7	to	to	PART
ajgt-2967	51	8	check	check	VERB
ajgt-2967	51	9	the	the	DET
ajgt-2967	51	10	performance	performance	NOUN
ajgt-2967	51	11	.	.	PUNCT
ajgt-2967	52	1	rai	rai	PROPN
ajgt-2967	52	2	et	et	PROPN
ajgt-2967	52	3	al.(rai	al.(rai	PROPN
ajgt-2967	52	4	&	&	CCONJ
ajgt-2967	52	5	yadav	yadav	PROPN
ajgt-2967	52	6	,	,	PUNCT
ajgt-2967	52	7	2014	2014	NUM
ajgt-2967	52	8	)	)	PUNCT
ajgt-2967	52	9	,	,	PUNCT
ajgt-2967	52	10	who	who	PRON
ajgt-2967	52	11	proposed	propose	VERB
ajgt-2967	52	12	a	a	DET
ajgt-2967	52	13	method	method	NOUN
ajgt-2967	52	14	for	for	ADP
ajgt-2967	52	15	code	code	NOUN
ajgt-2967	52	16	matching	matching	NOUN
ajgt-2967	52	17	based	base	VERB
ajgt-2967	52	18	on	on	ADP
ajgt-2967	52	19	combination	combination	NOUN
ajgt-2967	52	20	of	of	ADP
ajgt-2967	52	21	two	two	NUM
ajgt-2967	52	22	algorithms	algorithm	NOUN
ajgt-2967	52	23	for	for	ADP
ajgt-2967	52	24	achieving	achieve	VERB
ajgt-2967	52	25	better	well	ADJ
ajgt-2967	52	26	accuracy	accuracy	NOUN
ajgt-2967	52	27	and	and	CCONJ
ajgt-2967	52	28	speed	speed	NOUN
ajgt-2967	52	29	rate	rate	NOUN
ajgt-2967	52	30	.	.	PUNCT
ajgt-2967	53	1	circular	circular	ADJ
ajgt-2967	53	2	hough	hough	PROPN
ajgt-2967	53	3	transform	transform	NOUN
ajgt-2967	53	4	is	be	AUX
ajgt-2967	53	5	used	use	VERB
ajgt-2967	53	6	to	to	PART
ajgt-2967	53	7	isolate	isolate	VERB
ajgt-2967	53	8	the	the	DET
ajgt-2967	53	9	iris	iris	NOUN
ajgt-2967	53	10	image	image	NOUN
ajgt-2967	53	11	and	and	CCONJ
ajgt-2967	53	12	then	then	ADV
ajgt-2967	53	13	to	to	PART
ajgt-2967	53	14	find	find	VERB
ajgt-2967	53	15	the	the	DET
ajgt-2967	53	16	blurring	blurring	NOUN
ajgt-2967	53	17	and	and	CCONJ
ajgt-2967	53	18	the	the	DET
ajgt-2967	53	19	zigzag	zigzag	NOUN
ajgt-2967	53	20	collarette	collarette	NOUN
ajgt-2967	53	21	region	region	NOUN
ajgt-2967	53	22	after	after	ADP
ajgt-2967	53	23	that	that	DET
ajgt-2967	53	24	verifying	verifying	NOUN
ajgt-2967	53	25	and	and	CCONJ
ajgt-2967	53	26	isolating	isolate	VERB
ajgt-2967	53	27	the	the	DET
ajgt-2967	53	28	eyelids	eyelid	NOUN
ajgt-2967	53	29	and	and	CCONJ
ajgt-2967	53	30	eyelashes	eyelashe	VERB
ajgt-2967	53	31	by	by	ADP
ajgt-2967	53	32	using	use	VERB
ajgt-2967	53	33	parabola	parabola	PROPN
ajgt-2967	53	34	detection	detection	NOUN
ajgt-2967	53	35	technique	technique	NOUN
ajgt-2967	53	36	and	and	CCONJ
ajgt-2967	53	37	trimmed	trim	VERB
ajgt-2967	53	38	median	median	ADJ
ajgt-2967	53	39	filters	filter	NOUN
ajgt-2967	53	40	.	.	PUNCT
ajgt-2967	54	1	1	1	NUM
ajgt-2967	54	2	-	-	SYM
ajgt-2967	54	3	d	d	NUM
ajgt-2967	54	4	log	log	NOUN
ajgt-2967	54	5	gabor	gabor	NOUN
ajgt-2967	54	6	filters	filter	NOUN
ajgt-2967	54	7	and	and	CCONJ
ajgt-2967	54	8	haar	haar	PROPN
ajgt-2967	54	9	wavelets	wavelet	NOUN
ajgt-2967	54	10	are	be	AUX
ajgt-2967	54	11	used	use	VERB
ajgt-2967	54	12	to	to	PART
ajgt-2967	54	13	isolate	isolate	VERB
ajgt-2967	54	14	features	feature	NOUN
ajgt-2967	54	15	from	from	ADP
ajgt-2967	54	16	the	the	DET
ajgt-2967	54	17	zigzag	zigzag	NOUN
ajgt-2967	54	18	and	and	CCONJ
ajgt-2967	54	19	blurr	blurr	PROPN
ajgt-2967	54	20	collarette	collarette	PROPN
ajgt-2967	54	21	region	region	NOUN
ajgt-2967	54	22	of	of	ADP
ajgt-2967	54	23	iris	iris	NOUN
ajgt-2967	54	24	.	.	PUNCT
ajgt-2967	55	1	to	to	PART
ajgt-2967	55	2	support	support	VERB
ajgt-2967	55	3	vector	vector	NOUN
ajgt-2967	55	4	machine	machine	NOUN
ajgt-2967	55	5	and	and	CCONJ
ajgt-2967	55	6	hamming	hamming	NOUN
ajgt-2967	55	7	distance	distance	NOUN
ajgt-2967	55	8	approach	approach	NOUN
ajgt-2967	55	9	by	by	ADP
ajgt-2967	55	10	which	which	PRON
ajgt-2967	55	11	extracted	extract	VERB
ajgt-2967	55	12	features	feature	NOUN
ajgt-2967	55	13	were	be	AUX
ajgt-2967	55	14	recognized	recognize	VERB
ajgt-2967	55	15	.	.	PUNCT
ajgt-2967	56	1	experimental	experimental	ADJ
ajgt-2967	56	2	results	result	NOUN
ajgt-2967	56	3	shows	show	VERB
ajgt-2967	56	4	better	well	ADJ
ajgt-2967	56	5	recognition	recognition	NOUN
ajgt-2967	56	6	rate	rate	NOUN
ajgt-2967	56	7	when	when	SCONJ
ajgt-2967	56	8	features	feature	NOUN
ajgt-2967	56	9	were	be	AUX
ajgt-2967	56	10	extracted	extract	VERB
ajgt-2967	56	11	from	from	ADP
ajgt-2967	56	12	the	the	DET
ajgt-2967	56	13	specific	specific	ADJ
ajgt-2967	56	14	region	region	NOUN
ajgt-2967	56	15	of	of	ADP
ajgt-2967	56	16	the	the	DET
ajgt-2967	56	17	iris	iris	NOUN
ajgt-2967	56	18	,	,	PUNCT
ajgt-2967	56	19	where	where	SCONJ
ajgt-2967	56	20	more	more	ADJ
ajgt-2967	56	21	complex	complex	ADJ
ajgt-2967	56	22	patterns	pattern	NOUN
ajgt-2967	56	23	are	be	AUX
ajgt-2967	56	24	available	available	ADJ
ajgt-2967	56	25	followed	follow	VERB
ajgt-2967	56	26	by	by	ADP
ajgt-2967	56	27	combining	combine	VERB
ajgt-2967	56	28	support	support	NOUN
ajgt-2967	56	29	vector	vector	NOUN
ajgt-2967	56	30	machines	machine	NOUN
ajgt-2967	56	31	and	and	CCONJ
ajgt-2967	56	32	hamming	hamming	NOUN
ajgt-2967	56	33	distance	distance	NOUN
ajgt-2967	56	34	approach	approach	NOUN
ajgt-2967	56	35	for	for	ADP
ajgt-2967	56	36	feature	feature	NOUN
ajgt-2967	56	37	recognition	recognition	NOUN
ajgt-2967	56	38	.	.	PUNCT
ajgt-2967	57	1	sunil	sunil	PROPN
ajgt-2967	57	2	s	s	PART
ajgt-2967	57	3	harakannanavar1	harakannanavar1	PROPN
ajgt-2967	57	4	et	et	PROPN
ajgt-2967	57	5	al	al	PROPN
ajgt-2967	57	6	.	.	PUNCT
ajgt-2967	58	1	(	(	PUNCT
ajgt-2967	58	2	harakannanavar	harakannanavar	NOUN
ajgt-2967	58	3	et	et	PROPN
ajgt-2967	58	4	al	al	PROPN
ajgt-2967	58	5	.	.	PROPN
ajgt-2967	58	6	,	,	PUNCT
ajgt-2967	58	7	2018	2018	NUM
ajgt-2967	58	8	)	)	PUNCT
ajgt-2967	58	9	,	,	PUNCT
ajgt-2967	58	10	suggested	suggest	VERB
ajgt-2967	58	11	a	a	DET
ajgt-2967	58	12	method	method	NOUN
ajgt-2967	58	13	were	be	AUX
ajgt-2967	58	14	the	the	DET
ajgt-2967	58	15	iris	iris	NOUN
ajgt-2967	58	16	and	and	CCONJ
ajgt-2967	58	17	pupil	pupil	ADJ
ajgt-2967	58	18	boundaries	boundary	NOUN
ajgt-2967	58	19	are	be	AUX
ajgt-2967	58	20	determinded	determinde	VERB
ajgt-2967	58	21	by	by	ADP
ajgt-2967	58	22	using	use	VERB
ajgt-2967	58	23	circular	circular	ADJ
ajgt-2967	58	24	hough	hough	PROPN
ajgt-2967	58	25	transform	transform	NOUN
ajgt-2967	58	26	and	and	CCONJ
ajgt-2967	58	27	normalization	normalization	NOUN
ajgt-2967	58	28	is	be	AUX
ajgt-2967	58	29	performed	perform	VERB
ajgt-2967	58	30	by	by	ADP
ajgt-2967	58	31	using	use	VERB
ajgt-2967	58	32	dougmans	dougman	NOUN
ajgt-2967	58	33	rubber	rubber	PROPN
ajgt-2967	58	34	sheet	sheet	NOUN
ajgt-2967	58	35	model	model	NOUN
ajgt-2967	58	36	.	.	PUNCT
ajgt-2967	59	1	the	the	DET
ajgt-2967	59	2	fusion	fusion	NOUN
ajgt-2967	59	3	is	be	AUX
ajgt-2967	59	4	performed	perform	VERB
ajgt-2967	59	5	in	in	ADP
ajgt-2967	59	6	patch	patch	ADJ
ajgt-2967	59	7	level	level	NOUN
ajgt-2967	59	8	.	.	PUNCT
ajgt-2967	60	1	for	for	ADP
ajgt-2967	60	2	performing	perform	VERB
ajgt-2967	60	3	fusion	fusion	NOUN
ajgt-2967	60	4	,	,	PUNCT
ajgt-2967	60	5	the	the	DET
ajgt-2967	60	6	image	image	NOUN
ajgt-2967	60	7	is	be	AUX
ajgt-2967	60	8	converted	convert	VERB
ajgt-2967	60	9	in	in	ADP
ajgt-2967	60	10	to	to	ADP
ajgt-2967	60	11	3×3	3×3	NUM
ajgt-2967	60	12	patches	patch	NOUN
ajgt-2967	60	13	for	for	ADP
ajgt-2967	60	14	mask	mask	NOUN
ajgt-2967	60	15	image	image	NOUN
ajgt-2967	60	16	and	and	CCONJ
ajgt-2967	60	17	converted	convert	VERB
ajgt-2967	60	18	rubber	rubber	NOUN
ajgt-2967	60	19	sheet	sheet	NOUN
ajgt-2967	60	20	model	model	NOUN
ajgt-2967	60	21	.	.	PUNCT
ajgt-2967	61	1	patch	patch	PROPN
ajgt-2967	61	2	conversion	conversion	NOUN
ajgt-2967	61	3	is	be	AUX
ajgt-2967	61	4	done	do	VERB
ajgt-2967	61	5	by	by	ADP
ajgt-2967	61	6	sliding	slide	VERB
ajgt-2967	61	7	window	window	NOUN
ajgt-2967	61	8	technique	technique	NOUN
ajgt-2967	61	9	.	.	PUNCT
ajgt-2967	62	1	so	so	ADV
ajgt-2967	62	2	that	that	SCONJ
ajgt-2967	62	3	local	local	ADJ
ajgt-2967	62	4	information	information	NOUN
ajgt-2967	62	5	for	for	ADP
ajgt-2967	62	6	individual	individual	ADJ
ajgt-2967	62	7	pixels	pixel	NOUN
ajgt-2967	62	8	can	can	AUX
ajgt-2967	62	9	be	be	AUX
ajgt-2967	62	10	extracted	extract	VERB
ajgt-2967	62	11	.	.	PUNCT
ajgt-2967	63	1	the	the	DET
ajgt-2967	63	2	final	final	ADJ
ajgt-2967	63	3	features	feature	NOUN
ajgt-2967	63	4	of	of	ADP
ajgt-2967	63	5	iris	iris	NOUN
ajgt-2967	63	6	images	image	NOUN
ajgt-2967	63	7	are	be	AUX
ajgt-2967	63	8	extracted	extract	VERB
ajgt-2967	63	9	by	by	ADP
ajgt-2967	63	10	block	block	NOUN
ajgt-2967	63	11	based	base	VERB
ajgt-2967	63	12	empirical	empirical	ADJ
ajgt-2967	63	13	mode	mode	NOUN
ajgt-2967	63	14	decomposition	decomposition	NOUN
ajgt-2967	63	15	as	as	ADP
ajgt-2967	63	16	low	low	ADJ
ajgt-2967	63	17	pass	pass	NOUN
ajgt-2967	63	18	filter	filter	NOUN
ajgt-2967	63	19	to	to	PART
ajgt-2967	63	20	analyse	analyse	VERB
ajgt-2967	63	21	iris	iris	NOUN
ajgt-2967	63	22	images	image	NOUN
ajgt-2967	63	23	.	.	PUNCT
ajgt-2967	64	1	finally	finally	ADV
ajgt-2967	64	2	the	the	DET
ajgt-2967	64	3	database	database	NOUN
ajgt-2967	64	4	images	image	NOUN
ajgt-2967	64	5	and	and	CCONJ
ajgt-2967	64	6	the	the	DET
ajgt-2967	64	7	test	test	NOUN
ajgt-2967	64	8	image	image	NOUN
ajgt-2967	64	9	are	be	AUX
ajgt-2967	64	10	compared	compare	VERB
ajgt-2967	64	11	using	use	VERB
ajgt-2967	64	12	euclidean	euclidean	ADJ
ajgt-2967	64	13	distance	distance	NOUN
ajgt-2967	64	14	(	(	PUNCT
ajgt-2967	64	15	ed	ed	NOUN
ajgt-2967	64	16	)	)	PUNCT
ajgt-2967	64	17	classifier	classifier	NOUN
ajgt-2967	64	18	.	.	PUNCT
ajgt-2967	65	1	a	a	DET
ajgt-2967	65	2	facial	facial	ADJ
ajgt-2967	65	3	system	system	NOUN
ajgt-2967	65	4	has	have	AUX
ajgt-2967	65	5	been	be	AUX
ajgt-2967	65	6	proved	prove	VERB
ajgt-2967	65	7	as	as	ADP
ajgt-2967	65	8	one	one	NUM
ajgt-2967	65	9	of	of	ADP
ajgt-2967	65	10	the	the	DET
ajgt-2967	65	11	the	the	DET
ajgt-2967	65	12	most	most	ADJ
ajgt-2967	65	13	securedmethod	securedmethod	NOUN
ajgt-2967	65	14	of	of	ADP
ajgt-2967	65	15	all	all	DET
ajgt-2967	65	16	biometric	biometric	ADJ
ajgt-2967	65	17	systems	system	NOUN
ajgt-2967	65	18	.	.	PUNCT
ajgt-2967	66	1	for	for	ADP
ajgt-2967	66	2	high	high	ADJ
ajgt-2967	66	3	level	level	NOUN
ajgt-2967	66	4	security	security	NOUN
ajgt-2967	66	5	entirely	entirely	ADV
ajgt-2967	66	6	depending	depend	VERB
ajgt-2967	66	7	on	on	ADP
ajgt-2967	66	8	the	the	DET
ajgt-2967	66	9	system	system	NOUN
ajgt-2967	66	10	even	even	ADV
ajgt-2967	66	11	to	to	PART
ajgt-2967	66	12	help	help	VERB
ajgt-2967	66	13	fighting	fight	VERB
ajgt-2967	66	14	against	against	ADP
ajgt-2967	66	15	hacker	hacker	NOUN
ajgt-2967	66	16	(	(	PUNCT
ajgt-2967	66	17	babaei	babaei	NOUN
ajgt-2967	66	18	,	,	PUNCT
ajgt-2967	66	19	molalapata	molalapata	NOUN
ajgt-2967	66	20	,	,	PUNCT
ajgt-2967	66	21	&	&	CCONJ
ajgt-2967	66	22	pandor	pandor	ADJ
ajgt-2967	66	23	,	,	PUNCT
ajgt-2967	66	24	2012	2012	NUM
ajgt-2967	66	25	)	)	PUNCT
ajgt-2967	66	26	.	.	PUNCT
ajgt-2967	67	1	requirement	requirement	NOUN
ajgt-2967	67	2	of	of	ADP
ajgt-2967	67	3	this	this	DET
ajgt-2967	67	4	identification	identification	NOUN
ajgt-2967	67	5	system	system	NOUN
ajgt-2967	67	6	is	be	AUX
ajgt-2967	67	7	simple	simple	ADJ
ajgt-2967	67	8	camera	camera	NOUN
ajgt-2967	67	9	,	,	PUNCT
ajgt-2967	67	10	scanner	scanner	NOUN
ajgt-2967	67	11	,	,	PUNCT
ajgt-2967	67	12	atm	atm	NOUN
ajgt-2967	67	13	within	within	ADP
ajgt-2967	67	14	security	security	NOUN
ajgt-2967	67	15	systems	system	NOUN
ajgt-2967	67	16	that	that	PRON
ajgt-2967	67	17	require	require	VERB
ajgt-2967	67	18	an	an	DET
ajgt-2967	67	19	identity	identity	NOUN
ajgt-2967	67	20	check	check	NOUN
ajgt-2967	67	21	.	.	PUNCT
ajgt-2967	68	1	this	this	DET
ajgt-2967	68	2	system	system	NOUN
ajgt-2967	68	3	obtained	obtain	VERB
ajgt-2967	68	4	by	by	ADP
ajgt-2967	68	5	pa	pa	PROPN
ajgt-2967	68	6	ge	ge	PROPN
ajgt-2967	68	7	71	71	NUM
ajgt-2967	68	8	https://journals.e-palli.com/home/index.php/ajgt	https://journals.e-palli.com/home/index.php/ajgt	PROPN
ajgt-2967	68	9	am	be	AUX
ajgt-2967	68	10	.	.	PUNCT
ajgt-2967	69	1	j.	j.	PROPN
ajgt-2967	69	2	geo	geo	PROPN
ajgt-2967	69	3	spat	spat	PROPN
ajgt-2967	69	4	.	.	PUNCT
ajgt-2967	70	1	technol	technol	PROPN
ajgt-2967	70	2	.	.	PUNCT
ajgt-2967	71	1	3(1	3(1	NUM
ajgt-2967	71	2	)	)	PUNCT
ajgt-2967	72	1	69	69	NUM
ajgt-2967	72	2	-	-	SYM
ajgt-2967	72	3	75	75	NUM
ajgt-2967	72	4	,	,	PUNCT
ajgt-2967	72	5	2024	2024	NUM
ajgt-2967	72	6	chinese	chinese	PROPN
ajgt-2967	72	7	academy	academy	PROPN
ajgt-2967	72	8	of	of	ADP
ajgt-2967	72	9	sciences	sciences	PROPN
ajgt-2967	72	10	institute	institute	PROPN
ajgt-2967	72	11	of	of	ADP
ajgt-2967	72	12	automation	automation	PROPN
ajgt-2967	72	13	casia	casia	PROPN
ajgt-2967	72	14	(	(	PUNCT
ajgt-2967	72	15	raghavendra	raghavendra	PROPN
ajgt-2967	72	16	,	,	PUNCT
ajgt-2967	72	17	2012	2012	NUM
ajgt-2967	72	18	)	)	PUNCT
ajgt-2967	72	19	.	.	PUNCT
ajgt-2967	73	1	iris	iris	NOUN
ajgt-2967	73	2	implementation	implementation	NOUN
ajgt-2967	73	3	encoded	encode	VERB
ajgt-2967	73	4	by	by	ADP
ajgt-2967	73	5	1d	1d	NUM
ajgt-2967	73	6	log	log	NOUN
ajgt-2967	73	7	-	-	PUNCT
ajgt-2967	73	8	gabor	gabor	NOUN
ajgt-2967	73	9	filters	filter	NOUN
ajgt-2967	73	10	and	and	CCONJ
ajgt-2967	73	11	phase	phase	NOUN
ajgt-2967	73	12	quantizing	quantize	VERB
ajgt-2967	73	13	output	output	NOUN
ajgt-2967	73	14	produce	produce	VERB
ajgt-2967	73	15	a	a	DET
ajgt-2967	73	16	bit	bit	ADV
ajgt-2967	73	17	-	-	PUNCT
ajgt-2967	73	18	wise	wise	ADJ
ajgt-2967	73	19	biometric	biometric	ADJ
ajgt-2967	73	20	template	template	NOUN
ajgt-2967	73	21	.	.	PUNCT
ajgt-2967	74	1	the	the	DET
ajgt-2967	74	2	hamming	hamming	NOUN
ajgt-2967	74	3	distance	distance	NOUN
ajgt-2967	74	4	was	be	AUX
ajgt-2967	74	5	chosen	choose	VERB
ajgt-2967	74	6	as	as	ADP
ajgt-2967	74	7	a	a	DET
ajgt-2967	74	8	matching	matching	NOUN
ajgt-2967	74	9	metric	metric	ADJ
ajgt-2967	74	10	and	and	CCONJ
ajgt-2967	74	11	results	result	NOUN
ajgt-2967	74	12	show	show	VERB
ajgt-2967	74	13	that	that	SCONJ
ajgt-2967	74	14	the	the	DET
ajgt-2967	74	15	proposed	propose	VERB
ajgt-2967	74	16	approach	approach	NOUN
ajgt-2967	74	17	has	have	VERB
ajgt-2967	74	18	a	a	DET
ajgt-2967	74	19	faster	fast	ADJ
ajgt-2967	74	20	operation	operation	NOUN
ajgt-2967	74	21	and	and	CCONJ
ajgt-2967	74	22	good	good	ADJ
ajgt-2967	74	23	recognition	recognition	NOUN
ajgt-2967	74	24	performance	performance	NOUN
ajgt-2967	74	25	(	(	PUNCT
ajgt-2967	74	26	rao	rao	PROPN
ajgt-2967	74	27	,	,	PUNCT
ajgt-2967	74	28	kulkarni	kulkarni	PROPN
ajgt-2967	74	29	,	,	PUNCT
ajgt-2967	74	30	&	&	CCONJ
ajgt-2967	74	31	reddy	reddy	PROPN
ajgt-2967	74	32	,	,	PUNCT
ajgt-2967	74	33	2012	2012	NUM
ajgt-2967	74	34	)	)	PUNCT
ajgt-2967	74	35	by	by	ADP
ajgt-2967	74	36	comparing	compare	VERB
ajgt-2967	74	37	two	two	NUM
ajgt-2967	74	38	digital	digital	ADJ
ajgt-2967	74	39	eye	eye	NOUN
ajgt-2967	74	40	images	image	NOUN
ajgt-2967	74	41	are	be	AUX
ajgt-2967	74	42	capable	capable	ADJ
ajgt-2967	74	43	by	by	ADP
ajgt-2967	74	44	using	use	VERB
ajgt-2967	74	45	new	new	ADJ
ajgt-2967	74	46	type	type	NOUN
ajgt-2967	74	47	of	of	ADP
ajgt-2967	74	48	atm	atm	NOUN
ajgt-2967	74	49	system	system	NOUN
ajgt-2967	74	50	with	with	ADP
ajgt-2967	74	51	iris	iris	NOUN
ajgt-2967	74	52	recognition	recognition	NOUN
ajgt-2967	74	53	and	and	CCONJ
ajgt-2967	74	54	universal	universal	ADJ
ajgt-2967	74	55	subscriber	subscriber	NOUN
ajgt-2967	74	56	module	module	NOUN
ajgt-2967	74	57	.	.	PUNCT
ajgt-2967	75	1	iris	iris	NOUN
ajgt-2967	75	2	image	image	NOUN
ajgt-2967	75	3	and	and	CCONJ
ajgt-2967	75	4	the	the	DET
ajgt-2967	75	5	‘	'	PUNCT
ajgt-2967	75	6	template	template	NOUN
ajgt-2967	75	7	’	'	PUNCT
ajgt-2967	75	8	of	of	ADP
ajgt-2967	75	9	‘	'	PUNCT
ajgt-2967	75	10	iris	iris	NOUN
ajgt-2967	75	11	’	'	PUNCT
ajgt-2967	75	12	is	be	AUX
ajgt-2967	75	13	to	to	PART
ajgt-2967	75	14	be	be	AUX
ajgt-2967	75	15	compared	compare	VERB
ajgt-2967	75	16	to	to	ADP
ajgt-2967	75	17	those	those	PRON
ajgt-2967	75	18	in	in	ADP
ajgt-2967	75	19	the	the	DET
ajgt-2967	75	20	database	database	NOUN
ajgt-2967	75	21	(	(	PUNCT
ajgt-2967	75	22	raj	raj	PROPN
ajgt-2967	75	23	,	,	PUNCT
ajgt-2967	75	24	2013	2013	NUM
ajgt-2967	75	25	)	)	PUNCT
ajgt-2967	75	26	.	.	PUNCT
ajgt-2967	76	1	in	in	ADP
ajgt-2967	76	2	this	this	PRON
ajgt-2967	76	3	,	,	PUNCT
ajgt-2967	76	4	we	we	PRON
ajgt-2967	76	5	have	have	AUX
ajgt-2967	76	6	tried	try	VERB
ajgt-2967	76	7	to	to	PART
ajgt-2967	76	8	find	find	VERB
ajgt-2967	76	9	a	a	DET
ajgt-2967	76	10	solution	solution	NOUN
ajgt-2967	76	11	of	of	ADP
ajgt-2967	76	12	drastically	drastically	ADV
ajgt-2967	76	13	increase	increase	VERB
ajgt-2967	76	14	in	in	ADP
ajgt-2967	76	15	fraud	fraud	NOUN
ajgt-2967	76	16	through	through	ADP
ajgt-2967	76	17	atm	atm	NOUN
ajgt-2967	76	18	by	by	ADP
ajgt-2967	76	19	finger	finger	NOUN
ajgt-2967	76	20	biometrics	biometric	NOUN
ajgt-2967	76	21	which	which	PRON
ajgt-2967	76	22	is	be	AUX
ajgt-2967	76	23	possible	possible	ADJ
ajgt-2967	76	24	if	if	SCONJ
ajgt-2967	76	25	account	account	NOUN
ajgt-2967	76	26	holder	holder	NOUN
ajgt-2967	76	27	is	be	AUX
ajgt-2967	76	28	physically	physically	ADV
ajgt-2967	76	29	present	present	ADJ
ajgt-2967	76	30	in	in	ADP
ajgt-2967	76	31	the	the	DET
ajgt-2967	76	32	atm	atm	PROPN
ajgt-2967	76	33	booth	booth	NOUN
ajgt-2967	76	34	.	.	PUNCT
ajgt-2967	77	1	thus	thus	ADV
ajgt-2967	77	2	,	,	PUNCT
ajgt-2967	77	3	it	it	PRON
ajgt-2967	77	4	isolates	isolate	VERB
ajgt-2967	77	5	illegal	illegal	ADJ
ajgt-2967	77	6	transactions	transaction	NOUN
ajgt-2967	77	7	at	at	ADP
ajgt-2967	77	8	the	the	DET
ajgt-2967	77	9	atm	atm	ADJ
ajgt-2967	77	10	points	point	NOUN
ajgt-2967	77	11	without	without	ADP
ajgt-2967	77	12	the	the	DET
ajgt-2967	77	13	knowledge	knowledge	NOUN
ajgt-2967	77	14	of	of	ADP
ajgt-2967	77	15	the	the	DET
ajgt-2967	77	16	authentic	authentic	ADJ
