id	sid	tid	token	lemma	pos
ajiri-3772	1	1	special	special	ADJ
ajiri-3772	1	2	issue	issue	NOUN
ajiri-3772	1	3	(	(	PUNCT
ajiri-3772	1	4	2nd	2nd	ADJ
ajiri-3772	1	5	eic-2024	eic-2024	NOUN
ajiri-3772	1	6	)	)	PUNCT
ajiri-3772	1	7	published	publish	VERB
ajiri-3772	1	8	by	by	ADP
ajiri-3772	1	9	e	e	PROPN
ajiri-3772	1	10	-	-	PROPN
ajiri-3772	1	11	palli	palli	PROPN
ajiri-3772	1	12	publishers	publisher	NOUN
ajiri-3772	1	13	,	,	PUNCT
ajiri-3772	1	14	delaware	delaware	PROPN
ajiri-3772	1	15	,	,	PUNCT
ajiri-3772	1	16	usa	usa	PROPN
ajiri-3772	1	17	2nd	2nd	PROPN
ajiri-3772	1	18	e	e	PROPN
ajiri-3772	1	19	-	-	PROPN
ajiri-3772	1	20	palli	palli	PROPN
ajiri-3772	1	21	international	international	ADJ
ajiri-3772	1	22	conferences	conference	NOUN
ajiri-3772	1	23	(	(	PUNCT
ajiri-3772	1	24	eic	eic	X
ajiri-3772	1	25	)	)	PUNCT
ajiri-3772	1	26	|	|	ADV
ajiri-3772	1	27	2024	2024	NUM
ajiri-3772	1	28	5	5	NUM
ajiri-3772	1	29	ethnicity	ethnicity	NOUN
ajiri-3772	1	30	detection	detection	NOUN
ajiri-3772	1	31	with	with	ADP
ajiri-3772	1	32	convolutional	convolutional	ADJ
ajiri-3772	1	33	neural	neural	ADJ
ajiri-3772	1	34	network	network	NOUN
ajiri-3772	1	35	(	(	PUNCT
ajiri-3772	1	36	cnn	cnn	PROPN
ajiri-3772	1	37	):	):	PUNCT
ajiri-3772	1	38	bangladesh	bangladesh	NOUN
ajiri-3772	1	39	perspectives	perspective	NOUN
ajiri-3772	1	40	sultana	sultana	NOUN
ajiri-3772	1	41	tasnim	tasnim	NOUN
ajiri-3772	1	42	jahan1	jahan1	NOUN
ajiri-3772	1	43	,	,	PUNCT
ajiri-3772	1	44	rashed	rashe	VERB
ajiri-3772	1	45	mustafa1	mustafa1	NOUN
ajiri-3772	1	46	*	*	SYM
ajiri-3772	1	47	1	1	NUM
ajiri-3772	1	48	computer	computer	NOUN
ajiri-3772	1	49	science	science	NOUN
ajiri-3772	1	50	and	and	CCONJ
ajiri-3772	1	51	engineering	engineering	NOUN
ajiri-3772	1	52	,	,	PUNCT
ajiri-3772	1	53	university	university	PROPN
ajiri-3772	1	54	of	of	ADP
ajiri-3772	1	55	chittagong	chittagong	PROPN
ajiri-3772	1	56	,	,	PUNCT
ajiri-3772	1	57	chattogram	chattogram	PROPN
ajiri-3772	1	58	,	,	PUNCT
ajiri-3772	1	59	bangladesh	bangladesh	NOUN
ajiri-3772	1	60	*	*	PUNCT
ajiri-3772	1	61	corresponding	correspond	VERB
ajiri-3772	1	62	author	author	NOUN
ajiri-3772	1	63	:	:	PUNCT
ajiri-3772	1	64	bishwajitsunny@outlook.com	bishwajitsunny@outlook.com	X
ajiri-3772	1	65	abstract	abstract	ADJ
ajiri-3772	1	66	ethnicity	ethnicity	NOUN
ajiri-3772	1	67	detection	detection	NOUN
ajiri-3772	1	68	,	,	PUNCT
ajiri-3772	1	69	or	or	CCONJ
ajiri-3772	1	70	the	the	DET
ajiri-3772	1	71	automatic	automatic	ADJ
ajiri-3772	1	72	determination	determination	NOUN
ajiri-3772	1	73	of	of	ADP
ajiri-3772	1	74	people	people	NOUN
ajiri-3772	1	75	's	's	PART
ajiri-3772	1	76	ethnic	ethnic	ADJ
ajiri-3772	1	77	backgrounds	background	NOUN
ajiri-3772	1	78	using	use	VERB
ajiri-3772	1	79	visual	visual	ADJ
ajiri-3772	1	80	data	datum	NOUN
ajiri-3772	1	81	,	,	PUNCT
ajiri-3772	1	82	has	have	AUX
ajiri-3772	1	83	become	become	VERB
ajiri-3772	1	84	important	important	ADJ
ajiri-3772	1	85	in	in	ADP
ajiri-3772	1	86	a	a	DET
ajiri-3772	1	87	number	number	NOUN
ajiri-3772	1	88	of	of	ADP
ajiri-3772	1	89	disciplines	discipline	NOUN
ajiri-3772	1	90	,	,	PUNCT
ajiri-3772	1	91	including	include	VERB
ajiri-3772	1	92	social	social	ADJ
ajiri-3772	1	93	sciences	science	NOUN
ajiri-3772	1	94	,	,	PUNCT
ajiri-3772	1	95	demographics	demographic	NOUN
ajiri-3772	1	96	,	,	PUNCT
ajiri-3772	1	97	and	and	CCONJ
ajiri-3772	1	98	computer	computer	NOUN
ajiri-3772	1	99	vision	vision	NOUN
ajiri-3772	1	100	.	.	PUNCT
ajiri-3772	2	1	with	with	ADP
ajiri-3772	2	2	a	a	DET
ajiri-3772	2	3	focus	focus	NOUN
ajiri-3772	2	4	on	on	ADP
ajiri-3772	2	5	bangladesh	bangladesh	NOUN
ajiri-3772	2	6	's	's	PART
ajiri-3772	2	7	complex	complex	ADJ
ajiri-3772	2	8	cultural	cultural	ADJ
ajiri-3772	2	9	landscape	landscape	NOUN
ajiri-3772	2	10	,	,	PUNCT
ajiri-3772	2	11	we	we	PRON
ajiri-3772	2	12	describe	describe	VERB
ajiri-3772	2	13	in	in	ADP
ajiri-3772	2	14	this	this	DET
ajiri-3772	2	15	paper	paper	NOUN
ajiri-3772	2	16	a	a	DET
ajiri-3772	2	17	novel	novel	ADJ
ajiri-3772	2	18	method	method	NOUN
ajiri-3772	2	19	for	for	ADP
ajiri-3772	2	20	ethnicity	ethnicity	NOUN
ajiri-3772	2	21	detection	detection	NOUN
ajiri-3772	2	22	using	use	VERB
ajiri-3772	2	23	convolutional	convolutional	ADJ
ajiri-3772	2	24	neural	neural	ADJ
ajiri-3772	2	25	networks	network	NOUN
ajiri-3772	2	26	(	(	PUNCT
ajiri-3772	2	27	cnns	cnns	PROPN
ajiri-3772	2	28	)	)	PUNCT
ajiri-3772	2	29	.	.	PUNCT
ajiri-3772	3	1	we	we	PRON
ajiri-3772	3	2	gathered	gather	VERB
ajiri-3772	3	3	a	a	DET
ajiri-3772	3	4	dataset	dataset	NOUN
ajiri-3772	3	5	of	of	ADP
ajiri-3772	3	6	photographs	photograph	NOUN
ajiri-3772	3	7	depicting	depict	VERB
ajiri-3772	3	8	members	member	NOUN
ajiri-3772	3	9	of	of	ADP
ajiri-3772	3	10	the	the	DET
ajiri-3772	3	11	three	three	NUM
ajiri-3772	3	12	main	main	ADJ
ajiri-3772	3	13	ethnic	ethnic	ADJ
ajiri-3772	3	14	groups	group	NOUN
ajiri-3772	3	15	living	live	VERB
ajiri-3772	3	16	in	in	ADP
ajiri-3772	3	17	the	the	DET
ajiri-3772	3	18	chittagong	chittagong	PROPN
ajiri-3772	3	19	hill	hill	PROPN
ajiri-3772	3	20	neighborhood	neighborhood	PROPN
ajiri-3772	3	21	:	:	PUNCT
ajiri-3772	3	22	chakma	chakma	NOUN
ajiri-3772	3	23	,	,	PUNCT
ajiri-3772	3	24	marma	marma	NOUN
ajiri-3772	3	25	,	,	PUNCT
ajiri-3772	3	26	and	and	CCONJ
ajiri-3772	3	27	tripura	tripura	NOUN
ajiri-3772	3	28	.	.	PUNCT
ajiri-3772	4	1	utilizing	utilize	VERB
ajiri-3772	4	2	the	the	DET
ajiri-3772	4	3	densenet121	densenet121	PROPN
ajiri-3772	4	4	model	model	NOUN
ajiri-3772	4	5	's	's	PART
ajiri-3772	4	6	robust	robust	ADJ
ajiri-3772	4	7	feature	feature	NOUN
ajiri-3772	4	8	extraction	extraction	NOUN
ajiri-3772	4	9	skills	skill	NOUN
ajiri-3772	4	10	,	,	PUNCT
ajiri-3772	4	11	we	we	PRON
ajiri-3772	4	12	customized	customize	VERB
ajiri-3772	4	13	the	the	DET
ajiri-3772	4	14	architecture	architecture	NOUN
ajiri-3772	4	15	to	to	PART
ajiri-3772	4	16	meet	meet	VERB
ajiri-3772	4	17	the	the	DET
ajiri-3772	4	18	needs	need	NOUN
ajiri-3772	4	19	of	of	ADP
ajiri-3772	4	20	our	our	PRON
ajiri-3772	4	21	particular	particular	ADJ
ajiri-3772	4	22	ethnicity	ethnicity	NOUN
ajiri-3772	4	23	detection	detection	NOUN
ajiri-3772	4	24	application	application	NOUN
ajiri-3772	4	25	.	.	PUNCT
ajiri-3772	5	1	a	a	DET
ajiri-3772	5	2	wide	wide	ADJ
ajiri-3772	5	3	range	range	NOUN
ajiri-3772	5	4	of	of	ADP
ajiri-3772	5	5	performance	performance	NOUN
ajiri-3772	5	6	indicators	indicator	NOUN
ajiri-3772	5	7	were	be	AUX
ajiri-3772	5	8	used	use	VERB
ajiri-3772	5	9	to	to	PART
ajiri-3772	5	10	train	train	VERB
ajiri-3772	5	11	and	and	CCONJ
ajiri-3772	5	12	assess	assess	VERB
ajiri-3772	5	13	our	our	PRON
ajiri-3772	5	14	unique	unique	ADJ
ajiri-3772	5	15	cnn	cnn	PROPN
ajiri-3772	5	16	model	model	NOUN
ajiri-3772	5	17	.	.	PUNCT
ajiri-3772	6	1	the	the	DET
ajiri-3772	6	2	outcomes	outcome	NOUN
ajiri-3772	6	3	illustrate	illustrate	VERB
ajiri-3772	6	4	accurate	accurate	ADJ
ajiri-3772	6	5	ethnicity	ethnicity	NOUN
ajiri-3772	6	6	detection	detection	NOUN
ajiri-3772	6	7	technology	technology	NOUN
ajiri-3772	6	8	's	's	PART
ajiri-3772	6	9	potential	potential	NOUN
ajiri-3772	6	10	for	for	ADP
ajiri-3772	6	11	identifying	identify	VERB
ajiri-3772	6	12	and	and	CCONJ
ajiri-3772	6	13	resolving	resolve	VERB
ajiri-3772	6	14	social	social	ADJ
ajiri-3772	6	15	inequities	inequity	NOUN
ajiri-3772	6	16	while	while	SCONJ
ajiri-3772	6	17	showcasing	showcase	VERB
ajiri-3772	6	18	a	a	DET
ajiri-3772	6	19	promising	promising	ADJ
ajiri-3772	6	20	level	level	NOUN
ajiri-3772	6	21	of	of	ADP
ajiri-3772	6	22	accuracy	accuracy	NOUN
ajiri-3772	6	23	.	.	PUNCT
ajiri-3772	7	1	to	to	PART
ajiri-3772	7	2	address	address	VERB
ajiri-3772	7	3	possible	possible	ADJ
ajiri-3772	7	4	biases	bias	NOUN
ajiri-3772	7	5	in	in	ADP
ajiri-3772	7	6	the	the	DET
ajiri-3772	7	7	model	model	NOUN
ajiri-3772	7	8	's	's	PART
ajiri-3772	7	9	prediction	prediction	NOUN
ajiri-3772	7	10	,	,	PUNCT
ajiri-3772	7	11	ethical	ethical	ADJ
ajiri-3772	7	12	considerations	consideration	NOUN
ajiri-3772	7	13	are	be	AUX
ajiri-3772	7	14	also	also	ADV
ajiri-3772	7	15	covered	cover	VERB
ajiri-3772	7	16	.	.	PUNCT
ajiri-3772	8	1	overall	overall	ADV
ajiri-3772	8	2	,	,	PUNCT
ajiri-3772	8	3	this	this	DET
ajiri-3772	8	4	work	work	NOUN
ajiri-3772	8	5	advances	advance	VERB
ajiri-3772	8	6	knowledge	knowledge	NOUN
ajiri-3772	8	7	of	of	ADP
ajiri-3772	8	8	bangladesh	bangladesh	NOUN
ajiri-3772	8	9	's	's	PART
ajiri-3772	8	10	ethnic	ethnic	ADJ
ajiri-3772	8	11	variety	variety	NOUN
ajiri-3772	8	12	and	and	CCONJ
ajiri-3772	8	13	demonstrates	demonstrate	VERB
ajiri-3772	8	14	the	the	DET
ajiri-3772	8	15	potential	potential	NOUN
ajiri-3772	8	16	of	of	ADP
ajiri-3772	8	17	cnns	cnn	NOUN
ajiri-3772	8	18	for	for	ADP
ajiri-3772	8	19	ethnicity	ethnicity	NOUN
ajiri-3772	8	20	detection	detection	NOUN
ajiri-3772	8	21	.	.	PUNCT
ajiri-3772	9	1	the	the	DET
ajiri-3772	9	2	results	result	NOUN
ajiri-3772	9	3	provide	provide	VERB
ajiri-3772	9	4	up	up	ADP
ajiri-3772	9	5	new	new	ADJ
ajiri-3772	9	6	avenues	avenue	NOUN
ajiri-3772	9	7	for	for	ADP
ajiri-3772	9	8	investigation	investigation	NOUN
ajiri-3772	9	9	and	and	CCONJ
ajiri-3772	9	10	applications	application	NOUN
ajiri-3772	9	11	that	that	PRON
ajiri-3772	9	12	advance	advance	VERB
ajiri-3772	9	13	a	a	DET
ajiri-3772	9	14	more	more	ADV
ajiri-3772	9	15	diverse	diverse	ADJ
ajiri-3772	9	16	and	and	CCONJ
ajiri-3772	9	17	inclusive	inclusive	ADJ
ajiri-3772	9	18	society	society	NOUN
ajiri-3772	9	19	.	.	PUNCT
ajiri-3772	10	1	this	this	DET
ajiri-3772	10	2	paper	paper	NOUN
ajiri-3772	10	3	's	's	PART
ajiri-3772	10	4	primary	primary	ADJ
ajiri-3772	10	5	contributions	contribution	NOUN
ajiri-3772	10	6	are	be	AUX
ajiri-3772	10	7	the	the	DET
ajiri-3772	10	8	hands	hand	NOUN
ajiri-3772	10	9	-	-	PUNCT
ajiri-3772	10	10	on	on	ADP
ajiri-3772	10	11	collection	collection	NOUN
ajiri-3772	10	12	of	of	ADP
ajiri-3772	10	13	a	a	DET
ajiri-3772	10	14	diverse	diverse	ADJ
ajiri-3772	10	15	dataset	dataset	NOUN
ajiri-3772	10	16	,	,	PUNCT
ajiri-3772	10	17	the	the	DET
ajiri-3772	10	18	refinement	refinement	NOUN
ajiri-3772	10	19	of	of	ADP
ajiri-3772	10	20	the	the	DET
ajiri-3772	10	21	densenet	densenet	NOUN
ajiri-3772	10	22	cnn	cnn	PROPN
ajiri-3772	10	23	architecture	architecture	NOUN
ajiri-3772	10	24	,	,	PUNCT
ajiri-3772	10	25	and	and	CCONJ
ajiri-3772	10	26	the	the	DET
ajiri-3772	10	27	advancement	advancement	NOUN
ajiri-3772	10	28	of	of	ADP
ajiri-3772	10	29	ethnicity	ethnicity	NOUN
ajiri-3772	10	30	detection	detection	NOUN
ajiri-3772	10	31	in	in	ADP
ajiri-3772	10	32	the	the	DET
ajiri-3772	10	33	bangladesh	bangladesh	NOUN
ajiri-3772	10	34	perspective	perspective	NOUN
ajiri-3772	10	35	,	,	PUNCT
ajiri-3772	10	36	leveraging	leverage	VERB
ajiri-3772	10	37	computer	computer	NOUN
ajiri-3772	10	38	vision	vision	NOUN
ajiri-3772	10	39	techniques	technique	NOUN
ajiri-3772	10	40	.	.	PUNCT
ajiri-3772	11	1	keywords	keyword	NOUN
ajiri-3772	11	2	:	:	PUNCT
ajiri-3772	11	3	ethnicity	ethnicity	NOUN
ajiri-3772	11	4	detection	detection	NOUN
ajiri-3772	11	5	,	,	PUNCT
ajiri-3772	11	6	bangladesh	bangladesh	NOUN
ajiri-3772	11	7	perspective	perspective	NOUN
ajiri-3772	11	8	,	,	PUNCT
ajiri-3772	11	9	cnn	cnn	PROPN
ajiri-3772	11	10	,	,	PUNCT
ajiri-3772	11	11	computer	computer	NOUN
ajiri-3772	11	12	vision	vision	NOUN
ajiri-3772	11	13	,	,	PUNCT
ajiri-3772	11	14	facial	facial	ADJ
ajiri-3772	11	15	recognition	recognition	NOUN
ajiri-3772	11	16	introduction	introduction	NOUN
ajiri-3772	11	17	the	the	DET
ajiri-3772	11	18	fields	field	NOUN
ajiri-3772	11	19	of	of	ADP
ajiri-3772	11	20	computer	computer	NOUN
ajiri-3772	11	21	vision	vision	NOUN
ajiri-3772	11	22	and	and	CCONJ
ajiri-3772	11	23	pattern	pattern	NOUN
ajiri-3772	11	24	recognition	recognition	NOUN
ajiri-3772	11	25	have	have	AUX
ajiri-3772	11	26	recently	recently	ADV
ajiri-3772	11	27	undergone	undergo	VERB
ajiri-3772	11	28	a	a	DET
ajiri-3772	11	29	revolution	revolution	NOUN
ajiri-3772	11	30	due	due	ADP
ajiri-3772	11	31	to	to	ADP
ajiri-3772	11	32	convolutional	convolutional	ADJ
ajiri-3772	11	33	neural	neural	ADJ
ajiri-3772	11	34	networks	network	NOUN
ajiri-3772	11	35	(	(	PUNCT
ajiri-3772	11	36	cnns	cnns	PROPN
ajiri-3772	11	37	)	)	PUNCT
ajiri-3772	11	38	.	.	PUNCT
ajiri-3772	12	1	in	in	ADP
ajiri-3772	12	2	a	a	DET
ajiri-3772	12	3	variety	variety	NOUN
ajiri-3772	12	4	of	of	ADP
ajiri-3772	12	5	image	image	NOUN
ajiri-3772	12	6	-	-	PUNCT
ajiri-3772	12	7	related	relate	VERB
ajiri-3772	12	8	tasks	task	NOUN
ajiri-3772	12	9	,	,	PUNCT
ajiri-3772	12	10	such	such	ADJ
ajiri-3772	12	11	as	as	ADP
ajiri-3772	12	12	object	object	NOUN
ajiri-3772	12	13	detection	detection	NOUN
ajiri-3772	12	14	and	and	CCONJ
ajiri-3772	12	15	picture	picture	NOUN
ajiri-3772	12	16	classification	classification	NOUN
ajiri-3772	12	17	,	,	PUNCT
ajiri-3772	12	18	these	these	DET
ajiri-3772	12	19	potent	potent	ADJ
ajiri-3772	12	20	deep	deep	ADJ
ajiri-3772	12	21	learning	learning	NOUN
ajiri-3772	12	22	models	model	NOUN
ajiri-3772	12	23	have	have	AUX
ajiri-3772	12	24	displayed	display	VERB
ajiri-3772	12	25	outstanding	outstanding	ADJ
ajiri-3772	12	26	performance	performance	NOUN
ajiri-3772	12	27	.	.	PUNCT
ajiri-3772	13	1	"	"	PUNCT
ajiri-3772	13	2	ethnicity	ethnicity	NOUN
ajiri-3772	13	3	detection	detection	NOUN
ajiri-3772	13	4	,	,	PUNCT
ajiri-3772	13	5	"	"	PUNCT
ajiri-3772	13	6	which	which	PRON
ajiri-3772	13	7	entails	entail	VERB
ajiri-3772	13	8	automatically	automatically	ADV
ajiri-3772	13	9	identifying	identify	VERB
ajiri-3772	13	10	a	a	DET
ajiri-3772	13	11	person	person	NOUN
ajiri-3772	13	12	's	's	PART
ajiri-3772	13	13	ethnicity	ethnicity	NOUN
ajiri-3772	13	14	using	use	VERB
ajiri-3772	13	15	visual	visual	ADJ
ajiri-3772	13	16	indicators	indicator	NOUN
ajiri-3772	13	17	found	find	VERB
ajiri-3772	13	18	in	in	ADP
ajiri-3772	13	19	images	image	NOUN
ajiri-3772	13	20	,	,	PUNCT
ajiri-3772	13	21	is	be	AUX
ajiri-3772	13	22	one	one	NUM
ajiri-3772	13	23	application	application	NOUN
ajiri-3772	13	24	area	area	NOUN
ajiri-3772	13	25	where	where	SCONJ
ajiri-3772	13	26	cnns	cnn	NOUN
ajiri-3772	13	27	have	have	AUX
ajiri-3772	13	28	demonstrated	demonstrate	VERB
ajiri-3772	13	29	considerable	considerable	ADJ
ajiri-3772	13	30	promise	promise	NOUN
ajiri-3772	13	31	.	.	PUNCT
ajiri-3772	14	1	the	the	DET
ajiri-3772	14	2	field	field	NOUN
ajiri-3772	14	3	of	of	ADP
ajiri-3772	14	4	face	face	NOUN
ajiri-3772	14	5	recognition	recognition	NOUN
ajiri-3772	14	6	has	have	AUX
ajiri-3772	14	7	lately	lately	ADV
ajiri-3772	14	8	expanded	expand	VERB
ajiri-3772	14	9	in	in	ADP
ajiri-3772	14	10	breadth	breadth	NOUN
ajiri-3772	14	11	.	.	PUNCT
ajiri-3772	15	1	face	face	NOUN
ajiri-3772	15	2	recognition	recognition	NOUN
ajiri-3772	15	3	is	be	AUX
ajiri-3772	15	4	the	the	DET
ajiri-3772	15	5	practice	practice	NOUN
ajiri-3772	15	6	of	of	ADP
ajiri-3772	15	7	recognizing	recognize	VERB
ajiri-3772	15	8	a	a	DET
ajiri-3772	15	9	person	person	NOUN
ajiri-3772	15	10	's	's	PART
ajiri-3772	15	11	face	face	NOUN
ajiri-3772	15	12	from	from	ADP
ajiri-3772	15	13	a	a	DET
ajiri-3772	15	14	video	video	NOUN
ajiri-3772	15	15	or	or	CCONJ
ajiri-3772	15	16	picture	picture	NOUN
ajiri-3772	15	17	frame	frame	NOUN
ajiri-3772	15	18	.	.	PUNCT
ajiri-3772	16	1	face	face	NOUN
ajiri-3772	16	2	recognition	recognition	NOUN
ajiri-3772	16	3	has	have	AUX
ajiri-3772	16	4	been	be	AUX
ajiri-3772	16	5	done	do	VERB
ajiri-3772	16	6	using	use	VERB
ajiri-3772	16	7	a	a	DET
ajiri-3772	16	8	variety	variety	NOUN
ajiri-3772	16	9	of	of	ADP
ajiri-3772	16	10	methods	method	NOUN
ajiri-3772	16	11	.	.	PUNCT
ajiri-3772	17	1	principal	principal	ADJ
ajiri-3772	17	2	component	component	NOUN
ajiri-3772	17	3	analysis	analysis	NOUN
ajiri-3772	17	4	,	,	PUNCT
ajiri-3772	17	5	eigenfaces	eigenface	NOUN
ajiri-3772	17	6	(	(	PUNCT
ajiri-3772	17	7	belcar	belcar	VERB
ajiri-3772	17	8	et	et	PROPN
ajiri-3772	17	9	al	al	PROPN
ajiri-3772	17	10	.	.	PROPN
ajiri-3772	17	11	,	,	PUNCT
ajiri-3772	17	12	2022	2022	NUM
ajiri-3772	17	13	)	)	PUNCT
ajiri-3772	17	14	,	,	PUNCT
ajiri-3772	17	15	and	and	CCONJ
ajiri-3772	17	16	linear	linear	VERB
ajiri-3772	17	17	discriminant	discriminant	ADJ
ajiri-3772	17	18	analysis	analysis	NOUN
ajiri-3772	17	19	(	(	PUNCT
ajiri-3772	17	20	yanet	yanet	NOUN
ajiri-3772	17	21	et	et	PROPN
ajiri-3772	17	22	al	al	PROPN
ajiri-3772	17	23	.	.	PROPN
ajiri-3772	17	24	,	,	PUNCT
ajiri-3772	17	25	2017	2017	NUM
ajiri-3772	17	26	)	)	PUNCT
ajiri-3772	17	27	,	,	PUNCT
ajiri-3772	17	28	ethnics	ethnic	NOUN
ajiri-3772	17	29	people	people	NOUN
ajiri-3772	17	30	identifying	identify	VERB
ajiri-3772	17	31	via	via	ADP
ajiri-3772	17	32	face	face	NOUN
ajiri-3772	17	33	recognition	recognition	NOUN
ajiri-3772	17	34	by	by	ADP
ajiri-3772	17	35	deep	deep	ADJ
ajiri-3772	17	36	cnn	cnn	PROPN
ajiri-3772	17	37	method	method	NOUN
ajiri-3772	17	38	(	(	PUNCT
ajiri-3772	17	39	turk	turk	PROPN
ajiri-3772	17	40	&	&	CCONJ
ajiri-3772	17	41	pentland	pentland	PROPN
ajiri-3772	17	42	,	,	PUNCT
ajiri-3772	17	43	1991	1991	NUM
ajiri-3772	17	44	)	)	PUNCT
ajiri-3772	17	45	,	,	PUNCT
ajiri-3772	17	46	face	face	VERB
ajiri-3772	17	47	recognition	recognition	NOUN
ajiri-3772	17	48	in	in	ADP
ajiri-3772	17	49	a	a	DET
ajiri-3772	17	50	natural	natural	ADJ
ajiri-3772	17	51	environment	environment	NOUN
ajiri-3772	17	52	based	base	VERB
ajiri-3772	17	53	on	on	ADP
ajiri-3772	17	54	deep	deep	ADJ
ajiri-3772	17	55	learning	learning	NOUN
ajiri-3772	17	56	(	(	PUNCT
ajiri-3772	17	57	alghaili	alghaili	NOUN
ajiri-3772	17	58	et	et	PROPN
ajiri-3772	17	59	al	al	PROPN
ajiri-3772	17	60	.	.	PROPN
ajiri-3772	17	61	,	,	PUNCT
ajiri-3772	17	62	1991	1991	NUM
ajiri-3772	17	63	)	)	PUNCT
ajiri-3772	17	64	are	be	AUX
ajiri-3772	17	65	some	some	PRON
ajiri-3772	17	66	of	of	ADP
ajiri-3772	17	67	the	the	DET
ajiri-3772	17	68	most	most	ADV
ajiri-3772	17	69	significant	significant	ADJ
ajiri-3772	17	70	research	research	NOUN
ajiri-3772	17	71	that	that	PRON
ajiri-3772	17	72	applied	apply	VERB
ajiri-3772	17	73	this	this	DET
ajiri-3772	17	74	technique	technique	NOUN
ajiri-3772	17	75	.	.	PUNCT
ajiri-3772	18	1	the	the	DET
ajiri-3772	18	2	purpose	purpose	NOUN
ajiri-3772	18	3	of	of	ADP
ajiri-3772	18	4	this	this	DET
ajiri-3772	18	5	research	research	NOUN
ajiri-3772	18	6	is	be	AUX
ajiri-3772	18	7	to	to	PART
ajiri-3772	18	8	investigate	investigate	VERB
ajiri-3772	18	9	how	how	SCONJ
ajiri-3772	18	10	cnns	cnn	NOUN
ajiri-3772	18	11	might	might	AUX
ajiri-3772	18	12	be	be	AUX
ajiri-3772	18	13	used	use	VERB
ajiri-3772	18	14	to	to	PART
ajiri-3772	18	15	identify	identify	VERB
ajiri-3772	18	16	ethnic	ethnic	ADJ
ajiri-3772	18	17	groups	group	NOUN
ajiri-3772	18	18	from	from	ADP
ajiri-3772	18	19	the	the	DET
ajiri-3772	18	20	distinctive	distinctive	ADJ
ajiri-3772	18	21	viewpoint	viewpoint	NOUN
ajiri-3772	18	22	of	of	ADP
ajiri-3772	18	23	bangladesh	bangladesh	NOUN
ajiri-3772	18	24	.	.	PUNCT
ajiri-3772	19	1	a	a	DET
ajiri-3772	19	2	vast	vast	ADJ
ajiri-3772	19	3	tapestry	tapestry	NOUN
ajiri-3772	19	4	of	of	ADP
ajiri-3772	19	5	ethnic	ethnic	ADJ
ajiri-3772	19	6	groups	group	NOUN
ajiri-3772	19	7	each	each	PRON
ajiri-3772	19	8	with	with	ADP
ajiri-3772	19	9	its	its	PRON
ajiri-3772	19	10	own	own	ADJ
ajiri-3772	19	11	unique	unique	ADJ
ajiri-3772	19	12	cultural	cultural	ADJ
ajiri-3772	19	13	background	background	NOUN
ajiri-3772	19	14	,	,	PUNCT
ajiri-3772	19	15	make	make	VERB
ajiri-3772	19	16	up	up	ADP
ajiri-3772	19	17	the	the	DET
ajiri-3772	19	18	culturally	culturally	ADV
ajiri-3772	19	19	varied	varied	ADJ
ajiri-3772	19	20	nation	nation	NOUN
ajiri-3772	19	21	of	of	ADP
ajiri-3772	19	22	bangladesh	bangladesh	NOUN
ajiri-3772	19	23	.	.	PUNCT
ajiri-3772	20	1	the	the	DET
ajiri-3772	20	2	chakma	chakma	NOUN
ajiri-3772	20	3	,	,	PUNCT
ajiri-3772	20	4	marma	marma	NOUN
ajiri-3772	20	5	,	,	PUNCT
ajiri-3772	20	6	and	and	CCONJ
ajiri-3772	20	7	tripura	tripura	NOUN
ajiri-3772	20	8	ethnic	ethnic	ADJ
ajiri-3772	20	9	groups	group	NOUN
ajiri-3772	20	10	are	be	AUX
ajiri-3772	20	11	among	among	ADP
ajiri-3772	20	12	those	those	PRON
ajiri-3772	20	13	present	present	ADJ
ajiri-3772	20	14	in	in	ADP
ajiri-3772	20	15	the	the	DET
ajiri-3772	20	16	chittagong	chittagong	PROPN
ajiri-3772	20	17	hill	hill	PROPN
ajiri-3772	20	18	district	district	PROPN
ajiri-3772	20	19	,	,	PUNCT
ajiri-3772	20	20	which	which	PRON
ajiri-3772	20	21	is	be	AUX
ajiri-3772	20	22	particularly	particularly	ADV
ajiri-3772	20	23	well	well	ADV
ajiri-3772	20	24	known	known	ADJ
ajiri-3772	20	25	for	for	ADP
ajiri-3772	20	26	its	its	PRON
ajiri-3772	20	27	ethnic	ethnic	ADJ
ajiri-3772	20	28	diversity	diversity	NOUN
ajiri-3772	20	29	.	.	PUNCT
ajiri-3772	21	1	in	in	ADP
ajiri-3772	21	2	order	order	NOUN
ajiri-3772	21	3	to	to	PART
ajiri-3772	21	4	reliably	reliably	ADV
ajiri-3772	21	5	identify	identify	VERB
ajiri-3772	21	6	members	member	NOUN
ajiri-3772	21	7	of	of	ADP
ajiri-3772	21	8	the	the	DET
ajiri-3772	21	9	chakma	chakma	NOUN
ajiri-3772	21	10	,	,	PUNCT
ajiri-3772	21	11	marma	marma	NOUN
ajiri-3772	21	12	,	,	PUNCT
ajiri-3772	21	13	and	and	CCONJ
ajiri-3772	21	14	tripura	tripura	ADJ
ajiri-3772	21	15	ethnic	ethnic	ADJ
ajiri-3772	21	16	groups	group	NOUN
ajiri-3772	21	17	in	in	ADP
ajiri-3772	21	18	the	the	DET
ajiri-3772	21	19	chittagong	chittagong	PROPN
ajiri-3772	21	20	hill	hill	PROPN
ajiri-3772	21	21	district	district	PROPN
ajiri-3772	21	22	,	,	PUNCT
ajiri-3772	21	23	an	an	DET
ajiri-3772	21	24	ethnicity	ethnicity	NOUN
ajiri-3772	21	25	recognition	recognition	NOUN
ajiri-3772	21	26	system	system	NOUN
ajiri-3772	21	27	employing	employ	VERB
ajiri-3772	21	28	cnns	cnn	NOUN
ajiri-3772	21	29	is	be	AUX
ajiri-3772	21	30	the	the	DET
ajiri-3772	21	31	main	main	ADJ
ajiri-3772	21	32	goal	goal	NOUN
ajiri-3772	21	33	of	of	ADP
ajiri-3772	21	34	this	this	DET
ajiri-3772	21	35	research	research	NOUN
ajiri-3772	21	36	.	.	PUNCT
ajiri-3772	22	1	to	to	PART
ajiri-3772	22	2	do	do	VERB
ajiri-3772	22	3	this	this	PRON
ajiri-3772	22	4	,	,	PUNCT
ajiri-3772	22	5	the	the	DET
ajiri-3772	22	6	work	work	NOUN
ajiri-3772	22	7	will	will	AUX
ajiri-3772	22	8	use	use	VERB
ajiri-3772	22	9	transfer	transfer	NOUN
ajiri-3772	22	10	learning	learning	NOUN
ajiri-3772	22	11	and	and	CCONJ
ajiri-3772	22	12	fine	fine	ADV
ajiri-3772	22	13	-	-	PUNCT
ajiri-3772	22	14	tuning	tune	VERB
ajiri-3772	22	15	methods	method	NOUN
ajiri-3772	22	16	to	to	PART
ajiri-3772	22	17	modify	modify	VERB
ajiri-3772	22	18	a	a	DET
ajiri-3772	22	19	densenet121	densenet121	PROPN
ajiri-3772	22	20	model	model	NOUN
ajiri-3772	22	21	that	that	PRON
ajiri-3772	22	22	has	have	AUX
ajiri-3772	22	23	already	already	ADV
ajiri-3772	22	24	been	be	AUX
ajiri-3772	22	25	trained	train	VERB
ajiri-3772	22	26	for	for	ADP
ajiri-3772	22	27	the	the	DET
ajiri-3772	22	28	particular	particular	ADJ
ajiri-3772	22	29	goal	goal	NOUN
ajiri-3772	22	30	of	of	ADP
ajiri-3772	22	31	classifying	classify	VERB
ajiri-3772	22	32	people	people	NOUN
ajiri-3772	22	33	by	by	ADP
ajiri-3772	22	34	their	their	PRON
ajiri-3772	22	35	ethnicity	ethnicity	NOUN
ajiri-3772	22	36	.	.	PUNCT
ajiri-3772	23	1	images	image	NOUN
ajiri-3772	23	2	of	of	ADP
ajiri-3772	23	3	people	people	NOUN
ajiri-3772	23	4	from	from	ADP
ajiri-3772	23	5	various	various	ADJ
ajiri-3772	23	6	schools	school	NOUN
ajiri-3772	23	7	,	,	PUNCT
ajiri-3772	23	8	universities	university	NOUN
ajiri-3772	23	9	,	,	PUNCT
ajiri-3772	23	10	and	and	CCONJ
ajiri-3772	23	11	streets	street	NOUN
ajiri-3772	23	12	in	in	ADP
ajiri-3772	23	13	the	the	DET
ajiri-3772	23	14	chittagong	chittagong	PROPN
ajiri-3772	23	15	hill	hill	PROPN
ajiri-3772	23	16	neighborhood	neighborhood	PROPN
ajiri-3772	23	17	were	be	AUX
ajiri-3772	23	18	painstakingly	painstakingly	ADJ
ajiri-3772	23	19	e	e	NOUN
ajiri-3772	23	20	-	-	PROPN
ajiri-3772	23	21	palli	palli	PROPN
ajiri-3772	23	22	international	international	ADJ
ajiri-3772	23	23	conferences	conference	NOUN
ajiri-3772	23	24	on	on	ADP
ajiri-3772	23	25	science	science	NOUN
ajiri-3772	23	26	technology	technology	NOUN
ajiri-3772	23	27	,	,	PUNCT
ajiri-3772	23	28	engineering	engineering	NOUN
ajiri-3772	23	29	,	,	PUNCT
ajiri-3772	23	30	and	and	CCONJ
ajiri-3772	23	31	mathematics	mathematic	NOUN
ajiri-3772	23	32	(	(	PUNCT
ajiri-3772	23	33	eic	eic	X
ajiri-3772	23	34	-	-	PUNCT
ajiri-3772	23	35	stem	stem	NOUN
ajiri-3772	23	36	)	)	PUNCT
