id	sid	tid	token	lemma	pos
cana-5211	1	1	communications	communication	NOUN
cana-5211	1	2	on	on	ADP
cana-5211	1	3	applied	apply	VERB
cana-5211	1	4	nonlinear	nonlinear	ADJ
cana-5211	1	5	analysis	analysis	NOUN
cana-5211	1	6	issn	issn	NOUN
cana-5211	1	7	:	:	PUNCT
cana-5211	1	8	1074	1074	NUM
cana-5211	1	9	-	-	PUNCT
cana-5211	1	10	133x	133x	NUM
cana-5211	1	11	vol	vol	NOUN
cana-5211	1	12	32	32	NUM
cana-5211	1	13	no	no	NOUN
cana-5211	1	14	.	.	PUNCT
cana-5211	2	1	9s	9s	NUM
cana-5211	2	2	(	(	PUNCT
cana-5211	2	3	2025	2025	NUM
cana-5211	2	4	)	)	PUNCT
cana-5211	2	5	3184	3184	NUM
cana-5211	2	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5211	2	7	“	"	PUNCT
cana-5211	2	8	advances	advance	NOUN
cana-5211	2	9	in	in	ADP
cana-5211	2	10	deep	deep	ADJ
cana-5211	2	11	learning	learning	NOUN
cana-5211	2	12	for	for	ADP
cana-5211	2	13	dental	dental	ADJ
cana-5211	2	14	disease	disease	NOUN
cana-5211	2	15	classification	classification	NOUN
cana-5211	2	16	”	"	PUNCT
cana-5211	2	17	ashwini	ashwini	NOUN
cana-5211	2	18	shinde1	shinde1	NOUN
cana-5211	2	19	,	,	PUNCT
cana-5211	2	20	swati	swati	PROPN
cana-5211	2	21	shekapure2	shekapure2	PROPN
cana-5211	2	22	,	,	PUNCT
cana-5211	2	23	geetha	geetha	PROPN
cana-5211	2	24	chillarge3	chillarge3	PROPN
cana-5211	2	25	pg	pg	VERB
cana-5211	3	1	student1	student1	PROPN
cana-5211	3	2	,	,	PUNCT
cana-5211	3	3	marathwada	marathwada	PROPN
cana-5211	3	4	mitra	mitra	PROPN
cana-5211	3	5	mandal	mandal	PROPN
cana-5211	3	6	’s	’s	PROPN
cana-5211	3	7	college	college	PROPN
cana-5211	3	8	of	of	ADP
cana-5211	3	9	engineering	engineering	NOUN
cana-5211	3	10	associate	associate	NOUN
cana-5211	3	11	professor2	professor2	PROPN
cana-5211	3	12	,	,	PUNCT
cana-5211	3	13	marathwada	marathwada	PROPN
cana-5211	3	14	mitra	mitra	PROPN
cana-5211	3	15	mandal	mandal	PROPN
cana-5211	3	16	’s	’s	PROPN
cana-5211	3	17	college	college	PROPN
cana-5211	3	18	of	of	ADP
cana-5211	3	19	engineering	engineering	NOUN
cana-5211	3	20	associate	associate	NOUN
cana-5211	3	21	professor3	professor3	PROPN
cana-5211	3	22	,	,	PUNCT
cana-5211	3	23	marathwada	marathwada	PROPN
cana-5211	3	24	mitra	mitra	PROPN
cana-5211	3	25	mandal	mandal	PROPN
cana-5211	3	26	’s	’s	PROPN
cana-5211	3	27	college	college	PROPN
cana-5211	3	28	of	of	ADP
cana-5211	3	29	engineering	engineering	NOUN
cana-5211	3	30	mail	mail	NOUN
cana-5211	4	1	i	i	PROPN
cana-5211	4	2	d	d	PROPN
cana-5211	4	3	:	:	PUNCT
cana-5211	4	4	ashwini.ashu051192@gmail.com	ashwini.ashu051192@gmail.com	X
cana-5211	4	5	article	article	NOUN
cana-5211	4	6	history	history	NOUN
cana-5211	4	7	:	:	PUNCT
cana-5211	4	8	received	receive	VERB
cana-5211	4	9	:	:	PUNCT
cana-5211	4	10	27	27	NUM
cana-5211	4	11	-	-	SYM
cana-5211	4	12	01	01	NUM
cana-5211	4	13	-	-	PUNCT
cana-5211	4	14	2025	2025	NUM
cana-5211	4	15	revised	revise	VERB
cana-5211	4	16	:	:	PUNCT
cana-5211	4	17	15	15	NUM
cana-5211	4	18	-	-	NUM
cana-5211	4	19	02	02	NUM
cana-5211	4	20	-	-	PUNCT
cana-5211	4	21	2025	2025	NUM
cana-5211	4	22	accepted	accept	VERB
cana-5211	4	23	:	:	PUNCT
cana-5211	4	24	17	17	NUM
cana-5211	4	25	-	-	SYM
cana-5211	4	26	03	03	NUM
cana-5211	4	27	-	-	PUNCT
cana-5211	4	28	2025	2025	NUM
cana-5211	4	29	abstract	abstract	NOUN
cana-5211	4	30	:	:	PUNCT
cana-5211	4	31	“	"	PUNCT
cana-5211	4	32	dental	dental	ADJ
cana-5211	4	33	disease	disease	NOUN
cana-5211	4	34	classification	classification	NOUN
cana-5211	4	35	from	from	ADP
cana-5211	4	36	x	x	ADJ
cana-5211	4	37	-	-	NOUN
cana-5211	4	38	ray	ray	NOUN
cana-5211	4	39	images	image	NOUN
cana-5211	4	40	is	be	AUX
cana-5211	4	41	critical	critical	ADJ
cana-5211	4	42	for	for	ADP
cana-5211	4	43	accurate	accurate	ADJ
cana-5211	4	44	diagnosis	diagnosis	NOUN
cana-5211	4	45	and	and	CCONJ
cana-5211	4	46	timely	timely	ADJ
cana-5211	4	47	treatment	treatment	NOUN
cana-5211	4	48	.	.	PUNCT
cana-5211	5	1	traditional	traditional	ADJ
cana-5211	5	2	methods	method	NOUN
cana-5211	5	3	rely	rely	VERB
cana-5211	5	4	on	on	ADP
cana-5211	5	5	manual	manual	ADJ
cana-5211	5	6	inspection	inspection	NOUN
cana-5211	5	7	,	,	PUNCT
cana-5211	5	8	which	which	PRON
cana-5211	5	9	is	be	AUX
cana-5211	5	10	often	often	ADV
cana-5211	5	11	time	time	NOUN
cana-5211	5	12	-	-	PUNCT
cana-5211	5	13	consuming	consume	VERB
cana-5211	5	14	and	and	CCONJ
cana-5211	5	15	error	error	NOUN
cana-5211	5	16	-	-	PUNCT
cana-5211	5	17	prone	prone	ADJ
cana-5211	5	18	.	.	PUNCT
cana-5211	6	1	this	this	DET
cana-5211	6	2	study	study	NOUN
cana-5211	6	3	introduces	introduce	VERB
cana-5211	6	4	a	a	DET
cana-5211	6	5	deep	deep	ADJ
cana-5211	6	6	learningbased	learningbased	ADJ
cana-5211	6	7	approach	approach	NOUN
cana-5211	6	8	using	use	VERB
cana-5211	6	9	convolutional	convolutional	ADJ
cana-5211	6	10	neural	neural	ADJ
cana-5211	6	11	networks	network	NOUN
cana-5211	6	12	(	(	PUNCT
cana-5211	6	13	cnns	cnns	PROPN
cana-5211	6	14	)	)	PUNCT
cana-5211	6	15	for	for	ADP
cana-5211	6	16	automated	automate	VERB
cana-5211	6	17	dental	dental	ADJ
cana-5211	6	18	disease	disease	NOUN
cana-5211	6	19	classification	classification	NOUN
cana-5211	6	20	.	.	PUNCT
cana-5211	7	1	the	the	DET
cana-5211	7	2	model	model	NOUN
cana-5211	7	3	leverages	leverage	VERB
cana-5211	7	4	a	a	DET
cana-5211	7	5	dataset	dataset	NOUN
cana-5211	7	6	of	of	ADP
cana-5211	7	7	dental	dental	ADJ
cana-5211	7	8	x	x	NOUN
cana-5211	7	9	-	-	NOUN
cana-5211	7	10	rays	ray	NOUN
cana-5211	7	11	,	,	PUNCT
cana-5211	7	12	which	which	PRON
cana-5211	7	13	are	be	AUX
cana-5211	7	14	preprocessed	preprocesse	VERB
cana-5211	7	15	and	and	CCONJ
cana-5211	7	16	augmented	augment	VERB
cana-5211	7	17	to	to	PART
cana-5211	7	18	improve	improve	VERB
cana-5211	7	19	performance	performance	NOUN
cana-5211	7	20	.	.	PUNCT
cana-5211	8	1	the	the	DET
cana-5211	8	2	cnn	cnn	PROPN
cana-5211	8	3	model	model	NOUN
cana-5211	8	4	extracts	extract	VERB
cana-5211	8	5	relevant	relevant	ADJ
cana-5211	8	6	features	feature	NOUN
cana-5211	8	7	from	from	ADP
cana-5211	8	8	the	the	DET
cana-5211	8	9	x	x	NOUN
cana-5211	8	10	-	-	NOUN
cana-5211	8	11	ray	ray	NOUN
cana-5211	8	12	images	image	NOUN
cana-5211	8	13	,	,	PUNCT
cana-5211	8	14	which	which	PRON
cana-5211	8	15	are	be	AUX
cana-5211	8	16	then	then	ADV
cana-5211	8	17	classified	classify	VERB
cana-5211	8	18	into	into	ADP
cana-5211	8	19	various	various	ADJ
cana-5211	8	20	dental	dental	ADJ
cana-5211	8	21	conditions	condition	NOUN
cana-5211	8	22	.	.	PUNCT
cana-5211	9	1	the	the	DET
cana-5211	9	2	model	model	NOUN
cana-5211	9	3	's	's	PART
cana-5211	9	4	performance	performance	NOUN
cana-5211	9	5	is	be	AUX
cana-5211	9	6	evaluated	evaluate	VERB
cana-5211	9	7	using	use	VERB
cana-5211	9	8	metrics	metric	NOUN
cana-5211	9	9	such	such	ADJ
cana-5211	9	10	as	as	ADP
cana-5211	9	11	precision	precision	NOUN
cana-5211	9	12	,	,	PUNCT
cana-5211	9	13	recall	recall	NOUN
cana-5211	9	14	,	,	PUNCT
cana-5211	9	15	and	and	CCONJ
cana-5211	9	16	accuracy	accuracy	NOUN
cana-5211	9	17	.	.	PUNCT
cana-5211	10	1	results	result	NOUN
cana-5211	10	2	demonstrate	demonstrate	VERB
cana-5211	10	3	that	that	SCONJ
cana-5211	10	4	the	the	DET
cana-5211	10	5	cnn	cnn	PROPN
cana-5211	10	6	model	model	NOUN
cana-5211	10	7	offers	offer	VERB
cana-5211	10	8	significant	significant	ADJ
cana-5211	10	9	improvement	improvement	NOUN
cana-5211	10	10	over	over	ADP
cana-5211	10	11	traditional	traditional	ADJ
cana-5211	10	12	methods	method	NOUN
cana-5211	10	13	,	,	PUNCT
cana-5211	10	14	providing	provide	VERB
cana-5211	10	15	a	a	DET
cana-5211	10	16	reliable	reliable	ADJ
cana-5211	10	17	tool	tool	NOUN
cana-5211	10	18	for	for	ADP
cana-5211	10	19	dental	dental	ADJ
cana-5211	10	20	diagnostics	diagnostic	NOUN
cana-5211	10	21	.	.	PUNCT
cana-5211	10	22	”	"	PUNCT
cana-5211	11	1	keywords	keyword	NOUN
cana-5211	11	2	:	:	PUNCT
cana-5211	11	3	dental	dental	ADJ
cana-5211	11	4	disease	disease	NOUN
cana-5211	11	5	classification	classification	NOUN
cana-5211	11	6	,	,	PUNCT
cana-5211	11	7	x	x	ADJ
cana-5211	11	8	-	-	NOUN
cana-5211	11	9	ray	ray	NOUN
cana-5211	11	10	imaging	imaging	NOUN
cana-5211	11	11	,	,	PUNCT
cana-5211	11	12	convolutional	convolutional	ADJ
cana-5211	11	13	neural	neural	ADJ
cana-5211	11	14	networks	network	NOUN
cana-5211	11	15	(	(	PUNCT
cana-5211	11	16	cnn	cnn	PROPN
cana-5211	11	17	)	)	PUNCT
cana-5211	11	18	,	,	PUNCT
cana-5211	11	19	deep	deep	ADJ
cana-5211	11	20	learning	learning	NOUN
cana-5211	11	21	,	,	PUNCT
cana-5211	11	22	image	image	NOUN
cana-5211	11	23	preprocessing	preprocessing	NOUN
cana-5211	11	24	.	.	PUNCT
cana-5211	12	1	i	i	PRON
cana-5211	12	2	introduction	introduction	VERB
cana-5211	12	3	the	the	DET
cana-5211	12	4	tremendous	tremendous	ADJ
cana-5211	12	5	growth	growth	NOUN
cana-5211	12	6	in	in	ADP
cana-5211	12	7	deep	deep	ADJ
cana-5211	12	8	learning	learning	NOUN
cana-5211	12	9	technology	technology	NOUN
cana-5211	12	10	has	have	AUX
cana-5211	12	11	greatly	greatly	ADV
cana-5211	12	12	influenced	influence	VERB
cana-5211	12	13	medical	medical	ADJ
cana-5211	12	14	diagnostic	diagnostic	ADJ
cana-5211	12	15	fields	field	NOUN
cana-5211	12	16	,	,	PUNCT
cana-5211	12	17	including	include	VERB
cana-5211	12	18	dental	dental	ADJ
cana-5211	12	19	disease	disease	NOUN
cana-5211	12	20	classification	classification	NOUN
cana-5211	12	21	.	.	PUNCT
cana-5211	13	1	deep	deep	ADJ
cana-5211	13	2	learning	learning	NOUN
cana-5211	13	3	algorithms	algorithm	NOUN
cana-5211	13	4	,	,	PUNCT
cana-5211	13	5	especially	especially	ADV
cana-5211	13	6	convolutional	convolutional	ADJ
cana-5211	13	7	neural	neural	ADJ
cana-5211	13	8	networks	network	NOUN
cana-5211	13	9	(	(	PUNCT
cana-5211	13	10	cnns	cnns	PROPN
cana-5211	13	11	)	)	PUNCT
cana-5211	13	12	,	,	PUNCT
cana-5211	13	13	have	have	AUX
cana-5211	13	14	proved	prove	VERB
cana-5211	13	15	to	to	PART
cana-5211	13	16	be	be	AUX
cana-5211	13	17	of	of	ADP
cana-5211	13	18	great	great	ADJ
cana-5211	13	19	potential	potential	NOUN
cana-5211	13	20	in	in	ADP
cana-5211	13	21	the	the	DET
cana-5211	13	22	automation	automation	NOUN
cana-5211	13	23	of	of	ADP
cana-5211	13	24	dental	dental	ADJ
cana-5211	13	25	x	x	ADJ
cana-5211	13	26	-	-	NOUN
cana-5211	13	27	ray	ray	NOUN
cana-5211	13	28	image	image	NOUN
cana-5211	13	29	analysis	analysis	NOUN
cana-5211	13	30	with	with	ADP
cana-5211	13	31	precise	precise	ADJ
cana-5211	13	32	,	,	PUNCT
cana-5211	13	33	trustworthy	trustworthy	ADJ
cana-5211	13	34	,	,	PUNCT
cana-5211	13	35	and	and	CCONJ
cana-5211	13	36	prompt	prompt	VERB
cana-5211	13	37	diagnoses[1	diagnoses[1	NOUN
cana-5211	13	38	]	]	PUNCT
cana-5211	13	39	.	.	PUNCT
cana-5211	14	1	conventionally	conventionally	ADV
cana-5211	14	2	,	,	PUNCT
cana-5211	14	3	diagnosis	diagnosis	NOUN
cana-5211	14	4	of	of	ADP
cana-5211	14	5	dental	dental	ADJ
cana-5211	14	6	disorders	disorder	NOUN
cana-5211	14	7	like	like	ADP
cana-5211	14	8	cavities	cavity	NOUN
cana-5211	14	9	,	,	PUNCT
cana-5211	14	10	malalignment	malalignment	NOUN
cana-5211	14	11	,	,	PUNCT
cana-5211	14	12	infection	infection	NOUN
cana-5211	14	13	,	,	PUNCT
cana-5211	14	14	and	and	CCONJ
cana-5211	14	15	other	other	ADJ
cana-5211	14	16	abnormalities	abnormality	NOUN
cana-5211	14	17	of	of	ADP
cana-5211	14	18	the	the	DET
cana-5211	14	19	oral	oral	ADJ
cana-5211	14	20	cavity	cavity	NOUN
cana-5211	14	21	is	be	AUX
cana-5211	14	22	performed	perform	VERB
cana-5211	14	23	by	by	ADP
cana-5211	14	24	manual	manual	ADJ
cana-5211	14	25	examination	examination	NOUN
cana-5211	14	26	of	of	ADP
cana-5211	14	27	x	x	NOUN
cana-5211	14	28	-	-	PUNCT
cana-5211	14	29	rays[2	rays[2	PROPN
cana-5211	14	30	]	]	PUNCT
cana-5211	14	31	.	.	PUNCT
cana-5211	15	1	not	not	PART
cana-5211	15	2	only	only	ADV
cana-5211	15	3	is	be	AUX
cana-5211	15	4	it	it	PRON
cana-5211	15	5	time	time	NOUN
cana-5211	15	6	-	-	PUNCT
cana-5211	15	7	consuming	consume	VERB
cana-5211	15	8	but	but	CCONJ
cana-5211	15	9	also	also	ADV
cana-5211	15	10	susceptible	susceptible	ADJ
cana-5211	15	11	to	to	ADP
cana-5211	15	12	human	human	ADJ
cana-5211	15	13	error	error	NOUN
cana-5211	15	14	,	,	PUNCT
cana-5211	15	15	frequently	frequently	ADV
cana-5211	15	16	resulting	result	VERB
cana-5211	15	17	in	in	ADP
cana-5211	15	18	misdiagnosis	misdiagnosis	NOUN
cana-5211	15	19	or	or	CCONJ
cana-5211	15	20	delayed	delay	VERB
cana-5211	15	21	identification	identification	NOUN
cana-5211	15	22	of	of	ADP
cana-5211	15	23	disorders	disorder	NOUN
cana-5211	15	24	.	.	PUNCT
cana-5211	16	1	with	with	ADP
cana-5211	16	2	the	the	DET
cana-5211	16	3	increasing	increase	VERB
cana-5211	16	4	number	number	NOUN
cana-5211	16	5	of	of	ADP
cana-5211	16	6	dental	dental	ADJ
cana-5211	16	7	patients	patient	NOUN
cana-5211	16	8	and	and	CCONJ
cana-5211	16	9	the	the	DET
cana-5211	16	10	difficulty	difficulty	NOUN
cana-5211	16	11	of	of	ADP
cana-5211	16	12	diagnosing	diagnose	VERB
cana-5211	16	13	some	some	DET
cana-5211	16	14	conditions	condition	NOUN
cana-5211	16	15	,	,	PUNCT
cana-5211	16	16	there	there	PRON
cana-5211	16	17	is	be	VERB
cana-5211	16	18	an	an	DET
cana-5211	16	19	urgent	urgent	ADJ
cana-5211	16	20	need	need	NOUN
cana-5211	16	21	for	for	ADP
cana-5211	16	22	more	more	ADV
cana-5211	16	23	scalable	scalable	ADJ
cana-5211	16	24	,	,	PUNCT
cana-5211	16	25	efficient	efficient	ADJ
cana-5211	16	26	,	,	PUNCT
cana-5211	16	27	and	and	CCONJ
cana-5211	16	28	accurate	accurate	ADJ
cana-5211	16	29	diagnostic	diagnostic	ADJ
cana-5211	16	30	processes[3	processes[3	NOUN
cana-5211	16	31	]	]	PUNCT
cana-5211	16	32	.	.	PUNCT
cana-5211	17	1	deep	deep	ADJ
cana-5211	17	2	learning	learning	NOUN
cana-5211	17	3	methods	method	NOUN
cana-5211	17	4	,	,	PUNCT
cana-5211	17	5	specifically	specifically	ADV
cana-5211	17	6	cnns	cnns	ADJ
cana-5211	17	7	,	,	PUNCT
cana-5211	17	8	provide	provide	VERB
cana-5211	17	9	a	a	DET
cana-5211	17	10	solution	solution	NOUN
cana-5211	17	11	by	by	ADP
cana-5211	17	12	taking	take	VERB
cana-5211	17	13	advantage	advantage	NOUN
cana-5211	17	14	of	of	ADP
cana-5211	17	15	large	large	ADJ
cana-5211	17	16	amounts	amount	NOUN
cana-5211	17	17	of	of	ADP
cana-5211	17	18	data	datum	NOUN
cana-5211	17	19	to	to	PART
cana-5211	17	20	learn	learn	VERB
cana-5211	17	21	automatically	automatically	ADV
cana-5211	17	22	patterns	pattern	NOUN
cana-5211	17	23	and	and	CCONJ
cana-5211	17	24	features	feature	NOUN
cana-5211	17	25	from	from	ADP
cana-5211	17	26	images[4	images[4	NOUN
cana-5211	17	27	]	]	X
cana-5211	17	28	.	.	PUNCT
cana-5211	18	1	cnns	cnns	PROPN
cana-5211	18	2	work	work	VERB
cana-5211	18	3	very	very	ADV
cana-5211	18	4	well	well	ADV
cana-5211	18	5	in	in	ADP
cana-5211	18	6	image	image	NOUN
cana-5211	18	7	classification	classification	NOUN
cana-5211	18	8	problems	problem	NOUN
cana-5211	18	9	because	because	SCONJ
cana-5211	18	10	they	they	PRON
cana-5211	18	11	are	be	AUX
cana-5211	18	12	able	able	ADJ
cana-5211	18	13	to	to	PART
cana-5211	18	14	automatically	automatically	ADV
cana-5211	18	15	identify	identify	VERB
cana-5211	18	16	and	and	CCONJ
cana-5211	18	17	extract	extract	VERB
cana-5211	18	18	significant	significant	ADJ
cana-5211	18	19	features	feature	NOUN
cana-5211	18	20	like	like	ADP
cana-5211	18	21	edges	edge	NOUN
cana-5211	18	22	,	,	PUNCT
cana-5211	18	23	textures	texture	NOUN
cana-5211	18	24	,	,	PUNCT
cana-5211	18	25	and	and	CCONJ
cana-5211	18	26	shapes	shape	NOUN
cana-5211	18	27	that	that	PRON
cana-5211	18	28	are	be	AUX
cana-5211	18	29	characteristic	characteristic	ADJ
cana-5211	18	30	of	of	ADP
cana-5211	18	31	certain	certain	ADJ
cana-5211	18	32	dental	dental	ADJ
cana-5211	18	33	conditions	condition	NOUN
cana-5211	18	34	.	.	PUNCT
cana-5211	19	1	by	by	ADP
cana-5211	19	2	training	train	VERB
cana-5211	19	3	the	the	DET
cana-5211	19	4	models	model	NOUN
cana-5211	19	5	on	on	ADP
cana-5211	19	6	vast	vast	ADJ
cana-5211	19	7	,	,	PUNCT
cana-5211	19	8	labeled	label	VERB
cana-5211	19	9	datasets	dataset	NOUN
cana-5211	19	10	of	of	ADP
cana-5211	19	11	dental	dental	ADJ
cana-5211	19	12	x	x	NOUN
cana-5211	19	13	-	-	NOUN
cana-5211	19	14	rays	ray	NOUN
cana-5211	19	15	,	,	PUNCT
cana-5211	19	16	deep	deep	ADJ
cana-5211	19	17	learning	learning	NOUN
cana-5211	19	18	models	model	NOUN
cana-5211	19	19	can	can	AUX
cana-5211	19	20	be	be	AUX
cana-5211	19	21	trained	train	VERB
cana-5211	19	22	to	to	PART
cana-5211	19	23	detect	detect	VERB
cana-5211	19	24	different	different	ADJ
cana-5211	19	25	dental	dental	ADJ
cana-5211	19	26	diseases	disease	NOUN
cana-5211	19	27	with	with	ADP
cana-5211	19	28	high	high	ADJ
cana-5211	19	29	accuracy[5	accuracy[5	NOUN
cana-5211	19	30	]	]	PUNCT
cana-5211	19	31	.	.	PUNCT
cana-5211	20	1	mailto:ashwini.ashu051192@gmail.com	mailto:ashwini.ashu051192@gmail.com	PROPN
cana-5211	20	2	communications	communication	NOUN
cana-5211	20	3	on	on	ADP
cana-5211	20	4	applied	apply	VERB
cana-5211	20	5	nonlinear	nonlinear	ADJ
cana-5211	20	6	analysis	analysis	NOUN
cana-5211	20	7	issn	issn	NOUN
cana-5211	20	8	:	:	PUNCT
cana-5211	20	9	1074	1074	NUM
cana-5211	20	10	-	-	PUNCT
cana-5211	20	11	133x	133x	NUM
cana-5211	20	12	vol	vol	NOUN
cana-5211	20	13	32	32	NUM
cana-5211	20	14	no	no	NOUN
cana-5211	20	15	.	.	PUNCT
cana-5211	21	1	9s	9s	NUM
cana-5211	21	2	(	(	PUNCT
