id	sid	tid	token	lemma	pos
cana-4518	1	1	communications	communication	NOUN
cana-4518	1	2	on	on	ADP
cana-4518	1	3	applied	apply	VERB
cana-4518	1	4	nonlinear	nonlinear	ADJ
cana-4518	1	5	analysis	analysis	NOUN
cana-4518	1	6	issn	issn	NOUN
cana-4518	1	7	:	:	PUNCT
cana-4518	1	8	1074	1074	NUM
cana-4518	1	9	-	-	PUNCT
cana-4518	1	10	133x	133x	NUM
cana-4518	1	11	vol	vol	NOUN
cana-4518	1	12	32	32	NUM
cana-4518	1	13	no	no	NOUN
cana-4518	1	14	.	.	PUNCT
cana-4518	2	1	9s	9s	NUM
cana-4518	2	2	(	(	PUNCT
cana-4518	2	3	2025	2025	NUM
cana-4518	2	4	)	)	PUNCT
cana-4518	2	5	2324	2324	NUM
cana-4518	2	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-4518	2	7	review	review	NOUN
cana-4518	2	8	on	on	ADP
cana-4518	2	9	advancements	advancement	NOUN
cana-4518	2	10	and	and	CCONJ
cana-4518	2	11	challenges	challenge	NOUN
cana-4518	2	12	in	in	ADP
cana-4518	2	13	cervical	cervical	ADJ
cana-4518	2	14	cancer	cancer	NOUN
cana-4518	2	15	diagnosis	diagnosis	NOUN
cana-4518	2	16	s.	s.	PROPN
cana-4518	2	17	athinarayanan1	athinarayanan1	PROPN
cana-4518	2	18	,	,	PUNCT
cana-4518	2	19	dr	dr	PROPN
cana-4518	2	20	.	.	PROPN
cana-4518	2	21	k.	k.	PROPN
cana-4518	3	1	dhanakodi2	dhanakodi2	PROPN
cana-4518	3	2	,	,	PUNCT
cana-4518	3	3	dr	dr	PROPN
cana-4518	3	4	.	.	PROPN
cana-4518	3	5	a.t	a.t	PROPN
cana-4518	3	6	.	.	PROPN
cana-4518	3	7	rajamanickam3	rajamanickam3	PROPN
cana-4518	3	8	,	,	PUNCT
cana-4518	3	9	dr	dr	PROPN
cana-4518	3	10	.	.	PROPN
cana-4518	3	11	a.	a.	PROPN
cana-4518	3	12	sanjaygandhi4	sanjaygandhi4	PROPN
cana-4518	3	13	,	,	PUNCT
cana-4518	3	14	dr	dr	PROPN
cana-4518	3	15	.	.	PROPN
cana-4518	3	16	s.	s.	PROPN
cana-4518	3	17	athinarayanan5	athinarayanan5	PROPN
cana-4518	3	18	,	,	PUNCT
cana-4518	4	1	dr	dr	PROPN
cana-4518	4	2	.	.	PROPN
cana-4518	4	3	kavitha	kavitha	PROPN
cana-4518	4	4	ramachandran6	ramachandran6	PROPN
cana-4518	5	1	1research	1research	NUM
cana-4518	5	2	scholar	scholar	NOUN
cana-4518	5	3	(	(	PUNCT
cana-4518	5	4	part	part	NOUN
cana-4518	5	5	time	time	NOUN
cana-4518	5	6	)	)	PUNCT
cana-4518	5	7	,	,	PUNCT
cana-4518	5	8	2,4assistant	2,4assistant	NUM
cana-4518	5	9	professor	professor	NOUN
cana-4518	5	10	,	,	PUNCT
cana-4518	5	11	3associate	3associate	NUM
cana-4518	5	12	professor	professor	NOUN
cana-4518	5	13	department	department	NOUN
cana-4518	5	14	of	of	ADP
cana-4518	5	15	electronics	electronic	NOUN
cana-4518	5	16	,	,	PUNCT
cana-4518	5	17	sri	sri	PROPN
cana-4518	5	18	ramakrishna	ramakrishna	PROPN
cana-4518	5	19	mission	mission	PROPN
cana-4518	5	20	vidhyalaya	vidhyalaya	PROPN
cana-4518	5	21	college	college	PROPN
cana-4518	5	22	of	of	ADP
cana-4518	5	23	arts	art	NOUN
cana-4518	5	24	and	and	CCONJ
cana-4518	5	25	science	science	NOUN
cana-4518	5	26	,	,	PUNCT
cana-4518	5	27	coimbatore	coimbatore	PROPN
cana-4518	5	28	,	,	PUNCT
cana-4518	5	29	tamilnadu-641	tamilnadu-641	PROPN
cana-4518	5	30	020	020	NUM
cana-4518	6	1	5associate	5associate	PROPN
cana-4518	6	2	professor	professor	NOUN
cana-4518	6	3	,	,	PUNCT
cana-4518	6	4	department	department	PROPN
cana-4518	6	5	of	of	ADP
cana-4518	6	6	cse	cse	PROPN
cana-4518	6	7	,	,	PUNCT
cana-4518	6	8	vel	vel	PROPN
cana-4518	6	9	tech	tech	PROPN
cana-4518	6	10	rangarajan	rangarajan	PROPN
cana-4518	6	11	dr	dr	PROPN
cana-4518	6	12	.	.	PROPN
cana-4518	6	13	sagunthala	sagunthala	PROPN
cana-4518	6	14	r&d	r&d	PROPN
cana-4518	6	15	institute	institute	PROPN
cana-4518	6	16	of	of	ADP
cana-4518	6	17	science	science	NOUN
cana-4518	6	18	and	and	CCONJ
cana-4518	6	19	technology	technology	NOUN
cana-4518	6	20	,	,	PUNCT
cana-4518	6	21	avadi	avadi	NOUN
cana-4518	6	22	,	,	PUNCT
cana-4518	6	23	chennai	chennai	NOUN
cana-4518	6	24	,	,	PUNCT
cana-4518	6	25	tamilnadu-600	tamilnadu-600	NOUN
cana-4518	6	26	062	062	NUM
cana-4518	6	27	.	.	PUNCT
cana-4518	7	1	6assistant	6assistant	NUM
cana-4518	7	2	professor	professor	NOUN
cana-4518	7	3	,	,	PUNCT
cana-4518	7	4	department	department	PROPN
cana-4518	7	5	of	of	ADP
cana-4518	7	6	cse	cse	PROPN
cana-4518	7	7	,	,	PUNCT
cana-4518	7	8	vel	vel	ADJ
cana-4518	7	9	tech	tech	NOUN
cana-4518	7	10	hight	hight	NOUN
cana-4518	7	11	tech	tech	PROPN
cana-4518	7	12	dr	dr	PROPN
cana-4518	7	13	.	.	PROPN
cana-4518	7	14	rangarajan	rangarajan	PROPN
cana-4518	7	15	dr	dr	PROPN
cana-4518	7	16	.	.	PROPN
cana-4518	7	17	sakunthala	sakunthala	PROPN
cana-4518	7	18	engineering	engineering	PROPN
cana-4518	7	19	college	college	PROPN
cana-4518	7	20	,	,	PUNCT
cana-4518	7	21	avadi	avadi	NOUN
cana-4518	7	22	,	,	PUNCT
cana-4518	7	23	chennai	chennai	NOUN
cana-4518	7	24	,	,	PUNCT
cana-4518	7	25	tamilnadu-600	tamilnadu-600	NOUN
cana-4518	7	26	062	062	NUM
cana-4518	7	27	.	.	PUNCT
cana-4518	8	1	article	article	NOUN
cana-4518	8	2	history	history	NOUN
cana-4518	8	3	:	:	PUNCT
cana-4518	8	4	received	receive	VERB
cana-4518	8	5	:	:	PUNCT
cana-4518	8	6	12	12	NUM
cana-4518	8	7	-	-	SYM
cana-4518	8	8	01	01	NUM
cana-4518	8	9	-	-	PUNCT
cana-4518	8	10	2025	2025	NUM
cana-4518	8	11	revised	revise	VERB
cana-4518	8	12	:	:	PUNCT
cana-4518	8	13	15	15	NUM
cana-4518	8	14	-	-	NUM
cana-4518	8	15	02	02	NUM
cana-4518	8	16	-	-	PUNCT
cana-4518	8	17	2025	2025	NUM
cana-4518	8	18	accepted	accept	VERB
cana-4518	8	19	:	:	PUNCT
cana-4518	8	20	01	01	NUM
cana-4518	8	21	-	-	SYM
cana-4518	8	22	03	03	NUM
cana-4518	8	23	-	-	PUNCT
cana-4518	8	24	2025	2025	NUM
cana-4518	8	25	abstract	abstract	NOUN
cana-4518	8	26	:	:	PUNCT
cana-4518	8	27	introduction	introduction	NOUN
cana-4518	8	28	:	:	PUNCT
cana-4518	8	29	cervical	cervical	ADJ
cana-4518	8	30	cancer	cancer	NOUN
cana-4518	8	31	is	be	AUX
cana-4518	8	32	an	an	DET
cana-4518	8	33	important	important	ADJ
cana-4518	8	34	cancer	cancer	NOUN
cana-4518	8	35	in	in	ADP
cana-4518	8	36	women	woman	NOUN
cana-4518	8	37	.	.	PUNCT
cana-4518	9	1	if	if	SCONJ
cana-4518	9	2	it	it	PRON
cana-4518	9	3	is	be	AUX
cana-4518	9	4	detected	detect	VERB
cana-4518	9	5	in	in	ADP
cana-4518	9	6	the	the	DET
cana-4518	9	7	early	early	ADJ
cana-4518	9	8	stages	stage	NOUN
cana-4518	9	9	,	,	PUNCT
cana-4518	9	10	proper	proper	ADJ
cana-4518	9	11	treatment	treatment	NOUN
cana-4518	9	12	can	can	AUX
cana-4518	9	13	provide	provide	VERB
cana-4518	9	14	relief	relief	NOUN
cana-4518	9	15	.	.	PUNCT
cana-4518	10	1	various	various	ADJ
cana-4518	10	2	medical	medical	ADJ
cana-4518	10	3	and	and	CCONJ
cana-4518	10	4	technological	technological	ADJ
cana-4518	10	5	advances	advance	NOUN
cana-4518	10	6	are	be	AUX
cana-4518	10	7	evolving	evolve	VERB
cana-4518	10	8	to	to	PART
cana-4518	10	9	improve	improve	VERB
cana-4518	10	10	cancer	cancer	NOUN
cana-4518	10	11	diagnosis	diagnosis	NOUN
cana-4518	10	12	.	.	PUNCT
cana-4518	11	1	currently	currently	ADV
cana-4518	11	2	technologies	technology	NOUN
cana-4518	11	3	such	such	ADJ
cana-4518	11	4	as	as	ADP
cana-4518	11	5	pap	pap	NOUN
cana-4518	11	6	smear	smear	NOUN
cana-4518	11	7	,	,	PUNCT
cana-4518	11	8	hpv	hpv	PROPN
cana-4518	11	9	testing	testing	NOUN
cana-4518	11	10	,	,	PUNCT
cana-4518	11	11	mri	mri	NOUN
cana-4518	11	12	and	and	CCONJ
cana-4518	11	13	artificial	artificial	ADJ
cana-4518	11	14	intelligence	intelligence	NOUN
cana-4518	11	15	(	(	PUNCT
cana-4518	11	16	ai	ai	VERB
cana-4518	11	17	)	)	PUNCT
cana-4518	11	18	are	be	AUX
cana-4518	11	19	used	use	VERB
cana-4518	11	20	to	to	PART
cana-4518	11	21	diagnose	diagnose	VERB
cana-4518	11	22	the	the	DET
cana-4518	11	23	disease	disease	NOUN
cana-4518	11	24	.	.	PUNCT
cana-4518	12	1	in	in	ADP
cana-4518	12	2	particular	particular	ADJ
cana-4518	12	3	,	,	PUNCT
cana-4518	12	4	modern	modern	ADJ
cana-4518	12	5	methods	method	NOUN
cana-4518	12	6	such	such	ADJ
cana-4518	12	7	as	as	ADP
cana-4518	12	8	machine	machine	NOUN
cana-4518	12	9	learning	learning	NOUN
cana-4518	12	10	and	and	CCONJ
cana-4518	12	11	computer	computer	NOUN
cana-4518	12	12	vision	vision	NOUN
cana-4518	12	13	make	make	VERB
cana-4518	12	14	it	it	PRON
cana-4518	12	15	easier	easy	ADJ
cana-4518	12	16	to	to	PART
cana-4518	12	17	diagnose	diagnose	VERB
cana-4518	12	18	cancer	cancer	NOUN
cana-4518	12	19	accurately	accurately	ADV
cana-4518	12	20	.	.	PUNCT
cana-4518	13	1	despite	despite	SCONJ
cana-4518	13	2	these	these	DET
cana-4518	13	3	technological	technological	ADJ
cana-4518	13	4	advances	advance	NOUN
cana-4518	13	5	,	,	PUNCT
cana-4518	13	6	various	various	ADJ
cana-4518	13	7	challenges	challenge	NOUN
cana-4518	13	8	remain	remain	VERB
cana-4518	13	9	.	.	PUNCT
cana-4518	14	1	the	the	DET
cana-4518	14	2	main	main	ADJ
cana-4518	14	3	hurdles	hurdle	NOUN
cana-4518	14	4	are	be	AUX
cana-4518	14	5	the	the	DET
cana-4518	14	6	high	high	ADJ
cana-4518	14	7	cost	cost	NOUN
cana-4518	14	8	of	of	ADP
cana-4518	14	9	testing	testing	NOUN
cana-4518	14	10	,	,	PUNCT
cana-4518	14	11	lack	lack	NOUN
cana-4518	14	12	of	of	ADP
cana-4518	14	13	access	access	NOUN
cana-4518	14	14	to	to	ADP
cana-4518	14	15	medical	medical	ADJ
cana-4518	14	16	facilities	facility	NOUN
cana-4518	14	17	,	,	PUNCT
cana-4518	14	18	and	and	CCONJ
cana-4518	14	19	lack	lack	NOUN
cana-4518	14	20	of	of	ADP
cana-4518	14	21	awareness	awareness	NOUN
cana-4518	14	22	in	in	ADP
cana-4518	14	23	rural	rural	ADJ
cana-4518	14	24	areas	area	NOUN
cana-4518	14	25	.	.	PUNCT
cana-4518	15	1	also	also	ADV
cana-4518	15	2	,	,	PUNCT
cana-4518	15	3	there	there	PRON
cana-4518	15	4	are	be	VERB
cana-4518	15	5	deficiencies	deficiency	NOUN
cana-4518	15	6	in	in	ADP
cana-4518	15	7	the	the	DET
cana-4518	15	8	accuracy	accuracy	NOUN
cana-4518	15	9	and	and	CCONJ
cana-4518	15	10	reliability	reliability	NOUN
cana-4518	15	11	of	of	ADP
cana-4518	15	12	some	some	DET
cana-4518	15	13	diagnostic	diagnostic	ADJ
cana-4518	15	14	methods	method	NOUN
cana-4518	15	15	.	.	PUNCT
cana-4518	16	1	there	there	PRON
cana-4518	16	2	is	be	VERB
cana-4518	16	3	a	a	DET
cana-4518	16	4	need	need	NOUN
cana-4518	16	5	to	to	PART
cana-4518	16	6	improve	improve	VERB
cana-4518	16	7	methods	method	NOUN
cana-4518	16	8	for	for	ADP
cana-4518	16	9	faster	fast	ADJ
cana-4518	16	10	and	and	CCONJ
cana-4518	16	11	less	less	ADV
cana-4518	16	12	effective	effective	ADJ
cana-4518	16	13	diagnosis	diagnosis	NOUN
cana-4518	16	14	of	of	ADP
cana-4518	16	15	cervical	cervical	ADJ
cana-4518	16	16	cancer	cancer	NOUN
cana-4518	16	17	.	.	PUNCT
cana-4518	17	1	soon	soon	ADV
cana-4518	17	2	,	,	PUNCT
cana-4518	17	3	technological	technological	ADJ
cana-4518	17	4	advancements	advancement	NOUN
cana-4518	17	5	will	will	AUX
cana-4518	17	6	be	be	AUX
cana-4518	17	7	important	important	ADJ
cana-4518	17	8	to	to	PART
cana-4518	17	9	develop	develop	VERB
cana-4518	17	10	ways	way	NOUN
cana-4518	17	11	to	to	PART
cana-4518	17	12	detect	detect	VERB
cana-4518	17	13	the	the	DET
cana-4518	17	14	disease	disease	NOUN
cana-4518	17	15	at	at	ADP
cana-4518	17	16	an	an	DET
cana-4518	17	17	early	early	ADJ
cana-4518	17	18	stage	stage	NOUN
cana-4518	17	19	and	and	CCONJ
cana-4518	17	20	make	make	VERB
cana-4518	17	21	treatment	treatment	NOUN
cana-4518	17	22	available	available	ADJ
cana-4518	17	23	to	to	ADP
cana-4518	17	24	all	all	PRON
cana-4518	17	25	.	.	PUNCT
cana-4518	18	1	objectives	objective	NOUN
cana-4518	18	2	:	:	PUNCT
cana-4518	18	3	the	the	DET
cana-4518	18	4	primary	primary	ADJ
cana-4518	18	5	objective	objective	NOUN
cana-4518	18	6	of	of	ADP
cana-4518	18	7	this	this	DET
cana-4518	18	8	study	study	NOUN
cana-4518	18	9	is	be	AUX
cana-4518	18	10	to	to	PART
cana-4518	18	11	study	study	VERB
cana-4518	18	12	and	and	CCONJ
cana-4518	18	13	evaluate	evaluate	VERB
cana-4518	18	14	advanced	advanced	ADJ
cana-4518	18	15	methods	method	NOUN
cana-4518	18	16	of	of	ADP
cana-4518	18	17	detecting	detect	VERB
cana-4518	18	18	cervical	cervical	ADJ
cana-4518	18	19	cancer	cancer	NOUN
cana-4518	18	20	.	.	PUNCT
cana-4518	19	1	it	it	PRON
cana-4518	19	2	is	be	AUX
cana-4518	19	3	also	also	ADV
cana-4518	19	4	important	important	ADJ
cana-4518	19	5	to	to	PART
cana-4518	19	6	analyse	analyse	VERB
cana-4518	19	7	the	the	DET
cana-4518	19	8	benefits	benefit	NOUN
cana-4518	19	9	of	of	ADP
cana-4518	19	10	new	new	ADJ
cana-4518	19	11	technologies	technology	NOUN
cana-4518	19	12	and	and	CCONJ
cana-4518	19	13	methods	method	NOUN
cana-4518	19	14	in	in	ADP
cana-4518	19	15	the	the	DET
cana-4518	19	16	medical	medical	ADJ
cana-4518	19	17	field	field	NOUN
cana-4518	19	18	.	.	PUNCT
cana-4518	20	1	methods	method	NOUN
cana-4518	20	2	:	:	PUNCT
cana-4518	20	3	this	this	DET
cana-4518	20	4	research	research	NOUN
cana-4518	20	5	paper	paper	NOUN
cana-4518	20	6	explores	explore	NOUN
cana-4518	20	7	in	in	ADP
cana-4518	20	8	detail	detail	NOUN
cana-4518	20	9	the	the	DET
cana-4518	20	10	methods	method	NOUN
cana-4518	20	11	of	of	ADP
cana-4518	20	12	diagnosing	diagnose	VERB
cana-4518	20	13	and	and	CCONJ
cana-4518	20	14	studying	study	VERB
cana-4518	20	15	susceptibility	susceptibility	NOUN
cana-4518	20	16	cancer	cancer	NOUN
cana-4518	20	17	.	.	PUNCT
cana-4518	21	1	various	various	ADJ
cana-4518	21	2	linguistic	linguistic	ADJ
cana-4518	21	3	and	and	CCONJ
cana-4518	21	4	modern	modern	ADJ
cana-4518	21	5	machine	machine	NOUN
cana-4518	21	6	learning	learn	VERB
cana-4518	21	7	techniques	technique	NOUN
cana-4518	21	8	,	,	PUNCT
cana-4518	21	9	use	use	NOUN
cana-4518	21	10	of	of	ADP
cana-4518	21	11	clinical	clinical	ADJ
cana-4518	21	12	imaging	imaging	NOUN
cana-4518	21	13	and	and	CCONJ
cana-4518	21	14	pap	pap	NOUN
cana-4518	21	15	smear	smear	NOUN
cana-4518	21	16	test	test	NOUN
cana-4518	21	17	studies	study	NOUN
cana-4518	21	18	are	be	AUX
cana-4518	21	19	mentioned	mention	VERB
cana-4518	21	20	in	in	ADP
cana-4518	21	21	this	this	DET
cana-4518	21	22	article	article	NOUN
cana-4518	21	23	.	.	PUNCT
cana-4518	22	1	information	information	NOUN
cana-4518	22	2	on	on	ADP
cana-4518	22	3	the	the	DET
cana-4518	22	4	accuracy	accuracy	NOUN
cana-4518	22	5	,	,	PUNCT
cana-4518	22	6	effectiveness	effectiveness	NOUN
cana-4518	22	7	and	and	CCONJ
cana-4518	22	8	use	use	NOUN
cana-4518	22	9	of	of	ADP
cana-4518	22	10	each	each	DET
cana-4518	22	11	method	method	NOUN
cana-4518	22	12	has	have	AUX
cana-4518	22	13	been	be	AUX
cana-4518	22	14	compiled	compile	VERB
cana-4518	22	15	.	.	PUNCT
cana-4518	23	1	in	in	ADP
cana-4518	23	2	addition	addition	NOUN
cana-4518	23	3	,	,	PUNCT
cana-4518	23	4	important	important	ADJ
cana-4518	23	5	recent	recent	ADJ
cana-4518	23	6	research	research	NOUN
cana-4518	23	7	and	and	CCONJ
cana-4518	23	8	developments	development	NOUN
cana-4518	23	9	also	also	ADV
cana-4518	23	10	included	include	VERB
cana-4518	23	11	.	.	PUNCT
cana-4518	24	1	results	result	NOUN
cana-4518	24	2	:	:	PUNCT
cana-4518	24	3	the	the	DET
cana-4518	24	4	results	result	NOUN
cana-4518	24	5	of	of	ADP
cana-4518	24	6	the	the	DET
cana-4518	24	7	study	study	NOUN
cana-4518	24	8	on	on	ADP
cana-4518	24	9	the	the	DET
cana-4518	24	10	methods	method	NOUN
cana-4518	24	11	of	of	ADP
cana-4518	24	12	diagnosis	diagnosis	NOUN
cana-4518	24	13	of	of	ADP
cana-4518	24	14	cervical	cervical	ADJ
cana-4518	24	15	cancer	cancer	NOUN
cana-4518	24	16	show	show	VERB
cana-4518	24	17	the	the	DET
cana-4518	24	18	effectiveness	effectiveness	NOUN
cana-4518	24	19	and	and	CCONJ
cana-4518	24	20	accuracy	accuracy	NOUN
cana-4518	24	21	of	of	ADP
cana-4518	24	22	various	various	ADJ
cana-4518	24	23	techniques	technique	NOUN
cana-4518	24	24	.	.	PUNCT
cana-4518	25	1	a	a	DET
cana-4518	25	2	comparative	comparative	ADJ
cana-4518	25	3	assessment	assessment	NOUN
cana-4518	25	4	has	have	AUX
cana-4518	25	5	been	be	AUX
cana-4518	25	6	made	make	VERB
cana-4518	25	7	of	of	ADP
cana-4518	25	8	the	the	DET
cana-4518	25	9	effectiveness	effectiveness	NOUN
cana-4518	25	10	of	of	ADP
cana-4518	25	11	machine	machine	NOUN
cana-4518	25	12	learning	learning	NOUN
cana-4518	25	13	models	model	NOUN
cana-4518	25	14	,	,	PUNCT
cana-4518	25	15	and	and	CCONJ
cana-4518	25	16	pap	pap	NOUN
cana-4518	25	17	smear	smear	NOUN
cana-4518	25	18	image	image	NOUN
cana-4518	25	19	analysis	analysis	NOUN
cana-4518	25	20	methods	method	NOUN
cana-4518	25	21	.	.	PUNCT
cana-4518	26	1	in	in	ADP
cana-4518	26	2	particular	particular	ADJ
cana-4518	26	3	,	,	PUNCT
cana-4518	26	4	the	the	DET
cana-4518	26	5	results	result	NOUN
cana-4518	26	6	indicate	indicate	VERB
cana-4518	26	7	that	that	SCONJ
cana-4518	26	8	the	the	DET
cana-4518	26	9	use	use	NOUN
cana-4518	26	10	of	of	ADP
cana-4518	26	11	artificial	artificial	ADJ
cana-4518	26	12	intelligence	intelligence	NOUN
cana-4518	26	13	provides	provide	VERB
cana-4518	26	14	important	important	ADJ
cana-4518	26	15	improvements	improvement	NOUN
cana-4518	26	16	in	in	ADP
cana-4518	26	17	diagnostic	diagnostic	ADJ
cana-4518	26	18	processes	process	NOUN
cana-4518	26	19	.	.	PUNCT
cana-4518	27	1	in	in	ADP
cana-4518	27	2	addition	addition	NOUN
cana-4518	27	3	,	,	PUNCT
cana-4518	27	4	technological	technological	ADJ
cana-4518	27	5	improvements	improvement	NOUN
cana-4518	27	6	,	,	PUNCT
cana-4518	27	7	shorter	short	ADJ
cana-4518	27	8	testing	testing	NOUN
cana-4518	27	9	times	time	NOUN
cana-4518	27	10	,	,	PUNCT
cana-4518	27	11	and	and	CCONJ
cana-4518	27	12	more	more	ADV
cana-4518	27	13	accurate	accurate	ADJ
cana-4518	27	14	diagnostic	diagnostic	ADJ
cana-4518	27	15	methods	method	NOUN
cana-4518	27	16	could	could	AUX
cana-4518	27	17	improve	improve	VERB
cana-4518	27	18	ways	way	NOUN
cana-4518	27	19	to	to	PART
cana-4518	27	20	prevent	prevent	VERB
cana-4518	27	21	the	the	DET
cana-4518	27	22	spread	spread	NOUN
cana-4518	27	23	of	of	ADP
cana-4518	27	24	infection	infection	NOUN
cana-4518	27	25	,	,	PUNCT
cana-4518	27	26	the	the	DET
cana-4518	27	27	study	study	NOUN
cana-4518	27	28	noted	note	VERB
cana-4518	27	29	.	.	PUNCT
cana-4518	28	1	conclusions	conclusion	NOUN
cana-4518	28	2	:	:	PUNCT
cana-4518	28	3	this	this	DET
cana-4518	28	4	study	study	NOUN
cana-4518	28	5	on	on	ADP
cana-4518	28	6	the	the	DET
cana-4518	28	7	methods	method	NOUN
cana-4518	28	8	of	of	ADP
cana-4518	28	9	diagnosis	diagnosis	NOUN
cana-4518	28	10	and	and	CCONJ
cana-4518	28	11	analysis	analysis	NOUN
cana-4518	28	12	of	of	ADP
cana-4518	28	13	cervical	cervical	ADJ
cana-4518	28	14	cancer	cancer	NOUN
cana-4518	28	15	shows	show	VERB
cana-4518	28	16	that	that	SCONJ
cana-4518	28	17	modern	modern	ADJ
cana-4518	28	18	technologies	technology	NOUN
cana-4518	28	19	with	with	ADP
cana-4518	28	20	high	high	ADJ
cana-4518	28	21	accuracy	accuracy	NOUN
cana-4518	28	22	play	play	VERB
cana-4518	28	23	a	a	DET
cana-4518	28	24	very	very	ADV
cana-4518	28	25	important	important	ADJ
cana-4518	28	26	role	role	NOUN
cana-4518	28	27	in	in	ADP
cana-4518	28	28	the	the	DET
cana-4518	28	29	medical	medical	ADJ
cana-4518	28	30	field	field	NOUN
cana-4518	28	31	.	.	PUNCT
cana-4518	29	1	medical	medical	ADJ
cana-4518	29	2	images	image	NOUN
cana-4518	29	3	,	,	PUNCT
cana-4518	29	4	artificial	artificial	ADJ
cana-4518	29	5	intelligence	intelligence	NOUN
cana-4518	29	6	,	,	PUNCT
cana-4518	29	7	and	and	CCONJ
cana-4518	29	8	machine	machine	NOUN
cana-4518	29	9	learning	learning	NOUN
cana-4518	29	10	techniques	technique	NOUN
cana-4518	29	11	are	be	AUX
cana-4518	29	12	helping	help	VERB
cana-4518	29	13	to	to	PART
cana-4518	29	14	develop	develop	VERB
cana-4518	29	15	advanced	advanced	ADJ
cana-4518	29	16	diagnostic	diagnostic	ADJ
cana-4518	29	17	methods	method	NOUN
cana-4518	29	18	.	.	PUNCT
cana-4518	30	1	moreover	moreover	ADV
cana-4518	30	2	,	,	PUNCT
cana-4518	30	3	the	the	DET
cana-4518	30	4	studies	study	NOUN
cana-4518	30	5	carried	carry	VERB
cana-4518	30	6	out	out	ADP
cana-4518	30	7	confirm	confirm	VERB
cana-4518	30	8	the	the	DET
cana-4518	30	9	need	need	NOUN
cana-4518	30	10	to	to	PART
cana-4518	30	11	adopt	adopt	VERB
cana-4518	30	12	new	new	ADJ
cana-4518	30	13	methods	method	NOUN
cana-4518	30	14	that	that	PRON
cana-4518	30	15	reduce	reduce	VERB
cana-4518	30	16	clinical	clinical	ADJ
cana-4518	30	17	trial	trial	NOUN
cana-4518	30	18	time	time	NOUN
cana-4518	30	19	and	and	CCONJ
cana-4518	30	20	increase	increase	VERB
cana-4518	30	21	diagnostic	diagnostic	ADJ
cana-4518	30	22	efficiency	efficiency	NOUN
cana-4518	30	23	.	.	PUNCT
cana-4518	31	1	the	the	DET
cana-4518	31	2	important	important	ADJ
cana-4518	31	3	conclusion	conclusion	NOUN
cana-4518	31	4	is	be	AUX
cana-4518	31	5	that	that	SCONJ
cana-4518	31	6	in	in	ADP
cana-4518	31	7	future	future	NOUN
cana-4518	31	8	,	,	PUNCT
cana-4518	31	9	new	new	ADJ
cana-4518	31	10	research	research	NOUN
cana-4518	31	11	in	in	ADP
cana-4518	31	12	this	this	DET
cana-4518	31	13	field	field	NOUN
cana-4518	31	14	will	will	AUX
cana-4518	31	15	enhance	enhance	VERB
cana-4518	31	16	clinical	clinical	ADJ
cana-4518	31	17	capacity	capacity	NOUN
cana-4518	31	18	and	and	CCONJ
cana-4518	31	19	strengthen	strengthen	VERB
cana-4518	31	20	lifesaving	lifesaving	NOUN
cana-4518	31	21	efforts	effort	NOUN
cana-4518	31	22	for	for	ADP
cana-4518	31	23	early	early	ADJ
cana-4518	31	24	detection	detection	NOUN
cana-4518	31	25	of	of	ADP
cana-4518	31	26	diseases	disease	NOUN
cana-4518	31	27	.	.	PUNCT
cana-4518	32	1	keywords	keyword	VERB
cana-4518	32	2	cervical	cervical	ADJ
cana-4518	32	3	cancer	cancer	NOUN
cana-4518	32	4	,	,	PUNCT
cana-4518	32	5	pap	pap	NOUN
cana-4518	32	6	smear	smear	NOUN
cana-4518	32	7	test	test	NOUN
cana-4518	32	8	,	,	PUNCT
cana-4518	32	9	machine	machine	NOUN
cana-4518	32	10	learning	learning	NOUN
cana-4518	32	11	,	,	PUNCT
cana-4518	32	12	deep	deep	ADJ
cana-4518	32	13	learning	learning	NOUN
cana-4518	32	14	,	,	PUNCT
cana-4518	32	15	histology	histology	NOUN
cana-4518	32	16	&	&	CCONJ
cana-4518	32	17	cytology	cytology	NOUN
cana-4518	32	18	.	.	PUNCT
cana-4518	33	1	communications	communication	NOUN
cana-4518	33	2	on	on	ADP
cana-4518	33	3	applied	apply	VERB
cana-4518	33	4	nonlinear	nonlinear	ADJ
cana-4518	33	5	analysis	analysis	NOUN
cana-4518	33	6	issn	issn	NOUN
cana-4518	33	7	:	:	PUNCT
cana-4518	33	8	1074	1074	NUM
cana-4518	33	9	-	-	PUNCT
cana-4518	33	10	133x	133x	NUM
cana-4518	33	11	vol	vol	NOUN
cana-4518	33	12	32	32	NUM
cana-4518	33	13	no	no	NOUN
cana-4518	33	14	.	.	PUNCT
cana-4518	34	1	9s	9s	NUM
cana-4518	34	2	(	(	PUNCT
cana-4518	34	3	2025	2025	NUM
cana-4518	34	4	)	)	PUNCT
cana-4518	34	5	2325	2325	NUM
cana-4518	34	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-4518	34	7	1	1	X
cana-4518	34	8	.	.	PUNCT
cana-4518	34	9	introduction	introduction	NOUN
cana-4518	34	10	more	more	ADV
cana-4518	34	11	reliable	reliable	ADJ
cana-4518	34	12	and	and	CCONJ
cana-4518	34	13	advanced	advanced	ADJ
cana-4518	34	14	testing	testing	NOUN
cana-4518	34	15	methods	method	NOUN
cana-4518	34	16	have	have	AUX
cana-4518	34	17	gained	gain	VERB
cana-4518	34	18	increasing	increase	VERB
cana-4518	34	19	demand	demand	NOUN
cana-4518	34	20	to	to	PART
cana-4518	34	21	boost	boost	VERB
cana-4518	34	22	both	both	DET
cana-4518	34	23	sensitivity	sensitivity	NOUN
cana-4518	34	24	and	and	CCONJ
cana-4518	34	25	specificity	specificity	NOUN
cana-4518	34	26	in	in	ADP
cana-4518	34	27	cervical	cervical	ADJ
cana-4518	34	28	cancer	cancer	NOUN
cana-4518	34	29	detection	detection	NOUN
cana-4518	34	30	.	.	PUNCT
cana-4518	35	1	new	new	ADJ
cana-4518	35	2	advances	advance	NOUN
cana-4518	35	3	in	in	ADP
cana-4518	35	4	artificial	artificial	ADJ
cana-4518	35	5	intelligence	intelligence	NOUN
cana-4518	35	6	(	(	PUNCT
cana-4518	35	7	ai	ai	NOUN
cana-4518	35	8	)	)	PUNCT
cana-4518	35	9	and	and	CCONJ
cana-4518	35	10	machine	machine	NOUN
cana-4518	35	11	learning	learning	NOUN
cana-4518	35	12	(	(	PUNCT
cana-4518	35	13	ml	ml	NOUN
cana-4518	35	14	)	)	PUNCT
cana-4518	35	15	demonstrate	demonstrate	VERB
cana-4518	35	16	exceptional	exceptional	ADJ
cana-4518	35	17	potential	potential	NOUN
cana-4518	35	18	for	for	ADP
cana-4518	35	19	transforming	transform	VERB