ajgt-2967	77	17	owner	owner	NOUN
ajgt-2967	77	18	(	(	PUNCT
ajgt-2967	77	19	aru	aru	PROPN
ajgt-2967	77	20	&	&	CCONJ
ajgt-2967	77	21	gozie	gozie	PROPN
ajgt-2967	77	22	,	,	PUNCT
ajgt-2967	77	23	2013	2013	NUM
ajgt-2967	77	24	)	)	PUNCT
ajgt-2967	77	25	.	.	PUNCT
ajgt-2967	78	1	in	in	ADP
ajgt-2967	78	2	this	this	PRON
ajgt-2967	78	3	,	,	PUNCT
ajgt-2967	78	4	the	the	DET
ajgt-2967	78	5	given	give	VERB
ajgt-2967	78	6	concepts	concept	NOUN
ajgt-2967	78	7	of	of	ADP
ajgt-2967	78	8	face	face	NOUN
ajgt-2967	78	9	recognition	recognition	NOUN
ajgt-2967	78	10	methods	method	NOUN
ajgt-2967	78	11	&	&	CCONJ
ajgt-2967	78	12	its	its	PRON
ajgt-2967	78	13	applications	application	NOUN
ajgt-2967	78	14	.	.	PUNCT
ajgt-2967	79	1	in	in	ADP
ajgt-2967	79	2	the	the	DET
ajgt-2967	79	3	future	future	NOUN
ajgt-2967	79	4	,	,	PUNCT
ajgt-2967	79	5	2d	2d	PROPN
ajgt-2967	79	6	&	&	CCONJ
ajgt-2967	79	7	3d	3d	PROPN
ajgt-2967	79	8	face	face	NOUN
ajgt-2967	79	9	recognition	recognition	NOUN
ajgt-2967	79	10	and	and	CCONJ
ajgt-2967	79	11	large	large	ADJ
ajgt-2967	79	12	-	-	PUNCT
ajgt-2967	79	13	scale	scale	NOUN
ajgt-2967	79	14	applications	application	NOUN
ajgt-2967	79	15	such	such	ADJ
ajgt-2967	79	16	as	as	ADP
ajgt-2967	79	17	passport	passport	NOUN
ajgt-2967	79	18	,	,	PUNCT
ajgt-2967	79	19	i	i	PROPN
ajgt-2967	79	20	d	d	PROPN
ajgt-2967	79	21	,	,	PUNCT
ajgt-2967	79	22	any	any	DET
ajgt-2967	79	23	service	service	NOUN
ajgt-2967	79	24	,	,	PUNCT
ajgt-2967	79	25	etc	etc	X
ajgt-2967	79	26	.	.	X
ajgt-2967	79	27	(	(	PUNCT
ajgt-2967	79	28	parmar	parmar	PROPN
ajgt-2967	79	29	&	&	CCONJ
ajgt-2967	79	30	mehta	mehta	PROPN
ajgt-2967	79	31	,	,	PUNCT
ajgt-2967	79	32	2014).biometrics	2014).biometrics	NUM
ajgt-2967	79	33	refers	refer	VERB
ajgt-2967	79	34	to	to	ADP
ajgt-2967	79	35	the	the	DET
ajgt-2967	79	36	quantifiable	quantifiable	ADJ
ajgt-2967	79	37	data	datum	NOUN
ajgt-2967	79	38	related	relate	VERB
ajgt-2967	79	39	to	to	ADP
ajgt-2967	79	40	human	human	ADJ
ajgt-2967	79	41	characteristics	characteristic	NOUN
ajgt-2967	79	42	.	.	PUNCT
ajgt-2967	80	1	for	for	ADP
ajgt-2967	80	2	identification	identification	NOUN
ajgt-2967	80	3	and	and	CCONJ
ajgt-2967	80	4	access	access	NOUN
ajgt-2967	80	5	control	control	NOUN
ajgt-2967	80	6	biometric	biometric	ADJ
ajgt-2967	80	7	identification	identification	NOUN
ajgt-2967	80	8	is	be	AUX
ajgt-2967	80	9	used	use	VERB
ajgt-2967	80	10	in	in	ADP
ajgt-2967	80	11	computer	computer	NOUN
ajgt-2967	80	12	science	science	NOUN
ajgt-2967	80	13	as	as	ADP
ajgt-2967	80	14	a	a	DET
ajgt-2967	80	15	form	form	NOUN
ajgt-2967	80	16	.	.	PUNCT
ajgt-2967	81	1	it	it	PRON
ajgt-2967	81	2	is	be	AUX
ajgt-2967	81	3	also	also	ADV
ajgt-2967	81	4	used	use	VERB
ajgt-2967	81	5	to	to	PART
ajgt-2967	81	6	identify	identify	VERB
ajgt-2967	81	7	individuals	individual	NOUN
ajgt-2967	81	8	in	in	ADP
ajgt-2967	81	9	groups	group	NOUN
ajgt-2967	81	10	that	that	PRON
ajgt-2967	81	11	are	be	AUX
ajgt-2967	81	12	under	under	ADP
ajgt-2967	81	13	surveillance	surveillance	NOUN
ajgt-2967	81	14	(	(	PUNCT
ajgt-2967	81	15	betab	betab	PROPN
ajgt-2967	81	16	&	&	CCONJ
ajgt-2967	81	17	sandhu	sandhu	PROPN
ajgt-2967	81	18	,	,	PUNCT
ajgt-2967	81	19	2014).automatic	2014).automatic	ADJ
ajgt-2967	81	20	teller	teller	NOUN
ajgt-2967	81	21	machine	machine	NOUN
ajgt-2967	81	22	(	(	PUNCT
ajgt-2967	81	23	atm	atm	PROPN
ajgt-2967	81	24	)	)	PUNCT
ajgt-2967	81	25	in	in	ADP
ajgt-2967	81	26	future	future	NOUN
ajgt-2967	81	27	will	will	AUX
ajgt-2967	81	28	have	have	VERB
ajgt-2967	81	29	biometric	biometric	ADJ
ajgt-2967	81	30	authentication	authentication	NOUN
ajgt-2967	81	31	techniques	technique	NOUN
ajgt-2967	81	32	to	to	ADP
ajgt-2967	81	33	a	a	DET
ajgt-2967	81	34	review	review	NOUN
ajgt-2967	81	35	on	on	ADP
ajgt-2967	81	36	an	an	DET
ajgt-2967	81	37	atm	atm	NOUN
ajgt-2967	81	38	with	with	ADP
ajgt-2967	81	39	an	an	DET
ajgt-2967	81	40	eye	eye	NOUN
ajgt-2967	81	41	koushik	koushik	PROPN
ajgt-2967	81	42	s	s	PART
ajgt-2967	81	43	et	et	NOUN
ajgt-2967	81	44	al	al	PROPN
ajgt-2967	81	45	.	.	PROPN
ajgt-2967	81	46	4	4	NUM
ajgt-2967	82	1	©	©	PROPN
ajgt-2967	82	2	eureka	eureka	NOUN
ajgt-2967	82	3	journals	journal	NOUN
ajgt-2967	82	4	2018	2018	NUM
ajgt-2967	82	5	.	.	PUNCT
ajgt-2967	83	1	all	all	DET
ajgt-2967	83	2	rights	right	NOUN
ajgt-2967	83	3	reserved	reserve	VERB
ajgt-2967	83	4	.	.	PUNCT
ajgt-2967	84	1	issn	issn	PROPN
ajgt-2967	84	2	:	:	PUNCT
ajgt-2967	84	3	25815105	25815105	NUM
ajgt-2967	84	4	verify	verify	VERB
ajgt-2967	84	5	identities	identity	NOUN
ajgt-2967	84	6	of	of	ADP
ajgt-2967	84	7	customer	customer	NOUN
ajgt-2967	84	8	during	during	ADP
ajgt-2967	84	9	transaction	transaction	NOUN
ajgt-2967	84	10	.	.	PUNCT
ajgt-2967	85	1	from	from	ADP
ajgt-2967	85	2	this	this	PRON
ajgt-2967	85	3	,	,	PUNCT
ajgt-2967	85	4	it	it	PRON
ajgt-2967	85	5	has	have	AUX
ajgt-2967	85	6	been	be	AUX
ajgt-2967	85	7	known	know	VERB
ajgt-2967	85	8	that	that	SCONJ
ajgt-2967	85	9	biometric	biometric	ADJ
ajgt-2967	85	10	atm	atm	NOUN
ajgt-2967	85	11	systems	system	NOUN
ajgt-2967	85	12	is	be	AUX
ajgt-2967	85	13	highly	highly	ADV
ajgt-2967	85	14	secure	secure	ADJ
ajgt-2967	85	15	with	with	ADP
ajgt-2967	85	16	the	the	DET
ajgt-2967	85	17	information	information	NOUN
ajgt-2967	85	18	of	of	ADP
ajgt-2967	85	19	body	body	NOUN
ajgt-2967	85	20	part	part	NOUN
ajgt-2967	85	21	such	such	ADJ
ajgt-2967	85	22	as	as	ADP
ajgt-2967	85	23	iris	iris	NOUN
ajgt-2967	85	24	which	which	PRON
ajgt-2967	85	25	is	be	AUX
ajgt-2967	85	26	easy	easy	ADJ
ajgt-2967	85	27	to	to	PART
ajgt-2967	85	28	maintain	maintain	VERB
ajgt-2967	85	29	and	and	CCONJ
ajgt-2967	85	30	operate	operate	VERB
ajgt-2967	85	31	with	with	ADP
ajgt-2967	85	32	lower	low	ADJ
ajgt-2967	85	33	cost	cost	NOUN
ajgt-2967	85	34	(	(	PUNCT
ajgt-2967	85	35	malviya	malviya	PROPN
ajgt-2967	85	36	,	,	PUNCT
ajgt-2967	85	37	2014	2014	NUM
ajgt-2967	85	38	)	)	PUNCT
ajgt-2967	85	39	.	.	PUNCT
ajgt-2967	86	1	biometric	biometric	ADJ
ajgt-2967	86	2	technology	technology	NOUN
ajgt-2967	86	3	is	be	AUX
ajgt-2967	86	4	proven	prove	VERB
ajgt-2967	86	5	and	and	CCONJ
ajgt-2967	86	6	capable	capable	ADJ
ajgt-2967	86	7	of	of	ADP
ajgt-2967	86	8	high	high	ADJ
ajgt-2967	86	9	levels	level	NOUN
ajgt-2967	86	10	of	of	ADP
ajgt-2967	86	11	accuracy	accuracy	NOUN
ajgt-2967	86	12	and	and	CCONJ
ajgt-2967	86	13	speed	speed	NOUN
ajgt-2967	86	14	.	.	PUNCT
ajgt-2967	87	1	with	with	ADP
ajgt-2967	87	2	smart	smart	ADJ
ajgt-2967	87	3	cards	card	NOUN
ajgt-2967	87	4	biometric	biometric	ADJ
ajgt-2967	87	5	authentication	authentication	NOUN
ajgt-2967	87	6	is	be	AUX
ajgt-2967	87	7	highly	highly	ADV
ajgt-2967	87	8	secured	secure	VERB
ajgt-2967	87	9	and	and	CCONJ
ajgt-2967	87	10	is	be	AUX
ajgt-2967	87	11	a	a	DET
ajgt-2967	87	12	stronger	strong	ADJ
ajgt-2967	87	13	method	method	NOUN
ajgt-2967	87	14	for	for	ADP
ajgt-2967	87	15	verification	verification	NOUN
ajgt-2967	87	16	as	as	SCONJ
ajgt-2967	87	17	it	it	PRON
ajgt-2967	87	18	is	be	AUX
ajgt-2967	87	19	uniquely	uniquely	ADV
ajgt-2967	87	20	bound	bind	VERB
ajgt-2967	87	21	to	to	ADP
ajgt-2967	87	22	individuals	individual	NOUN
ajgt-2967	87	23	.	.	PUNCT
ajgt-2967	88	1	it	it	PRON
ajgt-2967	88	2	is	be	AUX
ajgt-2967	88	3	easy	easy	ADJ
ajgt-2967	88	4	to	to	PART
ajgt-2967	88	5	maintain	maintain	VERB
ajgt-2967	88	6	and	and	CCONJ
ajgt-2967	88	7	operate	operate	VERB
ajgt-2967	88	8	with	with	ADP
ajgt-2967	88	9	lower	low	ADJ
ajgt-2967	88	10	cost(sunehra	cost(sunehra	NOUN
ajgt-2967	88	11	,	,	PUNCT
ajgt-2967	88	12	2014).the	2014).the	DET
ajgt-2967	88	13	important	important	ADJ
ajgt-2967	88	14	step	step	NOUN
ajgt-2967	88	15	is	be	AUX
ajgt-2967	88	16	to	to	PART
ajgt-2967	88	17	locate	locate	VERB
ajgt-2967	88	18	a	a	DET
ajgt-2967	88	19	dominant	dominant	ADJ
ajgt-2967	88	20	opensource	opensource	NOUN
ajgt-2967	88	21	appearance	appearance	NOUN
ajgt-2967	88	22	identification	identification	NOUN
ajgt-2967	88	23	program	program	NOUN
ajgt-2967	88	24	that	that	PRON
ajgt-2967	88	25	is	be	AUX
ajgt-2967	88	26	used	use	VERB
ajgt-2967	88	27	for	for	ADP
ajgt-2967	88	28	local	local	ADJ
ajgt-2967	88	29	feature	feature	NOUN
ajgt-2967	88	30	analysis	analysis	NOUN
ajgt-2967	88	31	and	and	CCONJ
ajgt-2967	88	32	that	that	PRON
ajgt-2967	88	33	is	be	AUX
ajgt-2967	88	34	based	base	VERB
ajgt-2967	88	35	on	on	ADP
ajgt-2967	88	36	facial	facial	ADJ
ajgt-2967	88	37	verification	verification	NOUN
ajgt-2967	88	38	.	.	PUNCT
ajgt-2967	89	1	this	this	DET
ajgt-2967	89	2	plan	plan	NOUN
ajgt-2967	89	3	must	must	AUX
ajgt-2967	89	4	be	be	AUX
ajgt-2967	89	5	applied	apply	VERB
ajgt-2967	89	6	on	on	ADP
ajgt-2967	89	7	various	various	ADJ
ajgt-2967	89	8	multiple	multiple	ADJ
ajgt-2967	89	9	systems	system	NOUN
ajgt-2967	89	10	,	,	PUNCT
ajgt-2967	89	11	involving	involve	VERB
ajgt-2967	89	12	windows	window	NOUN
ajgt-2967	89	13	and	and	CCONJ
ajgt-2967	89	14	linux	linux	PROPN
ajgt-2967	89	15	variants	variant	NOUN
ajgt-2967	89	16	(	(	PUNCT
ajgt-2967	89	17	suganya	suganya	PROPN
ajgt-2967	89	18	&	&	CCONJ
ajgt-2967	89	19	sunitha	sunitha	PROPN
ajgt-2967	89	20	,	,	PUNCT
ajgt-2967	89	21	2015).this	2015).this	NUM
ajgt-2967	89	22	research	research	NOUN
ajgt-2967	89	23	has	have	AUX
ajgt-2967	89	24	focused	focus	VERB
ajgt-2967	89	25	on	on	ADP
ajgt-2967	89	26	the	the	DET
ajgt-2967	89	27	single	single	ADJ
ajgt-2967	89	28	biometric	biometric	ADJ
ajgt-2967	89	29	trait	trait	NOUN
ajgt-2967	89	30	for	for	ADP
ajgt-2967	89	31	recognition	recognition	NOUN
ajgt-2967	89	32	and	and	CCONJ
ajgt-2967	89	33	authentication	authentication	NOUN
ajgt-2967	89	34	.	.	PUNCT
ajgt-2967	90	1	this	this	DET
ajgt-2967	90	2	purpose	purpose	NOUN
ajgt-2967	90	3	is	be	AUX
ajgt-2967	90	4	to	to	PART
ajgt-2967	90	5	implement	implement	VERB
ajgt-2967	90	6	the	the	DET
ajgt-2967	90	7	biometric	biometric	ADJ
ajgt-2967	90	8	security	security	NOUN
ajgt-2967	90	9	system	system	NOUN
ajgt-2967	90	10	based	base	VERB
ajgt-2967	90	11	on	on	ADP
ajgt-2967	90	12	iris	iris	NOUN
ajgt-2967	90	13	and	and	CCONJ
ajgt-2967	90	14	palm	palm	NOUN
ajgt-2967	90	15	print	print	NOUN
ajgt-2967	90	16	recognition	recognition	NOUN
ajgt-2967	90	17	using	use	VERB
ajgt-2967	90	18	wavelet	wavelet	NOUN
ajgt-2967	90	19	packet	packet	NOUN
ajgt-2967	90	20	transform	transform	NOUN
ajgt-2967	90	21	and	and	CCONJ
ajgt-2967	90	22	wld	wld	NOUN
ajgt-2967	90	23	with	with	ADP
ajgt-2967	90	24	steganography	steganography	NOUN
ajgt-2967	90	25	technique	technique	NOUN
ajgt-2967	90	26	for	for	ADP
ajgt-2967	90	27	authentication	authentication	NOUN
ajgt-2967	90	28	purpose	purpose	NOUN
ajgt-2967	90	29	(	(	PUNCT
ajgt-2967	90	30	kamble	kamble	PROPN
ajgt-2967	90	31	&	&	CCONJ
ajgt-2967	90	32	nikumbh	nikumbh	PROPN
ajgt-2967	90	33	,	,	PUNCT
ajgt-2967	90	34	2015).the	2015).the	PRON
ajgt-2967	90	35	face	face	NOUN
ajgt-2967	90	36	of	of	ADP
ajgt-2967	90	37	each	each	DET
ajgt-2967	90	38	individual	individual	NOUN
ajgt-2967	90	39	is	be	AUX
ajgt-2967	90	40	antique	antique	ADJ
ajgt-2967	90	41	.	.	PUNCT
ajgt-2967	91	1	algorithms	algorithm	NOUN
ajgt-2967	91	2	for	for	ADP
ajgt-2967	91	3	face	face	NOUN
ajgt-2967	91	4	recognition	recognition	NOUN
ajgt-2967	91	5	usually	usually	ADV
ajgt-2967	91	6	use	use	VERB
ajgt-2967	91	7	the	the	DET
ajgt-2967	91	8	distinguish	distinguish	NOUN
ajgt-2967	91	9	between	between	ADP
ajgt-2967	91	10	different	different	ADJ
ajgt-2967	91	11	faces	face	NOUN
ajgt-2967	91	12	.	.	PUNCT
ajgt-2967	92	1	such	such	ADJ
ajgt-2967	92	2	facial	facial	ADJ
ajgt-2967	92	3	features	feature	NOUN
ajgt-2967	92	4	can	can	AUX
ajgt-2967	92	5	be	be	AUX
ajgt-2967	92	6	the	the	DET
ajgt-2967	92	7	shape	shape	NOUN
ajgt-2967	92	8	and	and	CCONJ
ajgt-2967	92	9	the	the	DET
ajgt-2967	92	10	distance	distance	NOUN
ajgt-2967	92	11	of	of	ADP
ajgt-2967	92	12	the	the	DET
ajgt-2967	92	13	eyes	eye	NOUN
ajgt-2967	92	14	,	,	PUNCT
ajgt-2967	92	15	eyebrows	eyebrow	NOUN
ajgt-2967	92	16	,	,	PUNCT
ajgt-2967	92	17	lips	lip	NOUN
ajgt-2967	92	18	,	,	PUNCT
ajgt-2967	92	19	chin	chin	NOUN
ajgt-2967	92	20	or	or	CCONJ
ajgt-2967	92	21	nose	nose	NOUN
ajgt-2967	92	22	(	(	PUNCT
ajgt-2967	92	23	see	see	VERB
ajgt-2967	92	24	[	[	X
ajgt-2967	92	25	jhp00	jhp00	NOUN
ajgt-2967	92	26	]	]	PUNCT
ajgt-2967	92	27	)	)	PUNCT
ajgt-2967	92	28	.	.	PUNCT
ajgt-2967	93	1	a	a	DET
ajgt-2967	93	2	lot	lot	NOUN
ajgt-2967	93	3	of	of	ADP
ajgt-2967	93	4	research	research	NOUN
ajgt-2967	93	5	has	have	AUX
ajgt-2967	93	6	been	be	AUX
ajgt-2967	93	7	done	do	VERB
ajgt-2967	93	8	in	in	ADP
ajgt-2967	93	9	this	this	DET
ajgt-2967	93	10	area	area	NOUN
ajgt-2967	93	11	in	in	ADP
ajgt-2967	93	12	this	this	DET
ajgt-2967	93	13	paper	paper	NOUN
ajgt-2967	93	14	(	(	PUNCT
ajgt-2967	93	15	das	das	PROPN
ajgt-2967	93	16	&	&	CCONJ
ajgt-2967	93	17	debbarma	debbarma	PROPN
ajgt-2967	93	18	,	,	PUNCT
ajgt-2967	93	19	2011).iri	2011).iri	NUM
ajgt-2967	93	20	recognition	recognition	NOUN
ajgt-2967	93	21	biometric	biometric	ADJ
ajgt-2967	93	22	uniqueness	uniqueness	NOUN
ajgt-2967	93	23	may	may	AUX
ajgt-2967	93	24	save	save	VERB
ajgt-2967	93	25	us	we	PRON
ajgt-2967	93	26	from	from	ADP
ajgt-2967	93	27	the	the	DET
ajgt-2967	93	28	card	card	NOUN
ajgt-2967	93	29	theft	theft	NOUN
ajgt-2967	93	30	,	,	PUNCT
ajgt-2967	93	31	duplication	duplication	NOUN
ajgt-2967	93	32	,	,	PUNCT
ajgt-2967	93	33	misplacement	misplacement	NOUN
ajgt-2967	93	34	anddisclosure	anddisclosure	NOUN
ajgt-2967	93	35	of	of	ADP
ajgt-2967	93	36	password	password	NOUN
ajgt-2967	93	37	to	to	ADP
ajgt-2967	93	38	the	the	DET
ajgt-2967	93	39	unknowns	unknown	NOUN
ajgt-2967	93	40	.	.	PUNCT
ajgt-2967	94	1	no	no	DET
ajgt-2967	94	2	excuses	excuse	NOUN
ajgt-2967	94	3	for	for	ADP
ajgt-2967	94	4	rf	rf	NOUN
ajgt-2967	94	5	/	/	SYM
ajgt-2967	94	6	magnetic	magnetic	ADJ
ajgt-2967	94	7	cards	card	NOUN
ajgt-2967	94	8	forget	forget	VERB
ajgt-2967	94	9	password	password	NOUN
ajgt-2967	94	10	.	.	PUNCT
ajgt-2967	95	1	no	no	DET
ajgt-2967	95	2	need	need	NOUN
ajgt-2967	95	3	to	to	PART
ajgt-2967	95	4	further	far	ADV
ajgt-2967	95	5	invest	invest	VERB
ajgt-2967	95	6	on	on	ADP
ajgt-2967	95	7	the	the	DET
ajgt-2967	95	8	cards	card	NOUN
ajgt-2967	95	9	cost	cost	NOUN
ajgt-2967	95	10	as	as	SCONJ
ajgt-2967	95	11	iris	iris	NOUN
ajgt-2967	95	12	biometric	biometric	NOUN
ajgt-2967	95	13	is	be	AUX
ajgt-2967	95	14	much	much	ADV
ajgt-2967	95	15	safer	safe	ADJ
ajgt-2967	95	16	.	.	PUNCT
ajgt-2967	96	1	biometrics	biometric	NOUN
ajgt-2967	96	2	allow	allow	VERB
ajgt-2967	96	3	for	for	ADP
ajgt-2967	96	4	increased	increase	VERB
ajgt-2967	96	5	and	and	CCONJ
ajgt-2967	96	6	frequent	frequent	ADJ
ajgt-2967	96	7	security	security	NOUN
ajgt-2967	96	8	,	,	PUNCT
ajgt-2967	96	9	accountability	accountability	NOUN
ajgt-2967	96	10	while	while	SCONJ
ajgt-2967	96	11	tracing	trace	VERB
ajgt-2967	96	12	and	and	CCONJ
ajgt-2967	96	13	deterring	deter	VERB
ajgt-2967	96	14	fraud	fraud	NOUN
ajgt-2967	96	15	.	.	PUNCT
ajgt-2967	97	1	proposed	propose	VERB
ajgt-2967	97	2	method	method	NOUN
ajgt-2967	97	3	is	be	AUX
ajgt-2967	97	4	suitable	suitable	ADJ
ajgt-2967	97	5	for	for	ADP
ajgt-2967	97	6	the	the	DET
ajgt-2967	97	7	atm	atm	NOUN
ajgt-2967	97	8	users	user	NOUN
ajgt-2967	97	9	without	without	ADP
ajgt-2967	97	10	the	the	DET
ajgt-2967	97	11	need	need	NOUN
ajgt-2967	97	12	to	to	PART
ajgt-2967	97	13	carry	carry	VERB
ajgt-2967	97	14	atm	atm	NOUN
ajgt-2967	97	15	card	card	NOUN
ajgt-2967	97	16	because	because	SCONJ
ajgt-2967	97	17	our	our	PRON
ajgt-2967	97	18	eyes	eye	NOUN
ajgt-2967	97	19	going	go	VERB
ajgt-2967	97	20	with	with	ADP
ajgt-2967	97	21	us(sainis	us(sainis	PROPN
ajgt-2967	97	22	&	&	CCONJ
ajgt-2967	97	23	saini	saini	PROPN
ajgt-2967	97	24	,	,	PUNCT
ajgt-2967	97	25	2015	2015	NUM
ajgt-2967	97	26	)	)	PUNCT
ajgt-2967	97	27	.	.	PUNCT
ajgt-2967	98	1	the	the	DET
ajgt-2967	98	2	automated	automate	VERB
ajgt-2967	98	3	teller	teller	NOUN
ajgt-2967	98	4	machine	machine	NOUN
ajgt-2967	98	5	has	have	AUX
ajgt-2967	98	6	made	make	VERB
ajgt-2967	98	7	life	life	NOUN
ajgt-2967	98	8	of	of	ADP
ajgt-2967	98	9	people	people	NOUN
ajgt-2967	98	10	easier	easy	ADJ
ajgt-2967	98	11	and	and	CCONJ
ajgt-2967	98	12	the	the	DET
ajgt-2967	98	13	banking	banking	NOUN
ajgt-2967	98	14	industry	industry	NOUN
ajgt-2967	98	15	functions	function	NOUN
ajgt-2967	98	16	.	.	PUNCT
ajgt-2967	99	1	the	the	DET
ajgt-2967	99	2	best	good	ADJ
ajgt-2967	99	3	case	case	NOUN
ajgt-2967	99	4	is	be	AUX
ajgt-2967	99	5	still	still	ADV
ajgt-2967	99	6	be	be	AUX
ajgt-2967	99	7	that	that	SCONJ
ajgt-2967	99	8	the	the	DET
ajgt-2967	99	9	biometric	biometric	ADJ
ajgt-2967	99	10	machine	machine	NOUN
ajgt-2967	99	11	password	password	NOUN
ajgt-2967	99	12	only	only	ADV
ajgt-2967	99	13	your	your	PRON
ajgt-2967	99	14	body	body	NOUN
ajgt-2967	99	15	that	that	PRON
ajgt-2967	99	16	is	be	AUX
ajgt-2967	99	17	iris	iris	NOUN
ajgt-2967	99	18	recognition	recognition	NOUN
ajgt-2967	99	19	method	method	NOUN
ajgt-2967	99	20	so	so	SCONJ
ajgt-2967	99	21	transaction	transaction	NOUN
ajgt-2967	99	22	can	can	AUX
ajgt-2967	99	23	only	only	ADV
ajgt-2967	99	24	be	be	AUX
ajgt-2967	99	25	carried	carry	VERB
ajgt-2967	99	26	out	out	ADP
ajgt-2967	99	27	possible	possible	ADJ
ajgt-2967	99	28	due	due	ADP
ajgt-2967	99	29	to	to	ADP
ajgt-2967	99	30	your	your	PRON
ajgt-2967	99	31	physical	physical	ADJ
ajgt-2967	99	32	appearance	appearance	NOUN
ajgt-2967	99	33	(	(	PUNCT
ajgt-2967	99	34	mane	mane	NOUN
ajgt-2967	99	35	,	,	PUNCT
ajgt-2967	99	36	rajeshirke	rajeshirke	PROPN
ajgt-2967	99	37	,	,	PUNCT
ajgt-2967	99	38	&	&	CCONJ
ajgt-2967	99	39	kumbhar	kumbhar	PROPN
ajgt-2967	99	40	,	,	PUNCT
ajgt-2967	99	41	2017	2017	NUM