cana-5211	21	3	2025	2025	NUM
cana-5211	21	4	)	)	PUNCT
cana-5211	21	5	3185	3185	NUM
cana-5211	21	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5211	21	7	in	in	ADP
cana-5211	21	8	this	this	DET
cana-5211	21	9	research	research	NOUN
cana-5211	21	10	,	,	PUNCT
cana-5211	21	11	introduce	introduce	VERB
cana-5211	21	12	a	a	DET
cana-5211	21	13	strong	strong	ADJ
cana-5211	21	14	deep	deep	ADJ
cana-5211	21	15	learning	learning	NOUN
cana-5211	21	16	model	model	NOUN
cana-5211	21	17	for	for	ADP
cana-5211	21	18	the	the	DET
cana-5211	21	19	classification	classification	NOUN
cana-5211	21	20	of	of	ADP
cana-5211	21	21	dental	dental	ADJ
cana-5211	21	22	diseases	disease	NOUN
cana-5211	21	23	from	from	ADP
cana-5211	21	24	x	x	NOUN
cana-5211	21	25	-	-	NOUN
cana-5211	21	26	ray	ray	NOUN
cana-5211	21	27	images	image	NOUN
cana-5211	21	28	.	.	PUNCT
cana-5211	22	1	the	the	DET
cana-5211	22	2	approach	approach	NOUN
cana-5211	22	3	entails	entail	VERB
cana-5211	22	4	data	datum	NOUN
cana-5211	22	5	preprocessing	preprocessing	NOUN
cana-5211	22	6	,	,	PUNCT
cana-5211	22	7	augmentation	augmentation	NOUN
cana-5211	22	8	,	,	PUNCT
cana-5211	22	9	and	and	CCONJ
cana-5211	22	10	the	the	DET
cana-5211	22	11	application	application	NOUN
cana-5211	22	12	of	of	ADP
cana-5211	22	13	a	a	DET
cana-5211	22	14	cnn	cnn	PROPN
cana-5211	22	15	-	-	PUNCT
cana-5211	22	16	based	base	VERB
cana-5211	22	17	architecture	architecture	NOUN
cana-5211	22	18	to	to	PART
cana-5211	22	19	derive	derive	VERB
cana-5211	22	20	meaningful	meaningful	ADJ
cana-5211	22	21	features	feature	NOUN
cana-5211	22	22	for	for	ADP
cana-5211	22	23	classification	classification	NOUN
cana-5211	22	24	.	.	PUNCT
cana-5211	23	1	the	the	DET
cana-5211	23	2	model	model	NOUN
cana-5211	23	3	is	be	AUX
cana-5211	23	4	made	make	VERB
cana-5211	23	5	to	to	PART
cana-5211	23	6	address	address	VERB
cana-5211	23	7	the	the	DET
cana-5211	23	8	challenges	challenge	NOUN
cana-5211	23	9	of	of	ADP
cana-5211	23	10	dental	dental	ADJ
cana-5211	23	11	imaging	imaging	NOUN
cana-5211	23	12	,	,	PUNCT
cana-5211	23	13	including	include	VERB
cana-5211	23	14	image	image	NOUN
cana-5211	23	15	noise	noise	NOUN
cana-5211	23	16	,	,	PUNCT
cana-5211	23	17	defects	defect	NOUN
cana-5211	23	18	,	,	PUNCT
cana-5211	23	19	and	and	CCONJ
cana-5211	23	20	varying	vary	VERB
cana-5211	23	21	lighting	lighting	NOUN
cana-5211	23	22	conditions[6	conditions[6	NOUN
cana-5211	23	23	]	]	PUNCT
cana-5211	23	24	.	.	PUNCT
cana-5211	24	1	by	by	ADP
cana-5211	24	2	streamlining	streamline	VERB
cana-5211	24	3	the	the	DET
cana-5211	24	4	process	process	NOUN
cana-5211	24	5	of	of	ADP
cana-5211	24	6	classification	classification	NOUN
cana-5211	24	7	,	,	PUNCT
cana-5211	24	8	this	this	DET
cana-5211	24	9	method	method	NOUN
cana-5211	24	10	can	can	AUX
cana-5211	24	11	help	help	VERB
cana-5211	24	12	dental	dental	ADJ
cana-5211	24	13	practitioners	practitioner	NOUN
cana-5211	24	14	diagnose	diagnose	VERB
cana-5211	24	15	conditions	condition	NOUN
cana-5211	24	16	more	more	ADV
cana-5211	24	17	accurately	accurately	ADV
cana-5211	24	18	and	and	CCONJ
cana-5211	24	19	quickly	quickly	ADV
cana-5211	24	20	,	,	PUNCT
cana-5211	24	21	ultimately	ultimately	ADV
cana-5211	24	22	resulting	result	VERB
cana-5211	24	23	in	in	ADP
cana-5211	24	24	improved	improved	ADJ
cana-5211	24	25	patient	patient	ADJ
cana-5211	24	26	outcomes	outcome	NOUN
cana-5211	24	27	.	.	PUNCT
cana-5211	25	1	in	in	ADP
cana-5211	25	2	addition	addition	NOUN
cana-5211	25	3	,	,	PUNCT
cana-5211	25	4	this	this	DET
cana-5211	25	5	system	system	NOUN
cana-5211	25	6	has	have	VERB
cana-5211	25	7	the	the	DET
cana-5211	25	8	potential	potential	NOUN
cana-5211	25	9	for	for	ADP
cana-5211	25	10	early	early	ADJ
cana-5211	25	11	detection	detection	NOUN
cana-5211	25	12	,	,	PUNCT
cana-5211	25	13	more	more	ADV
cana-5211	25	14	tailored	tailor	VERB
cana-5211	25	15	treatment	treatment	NOUN
cana-5211	25	16	plans	plan	NOUN
cana-5211	25	17	,	,	PUNCT
cana-5211	25	18	and	and	CCONJ
cana-5211	25	19	decreased	decrease	VERB
cana-5211	25	20	diagnostic	diagnostic	ADJ
cana-5211	25	21	workload[7	workload[7	PROPN
cana-5211	25	22	]	]	PUNCT
cana-5211	25	23	.	.	PUNCT
cana-5211	26	1	different	different	ADJ
cana-5211	26	2	views	view	NOUN
cana-5211	26	3	of	of	ADP
cana-5211	26	4	dental	dental	ADJ
cana-5211	26	5	x	x	NOUN
cana-5211	26	6	-	-	NOUN
cana-5211	26	7	rays	ray	NOUN
cana-5211	26	8	for	for	ADP
cana-5211	26	9	diagnosis	diagnosis	NOUN
cana-5211	26	10	the	the	DET
cana-5211	26	11	x	x	ADJ
cana-5211	26	12	-	-	NOUN
cana-5211	26	13	ray	ray	PROPN
cana-5211	26	14	imaging	imaging	NOUN
cana-5211	26	15	operation	operation	NOUN
cana-5211	26	16	consists	consist	VERB
cana-5211	26	17	of	of	ADP
cana-5211	26	18	two	two	NUM
cana-5211	26	19	fundamental	fundamental	ADJ
cana-5211	26	20	methods	method	NOUN
cana-5211	26	21	known	know	VERB
cana-5211	26	22	as	as	ADP
cana-5211	26	23	intraoral	intraoral	ADJ
cana-5211	26	24	and	and	CCONJ
cana-5211	26	25	extraoral	extraoral	ADJ
cana-5211	26	26	techniques	technique	NOUN
cana-5211	26	27	.	.	PUNCT
cana-5211	27	1	shipments	shipment	NOUN
cana-5211	27	2	of	of	ADP
cana-5211	27	3	x	x	NOUN
cana-5211	27	4	-	-	NOUN
cana-5211	27	5	ray	ray	NOUN
cana-5211	27	6	film	film	NOUN
cana-5211	27	7	take	take	VERB
cana-5211	27	8	place	place	NOUN
cana-5211	27	9	inside	inside	ADP
cana-5211	27	10	the	the	DET
cana-5211	27	11	mouth	mouth	NOUN
cana-5211	27	12	in	in	ADP
cana-5211	27	13	intraoral	intraoral	ADJ
cana-5211	27	14	x	x	NOUN
cana-5211	27	15	-	-	NOUN
cana-5211	27	16	rays	ray	NOUN
cana-5211	27	17	whereas	whereas	SCONJ
cana-5211	27	18	this	this	DET
cana-5211	27	19	placement	placement	NOUN
cana-5211	27	20	occurs	occur	VERB
cana-5211	27	21	outside	outside	ADP
cana-5211	27	22	the	the	DET
cana-5211	27	23	mouth	mouth	NOUN
cana-5211	27	24	for	for	ADP
cana-5211	27	25	extraoral	extraoral	ADJ
cana-5211	27	26	x	x	NOUN
cana-5211	27	27	-	-	PUNCT
cana-5211	27	28	rays[8	rays[8	PROPN
cana-5211	27	29	]	]	PUNCT
cana-5211	27	30	.	.	PUNCT
cana-5211	28	1	bitewing	bitewe	VERB
cana-5211	28	2	x	x	NOUN
cana-5211	28	3	-	-	NOUN
cana-5211	28	4	rays	ray	NOUN
cana-5211	28	5	show	show	VERB
cana-5211	28	6	upper	upper	ADJ
cana-5211	28	7	and	and	CCONJ
cana-5211	28	8	lower	low	ADJ
cana-5211	28	9	jaw	jaw	NOUN
cana-5211	28	10	teeth	tooth	NOUN
cana-5211	28	11	together	together	ADV
cana-5211	28	12	with	with	ADP
cana-5211	28	13	their	their	PRON
cana-5211	28	14	occluding	occlude	VERB
cana-5211	28	15	contact	contact	NOUN
cana-5211	28	16	in	in	ADP
cana-5211	28	17	one	one	NUM
cana-5211	28	18	image	image	NOUN
cana-5211	28	19	.	.	PUNCT
cana-5211	29	1	the	the	DET
cana-5211	29	2	specific	specific	ADJ
cana-5211	29	3	x	x	ADJ
cana-5211	29	4	-	-	NOUN
cana-5211	29	5	ray	ray	NOUN
cana-5211	29	6	technique	technique	NOUN
cana-5211	29	7	reveals	reveal	VERB
cana-5211	29	8	the	the	DET
cana-5211	29	9	presence	presence	NOUN
cana-5211	29	10	of	of	ADP
cana-5211	29	11	decay	decay	NOUN
cana-5211	29	12	between	between	ADP
cana-5211	29	13	teeth	tooth	NOUN
cana-5211	29	14	when	when	SCONJ
cana-5211	29	15	employed	employ	VERB
cana-5211	29	16	for	for	ADP
cana-5211	29	17	diagnosis[9	diagnosis[9	NOUN
cana-5211	29	18	]	]	X
cana-5211	29	19	.	.	PUNCT
cana-5211	30	1	the	the	DET
cana-5211	30	2	periapical	periapical	ADJ
cana-5211	30	3	x	x	NOUN
cana-5211	30	4	-	-	NOUN
cana-5211	30	5	rays	ray	NOUN
cana-5211	30	6	function	function	VERB
cana-5211	30	7	to	to	PART
cana-5211	30	8	inspect	inspect	VERB
cana-5211	30	9	root	root	NOUN
cana-5211	30	10	features	feature	NOUN
cana-5211	30	11	and	and	CCONJ
cana-5211	30	12	bone	bone	NOUN
cana-5211	30	13	structure	structure	NOUN
cana-5211	30	14	through	through	ADP
cana-5211	30	15	radiation	radiation	NOUN
cana-5211	30	16	of	of	ADP
cana-5211	30	17	one	one	NUM
cana-5211	30	18	or	or	CCONJ
cana-5211	30	19	two	two	NUM
cana-5211	30	20	teeth	tooth	NOUN
cana-5211	30	21	from	from	ADP
cana-5211	30	22	root	root	NOUN
cana-5211	30	23	base	base	NOUN
cana-5211	30	24	to	to	ADP
cana-5211	30	25	crown	crown	PROPN
cana-5211	30	26	apex	apex	PROPN
cana-5211	30	27	.	.	PUNCT
cana-5211	31	1	the	the	DET
cana-5211	31	2	information	information	NOUN
cana-5211	31	3	obtained	obtain	VERB
cana-5211	31	4	from	from	ADP
cana-5211	31	5	intraoral	intraoral	ADJ
cana-5211	31	6	x	x	NOUN
cana-5211	31	7	-	-	NOUN
cana-5211	31	8	rays	ray	NOUN
cana-5211	31	9	outperforms	outperform	VERB
cana-5211	31	10	what	what	PRON
cana-5211	31	11	extraoral	extraoral	ADJ
cana-5211	31	12	x	x	NOUN
cana-5211	31	13	-	-	NOUN
cana-5211	31	14	rays	ray	NOUN
cana-5211	31	15	provide[10	provide[10	NOUN
cana-5211	31	16	]	]	PUNCT
cana-5211	31	17	.	.	PUNCT
cana-5211	32	1	the	the	DET
cana-5211	32	2	single	single	ADJ
cana-5211	32	3	-	-	PUNCT
cana-5211	32	4	ray	ray	NOUN
cana-5211	32	5	encompassing	encompass	VERB
cana-5211	32	6	all	all	DET
cana-5211	32	7	teeth	tooth	NOUN
cana-5211	32	8	from	from	ADP
cana-5211	32	9	both	both	CCONJ
cana-5211	32	10	upper	upper	ADJ
cana-5211	32	11	and	and	CCONJ
cana-5211	32	12	lower	low	ADJ
cana-5211	32	13	jaw	jaw	NOUN
cana-5211	32	14	makes	make	VERB
cana-5211	32	15	up	up	ADP
cana-5211	32	16	the	the	DET
cana-5211	32	17	extraoral	extraoral	ADJ
cana-5211	32	18	panoramic	panoramic	ADJ
cana-5211	32	19	x	x	NOUN
cana-5211	32	20	-	-	NOUN
cana-5211	32	21	ray	ray	NOUN
cana-5211	32	22	category	category	NOUN
cana-5211	32	23	.	.	PUNCT
cana-5211	33	1	the	the	DET
cana-5211	33	2	positioning	positioning	NOUN
cana-5211	33	3	of	of	ADP
cana-5211	33	4	both	both	PRON
cana-5211	33	5	erupted	erupt	VERB
cana-5211	33	6	and	and	CCONJ
cana-5211	33	7	erupting	erupting	NOUN
cana-5211	33	8	teeth	tooth	NOUN
cana-5211	33	9	can	can	AUX
cana-5211	33	10	be	be	AUX
cana-5211	33	11	identified	identify	VERB
cana-5211	33	12	with	with	ADP
cana-5211	33	13	this	this	DET
cana-5211	33	14	method	method	NOUN
cana-5211	33	15	and	and	CCONJ
cana-5211	33	16	it	it	PRON
cana-5211	33	17	serves	serve	VERB
cana-5211	33	18	as	as	ADP
cana-5211	33	19	a	a	DET
cana-5211	33	20	tool	tool	NOUN
cana-5211	33	21	to	to	PART
cana-5211	33	22	determine	determine	VERB
cana-5211	33	23	affected	affect	VERB
cana-5211	33	24	teeth	tooth	NOUN
cana-5211	33	25	useful	useful	ADJ
cana-5211	33	26	for	for	ADP
cana-5211	33	27	tumor	tumor	NOUN
cana-5211	33	28	diagnosis[11	diagnosis[11	NOUN
cana-5211	33	29	]	]	PUNCT
cana-5211	33	30	.	.	PUNCT
cana-5211	34	1	whole	whole	ADJ
cana-5211	34	2	side	side	NOUN
cana-5211	34	3	of	of	ADP
cana-5211	34	4	the	the	DET
cana-5211	34	5	head	head	NOUN
cana-5211	34	6	becomes	become	VERB
cana-5211	34	7	visible	visible	ADJ
cana-5211	34	8	through	through	ADP
cana-5211	34	9	cephalometric	cephalometric	ADJ
cana-5211	34	10	projections	projection	NOUN
cana-5211	34	11	.	.	PUNCT
cana-5211	35	1	sometime	sometime	ADJ
cana-5211	35	2	x	x	NOUN
cana-5211	35	3	-	-	NOUN
cana-5211	35	4	rays	ray	NOUN
cana-5211	35	5	show	show	VERB
cana-5211	35	6	how	how	SCONJ
cana-5211	35	7	teeth	tooth	NOUN
cana-5211	35	8	relate	relate	VERB
cana-5211	35	9	with	with	ADP
cana-5211	35	10	the	the	DET
cana-5211	35	11	jaw	jaw	NOUN
cana-5211	35	12	structure	structure	NOUN
cana-5211	35	13	of	of	ADP
cana-5211	35	14	a	a	DET
cana-5211	35	15	person	person	NOUN
cana-5211	35	16	's	's	PART
cana-5211	35	17	profile.3	profile.3	NOUN
cana-5211	35	18	)	)	PUNCT
cana-5211	35	19	computed	compute	VERB
cana-5211	35	20	tomography	tomography	NOUN
cana-5211	35	21	shows	show	VERB
cana-5211	35	22	the	the	DET
cana-5211	35	23	internal	internal	ADJ
cana-5211	35	24	body	body	NOUN
cana-5211	35	25	structures	structure	NOUN
cana-5211	35	26	in	in	ADP
cana-5211	35	27	three	three	NUM
cana-5211	35	28	dimensions	dimension	NOUN
cana-5211	35	29	.	.	PUNCT
cana-5211	36	1	size	size	NOUN
cana-5211	36	2	and	and	CCONJ
cana-5211	36	3	site	site	NOUN
cana-5211	36	4	location	location	NOUN
cana-5211	36	5	determination	determination	NOUN
cana-5211	36	6	for	for	ADP
cana-5211	36	7	dental	dental	ADJ
cana-5211	36	8	implants	implant	NOUN
cana-5211	36	9	can	can	AUX
cana-5211	36	10	be	be	AUX
cana-5211	36	11	assessed	assess	VERB
cana-5211	36	12	through	through	ADP
cana-5211	36	13	standard	standard	ADJ
cana-5211	36	14	ct	ct	NUM
cana-5211	36	15	scanning	scanning	NOUN
cana-5211	36	16	.	.	PUNCT
cana-5211	37	1	a	a	DET
cana-5211	37	2	digital	digital	ADJ
cana-5211	37	3	radiograph	radiograph	NOUN
cana-5211	37	4	stands	stand	VERB
cana-5211	37	5	as	as	ADP
cana-5211	37	6	one	one	NUM
cana-5211	37	7	of	of	ADP
cana-5211	37	8	various	various	ADJ
cana-5211	37	9	dental	dental	ADJ
cana-5211	37	10	x	x	ADJ
cana-5211	37	11	-	-	NOUN
cana-5211	37	12	ray	ray	NOUN
cana-5211	37	13	view	view	NOUN
cana-5211	37	14	options	option	NOUN
cana-5211	37	15	under	under	ADP
cana-5211	37	16	evaluation[12	evaluation[12	NOUN
cana-5211	37	17	]	]	PUNCT
cana-5211	37	18	.	.	PUNCT
cana-5211	38	1	ii	ii	PROPN
cana-5211	38	2	related	relate	VERB
cana-5211	38	3	work	work	NOUN
cana-5211	38	4	dental	dental	ADJ
cana-5211	38	5	disease	disease	NOUN
cana-5211	38	6	classification	classification	VERB
cana-5211	38	7	the	the	DET
cana-5211	38	8	application	application	NOUN
cana-5211	38	9	of	of	ADP
cana-5211	38	10	convolutional	convolutional	ADJ
cana-5211	38	11	neural	neural	ADJ
cana-5211	38	12	networks	network	NOUN
cana-5211	38	13	(	(	PUNCT
cana-5211	38	14	cnn	cnn	PROPN
cana-5211	38	15	)	)	PUNCT
cana-5211	38	16	and	and	CCONJ
cana-5211	38	17	transfer	transfer	VERB
cana-5211	38	18	learning	learning	NOUN
cana-5211	38	19	in	in	ADP
cana-5211	38	20	classifying	classify	VERB
cana-5211	38	21	dental	dental	ADJ
cana-5211	38	22	diseases	disease	NOUN
cana-5211	38	23	using	use	VERB
cana-5211	38	24	a	a	DET
cana-5211	38	25	small	small	ADJ
cana-5211	38	26	labeled	label	VERB
cana-5211	38	27	set	set	NOUN
cana-5211	38	28	of	of	ADP
cana-5211	38	29	251	251	NUM
cana-5211	38	30	radio	radio	NOUN
cana-5211	38	31	visiography	visiography	NOUN
cana-5211	38	32	(	(	PUNCT
cana-5211	38	33	rvg	rvg	PROPN
cana-5211	38	34	)	)	PUNCT
cana-5211	38	35	x	x	NOUN
cana-5211	38	36	-	-	NOUN
cana-5211	38	37	ray	ray	NOUN
cana-5211	38	38	images	image	NOUN
cana-5211	38	39	.	.	PUNCT
cana-5211	39	1	prajapati	prajapati	PROPN
cana-5211	39	2	et	et	PROPN
cana-5211	39	3	al	al	PROPN
cana-5211	39	4	.	.	PROPN
cana-5211	40	1	(	(	PUNCT
cana-5211	40	2	2024	2024	NUM
cana-5211	40	3	)	)	PUNCT
cana-5211	40	4	show	show	VERB
cana-5211	40	5	that	that	SCONJ
cana-5211	40	6	cnns	cnn	NOUN
cana-5211	40	7	,	,	PUNCT
cana-5211	40	8	with	with	ADP
cana-5211	40	9	their	their	PRON
cana-5211	40	10	excellence	excellence	NOUN
cana-5211	40	11	in	in	ADP
cana-5211	40	12	performing	perform	VERB
cana-5211	40	13	image	image	NOUN
cana-5211	40	14	tasks	task	NOUN
cana-5211	40	15	,	,	PUNCT
cana-5211	40	16	can	can	AUX
cana-5211	40	17	be	be	AUX
cana-5211	40	18	practical	practical	ADJ
cana-5211	40	19	even	even	ADV
cana-5211	40	20	with	with	ADP
cana-5211	40	21	minimum	minimum	ADJ
cana-5211	40	22	data	datum	NOUN
cana-5211	40	23	.	.	PUNCT
cana-5211	41	1	using	use	VERB
cana-5211	41	2	transfer	transfer	NOUN
cana-5211	41	3	learning	learning	NOUN
cana-5211	41	4	,	,	PUNCT
cana-5211	41	5	the	the	DET
cana-5211	41	6	research	research	NOUN
cana-5211	41	7	enhances	enhance	VERB
cana-5211	41	8	classification	classification	NOUN
cana-5211	41	9	performance	performance	NOUN
cana-5211	41	10	.	.	PUNCT
cana-5211	42	1	the	the	DET
cana-5211	42	2	outcomes	outcome	NOUN
cana-5211	42	3	report	report	VERB
cana-5211	42	4	encouraging	encouraging	ADJ
cana-5211	42	5	precision	precision	NOUN
cana-5211	42	6	,	,	PUNCT
cana-5211	42	7	demonstrating	demonstrate	VERB
cana-5211	42	8	the	the	DET
cana-5211	42	9	capabilities	capability	NOUN
cana-5211	42	10	of	of	ADP
cana-5211	42	11	cnns	cnn	NOUN
cana-5211	42	12	and	and	CCONJ
cana-5211	42	13	transfer	transfer	NOUN
cana-5211	42	14	learning	learning	NOUN
cana-5211	42	15	in	in	ADP
cana-5211	42	16	dental	dental	ADJ
cana-5211	42	17	disease	disease	NOUN
cana-5211	42	18	classification[13].almalki	classification[13].almalki	NOUN
cana-5211	42	19	et	et	PROPN
cana-5211	42	20	al	al	PROPN
cana-5211	42	21	.	.	PROPN
cana-5211	43	1	(	(	PUNCT
cana-5211	43	2	2024	2024	NUM
cana-5211	43	3	)	)	PUNCT
cana-5211	43	4	propose	propose	VERB
cana-5211	43	5	a	a	DET
cana-5211	43	6	deep	deep	ADJ
cana-5211	43	7	learning	learning	NOUN
cana-5211	43	8	-	-	PUNCT
cana-5211	43	9	based	base	VERB
cana-5211	43	10	approach	approach	NOUN
cana-5211	43	11	using	use	VERB
cana-5211	43	12	the	the	DET
cana-5211	43	13	yolov3	yolov3	PROPN
cana-5211	43	14	model	model	NOUN
cana-5211	43	15	to	to	PART
cana-5211	43	16	classify	classify	VERB
cana-5211	43	17	common	common	ADJ
cana-5211	43	18	dental	dental	ADJ
cana-5211	43	19	problems	problem	NOUN
cana-5211	43	20	,	,	PUNCT
cana-5211	43	21	including	include	VERB
cana-5211	43	22	cavities	cavity	NOUN
cana-5211	43	23	,	,	PUNCT
cana-5211	43	24	root	root	NOUN
cana-5211	43	25	canals	canal	NOUN
cana-5211	43	26	,	,	PUNCT
cana-5211	43	27	dental	dental	ADJ
cana-5211	43	28	crowns	crown	NOUN
cana-5211	43	29	,	,	PUNCT
cana-5211	43	30	and	and	CCONJ
cana-5211	43	31	broken	break	VERB
cana-5211	43	32	-	-	PUNCT