cana-4518	35	20	cervical	cervical	ADJ
cana-4518	35	21	cancer	cancer	NOUN
cana-4518	35	22	diagnosis	diagnosis	NOUN
cana-4518	35	23	and	and	CCONJ
cana-4518	35	24	discrimination	discrimination	NOUN
cana-4518	35	25	procedures	procedure	NOUN
cana-4518	35	26	.	.	PUNCT
cana-4518	36	1	the	the	DET
cana-4518	36	2	use	use	NOUN
cana-4518	36	3	of	of	ADP
cana-4518	36	4	ai	ai	PROPN
cana-4518	36	5	platforms	platform	NOUN
cana-4518	36	6	aided	aid	VERB
cana-4518	36	7	by	by	ADP
cana-4518	36	8	deep	deep	ADJ
cana-4518	36	9	learning	learning	NOUN
cana-4518	36	10	methods	method	NOUN
cana-4518	36	11	shows	show	VERB
cana-4518	36	12	exceptional	exceptional	ADJ
cana-4518	36	13	performance	performance	NOUN
cana-4518	36	14	in	in	ADP
cana-4518	36	15	detecting	detect	VERB
cana-4518	36	16	normal	normal	ADJ
cana-4518	36	17	from	from	ADP
cana-4518	36	18	abnormal	abnormal	ADJ
cana-4518	36	19	cells	cell	NOUN
cana-4518	36	20	in	in	ADP
cana-4518	36	21	cervical	cervical	ADJ
cana-4518	36	22	cytology	cytology	NOUN
cana-4518	36	23	samples	sample	NOUN
cana-4518	36	24	and	and	CCONJ
cana-4518	36	25	histopathological	histopathological	ADJ
cana-4518	36	26	images	image	NOUN
cana-4518	36	27	.	.	PUNCT
cana-4518	37	1	the	the	DET
cana-4518	37	2	new	new	ADJ
cana-4518	37	3	technologies	technology	NOUN
cana-4518	37	4	outperform	outperform	VERB
cana-4518	37	5	traditional	traditional	ADJ
cana-4518	37	6	methods	method	NOUN
cana-4518	37	7	by	by	ADP
cana-4518	37	8	processing	process	VERB
cana-4518	37	9	and	and	CCONJ
cana-4518	37	10	interpreting	interpret	VERB
cana-4518	37	11	large	large	ADJ
cana-4518	37	12	datasets	dataset	NOUN
cana-4518	37	13	at	at	ADP
cana-4518	37	14	significant	significant	ADJ
cana-4518	37	15	speeds	speed	NOUN
cana-4518	37	16	hence	hence	ADV
cana-4518	37	17	providing	provide	VERB
cana-4518	37	18	improved	improved	ADJ
cana-4518	37	19	diagnoses	diagnosis	NOUN
cana-4518	37	20	and	and	CCONJ
cana-4518	37	21	lower	low	ADJ
cana-4518	37	22	occurrence	occurrence	NOUN
cana-4518	37	23	of	of	ADP
cana-4518	37	24	errors	error	NOUN
cana-4518	37	25	.	.	PUNCT
cana-4518	38	1	low	low	ADJ
cana-4518	38	2	-	-	PUNCT
cana-4518	38	3	resource	resource	NOUN
cana-4518	38	4	environments	environment	NOUN
cana-4518	38	5	face	face	VERB
cana-4518	38	6	challenges	challenge	NOUN
cana-4518	38	7	with	with	ADP
cana-4518	38	8	ai	ai	ADJ
cana-4518	38	9	solution	solution	NOUN
cana-4518	38	10	scalability	scalability	NOUN
cana-4518	38	11	because	because	SCONJ
cana-4518	38	12	they	they	PRON
cana-4518	38	13	lack	lack	VERB
cana-4518	38	14	access	access	NOUN
cana-4518	38	15	both	both	PRON
cana-4518	38	16	to	to	ADP
cana-4518	38	17	sophisticated	sophisticated	ADJ
cana-4518	38	18	equipment	equipment	NOUN
cana-4518	38	19	and	and	CCONJ
cana-4518	38	20	qualified	qualified	ADJ
cana-4518	38	21	staff	staff	NOUN
cana-4518	38	22	.	.	PUNCT
cana-4518	39	1	cervical	cervical	ADJ
cana-4518	39	2	cancer	cancer	NOUN
cana-4518	39	3	detection	detection	NOUN
cana-4518	39	4	research	research	NOUN
cana-4518	39	5	advances	advance	NOUN
cana-4518	39	6	reveal	reveal	VERB
cana-4518	39	7	the	the	DET
cana-4518	39	8	critical	critical	ADJ
cana-4518	39	9	demand	demand	NOUN
cana-4518	39	10	for	for	ADP
cana-4518	39	11	better	well	ADJ
cana-4518	39	12	diagnostic	diagnostic	ADJ
cana-4518	39	13	methods	method	NOUN
cana-4518	39	14	going	go	VERB
cana-4518	39	15	forward	forward	ADV
cana-4518	39	16	.	.	PUNCT
cana-4518	40	1	the	the	DET
cana-4518	40	2	combination	combination	NOUN
cana-4518	40	3	of	of	ADP
cana-4518	40	4	ai	ai	ADJ
cana-4518	40	5	solutions	solution	NOUN
cana-4518	40	6	and	and	CCONJ
cana-4518	40	7	advanced	advanced	ADJ
cana-4518	40	8	imaging	imaging	NOUN
cana-4518	40	9	technology	technology	NOUN
cana-4518	40	10	presents	present	VERB
cana-4518	40	11	a	a	DET
cana-4518	40	12	major	major	ADJ
cana-4518	40	13	opportunity	opportunity	NOUN
cana-4518	40	14	to	to	PART
cana-4518	40	15	enhance	enhance	VERB
cana-4518	40	16	cervical	cervical	ADJ
cana-4518	40	17	cancer	cancer	NOUN
cana-4518	40	18	screening	screen	VERB
cana-4518	40	19	operations	operation	NOUN
cana-4518	40	20	worldwide	worldwide	ADV
cana-4518	40	21	through	through	ADP
cana-4518	40	22	better	well	ADJ
cana-4518	40	23	efficiency	efficiency	NOUN
cana-4518	40	24	and	and	CCONJ
cana-4518	40	25	higher	high	ADJ
cana-4518	40	26	accuracy	accuracy	NOUN
cana-4518	40	27	and	and	CCONJ
cana-4518	40	28	broader	broad	ADJ
cana-4518	40	29	accessibility	accessibility	NOUN
cana-4518	40	30	.	.	PUNCT
cana-4518	41	1	research	research	NOUN
cana-4518	41	2	funding	funding	NOUN
cana-4518	41	3	and	and	CCONJ
cana-4518	41	4	technological	technological	ADJ
cana-4518	41	5	developments	development	NOUN
cana-4518	41	6	will	will	AUX
cana-4518	41	7	need	need	VERB
cana-4518	41	8	focused	focus	VERB
cana-4518	41	9	attention	attention	NOUN
cana-4518	41	10	because	because	SCONJ
cana-4518	41	11	equitable	equitable	ADJ
cana-4518	41	12	and	and	CCONJ
cana-4518	41	13	scalable	scalable	ADJ
cana-4518	41	14	solutions	solution	NOUN
cana-4518	41	15	must	must	AUX
cana-4518	41	16	become	become	VERB
cana-4518	41	17	standard	standard	ADJ
cana-4518	41	18	practice	practice	NOUN
cana-4518	41	19	in	in	ADP
cana-4518	41	20	lowresource	lowresource	NOUN
cana-4518	41	21	setting	set	VERB
cana-4518	41	22	environments	environment	NOUN
cana-4518	41	23	to	to	PART
cana-4518	41	24	achieve	achieve	VERB
cana-4518	41	25	measurable	measurable	ADJ
cana-4518	41	26	global	global	ADJ
cana-4518	41	27	health	health	NOUN
cana-4518	41	28	outcomes	outcome	NOUN
cana-4518	41	29	.	.	PUNCT
cana-4518	42	1	cervical	cervical	ADJ
cana-4518	42	2	cancer	cancer	NOUN
cana-4518	42	3	is	be	AUX
cana-4518	42	4	one	one	NUM
cana-4518	42	5	of	of	ADP
cana-4518	42	6	the	the	DET
cana-4518	42	7	most	most	ADV
cana-4518	42	8	common	common	ADJ
cana-4518	42	9	cancers	cancer	NOUN
cana-4518	42	10	in	in	ADP
cana-4518	42	11	women	woman	NOUN
cana-4518	42	12	and	and	CCONJ
cana-4518	42	13	offers	offer	VERB
cana-4518	42	14	better	well	ADJ
cana-4518	42	15	treatment	treatment	NOUN
cana-4518	42	16	options	option	NOUN
cana-4518	42	17	when	when	SCONJ
cana-4518	42	18	diagnosed	diagnose	VERB
cana-4518	42	19	at	at	ADP
cana-4518	42	20	an	an	DET
cana-4518	42	21	early	early	ADJ
cana-4518	42	22	stage	stage	NOUN
cana-4518	42	23	.	.	PUNCT
cana-4518	43	1	with	with	ADP
cana-4518	43	2	the	the	DET
cana-4518	43	3	advancement	advancement	NOUN
cana-4518	43	4	in	in	ADP
cana-4518	43	5	medical	medical	ADJ
cana-4518	43	6	technology	technology	NOUN
cana-4518	43	7	,	,	PUNCT
cana-4518	43	8	the	the	DET
cana-4518	43	9	methods	method	NOUN
cana-4518	43	10	of	of	ADP
cana-4518	43	11	diagnosing	diagnose	VERB
cana-4518	43	12	this	this	DET
cana-4518	43	13	disease	disease	NOUN
cana-4518	43	14	have	have	AUX
cana-4518	43	15	been	be	AUX
cana-4518	43	16	improved	improve	VERB
cana-4518	43	17	to	to	PART
cana-4518	43	18	operate	operate	VERB
cana-4518	43	19	with	with	ADP
cana-4518	43	20	greater	great	ADJ
cana-4518	43	21	accuracy	accuracy	NOUN
cana-4518	43	22	and	and	CCONJ
cana-4518	43	23	speed	speed	NOUN
cana-4518	43	24	.	.	PUNCT
cana-4518	44	1	traditional	traditional	ADJ
cana-4518	44	2	method	method	NOUN
cana-4518	44	3	of	of	ADP
cana-4518	44	4	smear	smear	NOUN
cana-4518	44	5	tests	test	NOUN
cana-4518	44	6	and	and	CCONJ
cana-4518	44	7	machine	machine	NOUN
cana-4518	44	8	learning	learning	NOUN
cana-4518	44	9	and	and	CCONJ
cana-4518	44	10	artificial	artificial	ADJ
cana-4518	44	11	intelligence	intelligence	NOUN
cana-4518	44	12	-	-	PUNCT
cana-4518	44	13	based	base	VERB
cana-4518	44	14	language	language	NOUN
cana-4518	44	15	systems	system	NOUN
cana-4518	44	16	improve	improve	VERB
cana-4518	44	17	diagnostic	diagnostic	ADJ
cana-4518	44	18	skills	skill	NOUN
cana-4518	44	19	.	.	PUNCT
cana-4518	45	1	this	this	DET
cana-4518	45	2	study	study	NOUN
cana-4518	45	3	examines	examine	VERB
cana-4518	45	4	current	current	ADJ
cana-4518	45	5	diagnostic	diagnostic	ADJ
cana-4518	45	6	methods	method	NOUN
cana-4518	45	7	,	,	PUNCT
cana-4518	45	8	their	their	PRON
cana-4518	45	9	benefits	benefit	NOUN
cana-4518	45	10	and	and	CCONJ
cana-4518	45	11	frontiers	frontier	NOUN
cana-4518	45	12	aimed	aim	VERB
cana-4518	45	13	at	at	ADP
cana-4518	45	14	cervical	cervical	ADJ
cana-4518	45	15	cancer	cancer	NOUN
cana-4518	45	16	,	,	PUNCT
cana-4518	45	17	and	and	CCONJ
cana-4518	45	18	talks	talk	NOUN
cana-4518	45	19	about	about	ADP
cana-4518	45	20	new	new	ADJ
cana-4518	45	21	proposed	propose	VERB
cana-4518	45	22	techniques	technique	NOUN
cana-4518	45	23	for	for	ADP
cana-4518	45	24	future	future	ADJ
cana-4518	45	25	clinical	clinical	ADJ
cana-4518	45	26	development	development	NOUN
cana-4518	45	27	.	.	PUNCT
cana-4518	46	1	the	the	DET
cana-4518	46	2	herlev	herlev	NOUN
cana-4518	46	3	pap	pap	NOUN
cana-4518	46	4	smear	smear	NOUN
cana-4518	46	5	dataset	dataset	NOUN
cana-4518	46	6	provides	provide	VERB
cana-4518	46	7	an	an	DET
cana-4518	46	8	extensive	extensive	ADJ
cana-4518	46	9	database	database	NOUN
cana-4518	46	10	with	with	ADP
cana-4518	46	11	917	917	NUM
cana-4518	46	12	cervical	cervical	ADJ
cana-4518	46	13	cell	cell	NOUN
cana-4518	46	14	images	image	NOUN
cana-4518	46	15	used	use	VERB
cana-4518	46	16	for	for	ADP
cana-4518	46	17	analysis	analysis	NOUN
cana-4518	46	18	in	in	ADP
cana-4518	46	19	diagnosis	diagnosis	NOUN
cana-4518	46	20	studies	study	NOUN
cana-4518	46	21	.	.	PUNCT
cana-4518	47	1	the	the	DET
cana-4518	47	2	dataset	dataset	NOUN
cana-4518	47	3	categorizes	categorize	VERB
cana-4518	47	4	samples	sample	NOUN
cana-4518	47	5	into	into	ADP
cana-4518	47	6	seven	seven	NUM
cana-4518	47	7	groups	group	NOUN
cana-4518	47	8	:	:	PUNCT
cana-4518	47	9	three	three	NUM
cana-4518	47	10	normal	normal	ADJ
cana-4518	47	11	(	(	PUNCT
cana-4518	47	12	superficial	superficial	ADJ
cana-4518	47	13	squamous	squamous	ADJ
cana-4518	47	14	,	,	PUNCT
cana-4518	47	15	intermediate	intermediate	ADJ
cana-4518	47	16	squamous	squamous	ADJ
cana-4518	47	17	,	,	PUNCT
cana-4518	47	18	and	and	CCONJ
cana-4518	47	19	columnar	columnar	ADJ
cana-4518	47	20	epithelial	epithelial	ADJ
cana-4518	47	21	cells	cell	NOUN
cana-4518	47	22	)	)	PUNCT
cana-4518	47	23	and	and	CCONJ
cana-4518	47	24	four	four	NUM
cana-4518	47	25	abnormal	abnormal	ADJ
cana-4518	47	26	(	(	PUNCT
cana-4518	47	27	mild	mild	ADJ
cana-4518	47	28	dysplasia	dysplasia	NOUN
cana-4518	47	29	,	,	PUNCT
cana-4518	47	30	moderate	moderate	ADJ
cana-4518	47	31	dysplasia	dysplasia	NOUN
cana-4518	47	32	,	,	PUNCT
cana-4518	47	33	severe	severe	ADJ
cana-4518	47	34	dysplasia	dysplasia	NOUN
cana-4518	47	35	,	,	PUNCT
cana-4518	47	36	and	and	CCONJ
cana-4518	47	37	carcinoma	carcinoma	NOUN
cana-4518	47	38	in	in	ADP
cana-4518	47	39	situ	situ	NOUN
cana-4518	47	40	)	)	PUNCT
cana-4518	47	41	.	.	PUNCT
cana-4518	48	1	machine	machine	NOUN
cana-4518	48	2	learning	learning	NOUN
cana-4518	48	3	and	and	CCONJ
cana-4518	48	4	deep	deep	ADJ
cana-4518	48	5	learning	learning	NOUN
cana-4518	48	6	researchers	researcher	NOUN
cana-4518	48	7	find	find	VERB
cana-4518	48	8	value	value	NOUN
cana-4518	48	9	in	in	ADP
cana-4518	48	10	this	this	DET
cana-4518	48	11	dataset	dataset	NOUN
cana-4518	48	12	because	because	SCONJ
cana-4518	48	13	it	it	PRON
cana-4518	48	14	has	have	VERB
cana-4518	48	15	detailed	detail	VERB
cana-4518	48	16	labels	label	NOUN
cana-4518	48	17	and	and	CCONJ
cana-4518	48	18	high	high	ADJ
cana-4518	48	19	-	-	PUNCT
cana-4518	48	20	resolution	resolution	NOUN
cana-4518	48	21	imagery	imagery	NOUN
cana-4518	48	22	.	.	PUNCT
cana-4518	49	1	the	the	DET
cana-4518	49	2	dataset	dataset	NOUN
cana-4518	49	3	empowers	empower	NOUN
cana-4518	49	4	cell	cell	NOUN
cana-4518	49	5	classification	classification	NOUN
cana-4518	49	6	research	research	NOUN
cana-4518	49	7	together	together	ADV
cana-4518	49	8	with	with	ADP
cana-4518	49	9	segmentation	segmentation	NOUN
cana-4518	49	10	work	work	NOUN
cana-4518	49	11	and	and	CCONJ
cana-4518	49	12	feature	feature	NOUN
cana-4518	49	13	extraction	extraction	NOUN
cana-4518	49	14	thus	thus	ADV
cana-4518	49	15	advancing	advance	VERB
cana-4518	49	16	automated	automate	VERB
cana-4518	49	17	screening	screening	NOUN
cana-4518	49	18	of	of	ADP
cana-4518	49	19	cervical	cervical	ADJ
cana-4518	49	20	cancer	cancer	NOUN
cana-4518	49	21	.	.	PUNCT
cana-4518	50	1	data	datum	NOUN
cana-4518	50	2	from	from	ADP
cana-4518	50	3	the	the	DET
cana-4518	50	4	herlev	herlev	NOUN
cana-4518	50	5	dataset	dataset	NOUN
cana-4518	50	6	illustrating	illustrate	VERB
cana-4518	50	7	category	category	NOUN
cana-4518	50	8	images	image	NOUN
cana-4518	50	9	appears	appear	VERB
cana-4518	50	10	in	in	ADP
cana-4518	50	11	figure	figure	NOUN
cana-4518	50	12	1	1	NUM
cana-4518	50	13	.	.	PUNCT
cana-4518	51	1	(	(	PUNCT
cana-4518	51	2	a	a	X
cana-4518	51	3	)	)	PUNCT
cana-4518	51	4	normal	normal	ADJ
cana-4518	51	5	cell	cell	NOUN
cana-4518	51	6	(	(	PUNCT
cana-4518	51	7	b	b	NOUN
cana-4518	51	8	)	)	PUNCT
cana-4518	51	9	mild	mild	ADJ
cana-4518	51	10	dysplasia	dysplasia	NOUN
cana-4518	51	11	(	(	PUNCT
cana-4518	51	12	c	c	NOUN
cana-4518	51	13	)	)	PUNCT
cana-4518	51	14	moderate	moderate	ADJ
cana-4518	51	15	dysplasia	dysplasia	NOUN
cana-4518	51	16	(	(	PUNCT
cana-4518	51	17	d)severe	d)severe	VERB
cana-4518	51	18	dysplasia	dysplasia	NOUN
cana-4518	51	19	(	(	PUNCT
cana-4518	51	20	e	e	NOUN
cana-4518	51	21	)	)	PUNCT
cana-4518	51	22	carcinoma	carcinoma	NOUN
cana-4518	51	23	in	in	ADP
cana-4518	51	24	situ	situ	NOUN
cana-4518	51	25	(	(	PUNCT
cana-4518	51	26	cis	cis	NOUN
cana-4518	51	27	)	)	PUNCT
cana-4518	51	28	figure	figure	NOUN
cana-4518	51	29	1	1	NUM
cana-4518	51	30	.	.	PUNCT
cana-4518	51	31	sample	sample	NOUN
cana-4518	51	32	herlev	herlev	NOUN
cana-4518	51	33	dataset	dataset	NOUN
cana-4518	51	34	images	image	NOUN
cana-4518	51	35	communications	communication	NOUN
cana-4518	51	36	on	on	ADP
cana-4518	51	37	applied	apply	VERB
cana-4518	51	38	nonlinear	nonlinear	ADJ
cana-4518	51	39	analysis	analysis	NOUN
cana-4518	51	40	issn	issn	NOUN
cana-4518	51	41	:	:	PUNCT
cana-4518	51	42	1074	1074	NUM
cana-4518	51	43	-	-	PUNCT
cana-4518	51	44	133x	133x	NUM
cana-4518	51	45	vol	vol	NOUN
cana-4518	51	46	32	32	NUM
cana-4518	51	47	no	no	NOUN
cana-4518	51	48	.	.	PUNCT
cana-4518	52	1	9s	9s	NUM
cana-4518	52	2	(	(	PUNCT
cana-4518	52	3	2025	2025	NUM
cana-4518	52	4	)	)	PUNCT
cana-4518	52	5	2326	2326	NUM
cana-4518	52	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-4518	52	7	objectives	objective	VERB
cana-4518	52	8	the	the	DET
cana-4518	52	9	main	main	ADJ
cana-4518	52	10	purpose	purpose	NOUN
cana-4518	52	11	of	of	ADP
cana-4518	52	12	this	this	DET
cana-4518	52	13	article	article	NOUN
cana-4518	52	14	is	be	AUX
cana-4518	52	15	to	to	PART
cana-4518	52	16	examine	examine	VERB
cana-4518	52	17	temporary	temporary	ADJ
cana-4518	52	18	and	and	CCONJ
cana-4518	52	19	innovative	innovative	ADJ
cana-4518	52	20	methods	method	NOUN
cana-4518	52	21	used	use	VERB
cana-4518	52	22	to	to	PART
cana-4518	52	23	accurately	accurately	ADV
cana-4518	52	24	and	and	CCONJ
cana-4518	52	25	quickly	quickly	ADV
cana-4518	52	26	detect	detect	VERB
cana-4518	52	27	cervical	cervical	ADJ
cana-4518	52	28	cancer	cancer	NOUN
cana-4518	52	29	.	.	PUNCT
cana-4518	53	1	by	by	ADP
cana-4518	53	2	comparatively	comparatively	ADV
cana-4518	53	3	evaluating	evaluate	VERB
cana-4518	53	4	the	the	DET
cana-4518	53	5	effectiveness	effectiveness	NOUN
cana-4518	53	6	of	of	ADP
cana-4518	53	7	methods	method	NOUN
cana-4518	53	8	such	such	ADJ
cana-4518	53	9	as	as	ADP
cana-4518	53	10	medical	medical	ADJ
cana-4518	53	11	image	image	NOUN
cana-4518	53	12	processing	processing	NOUN
cana-4518	53	13	,	,	PUNCT
cana-4518	53	14	biopsy	biopsy	NOUN
cana-4518	53	15	analysis	analysis	NOUN
cana-4518	53	16	,	,	PUNCT
cana-4518	53	17	smear	smear	NOUN
cana-4518	53	18	testing	testing	NOUN
cana-4518	53	19	and	and	CCONJ
cana-4518	53	20	artificial	artificial	ADJ
cana-4518	53	21	intelligence	intelligence	NOUN
cana-4518	53	22	-	-	PUNCT
cana-4518	53	23	based	base	VERB
cana-4518	53	24	linguistic	linguistic	ADJ
cana-4518	53	25	techniques	technique	NOUN
cana-4518	53	26	,	,	PUNCT
cana-4518	53	27	it	it	PRON
cana-4518	53	28	can	can	AUX
cana-4518	53	29	be	be	AUX
cana-4518	53	30	found	find	VERB
cana-4518	53	31	which	which	DET
cana-4518	53	32	reference	reference	NOUN
cana-4518	53	33	methods	method	NOUN
cana-4518	53	34	work	work	VERB
cana-4518	53	35	with	with	ADP
cana-4518	53	36	greater	great	ADJ
cana-4518	53	37	accuracy	accuracy	NOUN
cana-4518	53	38	.	.	PUNCT
cana-4518	54	1	in	in	ADP
cana-4518	54	2	addition	addition	NOUN
cana-4518	54	3	,	,	PUNCT
cana-4518	54	4	the	the	DET
cana-4518	54	5	paper	paper	NOUN
cana-4518	54	6	includes	include	VERB
cana-4518	54	7	studies	study	NOUN
cana-4518	54	8	on	on	ADP
cana-4518	54	9	preparations	preparation	NOUN
cana-4518	54	10	,	,	PUNCT
cana-4518	54	11	preventive	preventive	ADJ
cana-4518	54	12	measures	measure	NOUN
cana-4518	54	13	,	,	PUNCT
cana-4518	54	14	and	and	CCONJ
cana-4518	54	15	low	low	ADJ
cana-4518	54	16	-	-	PUNCT
cana-4518	54	17	cost	cost	NOUN
cana-4518	54	18	diagnostic	diagnostic	ADJ
cana-4518	54	19	methods	method	NOUN
cana-4518	54	20	to	to	PART
cana-4518	54	21	control	control	VERB
cana-4518	54	22	disease	disease	NOUN
cana-4518	54	23	.	.	PUNCT
cana-4518	55	1	if	if	SCONJ
cana-4518	55	2	cancer	cancer	NOUN
cana-4518	55	3	can	can	AUX
cana-4518	55	4	be	be	AUX
cana-4518	55	5	detected	detect	VERB
cana-4518	55	6	and	and	CCONJ
cana-4518	55	7	treated	treat	VERB
cana-4518	55	8	at	at	ADP
cana-4518	55	9	an	an	DET
cana-4518	55	10	early	early	ADJ
cana-4518	55	11	stage	stage	NOUN
cana-4518	55	12	,	,	PUNCT
cana-4518	55	13	the	the	DET
cana-4518	55	14	impact	impact	NOUN
cana-4518	55	15	on	on	ADP
cana-4518	55	16	life	life	NOUN
cana-4518	55	17	can	can	AUX
cana-4518	55	18	be	be	AUX
cana-4518	55	19	minimized	minimize	VERB
cana-4518	55	20	.	.	PUNCT
cana-4518	56	1	through	through	ADP
cana-4518	56	2	this	this	PRON
cana-4518	56	3	,	,	PUNCT
cana-4518	56	4	the	the	DET
cana-4518	56	5	purpose	purpose	NOUN
cana-4518	56	6	of	of	ADP
cana-4518	56	7	this	this	DET
cana-4518	56	8	paper	paper	NOUN
cana-4518	56	9	is	be	AUX
cana-4518	56	10	to	to	PART
cana-4518	56	11	understand	understand	VERB
cana-4518	56	12	the	the	DET
cana-4518	56	13	impact	impact	NOUN
cana-4518	56	14	of	of	ADP
cana-4518	56	15	recent	recent	ADJ
cana-4518	56	16	medical	medical	ADJ
cana-4518	56	17	research	research	NOUN
cana-4518	56	18	and	and	CCONJ
cana-4518	56	19	help	help	VERB
cana-4518	56	20	find	find	VERB
cana-4518	56	21	out	out	ADP
cana-4518	56	22	how	how	SCONJ
cana-4518	56	23	new	new	ADJ
cana-4518	56	24	technological	technological	ADJ
cana-4518	56	25	solutions	solution	NOUN
cana-4518	56	26	are	be	AUX
cana-4518	56	27	useful	useful	ADJ
cana-4518	56	28	to	to	ADP
cana-4518	56	29	patients	patient	NOUN
cana-4518	56	30	.	.	PUNCT
cana-4518	57	1	2	2	X
cana-4518	57	2	.	.	X
cana-4518	57	3	methods	method	NOUN
cana-4518	57	4	a	a	DET
cana-4518	57	5	workflow	workflow	NOUN
cana-4518	57	6	method	method	NOUN
cana-4518	57	7	shows	show	VERB
cana-4518	57	8	the	the	DET
cana-4518	57	9	stages	stage	NOUN
cana-4518	57	10	of	of	ADP
cana-4518	57	11	diagnosing	diagnose	VERB
cana-4518	57	12	cervical	cervical	ADJ
cana-4518	57	13	cancer	cancer	NOUN
cana-4518	57	14	through	through	ADP
cana-4518	57	15	pap	pap	NOUN
cana-4518	57	16	smear	smear	NOUN
cana-4518	57	17	image	image	NOUN
cana-4518	57	18	assessment	assessment	NOUN
cana-4518	57	19	shown	show	VERB
cana-4518	57	20	in	in	ADP
cana-4518	57	21	figure	figure	NOUN
cana-4518	57	22	2	2	NUM
cana-4518	57	23	.	.	PUNCT
cana-4518	57	24	figure	figure	NOUN
cana-4518	57	25	2	2	NUM
cana-4518	57	26	.	.	PUNCT
cana-4518	57	27	cervical	cervical	ADJ
cana-4518	57	28	cancer	cancer	NOUN
cana-4518	57	29	diagnosis	diagnosis	NOUN
cana-4518	57	30	using	use	VERB
cana-4518	57	31	pap	pap	NOUN
cana-4518	57	32	smear	smear	NOUN
cana-4518	57	33	images	image	NOUN
cana-4518	57	34	high	high	ADJ
cana-4518	57	35	-	-	PUNCT
cana-4518	57	36	resolution	resolution	NOUN
cana-4518	57	37	microscopy	microscopy	NOUN
cana-4518	57	38	allows	allow	VERB
cana-4518	57	39	researchers	researcher	NOUN
cana-4518	57	40	to	to	PART
cana-4518	57	41	visually	visually	ADV
cana-4518	57	42	confirm	confirm	VERB
cana-4518	57	43	the	the	DET
cana-4518	57	44	presence	presence	NOUN
cana-4518	57	45	of	of	ADP
cana-4518	57	46	abnormalities	abnormality	NOUN
cana-4518	57	47	yet	yet	CCONJ
cana-4518	57	48	human	human	ADJ
cana-4518	57	49	interpretation	interpretation	NOUN
cana-4518	57	50	limits	limit	VERB
cana-4518	57	51	the	the	DET
cana-4518	57	52	process	process	NOUN
cana-4518	57	53	'	'	PART
cana-4518	57	54	consistency	consistency	NOUN
cana-4518	58	1	[	[	X
cana-4518	58	2	1	1	NUM
cana-4518	58	3	]	]	PUNCT
cana-4518	58	4	.	.	PUNCT
cana-4518	59	1	digital	digital	ADJ
cana-4518	59	2	imaging	imaging	NOUN
cana-4518	59	3	methods	method	NOUN
cana-4518	59	4	transform	transform	VERB
cana-4518	59	5	microscopic	microscopic	ADJ
cana-4518	59	6	visual	visual	ADJ
cana-4518	59	7	content	content	NOUN
cana-4518	59	8	into	into	ADP
cana-4518	59	9	digital	digital	ADJ
cana-4518	59	10	patterns	pattern	NOUN
cana-4518	59	11	through	through	ADP
cana-4518	59	12	which	which	PRON
cana-4518	59	13	ai	ai	VERB
cana-4518	59	14	systems	system	NOUN
cana-4518	59	15	function	function	NOUN
cana-4518	59	16	effectively	effectively	ADV
cana-4518	59	17	.	.	PUNCT
cana-4518	60	1	applied	apply	VERB
cana-4518	60	2	preprocessing	preprocessing	NOUN
cana-4518	60	3	techniques	technique	NOUN
cana-4518	60	4	which	which	PRON
cana-4518	60	5	combine	combine	VERB
cana-4518	60	6	image	image	NOUN
cana-4518	60	7	enhancement	enhancement	NOUN
cana-4518	60	8	with	with	ADP
cana-4518	60	9	noise	noise	NOUN
cana-4518	60	10	reduction	reduction	NOUN
cana-4518	60	11	methods	method	NOUN
cana-4518	60	12	help	help	VERB
cana-4518	60	13	maintain	maintain	VERB
cana-4518	60	14	clear	clear	ADJ
cana-4518	60	15	images	image	NOUN
cana-4518	60	16	that	that	PRON
cana-4518	60	17	will	will	AUX
cana-4518	60	18	optimize	optimize	VERB
cana-4518	60	19	segmentation	segmentation	NOUN
cana-4518	60	20	and	and	CCONJ
cana-4518	60	21	feature	feature	NOUN
cana-4518	60	22	extraction	extraction	NOUN
cana-4518	60	23	.	.	PUNCT
cana-4518	61	1	advanced	advanced	ADJ
cana-4518	61	2	segmentation	segmentation	NOUN
cana-4518	61	3	methods	method	NOUN
cana-4518	61	4	including	include	VERB
cana-4518	61	5	u	u	NOUN
cana-4518	61	6	-	-	NOUN
cana-4518	61	7	net	net	ADJ
cana-4518	61	8	and	and	CCONJ
cana-4518	61	9	mask	mask	NOUN
cana-4518	61	10	r	r	NOUN
cana-4518	61	11	-	-	PUNCT
cana-4518	61	12	cnn	cnn	PROPN
cana-4518	61	13	enable	enable	VERB
cana-4518	61	14	the	the	DET
cana-4518	61	15	separation	separation	NOUN
cana-4518	61	16	of	of	ADP
cana-4518	61	17	cellular	cellular	ADJ
cana-4518	61	18	entities	entity	NOUN
cana-4518	61	19	and	and	CCONJ
cana-4518	61	20	nuclei	nucleus	NOUN
cana-4518	61	21	which	which	PRON
cana-4518	61	22	nucleus	nucleus	NOUN
cana-4518	61	23	segmentation	segmentation	NOUN
cana-4518	61	24	stands	stand	VERB
cana-4518	61	25	as	as	ADP
cana-4518	61	26	essential	essential	ADJ
cana-4518	61	27	for	for	ADP
cana-4518	61	28	detecting	detect	VERB
cana-4518	61	29	particular	particular	ADJ
cana-4518	61	30	morphological	morphological	ADJ
cana-4518	61	31	characteristics	characteristic	NOUN
cana-4518	61	32	linked	link	VERB
cana-4518	61	33	to	to	ADP
cana-4518	61	34	cancer	cancer	NOUN
cana-4518	61	35	development	development	NOUN
cana-4518	61	36	.	.	PUNCT
cana-4518	62	1	systems	system	NOUN
cana-4518	62	2	of	of	ADP