ajgt-2967	99	42	)	)	PUNCT
ajgt-2967	99	43	.	.	PUNCT
ajgt-2967	100	1	new	new	ADJ
ajgt-2967	100	2	uses	use	NOUN
ajgt-2967	100	3	like	like	ADP
ajgt-2967	100	4	electronic	electronic	ADJ
ajgt-2967	100	5	identification	identification	NOUN
ajgt-2967	100	6	cards	card	NOUN
ajgt-2967	100	7	,	,	PUNCT
ajgt-2967	100	8	which	which	PRON
ajgt-2967	100	9	are	be	AUX
ajgt-2967	100	10	validated	validate	VERB
ajgt-2967	100	11	with	with	ADP
ajgt-2967	100	12	automation	automation	NOUN
ajgt-2967	100	13	,	,	PUNCT
ajgt-2967	100	14	emerge	emerge	VERB
ajgt-2967	100	15	the	the	DET
ajgt-2967	100	16	possible	possible	ADJ
ajgt-2967	100	17	harm	harm	NOUN
ajgt-2967	100	18	do	do	VERB
ajgt-2967	100	19	n’t	not	PART
ajgt-2967	100	20	to	to	ADP
ajgt-2967	100	21	a	a	DET
ajgt-2967	100	22	separate	separate	ADJ
ajgt-2967	100	23	can	can	AUX
ajgt-2967	100	24	not	not	PART
ajgt-2967	100	25	be	be	AUX
ajgt-2967	100	26	paid	pay	VERB
ajgt-2967	100	27	back	back	ADV
ajgt-2967	100	28	to	to	ADP
ajgt-2967	100	29	account	account	NOUN
ajgt-2967	100	30	,	,	PUNCT
ajgt-2967	100	31	it	it	PRON
ajgt-2967	100	32	must	must	AUX
ajgt-2967	100	33	be	be	AUX
ajgt-2967	100	34	prevented	prevent	VERB
ajgt-2967	100	35	biometrics	biometric	NOUN
ajgt-2967	100	36	itself	itself	PRON
ajgt-2967	100	37	is	be	AUX
ajgt-2967	100	38	not	not	PART
ajgt-2967	100	39	the	the	DET
ajgt-2967	100	40	solution	solution	NOUN
ajgt-2967	100	41	to	to	ADP
ajgt-2967	100	42	this	this	DET
ajgt-2967	100	43	problem	problem	NOUN
ajgt-2967	100	44	.	.	PUNCT
ajgt-2967	101	1	it	it	PRON
ajgt-2967	101	2	just	just	ADV
ajgt-2967	101	3	provides	provide	VERB
ajgt-2967	101	4	means	mean	NOUN
ajgt-2967	101	5	to	to	PART
ajgt-2967	101	6	treat	treat	VERB
ajgt-2967	101	7	the	the	DET
ajgt-2967	101	8	possible	possible	ADJ
ajgt-2967	101	9	user	user	NOUN
ajgt-2967	101	10	candidates	candidate	NOUN
ajgt-2967	101	11	uniquely(bowyer	uniquely(bowyer	PROPN
ajgt-2967	101	12	,	,	PUNCT
ajgt-2967	101	13	hollingsworth	hollingsworth	PROPN
ajgt-2967	101	14	,	,	PUNCT
ajgt-2967	101	15	&	&	CCONJ
ajgt-2967	101	16	flynn	flynn	PROPN
ajgt-2967	101	17	,	,	PUNCT
ajgt-2967	101	18	2008	2008	NUM
ajgt-2967	101	19	)	)	PUNCT
ajgt-2967	101	20	atm	atm	PROPN
ajgt-2967	101	21	provides	provide	VERB
ajgt-2967	101	22	great	great	ADJ
ajgt-2967	101	23	services	service	NOUN
ajgt-2967	101	24	in	in	ADP
ajgt-2967	101	25	densed	dense	VERB
ajgt-2967	101	26	populated	populated	ADJ
ajgt-2967	101	27	countries	country	NOUN
ajgt-2967	101	28	to	to	PART
ajgt-2967	101	29	save	save	VERB
ajgt-2967	101	30	time	time	NOUN
ajgt-2967	101	31	.	.	PUNCT
ajgt-2967	102	1	this	this	PRON
ajgt-2967	102	2	identifies	identify	VERB
ajgt-2967	102	3	a	a	DET
ajgt-2967	102	4	model	model	NOUN
ajgt-2967	102	5	for	for	ADP
ajgt-2967	102	6	the	the	DET
ajgt-2967	102	7	modification	modification	NOUN
ajgt-2967	102	8	of	of	ADP
ajgt-2967	102	9	existing	exist	VERB
ajgt-2967	102	10	atm	atm	NOUN
ajgt-2967	102	11	systems	system	NOUN
ajgt-2967	102	12	to	to	PART
ajgt-2967	102	13	economically	economically	ADV
ajgt-2967	102	14	incorporate	incorporate	VERB
ajgt-2967	102	15	fingerprint	fingerprint	NOUN
ajgt-2967	102	16	scanning	scanning	NOUN
ajgt-2967	102	17	plus	plus	CCONJ
ajgt-2967	102	18	blood	blood	NOUN
ajgt-2967	102	19	group	group	NOUN
ajgt-2967	102	20	;	;	PUNCT
ajgt-2967	102	21	and	and	CCONJ
ajgt-2967	102	22	,	,	PUNCT
ajgt-2967	102	23	outlines	outline	VERB
ajgt-2967	102	24	the	the	DET
ajgt-2967	102	25	advantages	advantage	NOUN
ajgt-2967	102	26	of	of	ADP
ajgt-2967	102	27	using	use	VERB
ajgt-2967	102	28	such	such	ADJ
ajgt-2967	102	29	system	system	NOUN
ajgt-2967	102	30	(	(	PUNCT
ajgt-2967	102	31	gyamfi	gyamfi	PROPN
ajgt-2967	102	32	,	,	PUNCT
ajgt-2967	102	33	mohammed	mohammed	PROPN
ajgt-2967	102	34	,	,	PUNCT
ajgt-2967	102	35	nuamah	nuamah	NOUN
ajgt-2967	102	36	-	-	PUNCT
ajgt-2967	102	37	gyambra	gyambra	NOUN
ajgt-2967	102	38	,	,	PUNCT
ajgt-2967	102	39	katsriku	katsriku	NOUN
ajgt-2967	102	40	,	,	PUNCT
ajgt-2967	102	41	&	&	CCONJ
ajgt-2967	102	42	abdulah	abdulah	PROPN
ajgt-2967	102	43	,	,	PUNCT
ajgt-2967	102	44	2016).many	2016).many	NUM
ajgt-2967	102	45	crimes	crime	NOUN
ajgt-2967	102	46	are	be	AUX
ajgt-2967	102	47	tampered	tamper	VERB
ajgt-2967	102	48	by	by	ADP
ajgt-2967	102	49	stealing	steal	VERB
ajgt-2967	102	50	someone	someone	PRON
ajgt-2967	102	51	’s	’s	PART
ajgt-2967	102	52	password	password	NOUN
ajgt-2967	102	53	and	and	CCONJ
ajgt-2967	102	54	card	card	NOUN
ajgt-2967	102	55	which	which	PRON
ajgt-2967	102	56	is	be	AUX
ajgt-2967	102	57	easier	easy	ADJ
ajgt-2967	102	58	to	to	PART
ajgt-2967	102	59	access	access	VERB
ajgt-2967	102	60	the	the	DET
ajgt-2967	102	61	account	account	NOUN
ajgt-2967	102	62	of	of	ADP
ajgt-2967	102	63	user	user	NOUN
ajgt-2967	102	64	.	.	PUNCT
ajgt-2967	103	1	traditionally	traditionally	ADV
ajgt-2967	103	2	atm	atm	PROPN
ajgt-2967	103	3	systems	system	NOUN
ajgt-2967	103	4	authenticate	authenticate	NOUN
ajgt-2967	103	5	generally	generally	ADV
ajgt-2967	103	6	by	by	ADP
ajgt-2967	103	7	using	use	VERB
ajgt-2967	103	8	a	a	DET
ajgt-2967	103	9	card	card	NOUN
ajgt-2967	103	10	(	(	PUNCT
ajgt-2967	103	11	credit	credit	NOUN
ajgt-2967	103	12	,	,	PUNCT
ajgt-2967	103	13	debit	debit	NOUN
ajgt-2967	103	14	,	,	PUNCT
ajgt-2967	103	15	or	or	CCONJ
ajgt-2967	103	16	smart	smart	ADJ
ajgt-2967	103	17	)	)	PUNCT
ajgt-2967	103	18	and	and	CCONJ
ajgt-2967	103	19	a	a	DET
ajgt-2967	103	20	password	password	NOUN
ajgt-2967	103	21	or	or	CCONJ
ajgt-2967	103	22	pin	pin	NOUN
ajgt-2967	103	23	which	which	PRON
ajgt-2967	103	24	no	no	DET
ajgt-2967	103	25	doubt	doubt	ADV
ajgt-2967	103	26	has	have	VERB
ajgt-2967	103	27	some	some	DET
ajgt-2967	103	28	defects	defect	NOUN
ajgt-2967	103	29	which	which	PRON
ajgt-2967	103	30	caused	cause	VERB
ajgt-2967	103	31	a	a	DET
ajgt-2967	103	32	lot	lot	NOUN
ajgt-2967	103	33	of	of	ADP
ajgt-2967	103	34	the	the	DET
ajgt-2967	103	35	problems	problem	NOUN
ajgt-2967	103	36	for	for	ADP
ajgt-2967	103	37	the	the	DET
ajgt-2967	103	38	customers	customer	NOUN
ajgt-2967	103	39	.	.	PUNCT
ajgt-2967	104	1	so	so	ADV
ajgt-2967	104	2	we	we	PRON
ajgt-2967	104	3	use	use	VERB
ajgt-2967	104	4	biometric(lim	biometric(lim	NOUN
ajgt-2967	104	5	,	,	PUNCT
ajgt-2967	104	6	lee	lee	PROPN
ajgt-2967	104	7	,	,	PUNCT
ajgt-2967	104	8	byeon	byeon	PROPN
ajgt-2967	104	9	,	,	PUNCT
ajgt-2967	104	10	&	&	CCONJ
ajgt-2967	104	11	kim	kim	PROPN
ajgt-2967	104	12	,	,	PUNCT
ajgt-2967	104	13	2001	2001	NUM
ajgt-2967	104	14	)	)	PUNCT
ajgt-2967	104	15	.	.	PUNCT
ajgt-2967	105	1	this	this	PRON
ajgt-2967	105	2	explains	explain	VERB
ajgt-2967	105	3	verifying	verifying	NOUN
ajgt-2967	105	4	methods	method	NOUN
ajgt-2967	105	5	which	which	PRON
ajgt-2967	105	6	was	be	AUX
ajgt-2967	105	7	inputting	inputte	VERB
ajgt-2967	105	8	owner	owner	NOUN
ajgt-2967	105	9	password	password	NOUN
ajgt-2967	105	10	which	which	PRON
ajgt-2967	105	11	is	be	AUX
ajgt-2967	105	12	send	send	VERB
ajgt-2967	105	13	by	by	ADP
ajgt-2967	105	14	the	the	DET
ajgt-2967	105	15	controller	controller	NOUN
ajgt-2967	105	16	.	.	PUNCT
ajgt-2967	106	1	the	the	DET
ajgt-2967	106	2	security	security	NOUN
ajgt-2967	106	3	features	feature	NOUN
ajgt-2967	106	4	were	be	AUX
ajgt-2967	106	5	enhanced	enhance	VERB
ajgt-2967	106	6	largely	largely	ADV
ajgt-2967	106	7	for	for	ADP
ajgt-2967	106	8	the	the	DET
ajgt-2967	106	9	stability	stability	NOUN
ajgt-2967	106	10	and	and	CCONJ
ajgt-2967	106	11	reliability	reliability	NOUN
ajgt-2967	106	12	of	of	ADP
ajgt-2967	106	13	owner	owner	NOUN
ajgt-2967	106	14	recognition	recognition	NOUN
ajgt-2967	106	15	(	(	PUNCT
ajgt-2967	106	16	patil	patil	PROPN
ajgt-2967	106	17	,	,	PUNCT
ajgt-2967	106	18	wanere	wanere	ADV
ajgt-2967	106	19	,	,	PUNCT
ajgt-2967	106	20	maighane	maighane	NOUN
ajgt-2967	106	21	,	,	PUNCT
ajgt-2967	106	22	&	&	CCONJ
ajgt-2967	106	23	tiwari	tiwari	PROPN
ajgt-2967	106	24	,	,	PUNCT
ajgt-2967	106	25	2013	2013	NUM
ajgt-2967	106	26	)	)	PUNCT
ajgt-2967	106	27	.	.	PUNCT
ajgt-2967	107	1	iris	iris	NOUN
ajgt-2967	107	2	recognition	recognition	NOUN
ajgt-2967	107	3	is	be	AUX
ajgt-2967	107	4	a	a	DET
ajgt-2967	107	5	very	very	ADV
ajgt-2967	107	6	benefical	benefical	ADJ
ajgt-2967	107	7	and	and	CCONJ
ajgt-2967	107	8	useful	useful	ADJ
ajgt-2967	107	9	technique	technique	NOUN
ajgt-2967	107	10	.	.	PUNCT
ajgt-2967	108	1	iris	iris	NOUN
ajgt-2967	108	2	recognition	recognition	NOUN
ajgt-2967	108	3	is	be	AUX
ajgt-2967	108	4	highly	highly	ADV
ajgt-2967	108	5	accurate	accurate	ADJ
ajgt-2967	108	6	technique	technique	NOUN
ajgt-2967	108	7	due	due	ADP
ajgt-2967	108	8	to	to	ADP
ajgt-2967	108	9	its	its	PRON
ajgt-2967	108	10	specifications	specification	NOUN
ajgt-2967	108	11	and	and	CCONJ
ajgt-2967	108	12	features	feature	NOUN
ajgt-2967	108	13	.	.	PUNCT
ajgt-2967	109	1	this	this	DET
ajgt-2967	109	2	technique	technique	NOUN
ajgt-2967	109	3	is	be	AUX
ajgt-2967	109	4	tremendously	tremendously	ADV
ajgt-2967	109	5	applicable	applicable	ADJ
ajgt-2967	109	6	.	.	PUNCT
ajgt-2967	110	1	this	this	DET
ajgt-2967	110	2	technique	technique	NOUN
ajgt-2967	110	3	has	have	AUX
ajgt-2967	110	4	increased	increase	VERB
ajgt-2967	110	5	privacy	privacy	NOUN
ajgt-2967	110	6	and	and	CCONJ
ajgt-2967	110	7	identity(bhagat	identity(bhagat	PROPN
ajgt-2967	110	8	,	,	PUNCT
ajgt-2967	110	9	singh	singh	PROPN
ajgt-2967	110	10	,	,	PUNCT
ajgt-2967	110	11	khajuria	khajuria	PROPN
ajgt-2967	110	12	,	,	PUNCT
ajgt-2967	110	13	&	&	CCONJ
ajgt-2967	110	14	student	student	NOUN
ajgt-2967	110	15	,	,	PUNCT
ajgt-2967	110	16	2017	2017	NUM
ajgt-2967	110	17	)	)	PUNCT
ajgt-2967	110	18	for	for	ADP
ajgt-2967	110	19	the	the	DET
ajgt-2967	110	20	user	user	NOUN
ajgt-2967	110	21	.	.	PUNCT
ajgt-2967	111	1	we	we	PRON
ajgt-2967	111	2	are	be	AUX
ajgt-2967	111	3	able	able	ADJ
ajgt-2967	111	4	to	to	PART
ajgt-2967	111	5	understand	understand	VERB
ajgt-2967	111	6	the	the	DET
ajgt-2967	111	7	meaning	meaning	NOUN
ajgt-2967	111	8	of	of	ADP
ajgt-2967	111	9	biometrics	biometric	NOUN
ajgt-2967	111	10	,	,	PUNCT
ajgt-2967	111	11	its	its	PRON
ajgt-2967	111	12	different	different	ADJ
ajgt-2967	111	13	types	type	NOUN
ajgt-2967	111	14	in	in	ADP
ajgt-2967	111	15	briefing	briefing	NOUN
ajgt-2967	111	16	after	after	ADP
ajgt-2967	111	17	going	go	VERB
ajgt-2967	111	18	through	through	ADP
ajgt-2967	111	19	the	the	DET
ajgt-2967	111	20	features	feature	NOUN
ajgt-2967	111	21	and	and	CCONJ
ajgt-2967	111	22	specifications	specification	NOUN
ajgt-2967	111	23	.	.	PUNCT
ajgt-2967	112	1	also	also	ADV
ajgt-2967	112	2	,	,	PUNCT
ajgt-2967	112	3	we	we	PRON
ajgt-2967	112	4	have	have	AUX
ajgt-2967	112	5	studied	study	VERB
ajgt-2967	112	6	the	the	DET
ajgt-2967	112	7	facial	facial	ADJ
ajgt-2967	112	8	recognition	recognition	NOUN
ajgt-2967	112	9	meaning	meaning	NOUN
ajgt-2967	112	10	and	and	CCONJ
ajgt-2967	112	11	techniques	technique	NOUN
ajgt-2967	112	12	.	.	PUNCT
ajgt-2967	113	1	in	in	ADP
ajgt-2967	113	2	the	the	DET
ajgt-2967	113	3	end	end	NOUN
ajgt-2967	113	4	we	we	PRON
ajgt-2967	113	5	will	will	AUX
ajgt-2967	113	6	be	be	AUX
ajgt-2967	113	7	able	able	ADJ
ajgt-2967	113	8	to	to	PART
ajgt-2967	113	9	know	know	VERB
ajgt-2967	113	10	a	a	DET
ajgt-2967	113	11	good	good	ADJ
ajgt-2967	113	12	knowledge	knowledge	NOUN
ajgt-2967	113	13	about	about	ADP
ajgt-2967	113	14	the	the	DET
ajgt-2967	113	15	facial	facial	ADJ
ajgt-2967	113	16	recognition	recognition	NOUN
ajgt-2967	113	17	(	(	PUNCT
ajgt-2967	113	18	goel	goel	PROPN
ajgt-2967	113	19	,	,	PUNCT
ajgt-2967	113	20	kaushik	kaushik	PROPN
ajgt-2967	113	21	,	,	PUNCT
ajgt-2967	113	22	&	&	CCONJ
ajgt-2967	113	23	goel	goel	PROPN
ajgt-2967	113	24	,	,	PUNCT
ajgt-2967	113	25	2012	2012	NUM
ajgt-2967	113	26	)	)	PUNCT
ajgt-2967	113	27	.	.	PUNCT
ajgt-2967	114	1	biometrics	biometric	NOUN
ajgt-2967	114	2	is	be	AUX
ajgt-2967	114	3	an	an	DET
ajgt-2967	114	4	automatic	automatic	ADJ
ajgt-2967	114	5	recognition	recognition	NOUN
ajgt-2967	114	6	of	of	ADP
ajgt-2967	114	7	a	a	DET
ajgt-2967	114	8	person	person	NOUN
ajgt-2967	114	9	based	base	VERB
ajgt-2967	114	10	on	on	ADP
ajgt-2967	114	11	her	her	PRON
ajgt-2967	114	12	physiological	physiological	ADJ
ajgt-2967	114	13	characteristics	characteristic	NOUN
ajgt-2967	114	14	and	and	CCONJ
ajgt-2967	114	15	facial	facial	ADJ
ajgt-2967	114	16	recognition	recognition	NOUN
ajgt-2967	114	17	.	.	PUNCT
ajgt-2967	115	1	we	we	PRON
ajgt-2967	115	2	have	have	AUX
ajgt-2967	115	3	learnt	learn	VERB
ajgt-2967	115	4	so	so	ADV
ajgt-2967	115	5	many	many	ADJ
ajgt-2967	115	6	thing	thing	NOUN
ajgt-2967	115	7	about	about	ADP
ajgt-2967	115	8	biometricr	biometricr	NOUN
ajgt-2967	115	9	,	,	PUNCT
ajgt-2967	115	10	this	this	PRON
ajgt-2967	115	11	is	be	AUX
ajgt-2967	115	12	the	the	DET
ajgt-2967	115	13	future	future	NOUN
ajgt-2967	115	14	of	of	ADP
ajgt-2967	115	15	banking	banking	NOUN
ajgt-2967	115	16	system	system	NOUN
ajgt-2967	115	17	(	(	PUNCT
ajgt-2967	115	18	gupta	gupta	PROPN
ajgt-2967	115	19	&	&	CCONJ
ajgt-2967	115	20	sharma	sharma	PROPN
ajgt-2967	115	21	,	,	PUNCT
ajgt-2967	115	22	2013	2013	NUM
ajgt-2967	115	23	)	)	PUNCT
ajgt-2967	115	24	.	.	PUNCT
ajgt-2967	116	1	in	in	ADP
ajgt-2967	116	2	this	this	PRON
ajgt-2967	116	3	,	,	PUNCT
ajgt-2967	116	4	it	it	PRON
ajgt-2967	116	5	proves	prove	VERB
ajgt-2967	116	6	that	that	SCONJ
ajgt-2967	116	7	how	how	SCONJ
ajgt-2967	116	8	a	a	DET
ajgt-2967	116	9	person	person	NOUN
ajgt-2967	116	10	can	can	AUX
ajgt-2967	116	11	be	be	AUX
ajgt-2967	116	12	identified	identify	VERB
ajgt-2967	116	13	and	and	CCONJ
ajgt-2967	116	14	verified	verify	VERB
ajgt-2967	116	15	by	by	ADP
ajgt-2967	116	16	a	a	DET
ajgt-2967	116	17	numerous	numerous	ADJ
ajgt-2967	116	18	of	of	ADP
ajgt-2967	116	19	ways	way	NOUN
ajgt-2967	116	20	but	but	CCONJ
ajgt-2967	116	21	instead	instead	ADV
ajgt-2967	116	22	of	of	ADP
ajgt-2967	116	23	carrying	carry	VERB
ajgt-2967	116	24	bunch	bunch	NOUN
ajgt-2967	116	25	of	of	ADP
ajgt-2967	116	26	keys	key	NOUN
ajgt-2967	116	27	or	or	CCONJ
ajgt-2967	116	28	remembering	remember	VERB
ajgt-2967	116	29	things	thing	NOUN
ajgt-2967	116	30	as	as	ADP
ajgt-2967	116	31	passwords	password	NOUN
ajgt-2967	116	32	.	.	PUNCT
ajgt-2967	117	1	we	we	PRON
ajgt-2967	117	2	international	international	ADJ
ajgt-2967	117	3	journal	journal	NOUN
ajgt-2967	117	4	of	of	ADP
ajgt-2967	117	5	current	current	ADJ
ajgt-2967	117	6	research	research	NOUN
ajgt-2967	117	7	in	in	ADP
ajgt-2967	117	8	embedded	embed	VERB
ajgt-2967	117	9	system	system	NOUN
ajgt-2967	117	10	&	&	CCONJ
ajgt-2967	117	11	vlsi	vlsi	PROPN
ajgt-2967	117	12	technology	technology	PROPN
ajgt-2967	117	13	5	5	NUM
ajgt-2967	117	14	vol	vol	NOUN
ajgt-2967	117	15	.	.	PUNCT
ajgt-2967	118	1	3	3	NUM
ajgt-2967	118	2	,	,	PUNCT
ajgt-2967	118	3	issue	issue	VERB
ajgt-2967	118	4	1	1	NUM
ajgt-2967	118	5	2018	2018	NUM
ajgt-2967	118	6	©	©	PROPN
ajgt-2967	118	7	eureka	eureka	NOUN
ajgt-2967	118	8	journals	journal	NOUN
ajgt-2967	118	9	2018	2018	NUM
ajgt-2967	118	10	.	.	PUNCT
ajgt-2967	119	1	all	all	DET
ajgt-2967	119	2	rights	right	NOUN
ajgt-2967	119	3	reserved	reserve	VERB
ajgt-2967	119	4	.	.	PUNCT
ajgt-2967	120	1	issn	issn	PROPN
ajgt-2967	120	2	:	:	PUNCT
ajgt-2967	120	3	25815105	25815105	NUM
ajgt-2967	120	4	can	can	AUX
ajgt-2967	120	5	use	use	VERB
ajgt-2967	120	6	us	we	PRON
ajgt-2967	120	7	as	as	ADP
ajgt-2967	120	8	living	living	NOUN
ajgt-2967	120	9	password	password	NOUN
ajgt-2967	120	10	,	,	PUNCT
ajgt-2967	120	11	which	which	PRON
ajgt-2967	120	12	is	be	AUX
ajgt-2967	120	13	called	call	VERB
ajgt-2967	120	14	biometric	biometric	ADJ
ajgt-2967	120	15	recognition	recognition	NOUN
ajgt-2967	120	16	technology	technology	NOUN
ajgt-2967	120	17	(	(	PUNCT
ajgt-2967	120	18	srivastava	srivastava	PROPN
ajgt-2967	120	19	,	,	PUNCT
ajgt-2967	120	20	2013).though	2013).though	PROPN
ajgt-2967	120	21	there	there	ADV
ajgt-2967	120	22	pa	pa	PROPN
ajgt-2967	120	23	ge	ge	PROPN
ajgt-2967	120	24	72	72	NUM
ajgt-2967	120	25	https://journals.e-palli.com/home/index.php/ajgt	https://journals.e-palli.com/home/index.php/ajgt	PROPN
ajgt-2967	120	26	am	be	AUX
ajgt-2967	120	27	.	.	PUNCT
ajgt-2967	121	1	j.	j.	PROPN
ajgt-2967	121	2	geo	geo	PROPN
ajgt-2967	121	3	spat	spat	PROPN
ajgt-2967	121	4	.	.	PUNCT
ajgt-2967	122	1	technol	technol	PROPN
ajgt-2967	122	2	.	.	PUNCT
ajgt-2967	123	1	3(1	3(1	NUM
ajgt-2967	123	2	)	)	PUNCT
ajgt-2967	123	3	69	69	NUM
ajgt-2967	123	4	-	-	SYM
ajgt-2967	123	5	75	75	NUM
ajgt-2967	123	6	,	,	PUNCT
ajgt-2967	123	7	2024	2024	NUM
ajgt-2967	123	8	are	be	AUX
ajgt-2967	123	9	some	some	DET
ajgt-2967	123	10	flaws	flaw	NOUN
ajgt-2967	123	11	of	of	ADP
ajgt-2967	123	12	facial	facial	ADJ
ajgt-2967	123	13	system	system	NOUN
ajgt-2967	123	14	,	,	PUNCT
ajgt-2967	123	15	there	there	PRON
ajgt-2967	123	16	is	be	VERB
ajgt-2967	123	17	a	a	DET
ajgt-2967	123	18	scope	scope	NOUN
ajgt-2967	123	19	in	in	ADP
ajgt-2967	123	20	india	india	PROPN
ajgt-2967	123	21	.	.	PUNCT
ajgt-2967	124	1	this	this	DET
ajgt-2967	124	2	scheme	scheme	NOUN
ajgt-2967	124	3	can	can	AUX
ajgt-2967	124	4	be	be	AUX
ajgt-2967	124	5	effectively	effectively	ADV
ajgt-2967	124	6	and	and	CCONJ
ajgt-2967	124	7	frequently	frequently	ADV
ajgt-2967	124	8	carried	carry	VERB
ajgt-2967	124	9	out	out	ADP
ajgt-2967	124	10	in	in	ADP
ajgt-2967	124	11	atm	atm	PROPN
ajgt-2967	124	12	’s	’s	PART
ajgt-2967	124	13	,	,	PUNCT
ajgt-2967	124	14	identifying	identify	VERB
ajgt-2967	124	15	duplicate	duplicate	ADJ
ajgt-2967	124	16	voters	voter	NOUN
ajgt-2967	124	17	,	,	PUNCT
ajgt-2967	124	18	passport	passport	NOUN
ajgt-2967	124	19	and	and	CCONJ
ajgt-2967	124	20	visa	visa	NOUN
ajgt-2967	124	21	verification	verification	NOUN
ajgt-2967	124	22	,	,	PUNCT