ajiri-3772	23	37	www.conferences.e-palli.com	www.conferences.e-palli.com	X
ajiri-3772	23	38	2nd	2nd	PROPN
ajiri-3772	23	39	e	e	PROPN
ajiri-3772	23	40	-	-	PROPN
ajiri-3772	23	41	palli	palli	PROPN
ajiri-3772	23	42	international	international	ADJ
ajiri-3772	23	43	conferences	conference	NOUN
ajiri-3772	23	44	(	(	PUNCT
ajiri-3772	23	45	eic	eic	X
ajiri-3772	23	46	)	)	PUNCT
ajiri-3772	23	47	14	14	NUM
ajiri-3772	23	48	april	april	PROPN
ajiri-3772	23	49	2024	2024	NUM
ajiri-3772	23	50	kathmandu	kathmandu	NOUN
ajiri-3772	23	51	,	,	PUNCT
ajiri-3772	23	52	nepal	nepal	ADJ
ajiri-3772	23	53	doi	doi	NOUN
ajiri-3772	23	54	:	:	PUNCT
ajiri-3772	23	55	https://doi.org/10.54536/ajiri.v3i4.3772	https://doi.org/10.54536/ajiri.v3i4.3772	PROPN
ajiri-3772	23	56	2nd	2nd	PROPN
ajiri-3772	23	57	e	e	PROPN
ajiri-3772	23	58	-	-	PROPN
ajiri-3772	23	59	palli	palli	PROPN
ajiri-3772	23	60	international	international	ADJ
ajiri-3772	23	61	conferences	conference	NOUN
ajiri-3772	23	62	(	(	PUNCT
ajiri-3772	23	63	eic	eic	X
ajiri-3772	23	64	)	)	PUNCT
ajiri-3772	23	65	|	|	ADV
ajiri-3772	23	66	2024	2024	NUM
ajiri-3772	23	67	6	6	NUM
ajiri-3772	23	68	collected	collect	VERB
ajiri-3772	23	69	for	for	ADP
ajiri-3772	23	70	the	the	DET
ajiri-3772	23	71	dataset	dataset	NOUN
ajiri-3772	23	72	used	use	VERB
ajiri-3772	23	73	for	for	ADP
ajiri-3772	23	74	training	training	NOUN
ajiri-3772	23	75	and	and	CCONJ
ajiri-3772	23	76	evaluation	evaluation	NOUN
ajiri-3772	23	77	.	.	PUNCT
ajiri-3772	24	1	the	the	DET
ajiri-3772	24	2	diversity	diversity	NOUN
ajiri-3772	24	3	of	of	ADP
ajiri-3772	24	4	the	the	DET
ajiri-3772	24	5	dataset	dataset	NOUN
ajiri-3772	24	6	was	be	AUX
ajiri-3772	24	7	increased	increase	VERB
ajiri-3772	24	8	,	,	PUNCT
ajiri-3772	24	9	and	and	CCONJ
ajiri-3772	24	10	the	the	DET
ajiri-3772	24	11	generalizability	generalizability	NOUN
ajiri-3772	24	12	of	of	ADP
ajiri-3772	24	13	the	the	DET
ajiri-3772	24	14	model	model	NOUN
ajiri-3772	24	15	was	be	AUX
ajiri-3772	24	16	strengthened	strengthen	VERB
ajiri-3772	24	17	,	,	PUNCT
ajiri-3772	24	18	using	use	VERB
ajiri-3772	24	19	data	datum	NOUN
ajiri-3772	24	20	augmentation	augmentation	NOUN
ajiri-3772	24	21	techniques	technique	NOUN
ajiri-3772	24	22	like	like	ADP
ajiri-3772	24	23	rescaling	rescaling	NOUN
ajiri-3772	24	24	,	,	PUNCT
ajiri-3772	24	25	shear	shear	NOUN
ajiri-3772	24	26	,	,	PUNCT
ajiri-3772	24	27	zoom	zoom	NOUN
ajiri-3772	24	28	,	,	PUNCT
ajiri-3772	24	29	and	and	CCONJ
ajiri-3772	24	30	horizontal	horizontal	ADJ
ajiri-3772	24	31	flip	flip	NOUN
ajiri-3772	24	32	.	.	PUNCT
ajiri-3772	25	1	since	since	SCONJ
ajiri-3772	25	2	ethnicity	ethnicity	NOUN
ajiri-3772	25	3	detection	detection	NOUN
ajiri-3772	25	4	could	could	AUX
ajiri-3772	25	5	have	have	VERB
ajiri-3772	25	6	an	an	DET
ajiri-3772	25	7	impact	impact	NOUN
ajiri-3772	25	8	on	on	ADP
ajiri-3772	25	9	people	people	NOUN
ajiri-3772	25	10	's	's	PART
ajiri-3772	25	11	privacy	privacy	NOUN
ajiri-3772	25	12	and	and	CCONJ
ajiri-3772	25	13	society	society	NOUN
ajiri-3772	25	14	as	as	ADP
ajiri-3772	25	15	whole	whole	ADJ
ajiri-3772	25	16	,	,	PUNCT
ajiri-3772	25	17	ethical	ethical	ADJ
ajiri-3772	25	18	issues	issue	NOUN
ajiri-3772	25	19	are	be	AUX
ajiri-3772	25	20	central	central	ADJ
ajiri-3772	25	21	to	to	ADP
ajiri-3772	25	22	this	this	DET
ajiri-3772	25	23	research	research	NOUN
ajiri-3772	25	24	.	.	PUNCT
ajiri-3772	26	1	the	the	DET
ajiri-3772	26	2	collecting	collecting	NOUN
ajiri-3772	26	3	of	of	ADP
ajiri-3772	26	4	datasets	dataset	NOUN
ajiri-3772	26	5	,	,	PUNCT
ajiri-3772	26	6	creation	creation	NOUN
ajiri-3772	26	7	of	of	ADP
ajiri-3772	26	8	models	model	NOUN
ajiri-3772	26	9	,	,	PUNCT
ajiri-3772	26	10	and	and	CCONJ
ajiri-3772	26	11	evaluation	evaluation	NOUN
ajiri-3772	26	12	will	will	AUX
ajiri-3772	26	13	all	all	PRON
ajiri-3772	26	14	be	be	AUX
ajiri-3772	26	15	done	do	VERB
ajiri-3772	26	16	with	with	ADP
ajiri-3772	26	17	a	a	DET
ajiri-3772	26	18	responsible	responsible	ADJ
ajiri-3772	26	19	and	and	CCONJ
ajiri-3772	26	20	inclusive	inclusive	ADJ
ajiri-3772	26	21	mindset	mindset	NOUN
ajiri-3772	26	22	.	.	PUNCT
ajiri-3772	27	1	additionally	additionally	ADV
ajiri-3772	27	2	,	,	PUNCT
ajiri-3772	27	3	potential	potential	ADJ
ajiri-3772	27	4	biases	bias	NOUN
ajiri-3772	27	5	in	in	ADP
ajiri-3772	27	6	the	the	DET
ajiri-3772	27	7	model	model	NOUN
ajiri-3772	27	8	's	's	PART
ajiri-3772	27	9	forecasts	forecast	NOUN
ajiri-3772	27	10	will	will	AUX
ajiri-3772	27	11	be	be	AUX
ajiri-3772	27	12	investigated	investigate	VERB
ajiri-3772	27	13	,	,	PUNCT
ajiri-3772	27	14	and	and	CCONJ
ajiri-3772	27	15	measures	measure	NOUN
ajiri-3772	27	16	to	to	PART
ajiri-3772	27	17	encourage	encourage	VERB
ajiri-3772	27	18	fairness	fairness	NOUN
ajiri-3772	27	19	and	and	CCONJ
ajiri-3772	27	20	reduce	reduce	VERB
ajiri-3772	27	21	damaging	damaging	ADJ
ajiri-3772	27	22	biases	bias	NOUN
ajiri-3772	27	23	will	will	AUX
ajiri-3772	27	24	be	be	AUX
ajiri-3772	27	25	explored	explore	VERB
ajiri-3772	27	26	.	.	PUNCT
ajiri-3772	28	1	the	the	DET
ajiri-3772	28	2	study	study	NOUN
ajiri-3772	28	3	and	and	CCONJ
ajiri-3772	28	4	testing	testing	NOUN
ajiri-3772	28	5	findings	finding	NOUN
ajiri-3772	28	6	will	will	AUX
ajiri-3772	28	7	show	show	VERB
ajiri-3772	28	8	how	how	SCONJ
ajiri-3772	28	9	well	well	ADV
ajiri-3772	28	10	the	the	DET
ajiri-3772	28	11	"	"	PUNCT
ajiri-3772	28	12	customized	customized	ADJ
ajiri-3772	28	13	densenet121	densenet121	PROPN
ajiri-3772	28	14	model	model	NOUN
ajiri-3772	28	15	"	"	PUNCT
ajiri-3772	28	16	performs	perform	VERB
ajiri-3772	28	17	in	in	ADP
ajiri-3772	28	18	identifying	identify	VERB
ajiri-3772	28	19	ethnicity	ethnicity	NOUN
ajiri-3772	28	20	,	,	PUNCT
ajiri-3772	28	21	including	include	VERB
ajiri-3772	28	22	its	its	PRON
ajiri-3772	28	23	precision	precision	NOUN
ajiri-3772	28	24	and	and	CCONJ
ajiri-3772	28	25	generalization	generalization	NOUN
ajiri-3772	28	26	skills	skill	NOUN
ajiri-3772	28	27	.	.	PUNCT
ajiri-3772	29	1	the	the	DET
ajiri-3772	29	2	study	study	NOUN
ajiri-3772	29	3	intends	intend	VERB
ajiri-3772	29	4	to	to	PART
ajiri-3772	29	5	contribute	contribute	VERB
ajiri-3772	29	6	to	to	ADP
ajiri-3772	29	7	the	the	DET
ajiri-3772	29	8	ethical	ethical	ADJ
ajiri-3772	29	9	development	development	NOUN
ajiri-3772	29	10	of	of	ADP
ajiri-3772	29	11	ai	ai	PROPN
ajiri-3772	29	12	systems	system	NOUN
ajiri-3772	29	13	for	for	ADP
ajiri-3772	29	14	ethnicity	ethnicity	NOUN
ajiri-3772	29	15	recognition	recognition	NOUN
ajiri-3772	29	16	with	with	ADP
ajiri-3772	29	17	a	a	DET
ajiri-3772	29	18	focus	focus	NOUN
ajiri-3772	29	19	on	on	ADP
ajiri-3772	29	20	moral	moral	ADJ
ajiri-3772	29	21	issues	issue	NOUN
ajiri-3772	29	22	and	and	CCONJ
ajiri-3772	29	23	a	a	DET
ajiri-3772	29	24	dedication	dedication	NOUN
ajiri-3772	29	25	to	to	ADP
ajiri-3772	29	26	developing	develop	VERB
ajiri-3772	29	27	ai	ai	PROPN
ajiri-3772	29	28	solutions	solution	NOUN
ajiri-3772	29	29	to	to	PART
ajiri-3772	29	30	get	get	VERB
ajiri-3772	29	31	benefit	benefit	NOUN
ajiri-3772	29	32	society	society	NOUN
ajiri-3772	29	33	.	.	PUNCT
ajiri-3772	30	1	as	as	ADP
ajiri-3772	30	2	a	a	DET
ajiri-3772	30	3	conclusion	conclusion	NOUN
ajiri-3772	30	4	,	,	PUNCT
ajiri-3772	30	5	this	this	DET
ajiri-3772	30	6	work	work	NOUN
ajiri-3772	30	7	aims	aim	VERB
ajiri-3772	30	8	to	to	PART
ajiri-3772	30	9	use	use	VERB
ajiri-3772	30	10	cnns	cnn	NOUN
ajiri-3772	30	11	to	to	PART
ajiri-3772	30	12	promote	promote	VERB
ajiri-3772	30	13	ethnicity	ethnicity	NOUN
ajiri-3772	30	14	detection	detection	NOUN
ajiri-3772	30	15	from	from	ADP
ajiri-3772	30	16	a	a	DET
ajiri-3772	30	17	bangladeshi	bangladeshi	ADJ
ajiri-3772	30	18	perspective	perspective	NOUN
ajiri-3772	30	19	.	.	PUNCT
ajiri-3772	31	1	the	the	DET
ajiri-3772	31	2	study	study	NOUN
ajiri-3772	31	3	aims	aim	VERB
ajiri-3772	31	4	to	to	PART
ajiri-3772	31	5	contribute	contribute	VERB
ajiri-3772	31	6	to	to	ADP
ajiri-3772	31	7	the	the	DET
ajiri-3772	31	8	responsible	responsible	ADJ
ajiri-3772	31	9	and	and	CCONJ
ajiri-3772	31	10	inclusive	inclusive	ADJ
ajiri-3772	31	11	implementation	implementation	NOUN
ajiri-3772	31	12	of	of	ADP
ajiri-3772	31	13	ai	ai	PRON
ajiri-3772	31	14	technology	technology	NOUN
ajiri-3772	31	15	in	in	ADP
ajiri-3772	31	16	various	various	ADJ
ajiri-3772	31	17	cultural	cultural	ADJ
ajiri-3772	31	18	contexts	context	NOUN
ajiri-3772	31	19	by	by	ADP
ajiri-3772	31	20	addressing	address	VERB
ajiri-3772	31	21	ethical	ethical	ADJ
ajiri-3772	31	22	issues	issue	NOUN
ajiri-3772	31	23	and	and	CCONJ
ajiri-3772	31	24	fostering	foster	VERB
ajiri-3772	31	25	justice	justice	NOUN
ajiri-3772	31	26	.	.	PUNCT
ajiri-3772	32	1	in	in	ADP
ajiri-3772	32	2	the	the	DET
ajiri-3772	32	3	end	end	NOUN
ajiri-3772	32	4	,	,	PUNCT
ajiri-3772	32	5	this	this	DET
ajiri-3772	32	6	study	study	NOUN
ajiri-3772	32	7	's	's	PART
ajiri-3772	32	8	findings	finding	NOUN
ajiri-3772	32	9	would	would	AUX
ajiri-3772	32	10	help	help	VERB
ajiri-3772	32	11	people	people	NOUN
ajiri-3772	32	12	comprehend	comprehend	VERB
ajiri-3772	32	13	ethnicity	ethnicity	NOUN
ajiri-3772	32	14	detection	detection	NOUN
ajiri-3772	32	15	and	and	CCONJ
ajiri-3772	32	16	its	its	PRON
ajiri-3772	32	17	effects	effect	NOUN
ajiri-3772	32	18	on	on	ADP
ajiri-3772	32	19	society	society	NOUN
ajiri-3772	32	20	in	in	ADP
ajiri-3772	32	21	bangladesh	bangladesh	PROPN
ajiri-3772	32	22	.	.	PUNCT
ajiri-3772	33	1	problem	problem	NOUN
ajiri-3772	33	2	statement	statement	NOUN
ajiri-3772	33	3	the	the	DET
ajiri-3772	33	4	endeavor	endeavor	NOUN
ajiri-3772	33	5	of	of	ADP
ajiri-3772	33	6	determining	determine	VERB
ajiri-3772	33	7	a	a	DET
ajiri-3772	33	8	person	person	NOUN
ajiri-3772	33	9	's	's	PART
ajiri-3772	33	10	ethnic	ethnic	ADJ
ajiri-3772	33	11	group	group	NOUN
ajiri-3772	33	12	based	base	VERB
ajiri-3772	33	13	on	on	ADP
ajiri-3772	33	14	visual	visual	ADJ
ajiri-3772	33	15	signals	signal	NOUN
ajiri-3772	33	16	is	be	AUX
ajiri-3772	33	17	known	know	VERB
ajiri-3772	33	18	as	as	ADP
ajiri-3772	33	19	"	"	PUNCT
ajiri-3772	33	20	ethnicity	ethnicity	NOUN
ajiri-3772	33	21	detection	detection	NOUN
ajiri-3772	33	22	and	and	CCONJ
ajiri-3772	33	23	it	it	PRON
ajiri-3772	33	24	is	be	AUX
ajiri-3772	33	25	a	a	DET
ajiri-3772	33	26	significant	significant	ADJ
ajiri-3772	33	27	area	area	NOUN
ajiri-3772	33	28	of	of	ADP
ajiri-3772	33	29	research	research	NOUN
ajiri-3772	33	30	with	with	ADP
ajiri-3772	33	31	several	several	ADJ
ajiri-3772	33	32	applications	application	NOUN
ajiri-3772	33	33	in	in	ADP
ajiri-3772	33	34	fields	field	NOUN
ajiri-3772	33	35	including	include	VERB
ajiri-3772	33	36	sociology	sociology	NOUN
ajiri-3772	33	37	,	,	PUNCT
ajiri-3772	33	38	anthropology	anthropology	NOUN
ajiri-3772	33	39	,	,	PUNCT
ajiri-3772	33	40	and	and	CCONJ
ajiri-3772	33	41	computer	computer	NOUN
ajiri-3772	33	42	vision	vision	NOUN
ajiri-3772	33	43	.	.	PUNCT
ajiri-3772	34	1	the	the	DET
ajiri-3772	34	2	chakma	chakma	NOUN
ajiri-3772	34	3	,	,	PUNCT
ajiri-3772	34	4	marma	marma	NOUN
ajiri-3772	34	5	,	,	PUNCT
ajiri-3772	34	6	and	and	CCONJ
ajiri-3772	34	7	tripura	tripura	NOUN
ajiri-3772	34	8	ethnic	ethnic	ADJ
ajiri-3772	34	9	groups	group	NOUN
ajiri-3772	34	10	are	be	AUX
ajiri-3772	34	11	located	locate	VERB
ajiri-3772	34	12	in	in	ADP
ajiri-3772	34	13	the	the	DET
ajiri-3772	34	14	chittagong	chittagong	PROPN
ajiri-3772	34	15	hill	hill	PROPN
ajiri-3772	34	16	district	district	PROPN
ajiri-3772	34	17	of	of	ADP
ajiri-3772	34	18	bangladesh	bangladesh	PROPN
ajiri-3772	34	19	.	.	PUNCT
ajiri-3772	35	1	despite	despite	SCONJ
ajiri-3772	35	2	the	the	DET
ajiri-3772	35	3	nation	nation	NOUN
ajiri-3772	35	4	's	's	PART
ajiri-3772	35	5	multiculturalism	multiculturalism	NOUN
ajiri-3772	35	6	and	and	CCONJ
ajiri-3772	35	7	ethnic	ethnic	ADJ
ajiri-3772	35	8	diversity	diversity	NOUN
ajiri-3772	35	9	,	,	PUNCT
ajiri-3772	35	10	there	there	PRON
ajiri-3772	35	11	are	be	VERB
ajiri-3772	35	12	surprisingly	surprisingly	ADV
ajiri-3772	35	13	few	few	ADJ
ajiri-3772	35	14	thorough	thorough	ADJ
ajiri-3772	35	15	research	research	NOUN
ajiri-3772	35	16	on	on	ADP
ajiri-3772	35	17	ethnicity	ethnicity	NOUN
ajiri-3772	35	18	identification	identification	NOUN
ajiri-3772	35	19	that	that	PRON
ajiri-3772	35	20	are	be	AUX
ajiri-3772	35	21	targeted	target	VERB
ajiri-3772	35	22	to	to	ADP
ajiri-3772	35	23	the	the	DET
ajiri-3772	35	24	bangladeshi	bangladeshi	ADJ
ajiri-3772	35	25	environment	environment	NOUN
ajiri-3772	35	26	and	and	CCONJ
ajiri-3772	35	27	these	these	DET
ajiri-3772	35	28	particular	particular	ADJ
ajiri-3772	35	29	ethnic	ethnic	ADJ
ajiri-3772	35	30	groups	group	NOUN
ajiri-3772	35	31	.	.	PUNCT
ajiri-3772	36	1	the	the	DET
ajiri-3772	36	2	main	main	ADJ
ajiri-3772	36	3	goal	goal	NOUN
ajiri-3772	36	4	of	of	ADP
ajiri-3772	36	5	this	this	DET
ajiri-3772	36	6	paper	paper	NOUN
ajiri-3772	36	7	is	be	AUX
ajiri-3772	36	8	to	to	PART
ajiri-3772	36	9	close	close	VERB
ajiri-3772	36	10	the	the	DET
ajiri-3772	36	11	knowledge	knowledge	NOUN
ajiri-3772	36	12	gap	gap	NOUN
ajiri-3772	36	13	by	by	ADP
ajiri-3772	36	14	developing	develop	VERB
ajiri-3772	36	15	and	and	CCONJ
ajiri-3772	36	16	applying	apply	VERB
ajiri-3772	36	17	an	an	DET
ajiri-3772	36	18	accurate	accurate	ADJ
ajiri-3772	36	19	and	and	CCONJ
ajiri-3772	36	20	effective	effective	ADJ
ajiri-3772	36	21	convolutional	convolutional	ADJ
ajiri-3772	36	22	neural	neural	ADJ
ajiri-3772	36	23	network	network	NOUN
ajiri-3772	36	24	(	(	PUNCT
ajiri-3772	36	25	cnn	cnn	PROPN
ajiri-3772	36	26	)	)	PUNCT
ajiri-3772	36	27	model	model	NOUN
ajiri-3772	36	28	capable	capable	ADJ
ajiri-3772	36	29	of	of	ADP
ajiri-3772	36	30	classifying	classify	VERB
ajiri-3772	36	31	individuals	individual	NOUN
ajiri-3772	36	32	into	into	ADP
ajiri-3772	36	33	their	their	PRON
ajiri-3772	36	34	respective	respective	ADJ
ajiri-3772	36	35	ethnic	ethnic	ADJ
ajiri-3772	36	36	groups	group	NOUN
ajiri-3772	36	37	,	,	PUNCT
ajiri-3772	36	38	namely	namely	ADV
ajiri-3772	36	39	chakma	chakma	NOUN
ajiri-3772	36	40	,	,	PUNCT
ajiri-3772	36	41	marma	marma	NOUN
ajiri-3772	36	42	,	,	PUNCT
ajiri-3772	36	43	and	and	CCONJ
ajiri-3772	36	44	tripura	tripura	NOUN
ajiri-3772	36	45	,	,	PUNCT
ajiri-3772	36	46	based	base	VERB
ajiri-3772	36	47	on	on	ADP
ajiri-3772	36	48	facial	facial	ADJ
ajiri-3772	36	49	photographs	photograph	NOUN
ajiri-3772	36	50	.	.	PUNCT
ajiri-3772	37	1	this	this	DET
ajiri-3772	37	2	study	study	NOUN
ajiri-3772	37	3	intends	intend	VERB
ajiri-3772	37	4	to	to	PART
ajiri-3772	37	5	contribute	contribute	VERB
ajiri-3772	37	6	to	to	ADP
ajiri-3772	37	7	the	the	DET
ajiri-3772	37	8	creation	creation	NOUN
ajiri-3772	37	9	of	of	ADP
ajiri-3772	37	10	a	a	DET
ajiri-3772	37	11	unique	unique	ADJ
ajiri-3772	37	12	and	and	CCONJ
ajiri-3772	37	13	locally	locally	ADV
ajiri-3772	37	14	applicable	applicable	ADJ
ajiri-3772	37	15	method	method	NOUN
ajiri-3772	37	16	for	for	ADP
ajiri-3772	37	17	ethnicity	ethnicity	NOUN
ajiri-3772	37	18	recognition	recognition	NOUN
ajiri-3772	37	19	in	in	ADP
ajiri-3772	37	20	bangladesh	bangladesh	NOUN
ajiri-3772	37	21	by	by	ADP
ajiri-3772	37	22	utilizing	utilize	VERB
ajiri-3772	37	23	the	the	DET
ajiri-3772	37	24	capabilities	capability	NOUN
ajiri-3772	37	25	of	of	ADP
ajiri-3772	37	26	deep	deep	ADJ
ajiri-3772	37	27	learning	learning	NOUN
ajiri-3772	37	28	and	and	CCONJ
ajiri-3772	37	29	transfer	transfer	VERB
ajiri-3772	37	30	learning	learning	NOUN
ajiri-3772	37	31	techniques	technique	NOUN
ajiri-3772	37	32	.	.	PUNCT
ajiri-3772	38	1	to	to	PART
ajiri-3772	38	2	accomplish	accomplish	VERB
ajiri-3772	38	3	this	this	DET
ajiri-3772	38	4	goal	goal	NOUN
ajiri-3772	38	5	,	,	PUNCT
ajiri-3772	38	6	a	a	DET
ajiri-3772	38	7	diverse	diverse	ADJ
ajiri-3772	38	8	and	and	CCONJ
ajiri-3772	38	9	representative	representative	ADJ
ajiri-3772	38	10	dataset	dataset	NOUN
ajiri-3772	38	11	of	of	ADP
ajiri-3772	38	12	facial	facial	ADJ
ajiri-3772	38	13	photos	photo	NOUN
ajiri-3772	38	14	was	be	AUX
ajiri-3772	38	15	gathered	gather	VERB
ajiri-3772	38	16	.	.	PUNCT
ajiri-3772	39	1	to	to	PART
ajiri-3772	39	2	ensure	ensure	VERB
ajiri-3772	39	3	the	the	DET
ajiri-3772	39	4	model	model	NOUN
ajiri-3772	39	5	's	's	PART
ajiri-3772	39	6	robustness	robustness	NOUN
ajiri-3772	39	7	and	and	CCONJ
ajiri-3772	39	8	generalizability	generalizability	NOUN
ajiri-3772	39	9	,	,	PUNCT
ajiri-3772	39	10	the	the	DET
ajiri-3772	39	11	dataset	dataset	NOUN
ajiri-3772	39	12	was	be	AUX
ajiri-3772	39	13	carefully	carefully	ADV
ajiri-3772	39	14	curated	curate	VERB
ajiri-3772	39	15	to	to	PART
ajiri-3772	39	16	contain	contain	VERB
ajiri-3772	39	17	adequate	adequate	ADJ
ajiri-3772	39	18	samples	sample	NOUN
ajiri-3772	39	19	from	from	ADP
ajiri-3772	39	20	each	each	DET
ajiri-3772	39	21	ethnic	ethnic	ADJ
ajiri-3772	39	22	group	group	NOUN
ajiri-3772	39	23	and	and	CCONJ
ajiri-3772	39	24	account	account	NOUN
ajiri-3772	39	25	for	for	ADP
ajiri-3772	39	26	changes	change	NOUN
ajiri-3772	39	27	in	in	ADP
ajiri-3772	39	28	the	the	DET
ajiri-3772	39	29	environment	environment	NOUN
ajiri-3772	39	30	and	and	CCONJ
ajiri-3772	39	31	lighting	lighting	NOUN
ajiri-3772	39	32	circumstances	circumstance	NOUN
ajiri-3772	39	33	.	.	PUNCT
ajiri-3772	40	1	in	in	ADP
ajiri-3772	40	2	conclusion	conclusion	NOUN
ajiri-3772	40	3	,	,	PUNCT
ajiri-3772	40	4	this	this	DET
ajiri-3772	40	5	paper	paper	NOUN
ajiri-3772	40	6	makes	make	VERB
ajiri-3772	40	7	a	a	DET
ajiri-3772	40	8	contribution	contribution	NOUN
ajiri-3772	40	9	to	to	ADP
ajiri-3772	40	10	the	the	DET
ajiri-3772	40	11	study	study	NOUN
ajiri-3772	40	12	of	of	ADP
ajiri-3772	40	13	ethnicity	ethnicity	NOUN
ajiri-3772	40	14	detection	detection	NOUN
ajiri-3772	40	15	using	use	VERB
ajiri-3772	40	16	convolutional	convolutional	ADJ
ajiri-3772	40	17	neural	neural	ADJ
ajiri-3772	40	18	networks	network	NOUN
ajiri-3772	40	19	from	from	ADP
ajiri-3772	40	20	a	a	DET
ajiri-3772	40	21	bangladeshi	bangladeshi	ADJ
ajiri-3772	40	22	perspective	perspective	NOUN
ajiri-3772	40	23	.	.	PUNCT
ajiri-3772	41	1	this	this	DET
ajiri-3772	41	2	paper	paper	NOUN
ajiri-3772	41	3	establishes	establish	VERB
ajiri-3772	41	4	the	the	DET
ajiri-3772	41	5	groundwork	groundwork	NOUN
ajiri-3772	41	6	for	for	ADP
ajiri-3772	41	7	future	future	ADJ
ajiri-3772	41	8	improvements	improvement	NOUN
ajiri-3772	41	9	and	and	CCONJ
ajiri-3772	41	10	encourages	encourage	VERB
ajiri-3772	41	11	a	a	DET
ajiri-3772	41	12	deeper	deep	ADJ
ajiri-3772	41	13	understanding	understanding	NOUN
ajiri-3772	41	14	of	of	ADP
ajiri-3772	41	15	ethnicity	ethnicity	NOUN
ajiri-3772	41	16	detection	detection	NOUN
ajiri-3772	41	17	within	within	ADP
ajiri-3772	41	18	the	the	DET
ajiri-3772	41	19	distinctive	distinctive	ADJ
ajiri-3772	41	20	socio	socio	NOUN
ajiri-3772	41	21	-	-	PUNCT
ajiri-3772	41	22	cultural	cultural	ADJ
ajiri-3772	41	23	setting	setting	NOUN
ajiri-3772	41	24	of	of	ADP
ajiri-3772	41	25	bangladesh	bangladesh	NOUN
ajiri-3772	41	26	by	by	ADP
ajiri-3772	41	27	offering	offer	VERB
ajiri-3772	41	28	a	a	DET
ajiri-3772	41	29	thorough	thorough	ADJ
ajiri-3772	41	30	exploration	exploration	NOUN
ajiri-3772	41	31	of	of	ADP
ajiri-3772	41	32	the	the	DET
ajiri-3772	41	33	chakma	chakma	NOUN
ajiri-3772	41	34	,	,	PUNCT
ajiri-3772	41	35	marma	marma	NOUN
ajiri-3772	41	36	,	,	PUNCT
ajiri-3772	41	37	and	and	CCONJ
ajiri-3772	41	38	tripura	tripura	NOUN
ajiri-3772	41	39	ethnicities	ethnicity	NOUN
ajiri-3772	41	40	.	.	PUNCT
ajiri-3772	42	1	expanding	expand	VERB
ajiri-3772	42	2	the	the	DET
ajiri-3772	42	3	dataset	dataset	NOUN
ajiri-3772	42	4	,	,	PUNCT
ajiri-3772	42	5	removing	remove	VERB
ajiri-3772	42	6	bias	bias	NOUN
ajiri-3772	42	7	,	,	PUNCT
ajiri-3772	42	8	and	and	CCONJ
ajiri-3772	42	9	examining	examine	VERB
ajiri-3772	42	10	the	the	DET
ajiri-3772	42	11	applicability	applicability	NOUN
ajiri-3772	42	12	of	of	ADP
ajiri-3772	42	13	the	the	DET
ajiri-3772	42	14	model	model	NOUN
ajiri-3772	42	15	to	to	ADP
ajiri-3772	42	16	other	other	ADJ
ajiri-3772	42	17	ethnic	ethnic	ADJ
ajiri-3772	42	18	groups	group	NOUN
ajiri-3772	42	19	are	be	AUX
ajiri-3772	42	20	possible	possible	ADJ
ajiri-3772	42	21	future	future	ADJ
ajiri-3772	42	22	study	study	NOUN
ajiri-3772	42	23	directions	direction	NOUN
ajiri-3772	42	24	.	.	PUNCT
ajiri-3772	43	1	background	background	NOUN
ajiri-3772	43	2	in	in	ADP
ajiri-3772	43	3	this	this	DET
ajiri-3772	43	4	current	current	ADJ
ajiri-3772	43	5	era	era	NOUN
ajiri-3772	43	6	of	of	ADP
ajiri-3772	43	7	computer	computer	NOUN
ajiri-3772	43	8	vision	vision	NOUN
ajiri-3772	43	9	and	and	CCONJ
ajiri-3772	43	10	artificial	artificial	ADJ
ajiri-3772	43	11	intelligence	intelligence	NOUN
ajiri-3772	43	12	,	,	PUNCT
ajiri-3772	43	13	there	there	PRON
ajiri-3772	43	14	has	have	AUX
ajiri-3772	43	15	been	be	AUX
ajiri-3772	43	16	an	an	DET
ajiri-3772	43	17	explosion	explosion	NOUN
ajiri-3772	43	18	in	in	ADP
ajiri-3772	43	19	research	research	NOUN
ajiri-3772	43	20	on	on	ADP
ajiri-3772	43	21	image	image	NOUN
ajiri-3772	43	22	-	-	PUNCT
ajiri-3772	43	23	based	base	VERB
ajiri-3772	43	24	classification	classification	NOUN
ajiri-3772	43	25	problems	problem	NOUN
ajiri-3772	43	26	,	,	PUNCT
ajiri-3772	43	27	covering	cover	VERB
ajiri-3772	43	28	a	a	DET
ajiri-3772	43	29	wide	wide	ADJ
ajiri-3772	43	30	range	range	NOUN
ajiri-3772	43	31	of	of	ADP
ajiri-3772	43	32	applications	application	NOUN
ajiri-3772	43	33	,	,	PUNCT
ajiri-3772	43	34	from	from	ADP
ajiri-3772	43	35	object	object	NOUN
ajiri-3772	43	36	detection	detection	NOUN
ajiri-3772	43	37	to	to	ADP
ajiri-3772	43	38	facial	facial	ADJ
ajiri-3772	43	39	analysis	analysis	NOUN
ajiri-3772	43	40	.	.	PUNCT
ajiri-3772	44	1	a	a	DET
ajiri-3772	44	2	subset	subset	NOUN
ajiri-3772	44	3	of	of	ADP
ajiri-3772	44	4	these	these	DET
ajiri-3772	44	5	activities	activity	NOUN
ajiri-3772	44	6	known	know	VERB
ajiri-3772	44	7	as	as	ADP
ajiri-3772	44	8	ethnicity	ethnicity	NOUN
ajiri-3772	44	9	recognition	recognition	NOUN
ajiri-3772	44	10	has	have	VERB
ajiri-3772	44	11	the	the	DET
ajiri-3772	44	12	enormous	enormous	ADJ
ajiri-3772	44	13	potential	potential	NOUN
ajiri-3772	44	14	to	to	PART
ajiri-3772	44	15	help	help	VERB
ajiri-3772	44	16	us	we	PRON
ajiri-3772	44	17	comprehend	comprehend	VERB
ajiri-3772	44	18	and	and	CCONJ
ajiri-3772	44	19	alleviate	alleviate	VERB
ajiri-3772	44	20	socioeconomic	socioeconomic	ADJ
ajiri-3772	44	21	injustices	injustice	NOUN
ajiri-3772	44	22	,	,	PUNCT
ajiri-3772	44	23	cultural	cultural	ADJ
ajiri-3772	44	24	diversity	diversity	NOUN
ajiri-3772	44	25	,	,	PUNCT
ajiri-3772	44	26	and	and	CCONJ
ajiri-3772	44	27	demographic	demographic	ADJ
ajiri-3772	44	28	trends	trend	NOUN
ajiri-3772	44	29	.	.	PUNCT
ajiri-3772	45	1	technology	technology	NOUN
ajiri-3772	45	2	for	for	ADP
ajiri-3772	45	3	ethnicity	ethnicity	NOUN
ajiri-3772	45	4	recognition	recognition	NOUN
ajiri-3772	45	5	can	can	AUX
ajiri-3772	45	6	give	give	VERB
ajiri-3772	45	7	academics	academic	NOUN
ajiri-3772	45	8	,	,	PUNCT
ajiri-3772	45	9	politicians	politician	NOUN
ajiri-3772	45	10	,	,	PUNCT
ajiri-3772	45	11	and	and	CCONJ
ajiri-3772	45	12	social	social	ADJ
ajiri-3772	45	13	scientists	scientist	NOUN
ajiri-3772	45	14	invaluable	invaluable	ADJ
ajiri-3772	45	15	information	information	NOUN
ajiri-3772	45	16	for	for	ADP
ajiri-3772	45	17	developing	develop	VERB
ajiri-3772	45	18	targeted	target	VERB
ajiri-3772	45	19	treatments	treatment	NOUN
ajiri-3772	45	20	and	and	CCONJ
ajiri-3772	45	21	policies	policy	NOUN
ajiri-3772	45	22	by	by	ADP
ajiri-3772	45	23	automatically	automatically	ADV
ajiri-3772	45	24	determining	determine	VERB
ajiri-3772	45	25	a	a	DET
ajiri-3772	45	26	person	person	NOUN
ajiri-3772	45	27	's	's	PART
ajiri-3772	45	28	ethnic	ethnic	ADJ
ajiri-3772	45	29	origin	origin	NOUN
ajiri-3772	45	30	from	from	ADP
ajiri-3772	45	31	visual	visual	ADJ
ajiri-3772	45	32	data	datum	NOUN
ajiri-3772	45	33	.	.	PUNCT
ajiri-3772	46	1	rangamati	rangamati	PROPN
ajiri-3772	46	2	,	,	PUNCT
ajiri-3772	46	3	khagrachhari	khagrachhari	NOUN
ajiri-3772	46	4	,	,	PUNCT
ajiri-3772	46	5	and	and	CCONJ
ajiri-3772	46	6	bandarban	bandarban	ADJ
ajiri-3772	46	7	districts	district	NOUN
ajiri-3772	46	8	in	in	ADP
ajiri-3772	46	9	bangladesh	bangladesh	NOUN
ajiri-3772	46	10	are	be	AUX
ajiri-3772	46	11	considered	consider	VERB
ajiri-3772	46	12	to	to	PART
ajiri-3772	46	13	be	be	AUX
ajiri-3772	46	14	part	part	NOUN