cana-5211	43	33	down	down	ADP
cana-5211	43	34	root	root	NOUN
cana-5211	43	35	canals	canal	NOUN
cana-5211	43	36	,	,	PUNCT
cana-5211	43	37	from	from	ADP
cana-5211	43	38	orthopantomography	orthopantomography	NOUN
cana-5211	43	39	(	(	PUNCT
cana-5211	43	40	opg	opg	PROPN
cana-5211	43	41	)	)	PUNCT
cana-5211	43	42	x	x	NOUN
cana-5211	43	43	-	-	NOUN
cana-5211	43	44	ray	ray	NOUN
cana-5211	43	45	images	image	NOUN
cana-5211	43	46	.	.	PUNCT
cana-5211	44	1	their	their	PRON
cana-5211	44	2	model	model	NOUN
cana-5211	44	3	achieved	achieve	VERB
cana-5211	44	4	an	an	DET
cana-5211	44	5	impressive	impressive	ADJ
cana-5211	44	6	99.33	99.33	NUM
cana-5211	44	7	%	%	NOUN
cana-5211	44	8	accuracy	accuracy	NOUN
cana-5211	44	9	,	,	PUNCT
cana-5211	44	10	outperforming	outperform	VERB
cana-5211	44	11	existing	exist	VERB
cana-5211	44	12	models	model	NOUN
cana-5211	44	13	in	in	ADP
cana-5211	44	14	both	both	DET
cana-5211	44	15	accuracy	accuracy	NOUN
cana-5211	44	16	and	and	CCONJ
cana-5211	44	17	generalization[14].lee	generalization[14].lee	PROPN
cana-5211	44	18	(	(	PUNCT
cana-5211	44	19	2022	2022	NUM
cana-5211	44	20	)	)	PUNCT
cana-5211	44	21	the	the	DET
cana-5211	44	22	researchers	researcher	NOUN
cana-5211	44	23	employed	employ	VERB
cana-5211	44	24	a	a	DET
cana-5211	44	25	deep	deep	ADJ
cana-5211	44	26	convolutional	convolutional	ADJ
cana-5211	44	27	neural	neural	ADJ
cana-5211	44	28	network	network	NOUN
cana-5211	44	29	to	to	PART
cana-5211	44	30	examine	examine	VERB
cana-5211	44	31	radiographs	radiograph	NOUN
cana-5211	44	32	for	for	ADP
cana-5211	44	33	radiographic	radiographic	ADJ
cana-5211	44	34	bone	bone	NOUN
cana-5211	44	35	loss	loss	NOUN
cana-5211	44	36	(	(	PUNCT
cana-5211	44	37	rbl	rbl	NOUN
cana-5211	44	38	)	)	PUNCT
cana-5211	44	39	measurement	measurement	NOUN
cana-5211	44	40	of	of	ADP
cana-5211	44	41	each	each	DET
cana-5211	44	42	individual	individual	ADJ
cana-5211	44	43	tooth	tooth	NOUN
cana-5211	44	44	.	.	PUNCT
cana-5211	45	1	researchers	researcher	NOUN
cana-5211	45	2	compared	compare	VERB
cana-5211	45	3	the	the	DET
cana-5211	45	4	assessment	assessment	NOUN
cana-5211	45	5	of	of	ADP
cana-5211	45	6	rbl%	rbl%	NOUN
cana-5211	45	7	and	and	CCONJ
cana-5211	45	8	staging	stage	VERB
cana-5211	45	9	stages	stage	NOUN
cana-5211	45	10	as	as	ADV
cana-5211	45	11	well	well	ADV
cana-5211	45	12	as	as	ADP
cana-5211	45	13	presumptive	presumptive	ADJ
cana-5211	45	14	diagnosis	diagnosis	NOUN
cana-5211	45	15	from	from	ADP
cana-5211	45	16	the	the	DET
cana-5211	45	17	updated	update	VERB
cana-5211	45	18	cnn	cnn	PROPN
cana-5211	45	19	periodontitis	periodontitis	NOUN
cana-5211	45	20	classification	classification	NOUN
cana-5211	45	21	to	to	ADP
cana-5211	45	22	independent	independent	ADJ
cana-5211	45	23	expert	expert	NOUN
cana-5211	45	24	ratings	rating	NOUN
cana-5211	45	25	using	use	VERB
cana-5211	45	26	the	the	DET
cana-5211	45	27	same	same	ADJ
cana-5211	45	28	methodology	methodology	NOUN
cana-5211	45	29	[	[	X
cana-5211	45	30	15	15	NUM
cana-5211	45	31	]	]	PUNCT
cana-5211	45	32	.	.	PUNCT
cana-5211	46	1	artificial	artificial	ADJ
cana-5211	46	2	intelligence	intelligence	NOUN
cana-5211	46	3	functions	function	NOUN
cana-5211	46	4	as	as	ADP
cana-5211	46	5	a	a	DET
cana-5211	46	6	system	system	NOUN
cana-5211	46	7	which	which	PRON
cana-5211	46	8	detects	detect	VERB
cana-5211	46	9	hidden	hide	VERB
cana-5211	46	10	dental	dental	ADJ
cana-5211	46	11	restorations	restoration	NOUN
cana-5211	46	12	.	.	PUNCT
cana-5211	47	1	the	the	DET
cana-5211	47	2	communications	communication	NOUN
cana-5211	47	3	on	on	ADP
cana-5211	47	4	applied	apply	VERB
cana-5211	47	5	nonlinear	nonlinear	ADJ
cana-5211	47	6	analysis	analysis	NOUN
cana-5211	47	7	issn	issn	NOUN
cana-5211	47	8	:	:	PUNCT
cana-5211	47	9	1074	1074	NUM
cana-5211	47	10	-	-	PUNCT
cana-5211	47	11	133x	133x	NUM
cana-5211	47	12	vol	vol	NOUN
cana-5211	47	13	32	32	NUM
cana-5211	47	14	no	no	NOUN
cana-5211	47	15	.	.	PUNCT
cana-5211	48	1	9s	9s	NUM
cana-5211	48	2	(	(	PUNCT
cana-5211	48	3	2025	2025	NUM
cana-5211	48	4	)	)	PUNCT
cana-5211	48	5	3186	3186	NUM
cana-5211	49	1	https://internationalpubls.com	https://internationalpubls.com	X
cana-5211	49	2	research	research	NOUN
cana-5211	49	3	of	of	ADP
cana-5211	49	4	abdalla	abdalla	PROPN
cana-5211	49	5	-	-	PROPN
cana-5211	49	6	aslan	aslan	PROPN
cana-5211	49	7	r	r	PROPN
cana-5211	49	8	(	(	PUNCT
cana-5211	49	9	2020	2020	NUM
cana-5211	49	10	)	)	PUNCT
cana-5211	49	11	reveals	reveal	VERB
cana-5211	49	12	that	that	SCONJ
cana-5211	49	13	their	their	PRON
cana-5211	49	14	algorithms	algorithm	NOUN
cana-5211	49	15	succeeded	succeed	VERB
cana-5211	49	16	in	in	ADP
cana-5211	49	17	identifying	identify	VERB
cana-5211	49	18	93.6	93.6	NUM
cana-5211	49	19	%	%	NOUN
cana-5211	49	20	of	of	ADP
cana-5211	49	21	dental	dental	ADJ
cana-5211	49	22	restorations	restoration	NOUN
cana-5211	49	23	in	in	ADP
cana-5211	49	24	83	83	NUM
cana-5211	49	25	panoramic	panoramic	ADJ
cana-5211	49	26	photos	photo	NOUN
cana-5211	49	27	according	accord	VERB
cana-5211	49	28	to	to	ADP
cana-5211	49	29	a	a	DET
cana-5211	49	30	2020	2020	NUM
cana-5211	49	31	research	research	NOUN
cana-5211	49	32	.	.	PUNCT
cana-5211	50	1	a	a	DET
cana-5211	50	2	total	total	NOUN
cana-5211	50	3	of	of	ADP
cana-5211	50	4	11	11	NUM
cana-5211	50	5	groups	group	NOUN
cana-5211	50	6	were	be	AUX
cana-5211	50	7	used	use	VERB
cana-5211	50	8	for	for	ADP
cana-5211	50	9	restoration	restoration	NOUN
cana-5211	50	10	categorization	categorization	NOUN
cana-5211	50	11	through	through	ADP
cana-5211	50	12	analysis	analysis	NOUN
cana-5211	50	13	of	of	ADP
cana-5211	50	14	grey	grey	ADJ
cana-5211	50	15	value	value	NOUN
cana-5211	50	16	distribution	distribution	NOUN
cana-5211	50	17	patterns	pattern	NOUN
cana-5211	50	18	[	[	X
cana-5211	50	19	16	16	NUM
cana-5211	50	20	]	]	PUNCT
cana-5211	50	21	.	.	PUNCT
cana-5211	51	1	hasnain	hasnain	VERB
cana-5211	51	2	et	et	PROPN
cana-5211	51	3	al	al	PROPN
cana-5211	51	4	.	.	PROPN
cana-5211	52	1	(	(	PUNCT
cana-5211	52	2	2023	2023	NUM
cana-5211	52	3	)	)	PUNCT
cana-5211	52	4	a	a	DET
cana-5211	52	5	deep	deep	ADJ
cana-5211	52	6	learning	learning	NOUN
cana-5211	52	7	approach	approach	NOUN
cana-5211	52	8	will	will	AUX
cana-5211	52	9	be	be	AUX
cana-5211	52	10	established	establish	VERB
cana-5211	52	11	to	to	PART
cana-5211	52	12	automate	automate	VERB
cana-5211	52	13	dental	dental	ADJ
cana-5211	52	14	disease	disease	NOUN
cana-5211	52	15	classification	classification	NOUN
cana-5211	52	16	through	through	ADP
cana-5211	52	17	x	x	ADJ
cana-5211	52	18	-	-	NOUN
cana-5211	52	19	ray	ray	NOUN
cana-5211	52	20	image	image	NOUN
cana-5211	52	21	assessment	assessment	NOUN
cana-5211	52	22	.	.	PUNCT
cana-5211	53	1	a	a	DET
cana-5211	53	2	total	total	NOUN
cana-5211	53	3	of	of	ADP
cana-5211	53	4	126	126	NUM
cana-5211	53	5	dental	dental	ADJ
cana-5211	53	6	x	x	NOUN
cana-5211	53	7	-	-	NOUN
cana-5211	53	8	ray	ray	NOUN
cana-5211	53	9	images	image	NOUN
cana-5211	53	10	were	be	AUX
cana-5211	53	11	included	include	VERB
cana-5211	53	12	in	in	ADP
cana-5211	53	13	the	the	DET
cana-5211	53	14	dataset	dataset	NOUN
cana-5211	53	15	which	which	PRON
cana-5211	53	16	dental	dental	ADJ
cana-5211	53	17	experts	expert	NOUN
cana-5211	53	18	had	have	AUX
cana-5211	53	19	classified	classify	VERB
cana-5211	53	20	into	into	ADP
cana-5211	53	21	normal	normal	ADJ
cana-5211	53	22	and	and	CCONJ
cana-5211	53	23	affected	affected	ADJ
cana-5211	53	24	groups	group	NOUN
cana-5211	53	25	.	.	PUNCT
cana-5211	54	1	the	the	DET
cana-5211	54	2	dataset	dataset	NOUN
cana-5211	54	3	received	receive	VERB
cana-5211	54	4	an	an	DET
cana-5211	54	5	enhancement	enhancement	NOUN
cana-5211	54	6	by	by	ADP
cana-5211	54	7	implementing	implement	VERB
cana-5211	54	8	data	datum	NOUN
cana-5211	54	9	augmentation	augmentation	NOUN
cana-5211	54	10	methods	method	NOUN
cana-5211	54	11	.	.	PUNCT
cana-5211	55	1	the	the	DET
cana-5211	55	2	proposed	propose	VERB
cana-5211	55	3	convolutional	convolutional	ADJ
cana-5211	55	4	neural	neural	ADJ
cana-5211	55	5	network	network	NOUN
cana-5211	55	6	(	(	PUNCT
cana-5211	55	7	cnn	cnn	PROPN
cana-5211	55	8	)	)	PUNCT
cana-5211	55	9	design	design	NOUN
cana-5211	55	10	included	include	VERB
cana-5211	55	11	various	various	ADJ
cana-5211	55	12	layers	layer	NOUN
cana-5211	55	13	such	such	ADJ
cana-5211	55	14	as	as	ADP
cana-5211	55	15	convolutional	convolutional	ADJ
cana-5211	55	16	networks	network	NOUN
cana-5211	55	17	followed	follow	VERB
cana-5211	55	18	by	by	ADP
cana-5211	55	19	max	max	PROPN
cana-5211	55	20	-	-	PUNCT
cana-5211	55	21	pooling	pooling	NOUN
cana-5211	55	22	then	then	ADV
cana-5211	55	23	flatten	flatten	VERB
cana-5211	55	24	and	and	CCONJ
cana-5211	55	25	dense	dense	ADJ
cana-5211	55	26	layers	layer	NOUN
cana-5211	55	27	and	and	CCONJ
cana-5211	55	28	a	a	DET
cana-5211	55	29	concluding	conclude	VERB
cana-5211	55	30	output	output	NOUN
cana-5211	55	31	layer	layer	NOUN
cana-5211	55	32	for	for	ADP
cana-5211	55	33	image	image	NOUN
cana-5211	55	34	classification	classification	NOUN
cana-5211	55	35	.	.	PUNCT
cana-5211	56	1	the	the	DET
cana-5211	56	2	model	model	NOUN
cana-5211	56	3	performed	perform	VERB
cana-5211	56	4	successfully	successfully	ADV
cana-5211	56	5	after	after	ADP
cana-5211	56	6	training	training	NOUN
cana-5211	56	7	on	on	ADP
cana-5211	56	8	the	the	DET
cana-5211	56	9	augmented	augment	VERB
cana-5211	56	10	dataset	dataset	NOUN
cana-5211	56	11	with	with	ADP
cana-5211	56	12	97.87	97.87	NUM
cana-5211	56	13	%	%	NOUN
cana-5211	56	14	accuracy	accuracy	NOUN
cana-5211	56	15	and	and	CCONJ
cana-5211	56	16	60	60	NUM
cana-5211	56	17	%	%	NOUN
cana-5211	56	18	f1	f1	NOUN
cana-5211	56	19	-	-	PUNCT
cana-5211	56	20	score	score	NOUN
cana-5211	56	21	which	which	PRON
cana-5211	56	22	matched	match	VERB
cana-5211	56	23	performance	performance	NOUN
cana-5211	56	24	rates	rate	NOUN
cana-5211	56	25	of	of	ADP
cana-5211	56	26	expert	expert	NOUN
cana-5211	56	27	dentists	dentist	NOUN
cana-5211	56	28	and	and	CCONJ
cana-5211	56	29	radiologists[17	radiologists[17	PROPN
cana-5211	56	30	]	]	PUNCT
cana-5211	56	31	.	.	PUNCT
cana-5211	57	1	chen	chen	PROPN
cana-5211	57	2	et	et	PROPN
cana-5211	57	3	al	al	PROPN
cana-5211	57	4	.	.	PUNCT
cana-5211	58	1	(	(	PUNCT
cana-5211	58	2	2021)developed	2021)developed	NUM
cana-5211	58	3	a	a	DET
cana-5211	58	4	deep	deep	ADJ
cana-5211	58	5	cnn	cnn	PROPN
cana-5211	58	6	-	-	PUNCT
cana-5211	58	7	based	base	VERB
cana-5211	58	8	system	system	NOUN
cana-5211	58	9	for	for	ADP
cana-5211	58	10	detecting	detect	VERB
cana-5211	58	11	dental	dental	ADJ
cana-5211	58	12	diseases	disease	NOUN
cana-5211	58	13	on	on	ADP
cana-5211	58	14	periapical	periapical	ADJ
cana-5211	58	15	radiographs	radiograph	NOUN
cana-5211	58	16	,	,	PUNCT
cana-5211	58	17	including	include	VERB
cana-5211	58	18	decay	decay	NOUN
cana-5211	58	19	and	and	CCONJ
cana-5211	58	20	periodontitis	periodontitis	NOUN
cana-5211	58	21	.	.	PUNCT
cana-5211	59	1	the	the	DET
cana-5211	59	2	model	model	NOUN
cana-5211	59	3	performed	perform	VERB
cana-5211	59	4	better	well	ADV
cana-5211	59	5	at	at	ADP
cana-5211	59	6	detecting	detect	VERB
cana-5211	59	7	severe	severe	ADJ
cana-5211	59	8	lesions	lesion	NOUN
cana-5211	59	9	and	and	CCONJ
cana-5211	59	10	showed	show	VERB
cana-5211	59	11	improved	improved	ADJ
cana-5211	59	12	accuracy	accuracy	NOUN
cana-5211	59	13	when	when	SCONJ
cana-5211	59	14	trained	train	VERB
cana-5211	59	15	with	with	ADP
cana-5211	59	16	customized	customized	ADJ
cana-5211	59	17	strategies	strategy	NOUN
cana-5211	59	18	for	for	ADP
cana-5211	59	19	each	each	DET
cana-5211	59	20	disease	disease	NOUN
cana-5211	59	21	.	.	PUNCT
cana-5211	60	1	precision	precision	NOUN
cana-5211	60	2	and	and	CCONJ
cana-5211	60	3	recall	recall	NOUN
cana-5211	60	4	were	be	AUX
cana-5211	60	5	between	between	ADP
cana-5211	60	6	0.5	0.5	NUM
cana-5211	60	7	and	and	CCONJ
cana-5211	60	8	0.6	0.6	NUM
cana-5211	60	9	overall[18	overall[18	NUM
cana-5211	60	10	]	]	PUNCT
cana-5211	60	11	.	.	PUNCT
cana-5211	61	1	role	role	NOUN
cana-5211	61	2	of	of	ADP
cana-5211	61	3	dental	dental	ADJ
cana-5211	61	4	x	x	NOUN
cana-5211	61	5	-	-	NOUN
cana-5211	61	6	rays	ray	NOUN
cana-5211	61	7	in	in	ADP
cana-5211	61	8	diagnosis	diagnosis	NOUN
cana-5211	61	9	krithigaa	krithigaa	NOUN
cana-5211	61	10	and	and	CCONJ
cana-5211	61	11	lakshmia	lakshmia	NOUN
cana-5211	61	12	(	(	PUNCT
cana-5211	61	13	2021	2021	NUM
cana-5211	61	14	)	)	PUNCT
cana-5211	61	15	provide	provide	VERB
cana-5211	61	16	a	a	DET
cana-5211	61	17	survey	survey	NOUN
cana-5211	61	18	on	on	ADP
cana-5211	61	19	the	the	DET
cana-5211	61	20	segmentation	segmentation	NOUN
cana-5211	61	21	of	of	ADP
cana-5211	61	22	dental	dental	ADJ
cana-5211	61	23	x	x	ADJ
cana-5211	61	24	-	-	NOUN
cana-5211	61	25	ray	ray	NOUN
cana-5211	61	26	images	image	NOUN
cana-5211	61	27	for	for	ADP
cana-5211	61	28	diagnosing	diagnose	VERB
cana-5211	61	29	dental	dental	ADJ
cana-5211	61	30	caries	carie	NOUN
cana-5211	61	31	.	.	PUNCT
cana-5211	62	1	dental	dental	ADJ
cana-5211	62	2	caries	carie	NOUN
cana-5211	62	3	,	,	PUNCT
cana-5211	62	4	a	a	DET
cana-5211	62	5	prevalent	prevalent	ADJ
cana-5211	62	6	bacterial	bacterial	ADJ
cana-5211	62	7	disease	disease	NOUN
cana-5211	62	8	,	,	PUNCT
cana-5211	62	9	leads	lead	VERB
cana-5211	62	10	to	to	ADP
cana-5211	62	11	significant	significant	ADJ
cana-5211	62	12	tooth	tooth	NOUN
cana-5211	62	13	loss	loss	NOUN
cana-5211	62	14	if	if	SCONJ
cana-5211	62	15	not	not	PART
cana-5211	62	16	detected	detect	VERB
cana-5211	62	17	early	early	ADV
cana-5211	62	18	.	.	PUNCT
cana-5211	63	1	digital	digital	ADJ
cana-5211	63	2	x	x	NOUN
cana-5211	63	3	-	-	NOUN
cana-5211	63	4	rays	ray	NOUN
cana-5211	63	5	are	be	AUX
cana-5211	63	6	commonly	commonly	ADV
cana-5211	63	7	used	use	VERB
cana-5211	63	8	for	for	ADP
cana-5211	63	9	detection	detection	NOUN
cana-5211	63	10	,	,	PUNCT
cana-5211	63	11	but	but	CCONJ
cana-5211	63	12	segmentation	segmentation	NOUN
cana-5211	63	13	is	be	AUX
cana-5211	63	14	challenging	challenge	VERB
cana-5211	63	15	due	due	ADJ
cana-5211	63	16	to	to	ADP
cana-5211	63	17	variations	variation	NOUN
cana-5211	63	18	in	in	ADP
cana-5211	63	19	shape	shape	NOUN
cana-5211	63	20	and	and	CCONJ
cana-5211	63	21	intensity	intensity	NOUN
cana-5211	63	22	across	across	ADP
cana-5211	63	23	images[19	images[19	PRON
cana-5211	63	24	]	]	PUNCT
cana-5211	63	25	.	.	PUNCT
cana-5211	64	1	hagi	hagi	PROPN
cana-5211	64	2	(	(	PUNCT
cana-5211	64	3	2021	2021	NUM
cana-5211	64	4	)	)	PUNCT
cana-5211	64	5	reviews	review	VERB
cana-5211	64	6	the	the	DET
cana-5211	64	7	history	history	NOUN
cana-5211	64	8	of	of	ADP
cana-5211	64	9	dental	dental	ADJ
cana-5211	64	10	radiology	radiology	NOUN
cana-5211	64	11	,	,	PUNCT
cana-5211	64	12	beginning	begin	VERB
cana-5211	64	13	with	with	ADP
cana-5211	64	14	the	the	DET
cana-5211	64	15	discovery	discovery	NOUN
cana-5211	64	16	of	of	ADP
cana-5211	64	17	x	x	NOUN
cana-5211	64	18	-	-	NOUN
cana-5211	64	19	rays	ray	NOUN
cana-5211	64	20	by	by	ADP
cana-5211	64	21	roentgen	roentgen	NOUN
cana-5211	64	22	in	in	ADP
cana-5211	64	23	1895	1895	NUM
cana-5211	64	24	.	.	PUNCT
cana-5211	65	1	roentgen	roentgen	PROPN
cana-5211	65	2	's	's	PART
cana-5211	65	3	discovery	discovery	NOUN
cana-5211	65	4	revolutionized	revolutionize	VERB
cana-5211	65	5	both	both	DET
cana-5211	65	6	medicine	medicine	NOUN
cana-5211	65	7	and	and	CCONJ
cana-5211	65	8	dentistry	dentistry	NOUN
cana-5211	65	9	,	,	PUNCT
cana-5211	65	10	aiding	aid	VERB
cana-5211	65	11	in	in	ADP
cana-5211	65	12	the	the	DET
cana-5211	65	13	diagnosis	diagnosis	NOUN
cana-5211	65	14	of	of	ADP
cana-5211	65	15	various	various	ADJ
cana-5211	65	16	medical	medical	ADJ
cana-5211	65	17	conditions	condition	NOUN
cana-5211	65	18	and	and	CCONJ
cana-5211	65	19	simplifying	simplify	VERB
cana-5211	65	20	dental	dental	ADJ
cana-5211	65	21	diagnoses	diagnosis	NOUN
cana-5211	65	22	,	,	PUNCT
cana-5211	65	23	from	from	ADP
cana-5211	65	24	caries	carie	NOUN
cana-5211	65	25	to	to	ADP
cana-5211	65	26	complex	complex	ADJ
cana-5211	65	27	issues	issue	NOUN
cana-5211	65	28	in	in	ADP
cana-5211	65	29	periodontics	periodontic	NOUN
cana-5211	65	30	,	,	PUNCT
cana-5211	65	31	orthodontics	orthodontic	NOUN
cana-5211	65	32	,	,	PUNCT
cana-5211	65	33	endodontics	endodontic	NOUN
cana-5211	65	34	,	,	PUNCT
cana-5211	65	35	and	and	CCONJ
cana-5211	65	36	maxillofacial	maxillofacial	ADJ
cana-5211	65	37	surgery	surgery	NOUN
cana-5211	65	38	.	.	PUNCT
cana-5211	66	1	in	in	ADP
cana-5211	66	2	1896	1896	NUM
cana-5211	66	3	,	,	PUNCT
cana-5211	66	4	walkhoffrecorded	walkhoffrecorde	VERB
cana-5211	66	5	the	the	DET
cana-5211	66	6	first	first	ADJ
cana-5211	66	7	dental	dental	ADJ
cana-5211	66	8	radiograph	radiograph	NOUN
cana-5211	66	9	,	,	PUNCT
cana-5211	66	10	prompting	prompt	VERB
cana-5211	66	11	dentists	dentist	NOUN
cana-5211	66	12	worldwide	worldwide	ADV
cana-5211	66	13	to	to	PART
cana-5211	66	14	adopt	adopt	VERB
cana-5211	66	15	various	various	ADJ
cana-5211	66	16	techniques	technique	NOUN
cana-5211	66	17	to	to	PART
cana-5211	66	18	capture	capture	VERB