cana-4518	62	3	feature	feature	NOUN
cana-4518	62	4	extraction	extraction	NOUN
cana-4518	62	5	examine	examine	VERB
cana-4518	62	6	morphological	morphological	ADJ
cana-4518	62	7	features	feature	NOUN
cana-4518	62	8	together	together	ADV
cana-4518	62	9	with	with	ADP
cana-4518	62	10	texture	texture	ADJ
cana-4518	62	11	dynamics	dynamic	NOUN
cana-4518	62	12	along	along	ADP
cana-4518	62	13	with	with	ADP
cana-4518	62	14	intensity	intensity	NOUN
cana-4518	62	15	measurements	measurement	NOUN
cana-4518	62	16	that	that	PRON
cana-4518	62	17	communications	communication	NOUN
cana-4518	62	18	on	on	ADP
cana-4518	62	19	applied	apply	VERB
cana-4518	62	20	nonlinear	nonlinear	ADJ
cana-4518	62	21	analysis	analysis	NOUN
cana-4518	62	22	issn	issn	NOUN
cana-4518	62	23	:	:	PUNCT
cana-4518	62	24	1074	1074	NUM
cana-4518	62	25	-	-	PUNCT
cana-4518	62	26	133x	133x	NUM
cana-4518	62	27	vol	vol	NOUN
cana-4518	62	28	32	32	NUM
cana-4518	62	29	no	no	NOUN
cana-4518	62	30	.	.	PUNCT
cana-4518	63	1	9s	9s	NUM
cana-4518	63	2	(	(	PUNCT
cana-4518	63	3	2025	2025	NUM
cana-4518	63	4	)	)	PUNCT
cana-4518	63	5	2327	2327	NUM
cana-4518	64	1	https://internationalpubls.com	https://internationalpubls.com	X
cana-4518	64	2	function	function	NOUN
cana-4518	64	3	as	as	ADP
cana-4518	64	4	biomarkers	biomarker	NOUN
cana-4518	64	5	for	for	ADP
cana-4518	64	6	cell	cell	NOUN
cana-4518	64	7	pathology	pathology	NOUN
cana-4518	64	8	identification	identification	NOUN
cana-4518	64	9	[	[	X
cana-4518	64	10	2	2	NUM
cana-4518	64	11	]	]	PUNCT
cana-4518	64	12	.	.	PUNCT
cana-4518	65	1	the	the	DET
cana-4518	65	2	diagnostic	diagnostic	ADJ
cana-4518	65	3	accuracy	accuracy	NOUN
cana-4518	65	4	of	of	ADP
cana-4518	65	5	traditional	traditional	ADJ
cana-4518	65	6	manual	manual	ADJ
cana-4518	65	7	methods	method	NOUN
cana-4518	65	8	significantly	significantly	ADV
cana-4518	65	9	improves	improve	VERB
cana-4518	65	10	when	when	SCONJ
cana-4518	65	11	cells	cell	NOUN
cana-4518	65	12	are	be	AUX
cana-4518	65	13	grouped	group	VERB
cana-4518	65	14	as	as	ADV
cana-4518	65	15	normal	normal	ADJ
cana-4518	65	16	,	,	PUNCT
cana-4518	65	17	precancerous	precancerous	ADJ
cana-4518	65	18	,	,	PUNCT
cana-4518	65	19	or	or	CCONJ
cana-4518	65	20	cancerous	cancerous	ADJ
cana-4518	65	21	through	through	ADP
cana-4518	65	22	classification	classification	NOUN
cana-4518	65	23	techniques	technique	NOUN
cana-4518	65	24	that	that	PRON
cana-4518	65	25	employ	employ	VERB
cana-4518	65	26	support	support	NOUN
cana-4518	65	27	vector	vector	NOUN
cana-4518	65	28	machines	machine	NOUN
cana-4518	65	29	(	(	PUNCT
cana-4518	65	30	svms	svms	NOUN
cana-4518	65	31	)	)	PUNCT
cana-4518	65	32	along	along	ADP
cana-4518	65	33	with	with	ADP
cana-4518	65	34	convolutional	convolutional	ADJ
cana-4518	65	35	neural	neural	ADJ
cana-4518	65	36	networks	network	NOUN
cana-4518	65	37	(	(	PUNCT
cana-4518	65	38	cnns	cnns	PROPN
cana-4518	65	39	)	)	PUNCT
cana-4518	65	40	and	and	CCONJ
cana-4518	65	41	other	other	ADJ
cana-4518	65	42	machine	machine	NOUN
cana-4518	65	43	learning	learning	NOUN
cana-4518	65	44	and	and	CCONJ
cana-4518	65	45	deep	deep	ADJ
cana-4518	65	46	learning	learning	NOUN
cana-4518	65	47	models	model	NOUN
cana-4518	65	48	[	[	X
cana-4518	65	49	3	3	NUM
cana-4518	65	50	]	]	PUNCT
cana-4518	65	51	.	.	PUNCT
cana-4518	66	1	2.1	2.1	NUM
cana-4518	66	2	commonly	commonly	ADV
cana-4518	66	3	available	available	ADJ
cana-4518	66	4	pap	pap	NOUN
cana-4518	66	5	smear	smear	NOUN
cana-4518	66	6	datasets	dataset	NOUN
cana-4518	66	7	2.1.1	2.1.1	NUM
cana-4518	66	8	.	.	PUNCT
cana-4518	66	9	herlev	herlev	NOUN
cana-4518	66	10	pap	pap	NOUN
cana-4518	66	11	smear	smear	NOUN
cana-4518	66	12	dataset	dataset	NOUN
cana-4518	66	13	herlev	herlev	NOUN
cana-4518	66	14	provides	provide	VERB
cana-4518	66	15	a	a	DET
cana-4518	66	16	widely	widely	ADV
cana-4518	66	17	used	use	VERB
cana-4518	66	18	dataset	dataset	NOUN
cana-4518	66	19	for	for	ADP
cana-4518	66	20	pap	pap	NOUN
cana-4518	66	21	smear	smear	NOUN
cana-4518	66	22	image	image	NOUN
cana-4518	66	23	analysis	analysis	NOUN
cana-4518	66	24	which	which	PRON
cana-4518	66	25	includes	include	VERB
cana-4518	66	26	917	917	NUM
cana-4518	66	27	cervical	cervical	ADJ
cana-4518	66	28	cell	cell	NOUN
cana-4518	66	29	images	image	NOUN
cana-4518	66	30	grouped	group	VERB
cana-4518	66	31	as	as	ADV
cana-4518	66	32	normal	normal	ADJ
cana-4518	66	33	,	,	PUNCT
cana-4518	66	34	mild	mild	ADJ
cana-4518	66	35	dysplasia	dysplasia	NOUN
cana-4518	66	36	,	,	PUNCT
cana-4518	66	37	moderate	moderate	ADJ
cana-4518	66	38	dysplasia	dysplasia	NOUN
cana-4518	66	39	and	and	CCONJ
cana-4518	66	40	severe	severe	ADJ
cana-4518	66	41	dysplasia	dysplasia	NOUN
cana-4518	66	42	types	type	NOUN
cana-4518	66	43	.	.	PUNCT
cana-4518	67	1	the	the	DET
cana-4518	67	2	main	main	ADJ
cana-4518	67	3	purpose	purpose	NOUN
cana-4518	67	4	of	of	ADP
cana-4518	67	5	this	this	DET
cana-4518	67	6	dataset	dataset	NOUN
cana-4518	67	7	lies	lie	VERB
cana-4518	67	8	in	in	ADP
cana-4518	67	9	its	its	PRON
cana-4518	67	10	ability	ability	NOUN
cana-4518	67	11	to	to	PART
cana-4518	67	12	train	train	VERB
cana-4518	67	13	and	and	CCONJ
cana-4518	67	14	test	test	NOUN
cana-4518	67	15	machine	machine	NOUN
cana-4518	67	16	learning	learn	VERB
cana-4518	67	17	algorithms	algorithm	NOUN
cana-4518	67	18	when	when	SCONJ
cana-4518	67	19	classifying	classify	VERB
cana-4518	67	20	cervical	cervical	ADJ
cana-4518	67	21	defects	defect	NOUN
cana-4518	67	22	present	present	ADJ
cana-4518	67	23	in	in	ADP
cana-4518	67	24	pap	pap	NOUN
cana-4518	67	25	smear	smear	NOUN
cana-4518	67	26	slides	slide	NOUN
cana-4518	67	27	.	.	PUNCT
cana-4518	68	1	as	as	ADP
cana-4518	68	2	a	a	DET
cana-4518	68	3	freely	freely	ADV
cana-4518	68	4	accessible	accessible	ADJ
cana-4518	68	5	repository	repository	NOUN
cana-4518	68	6	for	for	ADP
cana-4518	68	7	research	research	NOUN
cana-4518	68	8	use	use	NOUN
cana-4518	68	9	institutions	institution	NOUN
cana-4518	68	10	in	in	ADP
cana-4518	68	11	low	low	ADJ
cana-4518	68	12	-	-	PUNCT
cana-4518	68	13	resource	resource	NOUN
cana-4518	68	14	settings	setting	NOUN
cana-4518	68	15	can	can	AUX
cana-4518	68	16	benefit	benefit	VERB
cana-4518	68	17	from	from	ADP
cana-4518	68	18	its	its	PRON
cana-4518	68	19	economic	economic	ADJ
cana-4518	68	20	accessibility	accessibility	NOUN
cana-4518	68	21	when	when	SCONJ
cana-4518	68	22	developing	develop	VERB
cana-4518	68	23	aiassisted	aiassiste	VERB
cana-4518	68	24	diagnostic	diagnostic	ADJ
cana-4518	68	25	tools	tool	NOUN
cana-4518	68	26	for	for	ADP
cana-4518	68	27	academic	academic	ADJ
cana-4518	68	28	and	and	CCONJ
cana-4518	68	29	non	non	ADJ
cana-4518	68	30	-	-	ADJ
cana-4518	68	31	commercial	commercial	ADJ
cana-4518	68	32	applications	application	NOUN
cana-4518	68	33	.	.	PUNCT
cana-4518	69	1	2.1.2	2.1.2	NUM
cana-4518	69	2	cervical	cervical	ADJ
cana-4518	69	3	smear	smear	NOUN
cana-4518	69	4	dataset	dataset	NOUN
cana-4518	69	5	(	(	PUNCT
cana-4518	69	6	from	from	ADP
cana-4518	69	7	uci	uci	PROPN
cana-4518	69	8	machine	machine	NOUN
cana-4518	69	9	learning	learn	VERB
cana-4518	69	10	repository	repository	NOUN
cana-4518	69	11	researchers	researcher	NOUN
cana-4518	69	12	extract	extract	VERB
cana-4518	69	13	cell	cell	NOUN
cana-4518	69	14	shape	shape	NOUN
cana-4518	69	15	features	feature	NOUN
cana-4518	69	16	from	from	ADP
cana-4518	69	17	pap	pap	NOUN
cana-4518	69	18	smear	smear	NOUN
cana-4518	69	19	images	image	NOUN
cana-4518	69	20	to	to	PART
cana-4518	69	21	establish	establish	VERB
cana-4518	69	22	patterns	pattern	NOUN
cana-4518	69	23	for	for	ADP
cana-4518	69	24	cervical	cervical	ADJ
cana-4518	69	25	cancer	cancer	NOUN
cana-4518	69	26	screening	screen	VERB
cana-4518	69	27	diagnosis	diagnosis	NOUN
cana-4518	69	28	through	through	ADP
cana-4518	69	29	the	the	DET
cana-4518	69	30	uci	uci	PROPN
cana-4518	69	31	dataset	dataset	PROPN
cana-4518	69	32	.	.	PUNCT
cana-4518	70	1	the	the	DET
cana-4518	70	2	dataset	dataset	NOUN
cana-4518	70	3	has	have	VERB
cana-4518	70	4	858	858	NUM
cana-4518	70	5	records	record	NOUN
cana-4518	70	6	with	with	ADP
cana-4518	70	7	twenty	twenty	NUM
cana-4518	70	8	attributes	attribute	NOUN
cana-4518	70	9	which	which	PRON
cana-4518	70	10	reveal	reveal	VERB
cana-4518	70	11	clinical	clinical	ADJ
cana-4518	70	12	background	background	NOUN
cana-4518	70	13	and	and	CCONJ
cana-4518	70	14	cervical	cervical	ADJ
cana-4518	70	15	screening	screening	NOUN
cana-4518	70	16	test	test	NOUN
cana-4518	70	17	outputs	output	NOUN
cana-4518	70	18	making	make	VERB
cana-4518	70	19	it	it	PRON
cana-4518	70	20	appropriate	appropriate	ADJ
cana-4518	70	21	for	for	ADP
cana-4518	70	22	forecasting	forecast	VERB
cana-4518	70	23	abnormalities	abnormality	NOUN
cana-4518	70	24	.	.	PUNCT
cana-4518	71	1	2.1.3	2.1.3	NUM
cana-4518	71	2	cervical	cervical	ADJ
cana-4518	71	3	cancer	cancer	NOUN
cana-4518	71	4	screening	screen	VERB
cana-4518	71	5	dataset	dataset	NOUN
cana-4518	71	6	(	(	PUNCT
cana-4518	71	7	seer	seer	NOUN
cana-4518	71	8	database	database	PROPN
cana-4518	71	9	)	)	PUNCT
cana-4518	71	10	the	the	DET
cana-4518	71	11	national	national	PROPN
cana-4518	71	12	cancer	cancer	PROPN
cana-4518	71	13	institute	institute	PROPN
cana-4518	71	14	(	(	PUNCT
cana-4518	71	15	nci	nci	PROPN
cana-4518	71	16	)	)	PUNCT
cana-4518	71	17	of	of	ADP
cana-4518	71	18	the	the	DET
cana-4518	71	19	united	united	PROPN
cana-4518	71	20	states	states	PROPN
cana-4518	71	21	created	create	VERB
cana-4518	71	22	the	the	DET
cana-4518	71	23	seer	seer	NOUN
cana-4518	71	24	(	(	PUNCT
cana-4518	71	25	surveillance	surveillance	NOUN
cana-4518	71	26	,	,	PUNCT
cana-4518	71	27	epidemiology	epidemiology	NOUN
cana-4518	71	28	,	,	PUNCT
cana-4518	71	29	and	and	CCONJ
cana-4518	71	30	end	end	VERB
cana-4518	71	31	results	result	NOUN
cana-4518	71	32	)	)	PUNCT
cana-4518	71	33	database	database	NOUN
cana-4518	71	34	,	,	PUNCT
cana-4518	71	35	a	a	DET
cana-4518	71	36	clinical	clinical	ADJ
cana-4518	71	37	database	database	NOUN
cana-4518	71	38	for	for	ADP
cana-4518	71	39	cancer	cancer	NOUN
cana-4518	71	40	.	.	PUNCT
cana-4518	72	1	important	important	ADJ
cana-4518	72	2	data	datum	NOUN
cana-4518	72	3	including	include	VERB
cana-4518	72	4	the	the	DET
cana-4518	72	5	risk	risk	NOUN
cana-4518	72	6	of	of	ADP
cana-4518	72	7	cancer	cancer	NOUN
cana-4518	72	8	,	,	PUNCT
cana-4518	72	9	mortality	mortality	NOUN
cana-4518	72	10	rate	rate	NOUN
cana-4518	72	11	,	,	PUNCT
cana-4518	72	12	quality	quality	NOUN
cana-4518	72	13	of	of	ADP
cana-4518	72	14	life	life	NOUN
cana-4518	72	15	,	,	PUNCT
cana-4518	72	16	risk	risk	NOUN
cana-4518	72	17	factors	factor	NOUN
cana-4518	72	18	,	,	PUNCT
cana-4518	72	19	and	and	CCONJ
cana-4518	72	20	preventative	preventative	ADJ
cana-4518	72	21	actions	action	NOUN
cana-4518	72	22	are	be	AUX
cana-4518	72	23	stored	store	VERB
cana-4518	72	24	there	there	ADV
cana-4518	72	25	.	.	PUNCT
cana-4518	73	1	this	this	DET
cana-4518	73	2	information	information	NOUN
cana-4518	73	3	is	be	AUX
cana-4518	73	4	being	be	AUX
cana-4518	73	5	used	use	VERB
cana-4518	73	6	by	by	ADP
cana-4518	73	7	physicians	physician	NOUN
cana-4518	73	8	,	,	PUNCT
cana-4518	73	9	researchers	researcher	NOUN
cana-4518	73	10	,	,	PUNCT
cana-4518	73	11	and	and	CCONJ
cana-4518	73	12	governments	government	NOUN
cana-4518	73	13	to	to	PART
cana-4518	73	14	enhance	enhance	VERB
cana-4518	73	15	cancer	cancer	NOUN
cana-4518	73	16	treatment	treatment	NOUN
cana-4518	73	17	choices	choice	NOUN
cana-4518	73	18	and	and	CCONJ
cana-4518	73	19	prevalence	prevalence	NOUN
cana-4518	73	20	.	.	PUNCT
cana-4518	74	1	through	through	ADP
cana-4518	74	2	the	the	DET
cana-4518	74	3	seer	seer	NOUN
cana-4518	74	4	database	database	NOUN
cana-4518	74	5	,	,	PUNCT
cana-4518	74	6	new	new	ADJ
cana-4518	74	7	cancer	cancer	NOUN
cana-4518	74	8	research	research	NOUN
cana-4518	74	9	will	will	AUX
cana-4518	74	10	be	be	AUX
cana-4518	74	11	conducted	conduct	VERB
cana-4518	74	12	and	and	CCONJ
cana-4518	74	13	public	public	ADJ
cana-4518	74	14	awareness	awareness	NOUN
cana-4518	74	15	will	will	AUX
cana-4518	74	16	be	be	AUX
cana-4518	74	17	increased	increase	VERB
cana-4518	74	18	.	.	PUNCT
cana-4518	75	1	2.1.4	2.1.4	NUM
cana-4518	75	2	kaggle	kaggle	PROPN
cana-4518	75	3	’s	’s	PART
cana-4518	75	4	"	"	PUNCT
cana-4518	75	5	cervical	cervical	ADJ
cana-4518	75	6	cancer	cancer	NOUN
cana-4518	75	7	dataset	dataset	NOUN
cana-4518	75	8	"	"	PUNCT
cana-4518	75	9	one	one	NUM
cana-4518	75	10	medical	medical	ADJ
cana-4518	75	11	resource	resource	NOUN
cana-4518	75	12	that	that	PRON
cana-4518	75	13	aids	aid	VERB
cana-4518	75	14	in	in	ADP
cana-4518	75	15	analysing	analyse	VERB
cana-4518	75	16	the	the	DET
cana-4518	75	17	causes	cause	NOUN
cana-4518	75	18	of	of	ADP
cana-4518	75	19	ovarian	ovarian	ADJ
cana-4518	75	20	cancer	cancer	NOUN
cana-4518	75	21	is	be	AUX
cana-4518	75	22	the	the	DET
cana-4518	75	23	cervical	cervical	ADJ
cana-4518	75	24	cancer	cancer	NOUN
cana-4518	75	25	(	(	PUNCT
cana-4518	75	26	risk	risk	NOUN
cana-4518	75	27	factors	factor	NOUN
cana-4518	75	28	)	)	PUNCT
cana-4518	75	29	dataset	dataset	NOUN
cana-4518	75	30	,	,	PUNCT
cana-4518	75	31	which	which	PRON
cana-4518	75	32	is	be	AUX
cana-4518	75	33	accessible	accessible	ADJ
cana-4518	75	34	on	on	ADP
cana-4518	75	35	kaggle	kaggle	NOUN
cana-4518	75	36	.	.	PUNCT
cana-4518	76	1	this	this	PRON
cana-4518	76	2	contains	contain	VERB
cana-4518	76	3	information	information	NOUN
cana-4518	76	4	about	about	ADP
cana-4518	76	5	smoking	smoking	NOUN
cana-4518	76	6	,	,	PUNCT
cana-4518	76	7	age	age	NOUN
cana-4518	76	8	,	,	PUNCT
cana-4518	76	9	sexual	sexual	ADJ
cana-4518	76	10	preferences	preference	NOUN
cana-4518	76	11	,	,	PUNCT
cana-4518	76	12	hpv	hpv	X
cana-4518	76	13	(	(	PUNCT
cana-4518	76	14	human	human	ADJ
cana-4518	76	15	papillomavirus	papillomavirus	NOUN
cana-4518	76	16	)	)	PUNCT
cana-4518	76	17	infection	infection	NOUN
cana-4518	76	18	,	,	PUNCT
cana-4518	76	19	and	and	CCONJ
cana-4518	76	20	other	other	ADJ
cana-4518	76	21	health	health	NOUN
cana-4518	76	22	conditions	condition	NOUN
cana-4518	76	23	.	.	PUNCT
cana-4518	77	1	this	this	DET
cana-4518	77	2	database	database	NOUN
cana-4518	77	3	is	be	AUX
cana-4518	77	4	being	be	AUX
cana-4518	77	5	used	use	VERB
cana-4518	77	6	by	by	ADP
cana-4518	77	7	researchers	researcher	NOUN
cana-4518	77	8	and	and	CCONJ
cana-4518	77	9	specialists	specialist	NOUN
cana-4518	77	10	in	in	ADP
cana-4518	77	11	computer	computer	NOUN
cana-4518	77	12	displays	display	NOUN
cana-4518	77	13	to	to	PART
cana-4518	77	14	train	train	VERB
cana-4518	77	15	machine	machine	NOUN
cana-4518	77	16	learning	learn	VERB
cana-4518	77	17	algorithms	algorithm	NOUN
cana-4518	77	18	to	to	PART
cana-4518	77	19	forecast	forecast	VERB
cana-4518	77	20	the	the	DET
cana-4518	77	21	risk	risk	NOUN
cana-4518	77	22	of	of	ADP
cana-4518	77	23	ovarian	ovarian	ADJ
cana-4518	77	24	cancer	cancer	NOUN
cana-4518	77	25	.	.	PUNCT
cana-4518	78	1	this	this	DET
cana-4518	78	2	aids	aids	PROPN
cana-4518	78	3	medical	medical	ADJ
cana-4518	78	4	professionals	professional	NOUN
cana-4518	78	5	in	in	ADP
cana-4518	78	6	making	make	VERB
cana-4518	78	7	early	early	ADJ
cana-4518	78	8	diagnoses	diagnosis	NOUN
cana-4518	78	9	and	and	CCONJ
cana-4518	78	10	offering	offer	VERB
cana-4518	78	11	short	short	ADJ
cana-4518	78	12	-	-	PUNCT
cana-4518	78	13	term	term	NOUN
cana-4518	78	14	fixes	fix	NOUN
cana-4518	78	15	.	.	PUNCT
cana-4518	79	1	2.2	2.2	NUM
cana-4518	79	2	herlev	herlev	NOUN
cana-4518	79	3	dataset	dataset	NOUN
cana-4518	79	4	:	:	PUNCT
cana-4518	79	5	affordable	affordable	ADJ
cana-4518	79	6	cervical	cervical	ADJ
cana-4518	79	7	cancer	cancer	NOUN
cana-4518	79	8	screening	screen	VERB
cana-4518	79	9	for	for	ADP
cana-4518	79	10	all	all	DET
cana-4518	79	11	cervical	cervical	ADJ
cana-4518	79	12	cancer	cancer	NOUN
cana-4518	79	13	may	may	AUX
cana-4518	79	14	be	be	AUX
cana-4518	79	15	detected	detect	VERB
cana-4518	79	16	using	use	VERB
cana-4518	79	17	the	the	DET
cana-4518	79	18	herlev	herlev	NOUN
cana-4518	79	19	dataset	dataset	NOUN
cana-4518	79	20	,	,	PUNCT
cana-4518	79	21	a	a	DET
cana-4518	79	22	medical	medical	ADJ
cana-4518	79	23	database	database	NOUN
cana-4518	79	24	.	.	PUNCT
cana-4518	80	1	herlev	herlev	NOUN
cana-4518	80	2	hospital	hospital	NOUN
cana-4518	80	3	in	in	ADP
cana-4518	80	4	denmark	denmark	NOUN
cana-4518	80	5	gave	give	VERB
cana-4518	80	6	the	the	DET
cana-4518	80	7	microscopic	microscopic	ADJ
cana-4518	80	8	photos	photo	NOUN
cana-4518	80	9	of	of	ADP
cana-4518	80	10	papanicolaou	papanicolaou	NOUN
cana-4518	80	11	(	(	PUNCT
cana-4518	80	12	pap	pap	NOUN
cana-4518	80	13	)	)	PUNCT
cana-4518	80	14	smear	smear	NOUN
cana-4518	80	15	cells	cell	NOUN
cana-4518	80	16	.	.	PUNCT
cana-4518	81	1	this	this	DET
cana-4518	81	2	data	data	NOUN
cana-4518	81	3	is	be	AUX
cana-4518	81	4	used	use	VERB
cana-4518	81	5	by	by	ADP
cana-4518	81	6	clinicians	clinician	NOUN
cana-4518	81	7	and	and	CCONJ
cana-4518	81	8	machine	machine	NOUN
cana-4518	81	9	learning	learn	VERB
cana-4518	81	10	researchers	researcher	NOUN
cana-4518	81	11	to	to	PART
cana-4518	81	12	develop	develop	VERB
cana-4518	81	13	extensive	extensive	ADJ
cana-4518	81	14	diagnostic	diagnostic	ADJ
cana-4518	81	15	models	model	NOUN
cana-4518	81	16	and	and	CCONJ
cana-4518	81	17	information	information	NOUN
cana-4518	81	18	analysis	analysis	NOUN
cana-4518	81	19	,	,	PUNCT
cana-4518	81	20	which	which	PRON
cana-4518	81	21	aids	aid	VERB
cana-4518	81	22	in	in	ADP
cana-4518	81	23	the	the	DET
cana-4518	81	24	creation	creation	NOUN
cana-4518	81	25	of	of	ADP
cana-4518	81	26	affordable	affordable	ADJ
cana-4518	81	27	diagnoses	diagnosis	NOUN
cana-4518	81	28	.	.	PUNCT
cana-4518	82	1	clinical	clinical	ADJ
cana-4518	82	2	research	research	NOUN
cana-4518	82	3	aiming	aim	VERB
cana-4518	82	4	at	at	ADP
cana-4518	82	5	guaranteeing	guarantee	VERB
cana-4518	82	6	that	that	SCONJ
cana-4518	82	7	women	woman	NOUN
cana-4518	82	8	can	can	AUX
cana-4518	82	9	get	get	AUX
cana-4518	82	10	checked	check	VERB
cana-4518	82	11	on	on	ADP
cana-4518	82	12	time	time	NOUN
cana-4518	82	13	,	,	PUNCT
cana-4518	82	14	especially	especially	ADV
cana-4518	82	15	in	in	ADP
cana-4518	82	16	low	low	ADJ
cana-4518	82	17	-	-	PUNCT
cana-4518	82	18	income	income	NOUN
cana-4518	82	19	countries	country	NOUN
cana-4518	82	20	,	,	PUNCT
cana-4518	82	21	benefits	benefit	VERB
cana-4518	82	22	greatly	greatly	ADV
cana-4518	82	23	from	from	ADP
cana-4518	82	24	this	this	DET
cana-4518	82	25	database	database	NOUN
cana-4518	82	26	.	.	PUNCT
cana-4518	83	1	communications	communication	NOUN
cana-4518	83	2	on	on	ADP
cana-4518	83	3	applied	apply	VERB
cana-4518	83	4	nonlinear	nonlinear	ADJ
cana-4518	83	5	analysis	analysis	NOUN
cana-4518	83	6	issn	issn	NOUN
cana-4518	83	7	:	:	PUNCT
cana-4518	83	8	1074	1074	NUM
cana-4518	83	9	-	-	PUNCT
cana-4518	83	10	133x	133x	NUM
cana-4518	83	11	vol	vol	NOUN
cana-4518	83	12	32	32	NUM
cana-4518	83	13	no	no	NOUN
cana-4518	83	14	.	.	PUNCT
cana-4518	84	1	9s	9s	NUM
cana-4518	84	2	(	(	PUNCT
cana-4518	84	3	2025	2025	NUM
cana-4518	84	4	)	)	PUNCT
cana-4518	84	5	2328	2328	NUM
cana-4518	84	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-4518	84	7	2.2.1	2.2.1	NUM
cana-4518	84	8	herlev	herlev	NOUN
cana-4518	84	9	dataset	dataset	NOUN
cana-4518	84	10	:	:	PUNCT
cana-4518	84	11	a	a	DET
cana-4518	84	12	solution	solution	NOUN
cana-4518	84	13	for	for	ADP
cana-4518	84	14	low	low	ADJ
cana-4518	84	15	-	-	PUNCT
cana-4518	84	16	income	income	NOUN
cana-4518	84	17	communities	community	NOUN
cana-4518	84	18	the	the	DET
cana-4518	84	19	herlev	herlev	NOUN
cana-4518	84	20	dataset	dataset	NOUN
cana-4518	84	21	is	be	AUX
cana-4518	84	22	a	a	DET
cana-4518	84	23	low	low	ADJ
cana-4518	84	24	-	-	PUNCT
cana-4518	84	25	cost	cost	NOUN
cana-4518	84	26	medical	medical	ADJ
cana-4518	84	27	database	database	NOUN
cana-4518	84	28	that	that	PRON
cana-4518	84	29	facilitates	facilitate	VERB
cana-4518	84	30	the	the	DET
cana-4518	84	31	easy	easy	ADJ
cana-4518	84	32	detection	detection	NOUN
cana-4518	84	33	of	of	ADP
cana-4518	84	34	cervical	cervical	ADJ
cana-4518	84	35	cancer	cancer	NOUN
cana-4518	84	36	.	.	PUNCT
cana-4518	85	1	it	it	PRON
cana-4518	85	2	aids	aid	VERB
cana-4518	85	3	in	in	ADP
cana-4518	85	4	the	the	DET
cana-4518	85	5	separation	separation	NOUN
cana-4518	85	6	of	of	ADP
cana-4518	85	7	cancerous	cancerous	ADJ
cana-4518	85	8	and	and	CCONJ
cana-4518	85	9	healthy	healthy	ADJ
cana-4518	85	10	cells	cell	NOUN
cana-4518	85	11	and	and	CCONJ
cana-4518	85	12	includes	include	VERB
cana-4518	85	13	delicate	delicate	ADJ
cana-4518	85	14	pictures	picture	NOUN
cana-4518	85	15	of	of	ADP
cana-4518	85	16	pap	pap	NOUN
cana-4518	85	17	smear	smear	NOUN
cana-4518	85	18	cells	cell	NOUN
cana-4518	85	19	from	from	ADP
cana-4518	85	20	herlev	herlev	NOUN
cana-4518	85	21	hospital	hospital	NOUN
cana-4518	85	22	in	in	ADP
cana-4518	85	23	denmark	denmark	NOUN
cana-4518	85	24	.	.	PUNCT
cana-4518	86	1	given	give	VERB
cana-4518	86	2	the	the	DET
cana-4518	86	3	lack	lack	NOUN
cana-4518	86	4	of	of	ADP
cana-4518	86	5	testing	testing	NOUN
cana-4518	86	6	facilities	facility	NOUN
cana-4518	86	7	and	and	CCONJ
cana-4518	86	8	medical	medical	ADJ
cana-4518	86	9	resources	resource	NOUN
cana-4518	86	10	in	in	ADP
cana-4518	86	11	lowincome	lowincome	NOUN
cana-4518	86	12	nations	nation	NOUN
cana-4518	86	13	,	,	PUNCT
cana-4518	86	14	this	this	DET
cana-4518	86	15	database	database	NOUN
cana-4518	86	16	uses	use	VERB
cana-4518	86	17	ai	ai	VERB
cana-4518	86	18	and	and	CCONJ
cana-4518	86	19	machine	machine	NOUN
cana-4518	86	20	learning	learn	VERB
cana-4518	86	21	technology	technology	NOUN
cana-4518	86	22	to	to	PART
cana-4518	86	23	provide	provide	VERB
cana-4518	86	24	accurate	accurate	ADJ
cana-4518	86	25	diagnoses	diagnosis	NOUN
cana-4518	86	26	more	more	ADV
cana-4518	86	27	quickly	quickly	ADV
cana-4518	86	28	and	and	CCONJ
cana-4518	86	29	affordably	affordably	ADV
cana-4518	86	30	.	.	PUNCT
cana-4518	87	1	this	this	PRON
cana-4518	87	2	will	will	AUX
cana-4518	87	3	make	make	VERB
cana-4518	87	4	it	it	PRON
cana-4518	87	5	possible	possible	ADJ
cana-4518	87	6	for	for	SCONJ
cana-4518	87	7	all	all	DET
cana-4518	87	8	women	woman	NOUN
cana-4518	87	9	to	to	PART
cana-4518	87	10	undergo	undergo	VERB
cana-4518	87	11	routine	routine	ADJ
cana-4518	87	12	screening	screening	NOUN
cana-4518	87	13	for	for	ADP
cana-4518	87	14	cancer	cancer	NOUN
cana-4518	87	15	in	in	ADP
cana-4518	87	16	order	order	NOUN
cana-4518	87	17	to	to	PART
cana-4518	87	18	detect	detect	VERB
cana-4518	87	19	it	it	PRON
cana-4518	87	20	early	early	ADV
cana-4518	87	21	and	and	CCONJ
cana-4518	87	22	take	take	VERB
cana-4518	87	23	preventative	preventative	ADJ
cana-4518	87	24	action	action	NOUN
cana-4518	87	25	.	.	PUNCT
cana-4518	88	1	2.3	2.3	NUM
cana-4518	88	2	advancements	advancement	NOUN
cana-4518	88	3	in	in	ADP
cana-4518	88	4	cervical	cervical	ADJ
cana-4518	88	5	cancer	cancer	NOUN
cana-4518	88	6	diagnosis	diagnosis	NOUN
cana-4518	88	7	using	use	VERB
cana-4518	88	8	machine	machine	NOUN
cana-4518	88	9	and	and	CCONJ
cana-4518	88	10	deep	deep	ADJ
cana-4518	88	11	learning	learn	VERB
cana-4518	88	12	cervical	cervical	ADJ
cana-4518	88	13	cancer	cancer	NOUN
cana-4518	88	14	diagnosis	diagnosis	NOUN
cana-4518	88	15	has	have	AUX
cana-4518	88	16	greatly	greatly	ADV
cana-4518	88	17	advanced	advanced	ADJ
cana-4518	88	18	thanks	thank	NOUN
cana-4518	88	19	to	to	ADP
cana-4518	88	20	machine	machine	NOUN
cana-4518	88	21	learning	learning	NOUN
cana-4518	88	22	(	(	PUNCT
cana-4518	88	23	ml	ml	NOUN
cana-4518	88	24	)	)	PUNCT