ajiri-3772	46	15	of	of	ADP
ajiri-3772	46	16	the	the	DET
ajiri-3772	46	17	chittagong	chittagong	PROPN
ajiri-3772	46	18	hill	hill	PROPN
ajiri-3772	46	19	tracts	tract	NOUN
ajiri-3772	46	20	(	(	PUNCT
ajiri-3772	46	21	cht	cht	PROPN
ajiri-3772	46	22	)	)	PUNCT
ajiri-3772	46	23	.	.	PUNCT
ajiri-3772	47	1	they	they	PRON
ajiri-3772	47	2	have	have	VERB
ajiri-3772	47	3	a	a	DET
ajiri-3772	47	4	big	big	ADJ
ajiri-3772	47	5	ethnic	ethnic	ADJ
ajiri-3772	47	6	population	population	NOUN
ajiri-3772	47	7	.	.	PUNCT
ajiri-3772	48	1	one	one	NUM
ajiri-3772	48	2	of	of	ADP
ajiri-3772	48	3	these	these	PRON
ajiri-3772	48	4	is	be	AUX
ajiri-3772	48	5	khagrachari	khagrachari	ADJ
ajiri-3772	48	6	,	,	PUNCT
ajiri-3772	48	7	ethnic	ethnic	ADJ
ajiri-3772	48	8	groups	group	NOUN
ajiri-3772	48	9	can	can	AUX
ajiri-3772	48	10	be	be	AUX
ajiri-3772	48	11	divided	divide	VERB
ajiri-3772	48	12	into	into	ADP
ajiri-3772	48	13	various	various	ADJ
ajiri-3772	48	14	categories	category	NOUN
ajiri-3772	48	15	.	.	PUNCT
ajiri-3772	49	1	when	when	SCONJ
ajiri-3772	49	2	i	i	PRON
ajiri-3772	49	3	looked	look	VERB
ajiri-3772	49	4	them	they	PRON
ajiri-3772	49	5	up	up	ADP
ajiri-3772	49	6	,	,	PUNCT
ajiri-3772	49	7	i	i	PRON
ajiri-3772	49	8	discovered	discover	VERB
ajiri-3772	49	9	that	that	SCONJ
ajiri-3772	49	10	they	they	PRON
ajiri-3772	49	11	have	have	AUX
ajiri-3772	49	12	been	be	AUX
ajiri-3772	49	13	the	the	DET
ajiri-3772	49	14	subject	subject	NOUN
ajiri-3772	49	15	of	of	ADP
ajiri-3772	49	16	extensive	extensive	ADJ
ajiri-3772	49	17	research	research	NOUN
ajiri-3772	49	18	,	,	PUNCT
ajiri-3772	49	19	including	include	VERB
ajiri-3772	49	20	studies	study	NOUN
ajiri-3772	49	21	on	on	ADP
ajiri-3772	49	22	their	their	PRON
ajiri-3772	49	23	gender	gender	NOUN
ajiri-3772	49	24	and	and	CCONJ
ajiri-3772	49	25	culture	culture	NOUN
ajiri-3772	49	26	.	.	PUNCT
ajiri-3772	50	1	however	however	ADV
ajiri-3772	50	2	,	,	PUNCT
ajiri-3772	50	3	no	no	DET
ajiri-3772	50	4	significant	significant	ADJ
ajiri-3772	50	5	work	work	NOUN
ajiri-3772	50	6	on	on	ADP
ajiri-3772	50	7	their	their	PRON
ajiri-3772	50	8	face	face	NOUN
ajiri-3772	50	9	detection	detection	NOUN
ajiri-3772	50	10	has	have	AUX
ajiri-3772	50	11	been	be	AUX
ajiri-3772	50	12	done	do	VERB
ajiri-3772	50	13	as	as	ADP
ajiri-3772	50	14	of	of	ADP
ajiri-3772	50	15	yet	yet	ADV
ajiri-3772	50	16	(	(	PUNCT
ajiri-3772	50	17	2021	2021	NUM
ajiri-3772	50	18	)	)	PUNCT
ajiri-3772	50	19	.	.	PUNCT
ajiri-3772	51	1	a	a	DET
ajiri-3772	51	2	new	new	ADJ
ajiri-3772	51	3	topic	topic	NOUN
ajiri-3772	51	4	of	of	ADP
ajiri-3772	51	5	study	study	NOUN
ajiri-3772	51	6	in	in	ADP
ajiri-3772	51	7	artificial	artificial	ADJ
ajiri-3772	51	8	intelligence	intelligence	NOUN
ajiri-3772	51	9	and	and	CCONJ
ajiri-3772	51	10	computer	computer	NOUN
ajiri-3772	51	11	vision	vision	NOUN
ajiri-3772	51	12	is	be	AUX
ajiri-3772	51	13	the	the	DET
ajiri-3772	51	14	detection	detection	NOUN
ajiri-3772	51	15	of	of	ADP
ajiri-3772	51	16	ethnicity	ethnicity	NOUN
ajiri-3772	51	17	using	use	VERB
ajiri-3772	51	18	convolutional	convolutional	ADJ
ajiri-3772	51	19	neural	neural	ADJ
ajiri-3772	51	20	networks	network	NOUN
ajiri-3772	51	21	(	(	PUNCT
ajiri-3772	51	22	cnns	cnns	PROPN
ajiri-3772	51	23	)	)	PUNCT
ajiri-3772	51	24	.	.	PUNCT
ajiri-3772	52	1	cnns	cnns	PROPN
ajiri-3772	52	2	have	have	AUX
ajiri-3772	52	3	demonstrated	demonstrate	VERB
ajiri-3772	52	4	remarkable	remarkable	ADJ
ajiri-3772	52	5	performance	performance	NOUN
ajiri-3772	52	6	in	in	ADP
ajiri-3772	52	7	a	a	DET
ajiri-3772	52	8	range	range	NOUN
ajiri-3772	52	9	of	of	ADP
ajiri-3772	52	10	image	image	NOUN
ajiri-3772	52	11	-	-	PUNCT
ajiri-3772	52	12	related	relate	VERB
ajiri-3772	52	13	tasks	task	NOUN
ajiri-3772	52	14	by	by	ADP
ajiri-3772	52	15	learning	learn	VERB
ajiri-3772	52	16	hierarchical	hierarchical	ADJ
ajiri-3772	52	17	representations	representation	NOUN
ajiri-3772	52	18	from	from	ADP
ajiri-3772	52	19	data	datum	NOUN
ajiri-3772	52	20	,	,	PUNCT
ajiri-3772	52	21	making	make	VERB
ajiri-3772	52	22	them	they	PRON
ajiri-3772	52	23	well	well	ADV
ajiri-3772	52	24	-	-	PUNCT
ajiri-3772	52	25	suited	suit	VERB
ajiri-3772	52	26	for	for	ADP
ajiri-3772	52	27	applications	application	NOUN
ajiri-3772	52	28	requiring	require	VERB
ajiri-3772	52	29	image	image	NOUN
ajiri-3772	52	30	recognition	recognition	NOUN
ajiri-3772	52	31	involving	involve	VERB
ajiri-3772	52	32	visual	visual	ADJ
ajiri-3772	52	33	pattern	pattern	NOUN
ajiri-3772	52	34	identification	identification	NOUN
ajiri-3772	52	35	.	.	PUNCT
ajiri-3772	53	1	ethnicity	ethnicity	NOUN
ajiri-3772	53	2	detection	detection	NOUN
ajiri-3772	53	3	specializes	specialize	VERB
ajiri-3772	53	4	in	in	ADP
ajiri-3772	53	5	automatically	automatically	ADV
ajiri-3772	53	6	determining	determine	VERB
ajiri-3772	53	7	a	a	DET
ajiri-3772	53	8	person	person	NOUN
ajiri-3772	53	9	's	's	PART
ajiri-3772	53	10	ethnicity	ethnicity	NOUN
ajiri-3772	53	11	using	use	VERB
ajiri-3772	53	12	visual	visual	ADJ
ajiri-3772	53	13	cues	cue	NOUN
ajiri-3772	53	14	taken	take	VERB
ajiri-3772	53	15	from	from	ADP
ajiri-3772	53	16	photographs	photograph	NOUN
ajiri-3772	53	17	.	.	PUNCT
ajiri-3772	54	1	in	in	ADP
ajiri-3772	54	2	bangladesh	bangladesh	PROPN
ajiri-3772	54	3	,	,	PUNCT
ajiri-3772	54	4	a	a	DET
ajiri-3772	54	5	multicultural	multicultural	ADJ
ajiri-3772	54	6	nation	nation	NOUN
ajiri-3772	54	7	with	with	ADP
ajiri-3772	54	8	many	many	ADJ
ajiri-3772	54	9	different	different	ADJ
ajiri-3772	54	10	ethnic	ethnic	ADJ
ajiri-3772	54	11	groups	group	NOUN
ajiri-3772	54	12	,	,	PUNCT
ajiri-3772	54	13	ethnicity	ethnicity	NOUN
ajiri-3772	54	14	detection	detection	NOUN
ajiri-3772	54	15	has	have	VERB
ajiri-3772	54	16	a	a	DET
ajiri-3772	54	17	lot	lot	NOUN
ajiri-3772	54	18	of	of	ADP
ajiri-3772	54	19	promise	promise	NOUN
ajiri-3772	54	20	for	for	ADP
ajiri-3772	54	21	use	use	NOUN
ajiri-3772	54	22	in	in	ADP
ajiri-3772	54	23	a	a	DET
ajiri-3772	54	24	variety	variety	NOUN
ajiri-3772	54	25	of	of	ADP
ajiri-3772	54	26	contexts	contexts	NOUN
ajiri-3772	54	27	.	.	PUNCT
ajiri-3772	55	1	a	a	DET
ajiri-3772	55	2	special	special	ADJ
ajiri-3772	55	3	environment	environment	NOUN
ajiri-3772	55	4	for	for	ADP
ajiri-3772	55	5	investigating	investigate	VERB
ajiri-3772	55	6	ethnicity	ethnicity	NOUN
ajiri-3772	55	7	identification	identification	NOUN
ajiri-3772	55	8	from	from	ADP
ajiri-3772	55	9	a	a	DET
ajiri-3772	55	10	bangladeshi	bangladeshi	ADJ
ajiri-3772	55	11	perspective	perspective	NOUN
ajiri-3772	55	12	is	be	AUX
ajiri-3772	55	13	the	the	DET
ajiri-3772	55	14	chittagong	chittagong	PROPN
ajiri-3772	55	15	hill	hill	PROPN
ajiri-3772	55	16	district	district	PROPN
ajiri-3772	55	17	,	,	PUNCT
ajiri-3772	55	18	which	which	PRON
ajiri-3772	55	19	is	be	AUX
ajiri-3772	55	20	renowned	renowned	ADJ
ajiri-3772	55	21	for	for	ADP
ajiri-3772	55	22	its	its	PRON
ajiri-3772	55	23	wide	wide	ADJ
ajiri-3772	55	24	ethnic	ethnic	ADJ
ajiri-3772	55	25	composition	composition	NOUN
ajiri-3772	55	26	.	.	PUNCT
ajiri-3772	56	1	2nd	2nd	NOUN
ajiri-3772	56	2	e	e	PROPN
ajiri-3772	56	3	-	-	PROPN
ajiri-3772	56	4	palli	palli	PROPN
ajiri-3772	56	5	international	international	ADJ
ajiri-3772	56	6	conferences	conference	NOUN
ajiri-3772	56	7	(	(	PUNCT
ajiri-3772	56	8	eic	eic	X
ajiri-3772	56	9	)	)	PUNCT
ajiri-3772	56	10	|	|	ADV
ajiri-3772	56	11	2024	2024	NUM
ajiri-3772	56	12	7	7	NUM
ajiri-3772	56	13	by	by	ADP
ajiri-3772	56	14	learning	learn	VERB
ajiri-3772	56	15	from	from	ADP
ajiri-3772	56	16	data	datum	NOUN
ajiri-3772	56	17	and	and	CCONJ
ajiri-3772	56	18	spotting	spot	VERB
ajiri-3772	56	19	spatial	spatial	ADJ
ajiri-3772	56	20	patterns	pattern	NOUN
ajiri-3772	56	21	using	use	VERB
ajiri-3772	56	22	convolutional	convolutional	ADJ
ajiri-3772	56	23	layers	layer	NOUN
ajiri-3772	56	24	,	,	PUNCT
ajiri-3772	56	25	cnns	cnn	NOUN
ajiri-3772	56	26	in	in	ADP
ajiri-3772	56	27	computer	computer	NOUN
ajiri-3772	56	28	vision	vision	NOUN
ajiri-3772	56	29	have	have	AUX
ajiri-3772	56	30	revolutionized	revolutionize	VERB
ajiri-3772	56	31	picture	picture	NOUN
ajiri-3772	56	32	identification	identification	NOUN
ajiri-3772	56	33	.	.	PUNCT
ajiri-3772	57	1	giving	give	VERB
ajiri-3772	57	2	labels	label	NOUN
ajiri-3772	57	3	to	to	ADP
ajiri-3772	57	4	incoming	incoming	ADJ
ajiri-3772	57	5	images	image	NOUN
ajiri-3772	57	6	is	be	AUX
ajiri-3772	57	7	a	a	DET
ajiri-3772	57	8	key	key	ADJ
ajiri-3772	57	9	component	component	NOUN
ajiri-3772	57	10	of	of	ADP
ajiri-3772	57	11	the	the	DET
ajiri-3772	57	12	computer	computer	NOUN
ajiri-3772	57	13	vision	vision	NOUN
ajiri-3772	57	14	task	task	NOUN
ajiri-3772	57	15	of	of	ADP
ajiri-3772	57	16	image	image	NOUN
ajiri-3772	57	17	categorization	categorization	NOUN
ajiri-3772	57	18	.	.	PUNCT
ajiri-3772	58	1	when	when	SCONJ
ajiri-3772	58	2	attempting	attempt	VERB
ajiri-3772	58	3	to	to	PART
ajiri-3772	58	4	identify	identify	VERB
ajiri-3772	58	5	an	an	DET
ajiri-3772	58	6	individual	individual	NOUN
ajiri-3772	58	7	's	's	PART
ajiri-3772	58	8	ethnicity	ethnicity	NOUN
ajiri-3772	58	9	,	,	PUNCT
ajiri-3772	58	10	the	the	DET
ajiri-3772	58	11	objective	objective	NOUN
ajiri-3772	58	12	is	be	AUX
ajiri-3772	58	13	to	to	ADP
ajiri-3772	58	14	group	group	NOUN
ajiri-3772	58	15	photos	photo	NOUN
ajiri-3772	58	16	of	of	ADP
ajiri-3772	58	17	that	that	DET
ajiri-3772	58	18	person	person	NOUN
ajiri-3772	58	19	into	into	ADP
ajiri-3772	58	20	a	a	DET
ajiri-3772	58	21	particular	particular	ADJ
ajiri-3772	58	22	ethnic	ethnic	ADJ
ajiri-3772	58	23	group	group	NOUN
ajiri-3772	58	24	based	base	VERB
ajiri-3772	58	25	on	on	ADP
ajiri-3772	58	26	visual	visual	ADJ
ajiri-3772	58	27	traits	trait	NOUN
ajiri-3772	58	28	.	.	PUNCT
ajiri-3772	59	1	deep	deep	ADJ
ajiri-3772	59	2	learning	learning	NOUN
ajiri-3772	59	3	commonly	commonly	ADV
ajiri-3772	59	4	employs	employ	VERB
ajiri-3772	59	5	the	the	DET
ajiri-3772	59	6	concepts	concept	NOUN
ajiri-3772	59	7	of	of	ADP
ajiri-3772	59	8	transfer	transfer	NOUN
ajiri-3772	59	9	learning	learning	NOUN
ajiri-3772	59	10	and	and	CCONJ
ajiri-3772	59	11	fine	fine	ADV
ajiri-3772	59	12	-	-	PUNCT
ajiri-3772	59	13	tuning	tuning	NOUN
ajiri-3772	59	14	.	.	PUNCT
ajiri-3772	60	1	transfer	transfer	NOUN
ajiri-3772	60	2	learning	learning	NOUN
ajiri-3772	60	3	uses	use	VERB
ajiri-3772	60	4	models	model	NOUN
ajiri-3772	60	5	that	that	PRON
ajiri-3772	60	6	have	have	AUX
ajiri-3772	60	7	already	already	ADV
ajiri-3772	60	8	been	be	AUX
ajiri-3772	60	9	trained	train	VERB
ajiri-3772	60	10	on	on	ADP
ajiri-3772	60	11	large	large	ADJ
ajiri-3772	60	12	datasets	dataset	NOUN
ajiri-3772	60	13	to	to	PART
ajiri-3772	60	14	improve	improve	VERB
ajiri-3772	60	15	performance	performance	NOUN
ajiri-3772	60	16	on	on	ADP
ajiri-3772	60	17	smaller	small	ADJ
ajiri-3772	60	18	datasets	dataset	NOUN
ajiri-3772	60	19	,	,	PUNCT
ajiri-3772	60	20	while	while	SCONJ
ajiri-3772	60	21	finetuning	finetune	VERB
ajiri-3772	60	22	enables	enable	VERB
ajiri-3772	60	23	models	model	NOUN
ajiri-3772	60	24	to	to	PART
ajiri-3772	60	25	adjust	adjust	VERB
ajiri-3772	60	26	to	to	ADP
ajiri-3772	60	27	data	datum	NOUN
ajiri-3772	60	28	that	that	PRON
ajiri-3772	60	29	is	be	AUX
ajiri-3772	60	30	specific	specific	ADJ
ajiri-3772	60	31	to	to	ADP
ajiri-3772	60	32	a	a	DET
ajiri-3772	60	33	certain	certain	ADJ
ajiri-3772	60	34	job	job	NOUN
ajiri-3772	60	35	.	.	PUNCT
ajiri-3772	61	1	the	the	DET
ajiri-3772	61	2	successful	successful	ADJ
ajiri-3772	61	3	application	application	NOUN
ajiri-3772	61	4	of	of	ADP
ajiri-3772	61	5	cnn	cnn	PROPN
ajiri-3772	61	6	models	model	NOUN
ajiri-3772	61	7	depends	depend	VERB
ajiri-3772	61	8	heavily	heavily	ADV
ajiri-3772	61	9	on	on	ADP
ajiri-3772	61	10	data	datum	NOUN
ajiri-3772	61	11	collection	collection	NOUN
ajiri-3772	61	12	and	and	CCONJ
ajiri-3772	61	13	augmentation	augmentation	NOUN
ajiri-3772	61	14	.	.	PUNCT
ajiri-3772	62	1	increase	increase	VERB
ajiri-3772	62	2	dataset	dataset	ADJ
ajiri-3772	62	3	diversity	diversity	NOUN
ajiri-3772	62	4	and	and	CCONJ
ajiri-3772	62	5	model	model	NOUN
ajiri-3772	62	6	resilience	resilience	NOUN
ajiri-3772	62	7	through	through	ADP
ajiri-3772	62	8	augmentation	augmentation	NOUN
ajiri-3772	62	9	techniques	technique	NOUN
ajiri-3772	62	10	including	include	VERB
ajiri-3772	62	11	rescaling	rescaling	NOUN
ajiri-3772	62	12	,	,	PUNCT
ajiri-3772	62	13	rotation	rotation	NOUN
ajiri-3772	62	14	,	,	PUNCT
ajiri-3772	62	15	and	and	CCONJ
ajiri-3772	62	16	flipping	flipping	NOUN
ajiri-3772	62	17	.	.	PUNCT
ajiri-3772	63	1	when	when	SCONJ
ajiri-3772	63	2	creating	create	VERB
ajiri-3772	63	3	ai	ai	NOUN
ajiri-3772	63	4	-	-	PUNCT
ajiri-3772	63	5	based	base	VERB
ajiri-3772	63	6	ethnicity	ethnicity	NOUN
ajiri-3772	63	7	detection	detection	NOUN
ajiri-3772	63	8	systems	system	NOUN
ajiri-3772	63	9	,	,	PUNCT
ajiri-3772	63	10	ethical	ethical	ADJ
ajiri-3772	63	11	issues	issue	NOUN
ajiri-3772	63	12	must	must	AUX
ajiri-3772	63	13	be	be	AUX
ajiri-3772	63	14	taken	take	VERB
ajiri-3772	63	15	into	into	ADP
ajiri-3772	63	16	account	account	NOUN
ajiri-3772	63	17	.	.	PUNCT
ajiri-3772	64	1	responsible	responsible	ADJ
ajiri-3772	64	2	use	use	NOUN
ajiri-3772	64	3	of	of	ADP
ajiri-3772	64	4	ai	ai	PROPN
ajiri-3772	64	5	technologies	technology	NOUN
ajiri-3772	64	6	requires	require	VERB
ajiri-3772	64	7	ensuring	ensure	VERB
ajiri-3772	64	8	data	datum	NOUN
ajiri-3772	64	9	privacy	privacy	NOUN
ajiri-3772	64	10	,	,	PUNCT
ajiri-3772	64	11	obtaining	obtain	VERB
ajiri-3772	64	12	informed	informed	ADJ
ajiri-3772	64	13	consent	consent	NOUN
ajiri-3772	64	14	,	,	PUNCT
ajiri-3772	64	15	and	and	CCONJ
ajiri-3772	64	16	eliminating	eliminate	VERB
ajiri-3772	64	17	any	any	DET
ajiri-3772	64	18	biases	bias	NOUN
ajiri-3772	64	19	.	.	PUNCT
ajiri-3772	65	1	by	by	ADP
ajiri-3772	65	2	modifying	modify	VERB
ajiri-3772	65	3	a	a	DET
ajiri-3772	65	4	densenet121	densenet121	PROPN
ajiri-3772	65	5	model	model	NOUN
ajiri-3772	65	6	and	and	CCONJ
ajiri-3772	65	7	using	use	VERB
ajiri-3772	65	8	it	it	PRON
ajiri-3772	65	9	to	to	PART
ajiri-3772	65	10	determine	determine	VERB
ajiri-3772	65	11	ethnicity	ethnicity	NOUN
ajiri-3772	65	12	from	from	ADP
ajiri-3772	65	13	views	view	NOUN
ajiri-3772	65	14	in	in	ADP
ajiri-3772	65	15	bangladesh	bangladesh	NOUN
ajiri-3772	65	16	,	,	PUNCT
ajiri-3772	65	17	the	the	DET
ajiri-3772	65	18	study	study	NOUN
ajiri-3772	65	19	hopes	hope	VERB
ajiri-3772	65	20	to	to	PART
ajiri-3772	65	21	close	close	VERB
ajiri-3772	65	22	a	a	DET
ajiri-3772	65	23	research	research	NOUN
ajiri-3772	65	24	gap	gap	NOUN
ajiri-3772	65	25	.	.	PUNCT
ajiri-3772	66	1	this	this	DET
ajiri-3772	66	2	study	study	NOUN
ajiri-3772	66	3	makes	make	VERB
ajiri-3772	66	4	a	a	DET
ajiri-3772	66	5	positive	positive	ADJ
ajiri-3772	66	6	impact	impact	NOUN
ajiri-3772	66	7	on	on	ADP
ajiri-3772	66	8	responsible	responsible	ADJ
ajiri-3772	66	9	ai	ai	NOUN
ajiri-3772	66	10	applications	application	NOUN
ajiri-3772	66	11	in	in	ADP
ajiri-3772	66	12	many	many	ADJ
ajiri-3772	66	13	cultural	cultural	ADJ
ajiri-3772	66	14	contexts	context	NOUN
ajiri-3772	66	15	by	by	ADP
ajiri-3772	66	16	addressing	address	VERB
ajiri-3772	66	17	ethical	ethical	ADJ
ajiri-3772	66	18	issues	issue	NOUN
ajiri-3772	66	19	and	and	CCONJ
ajiri-3772	66	20	encouraging	encourage	VERB
ajiri-3772	66	21	fairness	fairness	NOUN
ajiri-3772	66	22	in	in	ADP
ajiri-3772	66	23	model	model	NOUN
ajiri-3772	66	24	building	building	NOUN
ajiri-3772	66	25	.	.	PUNCT
ajiri-3772	67	1	finally	finally	ADV
ajiri-3772	67	2	,	,	PUNCT
ajiri-3772	67	3	the	the	DET
ajiri-3772	67	4	background	background	NOUN
ajiri-3772	67	5	part	part	NOUN
ajiri-3772	67	6	offers	offer	VERB
ajiri-3772	67	7	a	a	DET
ajiri-3772	67	8	theoretical	theoretical	ADJ
ajiri-3772	67	9	framework	framework	NOUN
ajiri-3772	67	10	for	for	ADP
ajiri-3772	67	11	understanding	understand	VERB
ajiri-3772	67	12	ethnicity	ethnicity	NOUN
ajiri-3772	67	13	detection	detection	NOUN
ajiri-3772	67	14	using	use	VERB
ajiri-3772	67	15	cnns	cnn	NOUN
ajiri-3772	67	16	and	and	CCONJ
ajiri-3772	67	17	its	its	PRON
ajiri-3772	67	18	applicability	applicability	NOUN
ajiri-3772	67	19	in	in	ADP
ajiri-3772	67	20	the	the	DET
ajiri-3772	67	21	context	context	NOUN
ajiri-3772	67	22	of	of	ADP
ajiri-3772	67	23	bangladesh	bangladesh	NOUN
ajiri-3772	67	24	.	.	PUNCT
ajiri-3772	68	1	the	the	DET
ajiri-3772	68	2	research	research	NOUN
ajiri-3772	68	3	's	's	PART
ajiri-3772	68	4	objective	objective	NOUN
ajiri-3772	68	5	is	be	AUX
ajiri-3772	68	6	to	to	PART
ajiri-3772	68	7	develop	develop	VERB
ajiri-3772	68	8	an	an	DET
ajiri-3772	68	9	accurate	accurate	ADJ
ajiri-3772	68	10	and	and	CCONJ
ajiri-3772	68	11	moral	moral	ADJ
ajiri-3772	68	12	mechanism	mechanism	NOUN
ajiri-3772	68	13	for	for	ADP
ajiri-3772	68	14	detecting	detect	VERB
ajiri-3772	68	15	ethnicity	ethnicity	NOUN
ajiri-3772	68	16	that	that	PRON
ajiri-3772	68	17	could	could	AUX
ajiri-3772	68	18	have	have	VERB
ajiri-3772	68	19	a	a	DET
ajiri-3772	68	20	positive	positive	ADJ
ajiri-3772	68	21	impact	impact	NOUN
ajiri-3772	68	22	on	on	ADP
ajiri-3772	68	23	society	society	NOUN
ajiri-3772	68	24	by	by	ADP
ajiri-3772	68	25	utilizing	utilize	VERB
ajiri-3772	68	26	deep	deep	ADJ
ajiri-3772	68	27	learning	learning	NOUN
ajiri-3772	68	28	techniques	technique	NOUN
ajiri-3772	68	29	.	.	PUNCT
ajiri-3772	69	1	motivation	motivation	NOUN
ajiri-3772	69	2	due	due	ADP
ajiri-3772	69	3	to	to	ADP
ajiri-3772	69	4	its	its	PRON
ajiri-3772	69	5	diversified	diversified	ADJ
ajiri-3772	69	6	population	population	NOUN
ajiri-3772	69	7	,	,	PUNCT
ajiri-3772	69	8	which	which	PRON
ajiri-3772	69	9	is	be	AUX
ajiri-3772	69	10	made	make	VERB
ajiri-3772	69	11	up	up	ADP
ajiri-3772	69	12	of	of	ADP
ajiri-3772	69	13	multiple	multiple	ADJ
ajiri-3772	69	14	ethnic	ethnic	ADJ
ajiri-3772	69	15	groups	group	NOUN
ajiri-3772	69	16	,	,	PUNCT
ajiri-3772	69	17	each	each	PRON
ajiri-3772	69	18	with	with	ADP
ajiri-3772	69	19	its	its	PRON
ajiri-3772	69	20	own	own	ADJ
ajiri-3772	69	21	traditions	tradition	NOUN
ajiri-3772	69	22	,	,	PUNCT
ajiri-3772	69	23	dialects	dialect	NOUN
ajiri-3772	69	24	,	,	PUNCT
ajiri-3772	69	25	and	and	CCONJ
ajiri-3772	69	26	cultural	cultural	ADJ
ajiri-3772	69	27	practices	practice	NOUN
ajiri-3772	69	28	,	,	PUNCT
ajiri-3772	69	29	bangladesh	bangladesh	NOUN
ajiri-3772	69	30	,	,	PUNCT
ajiri-3772	69	31	a	a	DET
ajiri-3772	69	32	nation	nation	NOUN
ajiri-3772	69	33	famous	famous	ADJ
ajiri-3772	69	34	for	for	ADP
ajiri-3772	69	35	its	its	PRON
ajiri-3772	69	36	rich	rich	ADJ
ajiri-3772	69	37	cultural	cultural	ADJ
ajiri-3772	69	38	tapestry	tapestry	NOUN
ajiri-3772	69	39	,	,	PUNCT
ajiri-3772	69	40	places	place	VERB
ajiri-3772	69	41	a	a	DET
ajiri-3772	69	42	special	special	ADJ
ajiri-3772	69	43	emphasis	emphasis	NOUN
ajiri-3772	69	44	on	on	ADP
ajiri-3772	69	45	ethnicity	ethnicity	NOUN
ajiri-3772	69	46	detection	detection	NOUN
ajiri-3772	69	47	.	.	PUNCT
ajiri-3772	70	1	the	the	DET
ajiri-3772	70	2	ethnic	ethnic	ADJ
ajiri-3772	70	3	groups	group	NOUN
ajiri-3772	70	4	of	of	ADP
ajiri-3772	70	5	our	our	PRON
ajiri-3772	70	6	country	country	NOUN
ajiri-3772	70	7	deprived	deprive	VERB
ajiri-3772	70	8	in	in	ADP
ajiri-3772	70	9	many	many	ADJ
ajiri-3772	70	10	ways	way	NOUN
ajiri-3772	70	11	.	.	PUNCT
ajiri-3772	71	1	if	if	SCONJ
ajiri-3772	71	2	we	we	PRON
ajiri-3772	71	3	can	can	AUX
ajiri-3772	71	4	identify	identify	VERB
ajiri-3772	71	5	them	they	PRON
ajiri-3772	71	6	,	,	PUNCT
ajiri-3772	71	7	we	we	PRON
ajiri-3772	71	8	can	can	AUX
ajiri-3772	71	9	be	be	AUX
ajiri-3772	71	10	benefited	benefit	VERB
ajiri-3772	71	11	in	in	ADP
ajiri-3772	71	12	many	many	ADJ
ajiri-3772	71	13	ways	way	NOUN
ajiri-3772	71	14	.	.	PUNCT
ajiri-3772	72	1	cultural	cultural	ADJ
ajiri-3772	72	2	diversity	diversity	NOUN
ajiri-3772	72	3	is	be	AUX
ajiri-3772	72	4	very	very	ADV
ajiri-3772	72	5	important	important	ADJ
ajiri-3772	72	6	in	in	ADP
ajiri-3772	72	7	different	different	ADJ
ajiri-3772	72	8	workplaces	workplace	NOUN
ajiri-3772	72	9	.	.	PUNCT
ajiri-3772	73	1	different	different	ADJ
ajiri-3772	73	2	ethnic	ethnic	ADJ
ajiri-3772	73	3	groups	group	NOUN
ajiri-3772	73	4	have	have	VERB
ajiri-3772	73	5	different	different	ADJ
ajiri-3772	73	6	thoughts	thought	NOUN
ajiri-3772	73	7	and	and	CCONJ
ajiri-3772	73	8	ideas	idea	NOUN
ajiri-3772	73	9	.	.	PUNCT
ajiri-3772	74	1	different	different	ADJ
ajiri-3772	74	2	new	new	ADJ
ajiri-3772	74	3	ideas	idea	NOUN
ajiri-3772	74	4	from	from	ADP
ajiri-3772	74	5	many	many	ADJ
ajiri-3772	74	6	types	type	NOUN
ajiri-3772	74	7	of	of	ADP
ajiri-3772	74	8	communities	community	NOUN
ajiri-3772	74	9	can	can	AUX
ajiri-3772	74	10	come	come	VERB
ajiri-3772	74	11	together	together	ADV
ajiri-3772	74	12	to	to	PART
ajiri-3772	74	13	produce	produce	VERB
ajiri-3772	74	14	an	an	DET
ajiri-3772	74	15	effective	effective	ADJ
ajiri-3772	74	16	idea	idea	NOUN
ajiri-3772	74	17	or	or	CCONJ
ajiri-3772	74	18	solution	solution	NOUN
ajiri-3772	74	19	to	to	ADP
ajiri-3772	74	20	a	a	DET
ajiri-3772	74	21	problem	problem	NOUN
ajiri-3772	74	22	.	.	PUNCT
ajiri-3772	75	1	it	it	PRON
ajiri-3772	75	2	can	can	AUX
ajiri-3772	75	3	help	help	VERB
ajiri-3772	75	4	to	to	PART
ajiri-3772	75	5	make	make	VERB
ajiri-3772	75	6	better	well	ADJ
ajiri-3772	75	7	decisions	decision	NOUN
ajiri-3772	75	8	,	,	PUNCT
ajiri-3772	75	9	improve	improve	VERB
ajiri-3772	75	10	performance	performance	NOUN
ajiri-3772	75	11	,	,	PUNCT
ajiri-3772	75	12	attract	attract	VERB
ajiri-3772	75	13	new	new	ADJ
ajiri-3772	75	14	talent	talent	NOUN
ajiri-3772	75	15	,	,	PUNCT
ajiri-3772	75	16	and	and	CCONJ
ajiri-3772	75	17	increase	increase	VERB
ajiri-3772	75	18	profits	profit	NOUN
ajiri-3772	75	19	.	.	PUNCT
ajiri-3772	76	1	the	the	DET
ajiri-3772	76	2	research	research	NOUN
ajiri-3772	76	3	can	can	AUX
ajiri-3772	76	4	highlight	highlight	VERB
ajiri-3772	76	5	ethnic	ethnic	ADJ
ajiri-3772	76	6	identity	identity	NOUN
ajiri-3772	76	7	.	.	PUNCT
ajiri-3772	77	1	the	the	DET
ajiri-3772	77	2	more	more	ADV
ajiri-3772	77	3	diverse	diverse	ADJ
ajiri-3772	77	4	a	a	DET
ajiri-3772	77	5	country	country	NOUN
ajiri-3772	77	6	is	be	AUX
ajiri-3772	77	7	,	,	PUNCT
ajiri-3772	77	8	the	the	PRON
ajiri-3772	77	9	more	more	ADV
ajiri-3772	77	10	economically	economically	ADV
ajiri-3772	77	11	and	and	CCONJ
ajiri-3772	77	12	culturally	culturally	ADV
ajiri-3772	77	13	profitable	profitable	ADJ
ajiri-3772	77	14	the	the	DET
ajiri-3772	77	15	country	country	NOUN
ajiri-3772	77	16	will	will	AUX
ajiri-3772	77	17	be	be	AUX
ajiri-3772	77	18	.	.	PUNCT
ajiri-3772	78	1	our	our	PRON
ajiri-3772	78	2	abilities	ability	NOUN
ajiri-3772	78	3	will	will	AUX
ajiri-3772	78	4	advance	advance	VERB
ajiri-3772	78	5	,	,	PUNCT
ajiri-3772	78	6	our	our	PRON
ajiri-3772	78	7	creativity	creativity	NOUN
ajiri-3772	78	8	will	will	AUX
ajiri-3772	78	9	soar	soar	VERB
ajiri-3772	78	10	,	,	PUNCT
ajiri-3772	78	11	and	and	CCONJ
ajiri-3772	78	12	the	the	DET
ajiri-3772	78	13	use	use	NOUN
ajiri-3772	78	14	of	of	ADP
ajiri-3772	78	15	our	our	PRON
ajiri-3772	78	16	resources	resource	NOUN
ajiri-3772	78	17	will	will	AUX
ajiri-3772	78	18	be	be	AUX
ajiri-3772	78	19	maximized	maximize	VERB
ajiri-3772	78	20	if	if	SCONJ
ajiri-3772	78	21	we	we	PRON
ajiri-3772	78	22	can	can	AUX
ajiri-3772	78	23	move	move	VERB
ajiri-3772	78	24	them	they	PRON
ajiri-3772	78	25	forward	forward	ADV
ajiri-3772	78	26	.	.	PUNCT
ajiri-3772	79	1	although	although	SCONJ
ajiri-3772	79	2	ethnicity	ethnicity	NOUN
ajiri-3772	79	3	recognition	recognition	NOUN
ajiri-3772	79	4	has	have	AUX
ajiri-3772	79	5	made	make	VERB
ajiri-3772	79	6	significant	significant	ADJ
ajiri-3772	79	7	strides	stride	NOUN
ajiri-3772	79	8	in	in	ADP
ajiri-3772	79	9	other	other	ADJ
ajiri-3772	79	10	contexts	contexts	NOUN
ajiri-3772	79	11	,	,	PUNCT
ajiri-3772	79	12	bangladeshi	bangladeshi	ADJ
ajiri-3772	79	13	applications	application	NOUN
ajiri-3772	79	14	are	be	AUX
ajiri-3772	79	15	still	still	ADV
ajiri-3772	79	16	being	be	AUX
ajiri-3772	79	17	studied	study	VERB
ajiri-3772	79	18	.	.	PUNCT
ajiri-3772	80	1	as	as	ADP
ajiri-3772	80	2	a	a	DET
ajiri-3772	80	3	result	result	NOUN
ajiri-3772	80	4	,	,	PUNCT
ajiri-3772	80	5	this	this	DET
ajiri-3772	80	6	study	study	NOUN
ajiri-3772	80	7	attempts	attempt	VERB
ajiri-3772	80	8	to	to	PART
ajiri-3772	80	9	add	add	VERB
ajiri-3772	80	10	to	to	ADP
ajiri-3772	80	11	the	the	DET