ajgt-2967	124	23	driving	drive	VERB
ajgt-2967	124	24	permit	permit	NOUN
ajgt-2967	124	25	verification	verification	NOUN
ajgt-2967	124	26	,	,	PUNCT
ajgt-2967	124	27	comparable	comparable	ADJ
ajgt-2967	124	28	and	and	CCONJ
ajgt-2967	124	29	other	other	ADJ
ajgt-2967	124	30	written	write	VERB
ajgt-2967	124	31	tests	test	NOUN
ajgt-2967	124	32	,	,	PUNCT
ajgt-2967	124	33	in	in	ADP
ajgt-2967	124	34	authorities	authority	NOUN
ajgt-2967	124	35	and	and	CCONJ
ajgt-2967	124	36	personal	personal	ADJ
ajgt-2967	124	37	sectors	sector	NOUN
ajgt-2967	124	38	(	(	PUNCT
ajgt-2967	124	39	garg	garg	PROPN
ajgt-2967	124	40	&	&	CCONJ
ajgt-2967	124	41	singh	singh	PROPN
ajgt-2967	124	42	,	,	PUNCT
ajgt-2967	124	43	2014).atm	2014).atm	NUM
ajgt-2967	124	44	with	with	ADP
ajgt-2967	124	45	adhaar	adhaar	NOUN
ajgt-2967	124	46	card	card	NOUN
ajgt-2967	124	47	is	be	AUX
ajgt-2967	124	48	more	more	ADV
ajgt-2967	124	49	secure	secure	ADJ
ajgt-2967	124	50	in	in	ADP
ajgt-2967	124	51	comparison	comparison	NOUN
ajgt-2967	124	52	with	with	ADP
ajgt-2967	124	53	other	other	ADJ
ajgt-2967	124	54	biometric	biometric	ADJ
ajgt-2967	124	55	system	system	NOUN
ajgt-2967	124	56	.	.	PUNCT
ajgt-2967	125	1	as	as	ADP
ajgt-2967	125	2	above	above	ADV
ajgt-2967	125	3	mentioned	mention	VERB
ajgt-2967	125	4	proposed	propose	VERB
ajgt-2967	125	5	conceptual	conceptual	ADJ
ajgt-2967	125	6	model	model	NOUN
ajgt-2967	125	7	,	,	PUNCT
ajgt-2967	125	8	it	it	PRON
ajgt-2967	125	9	has	have	AUX
ajgt-2967	125	10	been	be	AUX
ajgt-2967	125	11	concluded	conclude	VERB
ajgt-2967	125	12	that	that	SCONJ
ajgt-2967	125	13	atm	atm	NOUN
ajgt-2967	125	14	with	with	ADP
ajgt-2967	125	15	adhaar	adhaar	NOUN
ajgt-2967	125	16	card	card	NOUN
ajgt-2967	125	17	systems	system	NOUN
ajgt-2967	125	18	is	be	AUX
ajgt-2967	125	19	highly	highly	ADV
ajgt-2967	125	20	secured	secured	ADJ
ajgt-2967	125	21	as	as	SCONJ
ajgt-2967	125	22	it	it	PRON
ajgt-2967	125	23	provides	provide	VERB
ajgt-2967	125	24	information	information	NOUN
ajgt-2967	125	25	of	of	ADP
ajgt-2967	125	26	body	body	NOUN
ajgt-2967	125	27	part	part	NOUN
ajgt-2967	125	28	i.	i.	PROPN
ajgt-2967	125	29	e.	e.	PROPN
ajgt-2967	125	30	,	,	PUNCT
ajgt-2967	125	31	face	face	VERB
ajgt-2967	125	32	recognition	recognition	NOUN
ajgt-2967	125	33	from	from	ADP
ajgt-2967	125	34	three	three	NUM
ajgt-2967	125	35	.	.	PUNCT
ajgt-2967	126	1	different	different	ADJ
ajgt-2967	126	2	angles	angle	NOUN
ajgt-2967	126	3	.	.	PUNCT
ajgt-2967	127	1	in	in	ADP
ajgt-2967	127	2	the	the	DET
ajgt-2967	127	3	end	end	NOUN
ajgt-2967	127	4	of	of	ADP
ajgt-2967	127	5	this	this	DET
ajgt-2967	127	6	paper	paper	NOUN
ajgt-2967	127	7	,	,	PUNCT
ajgt-2967	127	8	we	we	PRON
ajgt-2967	127	9	will	will	AUX
ajgt-2967	127	10	be	be	AUX
ajgt-2967	127	11	able	able	ADJ
ajgt-2967	127	12	to	to	PART
ajgt-2967	127	13	acquire	acquire	VERB
ajgt-2967	127	14	a	a	DET
ajgt-2967	127	15	good	good	ADJ
ajgt-2967	127	16	knowledge	knowledge	NOUN
ajgt-2967	127	17	about	about	ADP
ajgt-2967	127	18	the	the	DET
ajgt-2967	127	19	facial	facial	ADJ
ajgt-2967	127	20	recognition	recognition	NOUN
ajgt-2967	127	21	(	(	PUNCT
ajgt-2967	127	22	gulmire	gulmire	NOUN
ajgt-2967	127	23	&	&	CCONJ
ajgt-2967	127	24	ganorkar	ganorkar	PROPN
ajgt-2967	127	25	,	,	PUNCT
ajgt-2967	127	26	2012	2012	NUM
ajgt-2967	127	27	)	)	PUNCT
ajgt-2967	127	28	figure	figure	NOUN
ajgt-2967	127	29	3	3	NUM
ajgt-2967	127	30	:	:	PUNCT
ajgt-2967	127	31	techniques	technique	NOUN
ajgt-2967	127	32	and	and	CCONJ
ajgt-2967	127	33	tools	tool	NOUN
ajgt-2967	127	34	for	for	ADP
ajgt-2967	127	35	perpetrating	perpetrate	VERB
ajgt-2967	127	36	atm	atm	PROPN
ajgt-2967	127	37	frauds	fraud	NOUN
ajgt-2967	127	38	figure	figure	VERB
ajgt-2967	127	39	4	4	NUM
ajgt-2967	127	40	:	:	PUNCT
ajgt-2967	127	41	proposed	propose	VERB
ajgt-2967	127	42	approach	approach	NOUN
ajgt-2967	127	43	&	&	CCONJ
ajgt-2967	127	44	methodology	methodology	NOUN
ajgt-2967	127	45	methodology	methodology	NOUN
ajgt-2967	127	46	fig.4	fig.4	PROPN
ajgt-2967	127	47	block	block	NOUN
ajgt-2967	127	48	diagram	diagram	NOUN
ajgt-2967	127	49	of	of	ADP
ajgt-2967	127	50	iris	iris	NOUN
ajgt-2967	127	51	recognition	recognition	NOUN
ajgt-2967	127	52	system	system	NOUN
ajgt-2967	127	53	first	first	ADV
ajgt-2967	127	54	,	,	PUNCT
ajgt-2967	127	55	the	the	DET
ajgt-2967	127	56	image	image	NOUN
ajgt-2967	127	57	is	be	AUX
ajgt-2967	127	58	acquired	acquire	VERB
ajgt-2967	127	59	from	from	ADP
ajgt-2967	127	60	source	source	NOUN
ajgt-2967	127	61	.	.	PUNCT
ajgt-2967	128	1	then	then	ADV
ajgt-2967	128	2	preprocessing	preprocesse	VERB
ajgt-2967	128	3	techniques	technique	NOUN
ajgt-2967	128	4	are	be	AUX
ajgt-2967	128	5	applied	apply	VERB
ajgt-2967	128	6	to	to	ADP
ajgt-2967	128	7	the	the	DET
ajgt-2967	128	8	images	image	NOUN
ajgt-2967	128	9	.	.	PUNCT
ajgt-2967	129	1	the	the	DET
ajgt-2967	129	2	preprocessing	preprocessing	NOUN
ajgt-2967	129	3	is	be	AUX
ajgt-2967	129	4	done	do	VERB
ajgt-2967	129	5	to	to	PART
ajgt-2967	129	6	remove	remove	VERB
ajgt-2967	129	7	noise	noise	NOUN
ajgt-2967	129	8	and	and	CCONJ
ajgt-2967	129	9	blurr	blurr	NOUN
ajgt-2967	129	10	from	from	ADP
ajgt-2967	129	11	images	image	NOUN
ajgt-2967	129	12	which	which	PRON
ajgt-2967	129	13	makes	make	VERB
ajgt-2967	129	14	the	the	DET
ajgt-2967	129	15	images	image	NOUN
ajgt-2967	129	16	more	more	ADV
ajgt-2967	129	17	reliable	reliable	ADJ
ajgt-2967	129	18	for	for	ADP
ajgt-2967	129	19	the	the	DET
ajgt-2967	129	20	training	training	NOUN
ajgt-2967	129	21	process	process	NOUN
ajgt-2967	129	22	.	.	PUNCT
ajgt-2967	130	1	pre	pre	ADJ
ajgt-2967	130	2	-	-	ADJ
ajgt-2967	130	3	processing	processing	ADJ
ajgt-2967	130	4	techniques	technique	NOUN
ajgt-2967	130	5	involve	involve	VERB
ajgt-2967	130	6	resizing	resize	VERB
ajgt-2967	130	7	,	,	PUNCT
ajgt-2967	130	8	reduction	reduction	NOUN
ajgt-2967	130	9	in	in	ADP
ajgt-2967	130	10	noise	noise	NOUN
ajgt-2967	130	11	and	and	CCONJ
ajgt-2967	130	12	image	image	NOUN
ajgt-2967	130	13	contrast	contrast	NOUN
ajgt-2967	130	14	.	.	PUNCT
ajgt-2967	131	1	later	later	ADV
ajgt-2967	131	2	the	the	DET
ajgt-2967	131	3	image	image	NOUN
ajgt-2967	131	4	set	set	NOUN
ajgt-2967	131	5	will	will	AUX
ajgt-2967	131	6	be	be	AUX
ajgt-2967	131	7	split	split	VERB
ajgt-2967	131	8	into	into	ADP
ajgt-2967	131	9	2	2	NUM
ajgt-2967	131	10	sets	set	NOUN
ajgt-2967	131	11	:	:	PUNCT
ajgt-2967	131	12	train	train	NOUN
ajgt-2967	131	13	set	set	NOUN
ajgt-2967	131	14	and	and	CCONJ
ajgt-2967	131	15	validation	validation	NOUN
ajgt-2967	131	16	set	set	NOUN
ajgt-2967	131	17	.	.	PUNCT
ajgt-2967	132	1	the	the	DET
ajgt-2967	132	2	train	train	NOUN
ajgt-2967	132	3	set	set	NOUN
ajgt-2967	132	4	will	will	AUX
ajgt-2967	132	5	be	be	AUX
ajgt-2967	132	6	used	use	VERB
ajgt-2967	132	7	for	for	ADP
ajgt-2967	132	8	training	train	VERB
ajgt-2967	132	9	the	the	DET
ajgt-2967	132	10	model	model	NOUN
ajgt-2967	132	11	.	.	PUNCT
ajgt-2967	133	1	during	during	ADP
ajgt-2967	133	2	the	the	DET
ajgt-2967	133	3	training	training	NOUN
ajgt-2967	133	4	phase	phase	NOUN
ajgt-2967	133	5	,	,	PUNCT
ajgt-2967	133	6	the	the	DET
ajgt-2967	133	7	model	model	NOUN
ajgt-2967	133	8	will	will	AUX
ajgt-2967	133	9	learn	learn	VERB
ajgt-2967	133	10	the	the	DET
ajgt-2967	133	11	parameter	parameter	NOUN
ajgt-2967	133	12	and	and	CCONJ
ajgt-2967	133	13	will	will	AUX
ajgt-2967	133	14	try	try	VERB
ajgt-2967	133	15	to	to	PART
ajgt-2967	133	16	classify	classify	VERB
ajgt-2967	133	17	the	the	DET
ajgt-2967	133	18	images	image	NOUN
ajgt-2967	133	19	into	into	ADP
ajgt-2967	133	20	the	the	DET
ajgt-2967	133	21	five	five	NUM
ajgt-2967	133	22	different	different	ADJ
ajgt-2967	133	23	classes	class	NOUN
ajgt-2967	133	24	.	.	PUNCT
ajgt-2967	134	1	once	once	SCONJ
ajgt-2967	134	2	the	the	DET
ajgt-2967	134	3	training	training	NOUN
ajgt-2967	134	4	is	be	AUX
ajgt-2967	134	5	complete	complete	ADJ
ajgt-2967	134	6	,	,	PUNCT
ajgt-2967	134	7	the	the	DET
ajgt-2967	134	8	parameters	parameter	NOUN
ajgt-2967	134	9	were	be	AUX
ajgt-2967	134	10	tuned	tune	VERB
ajgt-2967	134	11	to	to	PART
ajgt-2967	134	12	make	make	VERB
ajgt-2967	134	13	the	the	DET
ajgt-2967	134	14	model	model	NOUN
ajgt-2967	134	15	more	more	ADV
ajgt-2967	134	16	accurate	accurate	ADJ
ajgt-2967	134	17	and	and	CCONJ
ajgt-2967	134	18	sizeable	sizeable	ADJ
ajgt-2967	134	19	.	.	PUNCT
ajgt-2967	135	1	once	once	SCONJ
ajgt-2967	135	2	the	the	DET
ajgt-2967	135	3	model	model	NOUN
ajgt-2967	135	4	of	of	ADP
ajgt-2967	135	5	optimum	optimum	ADJ
ajgt-2967	135	6	accuracy	accuracy	NOUN
ajgt-2967	135	7	is	be	AUX
ajgt-2967	135	8	obtained	obtain	VERB
ajgt-2967	135	9	,	,	PUNCT
ajgt-2967	135	10	the	the	DET
ajgt-2967	135	11	made	make	VERB
ajgt-2967	135	12	model	model	NOUN
ajgt-2967	135	13	was	be	AUX
ajgt-2967	135	14	used	use	VERB
ajgt-2967	135	15	to	to	PART
ajgt-2967	135	16	predict	predict	VERB
ajgt-2967	135	17	some	some	DET
ajgt-2967	135	18	sample	sample	NOUN
ajgt-2967	135	19	images	image	NOUN
ajgt-2967	135	20	from	from	ADP
ajgt-2967	135	21	validation	validation	NOUN
ajgt-2967	135	22	set	set	NOUN
ajgt-2967	135	23	and	and	CCONJ
ajgt-2967	135	24	pnn	pnn	PROPN
ajgt-2967	135	25	was	be	AUX
ajgt-2967	135	26	used	use	VERB
ajgt-2967	135	27	to	to	PART
ajgt-2967	135	28	access	access	VERB
ajgt-2967	135	29	the	the	DET
ajgt-2967	135	30	performance	performance	NOUN
ajgt-2967	135	31	.	.	PUNCT
ajgt-2967	136	1	data	datum	NOUN
ajgt-2967	136	2	acquisition	acquisition	VERB
ajgt-2967	136	3	the	the	DET
ajgt-2967	136	4	data	datum	NOUN
ajgt-2967	136	5	for	for	ADP
ajgt-2967	136	6	training	training	NOUN
ajgt-2967	136	7	of	of	ADP
ajgt-2967	136	8	a	a	DET
ajgt-2967	136	9	model	model	NOUN
ajgt-2967	136	10	was	be	AUX
ajgt-2967	136	11	obtained	obtain	VERB
ajgt-2967	136	12	from	from	ADP
ajgt-2967	136	13	a	a	DET
ajgt-2967	136	14	casia	casia	NOUN
ajgt-2967	136	15	database	database	NOUN
ajgt-2967	136	16	v3	v3	PROPN
ajgt-2967	136	17	.	.	PUNCT
ajgt-2967	137	1	there	there	PRON
ajgt-2967	137	2	were	be	VERB
ajgt-2967	137	3	22035	22035	NUM
ajgt-2967	137	4	images	image	NOUN
ajgt-2967	137	5	in	in	ADP
ajgt-2967	137	6	dataset	dataset	NOUN
ajgt-2967	137	7	.	.	PUNCT
ajgt-2967	138	1	highly	highly	ADV
ajgt-2967	138	2	unbalanced	unbalanced	ADJ
ajgt-2967	138	3	data	datum	NOUN
ajgt-2967	138	4	was	be	AUX
ajgt-2967	138	5	obtained	obtain	VERB
ajgt-2967	138	6	through	through	ADP
ajgt-2967	138	7	this	this	PRON
ajgt-2967	138	8	process.for	process.for	ADP
ajgt-2967	138	9	matching	matching	NOUN
ajgt-2967	138	10	purpose	purpose	NOUN
ajgt-2967	138	11	we	we	PRON
ajgt-2967	138	12	have	have	AUX
ajgt-2967	138	13	had	have	VERB
ajgt-2967	138	14	20	20	NUM
ajgt-2967	138	15	pa	pa	PROPN
ajgt-2967	138	16	ge	ge	PROPN
ajgt-2967	139	1	73	73	NUM
ajgt-2967	140	1	https://journals.e-palli.com/home/index.php/ajgt	https://journals.e-palli.com/home/index.php/ajgt	PROPN
ajgt-2967	140	2	am	be	AUX
ajgt-2967	140	3	.	.	PUNCT
ajgt-2967	141	1	j.	j.	PROPN
ajgt-2967	141	2	geo	geo	PROPN
ajgt-2967	141	3	spat	spat	PROPN
ajgt-2967	141	4	.	.	PUNCT
ajgt-2967	142	1	technol	technol	PROPN
ajgt-2967	142	2	.	.	PUNCT
ajgt-2967	143	1	3(1	3(1	NUM
ajgt-2967	143	2	)	)	PUNCT
ajgt-2967	143	3	69	69	NUM
ajgt-2967	143	4	-	-	SYM
ajgt-2967	143	5	75	75	NUM
ajgt-2967	143	6	,	,	PUNCT
ajgt-2967	143	7	2024	2024	NUM
ajgt-2967	143	8	images	image	NOUN
ajgt-2967	143	9	in	in	ADP
ajgt-2967	143	10	our	our	PRON
ajgt-2967	143	11	project	project	NOUN
ajgt-2967	143	12	.	.	PUNCT
ajgt-2967	144	1	for	for	ADP
ajgt-2967	144	2	data	datum	NOUN
ajgt-2967	144	3	pre	pre	ADJ
ajgt-2967	144	4	-	-	ADJ
ajgt-2967	144	5	processing	processing	ADJ
ajgt-2967	144	6	median	median	NOUN
ajgt-2967	144	7	filtering	filtering	NOUN
ajgt-2967	144	8	was	be	AUX
ajgt-2967	144	9	applied	apply	VERB
ajgt-2967	144	10	as	as	SCONJ
ajgt-2967	144	11	the	the	DET
ajgt-2967	144	12	noisy	noisy	ADJ
ajgt-2967	144	13	images	image	NOUN
ajgt-2967	144	14	have	have	AUX
ajgt-2967	144	15	been	be	AUX
ajgt-2967	144	16	received	receive	VERB
ajgt-2967	144	17	.	.	PUNCT
ajgt-2967	145	1	canny	canny	ADJ
ajgt-2967	145	2	edge	edge	NOUN
ajgt-2967	145	3	operator	operator	NOUN
ajgt-2967	145	4	is	be	AUX
ajgt-2967	145	5	used	use	VERB
ajgt-2967	145	6	for	for	ADP
ajgt-2967	145	7	image	image	NOUN
ajgt-2967	145	8	preprocessing	preprocessing	NOUN
ajgt-2967	145	9	purpose	purpose	NOUN
ajgt-2967	145	10	,	,	PUNCT
ajgt-2967	145	11	histogram	histogram	NOUN
ajgt-2967	145	12	equalization	equalization	NOUN
ajgt-2967	145	13	,	,	PUNCT
ajgt-2967	145	14	threshold	threshold	NOUN
ajgt-2967	145	15	function	function	NOUN
ajgt-2967	145	16	for	for	ADP
ajgt-2967	145	17	eyelid	eyelid	NOUN
ajgt-2967	145	18	occlusion	occlusion	NOUN
ajgt-2967	145	19	&	&	CCONJ
ajgt-2967	145	20	to	to	PART
ajgt-2967	145	21	detect	detect	VERB
ajgt-2967	145	22	reflection	reflection	NOUN
ajgt-2967	145	23	.	.	PUNCT
ajgt-2967	146	1	segmentation	segmentation	NOUN
ajgt-2967	146	2	segmentation	segmentation	NOUN
ajgt-2967	146	3	is	be	AUX
ajgt-2967	146	4	a	a	DET
ajgt-2967	146	5	step	step	NOUN
ajgt-2967	146	6	where	where	SCONJ
ajgt-2967	146	7	non	non	PRON
ajgt-2967	146	8	useful	useful	ADJ
ajgt-2967	146	9	regions	region	NOUN
ajgt-2967	146	10	is	be	AUX
ajgt-2967	146	11	being	be	AUX
ajgt-2967	146	12	removed	remove	VERB
ajgt-2967	146	13	from	from	ADP
ajgt-2967	146	14	outside	outside	ADP
ajgt-2967	146	15	of	of	ADP
ajgt-2967	146	16	the	the	DET
ajgt-2967	146	17	iris	iris	NOUN
ajgt-2967	146	18	.	.	PUNCT
ajgt-2967	147	1	iris	iris	NOUN
ajgt-2967	147	2	boundaries	boundary	NOUN
ajgt-2967	147	3	and	and	CCONJ
ajgt-2967	147	4	pupil	pupil	ADJ
ajgt-2967	147	5	boundaries	boundary	NOUN
ajgt-2967	147	6	are	be	AUX
ajgt-2967	147	7	being	be	AUX
ajgt-2967	147	8	determined	determine	VERB
ajgt-2967	147	9	during	during	ADP
ajgt-2967	147	10	segementation	segementation	NOUN
ajgt-2967	147	11	and	and	CCONJ
ajgt-2967	147	12	after	after	ADP
ajgt-2967	147	13	that	that	PRON
ajgt-2967	147	14	converting	convert	VERB
ajgt-2967	147	15	this	this	DET
ajgt-2967	147	16	part	part	NOUN
ajgt-2967	147	17	to	to	ADP
ajgt-2967	147	18	a	a	DET
ajgt-2967	147	19	suitable	suitable	ADJ
ajgt-2967	147	20	template	template	NOUN
ajgt-2967	147	21	in	in	ADP
ajgt-2967	147	22	normalization	normalization	NOUN
ajgt-2967	147	23	stage	stage	NOUN
ajgt-2967	147	24	.	.	PUNCT
ajgt-2967	148	1	algorithm	algorithm	NOUN
ajgt-2967	148	2	pupil	pupil	NOUN
ajgt-2967	148	3	detection	detection	NOUN
ajgt-2967	148	4	input	input	NOUN
ajgt-2967	148	5	:	:	PUNCT
ajgt-2967	148	6	eye	eye	NOUN
ajgt-2967	148	7	image	image	NOUN
ajgt-2967	148	8	output	output	NOUN
ajgt-2967	148	9	pupil	pupil	NOUN
ajgt-2967	148	10	centre	centre	NOUN
ajgt-2967	148	11	and	and	CCONJ
ajgt-2967	148	12	its	its	PRON
ajgt-2967	148	13	radius	radius	NOUN
ajgt-2967	148	14	i.	i.	NOUN
ajgt-2967	148	15	linear	linear	PROPN
ajgt-2967	148	16	thresholding	thresholding	NOUN
ajgt-2967	148	17	method	method	NOUN
ajgt-2967	148	18	is	be	AUX
ajgt-2967	148	19	used	use	VERB
ajgt-2967	148	20	to	to	PART
ajgt-2967	148	21	create	create	VERB
ajgt-2967	148	22	binary	binary	ADJ
ajgt-2967	148	23	image	image	NOUN
ajgt-2967	148	24	of	of	ADP
ajgt-2967	148	25	the	the	DET
ajgt-2967	148	26	input	input	NOUN
ajgt-2967	148	27	eye	eye	NOUN
ajgt-2967	148	28	.	.	PUNCT
ajgt-2967	149	1	the	the	DET
ajgt-2967	149	2	minimum	minimum	ADJ
ajgt-2967	149	3	pixel	pixel	NOUN
ajgt-2967	149	4	value	value	NOUN
ajgt-2967	149	5	of	of	ADP
ajgt-2967	149	6	the	the	DET
ajgt-2967	149	7	given	give	VERB
ajgt-2967	149	8	image	image	NOUN
ajgt-2967	149	9	is	be	AUX
ajgt-2967	149	10	taken	take	VERB
ajgt-2967	149	11	as	as	ADP
ajgt-2967	149	12	threshold	threshold	NOUN
ajgt-2967	149	13	value	value	NOUN
ajgt-2967	149	14	.	.	PUNCT
ajgt-2967	150	1	ii	ii	PROPN
ajgt-2967	150	2	.	.	PUNCT
ajgt-2967	151	1	to	to	PART
ajgt-2967	151	2	remove	remove	VERB
ajgt-2967	151	3	the	the	DET
ajgt-2967	151	4	smaller	small	ADJ
ajgt-2967	151	5	parts	part	NOUN
ajgt-2967	151	6	,	,	PUNCT
ajgt-2967	151	7	median	median	ADJ
ajgt-2967	151	8	filtering	filtering	NOUN
ajgt-2967	151	9	and	and	CCONJ
ajgt-2967	151	10	morphological	morphological	ADJ
ajgt-2967	151	11	operations	operation	NOUN
ajgt-2967	151	12	are	be	AUX
ajgt-2967	151	13	performed	perform	VERB
ajgt-2967	151	14	on	on	ADP
ajgt-2967	151	15	the	the	DET
ajgt-2967	151	16	binary	binary	ADJ
ajgt-2967	151	17	image	image	NOUN
ajgt-2967	151	18	to	to	PART
ajgt-2967	151	19	get	get	VERB
ajgt-2967	151	20	the	the	DET
ajgt-2967	151	21	clean	clean	ADJ
ajgt-2967	151	22	region	region	NOUN
ajgt-2967	151	23	of	of	ADP
ajgt-2967	151	24	iris	iris	NOUN
ajgt-2967	151	25	for	for	ADP
ajgt-2967	151	26	matching	match	VERB
ajgt-2967	151	27	.	.	PUNCT
ajgt-2967	152	1	iii.we	iii.we	NOUN
ajgt-2967	152	2	use	use	VERB
ajgt-2967	152	3	region	region	NOUN
ajgt-2967	152	4	properties	property	NOUN
ajgt-2967	152	5	to	to	PART
ajgt-2967	152	6	calculate	calculate	VERB
ajgt-2967	152	7	the	the	DET
ajgt-2967	152	8	centred	centre	VERB
ajgt-2967	152	9	of	of	ADP
ajgt-2967	152	10	the	the	DET
ajgt-2967	152	11	pupil	pupil	NOUN
ajgt-2967	152	12	region	region	NOUN
ajgt-2967	152	13	.	.	PUNCT
ajgt-2967	153	1	iv	iv	X
ajgt-2967	153	2	.	.	PUNCT
ajgt-2967	154	1	we	we	PRON
ajgt-2967	154	2	perform	perform	VERB
ajgt-2967	154	3	the	the	DET
ajgt-2967	154	4	following	follow	VERB
ajgt-2967	154	5	operations	operation	NOUN
ajgt-2967	154	6	to	to	PART
ajgt-2967	154	7	determine	determine	VERB
ajgt-2967	154	8	the	the	DET
ajgt-2967	154	9	radius	radius	NOUN
ajgt-2967	154	10	of	of	ADP
ajgt-2967	154	11	pupil	pupil	NOUN
ajgt-2967	154	12	:	:	PUNCT
ajgt-2967	154	13	•	•	NUM
ajgt-2967	154	14	count	count	VERB
ajgt-2967	154	15	the	the	DET
ajgt-2967	154	16	number	number	NOUN