cana-4518	88	25	and	and	CCONJ
cana-4518	88	26	deep	deep	ADJ
cana-4518	88	27	learning	learning	NOUN
cana-4518	88	28	(	(	PUNCT
cana-4518	88	29	dl	dl	NOUN
cana-4518	88	30	)	)	PUNCT
cana-4518	88	31	technology	technology	NOUN
cana-4518	88	32	.	.	PUNCT
cana-4518	89	1	ai	ai	VERB
cana-4518	89	2	-	-	PUNCT
cana-4518	89	3	based	base	VERB
cana-4518	89	4	models	model	NOUN
cana-4518	89	5	carry	carry	VERB
cana-4518	89	6	out	out	ADP
cana-4518	89	7	tasks	task	NOUN
cana-4518	89	8	including	include	VERB
cana-4518	89	9	picture	picture	NOUN
cana-4518	89	10	categorization	categorization	NOUN
cana-4518	89	11	,	,	PUNCT
cana-4518	89	12	cell	cell	NOUN
cana-4518	89	13	innocence	innocence	ADJ
cana-4518	89	14	analysis	analysis	NOUN
cana-4518	89	15	,	,	PUNCT
cana-4518	89	16	and	and	CCONJ
cana-4518	89	17	quicker	quick	ADJ
cana-4518	89	18	,	,	PUNCT
cana-4518	89	19	more	more	ADV
cana-4518	89	20	accurate	accurate	ADJ
cana-4518	89	21	diagnosis	diagnosis	NOUN
cana-4518	89	22	in	in	ADP
cana-4518	89	23	place	place	NOUN
cana-4518	89	24	of	of	ADP
cana-4518	89	25	conventional	conventional	ADJ
cana-4518	89	26	pap	pap	NOUN
cana-4518	89	27	smear	smear	NOUN
cana-4518	89	28	and	and	CCONJ
cana-4518	89	29	hpv	hpv	NOUN
cana-4518	89	30	testing	testing	NOUN
cana-4518	89	31	procedures	procedure	NOUN
cana-4518	89	32	.	.	PUNCT
cana-4518	90	1	doctors	doctor	NOUN
cana-4518	90	2	can	can	AUX
cana-4518	90	3	identify	identify	VERB
cana-4518	90	4	ovarian	ovarian	ADJ
cana-4518	90	5	cancer	cancer	NOUN
cana-4518	90	6	more	more	ADV
cana-4518	90	7	quickly	quickly	ADV
cana-4518	90	8	,	,	PUNCT
cana-4518	90	9	more	more	ADV
cana-4518	90	10	accurately	accurately	ADV
cana-4518	90	11	,	,	PUNCT
cana-4518	90	12	and	and	CCONJ
cana-4518	90	13	at	at	ADP
cana-4518	90	14	a	a	DET
cana-4518	90	15	reduced	reduced	ADJ
cana-4518	90	16	cost	cost	NOUN
cana-4518	90	17	thanks	thank	NOUN
cana-4518	90	18	to	to	ADP
cana-4518	90	19	advanced	advanced	ADJ
cana-4518	90	20	handling	handling	NOUN
cana-4518	90	21	technologies	technology	NOUN
cana-4518	90	22	like	like	ADP
cana-4518	90	23	convolutional	convolutional	ADJ
cana-4518	90	24	neural	neural	ADJ
cana-4518	90	25	networks	network	NOUN
cana-4518	90	26	(	(	PUNCT
cana-4518	90	27	cnn	cnn	PROPN
cana-4518	90	28	)	)	PUNCT
cana-4518	90	29	,	,	PUNCT
cana-4518	90	30	support	support	VERB
cana-4518	90	31	vector	vector	NOUN
cana-4518	90	32	machines	machine	NOUN
cana-4518	90	33	(	(	PUNCT
cana-4518	90	34	svm	svm	PROPN
cana-4518	90	35	)	)	PUNCT
cana-4518	90	36	,	,	PUNCT
cana-4518	90	37	and	and	CCONJ
cana-4518	90	38	decision	decision	NOUN
cana-4518	90	39	trees	tree	NOUN
cana-4518	90	40	.	.	PUNCT
cana-4518	91	1	in	in	ADP
cana-4518	91	2	low	low	ADJ
cana-4518	91	3	-	-	PUNCT
cana-4518	91	4	resource	resource	NOUN
cana-4518	91	5	hospitals	hospital	NOUN
cana-4518	91	6	,	,	PUNCT
cana-4518	91	7	this	this	PRON
cana-4518	91	8	has	have	AUX
cana-4518	91	9	led	lead	VERB
cana-4518	91	10	to	to	ADP
cana-4518	91	11	early	early	ADJ
cana-4518	91	12	cancer	cancer	NOUN
cana-4518	91	13	detection	detection	NOUN
cana-4518	91	14	and	and	CCONJ
cana-4518	91	15	a	a	DET
cana-4518	91	16	means	means	NOUN
cana-4518	91	17	of	of	ADP
cana-4518	91	18	saving	save	VERB
cana-4518	91	19	the	the	DET
cana-4518	91	20	lives	life	NOUN
cana-4518	91	21	of	of	ADP
cana-4518	91	22	women	woman	NOUN
cana-4518	91	23	.	.	PUNCT
cana-4518	92	1	deep	deep	ADJ
cana-4518	92	2	learning	learning	NOUN
cana-4518	92	3	approaches	approach	NOUN
cana-4518	92	4	enhance	enhance	VERB
cana-4518	92	5	cervical	cervical	ADJ
cana-4518	92	6	cancer	cancer	NOUN
cana-4518	92	7	examination	examination	NOUN
cana-4518	92	8	through	through	ADP
cana-4518	92	9	automated	automate	VERB
cana-4518	92	10	recognition	recognition	NOUN
cana-4518	92	11	of	of	ADP
cana-4518	92	12	both	both	DET
cana-4518	92	13	pre	pre	ADJ
cana-4518	92	14	-	-	ADJ
cana-4518	92	15	cancerous	cancerous	ADJ
cana-4518	92	16	and	and	CCONJ
cana-4518	92	17	cancerous	cancerous	ADJ
cana-4518	92	18	cellular	cellular	ADJ
cana-4518	92	19	abnormalities	abnormality	NOUN
cana-4518	92	20	within	within	ADP
cana-4518	92	21	tissue	tissue	NOUN
cana-4518	92	22	studies	study	NOUN
cana-4518	92	23	.	.	PUNCT
cana-4518	93	1	deep	deep	ADJ
cana-4518	93	2	learning	learn	VERB
cana-4518	93	3	through	through	ADP
cana-4518	93	4	convolutional	convolutional	ADJ
cana-4518	93	5	neural	neural	ADJ
cana-4518	93	6	networks	network	NOUN
cana-4518	93	7	(	(	PUNCT
cana-4518	93	8	cnns	cnns	PROPN
cana-4518	93	9	)	)	PUNCT
cana-4518	93	10	achieved	achieve	VERB
cana-4518	93	11	prominence	prominence	NOUN
cana-4518	93	12	over	over	ADP
cana-4518	93	13	recent	recent	ADJ
cana-4518	93	14	years	year	NOUN
cana-4518	93	15	because	because	SCONJ
cana-4518	93	16	the	the	DET
cana-4518	93	17	systems	system	NOUN
cana-4518	93	18	can	can	AUX
cana-4518	93	19	extract	extract	VERB
cana-4518	93	20	image	image	NOUN
cana-4518	93	21	-	-	PUNCT
cana-4518	93	22	based	base	VERB
cana-4518	93	23	features	feature	NOUN
cana-4518	93	24	autonomously	autonomously	ADV
cana-4518	93	25	from	from	ADP
cana-4518	93	26	unprocessed	unprocesse	VERB
cana-4518	93	27	images	image	NOUN
cana-4518	93	28	.	.	PUNCT
cana-4518	94	1	convolutional	convolutional	ADJ
cana-4518	94	2	neural	neural	ADJ
cana-4518	94	3	networks	network	NOUN
cana-4518	94	4	process	process	NOUN
cana-4518	94	5	visual	visual	ADJ
cana-4518	94	6	data	datum	NOUN
cana-4518	94	7	to	to	PART
cana-4518	94	8	produce	produce	VERB
cana-4518	94	9	highly	highly	ADV
cana-4518	94	10	effective	effective	ADJ
cana-4518	94	11	diagnostic	diagnostic	ADJ
cana-4518	94	12	tools	tool	NOUN
cana-4518	94	13	primarily	primarily	ADV
cana-4518	94	14	used	use	VERB
cana-4518	94	15	in	in	ADP
cana-4518	94	16	image	image	NOUN
cana-4518	94	17	-	-	PUNCT
cana-4518	94	18	based	base	VERB
cana-4518	94	19	diagnostics	diagnostic	NOUN
cana-4518	94	20	including	include	VERB
cana-4518	94	21	pap	pap	NOUN
cana-4518	94	22	smear	smear	NOUN
cana-4518	94	23	testing	testing	NOUN
cana-4518	94	24	as	as	ADV
cana-4518	94	25	well	well	ADV
cana-4518	94	26	as	as	ADP
cana-4518	94	27	histopathology	histopathology	NOUN
cana-4518	94	28	image	image	NOUN
cana-4518	94	29	assessment	assessment	NOUN
cana-4518	94	30	.	.	PUNCT
cana-4518	95	1	pixel	pixel	ADJ
cana-4518	95	2	-	-	PUNCT
cana-4518	95	3	level	level	NOUN
cana-4518	95	4	network	network	NOUN
cana-4518	95	5	analysis	analysis	NOUN
cana-4518	95	6	combined	combine	VERB
cana-4518	95	7	with	with	ADP
cana-4518	95	8	detection	detection	NOUN
cana-4518	95	9	capabilities	capability	NOUN
cana-4518	95	10	allows	allow	VERB
cana-4518	95	11	these	these	DET
cana-4518	95	12	systems	system	NOUN
cana-4518	95	13	to	to	PART
cana-4518	95	14	find	find	VERB
cana-4518	95	15	cell	cell	NOUN
cana-4518	95	16	structure	structure	NOUN
cana-4518	95	17	changes	change	NOUN
cana-4518	95	18	which	which	PRON
cana-4518	95	19	standard	standard	ADJ
cana-4518	95	20	human	human	ADJ
cana-4518	95	21	examination	examination	NOUN
cana-4518	95	22	can	can	AUX
cana-4518	95	23	not	not	PART
cana-4518	95	24	identify	identify	VERB
cana-4518	95	25	.	.	PUNCT
cana-4518	96	1	the	the	DET
cana-4518	96	2	large	large	ADJ
cana-4518	96	3	volume	volume	NOUN
cana-4518	96	4	of	of	ADP
cana-4518	96	5	annotated	annotate	VERB
cana-4518	96	6	medical	medical	ADJ
cana-4518	96	7	data	datum	NOUN
cana-4518	96	8	enables	enable	VERB
cana-4518	96	9	these	these	DET
cana-4518	96	10	models	model	NOUN
cana-4518	96	11	to	to	PART
cana-4518	96	12	establish	establish	VERB
cana-4518	96	13	generalized	generalized	ADJ
cana-4518	96	14	patterns	pattern	NOUN
cana-4518	96	15	that	that	PRON
cana-4518	96	16	deliver	deliver	VERB
cana-4518	96	17	highly	highly	ADV
cana-4518	96	18	precise	precise	ADJ
cana-4518	96	19	results	result	NOUN
cana-4518	96	20	thereby	thereby	ADV
cana-4518	96	21	opening	open	VERB
cana-4518	96	22	possibilities	possibility	NOUN
cana-4518	96	23	for	for	ADP
cana-4518	96	24	modern	modern	ADJ
cana-4518	96	25	diagnostic	diagnostic	ADJ
cana-4518	96	26	techniques	technique	NOUN
cana-4518	96	27	to	to	PART
cana-4518	96	28	replace	replace	VERB
cana-4518	96	29	traditional	traditional	ADJ
cana-4518	96	30	approaches	approach	NOUN
cana-4518	96	31	.	.	PUNCT
cana-4518	97	1	ensemble	ensemble	ADJ
cana-4518	97	2	learning	learning	NOUN
cana-4518	97	3	techniques	technique	NOUN
cana-4518	97	4	have	have	AUX
cana-4518	97	5	recently	recently	ADV
cana-4518	97	6	seen	see	VERB
cana-4518	97	7	innovation	innovation	NOUN
cana-4518	97	8	to	to	PART
cana-4518	97	9	boost	boost	VERB
cana-4518	97	10	diagnostic	diagnostic	ADJ
cana-4518	97	11	accuracy	accuracy	NOUN
cana-4518	97	12	by	by	ADP
cana-4518	97	13	uniting	unite	VERB
cana-4518	97	14	multiple	multiple	ADJ
cana-4518	97	15	models	model	NOUN
cana-4518	97	16	into	into	ADP
cana-4518	97	17	robust	robust	ADJ
cana-4518	97	18	systems	system	NOUN
cana-4518	97	19	.	.	PUNCT
cana-4518	98	1	additionally	additionally	ADV
cana-4518	98	2	,	,	PUNCT
cana-4518	98	3	there	there	PRON
cana-4518	98	4	have	have	AUX
cana-4518	98	5	been	be	AUX
cana-4518	98	6	innovations	innovation	NOUN
cana-4518	98	7	in	in	ADP
cana-4518	98	8	combining	combine	VERB
cana-4518	98	9	ensemble	ensemble	ADJ
cana-4518	98	10	learning	learning	NOUN
cana-4518	98	11	techniques	technique	NOUN
cana-4518	98	12	,	,	PUNCT
cana-4518	98	13	which	which	PRON
cana-4518	98	14	combine	combine	VERB
cana-4518	98	15	multiple	multiple	ADJ
cana-4518	98	16	models	model	NOUN
cana-4518	98	17	to	to	PART
cana-4518	98	18	increase	increase	VERB
cana-4518	98	19	diagnostic	diagnostic	ADJ
cana-4518	98	20	robustness	robustness	NOUN
cana-4518	98	21	and	and	CCONJ
cana-4518	98	22	accuracy	accuracy	NOUN
cana-4518	98	23	.	.	PUNCT
cana-4518	99	1	furthermore	furthermore	ADV
cana-4518	99	2	,	,	PUNCT
cana-4518	99	3	transfer	transfer	NOUN
cana-4518	99	4	learning	learning	NOUN
cana-4518	99	5	,	,	PUNCT
cana-4518	99	6	where	where	SCONJ
cana-4518	99	7	pre	pre	ADJ
cana-4518	99	8	-	-	ADJ
cana-4518	99	9	trained	train	VERB
cana-4518	99	10	models	model	NOUN
cana-4518	99	11	are	be	AUX
cana-4518	99	12	fine	fine	ADV
cana-4518	99	13	-	-	PUNCT
cana-4518	99	14	tuned	tune	VERB
cana-4518	99	15	with	with	ADP
cana-4518	99	16	specific	specific	ADJ
cana-4518	99	17	datasets	dataset	NOUN
cana-4518	99	18	,	,	PUNCT
cana-4518	99	19	has	have	AUX
cana-4518	99	20	helped	help	VERB
cana-4518	99	21	reduce	reduce	VERB
cana-4518	99	22	the	the	DET
cana-4518	99	23	need	need	NOUN
cana-4518	99	24	for	for	ADP
cana-4518	99	25	vast	vast	ADJ
cana-4518	99	26	amounts	amount	NOUN
cana-4518	99	27	of	of	ADP
cana-4518	99	28	labelled	label	VERB
cana-4518	99	29	data	datum	NOUN
cana-4518	99	30	and	and	CCONJ
cana-4518	99	31	accelerated	accelerate	VERB
cana-4518	99	32	the	the	DET
cana-4518	99	33	development	development	NOUN
cana-4518	99	34	of	of	ADP
cana-4518	99	35	diagnostic	diagnostic	ADJ
cana-4518	99	36	tools	tool	NOUN
cana-4518	99	37	.	.	PUNCT
cana-4518	100	1	results	result	NOUN
cana-4518	100	2	although	although	SCONJ
cana-4518	100	3	there	there	PRON
cana-4518	100	4	are	be	VERB
cana-4518	100	5	many	many	ADJ
cana-4518	100	6	results	result	NOUN
cana-4518	100	7	in	in	ADP
cana-4518	100	8	this	this	DET
cana-4518	100	9	review	review	NOUN
cana-4518	100	10	with	with	ADP
cana-4518	100	11	respect	respect	NOUN
cana-4518	100	12	to	to	ADP
cana-4518	100	13	herlev	herlev	NOUN
cana-4518	100	14	pap	pap	NOUN
cana-4518	100	15	smear	smear	NOUN
cana-4518	100	16	dataset	dataset	VERB
cana-4518	100	17	.	.	PUNCT
cana-4518	101	1	especially	especially	ADV
cana-4518	101	2	the	the	DET
cana-4518	101	3	researchers	researcher	NOUN
cana-4518	101	4	[	[	X
cana-4518	101	5	4	4	X
cana-4518	101	6	]	]	PUNCT
cana-4518	101	7	and	and	CCONJ
cana-4518	101	8	[	[	X
cana-4518	101	9	5	5	NUM
cana-4518	101	10	]	]	PUNCT
cana-4518	101	11	found	find	VERB
cana-4518	101	12	combined	combined	ADJ
cana-4518	101	13	techniques	technique	NOUN
cana-4518	101	14	of	of	ADP
cana-4518	101	15	many	many	ADJ
cana-4518	101	16	researchers	researcher	NOUN
cana-4518	101	17	’	'	PUNCT
cana-4518	101	18	method	method	NOUN
cana-4518	101	19	based	base	VERB
cana-4518	101	20	produced	produce	VERB
cana-4518	101	21	a	a	DET
cana-4518	101	22	new	new	ADJ
cana-4518	101	23	was	be	AUX
cana-4518	101	24	very	very	ADV
cana-4518	101	25	convincing	convincing	ADJ
cana-4518	101	26	to	to	PART
cana-4518	101	27	find	find	VERB
cana-4518	101	28	this	this	DET
cana-4518	101	29	cervical	cervical	ADJ
cana-4518	101	30	cancer	cancer	NOUN
cana-4518	101	31	.	.	PUNCT
cana-4518	102	1	they	they	PRON
cana-4518	102	2	combined	combine	VERB
cana-4518	102	3	pca	pca	PROPN
cana-4518	102	4	feature	feature	NOUN
cana-4518	102	5	extraction	extraction	NOUN
cana-4518	102	6	with	with	ADP
cana-4518	102	7	svm	svm	ADJ
cana-4518	102	8	classification	classification	NOUN
cana-4518	102	9	arora	arora	PROPN
cana-4518	102	10	et	et	PROPN
cana-4518	102	11	al	al	PROPN
cana-4518	102	12	.	.	PROPN
cana-4518	102	13	reached	reach	VERB
cana-4518	102	14	95	95	NUM
cana-4518	102	15	%	%	NOUN
cana-4518	102	16	achievement	achievement	NOUN
cana-4518	102	17	rate	rate	NOUN
cana-4518	102	18	.	.	PUNCT
cana-4518	103	1	the	the	DET
cana-4518	103	2	researchers	researcher	NOUN
cana-4518	103	3	at	at	ADP
cana-4518	103	4	[	[	X
cana-4518	103	5	6	6	NUM
cana-4518	103	6	]	]	PUNCT
cana-4518	103	7	used	use	VERB
cana-4518	103	8	relief	relief	NOUN
cana-4518	103	9	to	to	PART
cana-4518	103	10	optimize	optimize	VERB
cana-4518	103	11	the	the	DET
cana-4518	103	12	random	random	ADJ
cana-4518	103	13	forest	forest	NOUN
cana-4518	103	14	classifier	classifier	NOUN
cana-4518	103	15	which	which	PRON
cana-4518	103	16	achieved	achieve	VERB
cana-4518	103	17	94.4	94.4	NUM
cana-4518	103	18	%	%	NOUN
cana-4518	103	19	accuracy	accuracy	NOUN
cana-4518	103	20	in	in	ADP
cana-4518	103	21	diagnosis	diagnosis	NOUN
cana-4518	103	22	.	.	PUNCT
cana-4518	104	1	the	the	DET
cana-4518	104	2	findings	finding	NOUN
cana-4518	104	3	confirm	confirm	VERB
cana-4518	104	4	that	that	SCONJ
cana-4518	104	5	selecting	select	VERB
cana-4518	104	6	strong	strong	ADJ
cana-4518	104	7	features	feature	NOUN
cana-4518	104	8	leads	lead	VERB
cana-4518	104	9	to	to	ADP
cana-4518	104	10	improved	improved	ADJ
cana-4518	104	11	accuracy	accuracy	NOUN
cana-4518	104	12	ratings	rating	NOUN
cana-4518	104	13	in	in	ADP
cana-4518	104	14	diagnostic	diagnostic	ADJ
cana-4518	104	15	systems	system	NOUN
cana-4518	104	16	.	.	PUNCT
cana-4518	105	1	cervical	cervical	ADJ
cana-4518	105	2	cancer	cancer	NOUN
cana-4518	105	3	diagnostic	diagnostic	ADJ
cana-4518	105	4	evaluation	evaluation	NOUN
cana-4518	105	5	experienced	experience	VERB
cana-4518	105	6	a	a	DET
cana-4518	105	7	revolution	revolution	NOUN
cana-4518	105	8	because	because	SCONJ
cana-4518	105	9	communications	communication	NOUN
cana-4518	105	10	on	on	ADP
cana-4518	105	11	applied	apply	VERB
cana-4518	105	12	nonlinear	nonlinear	ADJ
cana-4518	105	13	analysis	analysis	NOUN
cana-4518	105	14	issn	issn	NOUN
cana-4518	105	15	:	:	PUNCT
cana-4518	105	16	1074	1074	NUM
cana-4518	105	17	-	-	PUNCT
cana-4518	105	18	133x	133x	NUM
cana-4518	105	19	vol	vol	NOUN
cana-4518	105	20	32	32	NUM
cana-4518	105	21	no	no	NOUN
cana-4518	105	22	.	.	PUNCT
cana-4518	106	1	9s	9s	NUM
cana-4518	106	2	(	(	PUNCT
cana-4518	106	3	2025	2025	NUM
cana-4518	106	4	)	)	PUNCT
cana-4518	106	5	2329	2329	NUM
cana-4518	106	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-4518	106	7	deep	deep	ADJ
cana-4518	106	8	learning	learning	NOUN
cana-4518	106	9	technologies	technology	NOUN
cana-4518	106	10	can	can	AUX
cana-4518	106	11	identify	identify	VERB
cana-4518	106	12	medical	medical	ADJ
cana-4518	106	13	image	image	NOUN
cana-4518	106	14	features	feature	VERB
cana-4518	106	15	automatically	automatically	ADV
cana-4518	106	16	.	.	PUNCT
cana-4518	107	1	the	the	DET
cana-4518	107	2	research	research	NOUN
cana-4518	107	3	of	of	ADP
cana-4518	107	4	[	[	PUNCT
cana-4518	107	5	7	7	NUM
cana-4518	107	6	-	-	SYM
cana-4518	107	7	8	8	NUM
cana-4518	107	8	]	]	PUNCT
cana-4518	107	9	and	and	CCONJ
cana-4518	107	10	[	[	X
cana-4518	107	11	9	9	NUM
cana-4518	107	12	]	]	PUNCT
cana-4518	107	13	proves	prove	VERB
cana-4518	107	14	deep	deep	ADJ
cana-4518	107	15	neural	neural	ADJ
cana-4518	107	16	networks	network	NOUN
cana-4518	107	17	effective	effective	ADJ
cana-4518	107	18	for	for	ADP
cana-4518	107	19	medical	medical	ADJ
cana-4518	107	20	imaging	imaging	NOUN
cana-4518	107	21	classification	classification	NOUN
cana-4518	107	22	tasks	task	NOUN
cana-4518	107	23	.	.	PUNCT
cana-4518	108	1	the	the	DET
cana-4518	108	2	combination	combination	NOUN
cana-4518	108	3	of	of	ADP
cana-4518	108	4	applying	apply	VERB
cana-4518	108	5	fine	fine	NOUN
cana-4518	108	6	-	-	PUNCT
cana-4518	108	7	tuning	tuning	NOUN
cana-4518	108	8	to	to	PART
cana-4518	108	9	vgg16	vgg16	NOUN
cana-4518	108	10	and	and	CCONJ
cana-4518	108	11	caffenet	caffenet	ADJ
cana-4518	108	12	models	model	NOUN
cana-4518	108	13	along	along	ADP
cana-4518	108	14	with	with	ADP
cana-4518	108	15	pre	pre	ADJ
cana-4518	108	16	-	-	ADJ
cana-4518	108	17	trained	train	VERB
cana-4518	108	18	features	feature	NOUN
cana-4518	108	19	delivered	deliver	VERB
cana-4518	108	20	99.5	99.5	NUM
cana-4518	108	21	%	%	NOUN
cana-4518	108	22	accurate	accurate	ADJ
cana-4518	108	23	cervical	cervical	ADJ
cana-4518	108	24	cancer	cancer	NOUN
cana-4518	108	25	diagnoses	diagnosis	NOUN
cana-4518	108	26	accuracy	accuracy	NOUN
cana-4518	108	27	reached	reach	VERB
cana-4518	108	28	99.4	99.4	NUM
cana-4518	108	29	%	%	NOUN
cana-4518	108	30	when	when	SCONJ
cana-4518	108	31	kamparia	kamparia	PROPN
cana-4518	108	32	et	et	PROPN
cana-4518	108	33	al	al	PROPN
cana-4518	108	34	.	.	PROPN
cana-4518	109	1	applied	apply	VERB
cana-4518	109	2	cnn	cnn	PROPN
cana-4518	109	3	in	in	ADP
cana-4518	109	4	combination	combination	NOUN
cana-4518	109	5	with	with	ADP
cana-4518	109	6	the	the	DET
cana-4518	109	7	hybrid	hybrid	ADJ
cana-4518	109	8	dfcnn	dfcnn	NOUN
cana-4518	109	9	network	network	NOUN
cana-4518	109	10	structure	structure	NOUN
cana-4518	109	11	to	to	PART
cana-4518	109	12	extract	extract	VERB
cana-4518	109	13	spatial	spatial	ADJ
cana-4518	109	14	and	and	CCONJ
cana-4518	109	15	deep	deep	ADJ
cana-4518	109	16	features	feature	NOUN
cana-4518	109	17	.	.	PUNCT
cana-4518	110	1	[	[	X
cana-4518	110	2	10	10	NUM
cana-4518	110	3	]	]	PUNCT
cana-4518	110	4	approached	approach	VERB
cana-4518	110	5	delivers	deliver	VERB
cana-4518	110	6	superior	superior	ADJ
cana-4518	110	7	outcomes	outcome	NOUN
cana-4518	110	8	yet	yet	ADV
cana-4518	110	9	demands	demand	VERB
cana-4518	110	10	significant	significant	ADJ
cana-4518	110	11	computational	computational	ADJ
cana-4518	110	12	power	power	NOUN
cana-4518	110	13	alongside	alongside	ADP
cana-4518	110	14	substantial	substantial	ADJ
cana-4518	110	15	training	training	NOUN
cana-4518	110	16	datasets	dataset	NOUN
cana-4518	110	17	for	for	ADP
cana-4518	110	18	low	low	ADJ
cana-4518	110	19	-	-	PUNCT
cana-4518	110	20	resource	resource	NOUN
cana-4518	110	21	medical	medical	ADJ
cana-4518	110	22	environments	environment	NOUN
cana-4518	110	23	.	.	PUNCT
cana-4518	111	1	the	the	DET
cana-4518	111	2	combination	combination	NOUN
cana-4518	111	3	between	between	ADP
cana-4518	111	4	various	various	ADJ
cana-4518	111	5	learning	learning	NOUN
cana-4518	111	6	approaches	approach	VERB
cana-4518	111	7	through	through	ADP
cana-4518	111	8	hybrid	hybrid	ADJ
cana-4518	111	9	methods	method	NOUN
cana-4518	111	10	successfully	successfully	ADV
cana-4518	111	11	enhances	enhance	VERB
cana-4518	111	12	the	the	DET
cana-4518	111	13	prediction	prediction	NOUN
cana-4518	111	14	capabilities	capability	NOUN
cana-4518	111	15	in	in	ADP
cana-4518	111	16	classification	classification	NOUN
cana-4518	111	17	processes	process	NOUN
cana-4518	111	18	.	.	PUNCT
cana-4518	112	1	the	the	DET
cana-4518	112	2	ensemble	ensemble	ADJ
cana-4518	112	3	methodology	methodology	NOUN
cana-4518	112	4	integrates	integrate	VERB
cana-4518	112	5	multiple	multiple	ADJ
cana-4518	112	6	classifiers	classifier	NOUN
cana-4518	112	7	for	for	ADP
cana-4518	112	8	improved	improved	ADJ
cana-4518	112	9	data	datum	NOUN
cana-4518	112	10	volatility	volatility	NOUN
cana-4518	112	11	defense	defense	NOUN
cana-4518	112	12	through	through	ADP
cana-4518	112	13	their	their	PRON
cana-4518	112	14	inherent	inherent	ADJ
cana-4518	112	15	strengths	strength	NOUN
cana-4518	112	16	.	.	PUNCT
cana-4518	113	1	fuzzy	fuzzy	ADJ
cana-4518	113	2	-	-	PUNCT
cana-4518	113	3	based	base	VERB
cana-4518	113	4	techniques	technique	NOUN
cana-4518	113	5	adopted	adopt	VERB
cana-4518	113	6	[	[	PUNCT
cana-4518	113	7	11	11	NUM
cana-4518	113	8	]	]	PUNCT
cana-4518	113	9	resolved	resolve	VERB
cana-4518	113	10	classification	classification	NOUN
cana-4518	113	11	uncertainties	uncertainty	NOUN
cana-4518	113	12	through	through	ADP
cana-4518	113	13	fuzzy	fuzzy	ADJ
cana-4518	113	14	networks	network	NOUN
cana-4518	113	15	which	which	PRON
cana-4518	113	16	resulted	result	VERB
cana-4518	113	17	in	in	ADP
cana-4518	113	18	92.03	92.03	NUM
cana-4518	113	19	%	%	NOUN
cana-4518	113	20	accuracy	accuracy	NOUN
cana-4518	113	21	.	.	PUNCT
cana-4518	114	1	these	these	DET
cana-4518	114	2	contemporary	contemporary	ADJ
cana-4518	114	3	approaches	approach	NOUN
cana-4518	114	4	demonstrate	demonstrate	VERB
cana-4518	114	5	high	high	ADJ
cana-4518	114	6	effectiveness	effectiveness	NOUN
cana-4518	114	7	yet	yet	CCONJ
cana-4518	114	8	their	their	PRON
cana-4518	114	9	extensive	extensive	ADJ
cana-4518	114	10	computational	computational	ADJ
cana-4518	114	11	expense	expense	NOUN
cana-4518	114	12	hinders	hinder	VERB
cana-4518	114	13	their	their	PRON
cana-4518	114	14	deployment	deployment	NOUN
cana-4518	114	15	for	for	ADP
cana-4518	114	16	wide	wide	ADJ
cana-4518	114	17	-	-	PUNCT
cana-4518	114	18	scale	scale	NOUN
cana-4518	114	19	implementation	implementation	NOUN
cana-4518	114	20	.	.	PUNCT
cana-4518	115	1	feature	feature	NOUN
cana-4518	115	2	transformation	transformation	NOUN
cana-4518	115	3	remains	remain	VERB
cana-4518	115	4	a	a	DET
cana-4518	115	5	leading	lead	VERB
cana-4518	115	6	approach	approach	NOUN
cana-4518	115	7	to	to	PART
cana-4518	115	8	improve	improve	VERB
cana-4518	115	9	cervical	cervical	ADJ
cana-4518	115	10	cancer	cancer	NOUN
cana-4518	115	11	diagnostic	diagnostic	ADJ
cana-4518	115	12	accuracy	accuracy	NOUN
cana-4518	115	13	.	.	PUNCT
cana-4518	116	1	image	image	NOUN
cana-4518	116	2	contrast	contrast	NOUN
cana-4518	116	3	enhancement	enhancement	NOUN
cana-4518	116	4	through	through	ADP
cana-4518	116	5	histogram	histogram	NOUN
cana-4518	116	6	equalization	equalization	NOUN
cana-4518	116	7	achieved	achieve	VERB
cana-4518	116	8	clustering	cluster	VERB
cana-4518	116	9	success	success	NOUN
cana-4518	116	10	levels	level	NOUN
cana-4518	116	11	of	of	ADP
cana-4518	116	12	99.1	99.1	NUM
cana-4518	116	13	%	%	NOUN
cana-4518	116	14	as	as	SCONJ
cana-4518	116	15	reported	report	VERB
cana-4518	116	16	by	by	ADP
cana-4518	116	17	[	[	X
cana-4518	116	18	12	12	NUM
cana-4518	116	19	]	]	PUNCT
cana-4518	116	20	.	.	PUNCT
cana-4518	117	1	these	these	DET
cana-4518	117	2	methods	method	NOUN
cana-4518	117	3	reveal	reveal	VERB
cana-4518	117	4	counting	count	VERB
cana-4518	117	5	inaccuracy	inaccuracy	ADJ
cana-4518	117	6	when	when	SCONJ
cana-4518	117	7	exposed	expose	VERB
cana-4518	117	8	to	to	ADP
cana-4518	117	9	noise	noise	NOUN
cana-4518	117	10	because	because	SCONJ
cana-4518	117	11	they	they	PRON
cana-4518	117	12	need	need	VERB
cana-4518	117	13	exact	exact	ADJ
cana-4518	117	14	parameter	parameter	NOUN
cana-4518	117	15	adjustments	adjustment	NOUN