ajiri-3772	80	12	growing	grow	VERB
ajiri-3772	80	13	subject	subject	NOUN
ajiri-3772	80	14	of	of	ADP
ajiri-3772	80	15	ethnicity	ethnicity	NOUN
ajiri-3772	80	16	detection	detection	NOUN
ajiri-3772	80	17	with	with	ADP
ajiri-3772	80	18	a	a	DET
ajiri-3772	80	19	focus	focus	NOUN
ajiri-3772	80	20	on	on	ADP
ajiri-3772	80	21	bangladesh	bangladesh	NOUN
ajiri-3772	80	22	,	,	PUNCT
ajiri-3772	80	23	outlining	outline	VERB
ajiri-3772	80	24	the	the	DET
ajiri-3772	80	25	promise	promise	NOUN
ajiri-3772	80	26	and	and	CCONJ
ajiri-3772	80	27	difficulties	difficulty	NOUN
ajiri-3772	80	28	of	of	ADP
ajiri-3772	80	29	applying	apply	VERB
ajiri-3772	80	30	such	such	ADJ
ajiri-3772	80	31	technology	technology	NOUN
ajiri-3772	80	32	in	in	ADP
ajiri-3772	80	33	a	a	DET
ajiri-3772	80	34	setting	setting	NOUN
ajiri-3772	80	35	with	with	ADP
ajiri-3772	80	36	a	a	DET
ajiri-3772	80	37	diverse	diverse	ADJ
ajiri-3772	80	38	cultural	cultural	ADJ
ajiri-3772	80	39	population	population	NOUN
ajiri-3772	80	40	.	.	PUNCT
ajiri-3772	81	1	the	the	DET
ajiri-3772	81	2	ethnic	ethnic	ADJ
ajiri-3772	81	3	groups	group	NOUN
ajiri-3772	81	4	of	of	ADP
ajiri-3772	81	5	our	our	PRON
ajiri-3772	81	6	country	country	NOUN
ajiri-3772	81	7	deprived	deprive	VERB
ajiri-3772	81	8	in	in	ADP
ajiri-3772	81	9	many	many	ADJ
ajiri-3772	81	10	figure	figure	NOUN
ajiri-3772	81	11	1	1	NUM
ajiri-3772	81	12	:	:	PUNCT
ajiri-3772	81	13	based	base	VERB
ajiri-3772	81	14	on	on	ADP
ajiri-3772	81	15	information	information	NOUN
ajiri-3772	81	16	obtained	obtain	VERB
ajiri-3772	81	17	from	from	ADP
ajiri-3772	81	18	ieee	ieee	PROPN
ajiri-3772	81	19	xplore	xplore	PROPN
ajiri-3772	81	20	,	,	PUNCT
ajiri-3772	81	21	a	a	DET
ajiri-3772	81	22	bar	bar	NOUN
ajiri-3772	81	23	diagram	diagram	NOUN
ajiri-3772	81	24	showing	show	VERB
ajiri-3772	81	25	the	the	DET
ajiri-3772	81	26	number	number	NOUN
ajiri-3772	81	27	of	of	ADP
ajiri-3772	81	28	papers	paper	NOUN
ajiri-3772	81	29	published	publish	VERB
ajiri-3772	81	30	on	on	ADP
ajiri-3772	81	31	ethnicity	ethnicity	NOUN
ajiri-3772	81	32	detection	detection	NOUN
ajiri-3772	81	33	from	from	ADP
ajiri-3772	81	34	2001	2001	NUM
ajiri-3772	81	35	to	to	ADP
ajiri-3772	81	36	2022	2022	NUM
ajiri-3772	81	37	is	be	AUX
ajiri-3772	81	38	shown	show	VERB
ajiri-3772	81	39	.	.	PUNCT
ajiri-3772	82	1	2nd	2nd	NOUN
ajiri-3772	82	2	e	e	PROPN
ajiri-3772	82	3	-	-	PROPN
ajiri-3772	82	4	palli	palli	PROPN
ajiri-3772	82	5	international	international	ADJ
ajiri-3772	82	6	conferences	conference	NOUN
ajiri-3772	82	7	(	(	PUNCT
ajiri-3772	82	8	eic	eic	X
ajiri-3772	82	9	)	)	PUNCT
ajiri-3772	82	10	|	|	ADV
ajiri-3772	82	11	2024	2024	NUM
ajiri-3772	82	12	8	8	NUM
ajiri-3772	82	13	ways	way	NOUN
ajiri-3772	82	14	.	.	PUNCT
ajiri-3772	83	1	if	if	SCONJ
ajiri-3772	83	2	we	we	PRON
ajiri-3772	83	3	can	can	AUX
ajiri-3772	83	4	identify	identify	VERB
ajiri-3772	83	5	them	they	PRON
ajiri-3772	83	6	,	,	PUNCT
ajiri-3772	83	7	we	we	PRON
ajiri-3772	83	8	can	can	AUX
ajiri-3772	83	9	be	be	AUX
ajiri-3772	83	10	benefited	benefit	VERB
ajiri-3772	83	11	in	in	ADP
ajiri-3772	83	12	many	many	ADJ
ajiri-3772	83	13	ways	way	NOUN
ajiri-3772	83	14	.	.	PUNCT
ajiri-3772	84	1	the	the	DET
ajiri-3772	84	2	country	country	NOUN
ajiri-3772	84	3	will	will	AUX
ajiri-3772	84	4	prosper	prosper	VERB
ajiri-3772	84	5	.	.	PUNCT
ajiri-3772	85	1	cultural	cultural	ADJ
ajiri-3772	85	2	diversity	diversity	NOUN
ajiri-3772	85	3	is	be	AUX
ajiri-3772	85	4	very	very	ADV
ajiri-3772	85	5	important	important	ADJ
ajiri-3772	85	6	in	in	ADP
ajiri-3772	85	7	different	different	ADJ
ajiri-3772	85	8	workplaces	workplace	NOUN
ajiri-3772	85	9	.	.	PUNCT
ajiri-3772	86	1	different	different	ADJ
ajiri-3772	86	2	ethnic	ethnic	ADJ
ajiri-3772	86	3	groups	group	NOUN
ajiri-3772	86	4	have	have	VERB
ajiri-3772	86	5	different	different	ADJ
ajiri-3772	86	6	thoughts	thought	NOUN
ajiri-3772	86	7	and	and	CCONJ
ajiri-3772	86	8	ideas	idea	NOUN
ajiri-3772	86	9	.	.	PUNCT
ajiri-3772	87	1	different	different	ADJ
ajiri-3772	87	2	new	new	ADJ
ajiri-3772	87	3	ideas	idea	NOUN
ajiri-3772	87	4	from	from	ADP
ajiri-3772	87	5	many	many	ADJ
ajiri-3772	87	6	types	type	NOUN
ajiri-3772	87	7	of	of	ADP
ajiri-3772	87	8	communities	community	NOUN
ajiri-3772	87	9	can	can	AUX
ajiri-3772	87	10	come	come	VERB
ajiri-3772	87	11	together	together	ADV
ajiri-3772	87	12	to	to	PART
ajiri-3772	87	13	produce	produce	VERB
ajiri-3772	87	14	an	an	DET
ajiri-3772	87	15	effective	effective	ADJ
ajiri-3772	87	16	idea	idea	NOUN
ajiri-3772	87	17	or	or	CCONJ
ajiri-3772	87	18	solution	solution	NOUN
ajiri-3772	87	19	to	to	ADP
ajiri-3772	87	20	a	a	DET
ajiri-3772	87	21	problem	problem	NOUN
ajiri-3772	87	22	.	.	PUNCT
ajiri-3772	88	1	it	it	PRON
ajiri-3772	88	2	can	can	AUX
ajiri-3772	88	3	help	help	VERB
ajiri-3772	88	4	to	to	PART
ajiri-3772	88	5	make	make	VERB
ajiri-3772	88	6	better	well	ADJ
ajiri-3772	88	7	decisions	decision	NOUN
ajiri-3772	88	8	,	,	PUNCT
ajiri-3772	88	9	improve	improve	VERB
ajiri-3772	88	10	performance	performance	NOUN
ajiri-3772	88	11	,	,	PUNCT
ajiri-3772	88	12	attract	attract	VERB
ajiri-3772	88	13	new	new	ADJ
ajiri-3772	88	14	talent	talent	NOUN
ajiri-3772	88	15	,	,	PUNCT
ajiri-3772	88	16	and	and	CCONJ
ajiri-3772	88	17	increase	increase	VERB
ajiri-3772	88	18	profits	profit	NOUN
ajiri-3772	88	19	.	.	PUNCT
ajiri-3772	89	1	based	base	VERB
ajiri-3772	89	2	on	on	ADP
ajiri-3772	89	3	information	information	NOUN
ajiri-3772	89	4	obtained	obtain	VERB
ajiri-3772	89	5	from	from	ADP
ajiri-3772	89	6	ieee	ieee	PROPN
ajiri-3772	89	7	xplore	xplore	PROPN
ajiri-3772	89	8	,	,	PUNCT
ajiri-3772	89	9	a	a	DET
ajiri-3772	89	10	bar	bar	NOUN
ajiri-3772	89	11	diagram	diagram	NOUN
ajiri-3772	89	12	showing	show	VERB
ajiri-3772	89	13	the	the	DET
ajiri-3772	89	14	number	number	NOUN
ajiri-3772	89	15	of	of	ADP
ajiri-3772	89	16	papers	paper	NOUN
ajiri-3772	89	17	published	publish	VERB
ajiri-3772	89	18	on	on	ADP
ajiri-3772	89	19	ethnicity	ethnicity	NOUN
ajiri-3772	89	20	detection	detection	NOUN
ajiri-3772	89	21	from	from	ADP
ajiri-3772	89	22	2001	2001	NUM
ajiri-3772	89	23	to	to	ADP
ajiri-3772	89	24	2022	2022	NUM
ajiri-3772	89	25	is	be	AUX
ajiri-3772	89	26	shown	show	VERB
ajiri-3772	89	27	in	in	ADP
ajiri-3772	89	28	figure	figure	NOUN
ajiri-3772	89	29	1	1	NUM
ajiri-3772	89	30	.	.	PUNCT
ajiri-3772	90	1	the	the	DET
ajiri-3772	90	2	significance	significance	NOUN
ajiri-3772	90	3	of	of	ADP
ajiri-3772	90	4	ethnic	ethnic	ADJ
ajiri-3772	90	5	identification	identification	NOUN
ajiri-3772	90	6	research	research	NOUN
ajiri-3772	90	7	is	be	AUX
ajiri-3772	90	8	attested	attest	VERB
ajiri-3772	90	9	to	to	ADP
ajiri-3772	90	10	by	by	ADP
ajiri-3772	90	11	the	the	DET
ajiri-3772	90	12	rising	rise	VERB
ajiri-3772	90	13	number	number	NOUN
ajiri-3772	90	14	of	of	ADP
ajiri-3772	90	15	publications	publication	NOUN
ajiri-3772	90	16	that	that	PRON
ajiri-3772	90	17	have	have	AUX
ajiri-3772	90	18	been	be	AUX
ajiri-3772	90	19	published	publish	VERB
ajiri-3772	90	20	.	.	PUNCT
ajiri-3772	91	1	literature	literature	NOUN
ajiri-3772	91	2	review	review	VERB
ajiri-3772	91	3	significant	significant	ADJ
ajiri-3772	91	4	research	research	NOUN
ajiri-3772	91	5	has	have	AUX
ajiri-3772	91	6	been	be	AUX
ajiri-3772	91	7	carried	carry	VERB
ajiri-3772	91	8	out	out	ADP
ajiri-3772	91	9	on	on	ADP
ajiri-3772	91	10	ethnicity	ethnicity	NOUN
ajiri-3772	91	11	detection	detection	NOUN
ajiri-3772	91	12	.	.	PUNCT
ajiri-3772	92	1	like	like	INTJ
ajiri-3772	92	2	•	•	NUM
ajiri-3772	92	3	alghaili	alghaili	NOUN
ajiri-3772	92	4	et	et	PROPN
ajiri-3772	92	5	al	al	PROPN
ajiri-3772	92	6	.	.	PROPN
ajiri-3772	92	7	,	,	PUNCT
ajiri-3772	92	8	(	(	PUNCT
ajiri-3772	92	9	2020	2020	NUM
ajiri-3772	92	10	)	)	PUNCT
ajiri-3772	92	11	,	,	PUNCT
ajiri-3772	92	12	compared	compare	VERB
ajiri-3772	92	13	the	the	DET
ajiri-3772	92	14	performance	performance	NOUN
ajiri-3772	92	15	of	of	ADP
ajiri-3772	92	16	two	two	NUM
ajiri-3772	92	17	cutting	cut	VERB
ajiri-3772	92	18	-	-	PUNCT
ajiri-3772	92	19	edge	edge	NOUN
ajiri-3772	92	20	models	model	NOUN
ajiri-3772	92	21	,	,	PUNCT
ajiri-3772	92	22	vgg	vgg	ADJ
ajiri-3772	92	23	and	and	CCONJ
ajiri-3772	92	24	inception	inception	PROPN
ajiri-3772	92	25	v3	v3	PROPN
ajiri-3772	92	26	,	,	PUNCT
ajiri-3772	92	27	with	with	ADP
ajiri-3772	92	28	a	a	DET
ajiri-3772	92	29	deep	deep	ADJ
ajiri-3772	92	30	learning	learning	NOUN
ajiri-3772	92	31	convolutional	convolutional	ADJ
ajiri-3772	92	32	neural	neural	ADJ
ajiri-3772	92	33	network	network	NOUN
ajiri-3772	92	34	for	for	ADP
ajiri-3772	92	35	ethnicity	ethnicity	NOUN
ajiri-3772	92	36	detection	detection	NOUN
ajiri-3772	92	37	based	base	VERB
ajiri-3772	92	38	on	on	ADP
ajiri-3772	92	39	facial	facial	ADJ
ajiri-3772	92	40	traits	trait	NOUN
ajiri-3772	92	41	.	.	PUNCT
ajiri-3772	93	1	•	•	NUM
ajiri-3772	93	2	nguyen	nguyen	NOUN
ajiri-3772	93	3	et	et	PROPN
ajiri-3772	93	4	al	al	PROPN
ajiri-3772	93	5	.	.	PROPN
ajiri-3772	93	6	,	,	PUNCT
ajiri-3772	93	7	(	(	PUNCT
ajiri-3772	93	8	2018	2018	NUM
ajiri-3772	93	9	)	)	PUNCT
ajiri-3772	93	10	,	,	PUNCT
ajiri-3772	93	11	proposed	propose	VERB
ajiri-3772	93	12	a	a	DET
ajiri-3772	93	13	race	race	NOUN
ajiri-3772	93	14	recognition	recognition	NOUN
ajiri-3772	93	15	framework	framework	NOUN
ajiri-3772	93	16	(	(	PUNCT
ajiri-3772	93	17	rrf	rrf	NOUN
ajiri-3772	93	18	)	)	PUNCT
ajiri-3772	93	19	that	that	PRON
ajiri-3772	93	20	involved	involve	VERB
ajiri-3772	93	21	information	information	NOUN
ajiri-3772	93	22	collection	collection	NOUN
ajiri-3772	93	23	,	,	PUNCT
ajiri-3772	93	24	preprocessing	preprocessing	NOUN
ajiri-3772	93	25	(	(	PUNCT
ajiri-3772	93	26	fd&p	fd&p	PROPN
ajiri-3772	93	27	)	)	PUNCT
ajiri-3772	93	28	and	and	CCONJ
ajiri-3772	93	29	face	face	NOUN
ajiri-3772	93	30	detection	detection	NOUN
ajiri-3772	93	31	,	,	PUNCT
ajiri-3772	93	32	followed	follow	VERB
ajiri-3772	93	33	by	by	ADP
ajiri-3772	93	34	race	race	NOUN
ajiri-3772	93	35	recognition	recognition	NOUN
ajiri-3772	93	36	(	(	PUNCT
ajiri-3772	93	37	rr	rr	NOUN
ajiri-3772	93	38	)	)	PUNCT
ajiri-3772	93	39	.	.	PUNCT
ajiri-3772	94	1	they	they	PRON
ajiri-3772	94	2	experimented	experiment	VERB
ajiri-3772	94	3	with	with	ADP
ajiri-3772	94	4	the	the	DET
ajiri-3772	94	5	vnfaces	vnface	NOUN
ajiri-3772	94	6	dataset	dataset	VERB
ajiri-3772	94	7	,	,	PUNCT
ajiri-3772	94	8	comprising	comprising	NOUN
ajiri-3772	94	9	photographs	photograph	NOUN
ajiri-3772	94	10	from	from	ADP
ajiri-3772	94	11	vietnamese	vietnamese	ADJ
ajiri-3772	94	12	individuals	individual	NOUN
ajiri-3772	94	13	'	'	PART
ajiri-3772	94	14	facebook	facebook	NOUN
ajiri-3772	94	15	pages	page	NOUN
ajiri-3772	94	16	.	.	PUNCT
ajiri-3772	95	1	the	the	DET
ajiri-3772	95	2	study	study	NOUN
ajiri-3772	95	3	focused	focus	VERB
ajiri-3772	95	4	on	on	ADP
ajiri-3772	95	5	race	race	NOUN
ajiri-3772	95	6	recognition	recognition	NOUN
ajiri-3772	95	7	for	for	ADP
ajiri-3772	95	8	asian	asian	ADJ
ajiri-3772	95	9	ethnic	ethnic	ADJ
ajiri-3772	95	10	people	people	NOUN
ajiri-3772	95	11	and	and	CCONJ
ajiri-3772	95	12	emphasized	emphasize	VERB
ajiri-3772	95	13	the	the	DET
ajiri-3772	95	14	importance	importance	NOUN
ajiri-3772	95	15	of	of	ADP
ajiri-3772	95	16	considering	consider	VERB
ajiri-3772	95	17	data	datum	NOUN
ajiri-3772	95	18	collection	collection	NOUN
ajiri-3772	95	19	and	and	CCONJ
ajiri-3772	95	20	preprocessing	preprocessing	NOUN
ajiri-3772	95	21	in	in	ADP
ajiri-3772	95	22	ethnicity	ethnicity	NOUN
ajiri-3772	95	23	detection	detection	NOUN
ajiri-3772	95	24	pipelines	pipeline	NOUN
ajiri-3772	95	25	.	.	PUNCT
ajiri-3772	96	1	•	•	NUM
ajiri-3772	96	2	venkat	venkat	PROPN
ajiri-3772	96	3	&	&	CCONJ
ajiri-3772	96	4	srivastava	srivastava	PROPN
ajiri-3772	96	5	(	(	PUNCT
ajiri-3772	96	6	2018	2018	NUM
ajiri-3772	96	7	)	)	PUNCT
ajiri-3772	96	8	,	,	PUNCT
ajiri-3772	96	9	presented	present	VERB
ajiri-3772	96	10	four	four	NUM
ajiri-3772	96	11	different	different	ADJ
ajiri-3772	96	12	deep	deep	ADJ
ajiri-3772	96	13	cnn	cnn	PROPN
ajiri-3772	96	14	versions	version	NOUN
ajiri-3772	96	15	for	for	ADP
ajiri-3772	96	16	ethnicity	ethnicity	NOUN
ajiri-3772	96	17	detection	detection	NOUN
ajiri-3772	96	18	,	,	PUNCT
ajiri-3772	96	19	incorporating	incorporate	VERB
ajiri-3772	96	20	convolutional	convolutional	ADJ
ajiri-3772	96	21	blocks	block	NOUN
ajiri-3772	96	22	in	in	ADP
ajiri-3772	96	23	the	the	DET
ajiri-3772	96	24	networks	network	NOUN
ajiri-3772	96	25	.	.	PUNCT
ajiri-3772	97	1	the	the	DET
ajiri-3772	97	2	study	study	NOUN
ajiri-3772	97	3	considered	consider	VERB
ajiri-3772	97	4	an	an	DET
ajiri-3772	97	5	age	age	NOUN
ajiri-3772	97	6	group	group	NOUN
ajiri-3772	97	7	of	of	ADP
ajiri-3772	97	8	20	20	NUM
ajiri-3772	97	9	-	-	SYM
ajiri-3772	97	10	50	50	NUM
ajiri-3772	97	11	and	and	CCONJ
ajiri-3772	97	12	included	include	VERB
ajiri-3772	97	13	five	five	NUM
ajiri-3772	97	14	ethnic	ethnic	ADJ
ajiri-3772	97	15	categories	category	NOUN
ajiri-3772	97	16	white	white	ADJ
ajiri-3772	97	17	,	,	PUNCT
ajiri-3772	97	18	black	black	ADJ
ajiri-3772	97	19	,	,	PUNCT
ajiri-3772	97	20	asian	asian	ADJ
ajiri-3772	97	21	,	,	PUNCT
ajiri-3772	97	22	indian	indian	ADJ
ajiri-3772	97	23	,	,	PUNCT
ajiri-3772	97	24	and	and	CCONJ
ajiri-3772	97	25	others	other	NOUN
ajiri-3772	97	26	.	.	PUNCT
ajiri-3772	98	1	•	•	NUM
ajiri-3772	98	2	belcar	belcar	VERB
ajiri-3772	98	3	et	et	PROPN
ajiri-3772	98	4	al	al	PROPN
ajiri-3772	98	5	.	.	PROPN
ajiri-3772	98	6	,	,	PUNCT
ajiri-3772	98	7	(	(	PUNCT
ajiri-3772	98	8	2022	2022	NUM
ajiri-3772	98	9	)	)	PUNCT
ajiri-3772	98	10	,	,	PUNCT
ajiri-3772	98	11	explored	explore	VERB
ajiri-3772	98	12	the	the	DET
ajiri-3772	98	13	use	use	NOUN
ajiri-3772	98	14	of	of	ADP
ajiri-3772	98	15	convolutional	convolutional	ADJ
ajiri-3772	98	16	neural	neural	ADJ
ajiri-3772	98	17	networks	network	NOUN
ajiri-3772	98	18	with	with	ADP
ajiri-3772	98	19	the	the	DET
ajiri-3772	98	20	middle	middle	ADJ
ajiri-3772	98	21	portion	portion	NOUN
ajiri-3772	98	22	of	of	ADP
ajiri-3772	98	23	a	a	DET
ajiri-3772	98	24	face	face	NOUN
ajiri-3772	98	25	for	for	ADP
ajiri-3772	98	26	automatic	automatic	ADJ
ajiri-3772	98	27	ethnicity	ethnicity	NOUN
ajiri-3772	98	28	classification	classification	NOUN
ajiri-3772	98	29	.	.	PUNCT
ajiri-3772	99	1	their	their	PRON
ajiri-3772	99	2	research	research	NOUN
ajiri-3772	99	3	utilized	utilize	VERB
ajiri-3772	99	4	the	the	DET
ajiri-3772	99	5	utkface	utkface	NOUN
ajiri-3772	99	6	and	and	CCONJ
ajiri-3772	99	7	fairface	fairface	ADJ
ajiri-3772	99	8	databases	database	NOUN
ajiri-3772	99	9	,	,	PUNCT
ajiri-3772	99	10	encompassing	encompass	VERB
ajiri-3772	99	11	white	white	ADJ
ajiri-3772	99	12	,	,	PUNCT
ajiri-3772	99	13	black	black	ADJ
ajiri-3772	99	14	,	,	PUNCT
ajiri-3772	99	15	latino	latino	ADJ
ajiri-3772	99	16	,	,	PUNCT
ajiri-3772	99	17	east	east	ADJ
ajiri-3772	99	18	asian	asian	ADJ
ajiri-3772	99	19	,	,	PUNCT
ajiri-3772	99	20	and	and	CCONJ
ajiri-3772	99	21	south	south	PROPN
ajiri-3772	99	22	east	east	PROPN
ajiri-3772	99	23	asian	asian	ADJ
ajiri-3772	99	24	,	,	PUNCT
ajiri-3772	99	25	middle	middle	ADJ
ajiri-3772	99	26	eastern	eastern	ADJ
ajiri-3772	99	27	and	and	CCONJ
ajiri-3772	99	28	indian	indian	ADJ
ajiri-3772	99	29	ethnic	ethnic	ADJ
ajiri-3772	99	30	groups	group	NOUN
ajiri-3772	99	31	.	.	PUNCT
ajiri-3772	100	1	•	•	NUM
ajiri-3772	100	2	deng	deng	PROPN
ajiri-3772	100	3	et	et	PROPN
ajiri-3772	100	4	al	al	PROPN
ajiri-3772	100	5	.	.	PROPN
ajiri-3772	100	6	,	,	PUNCT
ajiri-3772	100	7	(	(	PUNCT
ajiri-3772	100	8	2016	2016	NUM
ajiri-3772	100	9	)	)	PUNCT
ajiri-3772	100	10	,	,	PUNCT
ajiri-3772	100	11	employed	employ	VERB
ajiri-3772	100	12	facial	facial	ADJ
ajiri-3772	100	13	images	image	NOUN
ajiri-3772	100	14	to	to	PART
ajiri-3772	100	15	classify	classify	VERB
ajiri-3772	100	16	korean	korean	ADJ
ajiri-3772	100	17	,	,	PUNCT
ajiri-3772	100	18	chinese	chinese	PROPN
ajiri-3772	100	19	,	,	PUNCT
ajiri-3772	100	20	and	and	CCONJ
ajiri-3772	100	21	japanese	japanese	ADJ
ajiri-3772	100	22	people	people	NOUN
ajiri-3772	100	23	,	,	PUNCT
ajiri-3772	100	24	using	use	VERB
ajiri-3772	100	25	779	779	NUM
ajiri-3772	100	26	images	image	NOUN
ajiri-3772	100	27	for	for	ADP
ajiri-3772	100	28	ethnicity	ethnicity	NOUN
ajiri-3772	100	29	classification	classification	NOUN
ajiri-3772	100	30	.	.	PUNCT
ajiri-3772	101	1	the	the	DET
ajiri-3772	101	2	research	research	NOUN
ajiri-3772	101	3	mainly	mainly	ADV
ajiri-3772	101	4	focused	focus	VERB
ajiri-3772	101	5	on	on	ADP
ajiri-3772	101	6	ethnicity	ethnicity	NOUN
ajiri-3772	101	7	detection	detection	NOUN
ajiri-3772	101	8	for	for	ADP
ajiri-3772	101	9	different	different	ADJ
ajiri-3772	101	10	east	east	ADJ
ajiri-3772	101	11	asian	asian	ADJ
ajiri-3772	101	12	countries	country	NOUN
ajiri-3772	101	13	.	.	PUNCT
ajiri-3772	102	1	research	research	NOUN
ajiri-3772	102	2	objectives	objective	VERB
ajiri-3772	102	3	the	the	DET
ajiri-3772	102	4	main	main	ADJ
ajiri-3772	102	5	objective	objective	NOUN
ajiri-3772	102	6	of	of	ADP
ajiri-3772	102	7	this	this	DET
ajiri-3772	102	8	research	research	NOUN
ajiri-3772	102	9	is	be	AUX
ajiri-3772	102	10	to	to	PART
ajiri-3772	102	11	create	create	VERB
ajiri-3772	102	12	and	and	CCONJ
ajiri-3772	102	13	construct	construct	VERB
ajiri-3772	102	14	an	an	DET
ajiri-3772	102	15	ethnicity	ethnicity	NOUN
ajiri-3772	102	16	detection	detection	NOUN
ajiri-3772	102	17	system	system	NOUN
ajiri-3772	102	18	utilizing	utilize	VERB
ajiri-3772	102	19	convolutional	convolutional	ADJ
ajiri-3772	102	20	neural	neural	ADJ
ajiri-3772	102	21	networks	network	NOUN
ajiri-3772	102	22	(	(	PUNCT
ajiri-3772	102	23	cnns	cnns	PROPN
ajiri-3772	102	24	)	)	PUNCT
ajiri-3772	102	25	and	and	CCONJ
ajiri-3772	102	26	to	to	PART
ajiri-3772	102	27	use	use	VERB
ajiri-3772	102	28	it	it	PRON
ajiri-3772	102	29	on	on	ADP
ajiri-3772	102	30	a	a	DET
ajiri-3772	102	31	collection	collection	NOUN
ajiri-3772	102	32	of	of	ADP
ajiri-3772	102	33	photographs	photograph	NOUN
ajiri-3772	102	34	capturing	capture	VERB
ajiri-3772	102	35	members	member	NOUN
ajiri-3772	102	36	of	of	ADP
ajiri-3772	102	37	the	the	DET
ajiri-3772	102	38	chakma	chakma	NOUN
ajiri-3772	102	39	,	,	PUNCT
ajiri-3772	102	40	marma	marma	NOUN
ajiri-3772	102	41	,	,	PUNCT
ajiri-3772	102	42	and	and	CCONJ
ajiri-3772	102	43	tripura	tripura	ADJ
ajiri-3772	102	44	ethnic	ethnic	ADJ
ajiri-3772	102	45	groups	group	NOUN
ajiri-3772	102	46	in	in	ADP
ajiri-3772	102	47	the	the	DET
ajiri-3772	102	48	chittagong	chittagong	PROPN
ajiri-3772	102	49	hill	hill	PROPN
ajiri-3772	102	50	district	district	PROPN
ajiri-3772	102	51	.	.	PUNCT
ajiri-3772	103	1	the	the	DET
ajiri-3772	103	2	following	follow	VERB
ajiri-3772	103	3	main	main	ADJ
ajiri-3772	103	4	objectives	objective	NOUN
ajiri-3772	103	5	of	of	ADP
ajiri-3772	103	6	the	the	DET
ajiri-3772	103	7	study	study	NOUN
ajiri-3772	103	8	are	be	AUX
ajiri-3772	103	9	sought	seek	VERB
ajiri-3772	103	10	to	to	PART
ajiri-3772	103	11	be	be	AUX
ajiri-3772	103	12	accomplished	accomplish	VERB
ajiri-3772	103	13	:	:	PUNCT
ajiri-3772	103	14	•	•	ADP
ajiri-3772	103	15	collecting	collect	VERB
ajiri-3772	103	16	representative	representative	ADJ
ajiri-3772	103	17	dataset	dataset	NOUN
ajiri-3772	103	18	:	:	PUNCT
ajiri-3772	103	19	a	a	DET
ajiri-3772	103	20	diversified	diversified	ADJ
ajiri-3772	103	21	and	and	CCONJ
ajiri-3772	103	22	representative	representative	ADJ
ajiri-3772	103	23	dataset	dataset	NOUN
ajiri-3772	103	24	of	of	ADP
ajiri-3772	103	25	pictures	picture	NOUN
ajiri-3772	103	26	that	that	PRON
ajiri-3772	103	27	faithfully	faithfully	ADV
ajiri-3772	103	28	depict	depict	VERB
ajiri-3772	103	29	people	people	NOUN
ajiri-3772	103	30	from	from	ADP
ajiri-3772	103	31	the	the	DET
ajiri-3772	103	32	chakma	chakma	NOUN
ajiri-3772	103	33	,	,	PUNCT
ajiri-3772	103	34	marma	marma	NOUN
ajiri-3772	103	35	,	,	PUNCT
ajiri-3772	103	36	and	and	CCONJ
ajiri-3772	103	37	tripura	tripura	ADJ
ajiri-3772	103	38	ethnic	ethnic	ADJ
ajiri-3772	103	39	groups	group	NOUN
ajiri-3772	103	40	living	live	VERB
ajiri-3772	103	41	in	in	ADP
ajiri-3772	103	42	the	the	DET
ajiri-3772	103	43	chittagong	chittagong	PROPN
ajiri-3772	103	44	hill	hill	PROPN
ajiri-3772	103	45	district	district	NOUN
ajiri-3772	103	46	will	will	AUX
ajiri-3772	103	47	be	be	AUX
ajiri-3772	103	48	gathered	gather	VERB
ajiri-3772	103	49	for	for	ADP
ajiri-3772	103	50	the	the	DET
ajiri-3772	103	51	research	research	NOUN
ajiri-3772	103	52	.	.	PUNCT
ajiri-3772	104	1	for	for	ADP
ajiri-3772	104	2	a	a	DET
ajiri-3772	104	3	strong	strong	ADJ
ajiri-3772	104	4	ethnicity	ethnicity	NOUN
ajiri-3772	104	5	detection	detection	NOUN
ajiri-3772	104	6	model	model	NOUN
ajiri-3772	104	7	to	to	PART
ajiri-3772	104	8	be	be	AUX
ajiri-3772	104	9	trained	train	VERB
ajiri-3772	104	10	,	,	PUNCT
ajiri-3772	104	11	the	the	DET
ajiri-3772	104	12	dataset	dataset	NOUN
ajiri-3772	104	13	's	's	PART
ajiri-3772	104	14	variety	variety	NOUN
ajiri-3772	104	15	and	and	CCONJ
ajiri-3772	104	16	data	datum	NOUN
ajiri-3772	104	17	integrity	integrity	NOUN
ajiri-3772	104	18	must	must	AUX
ajiri-3772	104	19	be	be	AUX
ajiri-3772	104	20	ensured	ensure	VERB
ajiri-3772	104	21	.	.	PUNCT
ajiri-3772	105	1	create	create	VERB
ajiri-3772	105	2	and	and	CCONJ
ajiri-3772	105	3	implement	implement	VERB
ajiri-3772	105	4	an	an	DET
ajiri-3772	105	5	ethnicity	ethnicity	NOUN
ajiri-3772	105	6	detection	detection	NOUN
ajiri-3772	105	7	system	system	NOUN
ajiri-3772	105	8	utilizing	utilize	VERB
ajiri-3772	105	9	convolutional	convolutional	ADJ
ajiri-3772	105	10	neural	neural	ADJ
ajiri-3772	105	11	networks	network	NOUN
ajiri-3772	105	12	(	(	PUNCT
ajiri-3772	105	13	cnns	cnns	PROPN
ajiri-3772	105	14	)	)	PUNCT
ajiri-3772	105	15	that	that	PRON
ajiri-3772	105	16	is	be	AUX
ajiri-3772	105	17	uniquely	uniquely	ADV
ajiri-3772	105	18	suited	suited	ADJ
ajiri-3772	105	19	to	to	ADP
ajiri-3772	105	20	the	the	DET
ajiri-3772	105	21	bangladeshi	bangladeshi	ADJ
ajiri-3772	105	22	context	context	NOUN
ajiri-3772	105	23	.	.	PUNCT
ajiri-3772	106	1	•	•	NUM
ajiri-3772	107	1	customizing	customize	VERB
ajiri-3772	107	2	the	the	DET
ajiri-3772	107	3	cnn	cnn	PROPN
ajiri-3772	107	4	model	model	NOUN
ajiri-3772	107	5	:	:	PUNCT
ajiri-3772	107	6	to	to	PART
ajiri-3772	107	7	construct	construct	VERB
ajiri-3772	107	8	a	a	DET
ajiri-3772	107	9	specific	specific	ADJ
ajiri-3772	107	10	cnn	cnn	NOUN
ajiri-3772	107	11	architecture	architecture	NOUN
ajiri-3772	107	12	suitable	suitable	ADJ
ajiri-3772	107	13	for	for	ADP
ajiri-3772	107	14	ethnicity	ethnicity	NOUN
ajiri-3772	107	15	recognition	recognition	NOUN
ajiri-3772	107	16	,	,	PUNCT
ajiri-3772	107	17	the	the	DET
ajiri-3772	107	18	pretrained	pretraine	VERB
ajiri-3772	107	19	densenet121	densenet121	PROPN
ajiri-3772	107	20	model	model	NOUN
ajiri-3772	107	21	will	will	AUX
ajiri-3772	107	22	be	be	AUX
ajiri-3772	107	23	modified	modify	VERB
ajiri-3772	107	24	and	and	CCONJ
ajiri-3772	107	25	customized	customize	VERB
ajiri-3772	107	26	.	.	PUNCT
ajiri-3772	108	1	to	to	PART
ajiri-3772	108	2	enhance	enhance	VERB
ajiri-3772	108	3	the	the	DET
ajiri-3772	108	4	model	model	NOUN
ajiri-3772	108	5	's	's	PART
ajiri-3772	108	6	accuracy	accuracy	NOUN
ajiri-3772	108	7	and	and	CCONJ
ajiri-3772	108	8	generalizability	generalizability	NOUN
ajiri-3772	108	9	,	,	PUNCT
ajiri-3772	108	10	this	this	DET
ajiri-3772	108	11	customization	customization	NOUN
ajiri-3772	108	12	will	will	AUX
ajiri-3772	108	13	comprise	comprise	VERB
ajiri-3772	108	14	the	the	DET
ajiri-3772	108	15	addition	addition	NOUN
ajiri-3772	108	16	of	of	ADP
ajiri-3772	108	17	a	a	DET
ajiri-3772	108	18	global	global	ADJ
ajiri-3772	108	19	average	average	ADJ
ajiri-3772	108	20	pooling	pool	VERB
ajiri-3772	108	21	layer	layer	NOUN
ajiri-3772	108	22	,	,	PUNCT
ajiri-3772	108	23	a	a	DET
ajiri-3772	108	24	dense	dense	ADJ
ajiri-3772	108	25	layer	layer	NOUN
ajiri-3772	108	26	for	for	ADP
ajiri-3772	108	27	feature	feature	NOUN
ajiri-3772	108	28	transformation	transformation	NOUN
ajiri-3772	108	29	,	,	PUNCT
ajiri-3772	108	30	and	and	CCONJ
ajiri-3772	108	31	a	a	DET
ajiri-3772	108	32	dropout	dropout	NOUN
ajiri-3772	108	33	layer	layer	NOUN
ajiri-3772	108	34	for	for	ADP
ajiri-3772	108	35	regularization	regularization	NOUN
ajiri-3772	108	36	.	.	PUNCT
ajiri-3772	109	1	then	then	ADV
ajiri-3772	109	2	apply	apply	VERB
ajiri-3772	109	3	the	the	DET
ajiri-3772	109	4	tailored	tailor	VERB