cana-5211	66	19	dental	dental	ADJ
cana-5211	66	20	images[20	images[20	NOUN
cana-5211	66	21	]	]	PUNCT
cana-5211	66	22	.	.	PUNCT
cana-5211	67	1	nicholson	nicholson	PROPN
cana-5211	67	2	(	(	PUNCT
cana-5211	67	3	2023)reviews	2023)review	NOUN
cana-5211	67	4	the	the	DET
cana-5211	67	5	advancements	advancement	NOUN
cana-5211	67	6	in	in	ADP
cana-5211	67	7	dental	dental	ADJ
cana-5211	67	8	radiology	radiology	NOUN
cana-5211	67	9	,	,	PUNCT
cana-5211	67	10	emphasizing	emphasize	VERB
cana-5211	67	11	its	its	PRON
cana-5211	67	12	role	role	NOUN
cana-5211	67	13	in	in	ADP
cana-5211	67	14	modern	modern	ADJ
cana-5211	67	15	dentistry	dentistry	NOUN
cana-5211	67	16	.	.	PUNCT
cana-5211	68	1	dental	dental	ADJ
cana-5211	68	2	radiographic	radiographic	ADJ
cana-5211	68	3	techniques	technique	NOUN
cana-5211	68	4	,	,	PUNCT
cana-5211	68	5	including	include	VERB
cana-5211	68	6	digital	digital	ADJ
cana-5211	68	7	radiography	radiography	NOUN
cana-5211	68	8	,	,	PUNCT
cana-5211	68	9	cbct	cbct	NOUN
cana-5211	68	10	,	,	PUNCT
cana-5211	68	11	and	and	CCONJ
cana-5211	68	12	intraoral	intraoral	ADJ
cana-5211	68	13	scanners	scanner	NOUN
cana-5211	68	14	,	,	PUNCT
cana-5211	68	15	enable	enable	VERB
cana-5211	68	16	precise	precise	ADJ
cana-5211	68	17	diagnosis	diagnosis	NOUN
cana-5211	68	18	,	,	PUNCT
cana-5211	68	19	treatment	treatment	NOUN
cana-5211	68	20	planning	planning	NOUN
cana-5211	68	21	,	,	PUNCT
cana-5211	68	22	and	and	CCONJ
cana-5211	68	23	early	early	ADJ
cana-5211	68	24	detection	detection	NOUN
cana-5211	68	25	of	of	ADP
cana-5211	68	26	dental	dental	ADJ
cana-5211	68	27	issues	issue	NOUN
cana-5211	68	28	.	.	PUNCT
cana-5211	69	1	continuous	continuous	ADJ
cana-5211	69	2	progress	progress	NOUN
cana-5211	69	3	in	in	ADP
cana-5211	69	4	dental	dental	ADJ
cana-5211	69	5	imaging	imaging	NOUN
cana-5211	69	6	improves	improve	VERB
cana-5211	69	7	image	image	NOUN
cana-5211	69	8	quality	quality	NOUN
cana-5211	69	9	,	,	PUNCT
cana-5211	69	10	reduces	reduce	VERB
cana-5211	69	11	radiation	radiation	NOUN
cana-5211	69	12	exposure	exposure	NOUN
cana-5211	69	13	,	,	PUNCT
cana-5211	69	14	and	and	CCONJ
cana-5211	69	15	enhances	enhance	VERB
cana-5211	69	16	patient	patient	ADJ
cana-5211	69	17	care[21	care[21	NOUN
cana-5211	69	18	]	]	PUNCT
cana-5211	69	19	.	.	PUNCT
cana-5211	70	1	abdulhaleem	abdulhaleem	NOUN
cana-5211	70	2	and	and	CCONJ
cana-5211	70	3	kumail	kumail	NOUN
cana-5211	70	4	(	(	PUNCT
cana-5211	70	5	2024	2024	NUM
cana-5211	70	6	)	)	PUNCT
cana-5211	70	7	investigate	investigate	VERB
cana-5211	70	8	the	the	DET
cana-5211	70	9	role	role	NOUN
cana-5211	70	10	of	of	ADP
cana-5211	70	11	x	x	NOUN
cana-5211	70	12	-	-	NOUN
cana-5211	70	13	rays	ray	NOUN
cana-5211	70	14	in	in	ADP
cana-5211	70	15	diagnosing	diagnose	VERB
cana-5211	70	16	potential	potential	ADJ
cana-5211	70	17	risks	risk	NOUN
cana-5211	70	18	before	before	ADV
cana-5211	70	19	and	and	CCONJ
cana-5211	70	20	after	after	ADP
cana-5211	70	21	tooth	tooth	NOUN
cana-5211	70	22	removal	removal	NOUN
cana-5211	70	23	.	.	PUNCT
cana-5211	71	1	the	the	DET
cana-5211	71	2	study	study	NOUN
cana-5211	71	3	analyzes	analyze	VERB
cana-5211	71	4	radiographic	radiographic	ADJ
cana-5211	71	5	images	image	NOUN
cana-5211	71	6	of	of	ADP
cana-5211	71	7	various	various	ADJ
cana-5211	71	8	cases	case	NOUN
cana-5211	71	9	,	,	PUNCT
cana-5211	71	10	including	include	VERB
cana-5211	71	11	pain	pain	NOUN
cana-5211	71	12	from	from	ADP
cana-5211	71	13	tooth	tooth	NOUN
cana-5211	71	14	removal	removal	NOUN
cana-5211	71	15	,	,	PUNCT
cana-5211	71	16	mandibular	mandibular	ADJ
cana-5211	71	17	inflammation	inflammation	NOUN
cana-5211	71	18	,	,	PUNCT
cana-5211	71	19	complications	complication	NOUN
cana-5211	71	20	from	from	ADP
cana-5211	71	21	broken	broken	ADJ
cana-5211	71	22	teeth	tooth	NOUN
cana-5211	71	23	,	,	PUNCT
cana-5211	71	24	and	and	CCONJ
cana-5211	71	25	gum	gum	NOUN
cana-5211	71	26	issues	issue	NOUN
cana-5211	71	27	.	.	PUNCT
cana-5211	72	1	x	x	NOUN
cana-5211	72	2	-	-	NOUN
cana-5211	72	3	rays	ray	NOUN
cana-5211	72	4	were	be	AUX
cana-5211	72	5	used	use	VERB
cana-5211	72	6	to	to	PART
cana-5211	72	7	assess	assess	VERB
cana-5211	72	8	these	these	DET
cana-5211	72	9	conditions	condition	NOUN
cana-5211	72	10	and	and	CCONJ
cana-5211	72	11	determine	determine	VERB
cana-5211	72	12	appropriate	appropriate	ADJ
cana-5211	72	13	treatments[22	treatments[22	NOUN
cana-5211	72	14	]	]	PUNCT
cana-5211	72	15	.	.	PUNCT
cana-5211	73	1	applications	application	NOUN
cana-5211	73	2	of	of	ADP
cana-5211	73	3	cnns	cnn	NOUN
cana-5211	73	4	in	in	ADP
cana-5211	73	5	dental	dental	ADJ
cana-5211	73	6	disease	disease	NOUN
cana-5211	73	7	classification	classification	NOUN
cana-5211	73	8	prajapati	prajapati	PROPN
cana-5211	73	9	et	et	PROPN
cana-5211	73	10	al	al	PROPN
cana-5211	73	11	.	.	PROPN
cana-5211	74	1	(	(	PUNCT
cana-5211	74	2	2024	2024	NUM
cana-5211	74	3	)	)	PUNCT
cana-5211	74	4	“	"	PUNCT
cana-5211	74	5	the	the	DET
cana-5211	74	6	research	research	NOUN
cana-5211	74	7	evaluates	evaluate	VERB
cana-5211	74	8	convolutional	convolutional	ADJ
cana-5211	74	9	neural	neural	ADJ
cana-5211	74	10	networks	network	NOUN
cana-5211	74	11	(	(	PUNCT
cana-5211	74	12	cnn	cnn	PROPN
cana-5211	74	13	)	)	PUNCT
cana-5211	74	14	and	and	CCONJ
cana-5211	74	15	transfer	transfer	VERB
cana-5211	74	16	learning	learning	NOUN
cana-5211	74	17	approaches	approach	NOUN
cana-5211	74	18	to	to	PART
cana-5211	74	19	classify	classify	VERB
cana-5211	74	20	dental	dental	ADJ
cana-5211	74	21	diseases	disease	NOUN
cana-5211	74	22	.	.	PUNCT
cana-5211	75	1	the	the	DET
cana-5211	75	2	research	research	NOUN
cana-5211	75	3	uses	use	VERB
cana-5211	75	4	a	a	DET
cana-5211	75	5	labeled	label	VERB
cana-5211	75	6	dataset	dataset	NOUN
cana-5211	75	7	containing	contain	VERB
cana-5211	75	8	251	251	NUM
cana-5211	75	9	radio	radio	NOUN
cana-5211	75	10	visiography	visiography	NOUN
cana-5211	75	11	(	(	PUNCT
cana-5211	75	12	rvg	rvg	PROPN
cana-5211	75	13	)	)	PUNCT
cana-5211	75	14	x	x	NOUN
cana-5211	75	15	-	-	NOUN
cana-5211	75	16	ray	ray	NOUN
cana-5211	75	17	images	image	NOUN
cana-5211	75	18	that	that	PRON
cana-5211	75	19	are	be	AUX
cana-5211	75	20	grouped	group	VERB
cana-5211	75	21	into	into	ADP
cana-5211	75	22	three	three	NUM
cana-5211	75	23	different	different	ADJ
cana-5211	75	24	categories	category	NOUN
cana-5211	75	25	.	.	PUNCT
cana-5211	75	26	”	"	PUNCT
cana-5211	76	1	cnns	cnns	PROPN
cana-5211	76	2	excel	excel	VERB
cana-5211	76	3	at	at	ADP
cana-5211	76	4	image	image	NOUN
cana-5211	76	5	classification	classification	NOUN
cana-5211	76	6	but	but	CCONJ
cana-5211	76	7	this	this	DET
cana-5211	76	8	research	research	NOUN
cana-5211	76	9	evaluates	evaluate	VERB
cana-5211	76	10	their	their	PRON
cana-5211	76	11	success	success	NOUN
cana-5211	76	12	rate	rate	NOUN
cana-5211	76	13	when	when	SCONJ
cana-5211	76	14	applied	apply	VERB
cana-5211	76	15	to	to	ADP
cana-5211	76	16	dental	dental	ADJ
cana-5211	76	17	image	image	NOUN
cana-5211	76	18	data	datum	NOUN
cana-5211	76	19	that	that	PRON
cana-5211	76	20	tends	tend	VERB
cana-5211	76	21	to	to	PART
cana-5211	76	22	generate	generate	VERB
cana-5211	76	23	accuracy	accuracy	NOUN
cana-5211	76	24	difficulties	difficulty	NOUN
cana-5211	76	25	[	[	X
cana-5211	76	26	23	23	NUM
cana-5211	76	27	]	]	PUNCT
cana-5211	76	28	.	.	PUNCT
cana-5211	77	1	schwendicke	schwendicke	NOUN
cana-5211	77	2	communications	communication	NOUN
cana-5211	77	3	on	on	ADP
cana-5211	77	4	applied	apply	VERB
cana-5211	77	5	nonlinear	nonlinear	ADJ
cana-5211	77	6	analysis	analysis	NOUN
cana-5211	77	7	issn	issn	NOUN
cana-5211	77	8	:	:	PUNCT
cana-5211	77	9	1074	1074	NUM
cana-5211	77	10	-	-	PUNCT
cana-5211	77	11	133x	133x	NUM
cana-5211	77	12	vol	vol	NOUN
cana-5211	77	13	32	32	NUM
cana-5211	77	14	no	no	NOUN
cana-5211	77	15	.	.	PUNCT
cana-5211	78	1	9s	9s	NUM
cana-5211	78	2	(	(	PUNCT
cana-5211	78	3	2025	2025	NUM
cana-5211	78	4	)	)	PUNCT
cana-5211	78	5	3187	3187	NUM
cana-5211	78	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5211	78	7	et	et	PROPN
cana-5211	78	8	al	al	PROPN
cana-5211	78	9	.	.	PROPN
cana-5211	79	1	(	(	PUNCT
cana-5211	79	2	2019	2019	NUM
cana-5211	79	3	)	)	PUNCT
cana-5211	79	4	the	the	DET
cana-5211	79	5	studies	study	NOUN
cana-5211	79	6	primarily	primarily	ADV
cana-5211	79	7	focused	focus	VERB
cana-5211	79	8	on	on	ADP
cana-5211	79	9	detecting	detect	VERB
cana-5211	79	10	,	,	PUNCT
cana-5211	79	11	segmenting	segmenting	NOUN
cana-5211	79	12	,	,	PUNCT
cana-5211	79	13	and	and	CCONJ
cana-5211	79	14	classifying	classify	VERB
cana-5211	79	15	anatomical	anatomical	ADJ
cana-5211	79	16	structures	structure	NOUN
cana-5211	79	17	and	and	CCONJ
cana-5211	79	18	pathologies	pathology	NOUN
cana-5211	79	19	,	,	PUNCT
cana-5211	79	20	with	with	ADP
cana-5211	79	21	most	most	ADV
cana-5211	79	22	using	use	VERB
cana-5211	79	23	panoramic	panoramic	ADJ
cana-5211	79	24	radiographs	radiograph	NOUN
cana-5211	79	25	.	.	PUNCT
cana-5211	80	1	results	result	NOUN
cana-5211	80	2	showed	show	VERB
cana-5211	80	3	cnn	cnn	PROPN
cana-5211	80	4	performance	performance	NOUN
cana-5211	80	5	was	be	AUX
cana-5211	80	6	comparable	comparable	ADJ
cana-5211	80	7	to	to	ADP
cana-5211	80	8	that	that	PRON
cana-5211	80	9	of	of	ADP
cana-5211	80	10	dentists	dentist	NOUN
cana-5211	80	11	.	.	PUNCT
cana-5211	81	1	the	the	DET
cana-5211	81	2	review	review	NOUN
cana-5211	81	3	calls	call	VERB
cana-5211	81	4	for	for	SCONJ
cana-5211	81	5	more	more	ADV
cana-5211	81	6	standardized	standardized	ADJ
cana-5211	81	7	studies	study	NOUN
cana-5211	81	8	to	to	PART
cana-5211	81	9	assess	assess	VERB
cana-5211	81	10	cnns	cnns	PROPN
cana-5211	81	11	'	'	PART
cana-5211	81	12	safety	safety	NOUN
cana-5211	81	13	,	,	PUNCT
cana-5211	81	14	usefulness	usefulness	NOUN
cana-5211	81	15	,	,	PUNCT
cana-5211	81	16	and	and	CCONJ
cana-5211	81	17	clinical	clinical	ADJ
cana-5211	81	18	impact[24	impact[24	NOUN
cana-5211	81	19	]	]	PUNCT
cana-5211	81	20	.	.	PUNCT
cana-5211	82	1	“	"	PUNCT
cana-5211	82	2	brahmi	brahmi	NOUN
cana-5211	82	3	et	et	NOUN
cana-5211	82	4	al	al	PROPN
cana-5211	82	5	.	.	PROPN
cana-5211	83	1	(	(	PUNCT
cana-5211	83	2	2024	2024	NUM
cana-5211	83	3	)	)	PUNCT
cana-5211	83	4	conducted	conduct	VERB
cana-5211	83	5	a	a	DET
cana-5211	83	6	systematic	systematic	ADJ
cana-5211	83	7	literature	literature	NOUN
cana-5211	83	8	review	review	NOUN
cana-5211	83	9	exploring	explore	VERB
cana-5211	83	10	the	the	DET
cana-5211	83	11	role	role	NOUN
cana-5211	83	12	of	of	ADP
cana-5211	83	13	convolutional	convolutional	ADJ
cana-5211	83	14	neural	neural	ADJ
cana-5211	83	15	networks	network	NOUN
cana-5211	83	16	(	(	PUNCT
cana-5211	83	17	cnns	cnns	PROPN
cana-5211	83	18	)	)	PUNCT
cana-5211	83	19	in	in	ADP
cana-5211	83	20	dental	dental	ADJ
cana-5211	83	21	radiography	radiography	NOUN
cana-5211	83	22	segmentation	segmentation	NOUN
cana-5211	83	23	.	.	PUNCT
cana-5211	84	1	with	with	ADP
cana-5211	84	2	the	the	DET
cana-5211	84	3	increasing	increase	VERB
cana-5211	84	4	need	need	NOUN
cana-5211	84	5	for	for	ADP
cana-5211	84	6	accurate	accurate	ADJ
cana-5211	84	7	diagnostic	diagnostic	ADJ
cana-5211	84	8	tools	tool	NOUN
cana-5211	84	9	in	in	ADP
cana-5211	84	10	dentistry	dentistry	NOUN
cana-5211	84	11	,	,	PUNCT
cana-5211	84	12	particularly	particularly	ADV
cana-5211	84	13	for	for	ADP
cana-5211	84	14	imaging	imaging	NOUN
cana-5211	84	15	techniques	technique	NOUN
cana-5211	84	16	”	"	PUNCT
cana-5211	84	17	like	like	ADP
cana-5211	84	18	ct	ct	PROPN
cana-5211	84	19	,	,	PUNCT
cana-5211	84	20	cbct	cbct	NOUN
cana-5211	84	21	,	,	PUNCT
cana-5211	84	22	mri	mri	NOUN
cana-5211	84	23	,	,	PUNCT
cana-5211	84	24	and	and	CCONJ
cana-5211	84	25	x	x	NOUN
cana-5211	84	26	-	-	NOUN
cana-5211	84	27	rays	ray	NOUN
cana-5211	84	28	,	,	PUNCT
cana-5211	84	29	cnns	cnn	NOUN
cana-5211	84	30	have	have	AUX
cana-5211	84	31	shown	show	VERB
cana-5211	84	32	significant	significant	ADJ
cana-5211	84	33	promise	promise	NOUN
cana-5211	84	34	in	in	ADP
cana-5211	84	35	automating	automate	VERB
cana-5211	84	36	segmentation	segmentation	NOUN
cana-5211	84	37	for	for	ADP
cana-5211	84	38	early	early	ADJ
cana-5211	84	39	detection	detection	NOUN
cana-5211	84	40	of	of	ADP
cana-5211	84	41	dental	dental	ADJ
cana-5211	84	42	conditions	condition	NOUN
cana-5211	84	43	.	.	PUNCT
cana-5211	85	1	the	the	DET
cana-5211	85	2	study	study	NOUN
cana-5211	85	3	analyzed	analyze	VERB
cana-5211	85	4	45	45	NUM
cana-5211	85	5	studies	study	NOUN
cana-5211	85	6	focusing	focus	VERB
cana-5211	85	7	on	on	ADP
cana-5211	85	8	deep	deep	ADJ
cana-5211	85	9	learning	learning	NOUN
cana-5211	85	10	techniques	technique	NOUN
cana-5211	85	11	for	for	ADP
cana-5211	85	12	dental	dental	ADJ
cana-5211	85	13	image	image	NOUN
cana-5211	85	14	analysis	analysis	NOUN
cana-5211	85	15	,	,	PUNCT
cana-5211	85	16	highlighting	highlight	VERB
cana-5211	85	17	their	their	PRON
cana-5211	85	18	effectiveness	effectiveness	NOUN
cana-5211	85	19	in	in	ADP
cana-5211	85	20	detecting	detect	VERB
cana-5211	85	21	dental	dental	ADJ
cana-5211	85	22	pathologies	pathology	NOUN
cana-5211	85	23	and	and	CCONJ
cana-5211	85	24	classifying	classify	VERB
cana-5211	85	25	structures	structure	NOUN
cana-5211	85	26	such	such	ADJ
cana-5211	85	27	as	as	ADP
cana-5211	85	28	cavities	cavity	NOUN
cana-5211	85	29	and	and	CCONJ
cana-5211	85	30	teeth[25	teeth[25	NOUN
cana-5211	85	31	]	]	X
cana-5211	85	32	.	.	PUNCT
cana-5211	86	1	iii	iii	X
cana-5211	86	2	materials	material	NOUN
cana-5211	86	3	and	and	CCONJ
cana-5211	86	4	methods	method	NOUN
cana-5211	86	5	the	the	DET
cana-5211	86	6	methodology	methodology	NOUN
cana-5211	86	7	for	for	ADP
cana-5211	86	8	dental	dental	ADJ
cana-5211	86	9	disease	disease	NOUN
cana-5211	86	10	classification	classification	NOUN
cana-5211	86	11	using	use	VERB
cana-5211	86	12	deep	deep	ADJ
cana-5211	86	13	learning	learning	NOUN
cana-5211	86	14	follows	follow	VERB
cana-5211	86	15	a	a	DET
cana-5211	86	16	structured	structured	ADJ
cana-5211	86	17	process	process	NOUN
cana-5211	86	18	aimed	aim	VERB
cana-5211	86	19	at	at	ADP
cana-5211	86	20	developing	develop	VERB
cana-5211	86	21	an	an	DET
cana-5211	86	22	effective	effective	ADJ
cana-5211	86	23	model	model	NOUN
cana-5211	86	24	for	for	ADP
cana-5211	86	25	analyzing	analyze	VERB
cana-5211	86	26	dental	dental	ADJ
cana-5211	86	27	x	x	ADJ
cana-5211	86	28	-	-	NOUN
cana-5211	86	29	ray	ray	NOUN
cana-5211	86	30	images	image	NOUN
cana-5211	86	31	.	.	PUNCT
cana-5211	87	1	the	the	DET
cana-5211	87	2	method	method	NOUN
cana-5211	87	3	requires	require	VERB
cana-5211	87	4	the	the	DET
cana-5211	87	5	practitioner	practitioner	NOUN
cana-5211	87	6	to	to	PART
cana-5211	87	7	accomplish	accomplish	VERB
cana-5211	87	8	data	datum	NOUN
cana-5211	87	9	collection	collection	NOUN
cana-5211	87	10	followed	follow	VERB
cana-5211	87	11	by	by	ADP
cana-5211	87	12	preprocessing	preprocesse	VERB
cana-5211	87	13	before	before	ADP
cana-5211	87	14	training	train	VERB
cana-5211	87	15	the	the	DET
cana-5211	87	16	model	model	NOUN
cana-5211	87	17	and	and	CCONJ
cana-5211	87	18	evaluating	evaluate	VERB
cana-5211	87	19	its	its	PRON
cana-5211	87	20	performance	performance	NOUN
cana-5211	87	21	.	.	PUNCT
cana-5211	88	1	the	the	DET
cana-5211	88	2	preparation	preparation	NOUN
cana-5211	88	3	process	process	NOUN
cana-5211	88	4	maintains	maintain	VERB
cana-5211	88	5	the	the	DET
cana-5211	88	6	images	image	NOUN
cana-5211	88	7	in	in	ADP
cana-5211	88	8	separate	separate	ADJ
cana-5211	88	9	training	training	NOUN
cana-5211	88	10	and	and	CCONJ
cana-5211	88	11	validation	validation	NOUN
cana-5211	88	12	and	and	CCONJ
cana-5211	88	13	testing	testing	NOUN
cana-5211	88	14	sets	set	NOUN
cana-5211	88	15	for	for	ADP
cana-5211	88	16	obtaining	obtain	VERB
cana-5211	88	17	reliable	reliable	ADJ
cana-5211	88	18	model	model	NOUN
cana-5211	88	19	performance	performance	NOUN
cana-5211	88	20	outcomes	outcome	NOUN
cana-5211	88	21	.	.	PUNCT
cana-5211	89	1	the	the	DET
cana-5211	89	2	data	data	NOUN
cana-5211	89	3	augmentation	augmentation	NOUN
cana-5211	89	4	techniques	technique	NOUN
cana-5211	89	5	increase	increase	VERB
cana-5211	89	6	the	the	DET
cana-5211	89	7	dataset	dataset	NOUN
cana-5211	89	8	’s	’s	PART
cana-5211	89	9	diversity	diversity	NOUN
cana-5211	89	10	to	to	PART
cana-5211	89	11	avoid	avoid	VERB
cana-5211	89	12	model	model	NOUN
cana-5211	89	13	overfitting	overfitting	NOUN
cana-5211	89	14	and	and	CCONJ
cana-5211	89	15	boost	boost	VERB
cana-5211	89	16	generalization	generalization	NOUN
cana-5211	89	17	.	.	PUNCT
cana-5211	90	1	feature	feature	NOUN
cana-5211	90	2	extraction	extraction	NOUN
cana-5211	90	3	and	and	CCONJ
cana-5211	90	4	dental	dental	ADJ
cana-5211	90	5	condition	condition	NOUN
cana-5211	90	6	classification	classification	NOUN
cana-5211	90	7	depend	depend	VERB
cana-5211	90	8	on	on	ADP
cana-5211	90	9	a	a	DET
cana-5211	90	10	network	network	NOUN
cana-5211	90	11	architecture	architecture	NOUN
cana-5211	90	12	based	base	VERB
cana-5211	90	13	on	on	ADP
cana-5211	90	14	cnn	cnn	PROPN
cana-5211	90	15	technology	technology	PROPN