cana-4518	117	16	to	to	PART
cana-4518	117	17	produce	produce	VERB
cana-4518	117	18	dependable	dependable	ADJ
cana-4518	117	19	outcomes	outcome	NOUN
cana-4518	117	20	.	.	PUNCT
cana-4518	118	1	the	the	DET
cana-4518	118	2	researchers	researcher	NOUN
cana-4518	118	3	'	'	PART
cana-4518	118	4	effort	effort	NOUN
cana-4518	118	5	produced	produce	VERB
cana-4518	118	6	great	great	ADJ
cana-4518	118	7	results	result	NOUN
cana-4518	118	8	:	:	PUNCT
cana-4518	118	9	according	accord	VERB
cana-4518	118	10	to	to	ADP
cana-4518	118	11	[	[	X
cana-4518	118	12	13	13	NUM
cana-4518	118	13	]	]	PUNCT
cana-4518	118	14	their	their	PRON
cana-4518	118	15	combination	combination	NOUN
cana-4518	118	16	of	of	ADP
cana-4518	118	17	dfcnn	dfcnn	NOUN
cana-4518	118	18	and	and	CCONJ
cana-4518	118	19	mlp	mlp	PROPN
cana-4518	118	20	resulted	result	VERB
cana-4518	118	21	in	in	ADP
cana-4518	118	22	99.32	99.32	NUM
cana-4518	118	23	%	%	NOUN
cana-4518	118	24	accuracy	accuracy	NOUN
cana-4518	118	25	and	and	CCONJ
cana-4518	118	26	independently	independently	ADV
cana-4518	118	27	[	[	X
cana-4518	118	28	13	13	NUM
cana-4518	118	29	]	]	PUNCT
cana-4518	118	30	achieved	achieve	VERB
cana-4518	118	31	94.5	94.5	NUM
cana-4518	118	32	%	%	NOUN
cana-4518	118	33	accuracy	accuracy	NOUN
cana-4518	118	34	with	with	ADP
cana-4518	118	35	googlenet	googlenet	NOUN
cana-4518	118	36	.	.	PUNCT
cana-4518	119	1	the	the	DET
cana-4518	119	2	research	research	NOUN
cana-4518	119	3	team	team	NOUN
cana-4518	119	4	of	of	ADP
cana-4518	119	5	[	[	X
cana-4518	119	6	14	14	NUM
cana-4518	119	7	]	]	PUNCT
cana-4518	119	8	extracted	extract	VERB
cana-4518	119	9	features	feature	NOUN
cana-4518	119	10	through	through	ADP
cana-4518	119	11	dct	dct	PROPN
cana-4518	119	12	and	and	CCONJ
cana-4518	119	13	haar	haar	PROPN
cana-4518	119	14	transformations	transformation	NOUN
cana-4518	119	15	leading	lead	VERB
cana-4518	119	16	to	to	ADP
cana-4518	119	17	an	an	DET
cana-4518	119	18	81.11	81.11	NUM
cana-4518	119	19	%	%	NOUN
cana-4518	119	20	classification	classification	NOUN
cana-4518	119	21	accuracy	accuracy	NOUN
cana-4518	119	22	with	with	ADP
cana-4518	119	23	rf	rf	NOUN
cana-4518	119	24	analysis	analysis	NOUN
cana-4518	119	25	.	.	PUNCT
cana-4518	120	1	3.1	3.1	NUM
cana-4518	120	2	summary	summary	NOUN
cana-4518	120	3	and	and	CCONJ
cana-4518	120	4	analysis	analysis	NOUN
cana-4518	120	5	of	of	ADP
cana-4518	120	6	existing	exist	VERB
cana-4518	120	7	review	review	NOUN
cana-4518	120	8	studies	study	NOUN
cana-4518	120	9	the	the	DET
cana-4518	120	10	summary	summary	NOUN
cana-4518	120	11	and	and	CCONJ
cana-4518	120	12	analysis	analysis	NOUN
cana-4518	120	13	of	of	ADP
cana-4518	120	14	existing	exist	VERB
cana-4518	120	15	review	review	NOUN
cana-4518	120	16	studies	study	NOUN
cana-4518	120	17	given	give	VERB
cana-4518	120	18	in	in	ADP
cana-4518	120	19	all	all	DET
cana-4518	120	20	referenced	referenced	ADJ
cana-4518	120	21	paper	paper	NOUN
cana-4518	120	22	results	result	NOUN
cana-4518	120	23	[	[	X
cana-4518	120	24	2	2	NUM
cana-4518	120	25	-	-	SYM
cana-4518	120	26	27	27	NUM
cana-4518	120	27	]	]	PUNCT
cana-4518	120	28	are	be	AUX
cana-4518	120	29	presented	present	VERB
cana-4518	120	30	in	in	ADP
cana-4518	120	31	table	table	NOUN
cana-4518	120	32	i	i	PRON
cana-4518	120	33	as	as	ADV
cana-4518	120	34	well	well	ADV
cana-4518	120	35	as	as	ADP
cana-4518	120	36	their	their	PRON
cana-4518	120	37	results	result	NOUN
cana-4518	120	38	comparison	comparison	NOUN
cana-4518	120	39	illustrated	illustrate	VERB
cana-4518	120	40	in	in	ADP
cana-4518	120	41	figure3	figure3	PROPN
cana-4518	120	42	.	.	PUNCT
cana-4518	121	1	table	table	NOUN
cana-4518	121	2	i.	i.	PROPN
cana-4518	121	3	summary	summary	NOUN
cana-4518	121	4	and	and	CCONJ
cana-4518	121	5	analysis	analysis	NOUN
cana-4518	121	6	of	of	ADP
cana-4518	121	7	existing	exist	VERB
cana-4518	121	8	review	review	NOUN
cana-4518	121	9	studies	study	NOUN
cana-4518	121	10	paper	paper	NOUN
cana-4518	121	11	findings	finding	NOUN
cana-4518	121	12	dataset	dataset	VERB
cana-4518	121	13	total	total	NOUN
cana-4518	121	14	no	no	PRON
cana-4518	121	15	of	of	ADP
cana-4518	121	16	images	image	NOUN
cana-4518	121	17	image	image	NOUN
cana-4518	121	18	sizes	size	NOUN
cana-4518	121	19	methodology	methodology	NOUN
cana-4518	121	20	accu	accu	PROPN
cana-4518	121	21	racy	racy	PROPN
cana-4518	121	22	limitations	limitations	PROPN
cana-4518	121	23	arora	arora	PROPN
cana-4518	121	24	et.al	et.al	PROPN
cana-4518	121	25	,	,	PUNCT
cana-4518	121	26	2021	2021	NUM
cana-4518	121	27	achieved	achieve	VERB
cana-4518	121	28	high	high	ADJ
cana-4518	121	29	accuracy	accuracy	NOUN
cana-4518	121	30	by	by	ADP
cana-4518	121	31	using	use	VERB
cana-4518	121	32	pca	pca	NOUN
cana-4518	121	33	for	for	ADP
cana-4518	121	34	dimensionality	dimensionality	NOUN
cana-4518	121	35	reduction	reduction	NOUN
cana-4518	121	36	,	,	PUNCT
cana-4518	121	37	improving	improve	VERB
cana-4518	121	38	classification	classification	NOUN
cana-4518	121	39	herlev	herlev	NOUN
cana-4518	121	40	pap	pap	NOUN
cana-4518	121	41	smear	smear	NOUN
cana-4518	121	42	dataset	dataset	VERB
cana-4518	121	43	917	917	NUM
cana-4518	121	44	all	all	DET
cana-4518	121	45	images	image	NOUN
cana-4518	121	46	are	be	AUX
cana-4518	121	47	different	different	ADJ
cana-4518	121	48	sizes	size	NOUN
cana-4518	121	49	svm	svm	VERB
cana-4518	121	50	classifier	classifier	NOUN
cana-4518	121	51	with	with	ADP
cana-4518	121	52	pca	pca	NOUN
cana-4518	121	53	-	-	PUNCT
cana-4518	121	54	based	base	VERB
cana-4518	121	55	feature	feature	NOUN
cana-4518	121	56	extraction	extraction	NOUN
cana-4518	121	57	95	95	NUM
cana-4518	121	58	%	%	NOUN
cana-4518	121	59	pca	pca	NOUN
cana-4518	121	60	may	may	AUX
cana-4518	121	61	fail	fail	VERB
cana-4518	121	62	to	to	PART
cana-4518	121	63	capture	capture	VERB
cana-4518	121	64	nonlinear	nonlinear	ADJ
cana-4518	121	65	relationship	relationship	NOUN
cana-4518	121	66	is	be	AUX
cana-4518	121	67	limited	limit	VERB
cana-4518	121	68	to	to	ADP
cana-4518	121	69	features	feature	NOUN
cana-4518	121	70	extracted	extract	VERB
cana-4518	121	71	.	.	PUNCT
cana-4518	122	1	sun	sun	PROPN
cana-4518	122	2	et	et	PROPN
cana-4518	122	3	al	al	PROPN
cana-4518	122	4	.	.	PROPN
cana-4518	122	5	,	,	PUNCT
cana-4518	122	6	2017	2017	NUM
cana-4518	122	7	relieff	relieff	NOUN
cana-4518	122	8	helped	helped	AUX
cana-4518	122	9	select	select	VERB
cana-4518	122	10	relevant	relevant	ADJ
cana-4518	122	11	features	feature	NOUN
cana-4518	122	12	,	,	PUNCT
cana-4518	122	13	improving	improve	VERB
cana-4518	122	14	rf	rf	NOUN
cana-4518	122	15	performance	performance	NOUN
cana-4518	122	16	herlev	herlev	NOUN
cana-4518	122	17	pap	pap	NOUN
cana-4518	122	18	smear	smear	NOUN
cana-4518	122	19	dataset	dataset	VERB
cana-4518	122	20	917	917	NUM
cana-4518	122	21	all	all	DET
cana-4518	122	22	images	image	NOUN
cana-4518	122	23	are	be	AUX
cana-4518	122	24	different	different	ADJ
cana-4518	122	25	sizes	size	NOUN
cana-4518	122	26	rf	rf	VERB
cana-4518	122	27	with	with	ADP
cana-4518	122	28	relieff	relieff	NOUN
cana-4518	122	29	94.4	94.4	NUM
cana-4518	122	30	%	%	NOUN
cana-4518	122	31	may	may	AUX
cana-4518	122	32	require	require	VERB
cana-4518	122	33	extensive	extensive	ADJ
cana-4518	122	34	parameter	parameter	NOUN
cana-4518	122	35	tuning	tuning	NOUN
cana-4518	122	36	;	;	PUNCT
cana-4518	122	37	not	not	PART
cana-4518	122	38	ideal	ideal	ADJ
cana-4518	122	39	for	for	ADP
cana-4518	122	40	very	very	ADV
cana-4518	122	41	highdimensional	highdimensional	ADJ
cana-4518	122	42	datasets	dataset	NOUN
cana-4518	122	43	.	.	PUNCT
cana-4518	123	1	communications	communication	NOUN
cana-4518	123	2	on	on	ADP
cana-4518	123	3	applied	apply	VERB
cana-4518	123	4	nonlinear	nonlinear	ADJ
cana-4518	123	5	analysis	analysis	NOUN
cana-4518	123	6	issn	issn	NOUN
cana-4518	123	7	:	:	PUNCT
cana-4518	123	8	1074	1074	NUM
cana-4518	123	9	-	-	PUNCT
cana-4518	123	10	133x	133x	NUM
cana-4518	123	11	vol	vol	NOUN
cana-4518	123	12	32	32	NUM
cana-4518	123	13	no	no	NOUN
cana-4518	123	14	.	.	PUNCT
cana-4518	124	1	9s	9s	NUM
cana-4518	124	2	(	(	PUNCT
cana-4518	124	3	2025	2025	NUM
cana-4518	124	4	)	)	PUNCT
cana-4518	124	5	2330	2330	NUM
cana-4518	124	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-4518	124	7	kalbhor	kalbhor	PROPN
cana-4518	124	8	et	et	PROPN
cana-4518	124	9	al	al	PROPN
cana-4518	124	10	.	.	PROPN
cana-4518	124	11	,	,	PUNCT
cana-4518	124	12	2022	2022	NUM
cana-4518	124	13	leveraged	leverage	VERB
cana-4518	124	14	dct	dct	PROPN
cana-4518	124	15	and	and	CCONJ
cana-4518	124	16	haar	haar	PROPN
cana-4518	124	17	transforms	transform	VERB
cana-4518	124	18	for	for	ADP
cana-4518	124	19	feature	feature	NOUN
cana-4518	124	20	extraction	extraction	NOUN
cana-4518	124	21	,	,	PUNCT
cana-4518	124	22	leading	lead	VERB
cana-4518	124	23	to	to	ADP
cana-4518	124	24	moderate	moderate	ADJ
cana-4518	124	25	accuracy	accuracy	NOUN
cana-4518	124	26	herlev	herlev	NOUN
cana-4518	124	27	pap	pap	NOUN
cana-4518	124	28	smear	smear	NOUN
cana-4518	124	29	dataset	dataset	VERB
cana-4518	124	30	917	917	NUM
cana-4518	124	31	all	all	DET
cana-4518	124	32	images	image	NOUN
cana-4518	124	33	are	be	AUX
cana-4518	124	34	different	different	ADJ
cana-4518	124	35	sizes	size	NOUN
cana-4518	124	36	rf	rf	VERB
cana-4518	124	37	with	with	ADP
cana-4518	124	38	dct	dct	PROPN
cana-4518	124	39	and	and	CCONJ
cana-4518	124	40	haar	haar	PROPN
cana-4518	124	41	transform	transform	VERB
cana-4518	124	42	81.11	81.11	NUM
cana-4518	124	43	%	%	NOUN
cana-4518	124	44	lower	low	ADJ
cana-4518	124	45	accuracy	accuracy	NOUN
cana-4518	124	46	compared	compare	VERB
cana-4518	124	47	to	to	ADP
cana-4518	124	48	deep	deep	ADJ
cana-4518	124	49	learning	learning	NOUN
cana-4518	124	50	methods	method	NOUN
cana-4518	124	51	;	;	PUNCT
cana-4518	124	52	performance	performance	NOUN
cana-4518	124	53	depends	depend	VERB
cana-4518	124	54	on	on	ADP
cana-4518	124	55	chosen	choose	VERB
cana-4518	124	56	transforms	transform	NOUN
cana-4518	124	57	.	.	PUNCT
cana-4518	125	1	plissiti	plissiti	PROPN
cana-4518	125	2	et	et	PROPN
cana-4518	125	3	al	al	PROPN
cana-4518	125	4	.	.	PROPN
cana-4518	125	5	,	,	PUNCT
cana-4518	125	6	2018	2018	NUM
cana-4518	125	7	successfully	successfully	ADV
cana-4518	125	8	localized	localized	ADJ
cana-4518	125	9	and	and	CCONJ
cana-4518	125	10	classified	classified	ADJ
cana-4518	125	11	nuclei	nucleus	NOUN
cana-4518	125	12	with	with	ADP
cana-4518	125	13	mask	mask	NOUN
cana-4518	125	14	r	r	PROPN
cana-4518	125	15	-	-	PUNCT
cana-4518	125	16	cnn	cnn	PROPN
cana-4518	125	17	herlev	herlev	NOUN
cana-4518	125	18	pap	pap	NOUN
cana-4518	125	19	smear	smear	NOUN
cana-4518	125	20	dataset	dataset	VERB
cana-4518	125	21	917	917	NUM
cana-4518	125	22	all	all	DET
cana-4518	125	23	images	image	NOUN
cana-4518	125	24	are	be	AUX
cana-4518	125	25	different	different	ADJ
cana-4518	125	26	sizes	size	NOUN
cana-4518	125	27	mask	mask	VERB
cana-4518	125	28	r	r	PROPN
cana-4518	125	29	-	-	PUNCT
cana-4518	125	30	cnn	cnn	PROPN
cana-4518	125	31	89.8	89.8	NUM
cana-4518	125	32	computation	computation	NOUN
cana-4518	125	33	ally	ally	NOUN
cana-4518	125	34	intensive	intensive	ADJ
cana-4518	125	35	;	;	PUNCT
cana-4518	125	36	requires	require	VERB
cana-4518	125	37	large	large	ADJ
cana-4518	125	38	annotated	annotated	ADJ
cana-4518	125	39	training	training	NOUN
cana-4518	125	40	data	datum	NOUN
cana-4518	125	41	for	for	ADP
cana-4518	125	42	effective	effective	ADJ
cana-4518	125	43	learning	learning	NOUN
cana-4518	125	44	.	.	PUNCT
cana-4518	126	1	sompavon	sompavon	PROPN
cana-4518	126	2	g	g	PROPN
cana-4518	126	3	et	et	PROPN
cana-4518	126	4	al	al	PROPN
cana-4518	126	5	.	.	PROPN
cana-4518	126	6	,	,	PUNCT
cana-4518	126	7	2019	2019	NUM
cana-4518	126	8	enhanced	enhance	VERB
cana-4518	126	9	fuzzy	fuzzy	ADJ
cana-4518	126	10	c	c	NOUN
cana-4518	126	11	-	-	PUNCT
cana-4518	126	12	means	means	NOUN
cana-4518	126	13	provided	provide	VERB
cana-4518	126	14	robust	robust	ADJ
cana-4518	126	15	clustering	clustering	NOUN
cana-4518	126	16	for	for	ADP
cana-4518	126	17	accurate	accurate	ADJ
cana-4518	126	18	classification	classification	NOUN
cana-4518	126	19	herlev	herlev	NOUN
cana-4518	126	20	pap	pap	NOUN
cana-4518	126	21	smear	smear	NOUN
cana-4518	126	22	dataset	dataset	VERB
cana-4518	126	23	917	917	NUM
cana-4518	126	24	all	all	DET
cana-4518	126	25	images	image	NOUN
cana-4518	126	26	are	be	AUX
cana-4518	126	27	different	different	ADJ
cana-4518	126	28	sizes	size	NOUN
cana-4518	126	29	enhanced	enhance	VERB
cana-4518	126	30	fuzzy	fuzzy	ADJ
cana-4518	126	31	c	c	NOUN
cana-4518	126	32	-	-	PUNCT
cana-4518	126	33	means	mean	VERB
cana-4518	126	34	95.00	95.00	NUM
cana-4518	126	35	sensitive	sensitive	ADJ
cana-4518	126	36	to	to	ADP
cana-4518	126	37	initialization	initialization	NOUN
cana-4518	126	38	;	;	PUNCT
cana-4518	126	39	performance	performance	NOUN
cana-4518	126	40	drops	drop	VERB
cana-4518	126	41	with	with	ADP
cana-4518	126	42	noisy	noisy	ADJ
cana-4518	126	43	data	datum	NOUN
cana-4518	126	44	.	.	PUNCT
cana-4518	127	1	adem	adem	PROPN
cana-4518	127	2	et	et	PROPN
cana-4518	127	3	al	al	PROPN
cana-4518	127	4	.	.	PROPN
cana-4518	127	5	,	,	PUNCT
cana-4518	127	6	2019	2019	NUM
cana-4518	127	7	googlenet	googlenet	NOUN
cana-4518	127	8	achieved	achieve	VERB
cana-4518	127	9	high	high	ADJ
cana-4518	127	10	accuracy	accuracy	NOUN
cana-4518	127	11	leveraging	leverage	VERB
cana-4518	127	12	pretrained	pretraine	VERB
cana-4518	127	13	features	feature	NOUN
cana-4518	127	14	herlev	herlev	NOUN
cana-4518	127	15	pap	pap	NOUN
cana-4518	127	16	smear	smear	NOUN
cana-4518	127	17	dataset	dataset	VERB
cana-4518	127	18	917	917	NUM
cana-4518	127	19	all	all	DET
cana-4518	127	20	images	image	NOUN
cana-4518	127	21	are	be	AUX
cana-4518	127	22	different	different	ADJ
cana-4518	127	23	sizes	size	NOUN
cana-4518	127	24	googlenet	googlenet	VERB
cana-4518	127	25	94.5	94.5	NUM
cana-4518	127	26	%	%	NOUN
cana-4518	127	27	high	high	ADJ
cana-4518	127	28	computation	computation	NOUN
cana-4518	127	29	al	al	PROPN
cana-4518	127	30	cost	cost	NOUN
cana-4518	127	31	;	;	PUNCT
cana-4518	127	32	requires	require	VERB
cana-4518	127	33	significant	significant	ADJ
cana-4518	127	34	memory	memory	NOUN
cana-4518	127	35	and	and	CCONJ
cana-4518	127	36	processing	processing	NOUN
cana-4518	127	37	power	power	NOUN
cana-4518	127	38	for	for	ADP
cana-4518	127	39	training	training	NOUN
cana-4518	127	40	.	.	PUNCT
cana-4518	128	1	lin	lin	PROPN
cana-4518	128	2	et	et	PROPN
cana-4518	128	3	al	al	PROPN
cana-4518	128	4	.	.	PROPN
cana-4518	128	5	,	,	PUNCT
cana-4518	128	6	2019	2019	NUM
cana-4518	128	7	cnn	cnn	PROPN
cana-4518	128	8	showed	show	VERB
cana-4518	128	9	poor	poor	ADJ
cana-4518	128	10	performance	performance	NOUN
cana-4518	128	11	due	due	ADP
cana-4518	128	12	to	to	ADP
cana-4518	128	13	small	small	ADJ
cana-4518	128	14	dataset	dataset	NOUN
cana-4518	128	15	size	size	NOUN
cana-4518	128	16	and	and	CCONJ
cana-4518	128	17	lack	lack	NOUN
cana-4518	128	18	of	of	ADP
cana-4518	128	19	transfer	transfer	NOUN
cana-4518	128	20	learning	learn	VERB
cana-4518	128	21	herlev	herlev	NOUN
cana-4518	128	22	pap	pap	NOUN
cana-4518	128	23	smear	smear	NOUN
cana-4518	128	24	dataset	dataset	VERB
cana-4518	128	25	917	917	NUM
cana-4518	128	26	all	all	DET
cana-4518	128	27	images	image	NOUN
cana-4518	128	28	are	be	AUX
cana-4518	128	29	different	different	ADJ
cana-4518	128	30	sizes	size	NOUN
cana-4518	128	31	cnn	cnn	PROPN
cana-4518	128	32	68.0	68.0	NUM
cana-4518	128	33	%	%	NOUN
cana-4518	128	34	poor	poor	ADJ
cana-4518	128	35	performance	performance	NOUN
cana-4518	128	36	due	due	ADP
cana-4518	128	37	to	to	ADP
cana-4518	128	38	lack	lack	NOUN
cana-4518	128	39	of	of	ADP
cana-4518	128	40	data	datum	NOUN
cana-4518	128	41	augmentatio	augmentatio	NOUN
cana-4518	128	42	n	n	PRON
cana-4518	128	43	and	and	CCONJ
cana-4518	128	44	advanced	advanced	ADJ
cana-4518	128	45	training	training	NOUN
cana-4518	128	46	techniques	technique	NOUN
cana-4518	128	47	.	.	PUNCT
cana-4518	129	1	gorantla	gorantla	PROPN
cana-4518	129	2	et	et	PROPN
cana-4518	129	3	al	al	PROPN
cana-4518	129	4	.	.	PROPN
cana-4518	129	5	,	,	PUNCT
cana-4518	129	6	2019	2019	NUM
cana-4518	129	7	combining	combine	VERB
cana-4518	129	8	knn	knn	PROPN
cana-4518	129	9	,	,	PUNCT
cana-4518	129	10	svm	svm	PROPN
cana-4518	129	11	,	,	PUNCT
cana-4518	129	12	and	and	CCONJ
cana-4518	129	13	dt	dt	PROPN
cana-4518	129	14	improved	improve	VERB
cana-4518	129	15	classification	classification	NOUN
cana-4518	129	16	accuracy	accuracy	NOUN
cana-4518	129	17	herlev	herlev	NOUN
cana-4518	129	18	pap	pap	NOUN
cana-4518	129	19	smear	smear	NOUN
cana-4518	129	20	dataset	dataset	VERB
cana-4518	129	21	917	917	NUM
cana-4518	129	22	all	all	DET
cana-4518	129	23	images	image	NOUN
cana-4518	129	24	are	be	AUX
cana-4518	129	25	different	different	ADJ
cana-4518	129	26	sizes	size	NOUN
cana-4518	129	27	knn	knn	PROPN
cana-4518	129	28	,	,	PUNCT
cana-4518	129	29	svm	svm	PROPN
cana-4518	129	30	&	&	CCONJ
cana-4518	129	31	dt	dt	PROPN
cana-4518	129	32	93	93	NUM
cana-4518	129	33	%	%	NOUN
cana-4518	129	34	high	high	ADJ
cana-4518	129	35	computation	computation	NOUN
cana-4518	129	36	al	al	PROPN
cana-4518	129	37	cost	cost	NOUN
cana-4518	129	38	during	during	ADP
cana-4518	129	39	inference	inference	NOUN
cana-4518	129	40	due	due	ADJ
cana-4518	129	41	to	to	PART
cana-4518	129	42	ensemble	ensemble	ADJ
cana-4518	129	43	;	;	PUNCT
cana-4518	129	44	lacks	lack	VERB
cana-4518	129	45	scalability	scalability	NOUN
cana-4518	129	46	for	for	ADP
cana-4518	129	47	larger	large	ADJ
cana-4518	129	48	datasets	dataset	NOUN
cana-4518	129	49	.	.	PUNCT
cana-4518	130	1	ghoneim	ghoneim	PROPN
cana-4518	130	2	et	et	PROPN
cana-4518	130	3	al	al	PROPN
cana-4518	130	4	.	.	PROPN
cana-4518	130	5	,	,	PUNCT
cana-4518	130	6	2020	2020	NUM
cana-4518	130	7	fine	fine	ADV
cana-4518	130	8	-	-	PUNCT
cana-4518	130	9	tuned	tune	VERB
cana-4518	130	10	vgg16	vgg16	NOUN
cana-4518	130	11	and	and	CCONJ
cana-4518	130	12	caffenet	caffenet	PROPN
cana-4518	130	13	achieved	achieve	VERB
cana-4518	130	14	superior	superior	ADJ
cana-4518	130	15	accuracy	accuracy	NOUN
cana-4518	130	16	herlev	herlev	NOUN
cana-4518	130	17	pap	pap	NOUN
cana-4518	130	18	smear	smear	NOUN
cana-4518	130	19	dataset	dataset	VERB
cana-4518	130	20	917	917	NUM
cana-4518	130	21	all	all	DET
cana-4518	130	22	images	image	NOUN
cana-4518	130	23	are	be	AUX
cana-4518	130	24	vcg16	vcg16	NOUN
cana-4518	130	25	,	,	PUNCT
cana-4518	130	26	caffenet	caffenet	ADJ
cana-4518	130	27	99.05	99.05	NUM
cana-4518	130	28	%	%	NOUN
cana-4518	130	29	overfitting	overfitte	VERB
cana-4518	130	30	risk	risk	NOUN
cana-4518	130	31	with	with	ADP
cana-4518	130	32	small	small	ADJ
cana-4518	130	33	datasets	dataset	NOUN
cana-4518	130	34	;	;	PUNCT
cana-4518	130	35	communications	communication	NOUN
cana-4518	130	36	on	on	ADP
cana-4518	130	37	applied	apply	VERB
cana-4518	130	38	nonlinear	nonlinear	ADJ
cana-4518	130	39	analysis	analysis	NOUN
cana-4518	130	40	issn	issn	NOUN
cana-4518	130	41	:	:	PUNCT
cana-4518	130	42	1074	1074	NUM
cana-4518	130	43	-	-	PUNCT
cana-4518	130	44	133x	133x	NUM
cana-4518	130	45	vol	vol	NOUN
cana-4518	130	46	32	32	NUM
cana-4518	130	47	no	no	NOUN
cana-4518	130	48	.	.	PUNCT
cana-4518	131	1	9s	9s	NUM
cana-4518	131	2	(	(	PUNCT
cana-4518	131	3	2025	2025	NUM
cana-4518	131	4	)	)	PUNCT
cana-4518	131	5	2331	2331	NUM
cana-4518	132	1	https://internationalpubls.com	https://internationalpubls.com	X
cana-4518	132	2	different	different	ADJ
cana-4518	132	3	sizes	size	NOUN
cana-4518	132	4	requires	require	VERB
cana-4518	132	5	significant	significant	ADJ
cana-4518	132	6	resources	resource	NOUN
cana-4518	132	7	for	for	ADP
cana-4518	132	8	fine	fine	ADV
cana-4518	132	9	-	-	PUNCT
cana-4518	132	10	tuning	tuning	NOUN
cana-4518	132	11	.	.	PUNCT
cana-4518	133	1	xu	xu	PROPN
cana-4518	133	2	et	et	PROPN
cana-4518	134	1	al	al	PROPN
cana-4518	134	2	.	.	PROPN
cana-4518	134	3	,	,	PUNCT
cana-4518	134	4	2020	2020	NUM
cana-4518	134	5	combined	combine	VERB
cana-4518	134	6	classifiers	classifier	NOUN
cana-4518	134	7	delivered	deliver	VERB
cana-4518	134	8	nearperfect	nearperfect	NOUN
cana-4518	134	9	accuracy	accuracy	NOUN
cana-4518	134	10	with	with	ADP
cana-4518	134	11	ensemble	ensemble	ADJ
cana-4518	134	12	learning	learning	NOUN
cana-4518	134	13	herlev	herlev	NOUN
cana-4518	134	14	pap	pap	NOUN
cana-4518	134	15	smear	smear	NOUN
cana-4518	134	16	dataset	dataset	VERB
cana-4518	134	17	917	917	NUM
cana-4518	134	18	all	all	DET
cana-4518	134	19	images	image	NOUN
cana-4518	134	20	are	be	AUX
cana-4518	134	21	different	different	ADJ
cana-4518	134	22	sizes	size	NOUN
cana-4518	134	23	knn	knn	PROPN
cana-4518	134	24	,	,	PUNCT
cana-4518	134	25	svm	svm	PROPN
cana-4518	134	26	&	&	CCONJ
cana-4518	134	27	dt	dt	PROPN
cana-4518	134	28	99.27	99.27	NUM
cana-4518	134	29	%	%	NOUN
cana-4518	134	30	ensemble	ensemble	ADJ
cana-4518	134	31	increases	increase	VERB
cana-4518	134	32	complexity	complexity	NOUN
cana-4518	134	33	;	;	PUNCT
cana-4518	134	34	performance	performance	NOUN
cana-4518	134	35	highly	highly	ADV
cana-4518	134	36	dependent	dependent	ADJ
cana-4518	134	37	on	on	ADP
cana-4518	134	38	individual	individual	ADJ
cana-4518	134	39	classifier	classifier	NOUN
cana-4518	134	40	quality	quality	NOUN
cana-4518	134	41	.	.	PUNCT
cana-4518	135	1	kavitha	kavitha	PROPN
cana-4518	135	2	et	et	PROPN
cana-4518	135	3	al	al	PROPN
cana-4518	135	4	.	.	PROPN
cana-4518	135	5	,	,	PUNCT
cana-4518	135	6	2023	2023	NUM
cana-4518	135	7	histogram	histogram	NOUN
cana-4518	135	8	equalization	equalization	NOUN
cana-4518	135	9	enhanced	enhance	VERB
cana-4518	135	10	image	image	NOUN
cana-4518	135	11	contrast	contrast	NOUN
cana-4518	135	12	,	,	PUNCT
cana-4518	135	13	improving	improve	VERB
cana-4518	135	14	clustering	clustering	ADJ
cana-4518	135	15	accuracy	accuracy	NOUN
cana-4518	135	16	herlev	herlev	NOUN
cana-4518	135	17	pap	pap	NOUN
cana-4518	135	18	smear	smear	NOUN
cana-4518	135	19	dataset	dataset	VERB
cana-4518	135	20	917	917	NUM
cana-4518	135	21	all	all	DET
cana-4518	135	22	images	image	NOUN
cana-4518	135	23	are	be	AUX
cana-4518	135	24	different	different	ADJ
cana-4518	135	25	sizes	size	NOUN
cana-4518	135	26	histogram	histogram	VERB
cana-4518	135	27	equivalization	equivalization	NOUN
cana-4518	135	28	&	&	CCONJ
cana-4518	135	29	clustering	cluster	VERB
cana-4518	135	30	99.10	99.10	NUM
cana-4518	135	31	%	%	NOUN
cana-4518	135	32	effectivenes	effectivene	NOUN
cana-4518	135	33	s	s	PART
cana-4518	135	34	depends	depend	VERB
cana-4518	135	35	on	on	ADP
cana-4518	135	36	proper	proper	ADJ
cana-4518	135	37	histogram	histogram	NOUN
cana-4518	135	38	adjustment	adjustment	NOUN
cana-4518	135	39	;	;	PUNCT
cana-4518	135	40	sensitive	sensitive	ADJ
cana-4518	135	41	to	to	PART
cana-4518	135	42	noise	noise	VERB
cana-4518	135	43	in	in	ADP
cana-4518	135	44	images	image	NOUN
cana-4518	135	45	.	.	PUNCT
cana-4518	136	1	fekriershal	fekriershal	ADJ
cana-4518	136	2	et	et	PROPN
cana-4518	136	3	al	al	PROPN
cana-4518	136	4	.	.	PROPN
cana-4518	136	5	,	,	PUNCT
cana-4518	136	6	2023	2023	NUM
cana-4518	136	7	dfcnn	dfcnn	NOUN
cana-4518	136	8	enhanced	enhance	VERB
cana-4518	136	9	the	the	DET
cana-4518	136	10	feature	feature	NOUN
cana-4518	136	11	extraction	extraction	NOUN
cana-4518	136	12	for	for	ADP
cana-4518	136	13	improved	improved	ADJ
cana-4518	136	14	mlp	mlp	NOUN
cana-4518	136	15	performance	performance	NOUN
cana-4518	136	16	herlev	herlev	NOUN
cana-4518	136	17	pap	pap	NOUN
cana-4518	136	18	smear	smear	NOUN
cana-4518	136	19	dataset	dataset	VERB