ajiri-3772	109	5	densenet121	densenet121	PROPN
ajiri-3772	109	6	model	model	NOUN
ajiri-3772	109	7	to	to	ADP
ajiri-3772	109	8	a	a	DET
ajiri-3772	109	9	dataset	dataset	NOUN
ajiri-3772	109	10	that	that	PRON
ajiri-3772	109	11	includes	include	VERB
ajiri-3772	109	12	pictures	picture	NOUN
ajiri-3772	109	13	of	of	ADP
ajiri-3772	109	14	people	people	NOUN
ajiri-3772	109	15	belonging	belong	VERB
ajiri-3772	109	16	to	to	ADP
ajiri-3772	109	17	the	the	DET
ajiri-3772	109	18	chakma	chakma	NOUN
ajiri-3772	109	19	,	,	PUNCT
ajiri-3772	109	20	marma	marma	NOUN
ajiri-3772	109	21	,	,	PUNCT
ajiri-3772	109	22	and	and	CCONJ
ajiri-3772	109	23	tripura	tripura	ADJ
ajiri-3772	109	24	ethnic	ethnic	ADJ
ajiri-3772	109	25	groups	group	NOUN
ajiri-3772	109	26	in	in	ADP
ajiri-3772	109	27	the	the	DET
ajiri-3772	109	28	chittagong	chittagong	PROPN
ajiri-3772	109	29	hill	hill	PROPN
ajiri-3772	109	30	district	district	PROPN
ajiri-3772	109	31	.	.	PUNCT
ajiri-3772	110	1	•	•	NUM
ajiri-3772	110	2	results	result	VERB
ajiri-3772	110	3	interpretation	interpretation	NOUN
ajiri-3772	110	4	and	and	CCONJ
ajiri-3772	110	5	evaluation	evaluation	NOUN
ajiri-3772	110	6	:	:	PUNCT
ajiri-3772	110	7	the	the	DET
ajiri-3772	110	8	acquired	acquire	VERB
ajiri-3772	110	9	dataset	dataset	NOUN
ajiri-3772	110	10	will	will	AUX
ajiri-3772	110	11	be	be	AUX
ajiri-3772	110	12	used	use	VERB
ajiri-3772	110	13	to	to	PART
ajiri-3772	110	14	train	train	VERB
ajiri-3772	110	15	the	the	DET
ajiri-3772	110	16	customized	customize	VERB
ajiri-3772	110	17	cnn	cnn	PROPN
ajiri-3772	110	18	model	model	NOUN
ajiri-3772	110	19	.	.	PUNCT
ajiri-3772	111	1	the	the	DET
ajiri-3772	111	2	categorical	categorical	ADJ
ajiri-3772	111	3	cross	cross	ADJ
ajiri-3772	111	4	-	-	ADJ
ajiri-3772	111	5	entropy	entropy	ADJ
ajiri-3772	111	6	loss	loss	NOUN
ajiri-3772	111	7	function	function	NOUN
ajiri-3772	111	8	will	will	AUX
ajiri-3772	111	9	be	be	AUX
ajiri-3772	111	10	minimized	minimize	VERB
ajiri-3772	111	11	by	by	ADP
ajiri-3772	111	12	tuning	tune	VERB
ajiri-3772	111	13	the	the	DET
ajiri-3772	111	14	model	model	NOUN
ajiri-3772	111	15	's	's	PART
ajiri-3772	111	16	parameters	parameter	NOUN
ajiri-3772	111	17	during	during	ADP
ajiri-3772	111	18	the	the	DET
ajiri-3772	111	19	training	training	NOUN
ajiri-3772	111	20	process	process	NOUN
ajiri-3772	111	21	.	.	PUNCT
ajiri-3772	112	1	use	use	NOUN
ajiri-3772	112	2	of	of	ADP
ajiri-3772	112	3	appropriate	appropriate	ADJ
ajiri-3772	112	4	metrics	metric	NOUN
ajiri-3772	112	5	,	,	PUNCT
ajiri-3772	112	6	such	such	ADJ
ajiri-3772	112	7	as	as	ADP
ajiri-3772	112	8	accuracy	accuracy	NOUN
ajiri-3772	112	9	,	,	PUNCT
ajiri-3772	112	10	to	to	PART
ajiri-3772	112	11	evaluate	evaluate	VERB
ajiri-3772	112	12	the	the	DET
ajiri-3772	112	13	effectiveness	effectiveness	NOUN
ajiri-3772	112	14	of	of	ADP
ajiri-3772	112	15	the	the	DET
ajiri-3772	112	16	system	system	NOUN
ajiri-3772	112	17	for	for	ADP
ajiri-3772	112	18	identifying	identify	VERB
ajiri-3772	112	19	ethnicity	ethnicity	NOUN
ajiri-3772	112	20	and	and	CCONJ
ajiri-3772	112	21	ascertain	ascertain	VERB
ajiri-3772	112	22	how	how	SCONJ
ajiri-3772	112	23	effectively	effectively	ADV
ajiri-3772	112	24	it	it	PRON
ajiri-3772	112	25	recognizes	recognize	VERB
ajiri-3772	112	26	members	member	NOUN
ajiri-3772	112	27	of	of	ADP
ajiri-3772	112	28	the	the	DET
ajiri-3772	112	29	targeted	target	VERB
ajiri-3772	112	30	ethnic	ethnic	ADJ
ajiri-3772	112	31	groups	group	NOUN
ajiri-3772	112	32	.	.	PUNCT
ajiri-3772	113	1	the	the	DET
ajiri-3772	113	2	specific	specific	ADJ
ajiri-3772	113	3	dataset	dataset	NOUN
ajiri-3772	113	4	and	and	CCONJ
ajiri-3772	113	5	research	research	NOUN
ajiri-3772	113	6	goals	goal	NOUN
ajiri-3772	113	7	will	will	AUX
ajiri-3772	113	8	be	be	AUX
ajiri-3772	113	9	taken	take	VERB
ajiri-3772	113	10	into	into	ADP
ajiri-3772	113	11	consideration	consideration	NOUN
ajiri-3772	113	12	as	as	SCONJ
ajiri-3772	113	13	we	we	PRON
ajiri-3772	113	14	examine	examine	VERB
ajiri-3772	113	15	and	and	CCONJ
ajiri-3772	113	16	interpret	interpret	VERB
ajiri-3772	113	17	the	the	DET
ajiri-3772	113	18	model	model	NOUN
ajiri-3772	113	19	evaluation	evaluation	NOUN
ajiri-3772	113	20	results	result	NOUN
ajiri-3772	113	21	.	.	PUNCT
ajiri-3772	114	1	there	there	PRON
ajiri-3772	114	2	will	will	AUX
ajiri-3772	114	3	be	be	AUX
ajiri-3772	114	4	recommendations	recommendation	NOUN
ajiri-3772	114	5	for	for	ADP
ajiri-3772	114	6	future	future	ADJ
ajiri-3772	114	7	research	research	NOUN
ajiri-3772	114	8	directions	direction	NOUN
ajiri-3772	114	9	that	that	PRON
ajiri-3772	114	10	concentrate	concentrate	VERB
ajiri-3772	114	11	on	on	ADP
ajiri-3772	114	12	enhancing	enhance	VERB
ajiri-3772	114	13	the	the	DET
ajiri-3772	114	14	model	model	NOUN
ajiri-3772	114	15	's	's	PART
ajiri-3772	114	16	design	design	NOUN
ajiri-3772	114	17	,	,	PUNCT
ajiri-3772	114	18	growing	grow	VERB
ajiri-3772	114	19	the	the	DET
ajiri-3772	114	20	dataset	dataset	NOUN
ajiri-3772	114	21	,	,	PUNCT
ajiri-3772	114	22	and	and	CCONJ
ajiri-3772	114	23	developing	develop	VERB
ajiri-3772	114	24	fairness	fairness	NOUN
ajiri-3772	114	25	-	-	PUNCT
ajiri-3772	114	26	aware	aware	ADJ
ajiri-3772	114	27	approaches	approach	NOUN
ajiri-3772	114	28	.	.	PUNCT
ajiri-3772	115	1	methodology	methodology	NOUN
ajiri-3772	115	2	the	the	DET
ajiri-3772	115	3	methodology	methodology	NOUN
ajiri-3772	115	4	section	section	NOUN
ajiri-3772	115	5	describes	describe	VERB
ajiri-3772	115	6	the	the	DET
ajiri-3772	115	7	research	research	NOUN
ajiri-3772	115	8	methodology	methodology	NOUN
ajiri-3772	115	9	,	,	PUNCT
ajiri-3772	115	10	data	datum	NOUN
ajiri-3772	115	11	collecting	collecting	NOUN
ajiri-3772	115	12	,	,	PUNCT
ajiri-3772	115	13	data	datum	NOUN
ajiri-3772	115	14	preprocessing	preprocessing	NOUN
ajiri-3772	115	15	,	,	PUNCT
ajiri-3772	115	16	model	model	NOUN
ajiri-3772	115	17	building	building	NOUN
ajiri-3772	115	18	,	,	PUNCT
ajiri-3772	115	19	model	model	NOUN
ajiri-3772	115	20	training	training	NOUN
ajiri-3772	115	21	,	,	PUNCT
ajiri-3772	115	22	and	and	CCONJ
ajiri-3772	115	23	evaluation	evaluation	NOUN
ajiri-3772	115	24	metrics	metric	NOUN
ajiri-3772	115	25	utilized	utilize	VERB
ajiri-3772	115	26	in	in	ADP
ajiri-3772	115	27	the	the	DET
ajiri-3772	115	28	study	study	NOUN
ajiri-3772	115	29	on	on	ADP
ajiri-3772	115	30	ethnicity	ethnicity	NOUN
ajiri-3772	115	31	recognition	recognition	NOUN
ajiri-3772	115	32	with	with	ADP
ajiri-3772	115	33	convolutional	convolutional	ADJ
ajiri-3772	115	34	neural	neural	ADJ
ajiri-3772	115	35	networks	network	NOUN
ajiri-3772	115	36	in	in	ADP
ajiri-3772	115	37	the	the	DET
ajiri-3772	115	38	setting	set	VERB
ajiri-3772	115	39	2nd	2nd	ADJ
ajiri-3772	115	40	e	e	PROPN
ajiri-3772	115	41	-	-	PROPN
ajiri-3772	115	42	palli	palli	PROPN
ajiri-3772	115	43	international	international	ADJ
ajiri-3772	115	44	conferences	conference	NOUN
ajiri-3772	115	45	(	(	PUNCT
ajiri-3772	115	46	eic	eic	X
ajiri-3772	115	47	)	)	PUNCT
ajiri-3772	115	48	|	|	ADV
ajiri-3772	115	49	2024	2024	NUM
ajiri-3772	115	50	9	9	NUM
ajiri-3772	115	51	of	of	ADP
ajiri-3772	115	52	bangladesh	bangladesh	NOUN
ajiri-3772	115	53	.	.	PUNCT
ajiri-3772	116	1	the	the	DET
ajiri-3772	116	2	main	main	ADJ
ajiri-3772	116	3	objective	objective	NOUN
ajiri-3772	116	4	is	be	AUX
ajiri-3772	116	5	to	to	PART
ajiri-3772	116	6	create	create	VERB
ajiri-3772	116	7	and	and	CCONJ
ajiri-3772	116	8	apply	apply	VERB
ajiri-3772	116	9	a	a	DET
ajiri-3772	116	10	unique	unique	ADJ
ajiri-3772	116	11	cnn	cnn	NOUN
ajiri-3772	116	12	model	model	NOUN
ajiri-3772	116	13	that	that	PRON
ajiri-3772	116	14	accurately	accurately	ADV
ajiri-3772	116	15	predicts	predict	VERB
ajiri-3772	116	16	the	the	DET
ajiri-3772	116	17	ethnicity	ethnicity	NOUN
ajiri-3772	116	18	of	of	ADP
ajiri-3772	116	19	people	people	NOUN
ajiri-3772	116	20	who	who	PRON
ajiri-3772	116	21	belong	belong	VERB
ajiri-3772	116	22	to	to	ADP
ajiri-3772	116	23	the	the	DET
ajiri-3772	116	24	chakma	chakma	NOUN
ajiri-3772	116	25	,	,	PUNCT
ajiri-3772	116	26	marma	marma	NOUN
ajiri-3772	116	27	,	,	PUNCT
ajiri-3772	116	28	and	and	CCONJ
ajiri-3772	116	29	tripura	tripura	ADJ
ajiri-3772	116	30	ethnic	ethnic	ADJ
ajiri-3772	116	31	groups	group	NOUN
ajiri-3772	116	32	who	who	PRON
ajiri-3772	116	33	live	live	VERB
ajiri-3772	116	34	in	in	ADP
ajiri-3772	116	35	the	the	DET
ajiri-3772	116	36	chittagong	chittagong	PROPN
ajiri-3772	116	37	hill	hill	PROPN
ajiri-3772	116	38	district	district	PROPN
ajiri-3772	116	39	.	.	PUNCT
ajiri-3772	117	1	basic	basic	ADJ
ajiri-3772	117	2	work	work	NOUN
ajiri-3772	117	3	-	-	PUNCT
ajiri-3772	117	4	flow	flow	NOUN
ajiri-3772	117	5	of	of	ADP
ajiri-3772	117	6	proposed	propose	VERB
ajiri-3772	117	7	methodology	methodology	NOUN
ajiri-3772	117	8	is	be	AUX
ajiri-3772	117	9	shown	show	VERB
ajiri-3772	117	10	in	in	ADP
ajiri-3772	117	11	figure	figure	NOUN
ajiri-3772	117	12	2	2	NUM
ajiri-3772	117	13	.	.	PUNCT
ajiri-3772	118	1	following	follow	VERB
ajiri-3772	118	2	is	be	AUX
ajiri-3772	118	3	a	a	DET
ajiri-3772	118	4	description	description	NOUN
ajiri-3772	118	5	of	of	ADP
ajiri-3772	118	6	the	the	DET
ajiri-3772	118	7	methodology	methodology	NOUN
ajiri-3772	118	8	:	:	PUNCT
ajiri-3772	118	9	•	•	ADP
ajiri-3772	118	10	from	from	ADP
ajiri-3772	118	11	a	a	DET
ajiri-3772	118	12	variety	variety	NOUN
ajiri-3772	118	13	of	of	ADP
ajiri-3772	118	14	locations	location	NOUN
ajiri-3772	118	15	,	,	PUNCT
ajiri-3772	118	16	including	include	VERB
ajiri-3772	118	17	educational	educational	ADJ
ajiri-3772	118	18	facilities	facility	NOUN
ajiri-3772	118	19	,	,	PUNCT
ajiri-3772	118	20	public	public	ADJ
ajiri-3772	118	21	spaces	space	NOUN
ajiri-3772	118	22	,	,	PUNCT
ajiri-3772	118	23	schools	school	NOUN
ajiri-3772	118	24	,	,	PUNCT
ajiri-3772	118	25	colleges	college	NOUN
ajiri-3772	118	26	,	,	PUNCT
ajiri-3772	118	27	streets	street	NOUN
ajiri-3772	118	28	,	,	PUNCT
ajiri-3772	118	29	and	and	CCONJ
ajiri-3772	118	30	homes	home	NOUN
ajiri-3772	118	31	in	in	ADP
ajiri-3772	118	32	the	the	DET
ajiri-3772	118	33	chittagong	chittagong	PROPN
ajiri-3772	118	34	hill	hill	PROPN
ajiri-3772	118	35	district	district	PROPN
ajiri-3772	118	36	,	,	PUNCT
ajiri-3772	118	37	we	we	PRON
ajiri-3772	118	38	meticulously	meticulously	ADV
ajiri-3772	118	39	gathered	gather	VERB
ajiri-3772	118	40	a	a	DET
ajiri-3772	118	41	dataset	dataset	NOUN
ajiri-3772	118	42	of	of	ADP
ajiri-3772	118	43	over	over	ADP
ajiri-3772	118	44	4500	4500	NUM
ajiri-3772	118	45	facial	facial	ADJ
ajiri-3772	118	46	photos	photo	NOUN
ajiri-3772	118	47	of	of	ADP
ajiri-3772	118	48	individuals	individual	NOUN
ajiri-3772	118	49	of	of	ADP
ajiri-3772	118	50	the	the	DET
ajiri-3772	118	51	chakma	chakma	NOUN
ajiri-3772	118	52	,	,	PUNCT
ajiri-3772	118	53	marma	marma	NOUN
ajiri-3772	118	54	,	,	PUNCT
ajiri-3772	118	55	and	and	CCONJ
ajiri-3772	118	56	tripura	tripura	ADJ
ajiri-3772	118	57	ethnic	ethnic	ADJ
ajiri-3772	118	58	groups	group	NOUN
ajiri-3772	118	59	.	.	PUNCT
ajiri-3772	119	1	•	•	NUM
ajiri-3772	119	2	digital	digital	ADJ
ajiri-3772	119	3	cameras	camera	NOUN
ajiri-3772	119	4	and	and	CCONJ
ajiri-3772	119	5	cellphones	cellphone	NOUN
ajiri-3772	119	6	were	be	AUX
ajiri-3772	119	7	used	use	VERB
ajiri-3772	119	8	to	to	PART
ajiri-3772	119	9	take	take	VERB
ajiri-3772	119	10	a	a	DET
ajiri-3772	119	11	wide	wide	ADJ
ajiri-3772	119	12	range	range	NOUN
ajiri-3772	119	13	of	of	ADP
ajiri-3772	119	14	facial	facial	ADJ
ajiri-3772	119	15	pictures	picture	NOUN
ajiri-3772	119	16	of	of	ADP
ajiri-3772	119	17	people	people	NOUN
ajiri-3772	119	18	from	from	ADP
ajiri-3772	119	19	the	the	DET
ajiri-3772	119	20	chakma	chakma	NOUN
ajiri-3772	119	21	,	,	PUNCT
ajiri-3772	119	22	marma	marma	NOUN
ajiri-3772	119	23	,	,	PUNCT
ajiri-3772	119	24	and	and	CCONJ
ajiri-3772	119	25	tripura	tripura	ADJ
ajiri-3772	119	26	ethnic	ethnic	ADJ
ajiri-3772	119	27	groups	group	NOUN
ajiri-3772	119	28	.	.	PUNCT
ajiri-3772	120	1	•	•	INTJ
ajiri-3772	120	2	it	it	PRON
ajiri-3772	120	3	was	be	AUX
ajiri-3772	120	4	carefully	carefully	ADV
ajiri-3772	120	5	considered	consider	VERB
ajiri-3772	120	6	to	to	PART
ajiri-3772	120	7	guarantee	guarantee	VERB
ajiri-3772	120	8	a	a	DET
ajiri-3772	120	9	balanced	balanced	ADJ
ajiri-3772	120	10	representation	representation	NOUN
ajiri-3772	120	11	of	of	ADP
ajiri-3772	120	12	various	various	ADJ
ajiri-3772	120	13	age	age	NOUN
ajiri-3772	120	14	groups	group	NOUN
ajiri-3772	120	15	,	,	PUNCT
ajiri-3772	120	16	genders	gender	NOUN
ajiri-3772	120	17	,	,	PUNCT
ajiri-3772	120	18	and	and	CCONJ
ajiri-3772	120	19	environmental	environmental	ADJ
ajiri-3772	120	20	circumstances	circumstance	NOUN
ajiri-3772	120	21	.	.	PUNCT
ajiri-3772	121	1	data	datum	NOUN
ajiri-3772	121	2	preprocessing	preprocesse	VERB
ajiri-3772	121	3	to	to	PART
ajiri-3772	121	4	standardize	standardize	VERB
ajiri-3772	121	5	the	the	DET
ajiri-3772	121	6	data	datum	NOUN
ajiri-3772	121	7	and	and	CCONJ
ajiri-3772	121	8	enhance	enhance	VERB
ajiri-3772	121	9	model	model	NOUN
ajiri-3772	121	10	performance	performance	NOUN
ajiri-3772	121	11	,	,	PUNCT
ajiri-3772	121	12	the	the	DET
ajiri-3772	121	13	obtained	obtain	VERB
ajiri-3772	121	14	images	image	NOUN
ajiri-3772	121	15	underwent	underwent	NOUN
ajiri-3772	121	16	preprocessing	preprocessing	NOUN
ajiri-3772	121	17	.	.	PUNCT
ajiri-3772	122	1	the	the	DET
ajiri-3772	122	2	following	follow	VERB
ajiri-3772	122	3	procedures	procedure	NOUN
ajiri-3772	122	4	are	be	AUX
ajiri-3772	122	5	part	part	NOUN
ajiri-3772	122	6	of	of	ADP
ajiri-3772	122	7	the	the	DET
ajiri-3772	122	8	data	datum	NOUN
ajiri-3772	122	9	preprocessing	preprocesse	VERB
ajiri-3772	122	10	in	in	ADP
ajiri-3772	122	11	my	my	PRON
ajiri-3772	122	12	model	model	NOUN
ajiri-3772	122	13	:	:	PUNCT
ajiri-3772	122	14	1	1	X
ajiri-3772	122	15	.	.	PUNCT
ajiri-3772	122	16	rescale=1	rescale=1	PROPN
ajiri-3772	122	17	.	.	PUNCT
ajiri-3772	123	1	/255	/255	PUNCT
ajiri-3772	123	2	:	:	PUNCT
ajiri-3772	124	1	scales	scale	VERB
ajiri-3772	124	2	the	the	DET
ajiri-3772	124	3	image	image	NOUN
ajiri-3772	124	4	's	's	PART
ajiri-3772	124	5	pixel	pixel	ADJ
ajiri-3772	124	6	values	value	NOUN
ajiri-3772	124	7	from	from	ADP
ajiri-3772	124	8	the	the	DET
ajiri-3772	124	9	[	[	X
ajiri-3772	124	10	0	0	NUM
ajiri-3772	124	11	,	,	PUNCT
ajiri-3772	124	12	255	255	NUM
ajiri-3772	124	13	]	]	PUNCT
ajiri-3772	124	14	range	range	NOUN
ajiri-3772	124	15	to	to	ADP
ajiri-3772	124	16	[	[	X
ajiri-3772	124	17	0	0	NUM
ajiri-3772	124	18	,	,	PUNCT
ajiri-3772	124	19	1	1	NUM
ajiri-3772	124	20	]	]	PUNCT
ajiri-3772	124	21	,	,	PUNCT
ajiri-3772	124	22	making	make	VERB
ajiri-3772	124	23	them	they	PRON
ajiri-3772	124	24	appropriate	appropriate	ADJ
ajiri-3772	124	25	for	for	ADP
ajiri-3772	124	26	the	the	DET
ajiri-3772	124	27	model	model	NOUN
ajiri-3772	124	28	's	's	PART
ajiri-3772	124	29	calculations	calculation	NOUN
ajiri-3772	124	30	.	.	PUNCT
ajiri-3772	125	1	2	2	X
ajiri-3772	125	2	.	.	PUNCT
ajiri-3772	125	3	rescale=1	rescale=1	PROPN
ajiri-3772	125	4	.	.	PUNCT
ajiri-3772	125	5	/255	/255	PUNCT
ajiri-3772	125	6	:	:	PUNCT
ajiri-3772	126	1	scales	scale	VERB
ajiri-3772	126	2	the	the	DET
ajiri-3772	126	3	image	image	NOUN
ajiri-3772	126	4	's	's	PART
ajiri-3772	126	5	pixel	pixel	ADJ
ajiri-3772	126	6	values	value	NOUN
ajiri-3772	126	7	from	from	ADP
ajiri-3772	126	8	the	the	DET
ajiri-3772	126	9	[	[	X
ajiri-3772	126	10	0	0	NUM
ajiri-3772	126	11	,	,	PUNCT
ajiri-3772	126	12	255	255	NUM
ajiri-3772	126	13	]	]	PUNCT
ajiri-3772	126	14	range	range	NOUN
ajiri-3772	126	15	to	to	ADP
ajiri-3772	126	16	[	[	X
ajiri-3772	126	17	0	0	NUM
ajiri-3772	126	18	,	,	PUNCT
ajiri-3772	126	19	1	1	NUM
ajiri-3772	126	20	]	]	PUNCT
ajiri-3772	126	21	,	,	PUNCT
ajiri-3772	126	22	making	make	VERB
ajiri-3772	126	23	them	they	PRON
ajiri-3772	126	24	appropriate	appropriate	ADJ
ajiri-3772	126	25	for	for	ADP
ajiri-3772	126	26	the	the	DET
ajiri-3772	126	27	model	model	NOUN
ajiri-3772	126	28	's	's	PART
ajiri-3772	126	29	calculations	calculation	NOUN
ajiri-3772	126	30	.	.	PUNCT
ajiri-3772	127	1	3	3	X
ajiri-3772	127	2	.	.	X
ajiri-3772	127	3	zoom	zoom	PRON
ajiri-3772	127	4	range=0.2	range=0.2	NOUN
ajiri-3772	127	5	:	:	PUNCT
ajiri-3772	127	6	scaling	scale	VERB
ajiri-3772	127	7	the	the	DET
ajiri-3772	127	8	photos	photo	NOUN
ajiri-3772	127	9	by	by	ADP
ajiri-3772	127	10	applying	apply	VERB
ajiri-3772	127	11	arbitrary	arbitrary	ADJ
ajiri-3772	127	12	zoom	zoom	NOUN
ajiri-3772	127	13	transformations	transformation	NOUN
ajiri-3772	127	14	.	.	PUNCT
ajiri-3772	128	1	4	4	X
ajiri-3772	128	2	.	.	X
ajiri-3772	128	3	shear	shear	PROPN
ajiri-3772	128	4	range=0.2	range=0.2	NOUN
ajiri-3772	128	5	:	:	PUNCT
ajiri-3772	128	6	transforms	transform	VERB
ajiri-3772	128	7	the	the	DET
ajiri-3772	128	8	photos	photo	NOUN
ajiri-3772	128	9	randomly	randomly	ADV
ajiri-3772	128	10	through	through	ADP
ajiri-3772	128	11	shear	shear	NOUN
ajiri-3772	128	12	,	,	PUNCT
ajiri-3772	128	13	tilting	tilt	VERB
ajiri-3772	128	14	the	the	DET
ajiri-3772	128	15	image	image	NOUN
ajiri-3772	128	16	pixels	pixel	NOUN
ajiri-3772	128	17	to	to	PART
ajiri-3772	128	18	create	create	VERB
ajiri-3772	128	19	distortions	distortion	NOUN
ajiri-3772	128	20	.	.	PUNCT
ajiri-3772	129	1	5	5	NUM
ajiri-3772	129	2	.	.	NOUN
ajiri-3772	129	3	creates	create	VERB
ajiri-3772	129	4	several	several	ADJ
ajiri-3772	129	5	versions	version	NOUN
ajiri-3772	129	6	of	of	ADP
ajiri-3772	129	7	the	the	DET
ajiri-3772	129	8	same	same	ADJ
ajiri-3772	129	9	image	image	NOUN
ajiri-3772	129	10	by	by	ADP
ajiri-3772	129	11	doing	do	VERB
ajiri-3772	129	12	horizontal	horizontal	ADJ
ajiri-3772	129	13	flips	flip	NOUN
ajiri-3772	129	14	on	on	ADP
ajiri-3772	129	15	the	the	DET
ajiri-3772	129	16	photos	photo	NOUN
ajiri-3772	129	17	using	use	VERB
ajiri-3772	129	18	horizontal	horizontal	ADJ
ajiri-3772	129	19	flip	flip	NOUN
ajiri-3772	129	20	=	=	NOUN
ajiri-3772	129	21	true	true	ADJ
ajiri-3772	129	22	.	.	PUNCT
ajiri-3772	130	1	6	6	X
ajiri-3772	130	2	.	.	X
ajiri-3772	130	3	with	with	ADP
ajiri-3772	130	4	validation	validation	NOUN
ajiri-3772	130	5	split=0.1	split=0.1	NOUN
ajiri-3772	130	6	,	,	PUNCT
ajiri-3772	130	7	the	the	DET
ajiri-3772	130	8	dataset	dataset	NOUN
ajiri-3772	130	9	is	be	AUX
ajiri-3772	130	10	divided	divide	VERB
ajiri-3772	130	11	into	into	ADP
ajiri-3772	130	12	training	training	NOUN
ajiri-3772	130	13	and	and	CCONJ
ajiri-3772	130	14	validation	validation	NOUN
ajiri-3772	130	15	sets	set	NOUN
ajiri-3772	130	16	,	,	PUNCT
ajiri-3772	130	17	with	with	ADP
ajiri-3772	130	18	training	training	NOUN
ajiri-3772	130	19	using	use	VERB
ajiri-3772	130	20	10	10	NUM
ajiri-3772	130	21	%	%	NOUN
ajiri-3772	130	22	of	of	ADP
ajiri-3772	130	23	the	the	DET
ajiri-3772	130	24	validation	validation	NOUN
ajiri-3772	130	25	set	set	NOUN
ajiri-3772	130	26	's	's	PART
ajiri-3772	130	27	data	datum	NOUN
ajiri-3772	130	28	.	.	PUNCT
ajiri-3772	131	1	•	•	ADP
ajiri-3772	131	2	to	to	PART
ajiri-3772	131	3	make	make	VERB
ajiri-3772	131	4	sure	sure	ADJ
ajiri-3772	131	5	that	that	SCONJ
ajiri-3772	131	6	they	they	PRON
ajiri-3772	131	7	would	would	AUX
ajiri-3772	131	8	work	work	VERB
ajiri-3772	131	9	with	with	ADP
ajiri-3772	131	10	the	the	DET
ajiri-3772	131	11	chosen	choose	VERB
ajiri-3772	131	12	model	model	NOUN
ajiri-3772	131	13	architecture	architecture	NOUN
ajiri-3772	131	14	,	,	PUNCT
ajiri-3772	131	15	all	all	PRON
ajiri-3772	131	16	of	of	ADP
ajiri-3772	131	17	the	the	DET
ajiri-3772	131	18	photographs	photograph	NOUN
ajiri-3772	131	19	were	be	AUX
ajiri-3772	131	20	shrunk	shrink	VERB
ajiri-3772	131	21	to	to	ADP
ajiri-3772	131	22	the	the	DET
ajiri-3772	131	23	same	same	ADJ
ajiri-3772	131	24	224x224	224x224	NUM
ajiri-3772	131	25	pixel	pixel	NOUN
ajiri-3772	131	26	size	size	NOUN
ajiri-3772	131	27	.	.	PUNCT
ajiri-3772	132	1	•	•	NOUN
ajiri-3772	132	2	in	in	ADP
ajiri-3772	132	3	order	order	NOUN
ajiri-3772	132	4	to	to	PART
ajiri-3772	132	5	increase	increase	VERB
ajiri-3772	132	6	convergence	convergence	NOUN
ajiri-3772	132	7	during	during	ADP
ajiri-3772	132	8	training	training	NOUN
ajiri-3772	132	9	,	,	PUNCT
ajiri-3772	132	10	pixel	pixel	PROPN
ajiri-3772	132	11	values	value	NOUN
ajiri-3772	132	12	were	be	AUX
ajiri-3772	132	13	normalized	normalize	VERB
ajiri-3772	132	14	to	to	ADP
ajiri-3772	132	15	the	the	DET
ajiri-3772	132	16	range	range	NOUN
ajiri-3772	132	17	[	[	X
ajiri-3772	132	18	0	0	NUM
ajiri-3772	132	19	,	,	PUNCT
ajiri-3772	132	20	1	1	NUM
ajiri-3772	132	21	]	]	PUNCT
ajiri-3772	132	22	.	.	PUNCT
ajiri-3772	133	1	•	•	NUM
ajiri-3772	133	2	techniques	technique	NOUN
ajiri-3772	133	3	for	for	ADP
ajiri-3772	133	4	enhancing	enhance	VERB
ajiri-3772	133	5	data	datum	NOUN
ajiri-3772	133	6	,	,	PUNCT
ajiri-3772	133	7	such	such	ADJ
ajiri-3772	133	8	as	as	ADP
ajiri-3772	133	9	random	random	ADJ
ajiri-3772	133	10	rotation	rotation	NOUN
ajiri-3772	133	11	,	,	PUNCT
ajiri-3772	133	12	zooming	zooming	NOUN
ajiri-3772	133	13	,	,	PUNCT
ajiri-3772	133	14	horizontal	horizontal	ADJ
ajiri-3772	133	15	flipping	flipping	NOUN
ajiri-3772	133	16	,	,	PUNCT
ajiri-3772	133	17	and	and	CCONJ
ajiri-3772	133	18	brightness	brightness	NOUN
ajiri-3772	133	19	modifications	modification	NOUN
ajiri-3772	133	20	,	,	PUNCT
ajiri-3772	133	21	were	be	AUX
ajiri-3772	133	22	used	use	VERB
ajiri-3772	133	23	to	to	PART
ajiri-3772	133	24	enhance	enhance	VERB
ajiri-3772	133	25	the	the	DET
ajiri-3772	133	26	dataset	dataset	NOUN
ajiri-3772	133	27	.	.	PUNCT
ajiri-3772	134	1	•	•	NUM
ajiri-3772	134	2	model	model	NOUN
ajiri-3772	134	3	selection	selection	NOUN
ajiri-3772	134	4	and	and	CCONJ
ajiri-3772	134	5	customization	customization	NOUN
ajiri-3772	134	6	:	:	PUNCT
ajiri-3772	134	7	due	due	ADP
ajiri-3772	134	8	to	to	ADP
ajiri-3772	134	9	the	the	DET
ajiri-3772	134	10	densenet121	densenet121	PROPN
ajiri-3772	134	11	model	model	NOUN
ajiri-3772	134	12	's	's	PART
ajiri-3772	134	13	strong	strong	ADJ
ajiri-3772	134	14	feature	feature	NOUN
ajiri-3772	134	15	extraction	extraction	NOUN
ajiri-3772	134	16	abilities	ability	NOUN
ajiri-3772	134	17	and	and	CCONJ
ajiri-3772	134	18	effectiveness	effectiveness	NOUN
ajiri-3772	134	19	in	in	ADP
ajiri-3772	134	20	deep	deep	ADJ
ajiri-3772	134	21	learning	learning	NOUN
ajiri-3772	134	22	tasks	task	NOUN
ajiri-3772	134	23	,	,	PUNCT
ajiri-3772	134	24	it	it	PRON
ajiri-3772	134	25	was	be	AUX
ajiri-3772	134	26	chosen	choose	VERB
ajiri-3772	134	27	as	as	ADP
ajiri-3772	134	28	the	the	DET
ajiri-3772	134	29	foundation	foundation	NOUN
ajiri-3772	134	30	model	model	NOUN
ajiri-3772	134	31	.	.	PUNCT
ajiri-3772	135	1	•	•	NUM
ajiri-3772	135	2	densenet121	densenet121	PROPN
ajiri-3772	135	3	's	's	PART
ajiri-3772	135	4	top	top	ADJ
ajiri-3772	135	5	layers	layer	NOUN
ajiri-3772	135	6	were	be	AUX
ajiri-3772	135	7	adjusted	adjust	VERB
ajiri-3772	135	8	to	to	PART
ajiri-3772	135	9	fit	fit	VERB
ajiri-3772	135	10	the	the	DET
ajiri-3772	135	11	particular	particular	ADJ
ajiri-3772	135	12	ethnicity	ethnicity	NOUN
ajiri-3772	135	13	recognition	recognition	NOUN
ajiri-3772	135	14	challenge	challenge	NOUN
ajiri-3772	135	15	.	.	PUNCT
ajiri-3772	136	1	•	•	NOUN
ajiri-3772	136	2	to	to	PART
ajiri-3772	136	3	successfully	successfully	ADV
ajiri-3772	136	4	aggregate	aggregate	VERB
ajiri-3772	136	5	features	feature	NOUN
ajiri-3772	136	6	and	and	CCONJ
ajiri-3772	136	7	reduce	reduce	VERB
ajiri-3772	136	8	geographical	geographical	ADJ
ajiri-3772	136	9	dimensions	dimension	NOUN
ajiri-3772	136	10	,	,	PUNCT
ajiri-3772	136	11	global	global	ADJ
ajiri-3772	136	12	average	average	ADJ
ajiri-3772	136	13	pooling	pooling	NOUN
ajiri-3772	136	14	was	be	AUX
ajiri-3772	136	15	added	add	VERB
ajiri-3772	136	16	.	.	PUNCT
ajiri-3772	137	1	•	•	NUM
ajiri-3772	137	2	for	for	ADP
ajiri-3772	137	3	the	the	DET
ajiri-3772	137	4	purpose	purpose	NOUN
ajiri-3772	137	5	of	of	ADP
ajiri-3772	137	6	capturing	capture	VERB
ajiri-3772	137	7	important	important	ADJ
ajiri-3772	137	8	ethnic	ethnic	ADJ
ajiri-3772	137	9	traits	trait	NOUN
ajiri-3772	137	10	,	,	PUNCT
ajiri-3772	137	11	a	a	DET
ajiri-3772	137	12	fully	fully	ADV
ajiri-3772	137	13	connected	connected	ADJ
ajiri-3772	137	14	dense	dense	ADJ
ajiri-3772	137	15	layer	layer	NOUN
ajiri-3772	137	16	with	with	ADP
ajiri-3772	137	17	relu	relu	NOUN
ajiri-3772	137	18	activation	activation	NOUN
ajiri-3772	137	19	was	be	AUX