ajgt-2967	154	17	of	of	ADP
ajgt-2967	154	18	1s	1	NOUN
ajgt-2967	154	19	present	present	ADJ
ajgt-2967	154	20	on	on	ADP
ajgt-2967	154	21	the	the	DET
ajgt-2967	154	22	horizontal	horizontal	ADJ
ajgt-2967	154	23	line	line	NOUN
ajgt-2967	154	24	from	from	ADP
ajgt-2967	154	25	centroid	centroid	NOUN
ajgt-2967	154	26	to	to	ADP
ajgt-2967	154	27	the	the	DET
ajgt-2967	154	28	left	left	ADJ
ajgt-2967	154	29	side	side	NOUN
ajgt-2967	154	30	.	.	PUNCT
ajgt-2967	155	1	•	•	NUM
ajgt-2967	155	2	count	count	VERB
ajgt-2967	155	3	the	the	DET
ajgt-2967	155	4	number	number	NOUN
ajgt-2967	155	5	of	of	ADP
ajgt-2967	155	6	1s	1	NOUN
ajgt-2967	155	7	present	present	ADJ
ajgt-2967	155	8	on	on	ADP
ajgt-2967	155	9	the	the	DET
ajgt-2967	155	10	vertical	vertical	ADJ
ajgt-2967	155	11	line	line	NOUN
ajgt-2967	155	12	from	from	ADP
ajgt-2967	155	13	centroid	centroid	NOUN
ajgt-2967	155	14	to	to	ADP
ajgt-2967	155	15	the	the	DET
ajgt-2967	155	16	top	top	ADJ
ajgt-2967	155	17	side	side	NOUN
ajgt-2967	155	18	.	.	PUNCT
ajgt-2967	156	1	•	•	NUM
ajgt-2967	156	2	the	the	DET
ajgt-2967	156	3	radius	radius	NOUN
ajgt-2967	156	4	of	of	ADP
ajgt-2967	156	5	pupil	pupil	NOUN
ajgt-2967	156	6	is	be	AUX
ajgt-2967	156	7	calculated	calculate	VERB
ajgt-2967	156	8	by	by	ADP
ajgt-2967	156	9	taking	take	VERB
ajgt-2967	156	10	the	the	DET
ajgt-2967	156	11	average	average	NOUN
ajgt-2967	156	12	.	.	PUNCT
ajgt-2967	157	1	v.	v.	CCONJ
ajgt-2967	157	2	from	from	ADP
ajgt-2967	157	3	the	the	DET
ajgt-2967	157	4	calculated	calculate	VERB
ajgt-2967	157	5	centroid	centroid	NOUN
ajgt-2967	157	6	and	and	CCONJ
ajgt-2967	157	7	radius	radius	NOUN
ajgt-2967	157	8	segment	segment	NOUN
ajgt-2967	157	9	the	the	DET
ajgt-2967	157	10	pupil	pupil	NOUN
ajgt-2967	157	11	region	region	NOUN
ajgt-2967	157	12	from	from	ADP
ajgt-2967	157	13	the	the	DET
ajgt-2967	157	14	eye	eye	NOUN
ajgt-2967	157	15	image	image	NOUN
ajgt-2967	157	16	.	.	PUNCT
ajgt-2967	158	1	algorithm	algorithm	NOUN
ajgt-2967	158	2	iris	iris	NOUN
ajgt-2967	158	3	detection	detection	PROPN
ajgt-2967	158	4	input	input	NOUN
ajgt-2967	158	5	eye	eye	NOUN
ajgt-2967	158	6	image	image	NOUN
ajgt-2967	158	7	with	with	ADP
ajgt-2967	158	8	detected	detect	VERB
ajgt-2967	158	9	pupil	pupil	NOUN
ajgt-2967	158	10	region	region	NOUN
ajgt-2967	158	11	and	and	CCONJ
ajgt-2967	158	12	its	its	PRON
ajgt-2967	158	13	centre	centre	NOUN
ajgt-2967	158	14	.	.	PUNCT
ajgt-2967	159	1	output	output	NOUN
ajgt-2967	159	2	:	:	PUNCT
ajgt-2967	159	3	iris	iris	NOUN
ajgt-2967	159	4	centre	centre	VERB
ajgt-2967	159	5	its	its	PRON
ajgt-2967	159	6	radius	radius	NOUN
ajgt-2967	159	7	.	.	PUNCT
ajgt-2967	160	1	international	international	ADJ
ajgt-2967	160	2	journal	journal	PROPN
ajgt-2967	160	3	of	of	ADP
ajgt-2967	160	4	engineering	engineering	PROPN
ajgt-2967	160	5	research	research	NOUN
ajgt-2967	160	6	&	&	CCONJ
ajgt-2967	160	7	technology	technology	PROPN
ajgt-2967	160	8	(	(	PUNCT
ajgt-2967	160	9	ijert	ijert	PROPN
ajgt-2967	160	10	)	)	PUNCT
ajgt-2967	160	11	http://	http://	PROPN
ajgt-2967	160	12	www.ijert.org	www.ijert.org	PROPN
ajgt-2967	160	13	issn	issn	PROPN
ajgt-2967	160	14	:	:	PUNCT
ajgt-2967	160	15	2278	2278	NUM
ajgt-2967	160	16	-	-	SYM
ajgt-2967	160	17	0181	0181	NUM
ajgt-2967	160	18	ijertv9is070414	ijertv9is070414	NOUN
ajgt-2967	160	19	(	(	PUNCT
ajgt-2967	160	20	this	this	DET
ajgt-2967	160	21	work	work	NOUN
ajgt-2967	160	22	is	be	AUX
ajgt-2967	160	23	licensed	license	VERB
ajgt-2967	160	24	under	under	ADP
ajgt-2967	160	25	a	a	DET
ajgt-2967	160	26	creative	creative	ADJ
ajgt-2967	160	27	commons	common	NOUN
ajgt-2967	160	28	attribution	attribution	NOUN
ajgt-2967	160	29	4.0	4.0	NUM
ajgt-2967	160	30	international	international	ADJ
ajgt-2967	160	31	license	license	NOUN
ajgt-2967	160	32	.	.	PUNCT
ajgt-2967	160	33	)	)	PUNCT
ajgt-2967	160	34	published	publish	VERB
ajgt-2967	160	35	by	by	ADP
ajgt-2967	160	36	:	:	PUNCT
ajgt-2967	160	37	www.ijert.org	www.ijert.org	PROPN
ajgt-2967	160	38	vol	vol	NOUN
ajgt-2967	160	39	.	.	PUNCT
ajgt-2967	161	1	9	9	NUM
ajgt-2967	161	2	issue	issue	NOUN
ajgt-2967	161	3	07	07	NUM
ajgt-2967	161	4	,	,	PUNCT
ajgt-2967	161	5	july-2020	july-2020	VERB
ajgt-2967	161	6	1000	1000	NUM
ajgt-2967	161	7	from	from	ADP
ajgt-2967	161	8	both	both	DET
ajgt-2967	161	9	side	side	NOUN
ajgt-2967	161	10	of	of	ADP
ajgt-2967	161	11	the	the	DET
ajgt-2967	161	12	detected	detect	VERB
ajgt-2967	161	13	pupil	pupil	NOUN
ajgt-2967	161	14	we	we	PRON
ajgt-2967	161	15	select	select	VERB
ajgt-2967	161	16	two	two	NUM
ajgt-2967	161	17	rectangle	rectangle	NOUN
ajgt-2967	161	18	of	of	ADP
ajgt-2967	161	19	small	small	ADJ
ajgt-2967	161	20	size	size	NOUN
ajgt-2967	161	21	we	we	PRON
ajgt-2967	161	22	use	use	VERB
ajgt-2967	161	23	canny	canny	ADJ
ajgt-2967	161	24	edge	edge	NOUN
ajgt-2967	161	25	detection	detection	NOUN
ajgt-2967	161	26	method	method	NOUN
ajgt-2967	161	27	to	to	PART
ajgt-2967	161	28	verify	verify	VERB
ajgt-2967	161	29	the	the	DET
ajgt-2967	161	30	vertical	vertical	ADJ
ajgt-2967	161	31	line	line	NOUN
ajgt-2967	161	32	on	on	ADP
ajgt-2967	161	33	the	the	DET
ajgt-2967	161	34	both	both	CCONJ
ajgt-2967	161	35	rectangle	rectangle	NOUN
ajgt-2967	161	36	and	and	CCONJ
ajgt-2967	161	37	determine	determine	VERB
ajgt-2967	161	38	the	the	DET
ajgt-2967	161	39	centre	centre	ADJ
ajgt-2967	161	40	point	point	NOUN
ajgt-2967	161	41	of	of	ADP
ajgt-2967	161	42	each	each	PRON
ajgt-2967	161	43	of	of	ADP
ajgt-2967	161	44	the	the	DET
ajgt-2967	161	45	line	line	NOUN
ajgt-2967	161	46	,	,	PUNCT
ajgt-2967	161	47	say	say	VERB
ajgt-2967	161	48	p1(x1	p1(x1	ADJ
ajgt-2967	161	49	,	,	PUNCT
ajgt-2967	161	50	y1	y1	NOUN
ajgt-2967	161	51	)	)	PUNCT
ajgt-2967	161	52	and	and	CCONJ
ajgt-2967	161	53	p2(x2	p2(x2	NOUN
ajgt-2967	161	54	,	,	PUNCT
ajgt-2967	161	55	y2	y2	PROPN
ajgt-2967	161	56	)	)	PUNCT
ajgt-2967	161	57	.	.	PUNCT
ajgt-2967	162	1	the	the	DET
ajgt-2967	162	2	detected	detect	VERB
ajgt-2967	162	3	line	line	NOUN
ajgt-2967	162	4	is	be	AUX
ajgt-2967	162	5	likely	likely	ADJ
ajgt-2967	162	6	to	to	PART
ajgt-2967	162	7	be	be	AUX
ajgt-2967	162	8	on	on	ADP
ajgt-2967	162	9	the	the	DET
ajgt-2967	162	10	iris	iris	NOUN
ajgt-2967	162	11	boundaries	boundary	NOUN
ajgt-2967	162	12	calculate	calculate	VERB
ajgt-2967	162	13	the	the	DET
ajgt-2967	162	14	distance	distance	NOUN
ajgt-2967	162	15	d1	d1	PROPN
ajgt-2967	162	16	and	and	CCONJ
ajgt-2967	162	17	d2	d2	PROPN
ajgt-2967	162	18	of	of	ADP
ajgt-2967	162	19	the	the	DET
ajgt-2967	162	20	point	point	NOUN
ajgt-2967	162	21	p1	p1	NOUN
ajgt-2967	162	22	and	and	CCONJ
ajgt-2967	162	23	p2	p2	PROPN
ajgt-2967	162	24	from	from	ADP
ajgt-2967	162	25	the	the	DET
ajgt-2967	162	26	center	center	NOUN
ajgt-2967	162	27	.	.	PUNCT
ajgt-2967	163	1	the	the	DET
ajgt-2967	163	2	radius	radius	NOUN
ajgt-2967	163	3	of	of	ADP
ajgt-2967	163	4	the	the	DET
ajgt-2967	163	5	iris	iris	NOUN
ajgt-2967	163	6	is	be	AUX
ajgt-2967	163	7	obtained	obtain	VERB
ajgt-2967	163	8	by	by	ADP
ajgt-2967	163	9	taking	take	VERB
ajgt-2967	163	10	the	the	DET
ajgt-2967	163	11	average	average	NOUN
ajgt-2967	163	12	of	of	ADP
ajgt-2967	163	13	the	the	DET
ajgt-2967	163	14	distance	distance	NOUN
ajgt-2967	163	15	d1and	d1and	PROPN
ajgt-2967	163	16	d2	d2	PROPN
ajgt-2967	163	17	.	.	PUNCT
ajgt-2967	164	1	with	with	ADP
ajgt-2967	164	2	centroid	centroid	NOUN
ajgt-2967	164	3	and	and	CCONJ
ajgt-2967	164	4	radius	radius	NOUN
ajgt-2967	164	5	,	,	PUNCT
ajgt-2967	164	6	we	we	PRON
ajgt-2967	164	7	segment	segment	VERB
ajgt-2967	164	8	the	the	DET
ajgt-2967	164	9	iris	iris	NOUN
ajgt-2967	164	10	region	region	NOUN
ajgt-2967	164	11	.	.	PUNCT
ajgt-2967	165	1	normalization	normalization	NOUN
ajgt-2967	165	2	during	during	ADP
ajgt-2967	165	3	normalization	normalization	NOUN
ajgt-2967	165	4	step	step	NOUN
ajgt-2967	165	5	,	,	PUNCT
ajgt-2967	165	6	circular	circular	ADJ
ajgt-2967	165	7	iris	iris	NOUN
ajgt-2967	165	8	region	region	NOUN
ajgt-2967	165	9	that	that	PRON
ajgt-2967	165	10	has	have	AUX
ajgt-2967	165	11	been	be	AUX
ajgt-2967	165	12	detected	detect	VERB
ajgt-2967	165	13	is	be	AUX
ajgt-2967	165	14	converted	convert	VERB
ajgt-2967	165	15	to	to	ADP
ajgt-2967	165	16	rectangular	rectangular	ADJ
ajgt-2967	165	17	shape	shape	NOUN
ajgt-2967	165	18	of	of	ADP
ajgt-2967	165	19	uniform	uniform	ADJ
ajgt-2967	165	20	size	size	NOUN
ajgt-2967	165	21	.	.	PUNCT
ajgt-2967	166	1	hough	hough	PROPN
ajgt-2967	166	2	transform	transform	NOUN
ajgt-2967	166	3	is	be	AUX
ajgt-2967	166	4	used	use	VERB
ajgt-2967	166	5	to	to	PART
ajgt-2967	166	6	perform	perform	VERB
ajgt-2967	166	7	this	this	DET
ajgt-2967	166	8	process	process	NOUN
ajgt-2967	166	9	..	..	PUNCT
ajgt-2967	167	1	the	the	PRON
ajgt-2967	167	2	by	by	ADP
ajgt-2967	167	3	using	use	VERB
ajgt-2967	167	4	hough	hough	PROPN
ajgt-2967	167	5	transform	transform	NOUN
ajgt-2967	167	6	technique	technique	NOUN
ajgt-2967	167	7	we	we	PRON
ajgt-2967	167	8	can	can	AUX
ajgt-2967	167	9	isolate	isolate	VERB
ajgt-2967	167	10	features	feature	NOUN
ajgt-2967	167	11	of	of	ADP
ajgt-2967	167	12	a	a	DET
ajgt-2967	167	13	particular	particular	ADJ
ajgt-2967	167	14	shape	shape	NOUN
ajgt-2967	167	15	with	with	ADP
ajgt-2967	167	16	in	in	ADP
ajgt-2967	167	17	an	an	DET
ajgt-2967	167	18	image	image	NOUN
ajgt-2967	167	19	.	.	PUNCT
ajgt-2967	168	1	as	as	SCONJ
ajgt-2967	168	2	its	its	PRON
ajgt-2967	168	3	requirement	requirement	NOUN
ajgt-2967	168	4	is	be	AUX
ajgt-2967	168	5	to	to	PART
ajgt-2967	168	6	isolate	isolate	VERB
ajgt-2967	168	7	desired	desire	VERB
ajgt-2967	168	8	features	feature	NOUN
ajgt-2967	168	9	must	must	AUX
ajgt-2967	168	10	be	be	AUX
ajgt-2967	168	11	in	in	ADP
ajgt-2967	168	12	some	some	DET
ajgt-2967	168	13	parametric	parametric	ADJ
ajgt-2967	168	14	form	form	NOUN
ajgt-2967	168	15	,	,	PUNCT
ajgt-2967	168	16	the	the	DET
ajgt-2967	168	17	classical	classical	ADJ
ajgt-2967	168	18	hough	hough	NOUN
ajgt-2967	168	19	transform	transform	NOUN
ajgt-2967	168	20	is	be	AUX
ajgt-2967	168	21	mostly	mostly	ADV
ajgt-2967	168	22	used	use	VERB
ajgt-2967	168	23	for	for	ADP
ajgt-2967	168	24	the	the	DET
ajgt-2967	168	25	verification	verification	NOUN
ajgt-2967	168	26	of	of	ADP
ajgt-2967	168	27	regular	regular	ADJ
ajgt-2967	168	28	curves	curve	NOUN
ajgt-2967	168	29	such	such	ADJ
ajgt-2967	168	30	as	as	ADP
ajgt-2967	168	31	lines	line	NOUN
ajgt-2967	168	32	,	,	PUNCT
ajgt-2967	168	33	circles	circle	NOUN
ajgt-2967	168	34	,	,	PUNCT
ajgt-2967	168	35	ellipses	ellipsis	NOUN
ajgt-2967	168	36	,	,	PUNCT
ajgt-2967	168	37	etc	etc	X
ajgt-2967	168	38	.	.	X
ajgt-2967	168	39	a	a	DET
ajgt-2967	168	40	generalized	generalize	VERB
ajgt-2967	168	41	hough	hough	PROPN
ajgt-2967	168	42	transform	transform	NOUN
ajgt-2967	168	43	can	can	AUX
ajgt-2967	168	44	be	be	AUX
ajgt-2967	168	45	employed	employ	VERB
ajgt-2967	168	46	in	in	ADP
ajgt-2967	168	47	applications	application	NOUN
ajgt-2967	168	48	where	where	SCONJ
ajgt-2967	168	49	a	a	DET
ajgt-2967	168	50	simple	simple	ADJ
ajgt-2967	168	51	analytic	analytic	ADJ
ajgt-2967	168	52	description	description	NOUN
ajgt-2967	168	53	of	of	ADP
ajgt-2967	168	54	a	a	DET
ajgt-2967	168	55	feature	feature	NOUN
ajgt-2967	168	56	is	be	AUX
ajgt-2967	168	57	not	not	PART
ajgt-2967	168	58	possible	possible	ADJ
ajgt-2967	168	59	due	due	ADP
ajgt-2967	168	60	to	to	ADP
ajgt-2967	168	61	the	the	DET
ajgt-2967	168	62	computational	computational	ADJ
ajgt-2967	168	63	complexity	complexity	NOUN
ajgt-2967	168	64	of	of	ADP
ajgt-2967	168	65	the	the	DET
ajgt-2967	168	66	generalized	generalized	ADJ
ajgt-2967	168	67	hough	hough	PROPN
ajgt-2967	168	68	algorithm	algorithm	NOUN
ajgt-2967	168	69	.	.	PUNCT
ajgt-2967	169	1	we	we	PRON
ajgt-2967	169	2	restrict	restrict	VERB
ajgt-2967	169	3	the	the	DET
ajgt-2967	169	4	main	main	ADJ
ajgt-2967	169	5	focus	focus	NOUN
ajgt-2967	169	6	of	of	ADP
ajgt-2967	169	7	this	this	DET
ajgt-2967	169	8	discussion	discussion	NOUN
ajgt-2967	169	9	to	to	ADP
ajgt-2967	169	10	the	the	DET
ajgt-2967	169	11	classical	classical	ADJ
ajgt-2967	169	12	hough	hough	PROPN
ajgt-2967	169	13	transform	transform	VERB
ajgt-2967	169	14	due	due	ADJ
ajgt-2967	169	15	to	to	ADP
ajgt-2967	169	16	the	the	DET
ajgt-2967	169	17	computational	computational	ADJ
ajgt-2967	169	18	complexity	complexity	NOUN
ajgt-2967	169	19	of	of	ADP
ajgt-2967	169	20	the	the	DET
ajgt-2967	169	21	generalized	generalize	VERB
ajgt-2967	169	22	hough	hough	PROPN
ajgt-2967	169	23	algorithm	algorithm	PROPN
ajgt-2967	169	24	.beside	.beside	ADP
ajgt-2967	169	25	its	its	PRON
ajgt-2967	169	26	domain	domain	NOUN
ajgt-2967	169	27	restrictions	restriction	NOUN
ajgt-2967	169	28	,	,	PUNCT
ajgt-2967	169	29	the	the	DET
ajgt-2967	169	30	classical	classical	ADJ
ajgt-2967	169	31	hough	hough	NOUN
ajgt-2967	169	32	transform	transform	NOUN
ajgt-2967	169	33	retains	retain	VERB
ajgt-2967	169	34	many20	many20	NOUN
ajgt-2967	169	35	applications	application	NOUN
ajgt-2967	169	36	,	,	PUNCT
ajgt-2967	169	37	as	as	SCONJ
ajgt-2967	169	38	most	most	ADJ
ajgt-2967	169	39	manufactured	manufacture	VERB
ajgt-2967	169	40	parts	part	NOUN
ajgt-2967	169	41	(	(	PUNCT
ajgt-2967	169	42	and	and	CCONJ
ajgt-2967	169	43	many	many	ADJ
ajgt-2967	169	44	anatomical	anatomical	ADJ
ajgt-2967	169	45	parts	part	NOUN
ajgt-2967	169	46	investigated	investigate	VERB
ajgt-2967	169	47	in	in	ADP
ajgt-2967	169	48	medical	medical	ADJ
ajgt-2967	169	49	imagery	imagery	NOUN
ajgt-2967	169	50	)	)	PUNCT
ajgt-2967	169	51	contain	contain	VERB
ajgt-2967	169	52	feature	feature	NOUN
ajgt-2967	169	53	boundaries	boundary	NOUN
ajgt-2967	169	54	which	which	PRON
ajgt-2967	169	55	can	can	AUX
ajgt-2967	169	56	be	be	AUX
ajgt-2967	169	57	described	describe	VERB
ajgt-2967	169	58	by	by	ADP
ajgt-2967	169	59	regular	regular	ADJ
ajgt-2967	169	60	curves	curve	NOUN
ajgt-2967	169	61	.	.	PUNCT
ajgt-2967	170	1	the	the	DET
ajgt-2967	170	2	main	main	ADJ
ajgt-2967	170	3	use	use	NOUN
ajgt-2967	170	4	of	of	ADP
ajgt-2967	170	5	the	the	DET
ajgt-2967	170	6	hough	hough	PROPN
ajgt-2967	170	7	transform	transform	NOUN
ajgt-2967	170	8	technique	technique	NOUN
ajgt-2967	170	9	is	be	AUX
ajgt-2967	170	10	that	that	SCONJ
ajgt-2967	170	11	it	it	PRON
ajgt-2967	170	12	abides	abide	VERB
ajgt-2967	170	13	of	of	ADP
ajgt-2967	170	14	gaps	gap	NOUN
ajgt-2967	170	15	in	in	ADP
ajgt-2967	170	16	iris	iris	NOUN
ajgt-2967	170	17	feature	feature	NOUN
ajgt-2967	170	18	boundary	boundary	ADJ
ajgt-2967	170	19	verification	verification	NOUN
ajgt-2967	170	20	and	and	CCONJ
ajgt-2967	170	21	is	be	AUX
ajgt-2967	170	22	comparitively	comparitively	ADV
ajgt-2967	170	23	unaffected	unaffected	ADJ
ajgt-2967	170	24	by	by	ADP
ajgt-2967	170	25	image	image	NOUN
ajgt-2967	170	26	feature	feature	NOUN
ajgt-2967	170	27	extraction	extraction	NOUN
ajgt-2967	170	28	.	.	PUNCT
ajgt-2967	171	1	extracting	extract	VERB
ajgt-2967	171	2	features	feature	NOUN
ajgt-2967	171	3	is	be	AUX
ajgt-2967	171	4	one	one	NUM
ajgt-2967	171	5	of	of	ADP
ajgt-2967	171	6	the	the	DET
ajgt-2967	171	7	important	important	ADJ
ajgt-2967	171	8	stage	stage	NOUN
ajgt-2967	171	9	in	in	ADP
ajgt-2967	171	10	iris	iris	NOUN
ajgt-2967	171	11	recognition	recognition	NOUN
ajgt-2967	171	12	system	system	NOUN
ajgt-2967	171	13	;	;	PUNCT
ajgt-2967	171	14	as	as	SCONJ
ajgt-2967	171	15	it	it	PRON
ajgt-2967	171	16	is	be	AUX
ajgt-2967	171	17	entirely	entirely	ADV
ajgt-2967	171	18	relying	rely	VERB
ajgt-2967	171	19	on	on	ADP
ajgt-2967	171	20	the	the	DET
ajgt-2967	171	21	features	feature	NOUN
ajgt-2967	171	22	that	that	PRON
ajgt-2967	171	23	are	be	AUX
ajgt-2967	171	24	extracted	extract	VERB
ajgt-2967	171	25	from	from	ADP
ajgt-2967	171	26	iris	iris	NOUN
ajgt-2967	171	27	pattern	pattern	NOUN
ajgt-2967	171	28	.	.	PUNCT
ajgt-2967	172	1	we	we	PRON
ajgt-2967	172	2	have	have	AUX
ajgt-2967	172	3	used	use	VERB
ajgt-2967	172	4	local	local	ADJ
ajgt-2967	172	5	binary	binary	ADJ
ajgt-2967	172	6	pattern	pattern	NOUN
ajgt-2967	172	7	(	(	PUNCT
ajgt-2967	172	8	lbp	lbp	NOUN
ajgt-2967	172	9	)	)	PUNCT
ajgt-2967	172	10	and	and	CCONJ
ajgt-2967	172	11	gray	gray	ADJ
ajgt-2967	172	12	level	level	NOUN
ajgt-2967	172	13	cooccurrence	cooccurrence	NOUN
ajgt-2967	172	14	matrix	matrix	NOUN
ajgt-2967	172	15	(	(	PUNCT
ajgt-2967	172	16	glcm	glcm	PROPN
ajgt-2967	172	17	)	)	PUNCT
ajgt-2967	172	18	.	.	PUNCT
ajgt-2967	173	1	feature	feature	NOUN
ajgt-2967	173	2	extraction	extraction	NOUN
ajgt-2967	173	3	extracting	extract	VERB
ajgt-2967	173	4	features	feature	NOUN
ajgt-2967	173	5	is	be	AUX
ajgt-2967	173	6	one	one	NUM
ajgt-2967	173	7	of	of	ADP
ajgt-2967	173	8	the	the	DET
ajgt-2967	173	9	important	important	ADJ
ajgt-2967	173	10	stage	stage	NOUN
ajgt-2967	173	11	in	in	ADP
ajgt-2967	173	12	iris	iris	NOUN
ajgt-2967	173	13	recognition	recognition	NOUN
ajgt-2967	173	14	system	system	NOUN
ajgt-2967	173	15	;	;	PUNCT
ajgt-2967	173	16	as	as	SCONJ
ajgt-2967	173	17	it	it	PRON
ajgt-2967	173	18	is	be	AUX
ajgt-2967	173	19	entirely	entirely	ADV
ajgt-2967	173	20	relying	rely	VERB
ajgt-2967	173	21	on	on	ADP
ajgt-2967	173	22	the	the	DET
ajgt-2967	173	23	features	feature	NOUN
ajgt-2967	173	24	that	that	PRON
ajgt-2967	173	25	has	have	AUX
ajgt-2967	173	26	been	be	AUX
ajgt-2967	173	27	extracted	extract	VERB
ajgt-2967	173	28	from	from	ADP
ajgt-2967	173	29	iris	iris	NOUN
ajgt-2967	173	30	pattern	pattern	NOUN
ajgt-2967	173	31	.we	.we	PUNCT
ajgt-2967	173	32	have	have	AUX
ajgt-2967	173	33	used	use	VERB
ajgt-2967	173	34	local	local	ADJ
ajgt-2967	173	35	binary	binary	ADJ
ajgt-2967	173	36	pattern	pattern	NOUN
ajgt-2967	173	37	(	(	PUNCT
ajgt-2967	173	38	lbp	lbp	NOUN
ajgt-2967	173	39	)	)	PUNCT