cana-5211	90	16	.	.	PUNCT
cana-5211	91	1	data	datum	NOUN
cana-5211	91	2	collection	collection	NOUN
cana-5211	91	3	:	:	PUNCT
cana-5211	91	4	the	the	DET
cana-5211	91	5	study	study	NOUN
cana-5211	91	6	uses	use	VERB
cana-5211	91	7	dental	dental	ADJ
cana-5211	91	8	x	x	ADJ
cana-5211	91	9	-	-	NOUN
cana-5211	91	10	ray	ray	NOUN
cana-5211	91	11	images	image	NOUN
cana-5211	91	12	that	that	PRON
cana-5211	91	13	reside	reside	VERB
cana-5211	91	14	in	in	ADP
cana-5211	91	15	three	three	NUM
cana-5211	91	16	separate	separate	ADJ
cana-5211	91	17	directories	directory	NOUN
cana-5211	91	18	organized	organize	VERB
cana-5211	91	19	as	as	ADP
cana-5211	91	20	training	training	NOUN
cana-5211	91	21	and	and	CCONJ
cana-5211	91	22	validation	validation	NOUN
cana-5211	91	23	and	and	CCONJ
cana-5211	91	24	testing	testing	NOUN
cana-5211	91	25	.	.	PUNCT
cana-5211	92	1	the	the	DET
cana-5211	92	2	datasets	dataset	NOUN
cana-5211	92	3	exist	exist	VERB
cana-5211	92	4	in	in	ADP
cana-5211	92	5	subdirectories	subdirectory	NOUN
cana-5211	92	6	located	locate	VERB
cana-5211	92	7	under	under	ADP
cana-5211	92	8	/kaggle	/kaggle	PROPN
cana-5211	92	9	/	/	SYM
cana-5211	92	10	working/	working/	VERB
cana-5211	92	11	according	accord	VERB
cana-5211	92	12	to	to	ADP
cana-5211	92	13	their	their	PRON
cana-5211	92	14	categories	category	NOUN
cana-5211	92	15	.	.	PUNCT
cana-5211	93	1	the	the	DET
cana-5211	93	2	deep	deep	ADJ
cana-5211	93	3	learning	learning	NOUN
cana-5211	93	4	model	model	NOUN
cana-5211	93	5	receives	receive	VERB
cana-5211	93	6	training	training	NOUN
cana-5211	93	7	from	from	ADP
cana-5211	93	8	the	the	DET
cana-5211	93	9	training	training	NOUN
cana-5211	93	10	dataset	dataset	NOUN
cana-5211	93	11	but	but	CCONJ
cana-5211	93	12	needs	need	VERB
cana-5211	93	13	the	the	DET
cana-5211	93	14	validation	validation	NOUN
cana-5211	93	15	dataset	dataset	NOUN
cana-5211	93	16	to	to	PART
cana-5211	93	17	track	track	VERB
cana-5211	93	18	its	its	PRON
cana-5211	93	19	performance	performance	NOUN
cana-5211	93	20	in	in	ADP
cana-5211	93	21	training	training	NOUN
cana-5211	93	22	situations	situation	NOUN
cana-5211	93	23	.	.	PUNCT
cana-5211	94	1	the	the	DET
cana-5211	94	2	testing	testing	NOUN
cana-5211	94	3	dataset	dataset	NOUN
cana-5211	94	4	remains	remain	VERB
cana-5211	94	5	as	as	ADP
cana-5211	94	6	the	the	DET
cana-5211	94	7	final	final	ADJ
cana-5211	94	8	evaluation	evaluation	NOUN
cana-5211	94	9	tool	tool	NOUN
cana-5211	94	10	for	for	ADP
cana-5211	94	11	measuring	measure	VERB
cana-5211	94	12	actual	actual	ADJ
cana-5211	94	13	performance	performance	NOUN
cana-5211	94	14	of	of	ADP
cana-5211	94	15	the	the	DET
cana-5211	94	16	established	establish	VERB
cana-5211	94	17	model	model	NOUN
cana-5211	94	18	.	.	PUNCT
cana-5211	95	1	data	datum	NOUN
cana-5211	95	2	preprocessing	preprocessing	NOUN
cana-5211	95	3	:	:	PUNCT
cana-5211	95	4	to	to	PART
cana-5211	95	5	ensure	ensure	VERB
cana-5211	95	6	uniformity	uniformity	NOUN
cana-5211	95	7	and	and	CCONJ
cana-5211	95	8	compatibility	compatibility	NOUN
cana-5211	95	9	with	with	ADP
cana-5211	95	10	the	the	DET
cana-5211	95	11	deep	deep	ADJ
cana-5211	95	12	learning	learning	NOUN
cana-5211	95	13	model	model	NOUN
cana-5211	95	14	,	,	PUNCT
cana-5211	95	15	the	the	DET
cana-5211	95	16	images	image	NOUN
cana-5211	95	17	are	be	AUX
cana-5211	95	18	preprocessed	preprocesse	VERB
cana-5211	95	19	by	by	ADP
cana-5211	95	20	resizing	resize	VERB
cana-5211	95	21	them	they	PRON
cana-5211	95	22	to	to	ADP
cana-5211	95	23	a	a	DET
cana-5211	95	24	fixed	fix	VERB
cana-5211	95	25	size	size	NOUN
cana-5211	95	26	of	of	ADP
cana-5211	95	27	256x256	256x256	PROPN
cana-5211	95	28	pixels	pixel	NOUN
cana-5211	95	29	.	.	PUNCT
cana-5211	96	1	this	this	DET
cana-5211	96	2	resizing	resizing	NOUN
cana-5211	96	3	ensures	ensure	VERB
cana-5211	96	4	dental	dental	ADJ
cana-5211	96	5	x	x	ADJ
cana-5211	96	6	-	-	NOUN
cana-5211	96	7	ray	ray	NOUN
cana-5211	96	8	images	image	NOUN
cana-5211	96	9	data	datum	NOUN
cana-5211	96	10	processing	processing	NOUN
cana-5211	96	11	data	datum	NOUN
cana-5211	96	12	augmentation	augmentation	NOUN
cana-5211	96	13	image	image	NOUN
cana-5211	96	14	segmentation	segmentation	NOUN
cana-5211	96	15	model	model	NOUN
cana-5211	96	16	training	training	NOUN
cana-5211	96	17	model	model	NOUN
cana-5211	96	18	evaluation	evaluation	NOUN
cana-5211	96	19	communications	communication	NOUN
cana-5211	96	20	on	on	ADP
cana-5211	96	21	applied	apply	VERB
cana-5211	96	22	nonlinear	nonlinear	ADJ
cana-5211	96	23	analysis	analysis	NOUN
cana-5211	96	24	issn	issn	NOUN
cana-5211	96	25	:	:	PUNCT
cana-5211	96	26	1074	1074	NUM
cana-5211	96	27	-	-	PUNCT
cana-5211	96	28	133x	133x	NUM
cana-5211	96	29	vol	vol	NOUN
cana-5211	96	30	32	32	NUM
cana-5211	96	31	no	no	NOUN
cana-5211	96	32	.	.	PUNCT
cana-5211	97	1	9s	9s	NUM
cana-5211	97	2	(	(	PUNCT
cana-5211	97	3	2025	2025	NUM
cana-5211	97	4	)	)	PUNCT
cana-5211	97	5	3188	3188	NUM
cana-5211	97	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5211	97	7	that	that	SCONJ
cana-5211	97	8	all	all	DET
cana-5211	97	9	images	image	NOUN
cana-5211	97	10	have	have	VERB
cana-5211	97	11	consistent	consistent	ADJ
cana-5211	97	12	dimensions	dimension	NOUN
cana-5211	97	13	,	,	PUNCT
cana-5211	97	14	which	which	PRON
cana-5211	97	15	is	be	AUX
cana-5211	97	16	essential	essential	ADJ
cana-5211	97	17	for	for	ADP
cana-5211	97	18	feeding	feed	VERB
cana-5211	97	19	them	they	PRON
cana-5211	97	20	into	into	ADP
cana-5211	97	21	the	the	DET
cana-5211	97	22	model	model	NOUN
cana-5211	97	23	.	.	PUNCT
cana-5211	98	1	he	he	PRON
cana-5211	98	2	images	image	NOUN
cana-5211	98	3	are	be	AUX
cana-5211	98	4	organized	organize	VERB
cana-5211	98	5	into	into	ADP
cana-5211	98	6	training	training	NOUN
cana-5211	98	7	and	and	CCONJ
cana-5211	98	8	validation	validation	NOUN
cana-5211	98	9	subsets	subset	NOUN
cana-5211	98	10	,	,	PUNCT
cana-5211	98	11	with	with	ADP
cana-5211	98	12	a	a	DET
cana-5211	98	13	maximum	maximum	NOUN
cana-5211	98	14	of	of	ADP
cana-5211	98	15	200	200	NUM
cana-5211	98	16	training	training	NOUN
cana-5211	98	17	samples	sample	NOUN
cana-5211	98	18	being	be	AUX
cana-5211	98	19	selected	select	VERB
cana-5211	98	20	to	to	PART
cana-5211	98	21	accommodate	accommodate	VERB
cana-5211	98	22	limited	limited	ADJ
cana-5211	98	23	resources	resource	NOUN
cana-5211	98	24	.	.	PUNCT
cana-5211	99	1	data	datum	NOUN
cana-5211	99	2	augmentation	augmentation	NOUN
cana-5211	99	3	:	:	PUNCT
cana-5211	99	4	to	to	PART
cana-5211	99	5	create	create	VERB
cana-5211	99	6	artificial	artificial	ADJ
cana-5211	99	7	diversity	diversity	NOUN
cana-5211	99	8	in	in	ADP
cana-5211	99	9	data	datum	NOUN
cana-5211	99	10	datasets	dataset	NOUN
cana-5211	99	11	and	and	CCONJ
cana-5211	99	12	prevent	prevent	VERB
cana-5211	99	13	overfitting	overfitte	VERB
cana-5211	99	14	data	datum	NOUN
cana-5211	99	15	augmentation	augmentation	NOUN
cana-5211	99	16	techniques	technique	NOUN
cana-5211	99	17	enhance	enhance	VERB
cana-5211	99	18	generalization	generalization	NOUN
cana-5211	99	19	ability	ability	NOUN
cana-5211	99	20	.	.	PUNCT
cana-5211	100	1	the	the	DET
cana-5211	100	2	training	training	NOUN
cana-5211	100	3	images	image	NOUN
cana-5211	100	4	undergo	undergo	VERB
cana-5211	100	5	augmentation	augmentation	NOUN
cana-5211	100	6	operations	operation	NOUN
cana-5211	100	7	including	include	VERB
cana-5211	100	8	random	random	ADJ
cana-5211	100	9	flipping	flipping	NOUN
cana-5211	100	10	alongside	alongside	ADP
cana-5211	100	11	cropping	crop	VERB
cana-5211	100	12	and	and	CCONJ
cana-5211	100	13	resizing	resizing	NOUN
cana-5211	100	14	and	and	CCONJ
cana-5211	100	15	adjustments	adjustment	NOUN
cana-5211	100	16	for	for	ADP
cana-5211	100	17	brightness	brightness	ADJ
cana-5211	100	18	level	level	NOUN
cana-5211	100	19	.	.	PUNCT
cana-5211	101	1	model	model	NOUN
cana-5211	101	2	training	training	NOUN
cana-5211	101	3	:	:	PUNCT
cana-5211	101	4	a	a	DET
cana-5211	101	5	deep	deep	ADJ
cana-5211	101	6	learning	learning	NOUN
cana-5211	101	7	system	system	NOUN
cana-5211	101	8	uses	use	VERB
cana-5211	101	9	convolutional	convolutional	ADJ
cana-5211	101	10	neural	neural	ADJ
cana-5211	101	11	networks	network	NOUN
cana-5211	101	12	(	(	PUNCT
cana-5211	101	13	cnns	cnns	PROPN
cana-5211	101	14	)	)	PUNCT
cana-5211	101	15	to	to	PART
cana-5211	101	16	train	train	VERB
cana-5211	101	17	against	against	ADP
cana-5211	101	18	the	the	DET
cana-5211	101	19	preprocessed	preprocesse	VERB
cana-5211	101	20	augmented	augment	VERB
cana-5211	101	21	dataset	dataset	NOUN
cana-5211	101	22	.	.	PUNCT
cana-5211	102	1	the	the	DET
cana-5211	102	2	training	training	NOUN
cana-5211	102	3	procedure	procedure	NOUN
cana-5211	102	4	focuses	focus	VERB
cana-5211	102	5	on	on	ADP
cana-5211	102	6	making	make	VERB
cana-5211	102	7	the	the	DET
cana-5211	102	8	model	model	NOUN
cana-5211	102	9	identify	identify	VERB
cana-5211	102	10	dental	dental	ADJ
cana-5211	102	11	diagnoses	diagnosis	NOUN
cana-5211	102	12	within	within	ADP
cana-5211	102	13	x	x	NOUN
cana-5211	102	14	-	-	NOUN
cana-5211	102	15	ray	ray	NOUN
cana-5211	102	16	images	image	NOUN
cana-5211	102	17	.	.	PUNCT
cana-5211	103	1	the	the	DET
cana-5211	103	2	model	model	PROPN
cana-5211	103	3	necesario	necesario	PROPN
cana-5211	103	4	training	training	NOUN
cana-5211	103	5	duration	duration	NOUN
cana-5211	103	6	reaches	reach	VERB
cana-5211	103	7	100	100	NUM
cana-5211	103	8	epochs	epoch	NOUN
cana-5211	103	9	for	for	ADP
cana-5211	103	10	image	image	NOUN
cana-5211	103	11	feature	feature	NOUN
cana-5211	103	12	extraction	extraction	NOUN
cana-5211	103	13	.	.	PUNCT
cana-5211	104	1	images	image	NOUN
cana-5211	104	2	feed	feed	VERB
cana-5211	104	3	into	into	ADP
cana-5211	104	4	the	the	DET
cana-5211	104	5	model	model	NOUN
cana-5211	104	6	by	by	ADP
cana-5211	104	7	using	use	VERB
cana-5211	104	8	the	the	DET
cana-5211	104	9	training	training	NOUN
cana-5211	104	10	dataset	dataset	NOUN
cana-5211	104	11	but	but	CCONJ
cana-5211	104	12	the	the	DET
cana-5211	104	13	validation	validation	NOUN
cana-5211	104	14	dataset	dataset	NOUN
cana-5211	104	15	performs	perform	VERB
cana-5211	104	16	real	real	ADJ
cana-5211	104	17	-	-	PUNCT
cana-5211	104	18	time	time	NOUN
cana-5211	104	19	model	model	NOUN
cana-5211	104	20	checks	check	NOUN
cana-5211	104	21	and	and	CCONJ
cana-5211	104	22	optimizes	optimize	VERB
cana-5211	104	23	hyper	hyper	ADJ
cana-5211	104	24	parameters	parameter	NOUN
cana-5211	104	25	for	for	ADP
cana-5211	104	26	higher	high	ADJ
cana-5211	104	27	accuracy	accuracy	NOUN
cana-5211	104	28	.	.	PUNCT
cana-5211	105	1	model	model	NOUN
cana-5211	105	2	evaluation	evaluation	NOUN
cana-5211	105	3	:	:	PUNCT
cana-5211	105	4	throughout	throughout	ADP
cana-5211	105	5	the	the	DET
cana-5211	105	6	training	training	NOUN
cana-5211	105	7	process	process	NOUN
cana-5211	105	8	,	,	PUNCT
cana-5211	105	9	the	the	DET
cana-5211	105	10	model	model	NOUN
cana-5211	105	11	’s	’s	PART
cana-5211	105	12	performance	performance	NOUN
cana-5211	105	13	is	be	AUX
cana-5211	105	14	continuously	continuously	ADV
cana-5211	105	15	evaluated	evaluate	VERB
cana-5211	105	16	using	use	VERB
cana-5211	105	17	various	various	ADJ
cana-5211	105	18	metrics	metric	NOUN
cana-5211	105	19	such	such	ADJ
cana-5211	105	20	as	as	ADP
cana-5211	105	21	precision	precision	NOUN
cana-5211	105	22	,	,	PUNCT
cana-5211	105	23	recall	recall	NOUN
cana-5211	105	24	,	,	PUNCT
cana-5211	105	25	accuracy	accuracy	NOUN
cana-5211	105	26	,	,	PUNCT
cana-5211	105	27	and	and	CCONJ
cana-5211	105	28	f1	f1	NOUN
cana-5211	105	29	score	score	NOUN
cana-5211	105	30	.	.	PUNCT
cana-5211	106	1	these	these	DET
cana-5211	106	2	metrics	metric	NOUN
cana-5211	106	3	help	help	VERB
cana-5211	106	4	assess	assess	VERB
cana-5211	106	5	how	how	SCONJ
cana-5211	106	6	well	well	ADV
cana-5211	106	7	the	the	DET
cana-5211	106	8	model	model	NOUN
cana-5211	106	9	is	be	AUX
cana-5211	106	10	performing	perform	VERB
cana-5211	106	11	in	in	ADP
cana-5211	106	12	classifying	classify	VERB
cana-5211	106	13	dental	dental	ADJ
cana-5211	106	14	conditions	condition	NOUN
cana-5211	106	15	.	.	PUNCT
cana-5211	107	1	precision	precision	NOUN
cana-5211	107	2	and	and	CCONJ
cana-5211	107	3	recall	recall	NOUN
cana-5211	107	4	are	be	AUX
cana-5211	107	5	particularly	particularly	ADV
cana-5211	107	6	important	important	ADJ
cana-5211	107	7	for	for	ADP
cana-5211	107	8	ensuring	ensure	VERB
cana-5211	107	9	that	that	SCONJ
cana-5211	107	10	the	the	DET
cana-5211	107	11	model	model	NOUN
cana-5211	107	12	accurately	accurately	ADV
cana-5211	107	13	identifies	identify	VERB
cana-5211	107	14	both	both	DET
cana-5211	107	15	true	true	ADJ
cana-5211	107	16	positives	positive	NOUN
cana-5211	107	17	(	(	PUNCT
cana-5211	107	18	correct	correct	ADJ
cana-5211	107	19	diagnoses	diagnosis	NOUN
cana-5211	107	20	)	)	PUNCT
cana-5211	107	21	and	and	CCONJ
cana-5211	107	22	true	true	ADJ
cana-5211	107	23	negatives	negative	NOUN
cana-5211	107	24	(	(	PUNCT
cana-5211	107	25	healthy	healthy	ADJ
cana-5211	107	26	teeth	tooth	NOUN
cana-5211	107	27	)	)	PUNCT
cana-5211	107	28	.	.	PUNCT
cana-5211	108	1	the	the	DET
cana-5211	108	2	validation	validation	NOUN
cana-5211	108	3	dataset	dataset	NOUN
cana-5211	108	4	is	be	AUX
cana-5211	108	5	used	use	VERB
cana-5211	108	6	during	during	ADP
cana-5211	108	7	training	training	NOUN
cana-5211	108	8	to	to	ADP
cana-5211	108	9	fine	fine	ADJ
cana-5211	108	10	-	-	PUNCT
cana-5211	108	11	tune	tune	NOUN
cana-5211	108	12	the	the	DET
cana-5211	108	13	model	model	NOUN
cana-5211	108	14	and	and	CCONJ
cana-5211	108	15	prevent	prevent	VERB
cana-5211	108	16	overfitting	overfitting	NOUN
cana-5211	108	17	.	.	PUNCT
cana-5211	109	1	“	"	PUNCT
cana-5211	109	2	final	final	ADJ
cana-5211	109	3	model	model	NOUN
cana-5211	109	4	testing	testing	NOUN
cana-5211	109	5	:	:	PUNCT
cana-5211	109	6	once	once	SCONJ
cana-5211	109	7	the	the	DET
cana-5211	109	8	model	model	NOUN
cana-5211	109	9	has	have	AUX
cana-5211	109	10	been	be	AUX
cana-5211	109	11	trained	train	VERB
cana-5211	109	12	and	and	CCONJ
cana-5211	109	13	validated	validate	VERB
cana-5211	109	14	,	,	PUNCT
cana-5211	109	15	it	it	PRON
cana-5211	109	16	is	be	AUX
cana-5211	109	17	tested	test	VERB
cana-5211	109	18	on	on	ADP
cana-5211	109	19	the	the	DET
cana-5211	109	20	testing	testing	NOUN
cana-5211	109	21	dataset	dataset	NOUN
cana-5211	109	22	.	.	PUNCT
cana-5211	110	1	this	this	DET
cana-5211	110	2	dataset	dataset	NOUN
cana-5211	110	3	is	be	AUX
cana-5211	110	4	kept	keep	VERB
cana-5211	110	5	separate	separate	ADJ
cana-5211	110	6	from	from	ADP
cana-5211	110	7	the	the	DET
cana-5211	110	8	training	training	NOUN
cana-5211	110	9	and	and	CCONJ
cana-5211	110	10	validation	validation	NOUN
cana-5211	110	11	sets	set	NOUN
cana-5211	110	12	to	to	PART
cana-5211	110	13	ensure	ensure	VERB
cana-5211	110	14	the	the	DET
cana-5211	110	15	model	model	NOUN
cana-5211	110	16	's	's	PART
cana-5211	110	17	generalization	generalization	NOUN
cana-5211	110	18	ability	ability	NOUN
cana-5211	110	19	.	.	PUNCT
cana-5211	111	1	the	the	DET
cana-5211	111	2	model	model	NOUN
cana-5211	111	3	’s	’s	PART
cana-5211	111	4	performance	performance	NOUN
cana-5211	111	5	is	be	AUX
cana-5211	111	6	assessed	assess	VERB
cana-5211	111	7	on	on	ADP
cana-5211	111	8	the	the	DET
cana-5211	111	9	testing	testing	NOUN
cana-5211	111	10	data	datum	NOUN
cana-5211	111	11	using	use	VERB
cana-5211	111	12	the	the	DET
cana-5211	111	13	same	same	ADJ
cana-5211	111	14	evaluation	evaluation	NOUN
cana-5211	111	15	metrics	metric	NOUN
cana-5211	111	16	:	:	PUNCT
cana-5211	111	17	precision	precision	NOUN
cana-5211	111	18	,	,	PUNCT
cana-5211	111	19	recall	recall	NOUN
cana-5211	111	20	,	,	PUNCT
cana-5211	111	21	accuracy	accuracy	NOUN
cana-5211	111	22	,	,	PUNCT
cana-5211	111	23	and	and	CCONJ
cana-5211	111	24	f1	f1	PROPN
cana-5211	111	25	score	score	NOUN
cana-5211	111	26	.	.	PUNCT
cana-5211	111	27	”	"	PUNCT
cana-5211	112	1	iv	iv	NUM
cana-5211	112	2	result	result	NOUN
cana-5211	112	3	and	and	CCONJ
cana-5211	112	4	discussion	discussion	NOUN
cana-5211	112	5	figure	figure	NOUN
cana-5211	112	6	2	2	NUM
cana-5211	112	7	:	:	PUNCT
cana-5211	112	8	a	a	DET
cana-5211	112	9	(	(	PUNCT
cana-5211	112	10	input	input	NOUN
cana-5211	112	11	)	)	PUNCT
cana-5211	112	12	,	,	PUNCT
cana-5211	112	13	b	b	X
cana-5211	112	14	(	(	PUNCT
cana-5211	112	15	target	target	NOUN
cana-5211	112	16	)	)	PUNCT
cana-5211	112	17	,	,	PUNCT
cana-5211	112	18	c	c	PROPN
cana-5211	112	19	(	(	PUNCT
cana-5211	112	20	generated	generate	VERB
cana-5211	112	21	)	)	PUNCT
cana-5211	112	22	.	.	PUNCT
cana-5211	113	1	figure	figure	NOUN
cana-5211	113	2	2	2	NUM
cana-5211	113	3	shows	show	VERB
cana-5211	113	4	a	a	DET
cana-5211	113	5	comparison	comparison	NOUN
cana-5211	113	6	of	of	ADP
cana-5211	113	7	three	three	NUM
cana-5211	113	8	dental	dental	ADJ
cana-5211	113	9	x	x	ADJ
cana-5211	113	10	-	-	NOUN
cana-5211	113	11	ray	ray	NOUN
cana-5211	113	12	images	image	NOUN
cana-5211	113	13	.	.	PUNCT
cana-5211	114	1	the	the	DET
cana-5211	114	2	first	first	ADJ
cana-5211	114	3	,	,	PUNCT