ajiri-3772	137	20	added	add	VERB
ajiri-3772	137	21	.	.	PUNCT
ajiri-3772	138	1	relu	relu	NOUN
ajiri-3772	138	2	activation	activation	NOUN
ajiri-3772	138	3	function	function	NOUN
ajiri-3772	138	4	helps	help	VERB
ajiri-3772	138	5	the	the	DET
ajiri-3772	138	6	model	model	NOUN
ajiri-3772	138	7	to	to	PART
ajiri-3772	138	8	learn	learn	VERB
ajiri-3772	138	9	complex	complex	ADJ
ajiri-3772	138	10	patterns	pattern	NOUN
ajiri-3772	138	11	and	and	CCONJ
ajiri-3772	138	12	also	also	ADV
ajiri-3772	138	13	to	to	PART
ajiri-3772	138	14	achieve	achieve	VERB
ajiri-3772	138	15	high	high	ADJ
ajiri-3772	138	16	accuracy	accuracy	NOUN
ajiri-3772	138	17	in	in	ADP
ajiri-3772	138	18	prediction	prediction	NOUN
ajiri-3772	138	19	of	of	ADP
ajiri-3772	138	20	correct	correct	ADJ
ajiri-3772	138	21	ethnicity	ethnicity	NOUN
ajiri-3772	138	22	.	.	PUNCT
ajiri-3772	139	1	for	for	ADP
ajiri-3772	139	2	feature	feature	NOUN
ajiri-3772	139	3	transformation	transformation	NOUN
ajiri-3772	139	4	in	in	ADP
ajiri-3772	139	5	this	this	DET
ajiri-3772	139	6	algorithm	algorithm	NOUN
ajiri-3772	139	7	,	,	PUNCT
ajiri-3772	139	8	a	a	DET
ajiri-3772	139	9	dense	dense	ADJ
ajiri-3772	139	10	layer	layer	NOUN
ajiri-3772	139	11	with	with	ADP
ajiri-3772	139	12	512	512	NUM
ajiri-3772	139	13	neurons	neuron	NOUN
ajiri-3772	139	14	and	and	CCONJ
ajiri-3772	139	15	relu	relu	NOUN
ajiri-3772	139	16	activation	activation	NOUN
ajiri-3772	139	17	is	be	AUX
ajiri-3772	139	18	included	include	VERB
ajiri-3772	139	19	.	.	PUNCT
ajiri-3772	140	1	•	•	INTJ
ajiri-3772	140	2	in	in	ADP
ajiri-3772	140	3	order	order	NOUN
ajiri-3772	140	4	to	to	PART
ajiri-3772	140	5	avoid	avoid	VERB
ajiri-3772	140	6	overfitting	overfitte	VERB
ajiri-3772	140	7	and	and	CCONJ
ajiri-3772	140	8	improve	improve	VERB
ajiri-3772	140	9	generalization	generalization	NOUN
ajiri-3772	140	10	,	,	PUNCT
ajiri-3772	140	11	a	a	DET
ajiri-3772	140	12	dropout	dropout	NOUN
ajiri-3772	140	13	layer	layer	NOUN
ajiri-3772	140	14	with	with	ADP
ajiri-3772	140	15	a	a	DET
ajiri-3772	140	16	0.5	0.5	NUM
ajiri-3772	140	17	dropout	dropout	NOUN
ajiri-3772	140	18	rate	rate	NOUN
ajiri-3772	140	19	was	be	AUX
ajiri-3772	140	20	included	include	VERB
ajiri-3772	140	21	.	.	PUNCT
ajiri-3772	141	1	50	50	NUM
ajiri-3772	141	2	%	%	NOUN
ajiri-3772	141	3	of	of	ADP
ajiri-3772	141	4	neurons	neuron	NOUN
ajiri-3772	141	5	are	be	AUX
ajiri-3772	141	6	randomly	randomly	ADV
ajiri-3772	141	7	deleted	delete	VERB
ajiri-3772	141	8	during	during	ADP
ajiri-3772	141	9	training	training	NOUN
ajiri-3772	141	10	when	when	SCONJ
ajiri-3772	141	11	a	a	DET
ajiri-3772	141	12	dropout	dropout	NOUN
ajiri-3772	141	13	layer	layer	NOUN
ajiri-3772	141	14	with	with	ADP
ajiri-3772	141	15	a	a	DET
ajiri-3772	141	16	rate	rate	NOUN
ajiri-3772	141	17	of	of	ADP
ajiri-3772	141	18	0.5	0.5	NUM
ajiri-3772	141	19	is	be	AUX
ajiri-3772	141	20	used	use	VERB
ajiri-3772	141	21	in	in	ADP
ajiri-3772	141	22	my	my	PRON
ajiri-3772	141	23	code	code	NOUN
ajiri-3772	141	24	.	.	PUNCT
ajiri-3772	142	1	•	•	NUM
ajiri-3772	142	2	predicting	predict	VERB
ajiri-3772	142	3	the	the	DET
ajiri-3772	142	4	probability	probability	NOUN
ajiri-3772	142	5	of	of	ADP
ajiri-3772	142	6	each	each	DET
ajiri-3772	142	7	ethnicity	ethnicity	NOUN
ajiri-3772	142	8	required	require	VERB
ajiri-3772	142	9	the	the	DET
ajiri-3772	142	10	addition	addition	NOUN
ajiri-3772	142	11	of	of	ADP
ajiri-3772	142	12	a	a	DET
ajiri-3772	142	13	final	final	ADJ
ajiri-3772	142	14	classification	classification	NOUN
ajiri-3772	142	15	layer	layer	NOUN
ajiri-3772	142	16	with	with	ADP
ajiri-3772	142	17	softmax	softmax	NOUN
ajiri-3772	142	18	activation	activation	NOUN
ajiri-3772	142	19	.	.	PUNCT
ajiri-3772	143	1	•	•	NUM
ajiri-3772	143	2	training	training	NOUN
ajiri-3772	143	3	and	and	CCONJ
ajiri-3772	143	4	fine	fine	ADV
ajiri-3772	143	5	-	-	PUNCT
ajiri-3772	143	6	tuning	tuning	NOUN
ajiri-3772	143	7	:	:	PUNCT
ajiri-3772	143	8	the	the	DET
ajiri-3772	143	9	model	model	NOUN
ajiri-3772	143	10	was	be	AUX
ajiri-3772	143	11	trained	train	VERB
ajiri-3772	143	12	via	via	ADP
ajiri-3772	143	13	stochastic	stochastic	ADJ
ajiri-3772	143	14	gradient	gradient	ADJ
ajiri-3772	143	15	descent	descent	NOUN
ajiri-3772	143	16	(	(	PUNCT
ajiri-3772	143	17	sgd	sgd	NOUN
ajiri-3772	143	18	)	)	PUNCT
ajiri-3772	143	19	optimization	optimization	NOUN
ajiri-3772	143	20	with	with	ADP
ajiri-3772	143	21	learning	learn	VERB
ajiri-3772	143	22	rate	rate	NOUN
ajiri-3772	143	23	of	of	ADP
ajiri-3772	143	24	0.01	0.01	NUM
ajiri-3772	143	25	and	and	CCONJ
ajiri-3772	143	26	momentum	momentum	NOUN
ajiri-3772	143	27	of	of	ADP
ajiri-3772	143	28	0.9	0.9	NUM
ajiri-3772	143	29	.	.	PUNCT
ajiri-3772	144	1	•	•	NUM
ajiri-3772	144	2	densenet121	densenet121	PROPN
ajiri-3772	144	3	's	's	PART
ajiri-3772	144	4	base	base	NOUN
ajiri-3772	144	5	layers	layer	NOUN
ajiri-3772	144	6	were	be	AUX
ajiri-3772	144	7	initially	initially	ADV
ajiri-3772	144	8	frozen	freeze	VERB
ajiri-3772	144	9	in	in	ADP
ajiri-3772	144	10	order	order	NOUN
ajiri-3772	144	11	to	to	PART
ajiri-3772	144	12	keep	keep	VERB
ajiri-3772	144	13	the	the	DET
ajiri-3772	144	14	pre	pre	ADJ
ajiri-3772	144	15	-	-	ADJ
ajiri-3772	144	16	trained	train	VERB
ajiri-3772	144	17	weights	weight	NOUN
ajiri-3772	144	18	,	,	PUNCT
ajiri-3772	144	19	and	and	CCONJ
ajiri-3772	144	20	only	only	ADV
ajiri-3772	144	21	the	the	DET
ajiri-3772	144	22	top	top	ADJ
ajiri-3772	144	23	layers	layer	NOUN
ajiri-3772	144	24	were	be	AUX
ajiri-3772	144	25	adjusted	adjust	VERB
ajiri-3772	144	26	to	to	PART
ajiri-3772	144	27	fit	fit	VERB
ajiri-3772	144	28	the	the	DET
ajiri-3772	144	29	new	new	ADJ
ajiri-3772	144	30	dataset	dataset	NOUN
ajiri-3772	144	31	.	.	PUNCT
ajiri-3772	145	1	•	•	NUM
ajiri-3772	145	2	to	to	PART
ajiri-3772	145	3	lessen	lessen	VERB
ajiri-3772	145	4	overfitting	overfitte	VERB
ajiri-3772	145	5	and	and	CCONJ
ajiri-3772	145	6	model	model	NOUN
ajiri-3772	145	7	complexity	complexity	NOUN
ajiri-3772	145	8	,	,	PUNCT
ajiri-3772	145	9	the	the	DET
ajiri-3772	145	10	dense	dense	ADJ
ajiri-3772	145	11	layers	layer	NOUN
ajiri-3772	145	12	underwent	undergo	VERB
ajiri-3772	145	13	l2	l2	NOUN
ajiri-3772	145	14	regularization	regularization	NOUN
ajiri-3772	145	15	with	with	ADP
ajiri-3772	145	16	a	a	DET
ajiri-3772	145	17	coefficient	coefficient	NOUN
ajiri-3772	145	18	of	of	ADP
ajiri-3772	145	19	0.01	0.01	NUM
ajiri-3772	145	20	.	.	PUNCT
ajiri-3772	146	1	l2	l2	NOUN
ajiri-3772	146	2	regularization	regularization	NOUN
ajiri-3772	146	3	can	can	AUX
ajiri-3772	146	4	prevent	prevent	VERB
ajiri-3772	146	5	overfitting	overfitting	NOUN
ajiri-3772	146	6	.	.	PUNCT
ajiri-3772	147	1	this	this	DET
ajiri-3772	147	2	regularization	regularization	NOUN
ajiri-3772	147	3	strategy	strategy	NOUN
ajiri-3772	147	4	helps	help	VERB
ajiri-3772	147	5	my	my	PRON
ajiri-3772	147	6	model	model	NOUN
ajiri-3772	147	7	avoid	avoid	VERB
ajiri-3772	147	8	memorization	memorization	NOUN
ajiri-3772	147	9	of	of	ADP
ajiri-3772	147	10	the	the	DET
ajiri-3772	147	11	training	training	NOUN
ajiri-3772	147	12	data	datum	NOUN
ajiri-3772	147	13	,	,	PUNCT
ajiri-3772	147	14	which	which	PRON
ajiri-3772	147	15	improves	improve	VERB
ajiri-3772	147	16	performance	performance	NOUN
ajiri-3772	147	17	on	on	ADP
ajiri-3772	147	18	untrained	untrained	ADJ
ajiri-3772	147	19	data	datum	NOUN
ajiri-3772	147	20	.	.	PUNCT
ajiri-3772	148	1	•	•	NUM
ajiri-3772	148	2	scheduling	schedule	VERB
ajiri-3772	148	3	the	the	DET
ajiri-3772	148	4	learning	learning	NOUN
ajiri-3772	148	5	rate	rate	NOUN
ajiri-3772	148	6	:	:	PUNCT
ajiri-3772	148	7	the	the	DET
ajiri-3772	148	8	learning	learning	NOUN
ajiri-3772	148	9	rate	rate	NOUN
ajiri-3772	148	10	was	be	AUX
ajiri-3772	148	11	changed	change	VERB
ajiri-3772	148	12	throughout	throughout	ADP
ajiri-3772	148	13	training	training	NOUN
ajiri-3772	148	14	using	use	VERB
ajiri-3772	148	15	a	a	DET
ajiri-3772	148	16	scheduler	scheduler	NOUN
ajiri-3772	148	17	for	for	ADP
ajiri-3772	148	18	the	the	DET
ajiri-3772	148	19	learning	learning	NOUN
ajiri-3772	148	20	rate	rate	NOUN
ajiri-3772	148	21	.	.	PUNCT
ajiri-3772	149	1	during	during	ADP
ajiri-3772	149	2	training	training	NOUN
ajiri-3772	149	3	,	,	PUNCT
ajiri-3772	149	4	the	the	DET
ajiri-3772	149	5	learning	learning	NOUN
ajiri-3772	149	6	rate	rate	NOUN
ajiri-3772	149	7	was	be	AUX
ajiri-3772	149	8	dynamically	dynamically	ADV
ajiri-3772	149	9	adjusted	adjust	VERB
ajiri-3772	149	10	using	use	VERB
ajiri-3772	149	11	scheduling	scheduling	NOUN
ajiri-3772	149	12	.	.	PUNCT
ajiri-3772	150	1	by	by	ADP
ajiri-3772	150	2	beginning	begin	VERB
ajiri-3772	150	3	with	with	ADP
ajiri-3772	150	4	a	a	DET
ajiri-3772	150	5	greater	great	ADJ
ajiri-3772	150	6	learning	learning	NOUN
ajiri-3772	150	7	rate	rate	NOUN
ajiri-3772	150	8	and	and	CCONJ
ajiri-3772	150	9	allowing	allow	VERB
ajiri-3772	150	10	for	for	ADP
ajiri-3772	150	11	faster	fast	ADJ
ajiri-3772	150	12	convergence	convergence	NOUN
ajiri-3772	150	13	during	during	ADP
ajiri-3772	150	14	the	the	DET
ajiri-3772	150	15	initial	initial	ADJ
ajiri-3772	150	16	training	training	NOUN
ajiri-3772	150	17	stages	stage	NOUN
ajiri-3772	150	18	,	,	PUNCT
ajiri-3772	150	19	it	it	PRON
ajiri-3772	150	20	enhances	enhance	VERB
ajiri-3772	150	21	the	the	DET
ajiri-3772	150	22	optimization	optimization	NOUN
ajiri-3772	150	23	process	process	NOUN
ajiri-3772	150	24	.	.	PUNCT
ajiri-3772	151	1	•	•	X
ajiri-3772	151	2	adam	adam	PROPN
ajiri-3772	151	3	is	be	AUX
ajiri-3772	151	4	an	an	DET
ajiri-3772	151	5	extension	extension	NOUN
ajiri-3772	151	6	of	of	ADP
ajiri-3772	151	7	the	the	DET
ajiri-3772	151	8	stochastic	stochastic	ADJ
ajiri-3772	151	9	gradient	gradient	ADJ
ajiri-3772	151	10	descent	descent	NOUN
ajiri-3772	151	11	(	(	PUNCT
ajiri-3772	151	12	sgd	sgd	NOUN
ajiri-3772	151	13	)	)	PUNCT
ajiri-3772	151	14	algorithm	algorithm	NOUN
ajiri-3772	151	15	.	.	PUNCT
ajiri-3772	152	1	it	it	PRON
ajiri-3772	152	2	combines	combine	VERB
ajiri-3772	152	3	the	the	DET
ajiri-3772	152	4	advantages	advantage	NOUN
ajiri-3772	152	5	of	of	ADP
ajiri-3772	152	6	adagrad	adagrad	ADJ
ajiri-3772	152	7	and	and	CCONJ
ajiri-3772	152	8	2nd	2nd	ADJ
ajiri-3772	152	9	e	e	PROPN
ajiri-3772	152	10	-	-	PROPN
ajiri-3772	152	11	palli	palli	PROPN
ajiri-3772	152	12	international	international	ADJ
ajiri-3772	152	13	conferences	conference	NOUN
ajiri-3772	152	14	(	(	PUNCT
ajiri-3772	152	15	eic	eic	X
ajiri-3772	152	16	)	)	PUNCT
ajiri-3772	153	1	|	|	ADV
ajiri-3772	153	2	2024	2024	NUM
ajiri-3772	153	3	10	10	NUM
ajiri-3772	153	4	rmsprop	rmsprop	NOUN
ajiri-3772	153	5	,	,	PUNCT
ajiri-3772	153	6	two	two	NUM
ajiri-3772	153	7	additional	additional	ADJ
ajiri-3772	153	8	well	well	ADV
ajiri-3772	153	9	-	-	PUNCT
ajiri-3772	153	10	liked	like	VERB
ajiri-3772	153	11	optimization	optimization	NOUN
ajiri-3772	153	12	methods	method	NOUN
ajiri-3772	153	13	.	.	PUNCT
ajiri-3772	154	1	due	due	ADP
ajiri-3772	154	2	to	to	ADP
ajiri-3772	154	3	its	its	PRON
ajiri-3772	154	4	adjustable	adjustable	ADJ
ajiri-3772	154	5	learning	learning	NOUN
ajiri-3772	154	6	rates	rate	NOUN
ajiri-3772	154	7	,	,	PUNCT
ajiri-3772	154	8	combination	combination	NOUN
ajiri-3772	154	9	of	of	ADP
ajiri-3772	154	10	momentum	momentum	NOUN
ajiri-3772	154	11	and	and	CCONJ
ajiri-3772	154	12	rmsprop	rmsprop	NOUN
ajiri-3772	154	13	methods	method	NOUN
ajiri-3772	154	14	,	,	PUNCT
ajiri-3772	154	15	and	and	CCONJ
ajiri-3772	154	16	other	other	ADJ
ajiri-3772	154	17	features	feature	NOUN
ajiri-3772	154	18	,	,	PUNCT
ajiri-3772	154	19	adam	adam	PROPN
ajiri-3772	154	20	is	be	AUX
ajiri-3772	154	21	a	a	DET
ajiri-3772	154	22	strong	strong	ADJ
ajiri-3772	154	23	and	and	CCONJ
ajiri-3772	154	24	popular	popular	ADJ
ajiri-3772	154	25	optimization	optimization	NOUN
ajiri-3772	154	26	algorithm	algorithm	NOUN
ajiri-3772	154	27	for	for	ADP
ajiri-3772	154	28	training	train	VERB
ajiri-3772	154	29	deep	deep	ADJ
ajiri-3772	154	30	learning	learning	NOUN
ajiri-3772	154	31	models	model	NOUN
ajiri-3772	154	32	.	.	PUNCT
ajiri-3772	155	1	perspective	perspective	NOUN
ajiri-3772	155	2	to	to	ADP
ajiri-3772	155	3	my	my	PRON
ajiri-3772	155	4	model	model	NOUN
ajiri-3772	155	5	following	follow	VERB
ajiri-3772	155	6	task	task	NOUN
ajiri-3772	155	7	done	do	VERB
ajiri-3772	155	8	:	:	PUNCT
ajiri-3772	155	9	1	1	X
ajiri-3772	155	10	.	.	X
ajiri-3772	156	1	during	during	ADP
ajiri-3772	156	2	model	model	NOUN
ajiri-3772	156	3	training	training	NOUN
ajiri-3772	156	4	,	,	PUNCT
ajiri-3772	156	5	model	model	NOUN
ajiri-3772	156	6	parameters	parameter	NOUN
ajiri-3772	156	7	are	be	AUX
ajiri-3772	156	8	updated	update	VERB
ajiri-3772	156	9	using	use	VERB
ajiri-3772	156	10	the	the	DET
ajiri-3772	156	11	optimization	optimization	NOUN
ajiri-3772	156	12	algorithm	algorithm	NOUN
ajiri-3772	156	13	adam	adam	PROPN
ajiri-3772	156	14	(	(	PUNCT
ajiri-3772	156	15	adaptive	adaptive	ADJ
ajiri-3772	156	16	moment	moment	NOUN
ajiri-3772	156	17	estimation	estimation	NOUN
ajiri-3772	156	18	)	)	PUNCT
ajiri-3772	156	19	.	.	PUNCT
ajiri-3772	157	1	2	2	X
ajiri-3772	157	2	.	.	X
ajiri-3772	157	3	my	my	PRON
ajiri-3772	157	4	model	model	NOUN
ajiri-3772	157	5	employs	employ	VERB
ajiri-3772	157	6	the	the	DET
ajiri-3772	157	7	adam	adam	PROPN
ajiri-3772	157	8	optimizer	optimizer	NOUN
ajiri-3772	157	9	to	to	PART
ajiri-3772	157	10	reduce	reduce	VERB
ajiri-3772	157	11	the	the	DET
ajiri-3772	157	12	categorical	categorical	ADJ
ajiri-3772	157	13	cross	cross	ADJ
ajiri-3772	157	14	-	-	ADJ
ajiri-3772	157	15	entropy	entropy	ADJ
ajiri-3772	157	16	loss	loss	NOUN
ajiri-3772	157	17	function	function	NOUN
ajiri-3772	157	18	with	with	ADP
ajiri-3772	157	19	a	a	DET
ajiri-3772	157	20	learning	learn	VERB
ajiri-3772	157	21	rate	rate	NOUN
ajiri-3772	157	22	of	of	ADP
ajiri-3772	157	23	0.001	0.001	NUM
ajiri-3772	157	24	.	.	PUNCT
ajiri-3772	158	1	two	two	NUM
ajiri-3772	158	2	key	key	ADJ
ajiri-3772	158	3	ideas	idea	NOUN
ajiri-3772	158	4	in	in	ADP
ajiri-3772	158	5	the	the	DET
ajiri-3772	158	6	training	training	NOUN
ajiri-3772	158	7	of	of	ADP
ajiri-3772	158	8	a	a	DET
ajiri-3772	158	9	machine	machine	NOUN
ajiri-3772	158	10	learning	learn	VERB
ajiri-3772	158	11	model	model	NOUN
ajiri-3772	158	12	,	,	PUNCT
ajiri-3772	158	13	particularly	particularly	ADV
ajiri-3772	158	14	in	in	ADP
ajiri-3772	158	15	deep	deep	ADJ
ajiri-3772	158	16	learning	learning	NOUN
ajiri-3772	158	17	,	,	PUNCT
ajiri-3772	158	18	are	be	AUX
ajiri-3772	158	19	epochs	epoch	NOUN
ajiri-3772	158	20	and	and	CCONJ
ajiri-3772	158	21	batch	batch	NOUN
ajiri-3772	158	22	size	size	NOUN
ajiri-3772	158	23	:	:	PUNCT
ajiri-3772	158	24	epochs	epoch	VERB
ajiri-3772	158	25	an	an	DET
ajiri-3772	158	26	epoch	epoch	NOUN
ajiri-3772	158	27	is	be	AUX
ajiri-3772	158	28	a	a	DET
ajiri-3772	158	29	single	single	ADJ
ajiri-3772	158	30	iteration	iteration	NOUN
ajiri-3772	158	31	of	of	ADP
ajiri-3772	158	32	the	the	DET
ajiri-3772	158	33	neural	neural	ADJ
ajiri-3772	158	34	network	network	NOUN
ajiri-3772	158	35	's	's	PART
ajiri-3772	158	36	training	training	NOUN
ajiri-3772	158	37	dataset	dataset	NOUN
ajiri-3772	158	38	.	.	PUNCT
ajiri-3772	159	1	each	each	DET
ajiri-3772	159	2	training	training	NOUN
ajiri-3772	159	3	sample	sample	NOUN
ajiri-3772	159	4	is	be	AUX
ajiri-3772	159	5	only	only	ADV
ajiri-3772	159	6	seen	see	VERB
ajiri-3772	159	7	once	once	ADV
ajiri-3772	159	8	by	by	ADP
ajiri-3772	159	9	the	the	DET
ajiri-3772	159	10	model	model	NOUN
ajiri-3772	159	11	during	during	ADP
ajiri-3772	159	12	a	a	DET
ajiri-3772	159	13	single	single	ADJ
ajiri-3772	159	14	epoch	epoch	NOUN
ajiri-3772	159	15	,	,	PUNCT
ajiri-3772	159	16	and	and	CCONJ
ajiri-3772	159	17	it	it	PRON
ajiri-3772	159	18	adjusts	adjust	VERB
ajiri-3772	159	19	its	its	PRON
ajiri-3772	159	20	weights	weight	NOUN
ajiri-3772	159	21	based	base	VERB
ajiri-3772	159	22	on	on	ADP
ajiri-3772	159	23	the	the	DET
ajiri-3772	159	24	total	total	ADJ
ajiri-3772	159	25	number	number	NOUN
ajiri-3772	159	26	of	of	ADP
ajiri-3772	159	27	errors	error	NOUN
ajiri-3772	159	28	for	for	ADP
ajiri-3772	159	29	that	that	DET
ajiri-3772	159	30	epoch	epoch	NOUN
ajiri-3772	159	31	.	.	PUNCT
ajiri-3772	160	1	in	in	ADP
ajiri-3772	160	2	other	other	ADJ
ajiri-3772	160	3	words	word	NOUN
ajiri-3772	160	4	,	,	PUNCT
ajiri-3772	160	5	an	an	DET
ajiri-3772	160	6	epoch	epoch	NOUN
ajiri-3772	160	7	ends	end	VERB
ajiri-3772	160	8	when	when	SCONJ
ajiri-3772	160	9	the	the	DET
ajiri-3772	160	10	model	model	NOUN
ajiri-3772	160	11	has	have	AUX
ajiri-3772	160	12	had	have	VERB
ajiri-3772	160	13	a	a	DET
ajiri-3772	160	14	chance	chance	NOUN
ajiri-3772	160	15	to	to	PART
ajiri-3772	160	16	see	see	VERB
ajiri-3772	160	17	and	and	CCONJ
ajiri-3772	160	18	process	process	VERB
ajiri-3772	160	19	all	all	PRON
ajiri-3772	160	20	of	of	ADP
ajiri-3772	160	21	the	the	DET
ajiri-3772	160	22	training	training	NOUN
ajiri-3772	160	23	data	datum	NOUN
ajiri-3772	160	24	.	.	PUNCT
ajiri-3772	161	1	batch	batch	NOUN
ajiri-3772	161	2	size	size	NOUN
ajiri-3772	161	3	the	the	DET
ajiri-3772	161	4	quantity	quantity	NOUN
ajiri-3772	161	5	of	of	ADP
ajiri-3772	161	6	training	training	NOUN
ajiri-3772	161	7	samples	sample	NOUN
ajiri-3772	161	8	that	that	PRON
ajiri-3772	161	9	pass	pass	VERB
ajiri-3772	161	10	through	through	ADP
ajiri-3772	161	11	the	the	DET
ajiri-3772	161	12	neural	neural	ADJ
ajiri-3772	161	13	network	network	NOUN
ajiri-3772	161	14	before	before	SCONJ
ajiri-3772	161	15	the	the	DET
ajiri-3772	161	16	model	model	NOUN
ajiri-3772	161	17	's	's	PART
ajiri-3772	161	18	weights	weight	NOUN
ajiri-3772	161	19	and	and	CCONJ
ajiri-3772	161	20	biases	bias	NOUN
ajiri-3772	161	21	are	be	AUX
ajiri-3772	161	22	adjusted	adjust	VERB
ajiri-3772	161	23	is	be	AUX
ajiri-3772	161	24	referred	refer	VERB
ajiri-3772	161	25	to	to	ADP
ajiri-3772	161	26	as	as	ADP
ajiri-3772	161	27	the	the	DET
ajiri-3772	161	28	batch	batch	NOUN
ajiri-3772	161	29	size	size	NOUN
ajiri-3772	161	30	.	.	PUNCT
ajiri-3772	162	1	smaller	small	ADJ
ajiri-3772	162	2	batch	batch	NOUN
ajiri-3772	162	3	sizes	size	NOUN
ajiri-3772	162	4	may	may	AUX
ajiri-3772	162	5	slow	slow	VERB
ajiri-3772	162	6	down	down	ADP
ajiri-3772	162	7	training	training	NOUN
ajiri-3772	162	8	but	but	CCONJ
ajiri-3772	162	9	may	may	AUX
ajiri-3772	162	10	improve	improve	VERB
ajiri-3772	162	11	generalization	generalization	NOUN
ajiri-3772	162	12	as	as	SCONJ
ajiri-3772	162	13	the	the	DET
ajiri-3772	162	14	model	model	NOUN
ajiri-3772	162	15	meets	meet	VERB
ajiri-3772	162	16	more	more	ADV
ajiri-3772	162	17	varied	varied	ADJ
ajiri-3772	162	18	examples	example	NOUN
ajiri-3772	162	19	and	and	CCONJ
ajiri-3772	162	20	updates	update	VERB
ajiri-3772	162	21	its	its	PRON
ajiri-3772	162	22	parameters	parameter	NOUN
ajiri-3772	162	23	more	more	ADV
ajiri-3772	162	24	frequently	frequently	ADV
ajiri-3772	162	25	.	.	PUNCT
ajiri-3772	163	1	as	as	SCONJ
ajiri-3772	163	2	the	the	DET
ajiri-3772	163	3	model	model	NOUN
ajiri-3772	163	4	updates	update	VERB
ajiri-3772	163	5	its	its	PRON
ajiri-3772	163	6	parameters	parameter	NOUN
ajiri-3772	163	7	less	less	ADV
ajiri-3772	163	8	frequently	frequently	ADV
ajiri-3772	163	9	with	with	ADP
ajiri-3772	163	10	larger	large	ADJ
ajiri-3772	163	11	batch	batch	NOUN
ajiri-3772	163	12	sizes	size	NOUN
ajiri-3772	163	13	,	,	PUNCT
ajiri-3772	163	14	training	training	NOUN
ajiri-3772	163	15	can	can	AUX
ajiri-3772	163	16	proceed	proceed	VERB
ajiri-3772	163	17	more	more	ADV
ajiri-3772	163	18	quickly	quickly	ADV
ajiri-3772	163	19	.	.	PUNCT
ajiri-3772	164	1	however	however	ADV
ajiri-3772	164	2	,	,	PUNCT
ajiri-3772	164	3	it	it	PRON
ajiri-3772	164	4	might	might	AUX
ajiri-3772	164	5	need	need	VERB
ajiri-3772	164	6	more	more	ADJ
ajiri-3772	164	7	memory	memory	NOUN
ajiri-3772	164	8	and	and	CCONJ
ajiri-3772	164	9	result	result	VERB
ajiri-3772	164	10	in	in	ADP
ajiri-3772	164	11	convergence	convergence	NOUN
ajiri-3772	164	12	to	to	ADP
ajiri-3772	164	13	a	a	DET
ajiri-3772	164	14	less	less	ADV
ajiri-3772	164	15	ideal	ideal	ADJ
ajiri-3772	164	16	answer	answer	NOUN
ajiri-3772	164	17	.	.	PUNCT
ajiri-3772	165	1	typically	typically	ADV
ajiri-3772	165	2	,	,	PUNCT
ajiri-3772	165	3	experimentation	experimentation	NOUN
ajiri-3772	165	4	is	be	AUX
ajiri-3772	165	5	used	use	VERB
ajiri-3772	165	6	to	to	PART
ajiri-3772	165	7	determine	determine	VERB
ajiri-3772	165	8	the	the	DET
ajiri-3772	165	9	number	number	NOUN
ajiri-3772	165	10	of	of	ADP
ajiri-3772	165	11	epochs	epoch	NOUN
ajiri-3772	165	12	.	.	PUNCT
ajiri-3772	166	1	underfitting	underfitte	VERB
ajiri-3772	166	2	,	,	PUNCT
ajiri-3772	166	3	where	where	SCONJ
ajiri-3772	166	4	the	the	DET
ajiri-3772	166	5	model	model	NOUN
ajiri-3772	166	6	has	have	AUX
ajiri-3772	166	7	not	not	PART
ajiri-3772	166	8	learned	learn	VERB
ajiri-3772	166	9	enough	enough	ADV
ajiri-3772	166	10	from	from	ADP
ajiri-3772	166	11	the	the	DET
ajiri-3772	166	12	data	datum	NOUN
ajiri-3772	166	13	,	,	PUNCT
ajiri-3772	166	14	can	can	AUX
ajiri-3772	166	15	happen	happen	VERB
ajiri-3772	166	16	with	with	ADP
ajiri-3772	166	17	insufficient	insufficient	ADJ
ajiri-3772	166	18	epochs	epoch	NOUN
ajiri-3772	166	19	.	.	PUNCT
ajiri-3772	167	1	overfitting	overfitte	VERB
ajiri-3772	167	2	,	,	PUNCT
ajiri-3772	167	3	when	when	SCONJ
ajiri-3772	167	4	the	the	DET
ajiri-3772	167	5	model	model	NOUN
ajiri-3772	167	6	memorizes	memorize	VERB
ajiri-3772	167	7	the	the	DET
ajiri-3772	167	8	training	training	NOUN
ajiri-3772	167	9	data	datum	NOUN
ajiri-3772	167	10	but	but	CCONJ
ajiri-3772	167	11	struggles	struggle	NOUN
ajiri-3772	167	12	figure	figure	VERB
ajiri-3772	167	13	2	2	NUM
ajiri-3772	167	14	:	:	PUNCT
ajiri-3772	167	15	basic	basic	ADJ
ajiri-3772	167	16	work	work	NOUN
ajiri-3772	167	17	-	-	PUNCT
ajiri-3772	167	18	flow	flow	NOUN
ajiri-3772	167	19	of	of	ADP
ajiri-3772	167	20	proposed	propose	VERB
ajiri-3772	167	21	methodology	methodology	NOUN
ajiri-3772	167	22	figure	figure	NOUN
ajiri-3772	167	23	3	3	NUM
ajiri-3772	167	24	:	:	PUNCT
ajiri-3772	167	25	basic	basic	ADJ
ajiri-3772	167	26	work	work	NOUN
ajiri-3772	167	27	-	-	PUNCT
ajiri-3772	167	28	flow	flow	NOUN
ajiri-3772	167	29	of	of	ADP
ajiri-3772	167	30	proposed	propose	VERB
ajiri-3772	167	31	methodology	methodology	NOUN
ajiri-3772	167	32	to	to	PART
ajiri-3772	167	33	generalize	generalize	VERB
ajiri-3772	167	34	to	to	ADP
ajiri-3772	167	35	new	new	ADJ
ajiri-3772	167	36	,	,	PUNCT
ajiri-3772	167	37	unseen	unseen	ADJ
ajiri-3772	167	38	data	datum	NOUN
ajiri-3772	167	39	,	,	PUNCT
ajiri-3772	167	40	can	can	AUX
ajiri-3772	167	41	result	result	VERB
ajiri-3772	167	42	from	from	ADP
ajiri-3772	167	43	using	use	VERB
ajiri-3772	167	44	too	too	ADV
ajiri-3772	167	45	many	many	ADJ
ajiri-3772	167	46	epochs	epoch	NOUN
ajiri-3772	167	47	.	.	PUNCT
ajiri-3772	168	1	to	to	PART
ajiri-3772	168	2	find	find	VERB
ajiri-3772	168	3	the	the	DET
ajiri-3772	168	4	best	good	ADJ
ajiri-3772	168	5	balance	balance	NOUN
ajiri-3772	168	6	between	between	ADP
ajiri-3772	168	7	underfitting	underfitting	NOUN
ajiri-3772	168	8	and	and	CCONJ
ajiri-3772	168	9	overfitting	overfitting	NOUN
ajiri-3772	168	10	,	,	PUNCT
ajiri-3772	168	11	it	it	PRON
ajiri-3772	168	12	is	be	AUX
ajiri-3772	168	13	common	common	ADJ
ajiri-3772	168	14	to	to	PART
ajiri-3772	168	15	monitor	monitor	VERB
ajiri-3772	168	16	the	the	DET
ajiri-3772	168	17	validation	validation	NOUN
ajiri-3772	168	18	loss	loss	NOUN
ajiri-3772	168	19	and	and	CCONJ
ajiri-3772	168	20	stop	stop	VERB
ajiri-3772	168	21	training	training	NOUN
ajiri-3772	168	22	when	when	SCONJ
ajiri-3772	168	23	it	it	PRON
ajiri-3772	168	24	stops	stop	VERB
ajiri-3772	168	25	getting	get	VERB
ajiri-3772	168	26	better	well	ADJ
ajiri-3772	168	27	(	(	PUNCT
ajiri-3772	168	28	early	early	ADJ
ajiri-3772	168	29	stopping	stopping	NOUN
ajiri-3772	168	30	)	)	PUNCT
ajiri-3772	168	31	.	.	PUNCT
ajiri-3772	169	1	to	to	PART
ajiri-3772	169	2	iteratively	iteratively	ADV
ajiri-3772	169	3	update	update	VERB
ajiri-3772	169	4	the	the	DET
ajiri-3772	169	5	model	model	NOUN
ajiri-3772	169	6	's	's	PART
ajiri-3772	169	7	parameters	parameter	NOUN
ajiri-3772	169	8	and	and	CCONJ
ajiri-3772	169	9	increase	increase	VERB
ajiri-3772	169	10	its	its	PRON
ajiri-3772	169	11	accuracy	accuracy	NOUN
ajiri-3772	169	12	,	,	PUNCT
ajiri-3772	169	13	model	model	NOUN
ajiri-3772	169	14	training	training	NOUN
ajiri-3772	169	15	was	be	AUX