cana-4518	136	20	917	917	NUM
cana-4518	136	21	all	all	DET
cana-4518	136	22	images	image	NOUN
cana-4518	136	23	are	be	AUX
cana-4518	136	24	different	different	ADJ
cana-4518	136	25	sizes	size	NOUN
cana-4518	136	26	mlp	mlp	NOUN
cana-4518	136	27	with	with	ADP
cana-4518	136	28	dfcnn	dfcnn	NOUN
cana-4518	136	29	99.32	99.32	NUM
cana-4518	136	30	%	%	NOUN
cana-4518	136	31	computation	computation	NOUN
cana-4518	136	32	ally	ally	NOUN
cana-4518	136	33	expensive	expensive	ADJ
cana-4518	136	34	;	;	PUNCT
cana-4518	136	35	may	may	AUX
cana-4518	136	36	overfit	overfit	VERB
cana-4518	136	37	on	on	ADP
cana-4518	136	38	small	small	ADJ
cana-4518	136	39	datasets	dataset	NOUN
cana-4518	136	40	without	without	ADP
cana-4518	136	41	proper	proper	ADJ
cana-4518	136	42	regularizatio	regularizatio	NOUN
cana-4518	136	43	n.	n.	PROPN
cana-4518	137	1	kamparia	kamparia	PROPN
cana-4518	137	2	et	et	PROPN
cana-4518	137	3	al	al	PROPN
cana-4518	137	4	.	.	PROPN
cana-4518	137	5	,	,	PUNCT
cana-4518	137	6	2021	2021	NUM
cana-4518	137	7	combined	combine	VERB
cana-4518	137	8	cnn	cnn	PROPN
cana-4518	137	9	and	and	CCONJ
cana-4518	137	10	dfcnn	dfcnn	PROPN
cana-4518	137	11	achieved	achieve	VERB
cana-4518	137	12	nearperfect	nearperfect	NOUN
cana-4518	137	13	accuracy	accuracy	NOUN
cana-4518	137	14	herlev	herlev	NOUN
cana-4518	137	15	pap	pap	NOUN
cana-4518	137	16	smear	smear	NOUN
cana-4518	137	17	dataset	dataset	VERB
cana-4518	137	18	917	917	NUM
cana-4518	137	19	all	all	DET
cana-4518	137	20	images	image	NOUN
cana-4518	137	21	are	be	AUX
cana-4518	137	22	different	different	ADJ
cana-4518	137	23	sizes	size	NOUN
cana-4518	137	24	cnn	cnn	PROPN
cana-4518	137	25	with	with	ADP
cana-4518	137	26	dfcnn	dfcnn	PROPN
cana-4518	137	27	99.40	99.40	NUM
cana-4518	137	28	%	%	NOUN
cana-4518	137	29	requires	require	VERB
cana-4518	137	30	high	high	ADJ
cana-4518	137	31	computation	computation	NOUN
cana-4518	137	32	al	al	PROPN
cana-4518	137	33	resources	resource	NOUN
cana-4518	137	34	;	;	PUNCT
cana-4518	137	35	training	training	NOUN
cana-4518	137	36	time	time	NOUN
cana-4518	137	37	increases	increase	VERB
cana-4518	137	38	significantly	significantly	ADV
cana-4518	137	39	with	with	ADP
cana-4518	137	40	complexity	complexity	NOUN
cana-4518	137	41	.	.	PUNCT
cana-4518	138	1	dongyova	dongyova	PROPN
cana-4518	138	2	et.al	et.al	PROPN
cana-4518	138	3	2020	2020	NUM
cana-4518	138	4	glcm	glcm	PROPN
cana-4518	138	5	features	feature	VERB
cana-4518	138	6	with	with	ADP
cana-4518	138	7	svm	svm	PROPN
cana-4518	138	8	provided	provide	VERB
cana-4518	138	9	high	high	ADJ
cana-4518	138	10	classification	classification	NOUN
cana-4518	138	11	accuracy	accuracy	NOUN
cana-4518	138	12	herlev	herlev	NOUN
cana-4518	138	13	pap	pap	NOUN
cana-4518	138	14	smear	smear	NOUN
cana-4518	138	15	dataset	dataset	VERB
cana-4518	138	16	917	917	NUM
cana-4518	138	17	all	all	DET
cana-4518	138	18	images	image	NOUN
cana-4518	138	19	are	be	AUX
cana-4518	138	20	different	different	ADJ
cana-4518	138	21	sizes	size	NOUN
cana-4518	138	22	svm	svm	VERB
cana-4518	138	23	with	with	ADP
cana-4518	138	24	glcm	glcm	PROPN
cana-4518	138	25	99.3	99.3	NUM
cana-4518	138	26	%	%	NOUN
cana-4518	138	27	glcm	glcm	PROPN
cana-4518	138	28	is	be	AUX
cana-4518	138	29	sensitive	sensitive	ADJ
cana-4518	138	30	to	to	ADP
cana-4518	138	31	texture	texture	ADJ
cana-4518	138	32	variation	variation	NOUN
cana-4518	138	33	;	;	PUNCT
cana-4518	138	34	may	may	AUX
cana-4518	138	35	not	not	PART
cana-4518	138	36	generalize	generalize	VERB
cana-4518	138	37	well	well	ADV
cana-4518	138	38	across	across	ADP
cana-4518	138	39	different	different	ADJ
cana-4518	138	40	datasets	dataset	NOUN
cana-4518	138	41	.	.	PUNCT
cana-4518	139	1	kalbhor	kalbhor	PROPN
cana-4518	139	2	et	et	PROPN
cana-4518	139	3	al	al	PROPN
cana-4518	139	4	.	.	PROPN
cana-4518	139	5	,	,	PUNCT
cana-4518	139	6	2023	2023	NUM
cana-4518	139	7	achieved	achieve	VERB
cana-4518	139	8	moderate	moderate	ADJ
cana-4518	139	9	accuracy	accuracy	NOUN
cana-4518	139	10	;	;	PUNCT
cana-4518	139	11	dfcnn	dfcnn	NOUN
cana-4518	139	12	combined	combine	VERB
cana-4518	139	13	with	with	ADP
cana-4518	139	14	cnn	cnn	PROPN
cana-4518	139	15	improved	improve	VERB
cana-4518	139	16	classification	classification	NOUN
cana-4518	139	17	herlev	herlev	NOUN
cana-4518	139	18	pap	pap	NOUN
cana-4518	139	19	smear	smear	NOUN
cana-4518	139	20	dataset	dataset	VERB
cana-4518	139	21	917	917	NUM
cana-4518	139	22	all	all	DET
cana-4518	139	23	images	image	NOUN
cana-4518	139	24	are	be	AUX
cana-4518	139	25	different	different	ADJ
cana-4518	139	26	sizes	size	NOUN
cana-4518	139	27	cnn	cnn	PROPN
cana-4518	139	28	with	with	ADP
cana-4518	139	29	dfcnn	dfcnn	PROPN
cana-4518	139	30	87.3	87.3	NUM
cana-4518	139	31	%	%	NOUN
cana-4518	139	32	lower	low	ADJ
cana-4518	139	33	accuracy	accuracy	NOUN
cana-4518	139	34	compared	compare	VERB
cana-4518	139	35	to	to	ADP
cana-4518	139	36	other	other	ADJ
cana-4518	139	37	methods	method	NOUN
cana-4518	139	38	;	;	PUNCT
cana-4518	139	39	needs	need	VERB
cana-4518	139	40	further	further	ADJ
cana-4518	139	41	optimization	optimization	NOUN
cana-4518	139	42	for	for	ADP
cana-4518	139	43	better	well	ADJ
cana-4518	139	44	results	result	NOUN
cana-4518	139	45	.	.	PUNCT
cana-4518	140	1	https://arxiv.org/abs/2408.10498	https://arxiv.org/abs/2408.10498	PROPN
cana-4518	140	2	https://arxiv.org/abs/2408.10498	https://arxiv.org/abs/2408.10498	PROPN
cana-4518	140	3	communications	communication	NOUN
cana-4518	140	4	on	on	ADP
cana-4518	140	5	applied	apply	VERB
cana-4518	140	6	nonlinear	nonlinear	ADJ
cana-4518	140	7	analysis	analysis	NOUN
cana-4518	140	8	issn	issn	NOUN
cana-4518	140	9	:	:	PUNCT
cana-4518	140	10	1074	1074	NUM
cana-4518	140	11	-	-	PUNCT
cana-4518	140	12	133x	133x	NUM
cana-4518	140	13	vol	vol	NOUN
cana-4518	140	14	32	32	NUM
cana-4518	140	15	no	no	NOUN
cana-4518	140	16	.	.	PUNCT
cana-4518	141	1	9s	9s	NUM
cana-4518	141	2	(	(	PUNCT
cana-4518	141	3	2025	2025	NUM
cana-4518	141	4	)	)	PUNCT
cana-4518	141	5	2332	2332	NUM
cana-4518	142	1	https://internationalpubls.com	https://internationalpubls.com	X
cana-4518	142	2	chitra	chitra	PROPN
cana-4518	142	3	et	et	PROPN
cana-4518	142	4	al	al	PROPN
cana-4518	142	5	.	.	PROPN
cana-4518	142	6	,	,	PUNCT
cana-4518	142	7	2024	2024	NUM
cana-4518	142	8	cnn	cnn	PROPN
cana-4518	142	9	with	with	ADP
cana-4518	142	10	dfcnn	dfcnn	NOUN
cana-4518	142	11	provided	provide	VERB
cana-4518	142	12	competitive	competitive	ADJ
cana-4518	142	13	accuracy	accuracy	NOUN
cana-4518	142	14	herlev	herlev	NOUN
cana-4518	142	15	pap	pap	NOUN
cana-4518	142	16	smear	smear	NOUN
cana-4518	142	17	dataset	dataset	VERB
cana-4518	142	18	917	917	NUM
cana-4518	142	19	all	all	DET
cana-4518	142	20	images	image	NOUN
cana-4518	142	21	are	be	AUX
cana-4518	142	22	different	different	ADJ
cana-4518	142	23	sizes	size	NOUN
cana-4518	142	24	cnn	cnn	PROPN
cana-4518	142	25	with	with	ADP
cana-4518	142	26	dfcnn	dfcnn	PROPN
cana-4518	142	27	98.38	98.38	NUM
cana-4518	142	28	%	%	NOUN
cana-4518	142	29	faces	face	VERB
cana-4518	142	30	challenges	challenge	NOUN
cana-4518	142	31	with	with	ADP
cana-4518	142	32	class	class	NOUN
cana-4518	142	33	imbalance	imbalance	NOUN
cana-4518	142	34	;	;	PUNCT
cana-4518	142	35	requires	require	VERB
cana-4518	142	36	better	well	ADJ
cana-4518	142	37	data	datum	NOUN
cana-4518	142	38	augmentatio	augmentatio	PROPN
cana-4518	142	39	n.	n.	PROPN
cana-4518	142	40	kallbhor	kallbhor	PROPN
cana-4518	142	41	&	&	CCONJ
cana-4518	142	42	sinde	sinde	PROPN
cana-4518	142	43	et	et	PROPN
cana-4518	142	44	al	al	PROPN
cana-4518	142	45	.	.	PROPN
cana-4518	142	46	,	,	PUNCT
cana-4518	142	47	2023	2023	NUM
cana-4518	142	48	fuzzy	fuzzy	ADJ
cana-4518	142	49	network	network	NOUN
cana-4518	142	50	improved	improve	VERB
cana-4518	142	51	accuracy	accuracy	NOUN
cana-4518	142	52	by	by	ADP
cana-4518	142	53	leveraging	leverage	VERB
cana-4518	142	54	uncertainty	uncertainty	NOUN
cana-4518	142	55	in	in	ADP
cana-4518	142	56	classification	classification	NOUN
cana-4518	142	57	herlev	herlev	NOUN
cana-4518	142	58	pap	pap	NOUN
cana-4518	142	59	smear	smear	NOUN
cana-4518	142	60	dataset	dataset	VERB
cana-4518	142	61	917	917	NUM
cana-4518	142	62	all	all	DET
cana-4518	142	63	images	image	NOUN
cana-4518	142	64	are	be	AUX
cana-4518	142	65	different	different	ADJ
cana-4518	142	66	sizes	size	NOUN
cana-4518	142	67	fuzzy	fuzzy	ADJ
cana-4518	142	68	network	network	NOUN
cana-4518	142	69	with	with	ADP
cana-4518	142	70	dfcnn	dfcnn	NOUN
cana-4518	142	71	92.03	92.03	NUM
cana-4518	142	72	%	%	NOUN
cana-4518	142	73	performance	performance	NOUN
cana-4518	142	74	is	be	AUX
cana-4518	142	75	sensitive	sensitive	ADJ
cana-4518	142	76	to	to	ADP
cana-4518	142	77	membership	membership	NOUN
cana-4518	142	78	function	function	NOUN
cana-4518	142	79	parameters	parameter	NOUN
cana-4518	142	80	;	;	PUNCT
cana-4518	142	81	computation	computation	NOUN
cana-4518	142	82	al	al	PROPN
cana-4518	142	83	overhead	overhead	PROPN
cana-4518	142	84	is	be	AUX
cana-4518	142	85	high	high	ADJ
cana-4518	142	86	.	.	PUNCT
cana-4518	143	1	kaur	kaur	PROPN
cana-4518	143	2	et	et	PROPN
cana-4518	143	3	al	al	PROPN
cana-4518	143	4	.	.	PROPN
cana-4518	143	5	,	,	PUNCT
cana-4518	143	6	2022	2022	NUM
cana-4518	143	7	normalization	normalization	NOUN
cana-4518	143	8	and	and	CCONJ
cana-4518	143	9	transformation	transformation	NOUN
cana-4518	143	10	improved	improve	VERB
cana-4518	143	11	cnn	cnn	PROPN
cana-4518	143	12	performance	performance	NOUN
cana-4518	143	13	and	and	CCONJ
cana-4518	143	14	classification	classification	NOUN
cana-4518	143	15	accuracy	accuracy	NOUN
cana-4518	143	16	herlev	herlev	NOUN
cana-4518	143	17	pap	pap	NOUN
cana-4518	143	18	smear	smear	NOUN
cana-4518	143	19	dataset	dataset	VERB
cana-4518	143	20	917	917	NUM
cana-4518	143	21	all	all	DET
cana-4518	143	22	images	image	NOUN
cana-4518	143	23	are	be	AUX
cana-4518	143	24	different	different	ADJ
cana-4518	143	25	sizes	size	NOUN
cana-4518	143	26	cnn	cnn	PROPN
cana-4518	143	27	with	with	SCONJ
cana-4518	143	28	normalization	normalization	NOUN
cana-4518	143	29	and	and	CCONJ
cana-4518	143	30	transformation	transformation	NOUN
cana-4518	143	31	99.36	99.36	NUM
cana-4518	143	32	%	%	NOUN
cana-4518	143	33	effectivenes	effectivene	NOUN
cana-4518	143	34	s	s	PART
cana-4518	143	35	depends	depend	VERB
cana-4518	143	36	on	on	ADP
cana-4518	143	37	proper	proper	ADJ
cana-4518	143	38	normalizatio	normalizatio	NOUN
cana-4518	143	39	n	n	CCONJ
cana-4518	143	40	;	;	PUNCT
cana-4518	143	41	computation	computation	NOUN
cana-4518	143	42	ally	ally	NOUN
cana-4518	143	43	expensive	expensive	ADJ
cana-4518	143	44	for	for	ADP
cana-4518	143	45	larger	large	ADJ
cana-4518	143	46	datasets	dataset	NOUN
cana-4518	143	47	.	.	PUNCT
cana-4518	144	1	ali	ali	PROPN
cana-4518	144	2	et	et	PROPN
cana-4518	144	3	al	al	PROPN
cana-4518	144	4	.	.	PROPN
cana-4518	144	5	,	,	PUNCT
cana-4518	144	6	2019	2019	NUM
cana-4518	144	7	hmnn	hmnn	NOUN
cana-4518	144	8	achieved	achieve	VERB
cana-4518	144	9	moderate	moderate	ADJ
cana-4518	144	10	accuracy	accuracy	NOUN
cana-4518	144	11	but	but	CCONJ
cana-4518	144	12	struggled	struggle	VERB
cana-4518	144	13	with	with	ADP
cana-4518	144	14	complex	complex	ADJ
cana-4518	144	15	feature	feature	NOUN
cana-4518	144	16	relationships	relationship	NOUN
cana-4518	144	17	herlev	herlev	NOUN
cana-4518	144	18	pap	pap	NOUN
cana-4518	144	19	smear	smear	NOUN
cana-4518	144	20	dataset	dataset	VERB
cana-4518	144	21	917	917	NUM
cana-4518	144	22	all	all	DET
cana-4518	144	23	images	image	NOUN
cana-4518	144	24	are	be	AUX
cana-4518	144	25	different	different	ADJ
cana-4518	144	26	sizes	size	NOUN
cana-4518	144	27	hmnn	hmnn	VERB
cana-4518	144	28	88.41	88.41	NUM
cana-4518	144	29	%	%	NOUN
cana-4518	144	30	limited	limited	ADJ
cana-4518	144	31	ability	ability	NOUN
cana-4518	144	32	to	to	PART
cana-4518	144	33	handle	handle	VERB
cana-4518	144	34	nonlinear	nonlinear	ADJ
cana-4518	144	35	features	feature	NOUN
cana-4518	144	36	;	;	PUNCT
cana-4518	144	37	performance	performance	NOUN
cana-4518	144	38	highly	highly	ADV
cana-4518	144	39	dependent	dependent	ADJ
cana-4518	144	40	on	on	ADP
cana-4518	144	41	data	datum	NOUN
cana-4518	144	42	quality	quality	NOUN
cana-4518	144	43	.	.	PUNCT
cana-4518	145	1	rahaman	rahaman	NOUN
cana-4518	145	2	et	et	PROPN
cana-4518	145	3	al	al	PROPN
cana-4518	145	4	.	.	PROPN
cana-4518	145	5	,	,	PUNCT
cana-4518	145	6	2021	2021	NUM
cana-4518	145	7	hdffn	hdffn	NOUN
cana-4518	145	8	with	with	ADP
cana-4518	145	9	dfcnn	dfcnn	NOUN
cana-4518	145	10	delivered	deliver	VERB
cana-4518	145	11	high	high	ADJ
cana-4518	145	12	accuracy	accuracy	NOUN
cana-4518	145	13	and	and	CCONJ
cana-4518	145	14	robust	robust	ADJ
cana-4518	145	15	feature	feature	NOUN
cana-4518	145	16	extraction	extraction	NOUN
cana-4518	145	17	herlev	herlev	NOUN
cana-4518	145	18	pap	pap	NOUN
cana-4518	145	19	smear	smear	NOUN
cana-4518	145	20	dataset	dataset	VERB
cana-4518	145	21	917	917	NUM
cana-4518	145	22	all	all	DET
cana-4518	145	23	images	image	NOUN
cana-4518	145	24	are	be	AUX
cana-4518	145	25	different	different	ADJ
cana-4518	145	26	sizes	size	NOUN
cana-4518	145	27	hdffn	hdffn	NOUN
cana-4518	145	28	with	with	ADP
cana-4518	145	29	dfcnn	dfcnn	NOUN
cana-4518	145	30	99.12	99.12	NUM
cana-4518	145	31	%	%	NOUN
cana-4518	145	32	high	high	ADJ
cana-4518	145	33	resource	resource	NOUN
cana-4518	145	34	requirements	requirement	NOUN
cana-4518	145	35	;	;	PUNCT
cana-4518	145	36	risk	risk	NOUN
cana-4518	145	37	of	of	ADP
cana-4518	145	38	overfitting	overfitte	VERB
cana-4518	145	39	on	on	ADP
cana-4518	145	40	small	small	ADJ
cana-4518	145	41	or	or	CCONJ
cana-4518	145	42	imbalanced	imbalanced	ADJ
cana-4518	145	43	datasets	dataset	NOUN
cana-4518	145	44	.	.	PUNCT
cana-4518	146	1	ghoneim	ghoneim	PROPN
cana-4518	146	2	et.al	et.al	PROPN
cana-4518	146	3	2020	2020	NUM
cana-4518	146	4	elm	elm	PROPN
cana-4518	146	5	with	with	ADP
cana-4518	146	6	dfcnn	dfcnn	NOUN
cana-4518	146	7	achieved	achieve	VERB
cana-4518	146	8	superior	superior	ADJ
cana-4518	146	9	classification	classification	NOUN
cana-4518	146	10	accuracy	accuracy	NOUN
cana-4518	146	11	herlev	herlev	NOUN
cana-4518	146	12	pap	pap	NOUN
cana-4518	146	13	smear	smear	NOUN
cana-4518	146	14	dataset	dataset	VERB
cana-4518	146	15	917	917	NUM
cana-4518	146	16	all	all	DET
cana-4518	146	17	images	image	NOUN
cana-4518	146	18	are	be	AUX
cana-4518	146	19	different	different	ADJ
cana-4518	146	20	sizes	size	NOUN
cana-4518	146	21	elm	elm	VERB
cana-4518	146	22	with	with	ADP
cana-4518	146	23	dfcnn	dfcnn	NOUN
cana-4518	146	24	99.32	99.32	NUM
cana-4518	146	25	%	%	NOUN
cana-4518	146	26	computation	computation	NOUN
cana-4518	146	27	ally	ally	NOUN
cana-4518	146	28	intensive	intensive	ADJ
cana-4518	146	29	;	;	PUNCT
cana-4518	146	30	requires	require	VERB
cana-4518	146	31	careful	careful	ADJ
cana-4518	146	32	tuning	tuning	NOUN
cana-4518	146	33	for	for	ADP
cana-4518	146	34	optimal	optimal	ADJ
cana-4518	146	35	performance	performance	NOUN
cana-4518	146	36	.	.	PUNCT
cana-4518	147	1	fekri	fekri	PROPN
cana-4518	147	2	et.al	et.al	PROPN
cana-4518	147	3	2022	2022	NUM
cana-4518	147	4	gsv	gsv	NOUN
cana-4518	147	5	and	and	CCONJ
cana-4518	147	6	vcg	vcg	PROPN
cana-4518	147	7	enhanced	enhance	VERB
cana-4518	147	8	classification	classification	NOUN
cana-4518	147	9	,	,	PUNCT
cana-4518	147	10	leading	lead	VERB
cana-4518	147	11	to	to	ADP
cana-4518	147	12	herlev	herlev	NOUN
cana-4518	147	13	pap	pap	NOUN
cana-4518	147	14	smear	smear	NOUN
cana-4518	147	15	dataset	dataset	VERB
cana-4518	147	16	917	917	NUM
cana-4518	147	17	all	all	DET
cana-4518	147	18	images	image	NOUN
cana-4518	147	19	are	be	AUX
cana-4518	147	20	vcg	vcg	NOUN
cana-4518	147	21	with	with	ADP
cana-4518	147	22	gsv	gsv	PROPN
cana-4518	147	23	88.47	88.47	NUM
cana-4518	147	24	%	%	NOUN
cana-4518	147	25	lower	low	ADJ
cana-4518	147	26	accuracy	accuracy	NOUN
cana-4518	147	27	compared	compare	VERB
cana-4518	147	28	to	to	ADP
cana-4518	147	29	deep	deep	ADJ
cana-4518	147	30	communications	communication	NOUN
cana-4518	147	31	on	on	ADP
cana-4518	147	32	applied	apply	VERB
cana-4518	147	33	nonlinear	nonlinear	ADJ
cana-4518	147	34	analysis	analysis	NOUN
cana-4518	147	35	issn	issn	NOUN
cana-4518	147	36	:	:	PUNCT
cana-4518	147	37	1074	1074	NUM
cana-4518	147	38	-	-	PUNCT
cana-4518	147	39	133x	133x	NUM
cana-4518	147	40	vol	vol	NOUN
cana-4518	147	41	32	32	NUM
cana-4518	147	42	no	no	NOUN
cana-4518	147	43	.	.	PUNCT
cana-4518	148	1	9s	9s	NUM
cana-4518	148	2	(	(	PUNCT
cana-4518	148	3	2025	2025	NUM
cana-4518	148	4	)	)	PUNCT
cana-4518	148	5	2333	2333	NUM
cana-4518	148	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-4518	148	7	competitive	competitive	ADJ
cana-4518	148	8	accuracy	accuracy	NOUN
cana-4518	148	9	different	different	ADJ
cana-4518	148	10	sizes	size	NOUN
cana-4518	148	11	learning	learn	VERB
cana-4518	148	12	approaches	approach	NOUN
cana-4518	148	13	;	;	PUNCT
cana-4518	148	14	performance	performance	NOUN
cana-4518	148	15	limited	limit	VERB
cana-4518	148	16	by	by	ADP
cana-4518	148	17	the	the	DET
cana-4518	148	18	gsv	gsv	PROPN
cana-4518	148	19	features	feature	VERB
cana-4518	148	20	.	.	PUNCT
cana-4518	149	1	chen	chen	PROPN
cana-4518	149	2	et.al	et.al	PROPN
cana-4518	149	3	2021	2021	NUM
cana-4518	149	4	vgv	vgv	NOUN
cana-4518	149	5	with	with	ADP
cana-4518	149	6	dfcnn	dfcnn	NOUN
cana-4518	149	7	provided	provide	VERB
cana-4518	149	8	good	good	ADJ
cana-4518	149	9	accuracy	accuracy	NOUN
cana-4518	149	10	herlev	herlev	NOUN
cana-4518	149	11	pap	pap	NOUN
cana-4518	149	12	smear	smear	NOUN
cana-4518	149	13	dataset	dataset	VERB
cana-4518	149	14	917	917	NUM
cana-4518	149	15	all	all	DET
cana-4518	149	16	images	image	NOUN
cana-4518	149	17	are	be	AUX
cana-4518	149	18	different	different	ADJ
cana-4518	149	19	sizes	size	NOUN
cana-4518	149	20	vgv	vgv	NOUN
cana-4518	149	21	with	with	ADP
cana-4518	149	22	dfcnn	dfcnn	PROPN
cana-4518	149	23	94.81	94.81	NUM
cana-4518	149	24	performance	performance	NOUN
cana-4518	149	25	depends	depend	VERB
cana-4518	149	26	on	on	ADP
cana-4518	149	27	the	the	DET
cana-4518	149	28	quality	quality	NOUN
cana-4518	149	29	of	of	ADP
cana-4518	149	30	the	the	DET
cana-4518	149	31	vgv	vgv	NOUN
cana-4518	149	32	features	feature	NOUN
cana-4518	149	33	;	;	PUNCT
cana-4518	149	34	may	may	AUX
cana-4518	149	35	struggle	struggle	VERB
cana-4518	149	36	with	with	ADP
cana-4518	149	37	large	large	ADJ
cana-4518	149	38	datasets	dataset	NOUN
cana-4518	149	39	.	.	PUNCT
cana-4518	150	1	the	the	DET
cana-4518	150	2	herlev	herlev	NOUN
cana-4518	150	3	pap	pap	NOUN
cana-4518	150	4	smear	smear	NOUN
cana-4518	150	5	dataset	dataset	NOUN
cana-4518	150	6	remains	remain	VERB
cana-4518	150	7	essential	essential	ADJ
cana-4518	150	8	for	for	ADP
cana-4518	150	9	improving	improve	VERB
cana-4518	150	10	cervical	cervical	ADJ
cana-4518	150	11	cancer	cancer	NOUN
cana-4518	150	12	detection	detection	NOUN
cana-4518	150	13	through	through	ADP
cana-4518	150	14	research	research	NOUN
cana-4518	150	15	that	that	PRON
cana-4518	150	16	tests	test	VERB
cana-4518	150	17	deep	deep	ADJ
cana-4518	150	18	learning	learning	NOUN
cana-4518	150	19	methods	method	NOUN
cana-4518	150	20	and	and	CCONJ
cana-4518	150	21	machine	machine	NOUN
cana-4518	150	22	learning	learning	NOUN
cana-4518	150	23	approaches	approach	NOUN
cana-4518	150	24	.	.	PUNCT
cana-4518	151	1	the	the	DET
cana-4518	151	2	implementation	implementation	NOUN
cana-4518	151	3	of	of	ADP
cana-4518	151	4	cnns	cnn	NOUN
cana-4518	151	5	together	together	ADV
cana-4518	151	6	with	with	ADP
cana-4518	151	7	ensemble	ensemble	ADJ
cana-4518	151	8	learning	learning	NOUN
cana-4518	151	9	and	and	CCONJ
cana-4518	151	10	feature	feature	NOUN
cana-4518	151	11	extraction	extraction	NOUN
cana-4518	151	12	methods	method	NOUN
cana-4518	151	13	reveals	reveal	VERB
cana-4518	151	14	high	high	ADJ
cana-4518	151	15	precision	precision	NOUN
cana-4518	151	16	yet	yet	CCONJ
cana-4518	151	17	the	the	DET
cana-4518	151	18	challenges	challenge	NOUN
cana-4518	151	19	for	for	ADP
cana-4518	151	20	deployment	deployment	NOUN
cana-4518	151	21	in	in	ADP
cana-4518	151	22	limited	limited	ADJ
cana-4518	151	23	-	-	PUNCT
cana-4518	151	24	resource	resource	NOUN
cana-4518	151	25	environments	environment	NOUN
cana-4518	151	26	require	require	VERB
cana-4518	151	27	method	method	NOUN
cana-4518	151	28	optimization	optimization	NOUN
cana-4518	151	29	to	to	PART
cana-4518	151	30	overcome	overcome	VERB
cana-4518	151	31	processing	processing	NOUN
cana-4518	151	32	and	and	CCONJ
cana-4518	151	33	expansion	expansion	NOUN
cana-4518	151	34	problems	problem	NOUN
cana-4518	151	35	.	.	PUNCT
cana-4518	152	1	future	future	ADJ
cana-4518	152	2	research	research	NOUN
cana-4518	152	3	must	must	AUX
cana-4518	152	4	establish	establish	VERB
cana-4518	152	5	effective	effective	ADJ
cana-4518	152	6	lightweight	lightweight	ADJ
cana-4518	152	7	models	model	NOUN
cana-4518	152	8	that	that	PRON
cana-4518	152	9	utilize	utilize	VERB
cana-4518	152	10	both	both	DET
cana-4518	152	11	data	datum	NOUN
cana-4518	152	12	augmentation	augmentation	NOUN
cana-4518	152	13	and	and	CCONJ
cana-4518	152	14	transfer	transfer	NOUN
cana-4518	152	15	learning	learn	VERB
cana-4518	152	16	techniques	technique	NOUN
cana-4518	152	17	for	for	ADP
cana-4518	152	18	expanding	expand	VERB
cana-4518	152	19	equitable	equitable	ADJ
cana-4518	152	20	delivery	delivery	NOUN
cana-4518	152	21	of	of	ADP
cana-4518	152	22	cervical	cervical	ADJ
cana-4518	152	23	cancer	cancer	NOUN
cana-4518	152	24	screening	screening	NOUN
cana-4518	152	25	tools	tool	NOUN
cana-4518	152	26	.	.	PUNCT
cana-4518	153	1	through	through	ADP
cana-4518	153	2	these	these	DET
cana-4518	153	3	efforts	effort	NOUN
cana-4518	153	4	low	low	ADJ
cana-4518	153	5	-	-	PUNCT
cana-4518	153	6	income	income	NOUN
cana-4518	153	7	communities	community	NOUN
cana-4518	153	8	worldwide	worldwide	ADV
cana-4518	153	9	will	will	AUX
cana-4518	153	10	gain	gain	VERB
cana-4518	153	11	access	access	NOUN
cana-4518	153	12	to	to	ADP
cana-4518	153	13	both	both	CCONJ
cana-4518	153	14	precise	precise	ADJ
cana-4518	153	15	and	and	CCONJ
cana-4518	153	16	cost	cost	NOUN
cana-4518	153	17	-	-	PUNCT
cana-4518	153	18	effective	effective	ADJ
cana-4518	153	19	diagnostic	diagnostic	ADJ
cana-4518	153	20	solutions	solution	NOUN
cana-4518	153	21	.	.	PUNCT
cana-4518	154	1	figure.3	figure.3	PROPN
cana-4518	154	2	.	.	NOUN
cana-4518	154	3	analysis	analysis	NOUN
cana-4518	154	4	of	of	ADP
cana-4518	154	5	accuracy	accuracy	NOUN
cana-4518	154	6	comparison	comparison	NOUN
cana-4518	154	7	by	by	ADP
cana-4518	154	8	researchers	researcher	NOUN
cana-4518	154	9	communications	communication	NOUN
cana-4518	154	10	on	on	ADP
cana-4518	154	11	applied	apply	VERB
cana-4518	154	12	nonlinear	nonlinear	ADJ
cana-4518	154	13	analysis	analysis	NOUN
cana-4518	154	14	issn	issn	NOUN
cana-4518	154	15	:	:	PUNCT
cana-4518	154	16	1074	1074	NUM
cana-4518	154	17	-	-	PUNCT
cana-4518	154	18	133x	133x	NUM
cana-4518	154	19	vol	vol	NOUN
cana-4518	154	20	32	32	NUM
cana-4518	154	21	no	no	NOUN
cana-4518	154	22	.	.	PUNCT
cana-4518	155	1	9s	9s	NUM
cana-4518	155	2	(	(	PUNCT
cana-4518	155	3	2025	2025	NUM
cana-4518	155	4	)	)	PUNCT
cana-4518	155	5	2334	2334	NUM
cana-4518	155	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-4518	155	7	3.2	3.2	NUM
cana-4518	155	8	extensive	extensive	ADJ
cana-4518	155	9	index	index	NOUN
cana-4518	155	10	of	of	ADP
cana-4518	155	11	articles	article	NOUN
cana-4518	155	12	published	publish	VERB
cana-4518	155	13	across	across	ADP
cana-4518	155	14	various	various	ADJ