cana-5211	114	4	labeled	label	VERB
cana-5211	114	5	"	"	PUNCT
cana-5211	114	6	input	input	NOUN
cana-5211	114	7	,	,	PUNCT
cana-5211	114	8	"	"	PUNCT
cana-5211	114	9	depicts	depict	VERB
cana-5211	114	10	the	the	DET
cana-5211	114	11	initial	initial	ADJ
cana-5211	114	12	scan	scan	NOUN
cana-5211	114	13	with	with	ADP
cana-5211	114	14	visible	visible	ADJ
cana-5211	114	15	imperfections	imperfection	NOUN
cana-5211	114	16	or	or	CCONJ
cana-5211	114	17	missing	miss	VERB
cana-5211	114	18	teeth	tooth	NOUN
cana-5211	114	19	,	,	PUNCT
cana-5211	114	20	representing	represent	VERB
cana-5211	114	21	the	the	DET
cana-5211	114	22	raw	raw	ADJ
cana-5211	114	23	data	datum	NOUN
cana-5211	114	24	.	.	PUNCT
cana-5211	115	1	the	the	DET
cana-5211	115	2	second	second	ADJ
cana-5211	115	3	,	,	PUNCT
cana-5211	115	4	labeled	label	VERB
cana-5211	115	5	"	"	PUNCT
cana-5211	115	6	target	target	NOUN
cana-5211	115	7	,	,	PUNCT
cana-5211	115	8	"	"	PUNCT
cana-5211	115	9	represents	represent	VERB
cana-5211	115	10	the	the	DET
cana-5211	115	11	ideal	ideal	ADJ
cana-5211	115	12	or	or	CCONJ
cana-5211	115	13	corrected	correct	VERB
cana-5211	115	14	version	version	NOUN
cana-5211	115	15	,	,	PUNCT
cana-5211	115	16	showing	show	VERB
cana-5211	115	17	a	a	DET
cana-5211	115	18	more	more	ADV
cana-5211	115	19	accurate	accurate	ADJ
cana-5211	115	20	and	and	CCONJ
cana-5211	115	21	complete	complete	ADJ
cana-5211	115	22	dental	dental	ADJ
cana-5211	115	23	state	state	NOUN
cana-5211	115	24	.	.	PUNCT
cana-5211	116	1	the	the	DET
cana-5211	116	2	third	third	ADJ
cana-5211	116	3	,	,	PUNCT
cana-5211	116	4	labeled	label	VERB
cana-5211	116	5	"	"	PUNCT
cana-5211	116	6	generated	generate	VERB
cana-5211	116	7	,	,	PUNCT
cana-5211	116	8	"	"	PUNCT
cana-5211	116	9	is	be	AUX
cana-5211	116	10	the	the	DET
cana-5211	116	11	output	output	NOUN
cana-5211	116	12	produced	produce	VERB
cana-5211	116	13	by	by	ADP
cana-5211	116	14	an	an	DET
cana-5211	116	15	ai	ai	NOUN
cana-5211	116	16	or	or	CCONJ
cana-5211	116	17	computational	computational	ADJ
cana-5211	116	18	model	model	NOUN
cana-5211	116	19	,	,	PUNCT
cana-5211	116	20	attempting	attempt	VERB
cana-5211	116	21	to	to	PART
cana-5211	116	22	replicate	replicate	VERB
cana-5211	116	23	the	the	DET
cana-5211	116	24	target	target	NOUN
cana-5211	116	25	image	image	NOUN
cana-5211	116	26	from	from	ADP
cana-5211	116	27	the	the	DET
cana-5211	116	28	input	input	NOUN
cana-5211	116	29	.	.	PUNCT
cana-5211	117	1	this	this	DET
cana-5211	117	2	comparison	comparison	NOUN
cana-5211	117	3	illustrates	illustrate	VERB
cana-5211	117	4	how	how	SCONJ
cana-5211	117	5	effectively	effectively	ADV
cana-5211	117	6	the	the	DET
cana-5211	117	7	model	model	NOUN
cana-5211	117	8	can	can	AUX
cana-5211	117	9	predict	predict	VERB
cana-5211	117	10	or	or	CCONJ
cana-5211	117	11	generate	generate	VERB
cana-5211	117	12	an	an	DET
cana-5211	117	13	ideal	ideal	ADJ
cana-5211	117	14	dental	dental	ADJ
cana-5211	117	15	x	x	NOUN
cana-5211	117	16	-	-	NOUN
cana-5211	117	17	ray	ray	NOUN
cana-5211	117	18	,	,	PUNCT
cana-5211	117	19	highlighting	highlight	VERB
cana-5211	117	20	its	its	PRON
cana-5211	117	21	potential	potential	NOUN
cana-5211	117	22	for	for	ADP
cana-5211	117	23	improving	improve	VERB
cana-5211	117	24	medical	medical	ADJ
cana-5211	117	25	image	image	NOUN
cana-5211	117	26	analysis	analysis	NOUN
cana-5211	117	27	and	and	CCONJ
cana-5211	117	28	enhancement	enhancement	NOUN
cana-5211	117	29	.	.	PUNCT
cana-5211	118	1	communications	communication	NOUN
cana-5211	118	2	on	on	ADP
cana-5211	118	3	applied	apply	VERB
cana-5211	118	4	nonlinear	nonlinear	ADJ
cana-5211	118	5	analysis	analysis	NOUN
cana-5211	118	6	issn	issn	NOUN
cana-5211	118	7	:	:	PUNCT
cana-5211	118	8	1074	1074	NUM
cana-5211	118	9	-	-	PUNCT
cana-5211	118	10	133x	133x	NUM
cana-5211	118	11	vol	vol	NOUN
cana-5211	118	12	32	32	NUM
cana-5211	118	13	no	no	NOUN
cana-5211	118	14	.	.	PUNCT
cana-5211	119	1	9s	9s	NUM
cana-5211	119	2	(	(	PUNCT
cana-5211	119	3	2025	2025	NUM
cana-5211	119	4	)	)	PUNCT
cana-5211	119	5	3189	3189	NUM
cana-5211	120	1	https://internationalpubls.com	https://internationalpubls.com	X
cana-5211	120	2	figure	figure	NOUN
cana-5211	120	3	3	3	NUM
cana-5211	120	4	:	:	PUNCT
cana-5211	120	5	a	a	X
cana-5211	120	6	)	)	PUNCT
cana-5211	120	7	(	(	PUNCT
cana-5211	120	8	input	input	NOUN
cana-5211	120	9	)	)	PUNCT
cana-5211	120	10	and	and	CCONJ
cana-5211	120	11	b	b	X
cana-5211	120	12	)	)	PUNCT
cana-5211	120	13	(	(	PUNCT
cana-5211	120	14	target	target	NOUN
cana-5211	120	15	)	)	PUNCT
cana-5211	120	16	.	.	PUNCT
cana-5211	121	1	figure	figure	NOUN
cana-5211	121	2	3	3	NUM
cana-5211	121	3	shows	show	VERB
cana-5211	121	4	a	a	DET
cana-5211	121	5	comparison	comparison	NOUN
cana-5211	121	6	between	between	ADP
cana-5211	121	7	two	two	NUM
cana-5211	121	8	dental	dental	ADJ
cana-5211	121	9	x	x	NOUN
cana-5211	121	10	-	-	NOUN
cana-5211	121	11	ray	ray	NOUN
cana-5211	121	12	images	image	NOUN
cana-5211	121	13	.	.	PUNCT
cana-5211	122	1	on	on	ADP
cana-5211	122	2	the	the	DET
cana-5211	122	3	left	left	NOUN
cana-5211	122	4	,	,	PUNCT
cana-5211	122	5	labeled	label	VERB
cana-5211	122	6	"	"	PUNCT
cana-5211	122	7	input	input	NOUN
cana-5211	122	8	,	,	PUNCT
cana-5211	122	9	"	"	PUNCT
cana-5211	122	10	is	be	AUX
cana-5211	122	11	the	the	DET
cana-5211	122	12	initial	initial	ADJ
cana-5211	122	13	scan	scan	NOUN
cana-5211	122	14	,	,	PUNCT
cana-5211	122	15	which	which	PRON
cana-5211	122	16	appears	appear	VERB
cana-5211	122	17	blurred	blur	VERB
cana-5211	122	18	and	and	CCONJ
cana-5211	122	19	less	less	ADV
cana-5211	122	20	defined	define	VERB
cana-5211	122	21	,	,	PUNCT
cana-5211	122	22	showing	show	VERB
cana-5211	122	23	imperfections	imperfection	NOUN
cana-5211	122	24	or	or	CCONJ
cana-5211	122	25	missing	miss	VERB
cana-5211	122	26	teeth	tooth	NOUN
cana-5211	122	27	.	.	PUNCT
cana-5211	123	1	on	on	ADP
cana-5211	123	2	the	the	DET
cana-5211	123	3	right	right	NOUN
cana-5211	123	4	,	,	PUNCT
cana-5211	123	5	labeled	label	VERB
cana-5211	123	6	"	"	PUNCT
cana-5211	123	7	target	target	NOUN
cana-5211	123	8	,	,	PUNCT
cana-5211	123	9	"	"	PUNCT
cana-5211	123	10	is	be	AUX
cana-5211	123	11	the	the	DET
cana-5211	123	12	desired	desire	VERB
cana-5211	123	13	or	or	CCONJ
cana-5211	123	14	corrected	correct	VERB
cana-5211	123	15	version	version	NOUN
cana-5211	123	16	of	of	ADP
cana-5211	123	17	the	the	DET
cana-5211	123	18	image	image	NOUN
cana-5211	123	19	.	.	PUNCT
cana-5211	124	1	this	this	DET
cana-5211	124	2	version	version	NOUN
cana-5211	124	3	is	be	AUX
cana-5211	124	4	clearer	clear	ADJ
cana-5211	124	5	and	and	CCONJ
cana-5211	124	6	appears	appear	VERB
cana-5211	124	7	to	to	PART
cana-5211	124	8	show	show	VERB
cana-5211	124	9	a	a	DET
cana-5211	124	10	more	more	ADV
cana-5211	124	11	complete	complete	ADJ
cana-5211	124	12	and	and	CCONJ
cana-5211	124	13	accurate	accurate	ADJ
cana-5211	124	14	dental	dental	ADJ
cana-5211	124	15	state	state	NOUN
cana-5211	124	16	,	,	PUNCT
cana-5211	124	17	possibly	possibly	ADV
cana-5211	124	18	representing	represent	VERB
cana-5211	124	19	the	the	DET
cana-5211	124	20	ideal	ideal	ADJ
cana-5211	124	21	outcome	outcome	NOUN
cana-5211	124	22	after	after	ADP
cana-5211	124	23	dental	dental	ADJ
cana-5211	124	24	treatment	treatment	NOUN
cana-5211	124	25	or	or	CCONJ
cana-5211	124	26	enhancement	enhancement	NOUN
cana-5211	124	27	.	.	PUNCT
cana-5211	125	1	figure	figure	VERB
cana-5211	125	2	4	4	NUM
cana-5211	125	3	:	:	PUNCT
cana-5211	125	4	a	a	X
cana-5211	125	5	)	)	PUNCT
cana-5211	125	6	input	input	NOUN
cana-5211	125	7	:	:	PUNCT
cana-5211	125	8	raw	raw	ADJ
cana-5211	125	9	x	x	NOUN
cana-5211	125	10	-	-	NOUN
cana-5211	125	11	ray	ray	NOUN
cana-5211	125	12	b	b	NOUN
cana-5211	125	13	)	)	PUNCT
cana-5211	125	14	target	target	NOUN
cana-5211	125	15	:	:	PUNCT
cana-5211	125	16	enhanced	enhance	VERB
cana-5211	125	17	x	x	NOUN
cana-5211	125	18	-	-	NOUN
cana-5211	125	19	ray	ray	NOUN
cana-5211	125	20	c	c	NOUN
cana-5211	125	21	)	)	PUNCT
cana-5211	125	22	processed	process	VERB
cana-5211	125	23	:	:	PUNCT
cana-5211	125	24	stylized	stylize	VERB
cana-5211	125	25	features	feature	NOUN
cana-5211	125	26	.	.	PUNCT
cana-5211	126	1	figure	figure	VERB
cana-5211	126	2	4	4	NUM
cana-5211	126	3	presents	present	VERB
cana-5211	126	4	a	a	DET
cana-5211	126	5	comparison	comparison	NOUN
cana-5211	126	6	of	of	ADP
cana-5211	126	7	three	three	NUM
cana-5211	126	8	images	image	NOUN
cana-5211	126	9	related	relate	VERB
cana-5211	126	10	to	to	ADP
cana-5211	126	11	dental	dental	ADJ
cana-5211	126	12	x	x	NOUN
cana-5211	126	13	-	-	NOUN
cana-5211	126	14	rays	ray	NOUN
cana-5211	126	15	.	.	PUNCT
cana-5211	127	1	the	the	DET
cana-5211	127	2	first	first	ADJ
cana-5211	127	3	image	image	NOUN
cana-5211	127	4	on	on	ADP
cana-5211	127	5	the	the	DET
cana-5211	127	6	left	left	NOUN
cana-5211	127	7	,	,	PUNCT
cana-5211	127	8	labeled	label	VERB
cana-5211	127	9	"	"	PUNCT
cana-5211	127	10	input	input	NOUN
cana-5211	127	11	,	,	PUNCT
cana-5211	127	12	"	"	PUNCT
cana-5211	127	13	shows	show	VERB
cana-5211	127	14	an	an	DET
cana-5211	127	15	initial	initial	ADJ
cana-5211	127	16	x	x	NOUN
cana-5211	127	17	-	-	NOUN
cana-5211	127	18	ray	ray	ADJ
cana-5211	127	19	scan	scan	NOUN
cana-5211	127	20	of	of	ADP
cana-5211	127	21	the	the	DET
cana-5211	127	22	teeth	tooth	NOUN
cana-5211	127	23	,	,	PUNCT
cana-5211	127	24	which	which	PRON
cana-5211	127	25	appears	appear	VERB
cana-5211	127	26	with	with	ADP
cana-5211	127	27	some	some	DET
cana-5211	127	28	blurriness	blurriness	NOUN
cana-5211	127	29	or	or	CCONJ
cana-5211	127	30	imperfections	imperfection	NOUN
cana-5211	127	31	.	.	PUNCT
cana-5211	128	1	the	the	DET
cana-5211	128	2	second	second	ADJ
cana-5211	128	3	image	image	NOUN
cana-5211	128	4	in	in	ADP
cana-5211	128	5	the	the	DET
cana-5211	128	6	middle	middle	NOUN
cana-5211	128	7	,	,	PUNCT
cana-5211	128	8	labeled	label	VERB
cana-5211	128	9	"	"	PUNCT
cana-5211	128	10	target	target	NOUN
cana-5211	128	11	,	,	PUNCT
cana-5211	128	12	"	"	PUNCT
cana-5211	128	13	represents	represent	VERB
cana-5211	128	14	a	a	DET
cana-5211	128	15	more	more	ADV
cana-5211	128	16	refined	refined	ADJ
cana-5211	128	17	or	or	CCONJ
cana-5211	128	18	corrected	correct	VERB
cana-5211	128	19	version	version	NOUN
cana-5211	128	20	of	of	ADP
cana-5211	128	21	the	the	DET
cana-5211	128	22	x	x	NOUN
cana-5211	128	23	-	-	NOUN
cana-5211	128	24	ray	ray	NOUN
cana-5211	128	25	,	,	PUNCT
cana-5211	128	26	likely	likely	ADV
cana-5211	128	27	reflecting	reflect	VERB
cana-5211	128	28	an	an	DET
cana-5211	128	29	improved	improved	ADJ
cana-5211	128	30	dental	dental	ADJ
cana-5211	128	31	state	state	NOUN
cana-5211	128	32	with	with	ADP
cana-5211	128	33	clearer	clear	ADJ
cana-5211	128	34	details	detail	NOUN
cana-5211	128	35	.	.	PUNCT
cana-5211	129	1	the	the	DET
cana-5211	129	2	third	third	ADJ
cana-5211	129	3	image	image	NOUN
cana-5211	129	4	on	on	ADP
cana-5211	129	5	the	the	DET
cana-5211	129	6	right	right	NOUN
cana-5211	129	7	depicts	depict	VERB
cana-5211	129	8	a	a	DET
cana-5211	129	9	stylized	stylize	VERB
cana-5211	129	10	or	or	CCONJ
cana-5211	129	11	processed	process	VERB
cana-5211	129	12	visualization	visualization	NOUN
cana-5211	129	13	,	,	PUNCT
cana-5211	129	14	where	where	SCONJ
cana-5211	129	15	the	the	DET
cana-5211	129	16	dental	dental	ADJ
cana-5211	129	17	features	feature	NOUN
cana-5211	129	18	have	have	AUX
cana-5211	129	19	been	be	AUX
cana-5211	129	20	abstracted	abstract	VERB
cana-5211	129	21	,	,	PUNCT
cana-5211	129	22	possibly	possibly	ADV
cana-5211	129	23	for	for	ADP
cana-5211	129	24	further	further	ADJ
cana-5211	129	25	analysis	analysis	NOUN
cana-5211	129	26	or	or	CCONJ
cana-5211	129	27	machine	machine	NOUN
cana-5211	129	28	learning	learn	VERB
cana-5211	129	29	purposes	purpose	NOUN
cana-5211	129	30	.	.	PUNCT
cana-5211	130	1	communications	communication	NOUN
cana-5211	130	2	on	on	ADP
cana-5211	130	3	applied	apply	VERB
cana-5211	130	4	nonlinear	nonlinear	ADJ
cana-5211	130	5	analysis	analysis	NOUN
cana-5211	130	6	issn	issn	NOUN
cana-5211	130	7	:	:	PUNCT
cana-5211	130	8	1074	1074	NUM
cana-5211	130	9	-	-	PUNCT
cana-5211	130	10	133x	133x	NUM
cana-5211	130	11	vol	vol	NOUN
cana-5211	130	12	32	32	NUM
cana-5211	130	13	no	no	NOUN
cana-5211	130	14	.	.	PUNCT
cana-5211	131	1	9s	9s	NUM
cana-5211	131	2	(	(	PUNCT
cana-5211	131	3	2025	2025	NUM
cana-5211	131	4	)	)	PUNCT
cana-5211	131	5	3190	3190	NUM
cana-5211	132	1	https://internationalpubls.com	https://internationalpubls.com	X
cana-5211	132	2	detection	detection	NOUN
cana-5211	132	3	of	of	ADP
cana-5211	132	4	cavity	cavity	NOUN
cana-5211	132	5	in	in	ADP
cana-5211	132	6	dental	dental	ADJ
cana-5211	132	7	x	x	NOUN
cana-5211	132	8	-	-	NOUN
cana-5211	132	9	ray	ray	NOUN
cana-5211	132	10	.	.	PUNCT
cana-5211	133	1	figure	figure	NOUN
cana-5211	133	2	5	5	NUM
cana-5211	133	3	shows	show	VERB
cana-5211	133	4	a	a	DET
cana-5211	133	5	dental	dental	ADJ
cana-5211	133	6	x	x	NOUN
cana-5211	133	7	-	-	NOUN
cana-5211	133	8	ray	ray	NOUN
cana-5211	133	9	with	with	ADP
cana-5211	133	10	a	a	DET
cana-5211	133	11	cavity	cavity	NOUN
cana-5211	133	12	highlighted	highlight	VERB
cana-5211	133	13	by	by	ADP
cana-5211	133	14	a	a	DET
cana-5211	133	15	red	red	ADJ
cana-5211	133	16	rectangle	rectangle	NOUN
cana-5211	133	17	.	.	PUNCT
cana-5211	134	1	the	the	DET
cana-5211	134	2	highlighted	highlight	VERB
cana-5211	134	3	cavity	cavity	NOUN
cana-5211	134	4	is	be	AUX
cana-5211	134	5	located	locate	VERB
cana-5211	134	6	at	at	ADP
cana-5211	134	7	approximately	approximately	ADV
cana-5211	134	8	coordinates	coordinate	NOUN
cana-5211	134	9	(	(	PUNCT
cana-5211	134	10	x=400	x=400	PROPN
cana-5211	134	11	,	,	PUNCT
cana-5211	134	12	y=100	y=100	PROPN
cana-5211	134	13	)	)	PUNCT
cana-5211	134	14	in	in	ADP
cana-5211	134	15	the	the	DET
cana-5211	134	16	image	image	NOUN
cana-5211	134	17	.	.	PUNCT
cana-5211	135	1	the	the	DET
cana-5211	135	2	yellow	yellow	ADJ
cana-5211	135	3	area	area	NOUN
cana-5211	135	4	inside	inside	ADP
cana-5211	135	5	the	the	DET
cana-5211	135	6	red	red	PROPN
cana-5211	135	7	box	box	PROPN
cana-5211	135	8	indicates	indicate	VERB
cana-5211	135	9	high	high	ADJ
cana-5211	135	10	intensity	intensity	NOUN
cana-5211	135	11	,	,	PUNCT
cana-5211	135	12	which	which	PRON
cana-5211	135	13	corresponds	correspond	VERB
cana-5211	135	14	to	to	ADP
cana-5211	135	15	the	the	DET
cana-5211	135	16	cavity	cavity	NOUN
cana-5211	135	17	.	.	PUNCT
cana-5211	136	1	the	the	DET
cana-5211	136	2	figure	figure	NOUN
cana-5211	136	3	's	's	PART
cana-5211	136	4	intensity	intensity	NOUN
cana-5211	136	5	scale	scale	NOUN
cana-5211	136	6	helps	help	VERB
cana-5211	136	7	visualize	visualize	VERB
cana-5211	136	8	the	the	DET
cana-5211	136	9	dental	dental	ADJ
cana-5211	136	10	issue	issue	NOUN
cana-5211	136	11	for	for	ADP
cana-5211	136	12	more	more	ADV
cana-5211	136	13	accurate	accurate	ADJ
cana-5211	136	14	detection	detection	NOUN
cana-5211	136	15	and	and	CCONJ
cana-5211	136	16	diagnosis	diagnosis	NOUN
cana-5211	136	17	.	.	PUNCT
cana-5211	137	1	confusion	confusion	NOUN
cana-5211	137	2	matrix	matrix	NOUN
cana-5211	137	3	communications	communication	NOUN
cana-5211	137	4	on	on	ADP
cana-5211	137	5	applied	apply	VERB
cana-5211	137	6	nonlinear	nonlinear	ADJ
cana-5211	137	7	analysis	analysis	NOUN
cana-5211	137	8	issn	issn	NOUN
cana-5211	137	9	:	:	PUNCT
cana-5211	137	10	1074	1074	NUM
cana-5211	137	11	-	-	PUNCT
cana-5211	137	12	133x	133x	NUM
cana-5211	137	13	vol	vol	NOUN
cana-5211	137	14	32	32	NUM
cana-5211	137	15	no	no	NOUN
cana-5211	137	16	.	.	PUNCT
cana-5211	138	1	9s	9s	NUM
cana-5211	138	2	(	(	PUNCT
cana-5211	138	3	2025	2025	NUM
cana-5211	138	4	)	)	PUNCT
cana-5211	138	5	3191	3191	NUM
cana-5211	139	1	https://internationalpubls.com	https://internationalpubls.com	X
cana-5211	139	2	figure	figure	NOUN
cana-5211	139	3	6	6	NUM
cana-5211	139	4	shows	show	VERB
cana-5211	139	5	a	a	DET
cana-5211	139	6	confusion	confusion	NOUN
cana-5211	139	7	matrix	matrix	NOUN
cana-5211	139	8	that	that	PRON
cana-5211	139	9	visualizes	visualize	VERB
cana-5211	139	10	the	the	DET
cana-5211	139	11	performance	performance	NOUN
cana-5211	139	12	of	of	ADP
cana-5211	139	13	a	a	DET
cana-5211	139	14	classification	classification	NOUN
cana-5211	139	15	model	model	NOUN
cana-5211	139	16	.	.	PUNCT
cana-5211	140	1	it	it	PRON
cana-5211	140	2	compares	compare	VERB
cana-5211	140	3	the	the	DET
cana-5211	140	4	actual	actual	ADJ
cana-5211	140	5	class	class	NOUN
cana-5211	140	6	labels	label	NOUN
cana-5211	140	7	(	(	PUNCT
cana-5211	140	8	rows	row	NOUN
cana-5211	140	9	)	)	PUNCT
cana-5211	140	10	to	to	ADP
cana-5211	140	11	the	the	DET
cana-5211	140	12	predicted	predict	VERB
cana-5211	140	13	labels	label	NOUN
cana-5211	140	14	(	(	PUNCT
cana-5211	140	15	columns	column	NOUN
cana-5211	140	16	)	)	PUNCT
cana-5211	140	17	,	,	PUNCT
cana-5211	140	18	with	with	ADP
cana-5211	140	19	the	the	DET
cana-5211	140	20	matrix	matrix	NOUN
cana-5211	140	21	values	value	NOUN
cana-5211	140	22	representing	represent	VERB
cana-5211	140	23	the	the	DET
cana-5211	140	24	number	number	NOUN