ajiri-3772	169	16	carried	carry	VERB
ajiri-3772	169	17	out	out	ADP
ajiri-3772	169	18	across	across	ADP
ajiri-3772	169	19	50	50	NUM
ajiri-3772	169	20	epochs	epoch	NOUN
ajiri-3772	169	21	with	with	ADP
ajiri-3772	169	22	a	a	DET
ajiri-3772	169	23	batch	batch	NOUN
ajiri-3772	169	24	size	size	NOUN
ajiri-3772	169	25	of	of	ADP
ajiri-3772	169	26	64	64	NUM
ajiri-3772	169	27	.	.	PUNCT
ajiri-3772	170	1	model	model	NOUN
ajiri-3772	170	2	evaluation	evaluation	NOUN
ajiri-3772	170	3	and	and	CCONJ
ajiri-3772	170	4	performance	performance	NOUN
ajiri-3772	170	5	metrics	metric	NOUN
ajiri-3772	170	6	to	to	PART
ajiri-3772	170	7	evaluate	evaluate	VERB
ajiri-3772	170	8	the	the	DET
ajiri-3772	170	9	test	test	NOUN
ajiri-3772	170	10	accuracy	accuracy	NOUN
ajiri-3772	170	11	of	of	ADP
ajiri-3772	170	12	the	the	DET
ajiri-3772	170	13	trained	train	VERB
ajiri-3772	170	14	model	model	NOUN
ajiri-3772	170	15	,	,	PUNCT
ajiri-3772	170	16	some	some	DET
ajiri-3772	170	17	new	new	ADJ
ajiri-3772	170	18	different	different	ADJ
ajiri-3772	170	19	data	datum	NOUN
ajiri-3772	170	20	was	be	AUX
ajiri-3772	170	21	used	use	VERB
ajiri-3772	170	22	.	.	PUNCT
ajiri-3772	171	1	suggested	suggest	VERB
ajiri-3772	171	2	methodology	methodology	NOUN
ajiri-3772	171	3	in	in	ADP
ajiri-3772	171	4	this	this	DET
ajiri-3772	171	5	research	research	NOUN
ajiri-3772	171	6	takes	take	VERB
ajiri-3772	171	7	a	a	DET
ajiri-3772	171	8	methodical	methodical	ADJ
ajiri-3772	171	9	approach	approach	NOUN
ajiri-3772	171	10	to	to	ADP
ajiri-3772	171	11	data	data	PROPN
ajiri-3772	171	12	collection	collection	NOUN
ajiri-3772	171	13	,	,	PUNCT
ajiri-3772	171	14	preprocessing	preprocessing	NOUN
ajiri-3772	171	15	,	,	PUNCT
ajiri-3772	171	16	creating	create	VERB
ajiri-3772	171	17	a	a	DET
ajiri-3772	171	18	unique	unique	ADJ
ajiri-3772	171	19	cnn	cnn	NOUN
ajiri-3772	171	20	model	model	NOUN
ajiri-3772	171	21	,	,	PUNCT
ajiri-3772	171	22	training	train	VERB
ajiri-3772	171	23	the	the	DET
ajiri-3772	171	24	model	model	NOUN
ajiri-3772	171	25	,	,	PUNCT
ajiri-3772	171	26	assessing	assess	VERB
ajiri-3772	171	27	its	its	PRON
ajiri-3772	171	28	performance	performance	NOUN
ajiri-3772	171	29	,	,	PUNCT
ajiri-3772	171	30	and	and	CCONJ
ajiri-3772	171	31	interpreting	interpret	VERB
ajiri-3772	171	32	the	the	DET
ajiri-3772	171	33	results	result	NOUN
ajiri-3772	171	34	.	.	PUNCT
ajiri-3772	172	1	the	the	DET
ajiri-3772	172	2	workflow	workflow	NOUN
ajiri-3772	172	3	of	of	ADP
ajiri-3772	172	4	this	this	DET
ajiri-3772	172	5	research	research	NOUN
ajiri-3772	172	6	depicted	depict	VERB
ajiri-3772	172	7	in	in	ADP
ajiri-3772	172	8	2nd	2nd	ADJ
ajiri-3772	172	9	e	e	PROPN
ajiri-3772	172	10	-	-	PROPN
ajiri-3772	172	11	palli	palli	PROPN
ajiri-3772	172	12	international	international	ADJ
ajiri-3772	172	13	conferences	conference	NOUN
ajiri-3772	172	14	(	(	PUNCT
ajiri-3772	172	15	eic	eic	X
ajiri-3772	172	16	)	)	PUNCT
ajiri-3772	172	17	|	|	ADV
ajiri-3772	172	18	2024	2024	NUM
ajiri-3772	172	19	11	11	NUM
ajiri-3772	172	20	figure	figure	NOUN
ajiri-3772	172	21	2	2	NUM
ajiri-3772	172	22	.	.	PUNCT
ajiri-3772	173	1	the	the	DET
ajiri-3772	173	2	classification	classification	NOUN
ajiri-3772	173	3	's	's	PART
ajiri-3772	173	4	outcome	outcome	NOUN
ajiri-3772	173	5	is	be	AUX
ajiri-3772	173	6	displayed	display	VERB
ajiri-3772	173	7	in	in	ADP
ajiri-3772	173	8	this	this	DET
ajiri-3772	173	9	particular	particular	ADJ
ajiri-3772	173	10	example	example	NOUN
ajiri-3772	173	11	as	as	ADP
ajiri-3772	173	12	"	"	PUNCT
ajiri-3772	173	13	marma	marma	NOUN
ajiri-3772	173	14	.	.	PUNCT
ajiri-3772	173	15	"	"	PUNCT
ajiri-3772	174	1	this	this	DET
ajiri-3772	174	2	result	result	NOUN
ajiri-3772	174	3	shows	show	VERB
ajiri-3772	174	4	that	that	SCONJ
ajiri-3772	174	5	our	our	PRON
ajiri-3772	174	6	algorithm	algorithm	NOUN
ajiri-3772	174	7	correctly	correctly	ADV
ajiri-3772	174	8	recognized	recognize	VERB
ajiri-3772	174	9	the	the	DET
ajiri-3772	174	10	person	person	NOUN
ajiri-3772	174	11	in	in	ADP
ajiri-3772	174	12	the	the	DET
ajiri-3772	174	13	image	image	NOUN
ajiri-3772	174	14	as	as	ADP
ajiri-3772	174	15	a	a	DET
ajiri-3772	174	16	marma	marma	NOUN
ajiri-3772	174	17	ethnic	ethnic	ADJ
ajiri-3772	174	18	group	group	NOUN
ajiri-3772	174	19	member	member	NOUN
ajiri-3772	174	20	based	base	VERB
ajiri-3772	174	21	on	on	ADP
ajiri-3772	174	22	facial	facial	ADJ
ajiri-3772	174	23	features	feature	NOUN
ajiri-3772	174	24	and	and	CCONJ
ajiri-3772	174	25	traits	trait	NOUN
ajiri-3772	174	26	.	.	PUNCT
ajiri-3772	175	1	the	the	DET
ajiri-3772	175	2	model	model	NOUN
ajiri-3772	175	3	's	's	PART
ajiri-3772	175	4	usefulness	usefulness	NOUN
ajiri-3772	175	5	and	and	CCONJ
ajiri-3772	175	6	capacity	capacity	NOUN
ajiri-3772	175	7	to	to	PART
ajiri-3772	175	8	make	make	VERB
ajiri-3772	175	9	predictions	prediction	NOUN
ajiri-3772	175	10	about	about	ADP
ajiri-3772	175	11	ethnicity	ethnicity	NOUN
ajiri-3772	175	12	in	in	ADP
ajiri-3772	175	13	practical	practical	ADJ
ajiri-3772	175	14	situations	situation	NOUN
ajiri-3772	175	15	are	be	AUX
ajiri-3772	175	16	concretely	concretely	ADV
ajiri-3772	175	17	demonstrated	demonstrate	VERB
ajiri-3772	175	18	by	by	ADP
ajiri-3772	175	19	this	this	DET
ajiri-3772	175	20	graphic	graphic	ADJ
ajiri-3772	175	21	representation	representation	NOUN
ajiri-3772	175	22	.	.	PUNCT
ajiri-3772	176	1	results	result	VERB
ajiri-3772	176	2	the	the	DET
ajiri-3772	176	3	outcomes	outcome	NOUN
ajiri-3772	176	4	show	show	VERB
ajiri-3772	176	5	the	the	DET
ajiri-3772	176	6	ethnicity	ethnicity	NOUN
ajiri-3772	176	7	detection	detection	NOUN
ajiri-3772	176	8	model	model	NOUN
ajiri-3772	176	9	to	to	PART
ajiri-3772	176	10	be	be	AUX
ajiri-3772	176	11	performing	perform	VERB
ajiri-3772	176	12	well	well	ADV
ajiri-3772	176	13	,	,	PUNCT
ajiri-3772	176	14	with	with	ADP
ajiri-3772	176	15	high	high	ADJ
ajiri-3772	176	16	accuracy	accuracy	NOUN
ajiri-3772	176	17	being	being	AUX
ajiri-3772	176	18	attained	attain	VERB
ajiri-3772	176	19	on	on	ADP
ajiri-3772	176	20	the	the	DET
ajiri-3772	176	21	validation	validation	NOUN
ajiri-3772	176	22	dataset	dataset	NOUN
ajiri-3772	176	23	.	.	PUNCT
ajiri-3772	177	1	indicating	indicate	VERB
ajiri-3772	177	2	that	that	SCONJ
ajiri-3772	177	3	the	the	DET
ajiri-3772	177	4	model	model	NOUN
ajiri-3772	177	5	successfully	successfully	ADV
ajiri-3772	177	6	discovered	discover	VERB
ajiri-3772	177	7	the	the	DET
ajiri-3772	177	8	underlying	underlie	VERB
ajiri-3772	177	9	patterns	pattern	NOUN
ajiri-3772	177	10	in	in	ADP
ajiri-3772	177	11	the	the	DET
ajiri-3772	177	12	data	datum	NOUN
ajiri-3772	177	13	during	during	ADP
ajiri-3772	177	14	training	training	NOUN
ajiri-3772	177	15	,	,	PUNCT
ajiri-3772	177	16	the	the	DET
ajiri-3772	177	17	test	test	NOUN
ajiri-3772	177	18	loss	loss	NOUN
ajiri-3772	177	19	graph	graph	NOUN
ajiri-3772	177	20	displays	display	VERB
ajiri-3772	177	21	a	a	DET
ajiri-3772	177	22	diminishing	diminishing	NOUN
ajiri-3772	177	23	trend	trend	NOUN
ajiri-3772	177	24	.	.	PUNCT
ajiri-3772	178	1	the	the	DET
ajiri-3772	178	2	accuracy	accuracy	NOUN
ajiri-3772	178	3	vs.	vs.	ADP
ajiri-3772	178	4	epoch	epoch	NOUN
ajiri-3772	178	5	graph	graph	NOUN
ajiri-3772	178	6	shows	show	VERB
ajiri-3772	178	7	how	how	SCONJ
ajiri-3772	178	8	the	the	DET
ajiri-3772	178	9	model	model	NOUN
ajiri-3772	178	10	has	have	AUX
ajiri-3772	178	11	improved	improve	VERB
ajiri-3772	178	12	across	across	ADP
ajiri-3772	178	13	the	the	DET
ajiri-3772	178	14	50	50	NUM
ajiri-3772	178	15	epochs	epoch	NOUN
ajiri-3772	178	16	,	,	PUNCT
ajiri-3772	178	17	demonstrating	demonstrate	VERB
ajiri-3772	178	18	how	how	SCONJ
ajiri-3772	178	19	effectively	effectively	ADV
ajiri-3772	178	20	it	it	PRON
ajiri-3772	178	21	can	can	AUX
ajiri-3772	178	22	generalize	generalize	VERB
ajiri-3772	178	23	from	from	ADP
ajiri-3772	178	24	training	train	VERB
ajiri-3772	178	25	data	datum	NOUN
ajiri-3772	178	26	to	to	ADP
ajiri-3772	178	27	new	new	ADJ
ajiri-3772	178	28	samples	sample	NOUN
ajiri-3772	178	29	.	.	PUNCT
ajiri-3772	179	1	the	the	DET
ajiri-3772	179	2	model	model	NOUN
ajiri-3772	179	3	's	's	PART
ajiri-3772	179	4	optimization	optimization	NOUN
ajiri-3772	179	5	progress	progress	NOUN
ajiri-3772	179	6	is	be	AUX
ajiri-3772	179	7	also	also	ADV
ajiri-3772	179	8	shown	show	VERB
ajiri-3772	179	9	by	by	ADP
ajiri-3772	179	10	the	the	DET
ajiri-3772	179	11	loss	loss	NOUN
ajiri-3772	179	12	vs.	vs.	ADP
ajiri-3772	179	13	epoch	epoch	NOUN
ajiri-3772	179	14	graph	graph	NOUN
ajiri-3772	179	15	,	,	PUNCT
ajiri-3772	179	16	which	which	PRON
ajiri-3772	179	17	shows	show	VERB
ajiri-3772	179	18	a	a	DET
ajiri-3772	179	19	steady	steady	ADJ
ajiri-3772	179	20	decline	decline	NOUN
ajiri-3772	179	21	in	in	ADP
ajiri-3772	179	22	training	training	NOUN
ajiri-3772	179	23	loss	loss	NOUN
ajiri-3772	179	24	over	over	ADP
ajiri-3772	179	25	time	time	NOUN
ajiri-3772	179	26	.	.	PUNCT
ajiri-3772	180	1	the	the	DET
ajiri-3772	180	2	results	result	NOUN
ajiri-3772	180	3	open	open	VERB
ajiri-3772	180	4	the	the	DET
ajiri-3772	180	5	door	door	NOUN
ajiri-3772	180	6	for	for	ADP
ajiri-3772	180	7	additional	additional	ADJ
ajiri-3772	180	8	advancements	advancement	NOUN
ajiri-3772	180	9	in	in	ADP
ajiri-3772	180	10	ethnicity	ethnicity	NOUN
ajiri-3772	180	11	detection	detection	NOUN
ajiri-3772	180	12	models	model	NOUN
ajiri-3772	180	13	.	.	PUNCT
ajiri-3772	181	1	in	in	ADP
ajiri-3772	181	2	this	this	DET
ajiri-3772	181	3	section	section	NOUN
ajiri-3772	181	4	,	,	PUNCT
ajiri-3772	181	5	we	we	PRON
ajiri-3772	181	6	show	show	VERB
ajiri-3772	181	7	outcomes	outcome	NOUN
ajiri-3772	181	8	from	from	ADP
ajiri-3772	181	9	our	our	PRON
ajiri-3772	181	10	ethnicity	ethnicity	NOUN
ajiri-3772	181	11	recognition	recognition	NOUN
ajiri-3772	181	12	model	model	NOUN
ajiri-3772	181	13	and	and	CCONJ
ajiri-3772	181	14	compare	compare	VERB
ajiri-3772	181	15	them	they	PRON
ajiri-3772	181	16	to	to	ADP
ajiri-3772	181	17	those	those	PRON
ajiri-3772	181	18	of	of	ADP
ajiri-3772	181	19	three	three	NUM
ajiri-3772	181	20	well	well	ADV
ajiri-3772	181	21	-	-	PUNCT
ajiri-3772	181	22	known	know	VERB
ajiri-3772	181	23	models	model	NOUN
ajiri-3772	181	24	:	:	PUNCT
ajiri-3772	181	25	vgg16	vgg16	NOUN
ajiri-3772	181	26	,	,	PUNCT
ajiri-3772	181	27	resnet50	resnet50	NOUN
ajiri-3772	181	28	,	,	PUNCT
ajiri-3772	181	29	and	and	CCONJ
ajiri-3772	181	30	efficientnetb0	efficientnetb0	PROPN
ajiri-3772	181	31	.	.	PUNCT
ajiri-3772	182	1	table	table	NOUN
ajiri-3772	183	1	i	i	PRON
ajiri-3772	183	2	,	,	PUNCT
ajiri-3772	183	3	which	which	PRON
ajiri-3772	183	4	summarize	summarize	VERB
ajiri-3772	183	5	the	the	DET
ajiri-3772	183	6	model	model	NOUN
ajiri-3772	183	7	results	result	NOUN
ajiri-3772	183	8	in	in	ADP
ajiri-3772	183	9	terms	term	NOUN
ajiri-3772	183	10	of	of	ADP
ajiri-3772	183	11	test	test	NOUN
ajiri-3772	183	12	accuracy	accuracy	NOUN
ajiri-3772	183	13	and	and	CCONJ
ajiri-3772	183	14	test	test	NOUN
ajiri-3772	183	15	loss	loss	NOUN
ajiri-3772	183	16	,	,	PUNCT
ajiri-3772	183	17	is	be	AUX
ajiri-3772	183	18	shown	show	VERB
ajiri-3772	183	19	below	below	ADP
ajiri-3772	183	20	.	.	PUNCT
ajiri-3772	184	1	the	the	DET
ajiri-3772	184	2	accuracy	accuracy	NOUN
ajiri-3772	184	3	values	value	NOUN
ajiri-3772	184	4	describe	describe	VERB
ajiri-3772	184	5	how	how	SCONJ
ajiri-3772	184	6	well	well	ADV
ajiri-3772	184	7	the	the	DET
ajiri-3772	184	8	model	model	NOUN
ajiri-3772	184	9	performed	perform	VERB
ajiri-3772	184	10	on	on	ADP
ajiri-3772	184	11	the	the	DET
ajiri-3772	184	12	test	test	NOUN
ajiri-3772	184	13	set	set	NOUN
ajiri-3772	184	14	,	,	PUNCT
ajiri-3772	184	15	whereas	whereas	SCONJ
ajiri-3772	184	16	the	the	DET
ajiri-3772	184	17	loss	loss	NOUN
ajiri-3772	184	18	values	value	NOUN
ajiri-3772	184	19	represent	represent	VERB
ajiri-3772	184	20	the	the	DET
ajiri-3772	184	21	amount	amount	NOUN
ajiri-3772	184	22	of	of	ADP
ajiri-3772	184	23	error	error	NOUN
ajiri-3772	184	24	that	that	PRON
ajiri-3772	184	25	was	be	AUX
ajiri-3772	184	26	introduced	introduce	VERB
ajiri-3772	184	27	during	during	ADP
ajiri-3772	184	28	testing	testing	NOUN
ajiri-3772	184	29	.	.	PUNCT
ajiri-3772	185	1	our	our	PRON
ajiri-3772	185	2	model	model	NOUN
ajiri-3772	185	3	achieved	achieve	VERB
ajiri-3772	185	4	a	a	DET
ajiri-3772	185	5	test	test	NOUN
ajiri-3772	185	6	accuracy	accuracy	NOUN
ajiri-3772	185	7	of	of	ADP
ajiri-3772	185	8	94	94	NUM
ajiri-3772	185	9	%	%	NOUN
ajiri-3772	185	10	on	on	ADP
ajiri-3772	185	11	a	a	DET
ajiri-3772	185	12	dataset	dataset	NOUN
ajiri-3772	185	13	comprising	comprising	NOUN
ajiri-3772	185	14	approximately	approximately	ADV
ajiri-3772	185	15	4500	4500	NUM
ajiri-3772	185	16	facial	facial	ADJ
ajiri-3772	185	17	images	image	NOUN
ajiri-3772	185	18	portraying	portray	VERB
ajiri-3772	185	19	members	member	NOUN
ajiri-3772	185	20	of	of	ADP
ajiri-3772	185	21	the	the	DET
ajiri-3772	185	22	three	three	NUM
ajiri-3772	185	23	ethnic	ethnic	ADJ
ajiri-3772	185	24	groups	group	NOUN
ajiri-3772	185	25	.	.	PUNCT
ajiri-3772	186	1	this	this	DET
ajiri-3772	186	2	high	high	ADJ
ajiri-3772	186	3	level	level	NOUN
ajiri-3772	186	4	of	of	ADP
ajiri-3772	186	5	accuracy	accuracy	NOUN
ajiri-3772	186	6	demonstrates	demonstrate	VERB
ajiri-3772	186	7	the	the	DET
ajiri-3772	186	8	effectiveness	effectiveness	NOUN
ajiri-3772	186	9	of	of	ADP
ajiri-3772	186	10	our	our	PRON
ajiri-3772	186	11	approach	approach	NOUN
ajiri-3772	186	12	in	in	ADP
ajiri-3772	186	13	accurately	accurately	ADV
ajiri-3772	186	14	predicting	predict	VERB
ajiri-3772	186	15	the	the	DET
ajiri-3772	186	16	ethnicity	ethnicity	NOUN
ajiri-3772	186	17	of	of	ADP
ajiri-3772	186	18	individuals	individual	NOUN
ajiri-3772	186	19	belonging	belong	VERB
ajiri-3772	186	20	to	to	ADP
ajiri-3772	186	21	the	the	DET
ajiri-3772	186	22	chakma	chakma	NOUN
ajiri-3772	186	23	,	,	PUNCT
ajiri-3772	186	24	marma	marma	NOUN
ajiri-3772	186	25	,	,	PUNCT
ajiri-3772	186	26	and	and	CCONJ
ajiri-3772	186	27	tripura	tripura	ADJ
ajiri-3772	186	28	ethnic	ethnic	ADJ
ajiri-3772	186	29	groups	group	NOUN
ajiri-3772	186	30	residing	reside	VERB
ajiri-3772	186	31	in	in	ADP
ajiri-3772	186	32	the	the	DET
ajiri-3772	186	33	chittagong	chittagong	PROPN
ajiri-3772	186	34	hill	hill	PROPN
ajiri-3772	186	35	district	district	PROPN
ajiri-3772	186	36	.	.	PUNCT
ajiri-3772	187	1	our	our	PRON
ajiri-3772	187	2	study	study	NOUN
ajiri-3772	187	3	focuses	focus	VERB
ajiri-3772	187	4	on	on	ADP
ajiri-3772	187	5	a	a	DET
ajiri-3772	187	6	unique	unique	ADJ
ajiri-3772	187	7	dataset	dataset	NOUN
ajiri-3772	187	8	and	and	CCONJ
ajiri-3772	187	9	context	context	NOUN
ajiri-3772	187	10	,	,	PUNCT
ajiri-3772	187	11	which	which	PRON
ajiri-3772	187	12	is	be	AUX
ajiri-3772	187	13	differ	differ	ADJ
ajiri-3772	187	14	from	from	ADP
ajiri-3772	187	15	previous	previous	ADJ
ajiri-3772	187	16	works	work	NOUN
ajiri-3772	187	17	in	in	ADP
ajiri-3772	187	18	terms	term	NOUN
ajiri-3772	187	19	of	of	ADP
ajiri-3772	187	20	data	datum	NOUN
ajiri-3772	187	21	diversity	diversity	NOUN
ajiri-3772	187	22	and	and	CCONJ
ajiri-3772	187	23	characteristics	characteristic	NOUN
ajiri-3772	187	24	.	.	PUNCT
ajiri-3772	188	1	our	our	PRON
ajiri-3772	188	2	approach	approach	NOUN
ajiri-3772	188	3	offers	offer	VERB
ajiri-3772	188	4	valuable	valuable	ADJ
ajiri-3772	188	5	insights	insight	NOUN
ajiri-3772	188	6	and	and	CCONJ
ajiri-3772	188	7	contributes	contribute	VERB
ajiri-3772	188	8	to	to	ADP
ajiri-3772	188	9	the	the	DET
ajiri-3772	188	10	field	field	NOUN
ajiri-3772	188	11	of	of	ADP
ajiri-3772	188	12	ethnicity	ethnicity	NOUN
ajiri-3772	188	13	recognition	recognition	NOUN
ajiri-3772	188	14	in	in	ADP
ajiri-3772	188	15	the	the	DET
ajiri-3772	188	16	specific	specific	ADJ
ajiri-3772	188	17	context	context	NOUN
ajiri-3772	188	18	of	of	ADP
ajiri-3772	188	19	bangladesh	bangladesh	NOUN
ajiri-3772	188	20	.	.	PUNCT
ajiri-3772	189	1	i	i	PRON
ajiri-3772	189	2	am	be	AUX
ajiri-3772	189	3	trying	try	VERB
ajiri-3772	189	4	to	to	PART
ajiri-3772	189	5	run	run	VERB
ajiri-3772	189	6	our	our	PRON
ajiri-3772	189	7	data	datum	NOUN
ajiri-3772	189	8	in	in	ADP
ajiri-3772	189	9	their	their	PRON
ajiri-3772	189	10	previous	previous	ADJ
ajiri-3772	189	11	model	model	NOUN
ajiri-3772	189	12	but	but	CCONJ
ajiri-3772	189	13	most	most	ADJ
ajiri-3772	189	14	of	of	ADP
ajiri-3772	189	15	their	their	PRON
ajiri-3772	189	16	model	model	NOUN
ajiri-3772	189	17	does	do	AUX
ajiri-3772	189	18	not	not	PART
ajiri-3772	189	19	gives	give	VERB
ajiri-3772	189	20	a	a	DET
ajiri-3772	189	21	good	good	ADJ
ajiri-3772	189	22	accuracy	accuracy	NOUN
ajiri-3772	189	23	with	with	ADP
ajiri-3772	189	24	our	our	PRON
ajiri-3772	189	25	data	datum	NOUN
ajiri-3772	189	26	.	.	PUNCT
ajiri-3772	190	1	so	so	ADV
ajiri-3772	190	2	the	the	DET
ajiri-3772	190	3	accuracy	accuracy	NOUN
ajiri-3772	190	4	of	of	ADP
ajiri-3772	190	5	some	some	DET
ajiri-3772	190	6	models	model	NOUN
ajiri-3772	190	7	that	that	PRON
ajiri-3772	190	8	work	work	VERB
ajiri-3772	190	9	well	well	ADV
ajiri-3772	190	10	is	be	AUX
ajiri-3772	190	11	given	give	VERB
ajiri-3772	190	12	in	in	ADP
ajiri-3772	190	13	table	table	NOUN
ajiri-3772	190	14	i.	i.	NOUN
ajiri-3772	190	15	the	the	DET
ajiri-3772	190	16	accuracy	accuracy	NOUN
ajiri-3772	190	17	vs.	vs.	ADP
ajiri-3772	190	18	epoch	epoch	NOUN
ajiri-3772	190	19	graph	graph	NOUN
ajiri-3772	190	20	is	be	AUX
ajiri-3772	190	21	a	a	DET
ajiri-3772	190	22	key	key	ADJ
ajiri-3772	190	23	visualization	visualization	NOUN
ajiri-3772	190	24	in	in	ADP
ajiri-3772	190	25	our	our	PRON
ajiri-3772	190	26	model	model	NOUN
ajiri-3772	190	27	training	training	NOUN
ajiri-3772	190	28	process	process	NOUN
ajiri-3772	190	29	that	that	PRON
ajiri-3772	190	30	shows	show	VERB
ajiri-3772	190	31	how	how	SCONJ
ajiri-3772	190	32	the	the	DET
ajiri-3772	190	33	model	model	NOUN
ajiri-3772	190	34	's	's	PART
ajiri-3772	190	35	accuracy	accuracy	NOUN
ajiri-3772	190	36	changes	change	NOUN
ajiri-3772	190	37	over	over	ADP
ajiri-3772	190	38	the	the	DET
ajiri-3772	190	39	training	training	NOUN
ajiri-3772	190	40	phase	phase	NOUN
ajiri-3772	190	41	.	.	PUNCT
ajiri-3772	191	1	the	the	DET
ajiri-3772	191	2	training	training	NOUN
ajiri-3772	191	3	process	process	NOUN
ajiri-3772	191	4	involves	involve	VERB
ajiri-3772	191	5	passing	pass	VERB
ajiri-3772	191	6	the	the	DET
ajiri-3772	191	7	full	full	ADJ
ajiri-3772	191	8	training	training	NOUN
ajiri-3772	191	9	dataset	dataset	VERB
ajiri-3772	191	10	through	through	ADP
ajiri-3772	191	11	the	the	DET
ajiri-3772	191	12	model	model	NOUN
ajiri-3772	191	13	a	a	DET
ajiri-3772	191	14	certain	certain	ADJ
ajiri-3772	191	15	number	number	NOUN
ajiri-3772	191	16	of	of	ADP
ajiri-3772	191	17	times	time	NOUN
ajiri-3772	191	18	,	,	PUNCT
ajiri-3772	191	19	or	or	CCONJ
ajiri-3772	191	20	epochs	epoch	NOUN
ajiri-3772	191	21	,	,	PUNCT
ajiri-3772	191	22	as	as	SCONJ
ajiri-3772	191	23	shown	show	VERB
ajiri-3772	191	24	on	on	ADP
ajiri-3772	191	25	the	the	DET
ajiri-3772	191	26	x	x	NOUN
ajiri-3772	191	27	-	-	NOUN
ajiri-3772	191	28	axis	axis	ADJ
ajiri-3772	191	29	.	.	PUNCT
ajiri-3772	192	1	on	on	ADP
ajiri-3772	192	2	both	both	CCONJ
ajiri-3772	192	3	the	the	DET
ajiri-3772	192	4	training	training	NOUN
ajiri-3772	192	5	and	and	CCONJ
ajiri-3772	192	6	validation	validation	NOUN
ajiri-3772	192	7	datasets	dataset	NOUN
ajiri-3772	192	8	,	,	PUNCT
ajiri-3772	192	9	the	the	DET
ajiri-3772	192	10	model	model	NOUN
ajiri-3772	192	11	's	's	PART
ajiri-3772	192	12	accuracy	accuracy	NOUN
ajiri-3772	192	13	is	be	AUX
ajiri-3772	192	14	shown	show	VERB
ajiri-3772	192	15	on	on	ADP
ajiri-3772	192	16	the	the	DET
ajiri-3772	192	17	y	y	NOUN
ajiri-3772	192	18	-	-	PUNCT
ajiri-3772	192	19	axis	axis	NOUN
ajiri-3772	192	20	.	.	PUNCT
ajiri-3772	193	1	the	the	DET
ajiri-3772	193	2	increased	increase	VERB
ajiri-3772	193	3	trend	trend	NOUN
ajiri-3772	193	4	in	in	ADP
ajiri-3772	193	5	training	training	NOUN
ajiri-3772	193	6	and	and	CCONJ
ajiri-3772	193	7	validation	validation	NOUN
ajiri-3772	193	8	accuracy	accuracy	NOUN
ajiri-3772	193	9	over	over	ADP
ajiri-3772	193	10	the	the	DET
ajiri-3772	193	11	course	course	NOUN
ajiri-3772	193	12	of	of	ADP
ajiri-3772	193	13	50	50	NUM
ajiri-3772	193	14	epochs	epoch	NOUN
ajiri-3772	193	15	indicates	indicate	VERB
ajiri-3772	193	16	that	that	SCONJ
ajiri-3772	193	17	the	the	DET
ajiri-3772	193	18	customized	customize	VERB
ajiri-3772	193	19	densenet121	densenet121	PROPN
ajiri-3772	193	20	model	model	NOUN
ajiri-3772	193	21	efficiently	efficiently	ADV
ajiri-3772	193	22	learns	learn	VERB
ajiri-3772	193	23	from	from	ADP
ajiri-3772	193	24	the	the	DET
ajiri-3772	193	25	training	training	NOUN
ajiri-3772	193	26	data	datum	NOUN
ajiri-3772	193	27	and	and	CCONJ
ajiri-3772	193	28	generalizes	generalize	VERB
ajiri-3772	193	29	to	to	ADP
ajiri-3772	193	30	the	the	DET
ajiri-3772	193	31	validation	validation	NOUN
ajiri-3772	193	32	data	datum	NOUN
ajiri-3772	193	33	.	.	PUNCT
ajiri-3772	194	1	the	the	DET
ajiri-3772	194	2	growing	grow	VERB
ajiri-3772	194	3	accuracy	accuracy	NOUN
ajiri-3772	194	4	shows	show	VERB
ajiri-3772	194	5	that	that	SCONJ
ajiri-3772	194	6	the	the	DET
ajiri-3772	194	7	model	model	NOUN
ajiri-3772	194	8	performs	perform	VERB
ajiri-3772	194	9	better	well	ADV
ajiri-3772	194	10	with	with	ADP
ajiri-3772	194	11	more	more	ADJ
ajiri-3772	194	12	training	training	NOUN
ajiri-3772	194	13	iterations	iteration	NOUN
ajiri-3772	194	14	and	and	CCONJ
ajiri-3772	194	15	gets	get	VERB
ajiri-3772	194	16	more	more	ADV
ajiri-3772	194	17	proficient	proficient	ADJ
ajiri-3772	194	18	at	at	ADP
ajiri-3772	194	19	correctly	correctly	ADV
ajiri-3772	194	20	identifying	identify	VERB
ajiri-3772	194	21	individuals	individual	NOUN
ajiri-3772	194	22	into	into	ADP
ajiri-3772	194	23	their	their	PRON
ajiri-3772	194	24	respective	respective	ADJ
ajiri-3772	194	25	ethnic	ethnic	ADJ
ajiri-3772	194	26	groupings	grouping	NOUN
ajiri-3772	194	27	.	.	PUNCT
ajiri-3772	195	1	in	in	ADP
ajiri-3772	195	2	this	this	DET
ajiri-3772	195	3	graph	graph	NOUN
ajiri-3772	195	4	,	,	PUNCT
ajiri-3772	195	5	accuracy	accuracy	NOUN
ajiri-3772	195	6	rises	rise	NOUN
ajiri-3772	195	7	as	as	ADP
ajiri-3772	195	8	epoch	epoch	NOUN
ajiri-3772	195	9	rises	rise	NOUN
ajiri-3772	195	10	.	.	PUNCT
ajiri-3772	196	1	this	this	PRON
ajiri-3772	196	2	means	mean	VERB
ajiri-3772	196	3	accuracy	accuracy	NOUN
ajiri-3772	196	4	gradually	gradually	ADV
ajiri-3772	196	5	rises	rise	VERB
ajiri-3772	196	6	toward	toward	ADP
ajiri-3772	196	7	the	the	DET
ajiri-3772	196	8	conclusion	conclusion	NOUN
ajiri-3772	196	9	of	of	ADP
ajiri-3772	196	10	training	training	NOUN
ajiri-3772	196	11	,	,	PUNCT
ajiri-3772	196	12	as	as	SCONJ
ajiri-3772	196	13	seen	see	VERB
ajiri-3772	196	14	in	in	ADP
ajiri-3772	196	15	figure	figure	NOUN
ajiri-3772	196	16	3	3	NUM
ajiri-3772	196	17	.	.	PUNCT
ajiri-3772	197	1	the	the	DET
ajiri-3772	197	2	loss	loss	NOUN
ajiri-3772	197	3	vs.	vs.	ADP
ajiri-3772	197	4	epoch	epoch	NOUN
ajiri-3772	197	5	graph	graph	NOUN
ajiri-3772	197	6	is	be	AUX
ajiri-3772	197	7	an	an	DET
ajiri-3772	197	8	essential	essential	ADJ
ajiri-3772	197	9	visualization	visualization	NOUN
ajiri-3772	197	10	in	in	ADP
ajiri-3772	197	11	the	the	DET
ajiri-3772	197	12	"	"	PUNCT
ajiri-3772	197	13	customized	customized	ADJ
ajiri-3772	197	14	densenet121	densenet121	PROPN
ajiri-3772	197	15	model	model	NOUN
ajiri-3772	197	16	"	"	PUNCT
ajiri-3772	197	17	training	training	NOUN
ajiri-3772	197	18	process	process	NOUN
ajiri-3772	197	19	,	,	PUNCT
ajiri-3772	197	20	shows	show	VERB
ajiri-3772	197	21	how	how	SCONJ
ajiri-3772	197	22	the	the	DET
ajiri-3772	197	23	loss	loss	NOUN
ajiri-3772	197	24	function	function	NOUN
ajiri-3772	197	25	of	of	ADP
ajiri-3772	197	26	the	the	DET
ajiri-3772	197	27	model	model	NOUN
ajiri-3772	197	28	changes	change	NOUN
ajiri-3772	197	29	as	as	ADP
ajiri-3772	197	30	training	training	NOUN
ajiri-3772	197	31	progresses	progress	NOUN
ajiri-3772	197	32	.	.	PUNCT
ajiri-3772	198	1	the	the	DET
ajiri-3772	198	2	training	training	NOUN
ajiri-3772	198	3	process	process	NOUN
ajiri-3772	198	4	involves	involve	VERB
ajiri-3772	198	5	passing	pass	VERB
ajiri-3772	198	6	the	the	DET
ajiri-3772	198	7	full	full	ADJ
ajiri-3772	198	8	training	training	NOUN
ajiri-3772	198	9	dataset	dataset	VERB
ajiri-3772	198	10	through	through	ADP
ajiri-3772	198	11	the	the	DET