ajgt-2967	173	40	and	and	CCONJ
ajgt-2967	173	41	gray	gray	ADJ
ajgt-2967	173	42	level	level	NOUN
ajgt-2967	173	43	co	co	NOUN
ajgt-2967	173	44	occurrence	occurrence	NOUN
ajgt-2967	173	45	matrix	matrix	NOUN
ajgt-2967	173	46	(	(	PUNCT
ajgt-2967	173	47	glcm	glcm	PROPN
ajgt-2967	173	48	)	)	PUNCT
ajgt-2967	173	49	classifier	classifier	NOUN
ajgt-2967	173	50	a	a	DET
ajgt-2967	173	51	probabilistic	probabilistic	ADJ
ajgt-2967	173	52	neural	neural	ADJ
ajgt-2967	173	53	network	network	NOUN
ajgt-2967	173	54	(	(	PUNCT
ajgt-2967	173	55	pnn	pnn	PROPN
ajgt-2967	173	56	)	)	PUNCT
ajgt-2967	173	57	has	have	VERB
ajgt-2967	173	58	3	3	NUM
ajgt-2967	173	59	layers	layer	NOUN
ajgt-2967	173	60	of	of	ADP
ajgt-2967	173	61	nodes	node	NOUN
ajgt-2967	173	62	the	the	DET
ajgt-2967	173	63	architecture	architecture	NOUN
ajgt-2967	173	64	for	for	ADP
ajgt-2967	173	65	a	a	DET
ajgt-2967	173	66	pnn	pnn	NOUN
ajgt-2967	173	67	that	that	PRON
ajgt-2967	173	68	recognizes	recognize	VERB
ajgt-2967	173	69	k	k	PROPN
ajgt-2967	173	70	=	=	SYM
ajgt-2967	173	71	2	2	NUM
ajgt-2967	173	72	classes	class	NOUN
ajgt-2967	173	73	,	,	PUNCT
ajgt-2967	173	74	but	but	CCONJ
ajgt-2967	173	75	it	it	PRON
ajgt-2967	173	76	can	can	AUX
ajgt-2967	173	77	be	be	AUX
ajgt-2967	173	78	extended	extend	VERB
ajgt-2967	173	79	to	to	ADP
ajgt-2967	173	80	any	any	DET
ajgt-2967	173	81	number	number	NOUN
ajgt-2967	173	82	k	k	NOUN
ajgt-2967	173	83	of	of	ADP
ajgt-2967	173	84	classes	class	NOUN
ajgt-2967	173	85	.	.	PUNCT
ajgt-2967	174	1	the	the	DET
ajgt-2967	174	2	input	input	NOUN
ajgt-2967	174	3	layer	layer	NOUN
ajgt-2967	174	4	contains	contain	VERB
ajgt-2967	174	5	n	n	DET
ajgt-2967	174	6	nodes	node	NOUN
ajgt-2967	174	7	:	:	PUNCT
ajgt-2967	174	8	one	one	NUM
ajgt-2967	174	9	for	for	ADP
ajgt-2967	174	10	each	each	PRON
ajgt-2967	174	11	of	of	ADP
ajgt-2967	174	12	the	the	DET
ajgt-2967	174	13	n	n	NUM
ajgt-2967	174	14	input	input	NOUN
ajgt-2967	174	15	features	feature	NOUN
ajgt-2967	174	16	of	of	ADP
ajgt-2967	174	17	a	a	DET
ajgt-2967	174	18	feature	feature	NOUN
ajgt-2967	174	19	vector	vector	NOUN
ajgt-2967	174	20	.	.	PUNCT
ajgt-2967	175	1	these	these	PRON
ajgt-2967	175	2	are	be	AUX
ajgt-2967	175	3	fan	fan	NOUN
ajgt-2967	175	4	-	-	PUNCT
ajgt-2967	175	5	out	out	ADP
ajgt-2967	175	6	nodes	node	NOUN
ajgt-2967	175	7	that	that	SCONJ
ajgt-2967	175	8	branch	branch	NOUN
ajgt-2967	175	9	at	at	ADP
ajgt-2967	175	10	each	each	DET
ajgt-2967	175	11	feature	feature	NOUN
ajgt-2967	175	12	input	input	NOUN
ajgt-2967	175	13	node	node	NOUN
ajgt-2967	175	14	to	to	ADP
ajgt-2967	175	15	all	all	DET
ajgt-2967	175	16	nodes	node	NOUN
ajgt-2967	175	17	in	in	ADP
ajgt-2967	175	18	the	the	DET
ajgt-2967	175	19	hidden	hide	VERB
ajgt-2967	175	20	(	(	PUNCT
ajgt-2967	175	21	or	or	CCONJ
ajgt-2967	175	22	middle	middle	ADJ
ajgt-2967	175	23	)	)	PUNCT
ajgt-2967	175	24	layer	layer	NOUN
ajgt-2967	175	25	so	so	SCONJ
ajgt-2967	175	26	that	that	SCONJ
ajgt-2967	175	27	each	each	DET
ajgt-2967	175	28	hidden	hide	VERB
ajgt-2967	175	29	node	node	NOUN
ajgt-2967	175	30	receives	receive	VERB
ajgt-2967	175	31	the	the	DET
ajgt-2967	175	32	complete	complete	ADJ
ajgt-2967	175	33	input	input	NOUN
ajgt-2967	175	34	feature	feature	NOUN
ajgt-2967	175	35	vector	vector	NOUN
ajgt-2967	175	36	x.	x.	NOUN
ajgt-2967	176	1	the	the	DET
ajgt-2967	176	2	hidden	hide	VERB
ajgt-2967	176	3	nodes	node	NOUN
ajgt-2967	176	4	are	be	AUX
ajgt-2967	176	5	collected	collect	VERB
ajgt-2967	176	6	into	into	ADP
ajgt-2967	176	7	groups	group	NOUN
ajgt-2967	176	8	:	:	PUNCT
ajgt-2967	176	9	one	one	NUM
ajgt-2967	176	10	group	group	NOUN
ajgt-2967	176	11	for	for	ADP
ajgt-2967	176	12	each	each	PRON
ajgt-2967	176	13	of	of	ADP
ajgt-2967	176	14	the	the	DET
ajgt-2967	176	15	k	k	PROPN
ajgt-2967	176	16	classes	class	NOUN
ajgt-2967	176	17	.	.	PUNCT
ajgt-2967	177	1	classifier	classifier	VERB
ajgt-2967	177	2	a	a	DET
ajgt-2967	177	3	probabilistic	probabilistic	ADJ
ajgt-2967	177	4	neural	neural	ADJ
ajgt-2967	177	5	network	network	NOUN
ajgt-2967	177	6	(	(	PUNCT
ajgt-2967	177	7	pnn	pnn	PROPN
ajgt-2967	177	8	)	)	PUNCT
ajgt-2967	177	9	has	have	VERB
ajgt-2967	177	10	3	3	NUM
ajgt-2967	177	11	layers	layer	NOUN
ajgt-2967	177	12	of	of	ADP
ajgt-2967	177	13	nodes.the	nodes.the	DET
ajgt-2967	177	14	architecture	architecture	NOUN
ajgt-2967	177	15	for	for	ADP
ajgt-2967	177	16	a	a	DET
ajgt-2967	177	17	pnn	pnn	NOUN
ajgt-2967	177	18	that	that	PRON
ajgt-2967	177	19	recognizes	recognize	VERB
ajgt-2967	177	20	k	k	PROPN
ajgt-2967	177	21	=	=	SYM
ajgt-2967	177	22	2	2	NUM
ajgt-2967	177	23	classes	class	NOUN
ajgt-2967	177	24	,	,	PUNCT
ajgt-2967	177	25	but	but	CCONJ
ajgt-2967	177	26	it	it	PRON
ajgt-2967	177	27	can	can	AUX
ajgt-2967	177	28	be	be	AUX
ajgt-2967	177	29	extended	extend	VERB
ajgt-2967	177	30	to	to	ADP
ajgt-2967	177	31	any	any	DET
ajgt-2967	177	32	number	number	NOUN
ajgt-2967	177	33	k	k	NOUN
ajgt-2967	177	34	of	of	ADP
ajgt-2967	177	35	classes	class	NOUN
ajgt-2967	177	36	.	.	PUNCT
ajgt-2967	178	1	the	the	DET
ajgt-2967	178	2	input	input	NOUN
ajgt-2967	178	3	layer	layer	NOUN
ajgt-2967	178	4	contains	contain	VERB
ajgt-2967	178	5	n	n	DET
ajgt-2967	178	6	nodes	node	NOUN
ajgt-2967	178	7	:	:	PUNCT
ajgt-2967	178	8	one	one	NUM
ajgt-2967	178	9	for	for	ADP
ajgt-2967	178	10	each	each	PRON
ajgt-2967	178	11	of	of	ADP
ajgt-2967	178	12	the	the	DET
ajgt-2967	178	13	n	n	NUM
ajgt-2967	178	14	input	input	NOUN
ajgt-2967	178	15	features	feature	NOUN
ajgt-2967	178	16	of	of	ADP
ajgt-2967	178	17	a	a	DET
ajgt-2967	178	18	feature	feature	NOUN
ajgt-2967	178	19	vector	vector	NOUN
ajgt-2967	178	20	.	.	PUNCT
ajgt-2967	179	1	these	these	PRON
ajgt-2967	179	2	are	be	AUX
ajgt-2967	179	3	fan	fan	NOUN
ajgt-2967	179	4	-	-	PUNCT
ajgt-2967	179	5	out	out	ADP
ajgt-2967	179	6	nodes	node	NOUN
ajgt-2967	179	7	that	that	SCONJ
ajgt-2967	179	8	branch	branch	NOUN
ajgt-2967	179	9	at	at	ADP
ajgt-2967	179	10	each	each	DET
ajgt-2967	179	11	feature	feature	NOUN
ajgt-2967	179	12	input	input	NOUN
ajgt-2967	179	13	node	node	NOUN
ajgt-2967	179	14	to	to	ADP
ajgt-2967	179	15	all	all	DET
ajgt-2967	179	16	nodes	node	NOUN
ajgt-2967	179	17	in	in	ADP
ajgt-2967	179	18	the	the	DET
ajgt-2967	179	19	hidden	hide	VERB
ajgt-2967	179	20	(	(	PUNCT
ajgt-2967	179	21	or	or	CCONJ
ajgt-2967	179	22	middle	middle	ADJ
ajgt-2967	179	23	)	)	PUNCT
ajgt-2967	179	24	layer	layer	NOUN
ajgt-2967	179	25	so	so	SCONJ
ajgt-2967	179	26	that	that	SCONJ
ajgt-2967	179	27	each	each	DET
ajgt-2967	179	28	hidden	hide	VERB
ajgt-2967	179	29	node	node	NOUN
ajgt-2967	179	30	receives	receive	VERB
ajgt-2967	179	31	the	the	DET
ajgt-2967	179	32	complete	complete	ADJ
ajgt-2967	179	33	input	input	NOUN
ajgt-2967	179	34	feature	feature	NOUN
ajgt-2967	179	35	vector	vector	NOUN
ajgt-2967	179	36	x.	x.	NOUN
ajgt-2967	180	1	the	the	DET
ajgt-2967	180	2	hidden	hide	VERB
ajgt-2967	180	3	nodes	node	NOUN
ajgt-2967	180	4	are	be	AUX
ajgt-2967	180	5	collected	collect	VERB
ajgt-2967	180	6	into	into	ADP
ajgt-2967	180	7	groups	group	NOUN
ajgt-2967	180	8	:	:	PUNCT
ajgt-2967	180	9	one	one	NUM
ajgt-2967	180	10	group	group	NOUN
ajgt-2967	180	11	for	for	ADP
ajgt-2967	180	12	each	each	PRON
ajgt-2967	180	13	of	of	ADP
ajgt-2967	180	14	the	the	DET
ajgt-2967	180	15	k	k	PROPN
ajgt-2967	180	16	classes	classes	PROPN
ajgt-2967	180	17	.	.	PUNCT
ajgt-2967	181	1	results	result	VERB
ajgt-2967	181	2	the	the	DET
ajgt-2967	181	3	recognition	recognition	NOUN
ajgt-2967	181	4	rate	rate	NOUN
ajgt-2967	181	5	,	,	PUNCT
ajgt-2967	181	6	false	false	ADJ
ajgt-2967	181	7	rejection	rejection	NOUN
ajgt-2967	181	8	rate	rate	NOUN
ajgt-2967	181	9	was	be	AUX
ajgt-2967	181	10	calculated	calculate	VERB
ajgt-2967	181	11	from	from	ADP
ajgt-2967	181	12	casia	casia	NOUN
ajgt-2967	181	13	-	-	PUNCT
ajgt-2967	181	14	v3	v3	NOUN
ajgt-2967	181	15	database	database	NOUN
ajgt-2967	181	16	.	.	PUNCT
ajgt-2967	182	1	we	we	PRON
ajgt-2967	182	2	used	use	VERB
ajgt-2967	182	3	20	20	NUM
ajgt-2967	182	4	images	image	NOUN
ajgt-2967	182	5	for	for	ADP
ajgt-2967	182	6	training	training	NOUN
ajgt-2967	182	7	and	and	CCONJ
ajgt-2967	182	8	10	10	NUM
ajgt-2967	182	9	images	image	NOUN
ajgt-2967	182	10	for	for	ADP
ajgt-2967	182	11	testing	testing	NOUN
ajgt-2967	182	12	.	.	PUNCT
ajgt-2967	183	1	we	we	PRON
ajgt-2967	183	2	also	also	ADV
ajgt-2967	183	3	calculated	calculate	VERB
ajgt-2967	183	4	values	value	NOUN
ajgt-2967	183	5	of	of	ADP
ajgt-2967	183	6	pa	pa	PROPN
ajgt-2967	183	7	ge	ge	PROPN
ajgt-2967	183	8	74	74	NUM
ajgt-2967	184	1	https://journals.e-palli.com/home/index.php/ajgt	https://journals.e-palli.com/home/index.php/ajgt	PROPN
ajgt-2967	184	2	am	be	AUX
ajgt-2967	184	3	.	.	PUNCT
ajgt-2967	185	1	j.	j.	PROPN
ajgt-2967	185	2	geo	geo	PROPN
ajgt-2967	185	3	spat	spat	PROPN
ajgt-2967	185	4	.	.	PUNCT
ajgt-2967	186	1	technol	technol	PROPN
ajgt-2967	186	2	.	.	PUNCT
ajgt-2967	187	1	3(1	3(1	NUM
ajgt-2967	187	2	)	)	PUNCT
ajgt-2967	187	3	69	69	NUM
ajgt-2967	187	4	-	-	SYM
ajgt-2967	187	5	75	75	NUM
ajgt-2967	187	6	,	,	PUNCT
ajgt-2967	187	7	2024	2024	NUM
ajgt-2967	187	8	features	feature	NOUN
ajgt-2967	187	9	such	such	ADJ
ajgt-2967	187	10	as	as	ADP
ajgt-2967	187	11	contrast	contrast	NOUN
ajgt-2967	187	12	,	,	PUNCT
ajgt-2967	187	13	energy	energy	NOUN
ajgt-2967	187	14	,	,	PUNCT
ajgt-2967	187	15	homogeneit	homogeneit	PROPN
ajgt-2967	187	16	contrast	contrast	NOUN
ajgt-2967	187	17	:	:	PUNCT
ajgt-2967	187	18	0.0017	0.0017	NUM
ajgt-2967	187	19	energy	energy	NOUN
ajgt-2967	187	20	:	:	PUNCT
ajgt-2967	187	21	0.9966	0.9966	NUM
ajgt-2967	187	22	homogeneity	homogeneity	NOUN
ajgt-2967	187	23	:	:	PUNCT
ajgt-2967	187	24	0.9992	0.9992	NUM
ajgt-2967	187	25	table	table	NOUN
ajgt-2967	187	26	1	1	NUM
ajgt-2967	187	27	:	:	PUNCT
ajgt-2967	187	28	false	false	ADJ
ajgt-2967	187	29	recognition	recognition	NOUN
ajgt-2967	187	30	rate	rate	NOUN
ajgt-2967	187	31	&	&	CCONJ
ajgt-2967	187	32	recognition	recognition	NOUN
ajgt-2967	187	33	rate	rate	NOUN
ajgt-2967	187	34	values	value	NOUN
ajgt-2967	187	35	for	for	ADP
ajgt-2967	187	36	casia	casia	NOUN
ajgt-2967	187	37	database	database	NOUN
ajgt-2967	187	38	database	database	NOUN
ajgt-2967	187	39	classifier	classifier	PROPN
ajgt-2967	187	40	frr	frr	PROPN
ajgt-2967	187	41	recognition	recognition	PROPN
ajgt-2967	187	42	rate	rate	NOUN
ajgt-2967	187	43	casia	casia	PROPN
ajgt-2967	187	44	pnn	pnn	PROPN
ajgt-2967	187	45	5.5	5.5	NUM
ajgt-2967	187	46	%	%	NOUN
ajgt-2967	187	47	94.6	94.6	NUM
ajgt-2967	187	48	%	%	NOUN
ajgt-2967	187	49	table	table	NOUN
ajgt-2967	187	50	2	2	NUM
ajgt-2967	187	51	:	:	PUNCT
ajgt-2967	187	52	comparison	comparison	NOUN
ajgt-2967	187	53	of	of	ADP
ajgt-2967	187	54	recognition	recognition	NOUN
ajgt-2967	187	55	rate	rate	NOUN
ajgt-2967	187	56	with	with	ADP
ajgt-2967	187	57	existing	exist	VERB
ajgt-2967	187	58	approaches	approach	NOUN
ajgt-2967	188	1	method	method	NOUN
ajgt-2967	188	2	algorithm	algorithm	NOUN
ajgt-2967	188	3	data	datum	NOUN
ajgt-2967	188	4	base	base	NOUN
ajgt-2967	188	5	recognition	recognition	PROPN
ajgt-2967	188	6	rate	rate	NOUN
ajgt-2967	188	7	k.gulmire	k.gulmire	NOUN
ajgt-2967	188	8	global	global	ADJ
ajgt-2967	188	9	texture	texture	NOUN
ajgt-2967	188	10	feature	feature	NOUN
ajgt-2967	188	11	casiavi	casiavi	NOUN
ajgt-2967	188	12	89.5	89.5	NUM
ajgt-2967	188	13	%	%	NOUN
ajgt-2967	188	14	mayanak	mayanak	NOUN
ajgt-2967	188	15	valsa	valsa	VERB
ajgt-2967	188	16	topological	topological	ADJ
ajgt-2967	188	17	features	feature	NOUN
ajgt-2967	188	18	casiavi	casiavi	VERB
ajgt-2967	188	19	92.3	92.3	NUM
ajgt-2967	188	20	%	%	NOUN
ajgt-2967	188	21	conclusion	conclusion	NOUN
ajgt-2967	188	22	atm	atm	NOUN
ajgt-2967	188	23	security	security	NOUN
ajgt-2967	188	24	system	system	NOUN
ajgt-2967	188	25	using	use	VERB
ajgt-2967	188	26	iris	iris	NOUN
ajgt-2967	188	27	recognition	recognition	NOUN
ajgt-2967	188	28	allows	allow	VERB
ajgt-2967	188	29	the	the	DET
ajgt-2967	188	30	genuine	genuine	ADJ
ajgt-2967	188	31	and	and	CCONJ
ajgt-2967	188	32	authorize	authorize	VERB
ajgt-2967	188	33	user	user	NOUN
ajgt-2967	188	34	to	to	PART
ajgt-2967	188	35	access	access	VERB
ajgt-2967	188	36	the	the	DET
ajgt-2967	188	37	atm	atm	NOUN
ajgt-2967	188	38	system	system	NOUN
ajgt-2967	188	39	.	.	PUNCT
ajgt-2967	189	1	iris	iris	NOUN
ajgt-2967	189	2	recognition	recognition	NOUN
ajgt-2967	189	3	system	system	NOUN
ajgt-2967	189	4	is	be	AUX
ajgt-2967	189	5	highly	highly	ADV
ajgt-2967	189	6	secure	secure	ADJ
ajgt-2967	189	7	as	as	ADP
ajgt-2967	189	8	compared	compare	VERB
ajgt-2967	189	9	to	to	ADP
ajgt-2967	189	10	any	any	DET
ajgt-2967	189	11	other	other	ADJ
ajgt-2967	189	12	system	system	NOUN
ajgt-2967	189	13	present	present	ADJ
ajgt-2967	189	14	.	.	PUNCT
ajgt-2967	190	1	by	by	ADP
ajgt-2967	190	2	identifying	identify	VERB
ajgt-2967	190	3	and	and	CCONJ
ajgt-2967	190	4	comparing	compare	VERB
ajgt-2967	190	5	a	a	DET
ajgt-2967	190	6	user	user	NOUN
ajgt-2967	190	7	’s	’s	PART
ajgt-2967	190	8	face	face	NOUN
ajgt-2967	190	9	(	(	PUNCT
ajgt-2967	190	10	iris	iris	NOUN
ajgt-2967	190	11	)	)	PUNCT
ajgt-2967	190	12	of	of	ADP
ajgt-2967	190	13	his	his	PRON
ajgt-2967	190	14	/	/	SYM
ajgt-2967	190	15	her	she	PRON
ajgt-2967	190	16	,	,	PUNCT
ajgt-2967	190	17	our	our	PRON
ajgt-2967	190	18	system	system	NOUN
ajgt-2967	190	19	resist	resist	VERB
ajgt-2967	190	20	suspected	suspected	ADJ
ajgt-2967	190	21	attackers	attacker	NOUN
ajgt-2967	190	22	.	.	PUNCT
ajgt-2967	191	1	in	in	ADP
ajgt-2967	191	2	this	this	DET
ajgt-2967	191	3	project	project	NOUN
ajgt-2967	191	4	,	,	PUNCT
ajgt-2967	191	5	we	we	PRON
ajgt-2967	191	6	build	build	VERB
ajgt-2967	191	7	a	a	DET
ajgt-2967	191	8	system	system	NOUN
ajgt-2967	191	9	for	for	ADP
ajgt-2967	191	10	atm	atm	NOUN
ajgt-2967	191	11	security	security	NOUN
ajgt-2967	191	12	.	.	PUNCT
ajgt-2967	192	1	images	image	NOUN
ajgt-2967	192	2	were	be	AUX
ajgt-2967	192	3	acquired	acquire	VERB
ajgt-2967	192	4	by	by	ADP
ajgt-2967	192	5	database	database	NOUN
ajgt-2967	192	6	and	and	CCONJ
ajgt-2967	192	7	given	give	VERB
ajgt-2967	192	8	to	to	ADP
ajgt-2967	192	9	the	the	DET
ajgt-2967	192	10	computer	computer	NOUN
ajgt-2967	192	11	system	system	NOUN
ajgt-2967	192	12	where	where	SCONJ
ajgt-2967	192	13	it	it	PRON
ajgt-2967	192	14	is	be	AUX
ajgt-2967	192	15	processed	process	VERB
ajgt-2967	192	16	by	by	ADP
ajgt-2967	192	17	various	various	ADJ
ajgt-2967	192	18	matlab	matlab	PROPN
ajgt-2967	192	19	functions	function	NOUN
ajgt-2967	192	20	.	.	PUNCT
ajgt-2967	193	1	then	then	ADV
ajgt-2967	193	2	the	the	DET
ajgt-2967	193	3	database	database	NOUN
ajgt-2967	193	4	iris	iris	NOUN
ajgt-2967	193	5	image	image	NOUN
ajgt-2967	193	6	were	be	AUX
ajgt-2967	193	7	compared	compare	VERB
ajgt-2967	193	8	with	with	ADP
ajgt-2967	193	9	the	the	DET
ajgt-2967	193	10	output	output	NOUN
ajgt-2967	193	11	iris	iris	NOUN
ajgt-2967	193	12	image	image	NOUN
ajgt-2967	193	13	and	and	CCONJ
ajgt-2967	193	14	if	if	SCONJ
ajgt-2967	193	15	it	it	PRON
ajgt-2967	193	16	is	be	AUX
ajgt-2967	193	17	matched	match	VERB
ajgt-2967	193	18	then	then	ADV
ajgt-2967	193	19	user	user	NOUN
ajgt-2967	193	20	has	have	VERB
ajgt-2967	193	21	access	access	NOUN
ajgt-2967	193	22	to	to	ADP
ajgt-2967	193	23	the	the	DET
ajgt-2967	193	24	account	account	NOUN
ajgt-2967	193	25	or	or	CCONJ
ajgt-2967	193	26	else	else	ADV
ajgt-2967	193	27	it	it	PRON
ajgt-2967	193	28	denies	deny	VERB
ajgt-2967	193	29	user	user	NOUN
ajgt-2967	193	30	’s	’s	PART
ajgt-2967	193	31	request	request	NOUN
ajgt-2967	193	32	.	.	PUNCT
ajgt-2967	194	1	finally	finally	ADV
ajgt-2967	194	2	,	,	PUNCT
ajgt-2967	194	3	we	we	PRON
ajgt-2967	194	4	got	get	VERB
ajgt-2967	194	5	a	a	DET
ajgt-2967	194	6	system	system	NOUN
ajgt-2967	194	7	that	that	PRON
ajgt-2967	194	8	has	have	VERB
ajgt-2967	194	9	recognition	recognition	NOUN
ajgt-2967	194	10	rate	rate	NOUN
ajgt-2967	194	11	of	of	ADP
ajgt-2967	194	12	94.6	94.6	NUM
ajgt-2967	194	13	%	%	NOUN
ajgt-2967	194	14	using	use	VERB
ajgt-2967	194	15	pnn	pnn	PROPN
ajgt-2967	194	16	.	.	PUNCT
ajgt-2967	195	1	references	reference	NOUN
ajgt-2967	195	2	aru	aru	PROPN
ajgt-2967	195	3	,	,	PUNCT
ajgt-2967	195	4	o.	o.	PROPN
ajgt-2967	195	5	e.	e.	PROPN
ajgt-2967	195	6	,	,	PUNCT
ajgt-2967	195	7	&	&	CCONJ
ajgt-2967	195	8	gozie	gozie	PROPN
ajgt-2967	195	9	,	,	PUNCT
ajgt-2967	195	10	i.	i.	PROPN
ajgt-2967	195	11	(	(	PUNCT
ajgt-2967	195	12	2013	2013	NUM
ajgt-2967	195	13	)	)	PUNCT
ajgt-2967	195	14	.	.	PUNCT
ajgt-2967	196	1	facial	facial	ADJ
ajgt-2967	196	2	verification	verification	NOUN
ajgt-2967	196	3	technology	technology	NOUN
ajgt-2967	196	4	for	for	ADP
ajgt-2967	196	5	use	use	NOUN
ajgt-2967	196	6	in	in	ADP
ajgt-2967	196	7	atm	atm	NOUN
ajgt-2967	196	8	transactions	transaction	NOUN
ajgt-2967	196	9	.	.	PUNCT
ajgt-2967	197	1	american	american	ADJ
ajgt-2967	197	2	journal	journal	PROPN
ajgt-2967	197	3	of	of	ADP
ajgt-2967	197	4	engineering	engineering	NOUN
ajgt-2967	197	5	research	research	NOUN
ajgt-2967	197	6	(	(	PUNCT
ajgt-2967	197	7	ajer	ajer	NOUN
ajgt-2967	197	8	)	)	PUNCT
ajgt-2967	197	9	,	,	PUNCT
ajgt-2967	197	10	2(5	2(5	NUM
ajgt-2967	197	11	)	)	PUNCT
ajgt-2967	197	12	,	,	PUNCT
ajgt-2967	197	13	188	188	NUM
ajgt-2967	197	14	-	-	SYM
ajgt-2967	197	15	193	193	NUM
ajgt-2967	197	16	.	.	PUNCT
ajgt-2967	198	1	babaei	babaei	NOUN
ajgt-2967	198	2	,	,	PUNCT
ajgt-2967	198	3	h.	h.	PROPN
ajgt-2967	198	4	r.	r.	PROPN
ajgt-2967	198	5	,	,	PUNCT
ajgt-2967	198	6	molalapata	molalapata	NOUN
ajgt-2967	198	7	,	,	PUNCT
ajgt-2967	198	8	o.	o.	PROPN
ajgt-2967	198	9	,	,	PUNCT
ajgt-2967	198	10	&	&	CCONJ
ajgt-2967	198	11	pandor	pandor	PROPN
ajgt-2967	198	12	,	,	PUNCT
ajgt-2967	198	13	a.	a.	NOUN