cana-5211	140	25	of	of	ADP
cana-5211	140	26	instances	instance	NOUN
cana-5211	140	27	classified	classify	VERB
cana-5211	140	28	into	into	ADP
cana-5211	140	29	each	each	DET
cana-5211	140	30	category	category	NOUN
cana-5211	140	31	.	.	PUNCT
cana-5211	141	1	for	for	ADP
cana-5211	141	2	example	example	NOUN
cana-5211	141	3	,	,	PUNCT
cana-5211	141	4	class	class	NOUN
cana-5211	141	5	0	0	NUM
cana-5211	141	6	has	have	VERB
cana-5211	141	7	25	25	NUM
cana-5211	141	8	correct	correct	ADJ
cana-5211	141	9	predictions	prediction	NOUN
cana-5211	141	10	,	,	PUNCT
cana-5211	141	11	while	while	SCONJ
cana-5211	141	12	class	class	NOUN
cana-5211	141	13	1	1	NUM
cana-5211	141	14	has	have	VERB
cana-5211	141	15	14	14	NUM
cana-5211	141	16	correct	correct	ADJ
cana-5211	141	17	predictions	prediction	NOUN
cana-5211	141	18	but	but	CCONJ
cana-5211	141	19	also	also	ADV
cana-5211	141	20	misclassifications	misclassification	NOUN
cana-5211	141	21	into	into	ADP
cana-5211	141	22	other	other	ADJ
cana-5211	141	23	classes	class	NOUN
cana-5211	141	24	.	.	PUNCT
cana-5211	142	1	the	the	DET
cana-5211	142	2	matrix	matrix	NOUN
cana-5211	142	3	highlights	highlight	NOUN
cana-5211	142	4	areas	area	NOUN
cana-5211	142	5	where	where	SCONJ
cana-5211	142	6	the	the	DET
cana-5211	142	7	model	model	NOUN
cana-5211	142	8	performs	perform	VERB
cana-5211	142	9	well	well	ADV
cana-5211	142	10	and	and	CCONJ
cana-5211	142	11	where	where	SCONJ
cana-5211	142	12	it	it	PRON
cana-5211	142	13	misclassifies	misclassifie	VERB
cana-5211	142	14	instances	instance	NOUN
cana-5211	142	15	,	,	PUNCT
cana-5211	142	16	providing	provide	VERB
cana-5211	142	17	valuable	valuable	ADJ
cana-5211	142	18	insights	insight	NOUN
cana-5211	142	19	for	for	ADP
cana-5211	142	20	improvement	improvement	NOUN
cana-5211	142	21	.	.	PUNCT
cana-5211	143	1	“	"	PUNCT
cana-5211	143	2	series	series	NOUN
cana-5211	143	3	of	of	ADP
cana-5211	143	4	dental	dental	ADJ
cana-5211	143	5	x	x	ADJ
cana-5211	143	6	-	-	NOUN
cana-5211	143	7	ray	ray	NOUN
cana-5211	143	8	images	image	NOUN
cana-5211	143	9	for	for	ADP
cana-5211	143	10	diagnostic	diagnostic	ADJ
cana-5211	143	11	analysis	analysis	NOUN
cana-5211	143	12	.	.	PUNCT
cana-5211	143	13	”	"	PUNCT
cana-5211	143	14	figure	figure	NOUN
cana-5211	143	15	7	7	NUM
cana-5211	143	16	shows	show	VERB
cana-5211	143	17	a	a	DET
cana-5211	143	18	series	series	NOUN
cana-5211	143	19	of	of	ADP
cana-5211	143	20	dental	dental	ADJ
cana-5211	143	21	x	x	ADJ
cana-5211	143	22	-	-	NOUN
cana-5211	143	23	ray	ray	NOUN
cana-5211	143	24	images	image	NOUN
cana-5211	143	25	arranged	arrange	VERB
cana-5211	143	26	in	in	ADP
cana-5211	143	27	a	a	DET
cana-5211	143	28	grid	grid	NOUN
cana-5211	143	29	.	.	PUNCT
cana-5211	144	1	the	the	DET
cana-5211	144	2	images	image	NOUN
cana-5211	144	3	likely	likely	ADV
cana-5211	144	4	depict	depict	VERB
cana-5211	144	5	a	a	DET
cana-5211	144	6	sequence	sequence	NOUN
cana-5211	144	7	of	of	ADP
cana-5211	144	8	scans	scan	NOUN
cana-5211	144	9	,	,	PUNCT
cana-5211	144	10	possibly	possibly	ADV
cana-5211	144	11	showing	show	VERB
cana-5211	144	12	variations	variation	NOUN
cana-5211	144	13	in	in	ADP
cana-5211	144	14	dental	dental	ADJ
cana-5211	144	15	conditions	condition	NOUN
cana-5211	144	16	,	,	PUNCT
cana-5211	144	17	or	or	CCONJ
cana-5211	144	18	a	a	DET
cana-5211	144	19	comparison	comparison	NOUN
cana-5211	144	20	before	before	ADV
cana-5211	144	21	and	and	CCONJ
cana-5211	144	22	after	after	ADP
cana-5211	144	23	a	a	DET
cana-5211	144	24	treatment	treatment	NOUN
cana-5211	144	25	.	.	PUNCT
cana-5211	145	1	these	these	DET
cana-5211	145	2	x	x	NOUN
cana-5211	145	3	-	-	NOUN
cana-5211	145	4	rays	ray	NOUN
cana-5211	145	5	provide	provide	VERB
cana-5211	145	6	insights	insight	NOUN
cana-5211	145	7	into	into	ADP
cana-5211	145	8	different	different	ADJ
cana-5211	145	9	stages	stage	NOUN
cana-5211	145	10	of	of	ADP
cana-5211	145	11	dental	dental	ADJ
cana-5211	145	12	health	health	NOUN
cana-5211	145	13	,	,	PUNCT
cana-5211	145	14	helping	help	VERB
cana-5211	145	15	professionals	professional	NOUN
cana-5211	145	16	analyze	analyze	VERB
cana-5211	145	17	and	and	CCONJ
cana-5211	145	18	track	track	VERB
cana-5211	145	19	changes	change	NOUN
cana-5211	145	20	over	over	ADP
cana-5211	145	21	time	time	NOUN
cana-5211	145	22	.	.	PUNCT
cana-5211	146	1	the	the	DET
cana-5211	146	2	layout	layout	NOUN
cana-5211	146	3	with	with	ADP
cana-5211	146	4	multiple	multiple	ADJ
cana-5211	146	5	images	image	NOUN
cana-5211	146	6	suggests	suggest	VERB
cana-5211	146	7	a	a	DET
cana-5211	146	8	comprehensive	comprehensive	ADJ
cana-5211	146	9	view	view	NOUN
cana-5211	146	10	,	,	PUNCT
cana-5211	146	11	either	either	CCONJ
cana-5211	146	12	across	across	ADP
cana-5211	146	13	different	different	ADJ
cana-5211	146	14	teeth	tooth	NOUN
cana-5211	146	15	or	or	CCONJ
cana-5211	146	16	various	various	ADJ
cana-5211	146	17	stages	stage	NOUN
cana-5211	146	18	of	of	ADP
cana-5211	146	19	diagnosis	diagnosis	NOUN
cana-5211	146	20	or	or	CCONJ
cana-5211	146	21	treatment	treatment	NOUN
cana-5211	146	22	,	,	PUNCT
cana-5211	146	23	essential	essential	ADJ
cana-5211	146	24	for	for	ADP
cana-5211	146	25	identifying	identify	VERB
cana-5211	146	26	issues	issue	NOUN
cana-5211	146	27	like	like	ADP
cana-5211	146	28	cavities	cavity	NOUN
cana-5211	146	29	,	,	PUNCT
cana-5211	146	30	infections	infection	NOUN
cana-5211	146	31	,	,	PUNCT
cana-5211	146	32	or	or	CCONJ
cana-5211	146	33	other	other	ADJ
cana-5211	146	34	dental	dental	ADJ
cana-5211	146	35	abnormalities	abnormality	NOUN
cana-5211	146	36	.	.	PUNCT
cana-5211	147	1	dental	dental	ADJ
cana-5211	147	2	x	x	NOUN
cana-5211	147	3	-	-	NOUN
cana-5211	147	4	ray	ray	NOUN
cana-5211	147	5	.	.	PUNCT
cana-5211	148	1	this	this	DET
cana-5211	148	2	figure	figure	NOUN
cana-5211	148	3	represents	represent	VERB
cana-5211	148	4	a	a	DET
cana-5211	148	5	dental	dental	ADJ
cana-5211	148	6	x	x	NOUN
cana-5211	148	7	-	-	NOUN
cana-5211	148	8	ray	ray	NOUN
cana-5211	148	9	,	,	PUNCT
cana-5211	148	10	which	which	PRON
cana-5211	148	11	shows	show	VERB
cana-5211	148	12	a	a	DET
cana-5211	148	13	panoramic	panoramic	ADJ
cana-5211	148	14	view	view	NOUN
cana-5211	148	15	of	of	ADP
cana-5211	148	16	the	the	DET
cana-5211	148	17	teeth	tooth	NOUN
cana-5211	148	18	and	and	CCONJ
cana-5211	148	19	surrounding	surround	VERB
cana-5211	148	20	structures	structure	NOUN
cana-5211	148	21	.	.	PUNCT
cana-5211	149	1	it	it	PRON
cana-5211	149	2	allows	allow	VERB
cana-5211	149	3	for	for	ADP
cana-5211	149	4	the	the	DET
cana-5211	149	5	assessment	assessment	NOUN
cana-5211	149	6	of	of	ADP
cana-5211	149	7	dental	dental	ADJ
cana-5211	149	8	health	health	NOUN
cana-5211	149	9	,	,	PUNCT
cana-5211	149	10	including	include	VERB
cana-5211	149	11	the	the	DET
cana-5211	149	12	condition	condition	NOUN
cana-5211	149	13	of	of	ADP
cana-5211	149	14	communications	communication	NOUN
cana-5211	149	15	on	on	ADP
cana-5211	149	16	applied	apply	VERB
cana-5211	149	17	nonlinear	nonlinear	ADJ
cana-5211	149	18	analysis	analysis	NOUN
cana-5211	149	19	issn	issn	NOUN
cana-5211	149	20	:	:	PUNCT
cana-5211	149	21	1074	1074	NUM
cana-5211	149	22	-	-	PUNCT
cana-5211	149	23	133x	133x	NUM
cana-5211	149	24	vol	vol	NOUN
cana-5211	149	25	32	32	NUM
cana-5211	149	26	no	no	NOUN
cana-5211	149	27	.	.	PUNCT
cana-5211	150	1	9s	9s	NUM
cana-5211	150	2	(	(	PUNCT
cana-5211	150	3	2025	2025	NUM
cana-5211	150	4	)	)	PUNCT
cana-5211	150	5	3192	3192	NUM
cana-5211	150	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5211	151	1	the	the	DET
cana-5211	151	2	teeth	tooth	NOUN
cana-5211	151	3	,	,	PUNCT
cana-5211	151	4	roots	root	NOUN
cana-5211	151	5	,	,	PUNCT
cana-5211	151	6	and	and	CCONJ
cana-5211	151	7	jaw	jaw	NOUN
cana-5211	151	8	.	.	PUNCT
cana-5211	152	1	the	the	DET
cana-5211	152	2	x	x	NOUN
cana-5211	152	3	-	-	NOUN
cana-5211	152	4	ray	ray	NOUN
cana-5211	152	5	can	can	AUX
cana-5211	152	6	reveal	reveal	VERB
cana-5211	152	7	cavities	cavity	NOUN
cana-5211	152	8	,	,	PUNCT
cana-5211	152	9	misalignments	misalignment	NOUN
cana-5211	152	10	,	,	PUNCT
cana-5211	152	11	infections	infection	NOUN
cana-5211	152	12	,	,	PUNCT
cana-5211	152	13	or	or	CCONJ
cana-5211	152	14	other	other	ADJ
cana-5211	152	15	potential	potential	ADJ
cana-5211	152	16	issues	issue	NOUN
cana-5211	152	17	requiring	require	VERB
cana-5211	152	18	treatment	treatment	NOUN
cana-5211	152	19	.	.	PUNCT
cana-5211	153	1	the	the	DET
cana-5211	153	2	clarity	clarity	NOUN
cana-5211	153	3	and	and	CCONJ
cana-5211	153	4	contrast	contrast	NOUN
cana-5211	153	5	of	of	ADP
cana-5211	153	6	the	the	DET
cana-5211	153	7	figure	figure	NOUN
cana-5211	153	8	make	make	VERB
cana-5211	153	9	it	it	PRON
cana-5211	153	10	useful	useful	ADJ
cana-5211	153	11	for	for	ADP
cana-5211	153	12	detecting	detect	VERB
cana-5211	153	13	dental	dental	ADJ
cana-5211	153	14	abnormalities	abnormality	NOUN
cana-5211	153	15	and	and	CCONJ
cana-5211	153	16	guiding	guide	VERB
cana-5211	153	17	treatment	treatment	NOUN
cana-5211	153	18	planning	planning	NOUN
cana-5211	153	19	.	.	PUNCT
cana-5211	154	1	“	"	PUNCT
cana-5211	154	2	comparison	comparison	NOUN
cana-5211	154	3	of	of	ADP
cana-5211	154	4	dental	dental	ADJ
cana-5211	154	5	x	x	ADJ
cana-5211	154	6	-	-	NOUN
cana-5211	154	7	ray	ray	NOUN
cana-5211	154	8	images	image	NOUN
cana-5211	154	9	.	.	PUNCT
cana-5211	154	10	”	"	PUNCT
cana-5211	154	11	figure	figure	NOUN
cana-5211	154	12	shows	show	VERB
cana-5211	154	13	a	a	DET
cana-5211	154	14	comparison	comparison	NOUN
cana-5211	154	15	of	of	ADP
cana-5211	154	16	three	three	NUM
cana-5211	154	17	dental	dental	ADJ
cana-5211	154	18	x	x	ADJ
cana-5211	154	19	-	-	NOUN
cana-5211	154	20	ray	ray	NOUN
cana-5211	154	21	images	image	NOUN
cana-5211	154	22	.	.	PUNCT
cana-5211	155	1	the	the	DET
cana-5211	155	2	first	first	ADJ
cana-5211	155	3	image	image	NOUN
cana-5211	155	4	,	,	PUNCT
cana-5211	155	5	labeled	label	VERB
cana-5211	155	6	"	"	PUNCT
cana-5211	155	7	input	input	NOUN
cana-5211	155	8	"	"	PUNCT
cana-5211	155	9	(	(	PUNCT
cana-5211	155	10	left	left	ADV
cana-5211	155	11	)	)	PUNCT
cana-5211	155	12	,	,	PUNCT
cana-5211	155	13	displays	display	VERB
cana-5211	155	14	the	the	DET
cana-5211	155	15	raw	raw	ADJ
cana-5211	155	16	,	,	PUNCT
cana-5211	155	17	initial	initial	ADJ
cana-5211	155	18	x	x	NOUN
cana-5211	155	19	-	-	NOUN
cana-5211	155	20	ray	ray	NOUN
cana-5211	155	21	with	with	ADP
cana-5211	155	22	visible	visible	ADJ
cana-5211	155	23	imperfections	imperfection	NOUN
cana-5211	155	24	or	or	CCONJ
cana-5211	155	25	missing	miss	VERB
cana-5211	155	26	teeth	tooth	NOUN
cana-5211	155	27	.	.	PUNCT
cana-5211	156	1	the	the	DET
cana-5211	156	2	second	second	ADJ
cana-5211	156	3	image	image	NOUN
cana-5211	156	4	,	,	PUNCT
cana-5211	156	5	labeled	label	VERB
cana-5211	156	6	"	"	PUNCT
cana-5211	156	7	target	target	NOUN
cana-5211	156	8	"	"	PUNCT
cana-5211	156	9	(	(	PUNCT
cana-5211	156	10	middle	middle	NOUN
cana-5211	156	11	)	)	PUNCT
cana-5211	156	12	,	,	PUNCT
cana-5211	156	13	represents	represent	VERB
cana-5211	156	14	the	the	DET
cana-5211	156	15	ideal	ideal	ADJ
cana-5211	156	16	or	or	CCONJ
cana-5211	156	17	corrected	correct	VERB
cana-5211	156	18	version	version	NOUN
cana-5211	156	19	of	of	ADP
cana-5211	156	20	the	the	DET
cana-5211	156	21	x	x	NOUN
cana-5211	156	22	-	-	NOUN
cana-5211	156	23	ray	ray	NOUN
cana-5211	156	24	,	,	PUNCT
cana-5211	156	25	offering	offer	VERB
cana-5211	156	26	a	a	DET
cana-5211	156	27	more	more	ADV
cana-5211	156	28	accurate	accurate	ADJ
cana-5211	156	29	dental	dental	ADJ
cana-5211	156	30	state	state	NOUN
cana-5211	156	31	.	.	PUNCT
cana-5211	157	1	the	the	DET
cana-5211	157	2	third	third	ADJ
cana-5211	157	3	image	image	NOUN
cana-5211	157	4	,	,	PUNCT
cana-5211	157	5	labeled	label	VERB
cana-5211	157	6	"	"	PUNCT
cana-5211	157	7	generated	generate	VERB
cana-5211	157	8	"	"	PUNCT
cana-5211	157	9	(	(	PUNCT
cana-5211	157	10	right	right	NOUN
cana-5211	157	11	)	)	PUNCT
cana-5211	157	12	,	,	PUNCT
cana-5211	157	13	is	be	AUX
cana-5211	157	14	the	the	DET
cana-5211	157	15	result	result	NOUN
cana-5211	157	16	of	of	ADP
cana-5211	157	17	an	an	DET
cana-5211	157	18	ai	ai	NOUN
cana-5211	157	19	or	or	CCONJ
cana-5211	157	20	computational	computational	ADJ
cana-5211	157	21	model	model	NOUN
cana-5211	157	22	attempting	attempt	VERB
cana-5211	157	23	to	to	PART
cana-5211	157	24	replicate	replicate	VERB
cana-5211	157	25	or	or	CCONJ
cana-5211	157	26	enhance	enhance	VERB
cana-5211	157	27	the	the	DET
cana-5211	157	28	target	target	NOUN
cana-5211	157	29	image	image	NOUN
cana-5211	157	30	based	base	VERB
cana-5211	157	31	on	on	ADP
cana-5211	157	32	the	the	DET
cana-5211	157	33	input	input	NOUN
cana-5211	157	34	.	.	PUNCT
cana-5211	158	1	this	this	DET
cana-5211	158	2	comparison	comparison	NOUN
cana-5211	158	3	illustrates	illustrate	VERB
cana-5211	158	4	the	the	DET
cana-5211	158	5	effectiveness	effectiveness	NOUN
cana-5211	158	6	of	of	ADP
cana-5211	158	7	the	the	DET
cana-5211	158	8	model	model	NOUN
cana-5211	158	9	in	in	ADP
cana-5211	158	10	generating	generate	VERB
cana-5211	158	11	or	or	CCONJ
cana-5211	158	12	restoring	restore	VERB
cana-5211	158	13	an	an	DET
cana-5211	158	14	optimal	optimal	ADJ
cana-5211	158	15	dental	dental	ADJ
cana-5211	158	16	x	x	NOUN
cana-5211	158	17	-	-	NOUN
cana-5211	158	18	ray	ray	NOUN
cana-5211	158	19	from	from	ADP
cana-5211	158	20	an	an	DET
cana-5211	158	21	imperfect	imperfect	ADJ
cana-5211	158	22	initial	initial	ADJ
cana-5211	158	23	scan	scan	NOUN
cana-5211	158	24	.	.	PUNCT
cana-5211	159	1	“	"	PUNCT
cana-5211	159	2	training	training	NOUN
cana-5211	159	3	and	and	CCONJ
cana-5211	159	4	validation	validation	NOUN
cana-5211	159	5	metrics	metric	NOUN
cana-5211	159	6	for	for	ADP
cana-5211	159	7	object	object	NOUN
cana-5211	159	8	detection	detection	NOUN
cana-5211	159	9	.	.	PUNCT
cana-5211	159	10	”	"	PUNCT
cana-5211	160	1	figure	figure	NOUN
cana-5211	160	2	presents	present	VERB
cana-5211	160	3	the	the	DET
cana-5211	160	4	performance	performance	NOUN
cana-5211	160	5	of	of	ADP
cana-5211	160	6	an	an	DET
cana-5211	160	7	object	object	NOUN
cana-5211	160	8	detection	detection	NOUN
cana-5211	160	9	model	model	NOUN
cana-5211	160	10	across	across	ADP
cana-5211	160	11	various	various	ADJ
cana-5211	160	12	metrics	metric	NOUN
cana-5211	160	13	.	.	PUNCT
cana-5211	161	1	the	the	DET
cana-5211	161	2	box	box	NOUN
cana-5211	161	3	loss	loss	NOUN
cana-5211	161	4	decreases	decrease	VERB
cana-5211	161	5	from	from	ADP
cana-5211	161	6	0.070	0.070	NUM
cana-5211	161	7	to	to	ADP
cana-5211	161	8	0.055	0.055	NUM
cana-5211	161	9	,	,	PUNCT
cana-5211	161	10	showing	show	VERB
cana-5211	161	11	improvement	improvement	NOUN
cana-5211	161	12	in	in	ADP
cana-5211	161	13	bounding	bound	VERB
cana-5211	161	14	box	box	NOUN
cana-5211	161	15	predictions	prediction	NOUN
cana-5211	161	16	.	.	PUNCT
cana-5211	162	1	the	the	DET
cana-5211	162	2	communications	communication	NOUN
cana-5211	162	3	on	on	ADP
cana-5211	162	4	applied	apply	VERB
cana-5211	162	5	nonlinear	nonlinear	ADJ
cana-5211	162	6	analysis	analysis	NOUN
cana-5211	162	7	issn	issn	NOUN
cana-5211	162	8	:	:	PUNCT
cana-5211	162	9	1074	1074	NUM
cana-5211	162	10	-	-	PUNCT
cana-5211	162	11	133x	133x	NUM
cana-5211	162	12	vol	vol	NOUN
cana-5211	162	13	32	32	NUM
cana-5211	162	14	no	no	NOUN
cana-5211	162	15	.	.	PUNCT
cana-5211	163	1	9s	9s	NUM
cana-5211	163	2	(	(	PUNCT
cana-5211	163	3	2025	2025	NUM
cana-5211	163	4	)	)	PUNCT
cana-5211	163	5	3193	3193	NUM
cana-5211	164	1	https://internationalpubls.com	https://internationalpubls.com	X
cana-5211	164	2	objectness	objectness	NOUN
cana-5211	164	3	loss	loss	NOUN
cana-5211	164	4	drops	drop	VERB
cana-5211	164	5	from	from	ADP
cana-5211	164	6	0.016	0.016	NUM
cana-5211	164	7	to	to	ADP
cana-5211	164	8	0.008	0.008	NUM
cana-5211	164	9	,	,	PUNCT
cana-5211	164	10	indicating	indicate	VERB
cana-5211	164	11	better	well	ADJ
cana-5211	164	12	object	object	NOUN
cana-5211	164	13	detection	detection	NOUN
cana-5211	164	14	confidence	confidence	NOUN
cana-5211	164	15	.	.	PUNCT
cana-5211	165	1	precision	precision	NOUN
cana-5211	165	2	rises	rise	VERB
cana-5211	165	3	from	from	ADP
cana-5211	165	4	0.1	0.1	NUM
cana-5211	165	5	to	to	ADP
cana-5211	165	6	0.35	0.35	NUM
cana-5211	165	7	,	,	PUNCT
cana-5211	165	8	while	while	SCONJ
cana-5211	165	9	recall	recall	NOUN
cana-5211	165	10	improves	improve	VERB
cana-5211	165	11	from	from	ADP
cana-5211	165	12	0.1	0.1	NUM
cana-5211	165	13	to	to	ADP
cana-5211	165	14	0.4	0.4	NUM
cana-5211	165	15	,	,	PUNCT
cana-5211	165	16	highlighting	highlight	VERB
cana-5211	165	17	better	well	ADJ
cana-5211	165	18	detection	detection	NOUN
cana-5211	165	19	and	and	CCONJ
cana-5211	165	20	accuracy	accuracy	NOUN
cana-5211	165	21	.	.	PUNCT
cana-5211	166	1	the	the	DET
cana-5211	166	2	map@0.5	map@0.5	NOUN
cana-5211	166	3	increases	increase	VERB
cana-5211	166	4	from	from	ADP
cana-5211	166	5	0.05	0.05	NUM
cana-5211	166	6	to	to	ADP
cana-5211	166	7	0.15	0.15	NUM
cana-5211	166	8	,	,	PUNCT
cana-5211	166	9	and	and	CCONJ
cana-5211	166	10	map@0.5:0.95	map@0.5:0.95	NOUN
cana-5211	166	11	rises	rise	VERB