cana-4518	155	15	databases	database	NOUN
cana-4518	155	16	on	on	ADP
cana-4518	155	17	cervical	cervical	ADJ
cana-4518	155	18	cancer	cancer	NOUN
cana-4518	155	19	the	the	DET
cana-4518	155	20	figure.4	figure.4	PROPN
cana-4518	155	21	illustrated	illustrate	VERB
cana-4518	155	22	the	the	DET
cana-4518	155	23	number	number	NOUN
cana-4518	155	24	of	of	ADP
cana-4518	155	25	articles	article	NOUN
cana-4518	155	26	published	publish	VERB
cana-4518	155	27	on	on	ADP
cana-4518	155	28	cervical	cervical	ADJ
cana-4518	155	29	cancer	cancer	NOUN
cana-4518	155	30	a	a	PRON
cana-4518	155	31	how	how	SCONJ
cana-4518	155	32	much	much	ADJ
cana-4518	155	33	research	research	NOUN
cana-4518	155	34	articles	article	NOUN
cana-4518	155	35	have	have	AUX
cana-4518	155	36	been	be	AUX
cana-4518	155	37	published	publish	VERB
cana-4518	155	38	in	in	ADP
cana-4518	155	39	various	various	ADJ
cana-4518	155	40	popular	popular	ADJ
cana-4518	155	41	databases	database	NOUN
cana-4518	155	42	in	in	ADP
cana-4518	155	43	the	the	DET
cana-4518	155	44	last	last	ADJ
cana-4518	155	45	10	10	NUM
cana-4518	155	46	years	year	NOUN
cana-4518	155	47	.	.	PUNCT
cana-4518	156	1	google	google	PROPN
cana-4518	156	2	scholar	scholar	NOUN
cana-4518	156	3	has	have	VERB
cana-4518	156	4	the	the	DET
cana-4518	156	5	maximum	maximum	ADJ
cana-4518	156	6	number	number	NOUN
cana-4518	156	7	of	of	ADP
cana-4518	156	8	articles	article	NOUN
cana-4518	156	9	on	on	ADP
cana-4518	156	10	this	this	DET
cana-4518	156	11	map	map	NOUN
cana-4518	156	12	around	around	ADP
cana-4518	156	13	375	375	NUM
cana-4518	156	14	,	,	PUNCT
cana-4518	156	15	followed	follow	VERB
cana-4518	156	16	by	by	ADP
cana-4518	156	17	scopus	scopus	NOUN
cana-4518	156	18	and	and	CCONJ
cana-4518	156	19	ieee	ieee	PROPN
cana-4518	156	20	xplore	xplore	PROPN
cana-4518	156	21	with	with	ADP
cana-4518	156	22	300350	300350	NUM
cana-4518	156	23	articles	article	NOUN
cana-4518	156	24	published	publish	VERB
cana-4518	156	25	,	,	PUNCT
cana-4518	156	26	respectively	respectively	ADV
cana-4518	156	27	.	.	PUNCT
cana-4518	157	1	the	the	DET
cana-4518	157	2	web	web	NOUN
cana-4518	157	3	of	of	ADP
cana-4518	157	4	science	science	NOUN
cana-4518	157	5	has	have	VERB
cana-4518	157	6	about	about	ADV
cana-4518	157	7	275	275	NUM
cana-4518	157	8	articles	article	NOUN
cana-4518	157	9	,	,	PUNCT
cana-4518	157	10	with	with	ADP
cana-4518	157	11	about	about	ADV
cana-4518	157	12	200	200	NUM
cana-4518	157	13	articles	article	NOUN
cana-4518	157	14	featured	feature	VERB
cana-4518	157	15	in	in	ADP
cana-4518	157	16	the	the	DET
cana-4518	157	17	mdpi	mdpi	ADJ
cana-4518	157	18	database	database	NOUN
cana-4518	157	19	.	.	PUNCT
cana-4518	158	1	there	there	PRON
cana-4518	158	2	are	be	VERB
cana-4518	158	3	very	very	ADV
cana-4518	158	4	few	few	ADJ
cana-4518	158	5	about	about	ADP
cana-4518	158	6	150	150	NUM
cana-4518	158	7	articles	article	NOUN
cana-4518	158	8	in	in	ADP
cana-4518	158	9	the	the	DET
cana-4518	158	10	science	science	NOUN
cana-4518	158	11	direct	direct	ADJ
cana-4518	158	12	database	database	NOUN
cana-4518	158	13	.	.	PUNCT
cana-4518	159	1	with	with	ADP
cana-4518	159	2	this	this	DET
cana-4518	159	3	data	data	NOUN
cana-4518	159	4	,	,	PUNCT
cana-4518	159	5	we	we	PRON
cana-4518	159	6	can	can	AUX
cana-4518	159	7	see	see	VERB
cana-4518	159	8	that	that	SCONJ
cana-4518	159	9	large	large	ADJ
cana-4518	159	10	databases	database	NOUN
cana-4518	159	11	like	like	ADP
cana-4518	159	12	google	google	PROPN
cana-4518	159	13	scholar	scholar	NOUN
cana-4518	159	14	and	and	CCONJ
cana-4518	159	15	scopus	scopus	PROPN
cana-4518	159	16	have	have	AUX
cana-4518	159	17	seen	see	VERB
cana-4518	159	18	a	a	DET
cana-4518	159	19	large	large	ADJ
cana-4518	159	20	number	number	NOUN
cana-4518	159	21	of	of	ADP
cana-4518	159	22	studies	study	NOUN
cana-4518	159	23	related	relate	VERB
cana-4518	159	24	to	to	ADP
cana-4518	159	25	ovarian	ovarian	ADJ
cana-4518	159	26	cancer	cancer	NOUN
cana-4518	159	27	.	.	PUNCT
cana-4518	160	1	moreover	moreover	ADV
cana-4518	160	2	,	,	PUNCT
cana-4518	160	3	it	it	PRON
cana-4518	160	4	can	can	AUX
cana-4518	160	5	be	be	AUX
cana-4518	160	6	expected	expect	VERB
cana-4518	160	7	that	that	SCONJ
cana-4518	160	8	research	research	NOUN
cana-4518	160	9	related	relate	VERB
cana-4518	160	10	to	to	ADP
cana-4518	160	11	the	the	DET
cana-4518	160	12	diagnosis	diagnosis	NOUN
cana-4518	160	13	and	and	CCONJ
cana-4518	160	14	treatment	treatment	NOUN
cana-4518	160	15	of	of	ADP
cana-4518	160	16	this	this	DET
cana-4518	160	17	disease	disease	NOUN
cana-4518	160	18	is	be	AUX
cana-4518	160	19	also	also	ADV
cana-4518	160	20	happening	happen	VERB
cana-4518	160	21	in	in	ADP
cana-4518	160	22	technology	technology	NOUN
cana-4518	160	23	-	-	PUNCT
cana-4518	160	24	based	base	VERB
cana-4518	160	25	databases	database	NOUN
cana-4518	160	26	like	like	ADP
cana-4518	160	27	ieee	ieee	PROPN
cana-4518	160	28	xplore	xplore	PROPN
cana-4518	160	29	.	.	PUNCT
cana-4518	161	1	studies	study	NOUN
cana-4518	161	2	are	be	AUX
cana-4518	161	3	less	less	ADV
cana-4518	161	4	recorded	record	VERB
cana-4518	161	5	in	in	ADP
cana-4518	161	6	databases	database	NOUN
cana-4518	161	7	such	such	ADJ
cana-4518	161	8	as	as	ADP
cana-4518	161	9	science	science	NOUN
cana-4518	161	10	direct	direct	ADJ
cana-4518	161	11	and	and	CCONJ
cana-4518	161	12	mdpi	mdpi	PROPN
cana-4518	161	13	,	,	PUNCT
cana-4518	161	14	but	but	CCONJ
cana-4518	161	15	these	these	PRON
cana-4518	161	16	are	be	AUX
cana-4518	161	17	both	both	CCONJ
cana-4518	161	18	clinical	clinical	ADJ
cana-4518	161	19	and	and	CCONJ
cana-4518	161	20	scientific	scientific	ADJ
cana-4518	161	21	based	base	VERB
cana-4518	161	22	research	research	NOUN
cana-4518	161	23	articles	article	NOUN
cana-4518	161	24	.	.	PUNCT
cana-4518	162	1	figure.4	figure.4	PROPN
cana-4518	162	2	.	.	PUNCT
cana-4518	162	3	articles	article	NOUN
cana-4518	162	4	published	publish	VERB
cana-4518	162	5	across	across	ADP
cana-4518	162	6	various	various	ADJ
cana-4518	162	7	databases	database	NOUN
cana-4518	162	8	4.conclusion	4.conclusion	NUM
cana-4518	162	9	current	current	ADJ
cana-4518	162	10	diagnostic	diagnostic	ADJ
cana-4518	162	11	systems	system	NOUN
cana-4518	162	12	integrating	integrate	VERB
cana-4518	162	13	sophisticated	sophisticated	ADJ
cana-4518	162	14	technologies	technology	NOUN
cana-4518	162	15	with	with	ADP
cana-4518	162	16	ai	ai	ADJ
cana-4518	162	17	-	-	PUNCT
cana-4518	162	18	powered	power	VERB
cana-4518	162	19	methods	method	NOUN
cana-4518	162	20	create	create	VERB
cana-4518	162	21	transformative	transformative	ADJ
cana-4518	162	22	changes	change	NOUN
cana-4518	162	23	to	to	ADP
cana-4518	162	24	cervical	cervical	ADJ
cana-4518	162	25	cancer	cancer	NOUN
cana-4518	162	26	diagnosis	diagnosis	NOUN
cana-4518	162	27	and	and	CCONJ
cana-4518	162	28	disease	disease	NOUN
cana-4518	162	29	classification	classification	NOUN
cana-4518	162	30	.	.	PUNCT
cana-4518	163	1	the	the	DET
cana-4518	163	2	cervical	cervical	ADJ
cana-4518	163	3	cancer	cancer	NOUN
cana-4518	163	4	is	be	AUX
cana-4518	163	5	a	a	DET
cana-4518	163	6	very	very	ADV
cana-4518	163	7	dangerous	dangerous	ADJ
cana-4518	163	8	cancer	cancer	NOUN
cana-4518	163	9	for	for	ADP
cana-4518	163	10	women	woman	NOUN
cana-4518	163	11	in	in	ADP
cana-4518	163	12	today	today	NOUN
cana-4518	163	13	's	's	PART
cana-4518	163	14	time	time	NOUN
cana-4518	163	15	,	,	PUNCT
cana-4518	163	16	so	so	ADV
cana-4518	163	17	women	woman	NOUN
cana-4518	163	18	know	know	VERB
cana-4518	163	19	before	before	ADV
cana-4518	163	20	that	that	SCONJ
cana-4518	163	21	it	it	PRON
cana-4518	163	22	is	be	AUX
cana-4518	163	23	better	well	ADJ
cana-4518	163	24	to	to	PART
cana-4518	163	25	protect	protect	VERB
cana-4518	163	26	them	they	PRON
cana-4518	163	27	from	from	ADP
cana-4518	163	28	it	it	PRON
cana-4518	163	29	.	.	PUNCT
cana-4518	164	1	no	no	ADV
cana-4518	164	2	matter	matter	ADV
cana-4518	164	3	how	how	SCONJ
cana-4518	164	4	long	long	ADV
cana-4518	164	5	this	this	DET
cana-4518	164	6	evolving	evolve	VERB
cana-4518	164	7	science	science	NOUN
cana-4518	164	8	has	have	AUX
cana-4518	164	9	been	be	AUX
cana-4518	164	10	developing	develop	VERB
cana-4518	164	11	,	,	PUNCT
cana-4518	164	12	to	to	PART
cana-4518	164	13	address	address	VERB
cana-4518	164	14	this	this	DET
cana-4518	164	15	problem	problem	NOUN
cana-4518	164	16	,	,	PUNCT
cana-4518	164	17	to	to	PART
cana-4518	164	18	condemn	condemn	VERB
cana-4518	164	19	and	and	CCONJ
cana-4518	164	20	finding	find	VERB
cana-4518	164	21	the	the	DET
cana-4518	164	22	solution	solution	NOUN
cana-4518	164	23	for	for	ADP
cana-4518	164	24	this	this	DET
cana-4518	164	25	cancer	cancer	NOUN
cana-4518	164	26	,	,	PUNCT
cana-4518	164	27	to	to	PART
cana-4518	164	28	recover	recover	VERB
cana-4518	164	29	the	the	DET
cana-4518	164	30	huge	huge	ADJ
cana-4518	164	31	strength	strength	NOUN
cana-4518	164	32	of	of	ADP
cana-4518	164	33	the	the	DET
cana-4518	164	34	women	woman	NOUN
cana-4518	164	35	.	.	PUNCT
cana-4518	165	1	in	in	ADP
cana-4518	165	2	this	this	DET
cana-4518	165	3	paper	paper	NOUN
cana-4518	165	4	,	,	PUNCT
cana-4518	165	5	we	we	PRON
cana-4518	165	6	have	have	AUX
cana-4518	165	7	seen	see	VERB
cana-4518	165	8	the	the	DET
cana-4518	165	9	results	result	NOUN
cana-4518	165	10	of	of	ADP
cana-4518	165	11	many	many	ADJ
cana-4518	165	12	of	of	ADP
cana-4518	165	13	our	our	PRON
cana-4518	165	14	researchers	researcher	NOUN
cana-4518	165	15	results	result	VERB
cana-4518	165	16	,	,	PUNCT
cana-4518	165	17	each	each	PRON
cana-4518	165	18	of	of	ADP
cana-4518	165	19	them	they	PRON
cana-4518	165	20	has	have	AUX
cana-4518	165	21	found	find	VERB
cana-4518	165	22	some	some	DET
cana-4518	165	23	techniques	technique	NOUN
cana-4518	165	24	to	to	PART
cana-4518	165	25	detect	detect	VERB
cana-4518	165	26	cervical	cervical	ADJ
cana-4518	165	27	cancer	cancer	NOUN
cana-4518	165	28	in	in	ADP
cana-4518	165	29	high	high	ADJ
cana-4518	165	30	-	-	PUNCT
cana-4518	165	31	cost	cost	NOUN
cana-4518	165	32	testing	testing	NOUN
cana-4518	165	33	techniques	technique	NOUN
cana-4518	165	34	,	,	PUNCT
cana-4518	165	35	but	but	CCONJ
cana-4518	165	36	a	a	DET
cana-4518	165	37	much	much	ADV
cana-4518	165	38	better	well	ADJ
cana-4518	165	39	than	than	ADP
cana-4518	165	40	of	of	ADP
cana-4518	165	41	this	this	PRON
cana-4518	165	42	,	,	PUNCT
cana-4518	165	43	we	we	PRON
cana-4518	165	44	have	have	VERB
cana-4518	165	45	to	to	PART
cana-4518	165	46	find	find	VERB
cana-4518	165	47	a	a	DET
cana-4518	165	48	good	good	ADJ
cana-4518	165	49	way	way	NOUN
cana-4518	165	50	to	to	PART
cana-4518	165	51	come	come	VERB
cana-4518	165	52	up	up	ADP
cana-4518	165	53	and	and	CCONJ
cana-4518	165	54	these	these	DET
cana-4518	165	55	surveys	survey	NOUN
cana-4518	165	56	will	will	AUX
cana-4518	165	57	be	be	AUX
cana-4518	165	58	useful	useful	ADJ
cana-4518	165	59	to	to	PART
cana-4518	165	60	find	find	VERB
cana-4518	165	61	a	a	DET
cana-4518	165	62	disease	disease	NOUN
cana-4518	165	63	in	in	ADP
cana-4518	165	64	very	very	ADV
cana-4518	165	65	basic	basic	ADJ
cana-4518	165	66	and	and	CCONJ
cana-4518	165	67	less	less	ADJ
cana-4518	165	68	cost	cost	NOUN
cana-4518	165	69	test	test	NOUN
cana-4518	165	70	of	of	ADP
cana-4518	165	71	called	call	VERB
cana-4518	165	72	pap	pap	PROPN
cana-4518	165	73	smear	smear	NOUN
cana-4518	165	74	test	test	NOUN
cana-4518	165	75	.	.	PUNCT
cana-4518	166	1	0	0	NUM
cana-4518	166	2	50	50	NUM
cana-4518	166	3	100	100	NUM
cana-4518	166	4	150	150	NUM
cana-4518	166	5	200	200	NUM
cana-4518	166	6	250	250	NUM
cana-4518	166	7	300	300	NUM
cana-4518	166	8	350	350	NUM
cana-4518	166	9	400	400	NUM
cana-4518	166	10	web	web	NOUN
cana-4518	166	11	of	of	ADP
cana-4518	166	12	science	science	NOUN
cana-4518	166	13	mdpi	mdpi	PROPN
cana-4518	166	14	google	google	PROPN
cana-4518	166	15	scholar	scholar	NOUN
cana-4518	166	16	ieee	ieee	PROPN
cana-4518	166	17	xplore	xplore	PROPN
cana-4518	166	18	science	science	PROPN
cana-4518	166	19	direct	direct	PROPN
cana-4518	166	20	scopus	scopus	PROPN
cana-4518	166	21	no	no	PROPN
cana-4518	166	22	of	of	ADP
cana-4518	166	23	publications	publication	NOUN
cana-4518	167	1	d	d	X
cana-4518	167	2	at	at	ADP
cana-4518	167	3	ab	ab	PROPN
cana-4518	167	4	as	as	SCONJ
cana-4518	167	5	e	e	PROPN
cana-4518	167	6	articles	article	NOUN
cana-4518	167	7	published	publish	VERB
cana-4518	167	8	in	in	ADP
cana-4518	167	9	last	last	ADJ
cana-4518	167	10	1o	1o	NUM
cana-4518	167	11	years	year	NOUN
cana-4518	167	12	communications	communication	NOUN
cana-4518	167	13	on	on	ADP
cana-4518	167	14	applied	apply	VERB
cana-4518	167	15	nonlinear	nonlinear	ADJ
cana-4518	167	16	analysis	analysis	NOUN
cana-4518	167	17	issn	issn	NOUN
cana-4518	167	18	:	:	PUNCT
cana-4518	167	19	1074	1074	NUM
cana-4518	167	20	-	-	PUNCT
cana-4518	167	21	133x	133x	NUM
cana-4518	167	22	vol	vol	NOUN
cana-4518	167	23	32	32	NUM
cana-4518	167	24	no	no	NOUN
cana-4518	167	25	.	.	PUNCT
cana-4518	168	1	9s	9s	NUM
cana-4518	168	2	(	(	PUNCT
cana-4518	168	3	2025	2025	NUM
cana-4518	168	4	)	)	PUNCT
cana-4518	168	5	2335	2335	NUM
cana-4518	169	1	https://internationalpubls.com	https://internationalpubls.com	X
cana-4518	169	2	references	reference	NOUN
cana-4518	169	3	[	[	X
cana-4518	169	4	1	1	NUM
cana-4518	169	5	]	]	X
cana-4518	169	6	sun	sun	NOUN
cana-4518	169	7	g	g	PROPN
cana-4518	169	8	,	,	PUNCT
cana-4518	169	9	li	li	PROPN
cana-4518	169	10	s	s	PROPN
cana-4518	169	11	,	,	PUNCT
cana-4518	169	12	cao	cao	PROPN
cana-4518	169	13	y	y	PROPN
cana-4518	169	14	,	,	PUNCT
cana-4518	169	15	lang	lang	PROPN
cana-4518	169	16	f.	f.	PROPN
cana-4518	169	17	cervical	cervical	PROPN
cana-4518	169	18	cancer	cancer	NOUN
cana-4518	169	19	diagnosis	diagnosis	NOUN
cana-4518	169	20	based	base	VERB
cana-4518	169	21	on	on	ADP
cana-4518	169	22	random	random	ADJ
cana-4518	169	23	forest	forest	NOUN
cana-4518	169	24	.	.	PUNCT
cana-4518	170	1	int	int	PROPN
cana-4518	170	2	j	j	PROPN
cana-4518	170	3	perform	perform	VERB
cana-4518	170	4	eng	eng	PROPN
cana-4518	170	5	.	.	PUNCT
cana-4518	171	1	2017;13(4):446	2017;13(4):446	NOUN
cana-4518	171	2	.	.	PUNCT
cana-4518	172	1	[	[	X
cana-4518	172	2	2	2	X
cana-4518	172	3	]	]	X
cana-4518	172	4	kalbhor	kalbhor	PROPN
cana-4518	172	5	m	m	PROPN
cana-4518	172	6	,	,	PUNCT
cana-4518	172	7	shinde	shinde	PROPN
cana-4518	172	8	sv	sv	PROPN
cana-4518	172	9	,	,	PUNCT
cana-4518	172	10	jude	jude	PROPN
cana-4518	172	11	h.	h.	PROPN
cana-4518	172	12	cervical	cervical	PROPN
cana-4518	172	13	cancer	cancer	NOUN
cana-4518	172	14	diagnosis	diagnosis	NOUN
cana-4518	172	15	based	base	VERB
cana-4518	172	16	on	on	ADP
cana-4518	172	17	cytology	cytology	NOUN
cana-4518	172	18	pap	pap	NOUN
cana-4518	172	19	smear	smear	NOUN
cana-4518	172	20	image	image	NOUN
cana-4518	172	21	classification	classification	NOUN
cana-4518	172	22	using	use	VERB
cana-4518	172	23	fractional	fractional	ADJ
cana-4518	172	24	coefficient	coefficient	NOUN
cana-4518	172	25	and	and	CCONJ
cana-4518	172	26	machine	machine	NOUN
cana-4518	172	27	learning	learn	VERB
cana-4518	172	28	classifiers	classifier	NOUN
cana-4518	172	29	.	.	PUNCT
cana-4518	173	1	telkomnika	telkomnika	PROPN
cana-4518	173	2	(	(	PUNCT
cana-4518	173	3	telecommun	telecommun	PROPN
cana-4518	173	4	comput	comput	PROPN
cana-4518	173	5	elect	elect	PROPN
cana-4518	173	6	control	control	PROPN
cana-4518	173	7	)	)	PUNCT
cana-4518	173	8	.	.	PUNCT
cana-4518	174	1	2022;20(5):1091–1102	2022;20(5):1091–1102	NUM
cana-4518	174	2	.	.	PUNCT
cana-4518	175	1	[	[	X
cana-4518	175	2	3	3	NUM
cana-4518	175	3	]	]	X
cana-4518	175	4	lin	lin	PROPN
cana-4518	175	5	h	h	PROPN
cana-4518	175	6	,	,	PUNCT
cana-4518	175	7	hu	hu	PROPN
cana-4518	175	8	y	y	PROPN
cana-4518	175	9	,	,	PUNCT
cana-4518	175	10	chen	chen	PROPN
cana-4518	175	11	s	s	PROPN
cana-4518	175	12	,	,	PUNCT
cana-4518	175	13	yao	yao	PROPN
cana-4518	175	14	j	j	PROPN
cana-4518	175	15	,	,	PUNCT
cana-4518	175	16	zhang	zhang	PROPN
cana-4518	175	17	l.	l.	PROPN
cana-4518	175	18	fine	fine	ADV
cana-4518	175	19	-	-	PUNCT
cana-4518	175	20	grained	grain	VERB
cana-4518	175	21	classification	classification	NOUN
cana-4518	175	22	of	of	ADP
cana-4518	175	23	cervical	cervical	ADJ
cana-4518	175	24	cells	cell	NOUN
cana-4518	175	25	using	use	VERB
cana-4518	175	26	morphological	morphological	ADJ
cana-4518	175	27	and	and	CCONJ
cana-4518	175	28	appearance	appearance	NOUN
cana-4518	175	29	-	-	PUNCT
cana-4518	175	30	based	base	VERB
cana-4518	175	31	convolutional	convolutional	ADJ
cana-4518	175	32	neural	neural	ADJ
cana-4518	175	33	networks	network	NOUN
cana-4518	175	34	.	.	PUNCT
cana-4518	176	1	ieee	ieee	NOUN
cana-4518	176	2	access	access	NOUN
cana-4518	176	3	.	.	PUNCT
cana-4518	177	1	2019;7:71541–71549	2019;7:71541–71549	NUM
cana-4518	177	2	.	.	PUNCT
cana-4518	178	1	[	[	X
cana-4518	178	2	4	4	X
cana-4518	178	3	]	]	PUNCT
cana-4518	178	4	ghoneim	ghoneim	X
cana-4518	178	5	a	a	PROPN
cana-4518	178	6	,	,	PUNCT
cana-4518	178	7	muhammad	muhammad	PROPN
cana-4518	178	8	g	g	PROPN
cana-4518	178	9	,	,	PUNCT
cana-4518	178	10	hossain	hossain	PROPN
cana-4518	178	11	ms	ms	PROPN
cana-4518	178	12	.	.	PROPN
cana-4518	178	13	cervical	cervical	ADJ
cana-4518	178	14	cancer	cancer	NOUN
cana-4518	178	15	classification	classification	NOUN
cana-4518	178	16	using	use	VERB
cana-4518	178	17	convolutional	convolutional	ADJ
cana-4518	178	18	neural	neural	ADJ
cana-4518	178	19	networks	network	NOUN
cana-4518	178	20	and	and	CCONJ
cana-4518	178	21	extreme	extreme	ADJ
cana-4518	178	22	learning	learning	NOUN
cana-4518	178	23	machines	machine	NOUN
cana-4518	178	24	.	.	PUNCT
cana-4518	179	1	future	future	ADJ
cana-4518	179	2	gener	gener	PROPN
cana-4518	179	3	comput	comput	PROPN
cana-4518	179	4	syst	syst	PROPN
cana-4518	179	5	.	.	PUNCT
cana-4518	180	1	2020;102:643	2020;102:643	NUM
cana-4518	180	2	–	–	PUNCT
cana-4518	180	3	649	649	NUM
cana-4518	180	4	.	.	PUNCT
cana-4518	181	1	[	[	X
cana-4518	181	2	5	5	X
cana-4518	181	3	]	]	X
cana-4518	181	4	kavitha	kavitha	PROPN
cana-4518	181	5	r	r	PROPN
cana-4518	181	6	,	,	PUNCT
cana-4518	181	7	et	et	PROPN
cana-4518	181	8	al	al	PROPN
cana-4518	181	9	.	.	PROPN
cana-4518	181	10	ant	ant	ADJ
cana-4518	181	11	colony	colony	NOUN
cana-4518	181	12	optimization	optimization	NOUN
cana-4518	181	13	enabled	enable	VERB
cana-4518	181	14	cnn	cnn	PROPN
cana-4518	181	15	deep	deep	ADJ
cana-4518	181	16	learning	learning	NOUN
cana-4518	181	17	technique	technique	NOUN
cana-4518	181	18	for	for	ADP
cana-4518	181	19	accurate	accurate	ADJ
cana-4518	181	20	detection	detection	NOUN
cana-4518	181	21	of	of	ADP
cana-4518	181	22	cervical	cervical	ADJ
cana-4518	181	23	cancer	cancer	NOUN
cana-4518	181	24	.	.	PUNCT
cana-4518	182	1	biomed	biome	VERB
cana-4518	182	2	res	re	NOUN
cana-4518	182	3	int	int	NOUN
cana-4518	182	4	.	.	PUNCT
cana-4518	183	1	2023;2023:1–9	2023;2023:1–9	X
cana-4518	183	2	.	.	PUNCT
cana-4518	184	1	[	[	X
cana-4518	184	2	6	6	NUM
cana-4518	184	3	]	]	X
cana-4518	184	4	fekri	fekri	NOUN
cana-4518	184	5	-	-	PUNCT
cana-4518	184	6	ershad	ershad	VERB
cana-4518	184	7	s	s	PROPN
cana-4518	184	8	,	,	PUNCT
cana-4518	184	9	alsaffar	alsaffar	ADV
cana-4518	184	10	mf	mf	X
cana-4518	184	11	.	.	PUNCT
cana-4518	185	1	developing	develop	VERB
cana-4518	185	2	a	a	DET
cana-4518	185	3	tuned	tuned	ADJ
cana-4518	185	4	three	three	NUM
cana-4518	185	5	-	-	PUNCT
cana-4518	185	6	layer	layer	NOUN
cana-4518	185	7	perceptron	perceptron	PROPN
cana-4518	185	8	fed	feed	VERB
cana-4518	185	9	with	with	ADP
cana-4518	185	10	trained	train	VERB
cana-4518	185	11	deep	deep	ADJ
cana-4518	185	12	convolutional	convolutional	ADJ
cana-4518	185	13	neural	neural	ADJ
cana-4518	185	14	networks	network	NOUN
cana-4518	185	15	for	for	ADP
cana-4518	185	16	cervical	cervical	ADJ
cana-4518	185	17	cancer	cancer	NOUN
cana-4518	185	18	diagnosis	diagnosis	NOUN
cana-4518	185	19	.	.	PUNCT
cana-4518	186	1	diagnostics	diagnostic	NOUN
cana-4518	186	2	.	.	PUNCT
cana-4518	187	1	2023;13(4):1–18	2023;13(4):1–18	NUM
cana-4518	187	2	.	.	PUNCT
cana-4518	188	1	[	[	X
cana-4518	188	2	7	7	X
cana-4518	188	3	]	]	X
cana-4518	188	4	khamparia	khamparia	PROPN
cana-4518	188	5	a	a	PROPN
cana-4518	188	6	,	,	PUNCT
cana-4518	188	7	gupta	gupta	PROPN
cana-4518	188	8	d	d	PROPN
cana-4518	188	9	,	,	PUNCT
cana-4518	188	10	rodrigues	rodrigues	PROPN
cana-4518	188	11	jj	jj	PROPN
cana-4518	188	12	,	,	PUNCT
cana-4518	188	13	de	de	X
cana-4518	188	14	albuquerque	albuquerque	PROPN
cana-4518	188	15	vhc	vhc	PROPN
cana-4518	188	16	.	.	PUNCT
cana-4518	189	1	dcavn	dcavn	PROPN
cana-4518	189	2	:	:	PUNCT
cana-4518	189	3	cervical	cervical	ADJ
cana-4518	189	4	cancer	cancer	NOUN
cana-4518	189	5	prediction	prediction	NOUN
cana-4518	189	6	and	and	CCONJ
cana-4518	189	7	classification	classification	NOUN
cana-4518	189	8	using	use	VERB
cana-4518	189	9	deep	deep	ADJ
cana-4518	189	10	convolutional	convolutional	ADJ
cana-4518	189	11	and	and	CCONJ
cana-4518	189	12	variational	variational	ADJ
cana-4518	189	13	autoencoder	autoencoder	NOUN
cana-4518	189	14	network	network	NOUN
cana-4518	189	15	.	.	PUNCT
cana-4518	190	1	multimed	multime	VERB
cana-4518	190	2	tools	tool	NOUN
cana-4518	190	3	appl	appl	NOUN
cana-4518	190	4	.	.	PUNCT
cana-4518	191	1	2021;80:30399–30415	2021;80:30399–30415	NUM
cana-4518	191	2	.	.	PUNCT
cana-4518	192	1	[	[	X
cana-4518	192	2	8	8	NUM
cana-4518	192	3	]	]	X
cana-4518	192	4	jia	jia	PROPN
cana-4518	192	5	d	d	PROPN
cana-4518	192	6	,	,	PUNCT
cana-4518	192	7	li	li	PROPN
cana-4518	192	8	z	z	PROPN
cana-4518	192	9	,	,	PUNCT
cana-4518	192	10	zhang	zhang	PROPN
cana-4518	192	11	c.	c.	PROPN
cana-4518	192	12	detection	detection	PROPN
cana-4518	192	13	of	of	ADP
cana-4518	192	14	cervical	cervical	ADJ
cana-4518	192	15	cancer	cancer	NOUN
cana-4518	192	16	cells	cell	NOUN
cana-4518	192	17	based	base	VERB
cana-4518	192	18	on	on	ADP
cana-4518	192	19	strong	strong	ADJ
cana-4518	192	20	feature	feature	NOUN
cana-4518	192	21	cnn	cnn	PROPN
cana-4518	192	22	-	-	PUNCT
cana-4518	192	23	svm	svm	PROPN
cana-4518	192	24	network	network	NOUN
cana-4518	192	25	.	.	PUNCT
cana-4518	193	1	neurocomputing	neurocomputing	NOUN
cana-4518	193	2	.	.	PUNCT
cana-4518	194	1	2020;411:112–127	2020;411:112–127	NUM
cana-4518	194	2	.	.	PUNCT
cana-4518	195	1	[	[	X
cana-4518	195	2	9	9	NUM
cana-4518	195	3	]	]	X
cana-4518	195	4	kalbhor	kalbhor	PROPN
cana-4518	195	5	m	m	PROPN
cana-4518	195	6	,	,	PUNCT
cana-4518	195	7	et	et	PROPN
cana-4518	195	8	al	al	PROPN
cana-4518	195	9	.	.	PUNCT
cana-4518	195	10	pap	pap	NOUN
cana-4518	195	11	smear	smear	NOUN
cana-4518	195	12	-	-	PUNCT
cana-4518	195	13	based	base	VERB
cana-4518	195	14	cervical	cervical	ADJ
cana-4518	195	15	cancer	cancer	NOUN
cana-4518	195	16	detection	detection	NOUN
cana-4518	195	17	using	use	VERB
cana-4518	195	18	hybrid	hybrid	ADJ
cana-4518	195	19	deep	deep	ADJ
cana-4518	195	20	learning	learning	NOUN
cana-4518	195	21	and	and	CCONJ
cana-4518	195	22	performance	performance	NOUN
cana-4518	195	23	evaluation	evaluation	NOUN
cana-4518	195	24	.	.	PUNCT
cana-4518	196	1	comput	comput	NOUN
cana-4518	196	2	methods	method	NOUN
cana-4518	196	3	biomech	biomech	NOUN
cana-4518	196	4	biomed	biome	VERB
cana-4518	196	5	eng	eng	PROPN
cana-4518	196	6	imaging	imaging	PROPN
cana-4518	196	7	vis	vis	X
cana-4518	196	8	.	.	PROPN
cana-4518	196	9	2023;11:1–10	2023;11:1–10	NUM
cana-4518	196	10	.	.	PUNCT
cana-4518	197	1	[	[	X
cana-4518	197	2	10	10	NUM
cana-4518	197	3	]	]	X
cana-4518	197	4	chitra	chitra	PROPN
cana-4518	197	5	b	b	PROPN
cana-4518	197	6	,	,	PUNCT
cana-4518	197	7	kumar	kumar	PROPN
cana-4518	197	8	ss	ss	PROPN
cana-4518	197	9	,	,	PUNCT