ajgt-2967	198	14	(	(	PUNCT
ajgt-2967	198	15	2012	2012	NUM
ajgt-2967	198	16	)	)	PUNCT
ajgt-2967	198	17	.	.	PUNCT
ajgt-2967	199	1	face	face	NOUN
ajgt-2967	199	2	recognition	recognition	NOUN
ajgt-2967	199	3	application	application	NOUN
ajgt-2967	199	4	for	for	ADP
ajgt-2967	199	5	automatic	automatic	ADJ
ajgt-2967	199	6	teller	teller	NOUN
ajgt-2967	199	7	machines	machine	NOUN
ajgt-2967	199	8	(	(	PUNCT
ajgt-2967	199	9	atm	atm	NOUN
ajgt-2967	199	10	)	)	PUNCT
ajgt-2967	199	11	.	.	PUNCT
ajgt-2967	200	1	icikm	icikm	NOUN
ajgt-2967	200	2	,	,	PUNCT
ajgt-2967	200	3	45	45	NUM
ajgt-2967	200	4	,	,	PUNCT
ajgt-2967	200	5	211	211	NUM
ajgt-2967	200	6	-	-	SYM
ajgt-2967	200	7	216	216	NUM
ajgt-2967	200	8	.	.	PUNCT
ajgt-2967	201	1	betab	betab	NOUN
ajgt-2967	201	2	,	,	PUNCT
ajgt-2967	201	3	g.	g.	PROPN
ajgt-2967	201	4	,	,	PUNCT
ajgt-2967	201	5	&	&	CCONJ
ajgt-2967	201	6	sandhu	sandhu	PROPN
ajgt-2967	201	7	,	,	PUNCT
ajgt-2967	201	8	r.	r.	PROPN
ajgt-2967	201	9	k.	k.	PROPN
ajgt-2967	201	10	(	(	PUNCT
ajgt-2967	201	11	2014	2014	NUM
ajgt-2967	201	12	)	)	PUNCT
ajgt-2967	201	13	.	.	PUNCT
ajgt-2967	202	1	fingerprints	fingerprint	NOUN
ajgt-2967	202	2	in	in	ADP
ajgt-2967	202	3	automated	automate	VERB
ajgt-2967	202	4	teller	teller	NOUN
ajgt-2967	202	5	machine	machine	NOUN
ajgt-2967	202	6	-	-	PUNCT
ajgt-2967	202	7	a	a	DET
ajgt-2967	202	8	survey	survey	NOUN
ajgt-2967	202	9	.	.	PUNCT
ajgt-2967	203	1	international	international	ADJ
ajgt-2967	203	2	journal	journal	NOUN
ajgt-2967	203	3	of	of	ADP
ajgt-2967	203	4	engineering	engineering	NOUN
ajgt-2967	203	5	and	and	CCONJ
ajgt-2967	203	6	advanced	advanced	ADJ
ajgt-2967	203	7	technology	technology	NOUN
ajgt-2967	203	8	(	(	PUNCT
ajgt-2967	203	9	ijeat	ijeat	NOUN
ajgt-2967	203	10	)	)	PUNCT
ajgt-2967	203	11	issn	issn	PROPN
ajgt-2967	203	12	,	,	PUNCT
ajgt-2967	203	13	2249	2249	NUM
ajgt-2967	203	14	,	,	PUNCT
ajgt-2967	203	15	8958	8958	NUM
ajgt-2967	203	16	.	.	PUNCT
ajgt-2967	204	1	bhagat	bhagat	PROPN
ajgt-2967	204	2	,	,	PUNCT
ajgt-2967	204	3	s.	s.	PROPN
ajgt-2967	204	4	,	,	PUNCT
ajgt-2967	204	5	singh	singh	PROPN
ajgt-2967	204	6	,	,	PUNCT
ajgt-2967	204	7	v.	v.	PROPN
ajgt-2967	204	8	,	,	PUNCT
ajgt-2967	204	9	khajuria	khajuria	PROPN
ajgt-2967	204	10	,	,	PUNCT
ajgt-2967	204	11	n.	n.	NOUN
ajgt-2967	204	12	,	,	PUNCT
ajgt-2967	204	13	&	&	CCONJ
ajgt-2967	204	14	student	student	PROPN
ajgt-2967	204	15	,	,	PUNCT
ajgt-2967	204	16	b.	b.	PROPN
ajgt-2967	204	17	(	(	PUNCT
ajgt-2967	204	18	2017	2017	NUM
ajgt-2967	204	19	)	)	PUNCT
ajgt-2967	204	20	.	.	PUNCT
ajgt-2967	205	1	atm	atm	PROPN
ajgt-2967	205	2	security	security	NOUN
ajgt-2967	205	3	using	use	VERB
ajgt-2967	205	4	iris	iris	NOUN
ajgt-2967	205	5	recognition	recognition	NOUN
ajgt-2967	205	6	technology	technology	NOUN
ajgt-2967	205	7	and	and	CCONJ
ajgt-2967	205	8	rfid	rfid	NOUN
ajgt-2967	205	9	.	.	PUNCT
ajgt-2967	206	1	international	international	ADJ
ajgt-2967	206	2	journal	journal	NOUN
ajgt-2967	206	3	of	of	ADP
ajgt-2967	206	4	engineering	engineering	NOUN
ajgt-2967	206	5	science	science	NOUN
ajgt-2967	206	6	and	and	CCONJ
ajgt-2967	206	7	computing	computing	NOUN
ajgt-2967	206	8	,	,	PUNCT
ajgt-2967	206	9	7(5	7(5	NUM
ajgt-2967	206	10	)	)	PUNCT
ajgt-2967	206	11	,	,	PUNCT
ajgt-2967	206	12	11486	11486	NUM
ajgt-2967	206	13	-	-	SYM
ajgt-2967	206	14	11488	11488	NUM
ajgt-2967	206	15	.	.	PUNCT
ajgt-2967	207	1	bowyer	bowyer	PROPN
ajgt-2967	207	2	,	,	PUNCT
ajgt-2967	207	3	k.	k.	PROPN
ajgt-2967	207	4	w.	w.	PROPN
ajgt-2967	207	5	,	,	PUNCT
ajgt-2967	207	6	hollingsworth	hollingsworth	PROPN
ajgt-2967	207	7	,	,	PUNCT
ajgt-2967	207	8	k.	k.	PROPN
ajgt-2967	207	9	,	,	PUNCT
ajgt-2967	207	10	&	&	CCONJ
ajgt-2967	207	11	flynn	flynn	PROPN
ajgt-2967	207	12	,	,	PUNCT
ajgt-2967	207	13	p.	p.	PROPN
ajgt-2967	207	14	j.	j.	PROPN
ajgt-2967	207	15	(	(	PUNCT
ajgt-2967	207	16	2008	2008	NUM
ajgt-2967	207	17	)	)	PUNCT
ajgt-2967	207	18	.	.	PUNCT
ajgt-2967	208	1	image	image	NOUN
ajgt-2967	208	2	understanding	understanding	NOUN
ajgt-2967	208	3	for	for	ADP
ajgt-2967	208	4	iris	iris	NOUN
ajgt-2967	208	5	biometrics	biometric	NOUN
ajgt-2967	208	6	:	:	PUNCT
ajgt-2967	208	7	a	a	DET
ajgt-2967	208	8	survey	survey	NOUN
ajgt-2967	208	9	.	.	PUNCT
ajgt-2967	209	1	computer	computer	NOUN
ajgt-2967	209	2	vision	vision	NOUN
ajgt-2967	209	3	and	and	CCONJ
ajgt-2967	209	4	image	image	NOUN
ajgt-2967	209	5	understanding	understanding	NOUN
ajgt-2967	209	6	,	,	PUNCT
ajgt-2967	209	7	110(2	110(2	NUM
ajgt-2967	209	8	)	)	PUNCT
ajgt-2967	209	9	,	,	PUNCT
ajgt-2967	209	10	281	281	NUM
ajgt-2967	209	11	-	-	SYM
ajgt-2967	209	12	307	307	NUM
ajgt-2967	209	13	.	.	PUNCT
ajgt-2967	210	1	das	das	PROPN
ajgt-2967	210	2	,	,	PUNCT
ajgt-2967	210	3	s.	s.	PROPN
ajgt-2967	210	4	,	,	PUNCT
ajgt-2967	210	5	&	&	CCONJ
ajgt-2967	210	6	debbarma	debbarma	PROPN
ajgt-2967	210	7	,	,	PUNCT
ajgt-2967	210	8	j.	j.	PROPN
ajgt-2967	210	9	(	(	PUNCT
ajgt-2967	210	10	2011	2011	NUM
ajgt-2967	210	11	)	)	PUNCT
ajgt-2967	210	12	.	.	PUNCT
ajgt-2967	211	1	designing	design	VERB
ajgt-2967	211	2	a	a	DET
ajgt-2967	211	3	biometric	biometric	ADJ
ajgt-2967	211	4	strategy	strategy	NOUN
ajgt-2967	211	5	(	(	PUNCT
ajgt-2967	211	6	fingerprint	fingerprint	NOUN
ajgt-2967	211	7	)	)	PUNCT
ajgt-2967	211	8	measure	measure	NOUN
ajgt-2967	211	9	for	for	ADP
ajgt-2967	211	10	enhancing	enhance	VERB
ajgt-2967	211	11	atm	atm	ADJ
ajgt-2967	211	12	security	security	NOUN
ajgt-2967	211	13	in	in	ADP
ajgt-2967	211	14	indian	indian	ADJ
ajgt-2967	211	15	e	e	NOUN
ajgt-2967	211	16	-	-	ADJ
ajgt-2967	211	17	banking	banking	ADJ
ajgt-2967	211	18	system	system	NOUN
ajgt-2967	211	19	.	.	PUNCT
ajgt-2967	212	1	international	international	ADJ
ajgt-2967	212	2	journal	journal	PROPN
ajgt-2967	212	3	of	of	ADP
ajgt-2967	212	4	information	information	NOUN
ajgt-2967	212	5	and	and	CCONJ
ajgt-2967	212	6	communication	communication	NOUN
ajgt-2967	212	7	technology	technology	NOUN
ajgt-2967	212	8	research	research	NOUN
ajgt-2967	212	9	,	,	PUNCT
ajgt-2967	212	10	1(5	1(5	NUM
ajgt-2967	212	11	)	)	PUNCT
ajgt-2967	212	12	.	.	PUNCT
ajgt-2967	213	1	daugman	daugman	PROPN
ajgt-2967	213	2	,	,	PUNCT
ajgt-2967	213	3	j.	j.	PROPN
ajgt-2967	213	4	g.	g.	PROPN
ajgt-2967	213	5	(	(	PUNCT
ajgt-2967	213	6	1993	1993	NUM
ajgt-2967	213	7	)	)	PUNCT
ajgt-2967	213	8	.	.	PUNCT
ajgt-2967	214	1	high	high	ADJ
ajgt-2967	214	2	confidence	confidence	NOUN
ajgt-2967	214	3	visual	visual	ADJ
ajgt-2967	214	4	recognition	recognition	NOUN
ajgt-2967	214	5	of	of	ADP
ajgt-2967	214	6	persons	person	NOUN
ajgt-2967	214	7	by	by	ADP
ajgt-2967	214	8	a	a	DET
ajgt-2967	214	9	test	test	NOUN
ajgt-2967	214	10	of	of	ADP
ajgt-2967	214	11	statistical	statistical	ADJ
ajgt-2967	214	12	independence	independence	NOUN
ajgt-2967	214	13	.	.	PUNCT
ajgt-2967	215	1	ieee	ieee	NOUN
ajgt-2967	215	2	transactions	transaction	NOUN
ajgt-2967	215	3	on	on	ADP
ajgt-2967	215	4	pattern	pattern	NOUN
ajgt-2967	215	5	analysis	analysis	NOUN
ajgt-2967	215	6	and	and	CCONJ
ajgt-2967	215	7	machine	machine	NOUN
ajgt-2967	215	8	intelligence	intelligence	NOUN
ajgt-2967	215	9	,	,	PUNCT
ajgt-2967	215	10	15(11	15(11	NUM
ajgt-2967	215	11	)	)	PUNCT
ajgt-2967	215	12	,	,	PUNCT
ajgt-2967	215	13	1148	1148	NUM
ajgt-2967	215	14	-	-	SYM
ajgt-2967	215	15	1161	1161	NUM
ajgt-2967	215	16	.	.	PUNCT
ajgt-2967	216	1	garg	garg	NOUN
ajgt-2967	216	2	,	,	PUNCT
ajgt-2967	216	3	h.	h.	PROPN
ajgt-2967	216	4	,	,	PUNCT
ajgt-2967	216	5	&	&	CCONJ
ajgt-2967	216	6	singh	singh	PROPN
ajgt-2967	216	7	,	,	PUNCT
ajgt-2967	216	8	s.	s.	PROPN
ajgt-2967	216	9	(	(	PUNCT
ajgt-2967	216	10	2014	2014	NUM
ajgt-2967	216	11	)	)	PUNCT
ajgt-2967	216	12	.	.	PUNCT
ajgt-2967	217	1	a	a	DET
ajgt-2967	217	2	review	review	NOUN
ajgt-2967	217	3	paper	paper	NOUN
ajgt-2967	217	4	on	on	ADP
ajgt-2967	217	5	facial	facial	ADJ
ajgt-2967	217	6	recognition	recognition	NOUN
ajgt-2967	217	7	.	.	PUNCT
ajgt-2967	218	1	international	international	ADJ
ajgt-2967	218	2	journal	journal	PROPN
ajgt-2967	218	3	of	of	ADP
ajgt-2967	218	4	enhanced	enhanced	ADJ
ajgt-2967	218	5	research	research	NOUN
ajgt-2967	218	6	in	in	ADP
ajgt-2967	218	7	science	science	NOUN
ajgt-2967	218	8	technology	technology	PROPN
ajgt-2967	218	9	&	&	CCONJ
ajgt-2967	218	10	engineering	engineering	PROPN
ajgt-2967	218	11	,	,	PUNCT
ajgt-2967	218	12	3	3	NUM
ajgt-2967	218	13	,	,	PUNCT
ajgt-2967	218	14	80	80	NUM
ajgt-2967	218	15	-	-	SYM
ajgt-2967	218	16	85	85	NUM
ajgt-2967	218	17	.	.	PUNCT
ajgt-2967	219	1	goel	goel	PROPN
ajgt-2967	219	2	,	,	PUNCT
ajgt-2967	219	3	s.	s.	PROPN
ajgt-2967	219	4	,	,	PUNCT
ajgt-2967	219	5	kaushik	kaushik	PROPN
ajgt-2967	219	6	,	,	PUNCT
ajgt-2967	219	7	a.	a.	PROPN
ajgt-2967	219	8	,	,	PUNCT
ajgt-2967	219	9	&	&	CCONJ
ajgt-2967	219	10	goel	goel	PROPN
ajgt-2967	219	11	,	,	PUNCT
ajgt-2967	219	12	k.	k.	PROPN
ajgt-2967	219	13	(	(	PUNCT
ajgt-2967	219	14	2012	2012	NUM
ajgt-2967	219	15	)	)	PUNCT
ajgt-2967	219	16	.	.	PUNCT
ajgt-2967	220	1	a	a	DET
ajgt-2967	220	2	review	review	NOUN
ajgt-2967	220	3	paper	paper	NOUN
ajgt-2967	220	4	on	on	ADP
ajgt-2967	220	5	biometrics	biometric	NOUN
ajgt-2967	220	6	:	:	PUNCT
ajgt-2967	220	7	facial	facial	ADJ
ajgt-2967	220	8	recognition	recognition	NOUN
ajgt-2967	220	9	.	.	PUNCT
ajgt-2967	221	1	international	international	ADJ
ajgt-2967	221	2	journal	journal	PROPN
ajgt-2967	221	3	of	of	ADP
ajgt-2967	221	4	scientific	scientific	ADJ
ajgt-2967	221	5	research	research	NOUN
ajgt-2967	221	6	engineering	engineering	NOUN
ajgt-2967	221	7	&	&	CCONJ
ajgt-2967	221	8	technology	technology	PROPN
ajgt-2967	221	9	(	(	PUNCT
ajgt-2967	221	10	ijsret	ijsret	ADJ
ajgt-2967	221	11	)	)	PUNCT
ajgt-2967	221	12	,	,	PUNCT
ajgt-2967	221	13	1(5	1(5	NUM
ajgt-2967	221	14	)	)	PUNCT
ajgt-2967	221	15	,	,	PUNCT
ajgt-2967	221	16	012	012	NUM
ajgt-2967	221	17	-	-	SYM
ajgt-2967	221	18	017	017	NUM
ajgt-2967	221	19	.	.	PUNCT
ajgt-2967	222	1	gulmire	gulmire	PROPN
ajgt-2967	222	2	,	,	PUNCT
ajgt-2967	222	3	k.	k.	PROPN
ajgt-2967	222	4	,	,	PUNCT
ajgt-2967	222	5	&	&	CCONJ
ajgt-2967	222	6	ganorkar	ganorkar	PROPN
ajgt-2967	222	7	,	,	PUNCT
ajgt-2967	222	8	s.	s.	PROPN
ajgt-2967	222	9	(	(	PUNCT
ajgt-2967	222	10	2012	2012	NUM
ajgt-2967	222	11	)	)	PUNCT
ajgt-2967	222	12	.	.	PUNCT
ajgt-2967	223	1	iris	iris	NOUN
ajgt-2967	223	2	recognition	recognition	NOUN
ajgt-2967	223	3	using	use	VERB
ajgt-2967	223	4	independent	independent	ADJ
ajgt-2967	223	5	component	component	NOUN
ajgt-2967	223	6	analysis	analysis	NOUN
ajgt-2967	223	7	.	.	PUNCT
ajgt-2967	224	1	international	international	ADJ
ajgt-2967	224	2	journal	journal	NOUN
ajgt-2967	224	3	of	of	ADP
ajgt-2967	224	4	emerging	emerge	VERB
ajgt-2967	224	5	technology	technology	NOUN
ajgt-2967	224	6	and	and	CCONJ
ajgt-2967	224	7	advanced	advanced	ADJ
ajgt-2967	224	8	engineering	engineering	NOUN
ajgt-2967	224	9	,	,	PUNCT
ajgt-2967	224	10	2(7	2(7	NUM
ajgt-2967	224	11	)	)	PUNCT
ajgt-2967	224	12	,	,	PUNCT
ajgt-2967	224	13	433	433	NUM
ajgt-2967	224	14	-	-	SYM
ajgt-2967	224	15	437	437	NUM
ajgt-2967	224	16	.	.	PUNCT
ajgt-2967	225	1	gupta	gupta	PROPN
ajgt-2967	225	2	,	,	PUNCT
ajgt-2967	225	3	n.	n.	NOUN
ajgt-2967	225	4	,	,	PUNCT
ajgt-2967	225	5	&	&	CCONJ
ajgt-2967	225	6	sharma	sharma	PROPN
ajgt-2967	225	7	,	,	PUNCT
ajgt-2967	225	8	a.	a.	NOUN
ajgt-2967	225	9	(	(	PUNCT
ajgt-2967	225	10	2013	2013	NUM
ajgt-2967	225	11	)	)	PUNCT
ajgt-2967	225	12	.	.	PUNCT
ajgt-2967	226	1	review	review	NOUN
ajgt-2967	226	2	of	of	ADP
ajgt-2967	226	3	biometric	biometric	ADJ
ajgt-2967	226	4	technologies	technology	NOUN
ajgt-2967	226	5	used	use	VERB
ajgt-2967	226	6	for	for	ADP
ajgt-2967	226	7	atm	atm	NOUN
ajgt-2967	226	8	security	security	NOUN
ajgt-2967	226	9	.	.	PUNCT
ajgt-2967	227	1	international	international	ADJ
ajgt-2967	227	2	journal	journal	NOUN
ajgt-2967	227	3	of	of	ADP
ajgt-2967	227	4	engineering	engineering	NOUN
ajgt-2967	227	5	and	and	CCONJ
ajgt-2967	227	6	innovative	innovative	ADJ
ajgt-2967	227	7	technology	technology	NOUN
ajgt-2967	227	8	,	,	PUNCT
ajgt-2967	227	9	3(2	3(2	NUM
ajgt-2967	227	10	)	)	PUNCT
ajgt-2967	227	11	,	,	PUNCT
ajgt-2967	227	12	460465	460465	NUM
ajgt-2967	227	13	.	.	PUNCT
ajgt-2967	228	1	gyamfi	gyamfi	PROPN
ajgt-2967	228	2	,	,	PUNCT
ajgt-2967	228	3	n.	n.	PROPN
ajgt-2967	228	4	k.	k.	PROPN
ajgt-2967	228	5	,	,	PUNCT
ajgt-2967	228	6	mohammed	mohammed	PROPN
ajgt-2967	228	7	,	,	PUNCT
ajgt-2967	228	8	m.	m.	NOUN
ajgt-2967	228	9	a.	a.	PROPN
ajgt-2967	228	10	,	,	PUNCT
ajgt-2967	228	11	nuamah	nuamah	NOUN
ajgt-2967	228	12	-	-	PUNCT
ajgt-2967	228	13	gyambra	gyambra	NOUN
ajgt-2967	228	14	,	,	PUNCT
ajgt-2967	228	15	k.	k.	PROPN
ajgt-2967	228	16	,	,	PUNCT
ajgt-2967	228	17	katsriku	katsriku	PROPN
ajgt-2967	228	18	,	,	PUNCT
ajgt-2967	228	19	f.	f.	PROPN
ajgt-2967	228	20	,	,	PUNCT
ajgt-2967	228	21	&	&	CCONJ
ajgt-2967	228	22	abdulah	abdulah	PROPN
ajgt-2967	228	23	,	,	PUNCT
ajgt-2967	228	24	j.-d	j.-d	PROPN
ajgt-2967	228	25	.	.	PUNCT
ajgt-2967	229	1	(	(	PUNCT
ajgt-2967	229	2	2016	2016	NUM
ajgt-2967	229	3	)	)	PUNCT
ajgt-2967	229	4	.	.	PUNCT
ajgt-2967	230	1	enhancing	enhance	VERB
ajgt-2967	230	2	the	the	DET
ajgt-2967	230	3	security	security	NOUN
ajgt-2967	230	4	features	feature	NOUN
ajgt-2967	230	5	of	of	ADP
ajgt-2967	230	6	automated	automate	VERB
ajgt-2967	230	7	teller	teller	NOUN
ajgt-2967	230	8	machines	machine	NOUN
ajgt-2967	230	9	(	(	PUNCT
ajgt-2967	230	10	atms	atms	PROPN
ajgt-2967	230	11	):	):	PUNCT
ajgt-2967	230	12	a	a	DET
ajgt-2967	230	13	ghanaian	ghanaian	ADJ
ajgt-2967	230	14	perspective	perspective	NOUN
ajgt-2967	230	15	.	.	PUNCT
ajgt-2967	231	1	international	international	ADJ
ajgt-2967	231	2	journal	journal	PROPN
ajgt-2967	231	3	of	of	ADP
ajgt-2967	231	4	applied	apply	VERB
ajgt-2967	231	5	science	science	NOUN
ajgt-2967	231	6	and	and	CCONJ
ajgt-2967	231	7	technology	technology	NOUN
ajgt-2967	231	8	,	,	PUNCT
ajgt-2967	231	9	6(1	6(1	NUM
ajgt-2967	231	10	)	)	PUNCT
ajgt-2967	231	11	.	.	PUNCT
ajgt-2967	232	1	harakannanavar	harakannanavar	PROPN
ajgt-2967	232	2	,	,	PUNCT
ajgt-2967	232	3	s.	s.	PROPN
ajgt-2967	232	4	s.	s.	PROPN
ajgt-2967	232	5	,	,	PUNCT
ajgt-2967	232	6	prabhushetty	prabhushetty	PROPN
ajgt-2967	232	7	,	,	PUNCT
ajgt-2967	232	8	k.	k.	PROPN
ajgt-2967	232	9	,	,	PUNCT
ajgt-2967	232	10	hugar	hugar	NOUN
ajgt-2967	232	11	,	,	PUNCT
ajgt-2967	232	12	c.	c.	PROPN
ajgt-2967	232	13	,	,	PUNCT
ajgt-2967	232	14	sheravi	sheravi	PROPN
ajgt-2967	232	15	,	,	PUNCT
ajgt-2967	232	16	a.	a.	NOUN
ajgt-2967	232	17	,	,	PUNCT
ajgt-2967	232	18	badiger	badiger	NOUN
ajgt-2967	232	19	,	,	PUNCT
ajgt-2967	232	20	m.	m.	NOUN
ajgt-2967	232	21	,	,	PUNCT
ajgt-2967	232	22	&	&	CCONJ
ajgt-2967	232	23	patil	patil	PROPN
ajgt-2967	232	24	,	,	PUNCT
ajgt-2967	232	25	p.	p.	NOUN
ajgt-2967	232	26	(	(	PUNCT
ajgt-2967	232	27	2018	2018	NUM
ajgt-2967	232	28	)	)	PUNCT
ajgt-2967	232	29	.	.	PUNCT
ajgt-2967	233	1	iremd	iremd	PROPN
ajgt-2967	233	2	:	:	PUNCT
ajgt-2967	233	3	an	an	DET
ajgt-2967	233	4	efficient	efficient	ADJ
ajgt-2967	233	5	algorithm	algorithm	NOUN
ajgt-2967	233	6	for	for	ADP
ajgt-2967	233	7	iris	iris	NOUN
ajgt-2967	233	8	recognition	recognition	NOUN
ajgt-2967	233	9	.	.	PUNCT
ajgt-2967	234	1	international	international	ADJ
ajgt-2967	234	2	journal	journal	PROPN
ajgt-2967	234	3	of	of	ADP
ajgt-2967	234	4	advanced	advanced	ADJ
ajgt-2967	234	5	networking	networking	NOUN
ajgt-2967	234	6	and	and	CCONJ
ajgt-2967	234	7	applications	application	NOUN
ajgt-2967	234	8	,	,	PUNCT
ajgt-2967	234	9	9(5	9(5	NUM
ajgt-2967	234	10	)	)	PUNCT
ajgt-2967	234	11	,	,	PUNCT
ajgt-2967	234	12	3580	3580	NUM
ajgt-2967	234	13	-	-	SYM
ajgt-2967	234	14	3587	3587	NUM
ajgt-2967	234	15	.	.	PUNCT
ajgt-2967	235	1	hu	hu	PROPN
ajgt-2967	235	2	,	,	PUNCT
ajgt-2967	235	3	y.	y.	NOUN
ajgt-2967	235	4	,	,	PUNCT
ajgt-2967	235	5	sirlantzis	sirlantzi	NOUN
ajgt-2967	235	6	,	,	PUNCT
ajgt-2967	235	7	k.	k.	PROPN
ajgt-2967	235	8	,	,	PUNCT
ajgt-2967	235	9	&	&	CCONJ
ajgt-2967	235	10	howells	howells	PROPN
ajgt-2967	235	11	,	,	PUNCT
ajgt-2967	235	12	g.	g.	PROPN
ajgt-2967	235	13	(	(	PUNCT
ajgt-2967	235	14	2016	2016	NUM
ajgt-2967	235	15	)	)	PUNCT
ajgt-2967	235	16	.	.	PUNCT
ajgt-2967	236	1	optimal	optimal	ADJ
ajgt-2967	236	2	generation	generation	NOUN
ajgt-2967	236	3	of	of	ADP
ajgt-2967	236	4	iris	iris	NOUN
ajgt-2967	236	5	codes	code	NOUN
ajgt-2967	236	6	for	for	ADP
ajgt-2967	236	7	iris	iris	NOUN
ajgt-2967	236	8	recognition	recognition	NOUN
ajgt-2967	236	9	.	.	PUNCT
ajgt-2967	237	1	ieee	ieee	NOUN
ajgt-2967	237	2	transactions	transaction	NOUN
ajgt-2967	237	3	on	on	ADP
ajgt-2967	237	4	information	information	NOUN
ajgt-2967	237	5	forensics	forensic	NOUN
ajgt-2967	237	6	and	and	CCONJ
ajgt-2967	237	7	security	security	NOUN
ajgt-2967	237	8	,	,	PUNCT
ajgt-2967	237	9	12(1	12(1	NUM
ajgt-2967	237	10	)	)	PUNCT
ajgt-2967	237	11	,	,	PUNCT
ajgt-2967	237	12	157	157	NUM
ajgt-2967	237	13	-	-	SYM
ajgt-2967	237	14	171	171	NUM
ajgt-2967	237	15	.	.	PUNCT
ajgt-2967	238	1	kamble	kamble	ADJ
ajgt-2967	238	2	,	,	PUNCT
ajgt-2967	238	3	p.	p.	NOUN
ajgt-2967	238	4	,	,	PUNCT
ajgt-2967	238	5	&	&	CCONJ
ajgt-2967	238	6	nikumbh	nikumbh	PROPN
ajgt-2967	238	7	,	,	PUNCT
ajgt-2967	238	8	s.	s.	PROPN
ajgt-2967	238	9	(	(	PUNCT
ajgt-2967	238	10	2015	2015	NUM
ajgt-2967	238	11	)	)	PUNCT
ajgt-2967	238	12	.	.	PUNCT
ajgt-2967	239	1	security	security	NOUN
ajgt-2967	239	2	system	system	NOUN
ajgt-2967	239	3	in	in	ADP
ajgt-2967	239	4	atm	atm	NOUN
ajgt-2967	239	5	using	use	VERB
ajgt-2967	239	6	multimodal	multimodal	ADJ
ajgt-2967	239	7	biometric	biometric	ADJ
ajgt-2967	239	8	system	system	NOUN
ajgt-2967	239	9	and	and	CCONJ
ajgt-2967	239	10	steganographic	steganographic	ADJ
ajgt-2967	239	11	technique	technique	NOUN