ajiri-3772	198	12	model	model	NOUN
ajiri-3772	198	13	a	a	DET
ajiri-3772	198	14	certain	certain	ADJ
ajiri-3772	198	15	number	number	NOUN
ajiri-3772	198	16	of	of	ADP
ajiri-3772	198	17	times	time	NOUN
ajiri-3772	198	18	,	,	PUNCT
ajiri-3772	198	19	or	or	CCONJ
ajiri-3772	198	20	epochs	epoch	NOUN
ajiri-3772	198	21	,	,	PUNCT
ajiri-3772	198	22	as	as	SCONJ
ajiri-3772	198	23	shown	show	VERB
ajiri-3772	198	24	on	on	ADP
ajiri-3772	198	25	the	the	DET
ajiri-3772	198	26	x	x	NOUN
ajiri-3772	198	27	-	-	NOUN
ajiri-3772	198	28	axis	axis	NOUN
ajiri-3772	198	29	.	.	PUNCT
ajiri-3772	199	1	,	,	PUNCT
ajiri-3772	199	2	the	the	DET
ajiri-3772	199	3	model	model	NOUN
ajiri-3772	199	4	's	's	PART
ajiri-3772	199	5	test	test	NOUN
ajiri-3772	199	6	loss	loss	NOUN
ajiri-3772	199	7	is	be	AUX
ajiri-3772	199	8	shown	show	VERB
ajiri-3772	199	9	on	on	ADP
ajiri-3772	199	10	the	the	DET
ajiri-3772	199	11	y	y	NOUN
ajiri-3772	199	12	-	-	PUNCT
ajiri-3772	199	13	axis	axis	NOUN
ajiri-3772	199	14	.	.	PUNCT
ajiri-3772	200	1	the	the	DET
ajiri-3772	200	2	loss	loss	NOUN
ajiri-3772	200	3	vs.	vs.	ADP
ajiri-3772	200	4	epoch	epoch	NOUN
ajiri-3772	200	5	graph	graph	NOUN
ajiri-3772	200	6	offers	offer	VERB
ajiri-3772	200	7	important	important	ADJ
ajiri-3772	200	8	insights	insight	NOUN
ajiri-3772	200	9	into	into	ADP
ajiri-3772	200	10	the	the	DET
ajiri-3772	200	11	evolution	evolution	NOUN
ajiri-3772	200	12	of	of	ADP
ajiri-3772	200	13	the	the	DET
ajiri-3772	200	14	"	"	PUNCT
ajiri-3772	200	15	customized	customized	ADJ
ajiri-3772	200	16	densenet121	densenet121	PROPN
ajiri-3772	200	17	model	model	NOUN
ajiri-3772	200	18	"	"	PUNCT
ajiri-3772	200	19	learning	learning	NOUN
ajiri-3772	200	20	process	process	NOUN
ajiri-3772	200	21	.	.	PUNCT
ajiri-3772	201	1	by	by	ADP
ajiri-3772	201	2	examining	examine	VERB
ajiri-3772	201	3	this	this	DET
ajiri-3772	201	4	graph	graph	NOUN
ajiri-3772	201	5	,	,	PUNCT
ajiri-3772	201	6	we	we	PRON
ajiri-3772	201	7	can	can	AUX
ajiri-3772	201	8	conclude	conclude	VERB
ajiri-3772	201	9	that	that	SCONJ
ajiri-3772	201	10	the	the	DET
ajiri-3772	201	11	model	model	NOUN
ajiri-3772	201	12	's	's	PART
ajiri-3772	201	13	performance	performance	NOUN
ajiri-3772	201	14	continuously	continuously	ADV
ajiri-3772	201	15	gets	get	VERB
ajiri-3772	201	16	better	well	ADJ
ajiri-3772	201	17	with	with	ADP
ajiri-3772	201	18	each	each	DET
ajiri-3772	201	19	passing	pass	VERB
ajiri-3772	201	20	epoch	epoch	NOUN
ajiri-3772	201	21	and	and	CCONJ
ajiri-3772	201	22	eventually	eventually	ADV
ajiri-3772	201	23	converges	converge	VERB
ajiri-3772	201	24	to	to	ADP
ajiri-3772	201	25	a	a	DET
ajiri-3772	201	26	situation	situation	NOUN
ajiri-3772	201	27	in	in	ADP
ajiri-3772	201	28	which	which	PRON
ajiri-3772	201	29	the	the	DET
ajiri-3772	201	30	loss	loss	NOUN
ajiri-3772	201	31	is	be	AUX
ajiri-3772	201	32	minimized	minimize	VERB
ajiri-3772	201	33	.	.	PUNCT
ajiri-3772	202	1	this	this	PRON
ajiri-3772	202	2	illustrates	illustrate	VERB
ajiri-3772	202	3	how	how	SCONJ
ajiri-3772	202	4	effectively	effectively	ADV
ajiri-3772	202	5	the	the	DET
ajiri-3772	202	6	model	model	NOUN
ajiri-3772	202	7	generalizes	generalize	VERB
ajiri-3772	202	8	to	to	ADP
ajiri-3772	202	9	new	new	ADJ
ajiri-3772	202	10	data	datum	NOUN
ajiri-3772	202	11	and	and	CCONJ
ajiri-3772	202	12	how	how	SCONJ
ajiri-3772	202	13	well	well	ADV
ajiri-3772	202	14	it	it	PRON
ajiri-3772	202	15	captures	capture	VERB
ajiri-3772	202	16	significant	significant	ADJ
ajiri-3772	202	17	patterns	pattern	NOUN
ajiri-3772	202	18	in	in	ADP
ajiri-3772	202	19	the	the	DET
ajiri-3772	202	20	dataset	dataset	NOUN
ajiri-3772	202	21	.	.	PUNCT
ajiri-3772	203	1	the	the	DET
ajiri-3772	203	2	customized	customize	VERB
ajiri-3772	203	3	densenet121	densenet121	PROPN
ajiri-3772	203	4	model	model	NOUN
ajiri-3772	203	5	's	's	PART
ajiri-3772	203	6	promising	promising	ADJ
ajiri-3772	203	7	performance	performance	NOUN
ajiri-3772	203	8	for	for	ADP
ajiri-3772	203	9	detecting	detect	VERB
ajiri-3772	203	10	ethnicity	ethnicity	NOUN
ajiri-3772	203	11	in	in	ADP
ajiri-3772	203	12	the	the	DET
ajiri-3772	203	13	dataset	dataset	NOUN
ajiri-3772	203	14	from	from	ADP
ajiri-3772	203	15	chittagong	chittagong	PROPN
ajiri-3772	203	16	hill	hill	PROPN
ajiri-3772	203	17	district	district	NOUN
ajiri-3772	203	18	is	be	AUX
ajiri-3772	203	19	supported	support	VERB
ajiri-3772	203	20	by	by	ADP
ajiri-3772	203	21	the	the	DET
ajiri-3772	203	22	declining	decline	VERB
ajiri-3772	203	23	loss	loss	NOUN
ajiri-3772	203	24	values	value	NOUN
ajiri-3772	203	25	.	.	PUNCT
ajiri-3772	204	1	as	as	SCONJ
ajiri-3772	204	2	the	the	DET
ajiri-3772	204	3	epoch	epoch	NOUN
ajiri-3772	204	4	gets	get	VERB
ajiri-3772	204	5	longer	long	ADJ
ajiri-3772	204	6	in	in	ADP
ajiri-3772	204	7	this	this	DET
ajiri-3772	204	8	graph	graph	NOUN
ajiri-3772	204	9	,	,	PUNCT
ajiri-3772	204	10	loss	loss	NOUN
ajiri-3772	204	11	gets	get	VERB
ajiri-3772	204	12	smaller	small	ADJ
ajiri-3772	204	13	.	.	PUNCT
ajiri-3772	205	1	it	it	PRON
ajiri-3772	205	2	indicates	indicate	VERB
ajiri-3772	205	3	that	that	SCONJ
ajiri-3772	205	4	loss	loss	NOUN
ajiri-3772	205	5	gradually	gradually	ADV
ajiri-3772	205	6	diminishes	diminish	VERB
ajiri-3772	205	7	as	as	ADP
ajiri-3772	205	8	training	training	NOUN
ajiri-3772	205	9	progresses	progress	NOUN
ajiri-3772	205	10	,	,	PUNCT
ajiri-3772	205	11	as	as	SCONJ
ajiri-3772	205	12	seen	see	VERB
ajiri-3772	205	13	in	in	ADP
ajiri-3772	205	14	figure	figure	NOUN
ajiri-3772	205	15	4	4	NUM
ajiri-3772	205	16	.	.	PUNCT
ajiri-3772	205	17	table	table	NOUN
ajiri-3772	205	18	1	1	NUM
ajiri-3772	205	19	:	:	PUNCT
ajiri-3772	205	20	result	result	NOUN
ajiri-3772	205	21	compare	compare	VERB
ajiri-3772	205	22	with	with	ADP
ajiri-3772	205	23	others	other	NOUN
ajiri-3772	205	24	results	result	NOUN
ajiri-3772	205	25	compare	compare	VERB
ajiri-3772	205	26	with	with	ADP
ajiri-3772	205	27	others	other	NOUN
ajiri-3772	205	28	model	model	NOUN
ajiri-3772	205	29	accuracy	accuracy	NOUN
ajiri-3772	205	30	(	(	PUNCT
ajiri-3772	205	31	%	%	INTJ
ajiri-3772	205	32	)	)	PUNCT
ajiri-3772	205	33	loss	loss	NOUN
ajiri-3772	205	34	(	(	PUNCT
ajiri-3772	205	35	%	%	INTJ
ajiri-3772	205	36	)	)	PUNCT
ajiri-3772	205	37	vgg16	vgg16	NOUN
ajiri-3772	205	38	70	70	NUM
ajiri-3772	205	39	%	%	NOUN
ajiri-3772	205	40	78	78	NUM
ajiri-3772	205	41	%	%	NOUN
ajiri-3772	205	42	resnet50	resnet50	NOUN
ajiri-3772	205	43	52	52	NUM
ajiri-3772	205	44	%	%	NOUN
ajiri-3772	205	45	99	99	NUM
ajiri-3772	205	46	%	%	NOUN
ajiri-3772	205	47	efficientnetb0	efficientnetb0	NOUN
ajiri-3772	205	48	33	33	NUM
ajiri-3772	205	49	%	%	NOUN
ajiri-3772	205	50	99	99	NUM
ajiri-3772	205	51	%	%	NOUN
ajiri-3772	205	52	our	our	PRON
ajiri-3772	205	53	model	model	NOUN
ajiri-3772	205	54	94	94	NUM
ajiri-3772	205	55	%	%	NOUN
ajiri-3772	205	56	21	21	NUM
ajiri-3772	205	57	%	%	NOUN
ajiri-3772	205	58	2nd	2nd	ADJ
ajiri-3772	205	59	e	e	PROPN
ajiri-3772	205	60	-	-	PROPN
ajiri-3772	205	61	palli	palli	PROPN
ajiri-3772	205	62	international	international	ADJ
ajiri-3772	205	63	conferences	conference	NOUN
ajiri-3772	205	64	(	(	PUNCT
ajiri-3772	205	65	eic	eic	X
ajiri-3772	205	66	)	)	PUNCT
ajiri-3772	206	1	|	|	ADV
ajiri-3772	206	2	2024	2024	NUM
ajiri-3772	206	3	12	12	NUM
ajiri-3772	206	4	figure	figure	NOUN
ajiri-3772	206	5	4	4	NUM
ajiri-3772	206	6	:	:	PUNCT
ajiri-3772	206	7	graph	graph	NOUN
ajiri-3772	206	8	of	of	ADP
ajiri-3772	206	9	accuracy	accuracy	NOUN
ajiri-3772	206	10	against	against	ADP
ajiri-3772	206	11	epoch	epoch	NOUN
ajiri-3772	206	12	figure	figure	NOUN
ajiri-3772	206	13	5	5	NUM
ajiri-3772	206	14	:	:	PUNCT
ajiri-3772	206	15	graph	graph	NOUN
ajiri-3772	206	16	of	of	ADP
ajiri-3772	206	17	loss	loss	NOUN
ajiri-3772	206	18	versus	versus	ADP
ajiri-3772	206	19	epoch	epoch	ADJ
ajiri-3772	206	20	conclusion	conclusion	NOUN
ajiri-3772	206	21	this	this	DET
ajiri-3772	206	22	research	research	NOUN
ajiri-3772	206	23	successfully	successfully	ADV
ajiri-3772	206	24	developed	develop	VERB
ajiri-3772	206	25	an	an	DET
ajiri-3772	206	26	accurate	accurate	ADJ
ajiri-3772	206	27	ethnicity	ethnicity	NOUN
ajiri-3772	206	28	detection	detection	NOUN
ajiri-3772	206	29	system	system	NOUN
ajiri-3772	206	30	using	use	VERB
ajiri-3772	206	31	cnns	cnn	NOUN
ajiri-3772	206	32	in	in	ADP
ajiri-3772	206	33	bangladesh	bangladesh	NOUN
ajiri-3772	206	34	,	,	PUNCT
ajiri-3772	206	35	providing	provide	VERB
ajiri-3772	206	36	insights	insight	NOUN
ajiri-3772	206	37	into	into	ADP
ajiri-3772	206	38	diverse	diverse	ADJ
ajiri-3772	206	39	ethnic	ethnic	ADJ
ajiri-3772	206	40	groups	group	NOUN
ajiri-3772	206	41	.	.	PUNCT
ajiri-3772	207	1	using	use	VERB
ajiri-3772	207	2	a	a	DET
ajiri-3772	207	3	modified	modify	VERB
ajiri-3772	207	4	densenet121	densenet121	PROPN
ajiri-3772	207	5	model	model	NOUN
ajiri-3772	207	6	,	,	PUNCT
ajiri-3772	207	7	this	this	DET
ajiri-3772	207	8	study	study	NOUN
ajiri-3772	207	9	has	have	AUX
ajiri-3772	207	10	effectively	effectively	ADV
ajiri-3772	207	11	constructed	construct	VERB
ajiri-3772	207	12	and	and	CCONJ
ajiri-3772	207	13	implemented	implement	VERB
ajiri-3772	207	14	an	an	DET
ajiri-3772	207	15	ethnicity	ethnicity	NOUN
ajiri-3772	207	16	detection	detection	NOUN
ajiri-3772	207	17	system	system	NOUN
ajiri-3772	207	18	.	.	PUNCT
ajiri-3772	208	1	the	the	DET
ajiri-3772	208	2	chakma	chakma	NOUN
ajiri-3772	208	3	,	,	PUNCT
ajiri-3772	208	4	marma	marma	NOUN
ajiri-3772	208	5	,	,	PUNCT
ajiri-3772	208	6	and	and	CCONJ
ajiri-3772	208	7	tripura	tripura	ADJ
ajiri-3772	208	8	ethnic	ethnic	ADJ
ajiri-3772	208	9	groups	group	NOUN
ajiri-3772	208	10	of	of	ADP
ajiri-3772	208	11	bangladesh	bangladesh	NOUN
ajiri-3772	208	12	's	's	PART
ajiri-3772	208	13	chittagong	chittagong	PROPN
ajiri-3772	208	14	hill	hill	PROPN
ajiri-3772	208	15	district	district	NOUN
ajiri-3772	208	16	could	could	AUX
ajiri-3772	208	17	be	be	AUX
ajiri-3772	208	18	distinguished	distinguish	VERB
ajiri-3772	208	19	with	with	ADP
ajiri-3772	208	20	great	great	ADJ
ajiri-3772	208	21	accuracy	accuracy	NOUN
ajiri-3772	208	22	using	use	VERB
ajiri-3772	208	23	the	the	DET
ajiri-3772	208	24	model	model	NOUN
ajiri-3772	208	25	.	.	PUNCT
ajiri-3772	209	1	further	further	ADJ
ajiri-3772	209	2	future	future	ADJ
ajiri-3772	209	3	work	work	NOUN
ajiri-3772	209	4	can	can	AUX
ajiri-3772	209	5	be	be	AUX
ajiri-3772	209	6	done	do	VERB
ajiri-3772	209	7	like	like	ADP
ajiri-3772	209	8	:	:	PUNCT
ajiri-3772	209	9	i	i	PROPN
ajiri-3772	209	10	)	)	PUNCT
ajiri-3772	209	11	expanding	expand	VERB
ajiri-3772	209	12	the	the	DET
ajiri-3772	209	13	dataset	dataset	NOUN
ajiri-3772	209	14	including	include	VERB
ajiri-3772	209	15	a	a	DET
ajiri-3772	209	16	broader	broad	ADJ
ajiri-3772	209	17	range	range	NOUN
ajiri-3772	209	18	of	of	ADP
ajiri-3772	209	19	ethnicities	ethnicity	NOUN
ajiri-3772	209	20	.	.	PUNCT
ajiri-3772	210	1	ii	ii	X
ajiri-3772	210	2	)	)	PUNCT
ajiri-3772	210	3	enhancing	enhance	VERB
ajiri-3772	210	4	the	the	DET
ajiri-3772	210	5	model	model	NOUN
ajiri-3772	210	6	's	's	PART
ajiri-3772	210	7	generalization	generalization	NOUN
ajiri-3772	210	8	capabilities	capability	NOUN
ajiri-3772	210	9	.	.	PUNCT
ajiri-3772	211	1	iii	iii	X
ajiri-3772	211	2	)	)	PUNCT
ajiri-3772	211	3	exploration	exploration	NOUN
ajiri-3772	211	4	of	of	ADP
ajiri-3772	211	5	real	real	ADJ
ajiri-3772	211	6	-	-	PUNCT
ajiri-3772	211	7	time	time	NOUN
ajiri-3772	211	8	deployment	deployment	NOUN
ajiri-3772	211	9	and	and	CCONJ
ajiri-3772	211	10	practical	practical	ADJ
ajiri-3772	211	11	applications	application	NOUN
ajiri-3772	211	12	of	of	ADP
ajiri-3772	211	13	the	the	DET
ajiri-3772	211	14	system	system	NOUN
ajiri-3772	211	15	in	in	ADP
ajiri-3772	211	16	various	various	ADJ
ajiri-3772	211	17	settings	setting	NOUN
ajiri-3772	211	18	can	can	AUX
ajiri-3772	211	19	also	also	ADV
ajiri-3772	211	20	have	have	VERB
ajiri-3772	211	21	a	a	DET
ajiri-3772	211	22	great	great	ADJ
ajiri-3772	211	23	impact	impact	NOUN
ajiri-3772	211	24	.	.	PUNCT
ajiri-3772	212	1	finally	finally	ADV
ajiri-3772	212	2	,	,	PUNCT
ajiri-3772	212	3	expanding	expand	VERB
ajiri-3772	212	4	the	the	DET
ajiri-3772	212	5	research	research	NOUN
ajiri-3772	212	6	to	to	PART
ajiri-3772	212	7	include	include	VERB
ajiri-3772	212	8	user	user	NOUN
ajiri-3772	212	9	feedback	feedback	NOUN
ajiri-3772	212	10	would	would	AUX
ajiri-3772	212	11	make	make	VERB
ajiri-3772	212	12	it	it	PRON
ajiri-3772	212	13	easier	easy	ADJ
ajiri-3772	212	14	to	to	PART
ajiri-3772	212	15	put	put	VERB
ajiri-3772	212	16	the	the	DET
ajiri-3772	212	17	ethnicity	ethnicity	NOUN
ajiri-3772	212	18	detection	detection	NOUN
ajiri-3772	212	19	system	system	NOUN
ajiri-3772	212	20	into	into	ADP
ajiri-3772	212	21	practice	practice	NOUN
ajiri-3772	212	22	while	while	SCONJ
ajiri-3772	212	23	ensuring	ensure	VERB
ajiri-3772	212	24	that	that	SCONJ
ajiri-3772	212	25	it	it	PRON
ajiri-3772	212	26	is	be	AUX
ajiri-3772	212	27	in	in	ADP
ajiri-3772	212	28	keeping	keep	VERB
ajiri-3772	212	29	with	with	ADP
ajiri-3772	212	30	social	social	ADJ
ajiri-3772	212	31	demands	demand	NOUN
ajiri-3772	212	32	and	and	CCONJ
ajiri-3772	212	33	values	value	NOUN
ajiri-3772	212	34	.	.	PUNCT
ajiri-3772	213	1	references	reference	NOUN
ajiri-3772	213	2	alghaili	alghaili	NOUN
ajiri-3772	213	3	,	,	PUNCT
ajiri-3772	213	4	m.	m.	NOUN
ajiri-3772	213	5	,	,	PUNCT
ajiri-3772	213	6	xiao	xiao	PROPN
ajiri-3772	213	7	,	,	PUNCT
ajiri-3772	213	8	z.	z.	PROPN
ajiri-3772	213	9	,	,	PUNCT
ajiri-3772	213	10	&	&	CCONJ
ajiri-3772	213	11	albdairi	albdairi	PROPN
ajiri-3772	213	12	,	,	PUNCT
ajiri-3772	213	13	a.	a.	PROPN
ajiri-3772	213	14	j.	j.	PROPN
ajiri-3772	213	15	a.	a.	PROPN
ajiri-3772	213	16	(	(	PUNCT
ajiri-3772	213	17	2020	2020	NUM
ajiri-3772	213	18	)	)	PUNCT
ajiri-3772	213	19	.	.	PUNCT
ajiri-3772	214	1	identifying	identify	VERB
ajiri-3772	214	2	ethnics	ethnic	NOUN
ajiri-3772	214	3	of	of	ADP
ajiri-3772	214	4	people	people	NOUN
ajiri-3772	214	5	through	through	ADP
ajiri-3772	214	6	face	face	NOUN
ajiri-3772	214	7	recognition	recognition	NOUN
ajiri-3772	214	8	:	:	PUNCT
ajiri-3772	214	9	a	a	DET
ajiri-3772	214	10	deep	deep	ADJ
ajiri-3772	214	11	cnn	cnn	PROPN
ajiri-3772	214	12	approach	approach	NOUN
ajiri-3772	214	13	.	.	PUNCT
ajiri-3772	215	1	2017	2017	NUM
ajiri-3772	215	2	ieee	ieee	NOUN
ajiri-3772	215	3	8th	8th	ADJ
ajiri-3772	215	4	international	international	ADJ
ajiri-3772	215	5	conference	conference	NOUN
ajiri-3772	215	6	on	on	ADP
ajiri-3772	215	7	awareness	awareness	NOUN
ajiri-3772	215	8	science	science	NOUN
ajiri-3772	215	9	and	and	CCONJ
ajiri-3772	215	10	technology	technology	NOUN
ajiri-3772	215	11	(	(	PUNCT
ajiri-3772	215	12	icast	icast	NOUN
ajiri-3772	215	13	2017	2017	NUM
ajiri-3772	215	14	)	)	PUNCT
ajiri-3772	215	15	.	.	PUNCT
ajiri-3772	216	1	hindawi	hindawi	ADJ
ajiri-3772	216	2	,	,	PUNCT
ajiri-3772	216	3	scientific	scientific	ADJ
ajiri-3772	216	4	programming	programming	NOUN
ajiri-3772	216	5	,	,	PUNCT
ajiri-3772	216	6	2020	2020	NUM
ajiri-3772	216	7	,	,	PUNCT
ajiri-3772	216	8	article	article	NOUN
ajiri-3772	216	9	i	i	PROPN
ajiri-3772	216	10	d	d	PROPN
ajiri-3772	216	11	6385281	6385281	NUM
ajiri-3772	216	12	.	.	PUNCT
ajiri-3772	217	1	belcar	belcar	VERB
ajiri-3772	217	2	,	,	PUNCT
ajiri-3772	217	3	d.	d.	PROPN
ajiri-3772	217	4	,	,	PUNCT
ajiri-3772	217	5	grd	grd	PROPN
ajiri-3772	217	6	,	,	PUNCT
ajiri-3772	217	7	p.	p.	PROPN
ajiri-3772	217	8	,	,	PUNCT
ajiri-3772	217	9	&	&	CCONJ
ajiri-3772	217	10	tomičić	tomičić	PROPN
ajiri-3772	217	11	,	,	PUNCT
ajiri-3772	217	12	i.	i.	PROPN
ajiri-3772	217	13	(	(	PUNCT
ajiri-3772	217	14	2022	2022	NUM
ajiri-3772	217	15	)	)	PUNCT
ajiri-3772	217	16	.	.	PUNCT
ajiri-3772	218	1	automatic	automatic	ADJ
ajiri-3772	218	2	ethnicity	ethnicity	NOUN
ajiri-3772	218	3	classification	classification	NOUN
ajiri-3772	218	4	from	from	ADP
ajiri-3772	218	5	middle	middle	ADJ
ajiri-3772	218	6	part	part	NOUN
ajiri-3772	218	7	of	of	ADP
ajiri-3772	218	8	the	the	DET
ajiri-3772	218	9	face	face	NOUN
ajiri-3772	218	10	using	use	VERB
ajiri-3772	218	11	convolutional	convolutional	ADJ
ajiri-3772	218	12	neural	neural	ADJ
ajiri-3772	218	13	networks	network	NOUN
ajiri-3772	218	14	.	.	PUNCT
ajiri-3772	219	1	informatics	informatic	NOUN
ajiri-3772	219	2	.	.	PUNCT
ajiri-3772	220	1	https://mdpi.com/journal/informatics	https://mdpi.com/journal/informatics	PROPN
ajiri-3772	220	2	deng	deng	PROPN
ajiri-3772	220	3	,	,	PUNCT
ajiri-3772	220	4	y.	y.	PROPN
ajiri-3772	220	5	,	,	PUNCT
ajiri-3772	220	6	chen	chen	PROPN
ajiri-3772	220	7	,	,	PUNCT
ajiri-3772	220	8	h.	h.	PROPN
ajiri-3772	220	9	,	,	PUNCT
ajiri-3772	220	10	&	&	CCONJ
ajiri-3772	220	11	zhang	zhang	PROPN
ajiri-3772	220	12	,	,	PUNCT
ajiri-3772	220	13	s.	s.	PROPN
ajiri-3772	220	14	(	(	PUNCT
ajiri-3772	220	15	2016	2016	NUM
ajiri-3772	220	16	)	)	PUNCT
ajiri-3772	220	17	.	.	PUNCT
ajiri-3772	221	1	where	where	SCONJ
ajiri-3772	221	2	am	be	AUX
ajiri-3772	221	3	i	i	PRON
ajiri-3772	221	4	from	from	ADP
ajiri-3772	221	5	?	?	PUNCT
ajiri-3772	221	6	–	–	PUNCT
ajiri-3772	221	7	east	east	ADJ
ajiri-3772	221	8	asian	asian	ADJ
ajiri-3772	221	9	ethnicity	ethnicity	NOUN
ajiri-3772	221	10	classification	classification	NOUN
ajiri-3772	221	11	from	from	ADP
ajiri-3772	221	12	facial	facial	ADJ
ajiri-3772	221	13	recognition	recognition	NOUN
ajiri-3772	221	14	.	.	PUNCT
ajiri-3772	222	1	semantic	semantic	ADJ
ajiri-3772	222	2	scholar	scholar	NOUN
ajiri-3772	222	3	.	.	PUNCT
ajiri-3772	223	1	nguyen	nguyen	NOUN
ajiri-3772	223	2	,	,	PUNCT
ajiri-3772	223	3	t.	t.	PROPN
ajiri-3772	223	4	,	,	PUNCT
ajiri-3772	223	5	vo	vo	NOUN
ajiri-3772	223	6	,	,	PUNCT
ajiri-3772	223	7	t.	t.	PROPN
ajiri-3772	223	8	,	,	PUNCT
ajiri-3772	223	9	&	&	CCONJ
ajiri-3772	223	10	le	le	PROPN
ajiri-3772	223	11	,	,	PUNCT
ajiri-3772	223	12	c.	c.	PROPN
ajiri-3772	223	13	t.	t.	PROPN
ajiri-3772	223	14	(	(	PUNCT
ajiri-3772	223	15	2018	2018	NUM
ajiri-3772	223	16	)	)	PUNCT
ajiri-3772	223	17	.	.	PUNCT
ajiri-3772	224	1	race	race	NOUN
ajiri-3772	224	2	recognition	recognition	NOUN
ajiri-3772	224	3	using	use	VERB
ajiri-3772	224	4	deep	deep	ADJ
ajiri-3772	224	5	convolutional	convolutional	ADJ
ajiri-3772	224	6	neural	neural	ADJ
ajiri-3772	224	7	networks	network	NOUN
ajiri-3772	224	8	.	.	PUNCT
ajiri-3772	225	1	symmetry	symmetry	NOUN
ajiri-3772	225	2	.	.	PUNCT
ajiri-3772	226	1	https://mdpi	https://mdpi	NOUN
ajiri-3772	226	2	.	.	PUNCT
ajiri-3772	226	3	com	com	NOUN
ajiri-3772	226	4	/	/	SYM
ajiri-3772	226	5	about	about	ADP
ajiri-3772	226	6	/	/	SYM
ajiri-3772	226	7	journals	journal	NOUN
ajiri-3772	226	8	satonkar	satonkar	NOUN
ajiri-3772	226	9	,	,	PUNCT
ajiri-3772	226	10	s.	s.	PROPN
ajiri-3772	226	11	s.	s.	PROPN
ajiri-3772	226	12	,	,	PUNCT
ajiri-3772	226	13	kurhe	kurhe	NOUN
ajiri-3772	226	14	,	,	PUNCT
ajiri-3772	226	15	a.	a.	PROPN
ajiri-3772	226	16	b.	b.	PROPN
ajiri-3772	226	17	,	,	PUNCT
ajiri-3772	226	18	&	&	CCONJ
ajiri-3772	226	19	khanale	khanale	PROPN
ajiri-3772	226	20	,	,	PUNCT
ajiri-3772	226	21	b.	b.	PROPN
ajiri-3772	226	22	p.	p.	PROPN
ajiri-3772	226	23	(	(	PUNCT
ajiri-3772	226	24	2012	2012	NUM
ajiri-3772	226	25	)	)	PUNCT
ajiri-3772	226	26	.	.	PUNCT
ajiri-3772	227	1	face	face	NOUN
ajiri-3772	227	2	recognition	recognition	NOUN
ajiri-3772	227	3	using	use	VERB
ajiri-3772	227	4	principal	principal	ADJ
ajiri-3772	227	5	component	component	NOUN
ajiri-3772	227	6	analysis	analysis	NOUN
ajiri-3772	227	7	and	and	CCONJ
ajiri-3772	227	8	linear	linear	ADJ
ajiri-3772	227	9	discriminant	discriminant	ADJ
ajiri-3772	227	10	analysis	analysis	NOUN
ajiri-3772	227	11	on	on	ADP
ajiri-3772	227	12	holistic	holistic	ADJ
ajiri-3772	227	13	approach	approach	NOUN
ajiri-3772	227	14	in	in	ADP
ajiri-3772	227	15	facial	facial	ADJ
ajiri-3772	227	16	images	image	NOUN
ajiri-3772	227	17	database	database	NOUN
ajiri-3772	227	18	.	.	PUNCT
ajiri-3772	228	1	iosr	iosr	ADJ
ajiri-3772	228	2	journal	journal	PROPN
ajiri-3772	228	3	of	of	ADP
ajiri-3772	228	4	engineering	engineering	NOUN
ajiri-3772	228	5	,	,	PUNCT
ajiri-3772	228	6	2(15–23	2(15–23	NUM
ajiri-3772	228	7	)	)	PUNCT
ajiri-3772	228	8	.	.	PUNCT
ajiri-3772	229	1	turk	turk	PROPN
ajiri-3772	229	2	,	,	PUNCT
ajiri-3772	229	3	m.	m.	NOUN
ajiri-3772	229	4	a.	a.	PROPN
ajiri-3772	229	5	,	,	PUNCT
ajiri-3772	229	6	&	&	CCONJ
ajiri-3772	229	7	pentland	pentland	PROPN
ajiri-3772	229	8	,	,	PUNCT
ajiri-3772	229	9	a.	a.	NOUN
ajiri-3772	229	10	p.	p.	NOUN
ajiri-3772	229	11	(	(	PUNCT
ajiri-3772	229	12	1991	1991	NUM
ajiri-3772	229	13	)	)	PUNCT
ajiri-3772	229	14	.	.	PUNCT
ajiri-3772	230	1	face	face	NOUN
ajiri-3772	230	2	recognition	recognition	NOUN
ajiri-3772	230	3	using	use	VERB
ajiri-3772	230	4	eigenfaces	eigenface	NOUN
ajiri-3772	230	5	.	.	PUNCT
ajiri-3772	231	1	ieee	ieee	PROPN
ajiri-3772	231	2	,	,	PUNCT
ajiri-3772	231	3	maui	maui	PROPN
ajiri-3772	231	4	,	,	PUNCT
ajiri-3772	231	5	hi	hi	PROPN
ajiri-3772	231	6	,	,	PUNCT
ajiri-3772	231	7	usa	usa	PROPN
ajiri-3772	231	8	(	(	PUNCT
ajiri-3772	231	9	pp	pp	PROPN
ajiri-3772	231	10	.	.	PUNCT
ajiri-3772	232	1	586–591	586–591	NUM
ajiri-3772	232	2	)	)	PUNCT
ajiri-3772	232	3	.	.	PUNCT
ajiri-3772	233	1	venkat	venkat	PROPN
ajiri-3772	233	2	,	,	PUNCT
ajiri-3772	233	3	n.	n.	PROPN
ajiri-3772	233	4	,	,	PUNCT
ajiri-3772	233	5	&	&	CCONJ
ajiri-3772	233	6	srivastava	srivastava	PROPN
ajiri-3772	233	7	,	,	PUNCT
ajiri-3772	233	8	s.	s.	PROPN
ajiri-3772	233	9	(	(	PUNCT
ajiri-3772	233	10	2018	2018	NUM
ajiri-3772	233	11	)	)	PUNCT
ajiri-3772	233	12	.	.	PUNCT
ajiri-3772	234	1	ethnicity	ethnicity	NOUN
ajiri-3772	234	2	detection	detection	NOUN
ajiri-3772	234	3	using	use	VERB
ajiri-3772	234	4	deep	deep	ADJ
ajiri-3772	234	5	convolutional	convolutional	ADJ
ajiri-3772	234	6	neural	neural	ADJ
ajiri-3772	234	7	networks	network	NOUN
ajiri-3772	234	8	.	.	PUNCT
ajiri-3772	235	1	researchgate	researchgate	NOUN
ajiri-3772	235	2	.	.	PUNCT
ajiri-3772	236	1	https://www	https://www	PROPN
ajiri-3772	236	2	.	.	PUNCT
ajiri-3772	237	1	researchgate.net/publication/32935541	researchgate.net/publication/32935541	PROPN
ajiri-3772	237	2	yan	yan	PROPN
ajiri-3772	237	3	,	,	PUNCT
ajiri-3772	237	4	j.	j.	PROPN
ajiri-3772	237	5	l.	l.	PROPN
ajiri-3772	237	6	,	,	PUNCT
ajiri-3772	237	7	zhang	zhang	PROPN
ajiri-3772	237	8	,	,	PUNCT
ajiri-3772	237	9	l.	l.	PROPN
ajiri-3772	237	10	,	,	PUNCT
ajiri-3772	237	11	wu	wu	PROPN
ajiri-3772	237	12	,	,	PUNCT
ajiri-3772	237	13	y.	y.	PROPN
ajiri-3772	237	14	,	,	PUNCT
ajiri-3772	237	15	guo	guo	PROPN
ajiri-3772	237	16	,	,	PUNCT
ajiri-3772	237	17	p.	p.	PROPN
ajiri-3772	237	18	,	,	PUNCT
ajiri-3772	237	19	zhang	zhang	PROPN
ajiri-3772	237	20	,	,	PUNCT
ajiri-3772	237	21	f.	f.	PROPN
ajiri-3772	237	22	,	,	PUNCT
ajiri-3772	237	23	tang	tang	PROPN
ajiri-3772	237	24	,	,	PUNCT
ajiri-3772	237	25	s.	s.	PROPN
ajiri-3772	237	26	,	,	PUNCT
ajiri-3772	237	27	...	...	PUNCT
ajiri-3772	237	28	&	&	CCONJ
ajiri-3772	237	29	xu	xu	PROPN
ajiri-3772	237	30	,	,	PUNCT
ajiri-3772	237	31	l.	l.	PROPN
ajiri-3772	237	32	(	(	PUNCT
ajiri-3772	237	33	2017	2017	NUM
ajiri-3772	237	34	,	,	PUNCT
ajiri-3772	237	35	november	november	PROPN
ajiri-3772	237	36	)	)	PUNCT
ajiri-3772	237	37	.	.	PUNCT
ajiri-3772	238	1	research	research	NOUN
ajiri-3772	238	2	on	on	ADP
ajiri-3772	238	3	face	face	NOUN
ajiri-3772	238	4	recognition	recognition	NOUN
ajiri-3772	238	5	method	method	NOUN
ajiri-3772	238	6	based	base	VERB
ajiri-3772	238	7	on	on	ADP
ajiri-3772	238	8	deep	deep	ADJ
ajiri-3772	238	9	learning	learning	NOUN
ajiri-3772	238	10	in	in	ADP
ajiri-3772	238	11	natural	natural	ADJ
ajiri-3772	238	12	environment	environment	NOUN
ajiri-3772	238	13	.	.	PUNCT
ajiri-3772	239	1	in	in	ADP
ajiri-3772	239	2	2017	2017	NUM
ajiri-3772	239	3	ieee	ieee	NOUN
ajiri-3772	239	4	8th	8th	ADJ
ajiri-3772	239	5	international	international	ADJ
ajiri-3772	239	6	conference	conference	NOUN
ajiri-3772	239	7	on	on	ADP
ajiri-3772	239	8	awareness	awareness	NOUN
ajiri-3772	239	9	science	science	NOUN
ajiri-3772	239	10	and	and	CCONJ
ajiri-3772	239	11	technology	technology	NOUN
ajiri-3772	239	12	(	(	PUNCT
ajiri-3772	239	13	icast	icast	NOUN
ajiri-3772	239	14	)	)	PUNCT
ajiri-3772	239	15	(	(	PUNCT
ajiri-3772	239	16	pp	pp	X
ajiri-3772	239	17	.	.	PUNCT
ajiri-3772	239	18	501	501	NUM
ajiri-3772	239	19	-	-	PUNCT
ajiri-3772	239	20	506	506	NUM
ajiri-3772	239	21	)	)	PUNCT
ajiri-3772	239	22	.	.	PUNCT
ajiri-3772	240	1	ieee	ieee	PROPN
ajiri-3772	240	2	.	.	PUNCT