cana-4518	197	10	subbulekshmi	subbulekshmi	PROPN
cana-4518	197	11	d.	d.	PROPN
cana-4518	197	12	prediction	prediction	NOUN
cana-4518	197	13	models	model	NOUN
cana-4518	197	14	applying	apply	VERB
cana-4518	197	15	convolutional	convolutional	ADJ
cana-4518	197	16	neural	neural	ADJ
cana-4518	197	17	network	network	NOUN
cana-4518	197	18	-	-	PUNCT
cana-4518	197	19	based	base	VERB
cana-4518	197	20	deep	deep	ADJ
cana-4518	197	21	learning	learning	NOUN
cana-4518	197	22	to	to	ADP
cana-4518	197	23	cervical	cervical	ADJ
cana-4518	197	24	cancer	cancer	NOUN
cana-4518	197	25	outcomes	outcome	NOUN
cana-4518	197	26	.	.	PUNCT
cana-4518	198	1	iete	iete	PROPN
cana-4518	198	2	j	j	PROPN
cana-4518	198	3	res	re	NOUN
cana-4518	198	4	.	.	PUNCT
cana-4518	199	1	2024:1–12	2024:1–12	NUM
cana-4518	199	2	.	.	PUNCT
cana-4518	200	1	doi:10.1080/03772063.2024.2305831	doi:10.1080/03772063.2024.2305831	X
cana-4518	200	2	.	.	PUNCT
cana-4518	201	1	[	[	X
cana-4518	201	2	11	11	NUM
cana-4518	201	3	]	]	X
cana-4518	201	4	kalbhor	kalbhor	PROPN
cana-4518	201	5	m	m	PROPN
cana-4518	201	6	,	,	PUNCT
cana-4518	201	7	shinde	shinde	PROPN
cana-4518	201	8	s.	s.	PROPN
cana-4518	201	9	colpoclassifier	colpoclassifier	PROPN
cana-4518	201	10	:	:	PUNCT
cana-4518	201	11	a	a	DET
cana-4518	201	12	hybrid	hybrid	ADJ
cana-4518	201	13	framework	framework	NOUN
cana-4518	201	14	for	for	ADP
cana-4518	201	15	classification	classification	NOUN
cana-4518	201	16	of	of	ADP
cana-4518	201	17	the	the	DET
cana-4518	201	18	cervigrams	cervigram	NOUN
cana-4518	201	19	.	.	PUNCT
cana-4518	202	1	diagnostics	diagnostic	NOUN
cana-4518	202	2	.	.	PUNCT
cana-4518	203	1	2023;13(6):1103	2023;13(6):1103	NUM
cana-4518	203	2	.	.	PUNCT
cana-4518	203	3	doi:10.3390	doi:10.3390	NOUN
cana-4518	203	4	/	/	SYM
cana-4518	203	5	diagnostics13061103	diagnostics13061103	PROPN
cana-4518	203	6	.	.	PUNCT
cana-4518	204	1	[	[	X
cana-4518	204	2	12	12	NUM
cana-4518	204	3	]	]	X
cana-4518	204	4	ali	ali	PROPN
cana-4518	204	5	m	m	PROPN
cana-4518	204	6	,	,	PUNCT
cana-4518	204	7	et	et	PROPN
cana-4518	204	8	al	al	PROPN
cana-4518	204	9	.	.	PUNCT
cana-4518	204	10	artificial	artificial	ADJ
cana-4518	204	11	neural	neural	ADJ
cana-4518	204	12	network	network	NOUN
cana-4518	204	13	-	-	PUNCT
cana-4518	204	14	based	base	VERB
cana-4518	204	15	screening	screening	NOUN
cana-4518	204	16	of	of	ADP
cana-4518	204	17	cervical	cervical	ADJ
cana-4518	204	18	cancer	cancer	NOUN
cana-4518	204	19	using	use	VERB
cana-4518	204	20	a	a	DET
cana-4518	204	21	hierarchical	hierarchical	ADJ
cana-4518	204	22	modular	modular	ADJ
cana-4518	204	23	neural	neural	ADJ
cana-4518	204	24	network	network	NOUN
cana-4518	204	25	architecture	architecture	NOUN
cana-4518	204	26	(	(	PUNCT
cana-4518	204	27	hmnna	hmnna	NOUN
cana-4518	204	28	)	)	PUNCT
cana-4518	204	29	and	and	CCONJ
cana-4518	204	30	novel	novel	ADJ
cana-4518	204	31	benchmark	benchmark	NOUN
cana-4518	204	32	uterine	uterine	ADJ
cana-4518	204	33	cervix	cervix	NOUN
cana-4518	204	34	cancer	cancer	NOUN
cana-4518	204	35	database	database	NOUN
cana-4518	204	36	.	.	PUNCT
cana-4518	205	1	neural	neural	ADJ
cana-4518	205	2	comput	comput	PROPN
cana-4518	205	3	appl	appl	PROPN
cana-4518	205	4	.	.	PUNCT
cana-4518	206	1	2019;31:2979–2993	2019;31:2979–2993	NOUN
cana-4518	206	2	.	.	PUNCT
cana-4518	207	1	[	[	X
cana-4518	207	2	13	13	NUM
cana-4518	207	3	]	]	X
cana-4518	207	4	rahaman	rahaman	NOUN
cana-4518	207	5	mm	mm	PROPN
cana-4518	207	6	,	,	PUNCT
cana-4518	207	7	et	et	PROPN
cana-4518	207	8	al	al	PROPN
cana-4518	207	9	.	.	PUNCT
cana-4518	208	1	deep	deep	ADJ
cana-4518	208	2	cervix	cervix	NOUN
cana-4518	208	3	:	:	PUNCT
cana-4518	208	4	a	a	DET
cana-4518	208	5	deep	deep	ADJ
cana-4518	208	6	learning	learning	NOUN
cana-4518	208	7	-	-	PUNCT
cana-4518	208	8	based	base	VERB
cana-4518	208	9	framework	framework	NOUN
cana-4518	208	10	for	for	ADP
cana-4518	208	11	the	the	DET
cana-4518	208	12	classification	classification	NOUN
cana-4518	208	13	of	of	ADP
cana-4518	208	14	cervical	cervical	ADJ
cana-4518	208	15	cells	cell	NOUN
cana-4518	208	16	using	use	VERB
cana-4518	208	17	hybrid	hybrid	ADJ
cana-4518	208	18	deep	deep	ADJ
cana-4518	208	19	feature	feature	NOUN
cana-4518	208	20	fusion	fusion	NOUN
cana-4518	208	21	techniques	technique	NOUN
cana-4518	208	22	.	.	PUNCT
cana-4518	209	1	comput	comput	PROPN
cana-4518	209	2	biol	biol	PROPN
cana-4518	209	3	med	med	PROPN
cana-4518	209	4	.	.	PUNCT
cana-4518	209	5	2021;136:104649	2021;136:104649	NUM
cana-4518	209	6	.	.	PUNCT
cana-4518	210	1	[	[	X
cana-4518	210	2	14	14	NUM
cana-4518	210	3	]	]	X
cana-4518	210	4	fekri	fekri	NOUN
cana-4518	210	5	-	-	PUNCT
cana-4518	210	6	ershad	ershad	VERB
cana-4518	210	7	s	s	PROPN
cana-4518	210	8	,	,	PUNCT
cana-4518	210	9	ramakrishnan	ramakrishnan	PROPN
cana-4518	210	10	s.	s.	PROPN
cana-4518	210	11	cervical	cervical	PROPN
cana-4518	210	12	cancer	cancer	NOUN
cana-4518	210	13	diagnosis	diagnosis	NOUN
cana-4518	210	14	based	base	VERB
cana-4518	210	15	on	on	ADP
cana-4518	210	16	modified	modified	ADJ
cana-4518	210	17	uniform	uniform	ADJ
cana-4518	210	18	local	local	ADJ
cana-4518	210	19	ternary	ternary	ADJ
cana-4518	210	20	patterns	pattern	NOUN
cana-4518	210	21	and	and	CCONJ
cana-4518	210	22	feedforward	feedforward	ADJ
cana-4518	210	23	multilayer	multilayer	ADJ
cana-4518	210	24	network	network	NOUN
cana-4518	210	25	optimized	optimize	VERB
cana-4518	210	26	by	by	ADP
cana-4518	210	27	genetic	genetic	ADJ
cana-4518	210	28	algorithm	algorithm	NOUN
cana-4518	210	29	.	.	PUNCT
cana-4518	211	1	comput	comput	PROPN
cana-4518	211	2	biol	biol	PROPN
cana-4518	211	3	med	me	VERB
cana-4518	211	4	.	.	PUNCT
cana-4518	212	1	2022;144:105392	2022;144:105392	NUM
cana-4518	212	2	.	.	PUNCT
cana-4518	213	1	[	[	X
cana-4518	213	2	15	15	NUM
cana-4518	213	3	]	]	X
cana-4518	213	4	chen	chen	PROPN
cana-4518	213	5	x	x	PROPN
cana-4518	213	6	,	,	PUNCT
cana-4518	213	7	et	et	PROPN
cana-4518	213	8	al	al	PROPN
cana-4518	213	9	.	.	PUNCT
cana-4518	213	10	application	application	NOUN
cana-4518	213	11	of	of	ADP
cana-4518	213	12	efficientnet	efficientnet	NOUN
cana-4518	213	13	-	-	PUNCT
cana-4518	213	14	b0	b0	NOUN
cana-4518	213	15	and	and	CCONJ
cana-4518	213	16	gru	gru	NOUN
cana-4518	213	17	-	-	PUNCT
cana-4518	213	18	based	base	VERB
cana-4518	213	19	deep	deep	ADJ
cana-4518	213	20	learning	learning	NOUN
cana-4518	213	21	on	on	ADP
cana-4518	213	22	classifying	classify	VERB
cana-4518	213	23	the	the	DET
cana-4518	213	24	colposcopy	colposcopy	NOUN
cana-4518	213	25	diagnosis	diagnosis	NOUN
cana-4518	213	26	of	of	ADP
cana-4518	213	27	precancerous	precancerous	ADJ
cana-4518	213	28	cervical	cervical	ADJ
cana-4518	213	29	lesions	lesion	NOUN
cana-4518	213	30	.	.	PUNCT
cana-4518	214	1	cancer	cancer	NOUN
cana-4518	214	2	med	med	PROPN
cana-4518	214	3	.	.	PUNCT
cana-4518	215	1	2023;12(7):8690–89	2023;12(7):8690–89	NOUN
cana-4518	215	2	.	.	PUNCT
cana-4518	216	1	doi:10.1002	doi:10.1002	NOUN
cana-4518	216	2	/	/	SYM
cana-4518	216	3	cam4.5581	cam4.5581	PROPN
cana-4518	216	4	.	.	PUNCT
cana-4518	217	1	[	[	X
cana-4518	217	2	16	16	NUM
cana-4518	217	3	]	]	X
cana-4518	217	4	khare	khare	PROPN
cana-4518	217	5	sk	sk	PROPN
cana-4518	217	6	,	,	PUNCT
cana-4518	217	7	et	et	PROPN
cana-4518	217	8	al	al	PROPN
cana-4518	217	9	.	.	PUNCT
cana-4518	218	1	emotion	emotion	NOUN
cana-4518	218	2	recognition	recognition	NOUN
cana-4518	218	3	and	and	CCONJ
cana-4518	218	4	artificial	artificial	ADJ
cana-4518	218	5	intelligence	intelligence	NOUN
cana-4518	218	6	:	:	PUNCT
cana-4518	218	7	a	a	DET
cana-4518	218	8	systematic	systematic	ADJ
cana-4518	218	9	review	review	NOUN
cana-4518	218	10	(	(	PUNCT
cana-4518	218	11	2014	2014	NUM
cana-4518	218	12	–	–	PUNCT
cana-4518	218	13	2023	2023	NUM
cana-4518	218	14	)	)	PUNCT
cana-4518	218	15	and	and	CCONJ
cana-4518	218	16	research	research	NOUN
cana-4518	218	17	recommendations	recommendation	NOUN
cana-4518	218	18	.	.	PUNCT
cana-4518	219	1	inf	inf	ADJ
cana-4518	219	2	fusion	fusion	NOUN
cana-4518	219	3	.	.	PUNCT
cana-4518	220	1	2024;102:102019	2024;102:102019	NUM
cana-4518	220	2	.	.	PUNCT
cana-4518	221	1	communications	communication	NOUN
cana-4518	221	2	on	on	ADP
cana-4518	221	3	applied	apply	VERB
cana-4518	221	4	nonlinear	nonlinear	ADJ
cana-4518	221	5	analysis	analysis	NOUN
cana-4518	221	6	issn	issn	NOUN
cana-4518	221	7	:	:	PUNCT
cana-4518	221	8	1074	1074	NUM
cana-4518	221	9	-	-	PUNCT
cana-4518	221	10	133x	133x	NUM
cana-4518	221	11	vol	vol	NOUN
cana-4518	221	12	32	32	NUM
cana-4518	221	13	no	no	NOUN
cana-4518	221	14	.	.	PUNCT
cana-4518	222	1	9s	9s	NUM
cana-4518	222	2	(	(	PUNCT
cana-4518	222	3	2025	2025	NUM
cana-4518	222	4	)	)	PUNCT
cana-4518	222	5	2336	2336	NUM
cana-4518	222	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-4518	223	1	[	[	X
cana-4518	223	2	17	17	NUM
cana-4518	223	3	]	]	X
cana-4518	223	4	chauhan	chauhan	PROPN
cana-4518	223	5	r	r	PROPN
cana-4518	223	6	,	,	PUNCT
cana-4518	223	7	et	et	PROPN
cana-4518	223	8	al	al	PROPN
cana-4518	223	9	.	.	PROPN
cana-4518	223	10	predictive	predictive	ADJ
cana-4518	223	11	modeling	modeling	NOUN
cana-4518	223	12	and	and	CCONJ
cana-4518	223	13	web	web	NOUN
cana-4518	223	14	-	-	PUNCT
cana-4518	223	15	based	base	VERB
cana-4518	223	16	tool	tool	NOUN
cana-4518	223	17	for	for	ADP
cana-4518	223	18	cervical	cervical	ADJ
cana-4518	223	19	cancer	cancer	NOUN
cana-4518	223	20	risk	risk	NOUN
cana-4518	223	21	assessment	assessment	NOUN
cana-4518	223	22	:	:	PUNCT
cana-4518	223	23	a	a	DET
cana-4518	223	24	comparative	comparative	ADJ
cana-4518	223	25	study	study	NOUN
cana-4518	223	26	of	of	ADP
cana-4518	223	27	machine	machine	NOUN
cana-4518	223	28	learning	learning	NOUN
cana-4518	223	29	models	model	NOUN
cana-4518	223	30	.	.	PUNCT
cana-4518	224	1	methodsx	methodsx	PROPN
cana-4518	224	2	.	.	PUNCT
cana-4518	225	1	2024;12:102653	2024;12:102653	NUM
cana-4518	225	2	.	.	PUNCT
cana-4518	226	1	[	[	X
cana-4518	226	2	18	18	NUM
cana-4518	226	3	]	]	PUNCT
cana-4518	226	4	alias	alias	PROPN
cana-4518	226	5	na	na	PROPN
cana-4518	226	6	,	,	PUNCT
cana-4518	226	7	et	et	PROPN
cana-4518	226	8	al	al	PROPN
cana-4518	226	9	.	.	PUNCT
cana-4518	226	10	pap	pap	NOUN
cana-4518	226	11	smear	smear	NOUN
cana-4518	226	12	image	image	NOUN
cana-4518	226	13	analysis	analysis	NOUN
cana-4518	226	14	based	base	VERB
cana-4518	226	15	on	on	ADP
cana-4518	226	16	nucleus	nucleus	ADJ
cana-4518	226	17	segmentation	segmentation	NOUN
cana-4518	226	18	and	and	CCONJ
cana-4518	226	19	deep	deep	ADJ
cana-4518	226	20	learning	learning	NOUN
cana-4518	226	21	–	–	PUNCT
cana-4518	226	22	a	a	DET
cana-4518	226	23	recent	recent	ADJ
cana-4518	226	24	review	review	NOUN
cana-4518	226	25	.	.	PUNCT
cana-4518	227	1	j	j	PROPN
cana-4518	227	2	adv	adv	PROPN
cana-4518	227	3	res	re	NOUN
cana-4518	227	4	appl	appl	PROPN
cana-4518	227	5	sci	sci	PROPN
cana-4518	227	6	eng	eng	PROPN
cana-4518	227	7	technol	technol	NOUN
cana-4518	227	8	.	.	PUNCT
cana-4518	228	1	2023;29(3):37–47	2023;29(3):37–47	NUM
cana-4518	228	2	.	.	PUNCT
cana-4518	229	1	[	[	X
cana-4518	229	2	19	19	NUM
cana-4518	229	3	]	]	PUNCT
cana-4518	229	4	arora	arora	PROPN
cana-4518	229	5	a	a	PROPN
cana-4518	229	6	,	,	PUNCT
cana-4518	229	7	tripathi	tripathi	PROPN
cana-4518	229	8	a	a	PROPN
cana-4518	229	9	,	,	PUNCT
cana-4518	229	10	bhan	bhan	PROPN
cana-4518	229	11	a.	a.	NOUN
cana-4518	229	12	classification	classification	NOUN
cana-4518	229	13	of	of	ADP
cana-4518	229	14	cervical	cervical	ADJ
cana-4518	229	15	cancer	cancer	NOUN
cana-4518	229	16	detection	detection	NOUN
cana-4518	229	17	using	use	VERB
cana-4518	229	18	machine	machine	NOUN
cana-4518	229	19	learning	learning	NOUN
cana-4518	229	20	algorithms	algorithm	NOUN
cana-4518	229	21	.	.	PUNCT
cana-4518	230	1	in	in	ADP
cana-4518	230	2	:	:	PUNCT
cana-4518	230	3	2021	2021	NUM
cana-4518	230	4	6th	6th	ADJ
cana-4518	230	5	international	international	ADJ
cana-4518	230	6	conference	conference	NOUN
cana-4518	230	7	on	on	ADP
cana-4518	230	8	inventive	inventive	ADJ
cana-4518	230	9	computation	computation	NOUN
cana-4518	230	10	technologies	technology	NOUN
cana-4518	230	11	(	(	PUNCT
cana-4518	230	12	icict	icict	NOUN
cana-4518	230	13	)	)	PUNCT
cana-4518	230	14	.	.	PUNCT
cana-4518	231	1	ieee	ieee	NOUN
cana-4518	231	2	;	;	PUNCT
cana-4518	231	3	2021	2021	NUM
cana-4518	231	4	.	.	PUNCT
cana-4518	232	1	p.	p.	NOUN
cana-4518	232	2	827–835	827–835	NUM
cana-4518	232	3	.	.	PUNCT
cana-4518	233	1	[	[	X
cana-4518	233	2	20	20	NUM
cana-4518	233	3	]	]	PUNCT
cana-4518	233	4	plissiti	plissiti	NOUN
cana-4518	233	5	me	i	PRON
cana-4518	233	6	,	,	PUNCT
cana-4518	233	7	et	et	PROPN
cana-4518	233	8	al	al	PROPN
cana-4518	233	9	.	.	PROPN
cana-4518	234	1	sipakmed	sipakme	VERB
cana-4518	234	2	:	:	PUNCT
cana-4518	234	3	a	a	DET
cana-4518	234	4	new	new	ADJ
cana-4518	234	5	dataset	dataset	NOUN
cana-4518	234	6	for	for	ADP
cana-4518	234	7	feature	feature	NOUN
cana-4518	234	8	and	and	CCONJ
cana-4518	234	9	image	image	NOUN
cana-4518	234	10	-	-	PUNCT
cana-4518	234	11	based	base	VERB
cana-4518	234	12	classification	classification	NOUN
cana-4518	234	13	of	of	ADP
cana-4518	234	14	normal	normal	ADJ
cana-4518	234	15	and	and	CCONJ
cana-4518	234	16	pathological	pathological	ADJ
cana-4518	234	17	cervical	cervical	ADJ
cana-4518	234	18	cells	cell	NOUN
cana-4518	234	19	in	in	ADP
cana-4518	234	20	pap	pap	NOUN
cana-4518	234	21	smear	smear	NOUN
cana-4518	234	22	images	image	NOUN
cana-4518	234	23	.	.	PUNCT
cana-4518	235	1	in	in	ADP
cana-4518	235	2	:	:	PUNCT
cana-4518	235	3	2018	2018	NUM
cana-4518	235	4	25th	25th	NOUN
cana-4518	235	5	ieee	ieee	PROPN
cana-4518	235	6	international	international	ADJ
cana-4518	235	7	conference	conference	NOUN
cana-4518	235	8	on	on	ADP
cana-4518	235	9	image	image	NOUN
cana-4518	235	10	processing	processing	NOUN
cana-4518	235	11	(	(	PUNCT
cana-4518	235	12	icip	icip	PROPN
cana-4518	235	13	)	)	PUNCT
cana-4518	235	14	.	.	PUNCT
cana-4518	236	1	ieee	ieee	NOUN
cana-4518	236	2	;	;	PUNCT
cana-4518	236	3	2018	2018	NUM
cana-4518	236	4	.	.	PUNCT
cana-4518	237	1	p.	p.	NOUN
cana-4518	237	2	3144–3148	3144–3148	NUM
cana-4518	237	3	.	.	PUNCT
cana-4518	238	1	doi:10.1109	doi:10.1109	VERB
cana-4518	238	2	/	/	SYM
cana-4518	239	1	icip.2018.8451588	icip.2018.8451588	NOUN
cana-4518	239	2	.	.	PUNCT
cana-4518	240	1	[	[	X
cana-4518	240	2	21	21	NUM
cana-4518	240	3	]	]	X
cana-4518	240	4	sompawong	sompawong	NOUN
cana-4518	240	5	n	n	CCONJ
cana-4518	240	6	,	,	PUNCT
cana-4518	240	7	et	et	PROPN
cana-4518	240	8	al	al	PROPN
cana-4518	240	9	.	.	PROPN
cana-4518	240	10	automated	automate	VERB
cana-4518	240	11	pap	pap	NOUN
cana-4518	240	12	smear	smear	NOUN
cana-4518	240	13	cervical	cervical	ADJ
cana-4518	240	14	cancer	cancer	NOUN
cana-4518	240	15	screening	screen	VERB
cana-4518	240	16	using	use	VERB
cana-4518	240	17	deep	deep	ADJ
cana-4518	240	18	learning	learning	NOUN
cana-4518	240	19	.	.	PUNCT
cana-4518	241	1	in	in	ADP
cana-4518	241	2	:	:	PUNCT
cana-4518	241	3	2019	2019	NUM
cana-4518	241	4	41st	41st	NOUN
cana-4518	241	5	annual	annual	ADJ
cana-4518	241	6	international	international	ADJ
cana-4518	241	7	conference	conference	NOUN
cana-4518	241	8	of	of	ADP
cana-4518	241	9	the	the	DET
cana-4518	241	10	ieee	ieee	NOUN
cana-4518	241	11	engineering	engineering	NOUN
cana-4518	241	12	in	in	ADP
cana-4518	241	13	medicine	medicine	NOUN
cana-4518	241	14	and	and	CCONJ
cana-4518	241	15	biology	biology	NOUN
cana-4518	241	16	society	society	NOUN
cana-4518	241	17	(	(	PUNCT
cana-4518	241	18	embc	embc	PROPN
cana-4518	241	19	)	)	PUNCT
cana-4518	241	20	.	.	PUNCT
cana-4518	242	1	ieee	ieee	NOUN
cana-4518	242	2	;	;	PUNCT
cana-4518	242	3	2019	2019	NUM
cana-4518	242	4	.	.	PUNCT
cana-4518	243	1	p.	p.	NOUN
cana-4518	243	2	7044–7048	7044–7048	NUM
cana-4518	243	3	.	.	PUNCT
cana-4518	244	1	[	[	X
cana-4518	244	2	22	22	NUM
cana-4518	244	3	]	]	X
cana-4518	244	4	adem	adem	PROPN
cana-4518	244	5	k	k	PROPN
cana-4518	244	6	,	,	PUNCT
cana-4518	244	7	kilicarslan	kilicarslan	PROPN
cana-4518	244	8	s	s	PROPN
cana-4518	244	9	,	,	PUNCT
cana-4518	244	10	comert	comert	NOUN
cana-4518	244	11	o.	o.	NOUN
cana-4518	244	12	classification	classification	NOUN
cana-4518	244	13	and	and	CCONJ
cana-4518	244	14	diagnosis	diagnosis	NOUN
cana-4518	244	15	of	of	ADP
cana-4518	244	16	cervical	cervical	ADJ
cana-4518	244	17	cancer	cancer	NOUN
cana-4518	244	18	with	with	ADP
cana-4518	244	19	softmax	softmax	NOUN
cana-4518	244	20	classification	classification	NOUN
cana-4518	244	21	with	with	ADP
cana-4518	244	22	stacked	stack	VERB
cana-4518	244	23	autoencoder	autoencoder	NOUN
cana-4518	244	24	.	.	PUNCT
cana-4518	245	1	2019	2019	NUM
cana-4518	245	2	.	.	PUNCT
cana-4518	246	1	[	[	X
cana-4518	246	2	23	23	NUM
cana-4518	246	3	]	]	PUNCT
cana-4518	246	4	gorantla	gorantla	NOUN
cana-4518	246	5	r	r	NOUN
cana-4518	246	6	,	,	PUNCT
cana-4518	246	7	singh	singh	PROPN
cana-4518	246	8	rk	rk	NOUN
cana-4518	246	9	,	,	PUNCT
cana-4518	246	10	pandey	pandey	PROPN
cana-4518	246	11	r	r	PROPN
cana-4518	246	12	,	,	PUNCT
cana-4518	246	13	jain	jain	PROPN
cana-4518	246	14	m.	m.	NOUN
cana-4518	246	15	cervical	cervical	ADJ
cana-4518	246	16	cancer	cancer	NOUN
cana-4518	246	17	diagnosis	diagnosis	NOUN
cana-4518	246	18	using	use	VERB
cana-4518	246	19	cervixnet	cervixnet	NOUN
cana-4518	246	20	—	—	PUNCT
cana-4518	246	21	a	a	DET
cana-4518	246	22	deep	deep	ADJ
cana-4518	246	23	learning	learning	NOUN
cana-4518	246	24	approach	approach	NOUN
cana-4518	246	25	.	.	PUNCT
cana-4518	247	1	in	in	ADP
cana-4518	247	2	:	:	PUNCT
cana-4518	247	3	2019	2019	NUM
cana-4518	247	4	ieee	ieee	NOUN
cana-4518	247	5	19th	19th	ADJ
cana-4518	247	6	international	international	ADJ
cana-4518	247	7	conference	conference	NOUN
cana-4518	247	8	on	on	ADP
cana-4518	247	9	bioinformatics	bioinformatics	NOUN
cana-4518	247	10	and	and	CCONJ
cana-4518	247	11	bioengineering	bioengineering	NOUN
cana-4518	247	12	(	(	PUNCT
cana-4518	247	13	bibe	bibe	INTJ
cana-4518	247	14	)	)	PUNCT
cana-4518	247	15	.	.	PUNCT
cana-4518	248	1	ieee	ieee	NOUN
cana-4518	248	2	;	;	PUNCT
cana-4518	248	3	2019	2019	NUM
cana-4518	248	4	.	.	PUNCT
cana-4518	249	1	p.	p.	NOUN
cana-4518	249	2	397–404	397–404	NUM
cana-4518	249	3	.	.	PUNCT
cana-4518	250	1	[	[	X
cana-4518	250	2	24	24	NUM
cana-4518	250	3	]	]	X
cana-4518	250	4	kaur	kaur	PROPN
cana-4518	250	5	h	h	PROPN
cana-4518	250	6	,	,	PUNCT
cana-4518	250	7	sharma	sharma	PROPN
cana-4518	250	8	r	r	PROPN
cana-4518	250	9	,	,	PUNCT
cana-4518	250	10	kaur	kaur	PROPN
cana-4518	250	11	j.	j.	PROPN
cana-4518	250	12	classification	classification	PROPN
cana-4518	250	13	of	of	ADP
cana-4518	250	14	cervical	cervical	ADJ
cana-4518	250	15	cancer	cancer	NOUN
cana-4518	250	16	from	from	ADP
cana-4518	250	17	pap	pap	NOUN
cana-4518	250	18	smear	smear	NOUN
cana-4518	250	19	images	image	NOUN
cana-4518	250	20	using	use	VERB
cana-4518	250	21	deep	deep	ADJ
cana-4518	250	22	learning	learning	NOUN
cana-4518	250	23	:	:	PUNCT
cana-4518	250	24	a	a	DET
cana-4518	250	25	comparison	comparison	NOUN
cana-4518	250	26	of	of	ADP
cana-4518	250	27	transfer	transfer	NOUN
cana-4518	250	28	learning	learning	NOUN
cana-4518	250	29	models	model	NOUN
cana-4518	250	30	.	.	PUNCT
cana-4518	251	1	res	re	NOUN
cana-4518	251	2	square	square	PROPN
cana-4518	251	3	preprint	preprint	NOUN
cana-4518	251	4	.	.	PUNCT
cana-4518	252	1	2024	2024	NUM
cana-4518	252	2	.	.	PUNCT
cana-4518	253	1	doi:10.21203	doi:10.21203	PROPN
cana-4518	253	2	/	/	SYM
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cana-4518	253	5	v1	v1	NOUN
cana-4518	253	6	.	.	PUNCT
cana-4518	254	1	[	[	X
cana-4518	254	2	25	25	NUM
cana-4518	254	3	]	]	PUNCT
cana-4518	254	4	xu	xu	PROPN
cana-4518	255	1	y	y	PROPN
cana-4518	255	2	,	,	PUNCT
cana-4518	255	3	et	et	PROPN
cana-4518	255	4	al	al	PROPN
cana-4518	255	5	.	.	PROPN
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cana-4518	255	7	learning	learn	VERB
cana-4518	255	8	algorithms	algorithm	NOUN
cana-4518	255	9	for	for	ADP
cana-4518	255	10	predicting	predict	VERB
cana-4518	255	11	the	the	DET
cana-4518	255	12	recurrence	recurrence	NOUN
cana-4518	255	13	of	of	ADP
cana-4518	255	14	stage	stage	NOUN
cana-4518	255	15	iv	iv	NUM
cana-4518	255	16	colorectal	colorectal	ADJ
cana-4518	255	17	cancer	cancer	NOUN
cana-4518	255	18	after	after	ADP
cana-4518	255	19	tumor	tumor	NOUN
cana-4518	255	20	resection	resection	NOUN
cana-4518	255	21	.	.	PUNCT
cana-4518	256	1	sci	sci	PROPN
cana-4518	256	2	rep	rep	PROPN
cana-4518	256	3	.	.	PROPN
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cana-4518	256	5	.	.	PUNCT
cana-4518	257	1	[	[	X
cana-4518	257	2	26	26	NUM
cana-4518	257	3	]	]	PUNCT
cana-4518	257	4	alias	alias	PROPN
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cana-4518	257	6	,	,	PUNCT
cana-4518	257	7	et	et	PROPN
cana-4518	257	8	al	al	PROPN
cana-4518	257	9	.	.	PUNCT
cana-4518	257	10	pap	pap	NOUN
cana-4518	257	11	smear	smear	NOUN
cana-4518	257	12	image	image	NOUN
cana-4518	257	13	analysis	analysis	NOUN
cana-4518	257	14	based	base	VERB
cana-4518	257	15	on	on	ADP
cana-4518	257	16	nucleus	nucleus	ADJ
cana-4518	257	17	segmentation	segmentation	NOUN
cana-4518	257	18	and	and	CCONJ
cana-4518	257	19	deep	deep	ADJ
cana-4518	257	20	learning	learning	NOUN
cana-4518	257	21	–	–	PUNCT
cana-4518	257	22	a	a	DET
cana-4518	257	23	recent	recent	ADJ
cana-4518	257	24	review	review	NOUN
cana-4518	257	25	.	.	PUNCT
cana-4518	258	1	j	j	PROPN
cana-4518	258	2	adv	adv	PROPN
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cana-4518	258	8	.	.	PUNCT
cana-4518	259	1	2023;29(3):37–47	2023;29(3):37–47	NUM
cana-4518	259	2	.	.	PUNCT
cana-4518	260	1	[	[	X
cana-4518	260	2	27	27	NUM
cana-4518	260	3	]	]	X
cana-4518	260	4	s.	s.	PROPN
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cana-4518	260	6	,	,	PUNCT
cana-4518	260	7	m.	m.	NOUN
cana-4518	260	8	v.	v.	ADP
cana-4518	260	9	srinath	srinath	PROPN
cana-4518	260	10	,	,	PUNCT
cana-4518	260	11	and	and	CCONJ
cana-4518	260	12	r.	r.	PROPN
cana-4518	260	13	kavitha	kavitha	PROPN
cana-4518	260	14	,	,	PUNCT
cana-4518	260	15	"	"	PUNCT
cana-4518	260	16	multi	multi	ADJ
cana-4518	260	17	-	-	ADJ
cana-4518	260	18	class	class	ADJ
cana-4518	260	19	cervical	cervical	ADJ
cana-4518	260	20	cancer	cancer	NOUN
cana-4518	260	21	classification	classification	NOUN
cana-4518	260	22	by	by	ADP
cana-4518	260	23	using	use	VERB
cana-4518	260	24	erstcm	erstcm	PROPN
cana-4518	260	25	,	,	PUNCT
cana-4518	260	26	emsd	emsd	PROPN
cana-4518	260	27	&	&	CCONJ
cana-4518	260	28	cfe	cfe	PROPN
cana-4518	260	29	methods	method	NOUN
cana-4518	260	30	-	-	PUNCT
cana-4518	260	31	based	base	VERB
cana-4518	260	32	texture	texture	NOUN
cana-4518	260	33	features	feature	NOUN
cana-4518	260	34	and	and	CCONJ
cana-4518	260	35	fuzzy	fuzzy	ADJ
cana-4518	260	36	logic	logic	NOUN
cana-4518	260	37	-	-	PUNCT
cana-4518	260	38	based	base	VERB
cana-4518	260	39	hybrid	hybrid	ADJ
cana-4518	260	40	kernel	kernel	NOUN
cana-4518	260	41	support	support	NOUN
cana-4518	260	42	vector	vector	NOUN
cana-4518	260	43	machine	machine	NOUN
cana-4518	260	44	classifier	classifier	NOUN
cana-4518	260	45	,	,	PUNCT
cana-4518	260	46	"	"	PUNCT
cana-4518	260	47	iosr	iosr	ADJ
cana-4518	260	48	journal	journal	NOUN
cana-4518	260	49	of	of	ADP
cana-4518	260	50	computer	computer	NOUN
cana-4518	260	51	engineering	engineering	NOUN
cana-4518	260	52	,	,	PUNCT
cana-4518	260	53	vol	vol	NOUN
cana-4518	260	54	.	.	PROPN
cana-4518	260	55	19	19	NUM
cana-4518	260	56	,	,	PUNCT
cana-4518	260	57	pp	pp	ADJ
cana-4518	260	58	.	.	PUNCT
cana-4518	261	1	23	23	NUM
cana-4518	261	2	-	-	SYM
cana-4518	261	3	34	34	NUM
cana-4518	261	4	.	.	PUNCT