ajgt-2967	239	12	.	.	PUNCT
ajgt-2967	240	1	int	int	NOUN
ajgt-2967	240	2	.	.	PUNCT
ajgt-2967	241	1	j.	j.	PROPN
ajgt-2967	241	2	innov	innov	PROPN
ajgt-2967	241	3	.	.	PUNCT
ajgt-2967	242	1	res	re	NOUN
ajgt-2967	242	2	.	.	PUNCT
ajgt-2967	243	1	sci	sci	PROPN
ajgt-2967	243	2	.	.	PUNCT
ajgt-2967	244	1	eng	eng	PROPN
ajgt-2967	244	2	.	.	PROPN
ajgt-2967	244	3	technol	technol	PROPN
ajgt-2967	244	4	.	.	PROPN
ajgt-2967	244	5	,	,	PUNCT
ajgt-2967	244	6	4(4	4(4	NUM
ajgt-2967	244	7	)	)	PUNCT
ajgt-2967	244	8	,	,	PUNCT
ajgt-2967	244	9	2161	2161	NUM
ajgt-2967	244	10	-	-	SYM
ajgt-2967	244	11	2167	2167	NUM
ajgt-2967	244	12	.	.	PUNCT
ajgt-2967	245	1	lim	lim	PROPN
ajgt-2967	245	2	,	,	PUNCT
ajgt-2967	245	3	s.	s.	PROPN
ajgt-2967	245	4	,	,	PUNCT
ajgt-2967	245	5	lee	lee	PROPN
ajgt-2967	245	6	,	,	PUNCT
ajgt-2967	245	7	k.	k.	PROPN
ajgt-2967	245	8	,	,	PUNCT
ajgt-2967	245	9	byeon	byeon	PROPN
ajgt-2967	245	10	,	,	PUNCT
ajgt-2967	245	11	o.	o.	PROPN
ajgt-2967	245	12	,	,	PUNCT
ajgt-2967	245	13	&	&	CCONJ
ajgt-2967	245	14	kim	kim	PROPN
ajgt-2967	245	15	,	,	PUNCT
ajgt-2967	245	16	t.	t.	PROPN
ajgt-2967	245	17	(	(	PUNCT
ajgt-2967	245	18	2001	2001	NUM
ajgt-2967	245	19	)	)	PUNCT
ajgt-2967	245	20	.	.	PUNCT
ajgt-2967	246	1	efficient	efficient	ADJ
ajgt-2967	246	2	iris	iris	NOUN
ajgt-2967	246	3	recognition	recognition	NOUN
ajgt-2967	246	4	through	through	ADP
ajgt-2967	246	5	improvement	improvement	NOUN
ajgt-2967	246	6	of	of	ADP
ajgt-2967	246	7	feature	feature	NOUN
ajgt-2967	246	8	vector	vector	NOUN
ajgt-2967	246	9	and	and	CCONJ
ajgt-2967	246	10	classifier	classifier	NOUN
ajgt-2967	246	11	.	.	PUNCT
ajgt-2967	246	12	etri	etri	PROPN
ajgt-2967	246	13	journal	journal	PROPN
ajgt-2967	246	14	,	,	PUNCT
ajgt-2967	246	15	23(2	23(2	NUM
ajgt-2967	246	16	)	)	PUNCT
ajgt-2967	246	17	,	,	PUNCT
ajgt-2967	246	18	61	61	NUM
ajgt-2967	246	19	-	-	SYM
ajgt-2967	246	20	70	70	NUM
ajgt-2967	246	21	.	.	PUNCT
ajgt-2967	247	1	malviya	malviya	PROPN
ajgt-2967	247	2	,	,	PUNCT
ajgt-2967	247	3	d.	d.	PROPN
ajgt-2967	247	4	(	(	PUNCT
ajgt-2967	247	5	2014	2014	NUM
ajgt-2967	247	6	)	)	PUNCT
ajgt-2967	247	7	.	.	PUNCT
ajgt-2967	248	1	face	face	NOUN
ajgt-2967	248	2	recognition	recognition	NOUN
ajgt-2967	248	3	technique	technique	NOUN
ajgt-2967	248	4	:	:	PUNCT
ajgt-2967	248	5	enhanced	enhance	VERB
ajgt-2967	248	6	safety	safety	NOUN
ajgt-2967	248	7	approach	approach	NOUN
ajgt-2967	248	8	for	for	ADP
ajgt-2967	248	9	atm	atm	PROPN
ajgt-2967	248	10	.	.	PUNCT
ajgt-2967	249	1	international	international	ADJ
ajgt-2967	249	2	journal	journal	PROPN
ajgt-2967	249	3	of	of	ADP
ajgt-2967	249	4	scientific	scientific	ADJ
ajgt-2967	249	5	and	and	CCONJ
ajgt-2967	249	6	research	research	NOUN
ajgt-2967	249	7	publications	publication	NOUN
ajgt-2967	249	8	,	,	PUNCT
ajgt-2967	249	9	4(12	4(12	NUM
ajgt-2967	249	10	)	)	PUNCT
ajgt-2967	249	11	,	,	PUNCT
ajgt-2967	249	12	1	1	NUM
ajgt-2967	249	13	-	-	SYM
ajgt-2967	249	14	6	6	NUM
ajgt-2967	249	15	.	.	PUNCT
ajgt-2967	250	1	mane	mane	PROPN
ajgt-2967	250	2	,	,	PUNCT
ajgt-2967	250	3	a.	a.	PROPN
ajgt-2967	250	4	,	,	PUNCT
ajgt-2967	250	5	rajeshirke	rajeshirke	PROPN
ajgt-2967	250	6	,	,	PUNCT
ajgt-2967	250	7	n.	n.	NOUN
ajgt-2967	250	8	,	,	PUNCT
ajgt-2967	250	9	&	&	CCONJ
ajgt-2967	250	10	kumbhar	kumbhar	PROPN
ajgt-2967	250	11	,	,	PUNCT
ajgt-2967	250	12	r.	r.	PROPN
ajgt-2967	250	13	(	(	PUNCT
ajgt-2967	250	14	2017	2017	NUM
ajgt-2967	250	15	)	)	PUNCT
ajgt-2967	250	16	.	.	PUNCT
ajgt-2967	251	1	measuring	measure	VERB
ajgt-2967	251	2	effectiveness	effectiveness	NOUN
ajgt-2967	251	3	of	of	ADP
ajgt-2967	251	4	atms	atms	NOUN
ajgt-2967	251	5	as	as	ADP
ajgt-2967	251	6	workload	workload	NOUN
ajgt-2967	251	7	relievers	reliever	NOUN
ajgt-2967	251	8	:	:	PUNCT
ajgt-2967	251	9	a	a	DET
ajgt-2967	251	10	study	study	NOUN
ajgt-2967	251	11	with	with	ADP
ajgt-2967	251	12	reference	reference	NOUN
ajgt-2967	251	13	to	to	ADP
ajgt-2967	251	14	cooperative	cooperative	ADJ
ajgt-2967	251	15	and	and	CCONJ
ajgt-2967	251	16	private	private	ADJ
ajgt-2967	251	17	sector	sector	NOUN
ajgt-2967	251	18	banks	bank	NOUN
ajgt-2967	251	19	in	in	ADP
ajgt-2967	251	20	pune	pune	ADJ
ajgt-2967	251	21	city	city	NOUN
ajgt-2967	251	22	.	.	PUNCT
ajgt-2967	252	1	journal	journal	PROPN
ajgt-2967	252	2	of	of	ADP
ajgt-2967	252	3	commerce	commerce	PROPN
ajgt-2967	252	4	and	and	CCONJ
ajgt-2967	252	5	management	management	NOUN
ajgt-2967	252	6	thought	think	VERB
ajgt-2967	252	7	,	,	PUNCT
ajgt-2967	252	8	8(1	8(1	NOUN
ajgt-2967	252	9	)	)	PUNCT
ajgt-2967	252	10	,	,	PUNCT
ajgt-2967	252	11	151	151	NUM
ajgt-2967	252	12	.	.	PUNCT
ajgt-2967	253	1	parmar	parmar	PROPN
ajgt-2967	253	2	,	,	PUNCT
ajgt-2967	253	3	d.	d.	PROPN
ajgt-2967	253	4	n.	n.	PROPN
ajgt-2967	253	5	,	,	PUNCT
ajgt-2967	253	6	&	&	CCONJ
ajgt-2967	253	7	mehta	mehta	PROPN
ajgt-2967	253	8	,	,	PUNCT
ajgt-2967	253	9	b.	b.	PROPN
ajgt-2967	253	10	b.	b.	PROPN
ajgt-2967	253	11	(	(	PUNCT
ajgt-2967	253	12	2014	2014	NUM
ajgt-2967	253	13	)	)	PUNCT
ajgt-2967	253	14	.	.	PUNCT
ajgt-2967	254	1	face	face	NOUN
ajgt-2967	254	2	recognition	recognition	NOUN
ajgt-2967	254	3	methods	method	NOUN
ajgt-2967	254	4	&	&	CCONJ
ajgt-2967	254	5	applications	application	NOUN
ajgt-2967	254	6	.	.	PUNCT
ajgt-2967	255	1	arxiv	arxiv	PROPN
ajgt-2967	255	2	preprint	preprint	PROPN
ajgt-2967	255	3	arxiv:1403.0485	arxiv:1403.0485	NOUN
ajgt-2967	255	4	.	.	PUNCT
ajgt-2967	256	1	patil	patil	PROPN
ajgt-2967	256	2	,	,	PUNCT
ajgt-2967	256	3	m.	m.	NOUN
ajgt-2967	256	4	a.	a.	PROPN
ajgt-2967	256	5	,	,	PUNCT
ajgt-2967	256	6	wanere	wanere	ADV
ajgt-2967	256	7	,	,	PUNCT
ajgt-2967	256	8	s.	s.	PROPN
ajgt-2967	256	9	p.	p.	PROPN
ajgt-2967	256	10	,	,	PUNCT
ajgt-2967	256	11	maighane	maighane	PROPN
ajgt-2967	256	12	,	,	PUNCT
ajgt-2967	256	13	r.	r.	PROPN
ajgt-2967	256	14	p.	p.	PROPN
ajgt-2967	256	15	,	,	PUNCT
ajgt-2967	256	16	&	&	CCONJ
ajgt-2967	256	17	tiwari	tiwari	PROPN
ajgt-2967	256	18	,	,	PUNCT
ajgt-2967	256	19	a.	a.	PROPN
ajgt-2967	256	20	r.	r.	PROPN
ajgt-2967	256	21	(	(	PUNCT
ajgt-2967	256	22	2013	2013	NUM
ajgt-2967	256	23	)	)	PUNCT
ajgt-2967	256	24	.	.	PUNCT
ajgt-2967	257	1	atm	atm	PROPN
ajgt-2967	257	2	transaction	transaction	NOUN
ajgt-2967	257	3	using	use	VERB
ajgt-2967	257	4	biometric	biometric	ADJ
ajgt-2967	257	5	pa	pa	PROPN
ajgt-2967	257	6	ge	ge	PROPN
ajgt-2967	257	7	75	75	NUM
ajgt-2967	257	8	https://journals.e-palli.com/home/index.php/ajgt	https://journals.e-palli.com/home/index.php/ajgt	PROPN
ajgt-2967	257	9	am	be	AUX
ajgt-2967	257	10	.	.	PUNCT
ajgt-2967	258	1	j.	j.	PROPN
ajgt-2967	258	2	geo	geo	PROPN
ajgt-2967	258	3	spat	spat	PROPN
ajgt-2967	258	4	.	.	PUNCT
ajgt-2967	259	1	technol	technol	PROPN
ajgt-2967	259	2	.	.	PUNCT
ajgt-2967	260	1	3(1	3(1	NUM
ajgt-2967	260	2	)	)	PUNCT
ajgt-2967	260	3	69	69	NUM
ajgt-2967	260	4	-	-	SYM
ajgt-2967	260	5	75	75	NUM
ajgt-2967	260	6	,	,	PUNCT
ajgt-2967	260	7	2024	2024	NUM
ajgt-2967	260	8	fingerprint	fingerprint	NOUN
ajgt-2967	260	9	technology	technology	NOUN
ajgt-2967	260	10	.	.	PUNCT
ajgt-2967	261	1	international	international	ADJ
ajgt-2967	261	2	journal	journal	PROPN
ajgt-2967	261	3	of	of	ADP
ajgt-2967	261	4	electronics	electronic	NOUN
ajgt-2967	261	5	,	,	PUNCT
ajgt-2967	261	6	communication	communication	NOUN
ajgt-2967	261	7	and	and	CCONJ
ajgt-2967	261	8	soft	soft	ADJ
ajgt-2967	261	9	computing	computing	NOUN
ajgt-2967	261	10	science	science	NOUN
ajgt-2967	261	11	&	&	CCONJ
ajgt-2967	261	12	engineering	engineering	PROPN
ajgt-2967	261	13	(	(	PUNCT
ajgt-2967	261	14	ijecscse	ijecscse	PROPN
ajgt-2967	261	15	)	)	PUNCT
ajgt-2967	261	16	,	,	PUNCT
ajgt-2967	261	17	2(6	2(6	NUM
ajgt-2967	261	18	)	)	PUNCT
ajgt-2967	261	19	,	,	PUNCT
ajgt-2967	261	20	22	22	NUM
ajgt-2967	261	21	.	.	PUNCT
ajgt-2967	262	1	raghavendra	raghavendra	PROPN
ajgt-2967	262	2	,	,	PUNCT
ajgt-2967	262	3	c.	c.	PROPN
ajgt-2967	262	4	(	(	PUNCT
ajgt-2967	262	5	2012	2012	NUM
ajgt-2967	262	6	)	)	PUNCT
ajgt-2967	262	7	.	.	PUNCT
ajgt-2967	263	1	high	high	ADJ
ajgt-2967	263	2	protection	protection	PROPN
ajgt-2967	263	3	human	human	ADJ
ajgt-2967	263	4	iris	iris	NOUN
ajgt-2967	263	5	authentication	authentication	NOUN
ajgt-2967	263	6	in	in	ADP
ajgt-2967	263	7	new	new	ADJ
ajgt-2967	263	8	atm	atm	PROPN
ajgt-2967	263	9	terminal	terminal	PROPN
ajgt-2967	263	10	design	design	NOUN
ajgt-2967	263	11	using	use	VERB
ajgt-2967	263	12	biometrics	biometric	NOUN
ajgt-2967	263	13	mechanism	mechanism	NOUN
ajgt-2967	263	14	.	.	PUNCT
ajgt-2967	264	1	journal	journal	PROPN
ajgt-2967	264	2	of	of	ADP
ajgt-2967	264	3	global	global	ADJ
ajgt-2967	264	4	research	research	NOUN
ajgt-2967	264	5	in	in	ADP
ajgt-2967	264	6	computer	computer	NOUN
ajgt-2967	264	7	science	science	NOUN
ajgt-2967	264	8	,	,	PUNCT
ajgt-2967	264	9	3(11	3(11	NUM
ajgt-2967	264	10	)	)	PUNCT
ajgt-2967	264	11	.	.	PUNCT
ajgt-2967	265	1	rai	rai	PROPN
ajgt-2967	265	2	,	,	PUNCT
ajgt-2967	265	3	h.	h.	PROPN
ajgt-2967	265	4	,	,	PUNCT
ajgt-2967	265	5	&	&	CCONJ
ajgt-2967	265	6	yadav	yadav	PROPN
ajgt-2967	265	7	,	,	PUNCT
ajgt-2967	265	8	a.	a.	NOUN
ajgt-2967	265	9	(	(	PUNCT
ajgt-2967	265	10	2014	2014	NUM
ajgt-2967	265	11	)	)	PUNCT
ajgt-2967	265	12	.	.	PUNCT
ajgt-2967	266	1	iris	iris	NOUN
ajgt-2967	266	2	recognition	recognition	NOUN
ajgt-2967	266	3	using	use	VERB
ajgt-2967	266	4	combined	combined	ADJ
ajgt-2967	266	5	support	support	NOUN
ajgt-2967	266	6	vector	vector	NOUN
ajgt-2967	266	7	machine	machine	NOUN
ajgt-2967	266	8	and	and	CCONJ
ajgt-2967	266	9	hamming	hamming	NOUN
ajgt-2967	266	10	distance	distance	NOUN
ajgt-2967	266	11	approach	approach	NOUN
ajgt-2967	266	12	.	.	PUNCT
ajgt-2967	267	1	expert	expert	NOUN
ajgt-2967	267	2	systems	system	NOUN
ajgt-2967	267	3	with	with	ADP
ajgt-2967	267	4	applications	application	NOUN
ajgt-2967	267	5	,	,	PUNCT
ajgt-2967	267	6	41(2	41(2	NUM
ajgt-2967	267	7	)	)	PUNCT
ajgt-2967	267	8	,	,	PUNCT
ajgt-2967	267	9	588	588	NUM
ajgt-2967	267	10	-	-	SYM
ajgt-2967	267	11	593	593	NUM
ajgt-2967	267	12	.	.	PUNCT
ajgt-2967	268	1	raj	raj	PROPN
ajgt-2967	268	2	,	,	PUNCT
ajgt-2967	268	3	b.	b.	PROPN
ajgt-2967	268	4	s.	s.	PROPN
ajgt-2967	268	5	(	(	PUNCT
ajgt-2967	268	6	2013	2013	NUM
ajgt-2967	268	7	)	)	PUNCT
ajgt-2967	268	8	.	.	PUNCT
ajgt-2967	269	1	a	a	DET
ajgt-2967	269	2	third	third	ADJ
ajgt-2967	269	3	generation	generation	NOUN
ajgt-2967	269	4	automated	automate	VERB
ajgt-2967	269	5	teller	teller	NOUN
ajgt-2967	269	6	machine	machine	NOUN
ajgt-2967	269	7	using	use	VERB
ajgt-2967	269	8	universal	universal	ADJ
ajgt-2967	269	9	subscriber	subscriber	NOUN
ajgt-2967	269	10	module	module	NOUN
ajgt-2967	269	11	with	with	ADP
ajgt-2967	269	12	iris	iris	NOUN
ajgt-2967	269	13	recognition	recognition	NOUN
ajgt-2967	269	14	.	.	PUNCT
ajgt-2967	270	1	image	image	NOUN
ajgt-2967	270	2	,	,	PUNCT
ajgt-2967	270	3	1(3	1(3	NUM
ajgt-2967	270	4	)	)	PUNCT
ajgt-2967	270	5	.	.	PUNCT
ajgt-2967	271	1	rao	rao	PROPN
ajgt-2967	271	2	,	,	PUNCT
ajgt-2967	271	3	k.	k.	PROPN
ajgt-2967	271	4	l.	l.	PROPN
ajgt-2967	271	5	n.	n.	PROPN
ajgt-2967	271	6	,	,	PUNCT
ajgt-2967	271	7	kulkarni	kulkarni	PROPN
ajgt-2967	271	8	,	,	PUNCT
ajgt-2967	271	9	v.	v.	PROPN
ajgt-2967	271	10	,	,	PUNCT
ajgt-2967	271	11	&	&	CCONJ
ajgt-2967	271	12	reddy	reddy	PROPN
ajgt-2967	271	13	,	,	PUNCT
ajgt-2967	271	14	c.	c.	PROPN
ajgt-2967	271	15	k.	k.	PROPN
ajgt-2967	271	16	(	(	PUNCT
ajgt-2967	271	17	2012	2012	NUM
ajgt-2967	271	18	)	)	PUNCT
ajgt-2967	271	19	.	.	PUNCT
ajgt-2967	272	1	recognition	recognition	NOUN
ajgt-2967	272	2	technique	technique	NOUN
ajgt-2967	272	3	for	for	ADP
ajgt-2967	272	4	atm	atm	NOUN
ajgt-2967	272	5	based	base	VERB
ajgt-2967	272	6	on	on	ADP
ajgt-2967	272	7	iris	iris	NOUN
ajgt-2967	272	8	technology	technology	NOUN
ajgt-2967	272	9	.	.	PUNCT
ajgt-2967	273	1	international	international	ADJ
ajgt-2967	273	2	journal	journal	PROPN
ajgt-2967	273	3	of	of	ADP
ajgt-2967	273	4	engineering	engineering	NOUN
ajgt-2967	273	5	research	research	NOUN
ajgt-2967	273	6	and	and	CCONJ
ajgt-2967	273	7	development	development	NOUN
ajgt-2967	273	8	,	,	PUNCT
ajgt-2967	273	9	3(11	3(11	NUM
ajgt-2967	273	10	)	)	PUNCT
ajgt-2967	273	11	,	,	PUNCT
ajgt-2967	273	12	39	39	NUM
ajgt-2967	273	13	-	-	SYM
ajgt-2967	273	14	45	45	NUM
ajgt-2967	273	15	.	.	PUNCT
ajgt-2967	273	16	sainis	sainis	PROPN
ajgt-2967	273	17	,	,	PUNCT
ajgt-2967	273	18	n.	n.	PROPN
ajgt-2967	273	19	,	,	PUNCT
ajgt-2967	273	20	&	&	CCONJ
ajgt-2967	273	21	saini	saini	PROPN
ajgt-2967	273	22	,	,	PUNCT
ajgt-2967	273	23	r.	r.	PROPN
ajgt-2967	273	24	(	(	PUNCT
ajgt-2967	273	25	2015	2015	NUM
ajgt-2967	273	26	)	)	PUNCT
ajgt-2967	273	27	.	.	PUNCT
ajgt-2967	274	1	biometrics	biometric	NOUN
ajgt-2967	274	2	:	:	PUNCT
ajgt-2967	274	3	cardless	cardless	NOUN
ajgt-2967	274	4	secured	secure	VERB
ajgt-2967	274	5	architecture	architecture	NOUN
ajgt-2967	274	6	for	for	ADP
ajgt-2967	274	7	authentication	authentication	NOUN
ajgt-2967	274	8	in	in	ADP
ajgt-2967	274	9	atm	atm	NOUN
ajgt-2967	274	10	using	use	VERB
ajgt-2967	274	11	iris	iris	NOUN
ajgt-2967	274	12	technology	technology	NOUN
ajgt-2967	274	13	.	.	PUNCT
ajgt-2967	275	1	international	international	ADJ
ajgt-2967	275	2	journal	journal	NOUN
ajgt-2967	275	3	of	of	ADP
ajgt-2967	275	4	innovative	innovative	ADJ
ajgt-2967	275	5	research	research	NOUN
ajgt-2967	275	6	in	in	ADP
ajgt-2967	275	7	computer	computer	NOUN
ajgt-2967	275	8	and	and	CCONJ
ajgt-2967	275	9	communication	communication	NOUN
ajgt-2967	275	10	engineering	engineering	NOUN
ajgt-2967	275	11	,	,	PUNCT
ajgt-2967	275	12	3(6	3(6	NUM
ajgt-2967	275	13	)	)	PUNCT
ajgt-2967	275	14	,	,	PUNCT
ajgt-2967	275	15	54235428	54235428	NUM
ajgt-2967	275	16	.	.	PUNCT
ajgt-2967	276	1	smereka	smereka	PROPN
ajgt-2967	276	2	,	,	PUNCT
ajgt-2967	276	3	j.	j.	PROPN
ajgt-2967	276	4	m.	m.	PROPN
ajgt-2967	276	5	(	(	PUNCT
ajgt-2967	276	6	2010	2010	NUM
ajgt-2967	276	7	)	)	PUNCT
ajgt-2967	276	8	.	.	PUNCT
ajgt-2967	277	1	a	a	DET
ajgt-2967	277	2	new	new	ADJ
ajgt-2967	277	3	method	method	NOUN
ajgt-2967	277	4	of	of	ADP
ajgt-2967	277	5	pupil	pupil	ADJ
ajgt-2967	277	6	identification	identification	NOUN
ajgt-2967	277	7	.	.	PUNCT
ajgt-2967	278	1	ieee	ieee	NOUN
ajgt-2967	278	2	potentials	potential	NOUN
ajgt-2967	278	3	,	,	PUNCT
ajgt-2967	278	4	29(2	29(2	NUM
ajgt-2967	278	5	)	)	PUNCT
ajgt-2967	278	6	,	,	PUNCT
ajgt-2967	278	7	15	15	NUM
ajgt-2967	278	8	-	-	SYM
ajgt-2967	278	9	20	20	NUM
ajgt-2967	278	10	.	.	PUNCT
ajgt-2967	279	1	srivastava	srivastava	PROPN
ajgt-2967	279	2	,	,	PUNCT
ajgt-2967	279	3	h.	h.	PROPN
ajgt-2967	279	4	(	(	PUNCT
ajgt-2967	279	5	2013	2013	NUM
ajgt-2967	279	6	)	)	PUNCT
ajgt-2967	279	7	.	.	PUNCT
ajgt-2967	280	1	personal	personal	ADJ
ajgt-2967	280	2	identification	identification	NOUN
ajgt-2967	280	3	using	use	VERB
ajgt-2967	280	4	iris	iris	NOUN
ajgt-2967	280	5	recognition	recognition	NOUN
ajgt-2967	280	6	system	system	NOUN
ajgt-2967	280	7	,	,	PUNCT
ajgt-2967	280	8	a	a	DET
ajgt-2967	280	9	review	review	NOUN
ajgt-2967	280	10	.	.	PUNCT
ajgt-2967	281	1	international	international	ADJ
ajgt-2967	281	2	journal	journal	PROPN
ajgt-2967	281	3	of	of	ADP
ajgt-2967	281	4	engineering	engineering	NOUN
ajgt-2967	281	5	research	research	NOUN
ajgt-2967	281	6	and	and	CCONJ
ajgt-2967	281	7	applications	application	NOUN
ajgt-2967	281	8	(	(	PUNCT
ajgt-2967	281	9	ijera	ijera	NOUN
ajgt-2967	281	10	)	)	PUNCT
ajgt-2967	281	11	,	,	PUNCT
ajgt-2967	281	12	3(3	3(3	NUM
ajgt-2967	281	13	)	)	PUNCT
ajgt-2967	281	14	,	,	PUNCT
ajgt-2967	281	15	449453	449453	NUM
ajgt-2967	281	16	.	.	PUNCT
ajgt-2967	282	1	suganya	suganya	ADJ
ajgt-2967	282	2	,	,	PUNCT
ajgt-2967	282	3	t.	t.	PROPN
ajgt-2967	282	4	,	,	PUNCT
ajgt-2967	282	5	&	&	CCONJ
ajgt-2967	282	6	sunitha	sunitha	ADJ
ajgt-2967	282	7	,	,	PUNCT
ajgt-2967	282	8	t.	t.	PROPN
ajgt-2967	282	9	n.	n.	PROPN
ajgt-2967	282	10	c.	c.	PROPN
ajgt-2967	282	11	(	(	PUNCT
ajgt-2967	282	12	2015	2015	NUM
ajgt-2967	282	13	)	)	PUNCT
ajgt-2967	282	14	.	.	PUNCT
ajgt-2967	283	1	securing	secure	VERB
ajgt-2967	283	2	atm	atm	NOUN
ajgt-2967	283	3	by	by	ADP
ajgt-2967	283	4	image	image	NOUN
ajgt-2967	283	5	processing	process	VERB
ajgt-2967	283	6	facial	facial	ADJ
ajgt-2967	283	7	recognition	recognition	NOUN
ajgt-2967	283	8	authentication	authentication	NOUN
ajgt-2967	283	9	.	.	PUNCT
ajgt-2967	284	1	ijsret	ijsret	ADJ
ajgt-2967	284	2	-	-	PUNCT
ajgt-2967	284	3	international	international	ADJ
ajgt-2967	284	4	journal	journal	NOUN
ajgt-2967	284	5	of	of	ADP
ajgt-2967	284	6	scientific	scientific	ADJ
ajgt-2967	284	7	research	research	NOUN
ajgt-2967	284	8	engineering	engineering	NOUN
ajgt-2967	284	9	&	&	CCONJ
ajgt-2967	284	10	technology	technology	NOUN
ajgt-2967	284	11	,	,	PUNCT
ajgt-2967	284	12	4(8	4(8	NUM
ajgt-2967	284	13	)	)	PUNCT
ajgt-2967	284	14	.	.	PUNCT
ajgt-2967	285	1	sunehra	sunehra	PROPN
ajgt-2967	285	2	,	,	PUNCT
ajgt-2967	285	3	d.	d.	PROPN
ajgt-2967	285	4	(	(	PUNCT
ajgt-2967	285	5	2014	2014	NUM
ajgt-2967	285	6	)	)	PUNCT
ajgt-2967	285	7	.	.	PUNCT
ajgt-2967	286	1	fingerprint	fingerprint	NOUN
ajgt-2967	286	2	based	base	VERB
ajgt-2967	286	3	biometric	biometric	ADJ
ajgt-2967	286	4	atm	atm	NOUN
ajgt-2967	286	5	authentication	authentication	NOUN
ajgt-2967	286	6	system	system	NOUN
ajgt-2967	286	7	.	.	PUNCT
ajgt-2967	287	1	international	international	ADJ
ajgt-2967	287	2	journal	journal	NOUN
ajgt-2967	287	3	of	of	ADP
ajgt-2967	287	4	engineering	engineering	NOUN
ajgt-2967	287	5	inventions	invention	NOUN
ajgt-2967	287	6	,	,	PUNCT
ajgt-2967	287	7	3(11	3(11	NUM
ajgt-2967	287	8	)	)	PUNCT
ajgt-2967	287	9	,	,	PUNCT
ajgt-2967	287	10	22	22	NUM
ajgt-2967	287	11	-	-	SYM
ajgt-2967	287	12	28	28	NUM
ajgt-2967	287	13	.	.	PUNCT