cana-5211	166	12	from	from	ADP
cana-5211	166	13	0.06	0.06	NUM
cana-5211	166	14	to	to	ADP
cana-5211	166	15	0.12	0.12	NUM
cana-5211	166	16	,	,	PUNCT
cana-5211	166	17	both	both	PRON
cana-5211	166	18	reflecting	reflect	VERB
cana-5211	166	19	enhanced	enhanced	ADJ
cana-5211	166	20	overall	overall	ADJ
cana-5211	166	21	model	model	NOUN
cana-5211	166	22	performance	performance	NOUN
cana-5211	166	23	.	.	PUNCT
cana-5211	167	1	the	the	DET
cana-5211	167	2	validation	validation	NOUN
cana-5211	167	3	metrics	metric	NOUN
cana-5211	167	4	show	show	VERB
cana-5211	167	5	similar	similar	ADJ
cana-5211	167	6	trends	trend	NOUN
cana-5211	167	7	,	,	PUNCT
cana-5211	167	8	confirming	confirm	VERB
cana-5211	167	9	the	the	DET
cana-5211	167	10	model	model	NOUN
cana-5211	167	11	’s	’s	PART
cana-5211	167	12	successful	successful	ADJ
cana-5211	167	13	training	training	NOUN
cana-5211	167	14	.	.	PUNCT
cana-5211	168	1	v	v	X
cana-5211	168	2	conclusion	conclusion	NOUN
cana-5211	168	3	this	this	DET
cana-5211	168	4	study	study	NOUN
cana-5211	168	5	shows	show	VERB
cana-5211	168	6	how	how	SCONJ
cana-5211	168	7	deep	deep	ADJ
cana-5211	168	8	learning	learning	NOUN
cana-5211	168	9	solutions	solution	NOUN
cana-5211	168	10	especially	especially	ADV
cana-5211	168	11	based	base	VERB
cana-5211	168	12	on	on	ADP
cana-5211	168	13	convolutional	convolutional	ADJ
cana-5211	168	14	neural	neural	ADJ
cana-5211	168	15	networks	network	NOUN
cana-5211	168	16	(	(	PUNCT
cana-5211	168	17	cnns	cnns	PROPN
cana-5211	168	18	)	)	PUNCT
cana-5211	168	19	identify	identify	VERB
cana-5211	168	20	dental	dental	ADJ
cana-5211	168	21	conditions	condition	NOUN
cana-5211	168	22	from	from	ADP
cana-5211	168	23	x	x	NOUN
cana-5211	168	24	-	-	NOUN
cana-5211	168	25	ray	ray	NOUN
cana-5211	168	26	images	image	NOUN
cana-5211	168	27	with	with	ADP
cana-5211	168	28	high	high	ADJ
cana-5211	168	29	accuracy	accuracy	NOUN
cana-5211	168	30	.	.	PUNCT
cana-5211	169	1	the	the	DET
cana-5211	169	2	evaluation	evaluation	NOUN
cana-5211	169	3	method	method	NOUN
cana-5211	169	4	delivers	deliver	VERB
cana-5211	169	5	excellent	excellent	ADJ
cana-5211	169	6	performance	performance	NOUN
cana-5211	169	7	in	in	ADP
cana-5211	169	8	diagnosing	diagnose	VERB
cana-5211	169	9	different	different	ADJ
cana-5211	169	10	dental	dental	ADJ
cana-5211	169	11	conditions	condition	NOUN
cana-5211	169	12	from	from	ADP
cana-5211	169	13	dental	dental	ADJ
cana-5211	169	14	x	x	NOUN
cana-5211	169	15	-	-	NOUN
cana-5211	169	16	rays	ray	NOUN
cana-5211	169	17	through	through	ADP
cana-5211	169	18	its	its	PRON
cana-5211	169	19	analysis	analysis	NOUN
cana-5211	169	20	and	and	CCONJ
cana-5211	169	21	processing	processing	NOUN
cana-5211	169	22	techniques	technique	NOUN
cana-5211	169	23	.	.	PUNCT
cana-5211	170	1	the	the	DET
cana-5211	170	2	cnn	cnn	PROPN
cana-5211	170	3	model	model	NOUN
cana-5211	170	4	demonstrates	demonstrate	VERB
cana-5211	170	5	good	good	ADJ
cana-5211	170	6	performance	performance	NOUN
cana-5211	170	7	on	on	ADP
cana-5211	170	8	new	new	ADJ
cana-5211	170	9	data	datum	NOUN
cana-5211	170	10	because	because	SCONJ
cana-5211	170	11	it	it	PRON
cana-5211	170	12	operates	operate	VERB
cana-5211	170	13	on	on	ADP
cana-5211	170	14	a	a	DET
cana-5211	170	15	preprocessed	preprocesse	VERB
cana-5211	170	16	image	image	NOUN
cana-5211	170	17	dataset	dataset	VERB
cana-5211	170	18	that	that	SCONJ
cana-5211	170	19	underwent	undergo	VERB
cana-5211	170	20	augmentation	augmentation	NOUN
cana-5211	170	21	processing	processing	NOUN
cana-5211	170	22	.	.	PUNCT
cana-5211	171	1	thus	thus	ADV
cana-5211	171	2	the	the	DET
cana-5211	171	3	model	model	NOUN
cana-5211	171	4	avoids	avoid	VERB
cana-5211	171	5	errors	error	NOUN
cana-5211	171	6	in	in	ADP
cana-5211	171	7	manual	manual	ADJ
cana-5211	171	8	patient	patient	ADJ
cana-5211	171	9	screening	screening	NOUN
cana-5211	171	10	.	.	PUNCT
cana-5211	172	1	testing	testing	NOUN
cana-5211	172	2	of	of	ADP
cana-5211	172	3	the	the	DET
cana-5211	172	4	model	model	NOUN
cana-5211	172	5	demonstrated	demonstrate	VERB
cana-5211	172	6	significant	significant	ADJ
cana-5211	172	7	performance	performance	NOUN
cana-5211	172	8	increases	increase	NOUN
cana-5211	172	9	in	in	ADP
cana-5211	172	10	comparison	comparison	NOUN
cana-5211	172	11	to	to	ADP
cana-5211	172	12	standard	standard	ADJ
cana-5211	172	13	diagnostic	diagnostic	ADJ
cana-5211	172	14	practices	practice	NOUN
cana-5211	172	15	through	through	ADP
cana-5211	172	16	measurement	measurement	NOUN
cana-5211	172	17	of	of	ADP
cana-5211	172	18	precision	precision	NOUN
cana-5211	172	19	plus	plus	CCONJ
cana-5211	172	20	recall	recall	NOUN
cana-5211	172	21	and	and	CCONJ
cana-5211	172	22	accuracy	accuracy	NOUN
cana-5211	172	23	parameters	parameter	NOUN
cana-5211	172	24	.	.	PUNCT
cana-5211	173	1	the	the	DET
cana-5211	173	2	proposed	propose	VERB
cana-5211	173	3	system	system	NOUN
cana-5211	173	4	shows	show	VERB
cana-5211	173	5	great	great	ADJ
cana-5211	173	6	potential	potential	NOUN
cana-5211	173	7	for	for	SCONJ
cana-5211	173	8	dental	dental	ADJ
cana-5211	173	9	practitioners	practitioner	NOUN
cana-5211	173	10	to	to	PART
cana-5211	173	11	deliver	deliver	VERB
cana-5211	173	12	both	both	CCONJ
cana-5211	173	13	rapid	rapid	ADJ
cana-5211	173	14	and	and	CCONJ
cana-5211	173	15	precise	precise	ADJ
cana-5211	173	16	diagnoses	diagnosis	NOUN
cana-5211	173	17	that	that	PRON
cana-5211	173	18	could	could	AUX
cana-5211	173	19	find	find	VERB
cana-5211	173	20	applications	application	NOUN
cana-5211	173	21	in	in	ADP
cana-5211	173	22	active	active	ADJ
cana-5211	173	23	clinical	clinical	ADJ
cana-5211	173	24	practice	practice	NOUN
cana-5211	173	25	.	.	PUNCT
cana-5211	174	1	the	the	DET
cana-5211	174	2	next	next	ADJ
cana-5211	174	3	steps	step	NOUN
cana-5211	174	4	should	should	AUX
cana-5211	174	5	include	include	VERB
cana-5211	174	6	growing	grow	VERB
cana-5211	174	7	the	the	DET
cana-5211	174	8	dataset	dataset	NOUN
cana-5211	174	9	while	while	SCONJ
cana-5211	174	10	optimizing	optimize	VERB
cana-5211	174	11	the	the	DET
cana-5211	174	12	model	model	NOUN
cana-5211	174	13	performance	performance	NOUN
cana-5211	174	14	and	and	CCONJ
cana-5211	174	15	adding	add	VERB
cana-5211	174	16	it	it	PRON
cana-5211	174	17	into	into	ADP
cana-5211	174	18	clinical	clinical	ADJ
cana-5211	174	19	workflow	workflow	NOUN
cana-5211	174	20	systems	system	NOUN
cana-5211	174	21	to	to	PART
cana-5211	174	22	generate	generate	VERB
cana-5211	174	23	better	well	ADJ
cana-5211	174	24	patient	patient	ADJ
cana-5211	174	25	results	result	NOUN
cana-5211	174	26	.	.	PUNCT
cana-5211	175	1	vi	vi	NOUN
cana-5211	175	2	references	reference	NOUN
cana-5211	175	3	[	[	X
cana-5211	175	4	1	1	NUM
cana-5211	175	5	]	]	PUNCT
cana-5211	175	6	n.	n.	PROPN
cana-5211	175	7	k.	k.	PROPN
cana-5211	175	8	singh	singh	PROPN
cana-5211	175	9	and	and	CCONJ
cana-5211	175	10	k.	k.	PROPN
cana-5211	175	11	raza	raza	PROPN
cana-5211	175	12	,	,	PUNCT
cana-5211	175	13	“	"	PUNCT
cana-5211	175	14	progress	progress	NOUN
cana-5211	175	15	in	in	ADP
cana-5211	175	16	deep	deep	ADJ
cana-5211	175	17	learning	learning	NOUN
cana-5211	175	18	-	-	PUNCT
cana-5211	175	19	based	base	VERB
cana-5211	175	20	dental	dental	ADJ
cana-5211	175	21	and	and	CCONJ
cana-5211	175	22	maxillofacial	maxillofacial	ADJ
cana-5211	175	23	image	image	NOUN
cana-5211	175	24	analysis	analysis	NOUN
cana-5211	175	25	:	:	PUNCT
cana-5211	175	26	a	a	DET
cana-5211	175	27	systematic	systematic	ADJ
cana-5211	175	28	review	review	NOUN
cana-5211	175	29	,	,	PUNCT
cana-5211	175	30	”	"	PUNCT
cana-5211	175	31	expert	expert	NOUN
cana-5211	175	32	systems	system	NOUN
cana-5211	175	33	with	with	ADP
cana-5211	175	34	applications	application	NOUN
cana-5211	175	35	,	,	PUNCT
cana-5211	175	36	vol	vol	NOUN
cana-5211	175	37	.	.	PROPN
cana-5211	175	38	199	199	NUM
cana-5211	175	39	,	,	PUNCT
cana-5211	175	40	p.	p.	NOUN
cana-5211	175	41	116968	116968	NUM
cana-5211	175	42	,	,	PUNCT
cana-5211	175	43	aug	aug	PROPN
cana-5211	175	44	.	.	PROPN
cana-5211	175	45	2022	2022	NUM
cana-5211	175	46	,	,	PUNCT
cana-5211	175	47	doi	doi	NOUN
cana-5211	175	48	:	:	PUNCT
cana-5211	175	49	10.1016	10.1016	NUM
cana-5211	175	50	/	/	SYM
cana-5211	175	51	j.eswa.2022.116968	j.eswa.2022.116968	ADV
cana-5211	175	52	.	.	PUNCT
cana-5211	176	1	[	[	X
cana-5211	176	2	2	2	NUM
cana-5211	176	3	]	]	PUNCT
cana-5211	176	4	i.	i.	PROPN
cana-5211	176	5	shafiet	shafiet	PROPN
cana-5211	176	6	al	al	PROPN
cana-5211	176	7	.	.	PROPN
cana-5211	176	8	,	,	PUNCT
cana-5211	176	9	“	"	PUNCT
cana-5211	176	10	a	a	DET
cana-5211	176	11	comprehensive	comprehensive	ADJ
cana-5211	176	12	review	review	NOUN
cana-5211	176	13	of	of	ADP
cana-5211	176	14	recent	recent	ADJ
cana-5211	176	15	advances	advance	NOUN
cana-5211	176	16	in	in	ADP
cana-5211	176	17	artificial	artificial	ADJ
cana-5211	176	18	intelligence	intelligence	NOUN
cana-5211	176	19	for	for	ADP
cana-5211	176	20	dentistry	dentistry	NOUN
cana-5211	176	21	e	e	NOUN
cana-5211	176	22	-	-	NOUN
cana-5211	176	23	health	health	ADJ
cana-5211	176	24	,	,	PUNCT
cana-5211	176	25	”	"	PUNCT
cana-5211	176	26	diagnostics	diagnostic	NOUN
cana-5211	176	27	,	,	PUNCT
cana-5211	176	28	vol	vol	NOUN
cana-5211	176	29	.	.	PROPN
cana-5211	176	30	13	13	NUM
cana-5211	176	31	,	,	PUNCT
cana-5211	176	32	no	no	INTJ
cana-5211	176	33	.	.	NOUN
cana-5211	176	34	13	13	NUM
cana-5211	176	35	,	,	PUNCT
cana-5211	176	36	p.	p.	NOUN
cana-5211	176	37	2196	2196	NUM
cana-5211	176	38	,	,	PUNCT
cana-5211	176	39	jun	jun	PROPN
cana-5211	176	40	.	.	PROPN
cana-5211	176	41	2023	2023	NUM
cana-5211	176	42	,	,	PUNCT
cana-5211	176	43	doi	doi	NOUN
cana-5211	176	44	:	:	PUNCT
cana-5211	176	45	10.3390	10.3390	NUM
cana-5211	176	46	/	/	SYM
cana-5211	176	47	diagnostics13132196	diagnostics13132196	PROPN
cana-5211	176	48	.	.	PUNCT
cana-5211	177	1	[	[	X
cana-5211	177	2	3	3	NUM
cana-5211	177	3	]	]	PUNCT
cana-5211	177	4	a.	a.	NOUN
cana-5211	177	5	fatima	fatima	PROPN
cana-5211	177	6	et	et	PROPN
cana-5211	177	7	al	al	PROPN
cana-5211	177	8	.	.	PROPN
cana-5211	177	9	,	,	PUNCT
cana-5211	177	10	“	"	PUNCT
cana-5211	177	11	advancements	advancement	NOUN
cana-5211	177	12	in	in	ADP
cana-5211	177	13	dentistry	dentistry	NOUN
cana-5211	177	14	with	with	ADP
cana-5211	177	15	artificial	artificial	ADJ
cana-5211	177	16	intelligence	intelligence	NOUN
cana-5211	177	17	:	:	PUNCT
cana-5211	177	18	current	current	ADJ
cana-5211	177	19	clinical	clinical	ADJ
cana-5211	177	20	applications	application	NOUN
cana-5211	177	21	and	and	CCONJ
cana-5211	177	22	future	future	ADJ
cana-5211	177	23	perspectives	perspective	NOUN
cana-5211	177	24	,	,	PUNCT
cana-5211	177	25	”	"	PUNCT
cana-5211	177	26	healthcare	healthcare	NOUN
cana-5211	177	27	,	,	PUNCT
cana-5211	177	28	vol	vol	NOUN
cana-5211	177	29	.	.	PROPN
cana-5211	177	30	10	10	NUM
cana-5211	177	31	,	,	PUNCT
cana-5211	177	32	no	no	INTJ
cana-5211	177	33	.	.	NOUN
cana-5211	177	34	11	11	NUM
cana-5211	177	35	,	,	PUNCT
cana-5211	177	36	p.	p.	NOUN
cana-5211	177	37	2188	2188	NUM
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cana-5211	178	42	,	,	PUNCT
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cana-5211	178	44	:	:	PUNCT
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cana-5211	178	46	/	/	SYM
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cana-5211	183	17	/	/	SYM
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cana-5211	187	58	,	,	PUNCT
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cana-5211	187	60	:	:	PUNCT
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cana-5211	188	22	,	,	PUNCT
cana-5211	188	23	“	"	PUNCT
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cana-5211	188	30	for	for	ADP
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cana-5211	188	51	:	:	PUNCT
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cana-5211	189	2	.	.	PUNCT
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cana-5211	209	23	detection	detection	NOUN
cana-5211	209	24	on	on	ADP
cana-5211	209	25	periapical	periapical	ADJ
cana-5211	209	26	radiographs	radiograph	NOUN
cana-5211	209	27	based	base	VERB
cana-5211	209	28	on	on	ADP
cana-5211	209	29	deep	deep	ADJ
cana-5211	209	30	convolutional	convolutional	ADJ
cana-5211	209	31	neural	neural	ADJ
cana-5211	209	32	networks	network	NOUN
cana-5211	209	33	,	,	PUNCT
cana-5211	209	34	”	"	PUNCT
cana-5211	209	35	int	int	NOUN
cana-5211	209	36	j	j	PROPN
cana-5211	209	37	cars	car	NOUN
cana-5211	209	38	,	,	PUNCT
cana-5211	209	39	vol	vol	NOUN
cana-5211	209	40	.	.	PROPN
cana-5211	209	41	16	16	NUM
cana-5211	209	42	,	,	PUNCT
cana-5211	209	43	no	no	INTJ
cana-5211	209	44	.	.	NOUN
cana-5211	209	45	4	4	NUM
cana-5211	209	46	,	,	PUNCT
cana-5211	209	47	pp	pp	ADJ
cana-5211	209	48	.	.	PUNCT
cana-5211	210	1	649–661	649–661	NUM
cana-5211	210	2	,	,	PUNCT
cana-5211	210	3	apr	apr	PROPN
cana-5211	210	4	.	.	PROPN
cana-5211	210	5	2021	2021	NUM
cana-5211	210	6	,	,	PUNCT
cana-5211	210	7	doi	doi	NOUN
cana-5211	210	8	:	:	PUNCT
cana-5211	210	9	10.1007	10.1007	NUM
cana-5211	210	10	/	/	SYM
cana-5211	210	11	s11548	s11548	NOUN
cana-5211	210	12	-	-	PUNCT
cana-5211	210	13	021	021	NUM
cana-5211	210	14	-	-	PUNCT
cana-5211	210	15	02319	02319	NUM
cana-5211	210	16	-	-	PUNCT
cana-5211	210	17	y.	y.	NOUN
cana-5211	211	1	[	[	X
cana-5211	211	2	19	19	NUM
cana-5211	211	3	]	]	PUNCT
cana-5211	211	4	r.	r.	PROPN
cana-5211	211	5	r.	r.	PROPN
cana-5211	211	6	krithiga	krithiga	PROPN
cana-5211	211	7	and	and	CCONJ
cana-5211	211	8	c.	c.	PROPN
cana-5211	211	9	lakshmi	lakshmi	PROPN
cana-5211	211	10	,	,	PUNCT
cana-5211	211	11	“	"	PUNCT
cana-5211	211	12	a	a	DET
cana-5211	211	13	survey	survey	NOUN
cana-5211	211	14	:	:	PUNCT
cana-5211	211	15	segmentation	segmentation	NOUN
cana-5211	211	16	in	in	ADP
cana-5211	211	17	dental	dental	ADJ
cana-5211	211	18	x	x	ADJ
cana-5211	211	19	-	-	NOUN
cana-5211	211	20	ray	ray	NOUN
cana-5211	211	21	images	image	NOUN
cana-5211	211	22	for	for	ADP
cana-5211	211	23	diagnosis	diagnosis	NOUN
cana-5211	211	24	of	of	ADP
cana-5211	211	25	dental	dental	ADJ
cana-5211	211	26	caries	carie	NOUN
cana-5211	211	27	,	,	PUNCT
cana-5211	211	28	”	"	PUNCT
cana-5211	211	29	2016	2016	NUM
cana-5211	211	30	.	.	PUNCT
cana-5211	212	1	[	[	X
cana-5211	212	2	20	20	NUM
cana-5211	212	3	]	]	PUNCT
cana-5211	212	4	f.	f.	PROPN
cana-5211	212	5	s.	s.	PROPN
cana-5211	212	6	hagi	hagi	PROPN
cana-5211	212	7	,	,	PUNCT
cana-5211	212	8	“	"	PUNCT
cana-5211	212	9	the	the	DET
cana-5211	212	10	history	history	NOUN
cana-5211	212	11	of	of	ADP
cana-5211	212	12	dental	dental	ADJ
cana-5211	212	13	radiology	radiology	NOUN
cana-5211	212	14	:	:	PUNCT
cana-5211	212	15	a	a	DET
cana-5211	212	16	review	review	NOUN
cana-5211	212	17	.	.	PUNCT
cana-5211	212	18	,	,	PUNCT
cana-5211	212	19	”	"	PUNCT
cana-5211	212	20	vol	vol	NOUN
cana-5211	212	21	.	.	PROPN
cana-5211	212	22	141	141	NUM
cana-5211	212	23	,	,	PUNCT
cana-5211	212	24	no	no	INTJ
cana-5211	212	25	.	.	NOUN
cana-5211	212	26	03	03	NUM
cana-5211	212	27	,	,	PUNCT
cana-5211	212	28	2023	2023	NUM
cana-5211	212	29	.	.	PUNCT
cana-5211	213	1	[	[	X
cana-5211	213	2	21	21	NUM
cana-5211	213	3	]	]	PUNCT
cana-5211	213	4	j.	j.	PROPN
cana-5211	213	5	nicholson	nicholson	PROPN
cana-5211	213	6	,	,	PUNCT
cana-5211	213	7	“	"	PUNCT
cana-5211	213	8	the	the	DET
cana-5211	213	9	advancements	advancement	NOUN
cana-5211	213	10	and	and	CCONJ
cana-5211	213	11	importance	importance	NOUN
cana-5211	213	12	of	of	ADP
cana-5211	213	13	dental	dental	ADJ
cana-5211	213	14	radiology	radiology	NOUN
cana-5211	213	15	in	in	ADP
cana-5211	213	16	modern	modern	ADJ
cana-5211	213	17	dentistry	dentistry	NOUN
cana-5211	213	18	,	,	PUNCT
cana-5211	213	19	”	"	PUNCT
cana-5211	213	20	2023	2023	NUM
cana-5211	213	21	.	.	PUNCT
cana-5211	214	1	[	[	X
cana-5211	214	2	22	22	NUM
cana-5211	214	3	]	]	PUNCT
cana-5211	214	4	s.	s.	PROPN
cana-5211	214	5	h.	h.	PROPN
cana-5211	214	6	abdulhaleem	abdulhaleem	PROPN
cana-5211	214	7	and	and	CCONJ
cana-5211	214	8	i.	i.	PROPN
cana-5211	214	9	a.	a.	PROPN
cana-5211	214	10	kumail	kumail	PROPN
cana-5211	214	11	,	,	PUNCT
cana-5211	214	12	“	"	PUNCT
cana-5211	214	13	the	the	DET
cana-5211	214	14	role	role	NOUN
cana-5211	214	15	of	of	ADP
cana-5211	214	16	x	x	NOUN
cana-5211	214	17	-	-	NOUN
cana-5211	214	18	ray	ray	NOUN
cana-5211	214	19	in	in	ADP
cana-5211	214	20	diagnoses	diagnosis	NOUN
cana-5211	214	21	of	of	ADP
cana-5211	214	22	probably	probably	ADV
cana-5211	214	23	risks	risk	NOUN
cana-5211	214	24	before	before	ADV
cana-5211	214	25	and	and	CCONJ
cana-5211	214	26	after	after	ADP
cana-5211	214	27	tooth	tooth	NOUN
cana-5211	214	28	removed	remove	VERB
cana-5211	214	29	,	,	PUNCT
cana-5211	214	30	”	"	PUNCT
cana-5211	214	31	seejph	seejph	NOUN
cana-5211	214	32	,	,	PUNCT
cana-5211	214	33	pp	pp	X
cana-5211	214	34	.	.	PUNCT
cana-5211	215	1	457–462	457–462	NUM
cana-5211	215	2	,	,	PUNCT
cana-5211	215	3	sep	sep	PROPN
cana-5211	215	4	.	.	PROPN
cana-5211	215	5	2024	2024	NUM
cana-5211	215	6	,	,	PUNCT
cana-5211	215	7	doi	doi	NOUN
cana-5211	215	8	:	:	PUNCT
cana-5211	215	9	10.70135	10.70135	NUM
cana-5211	215	10	/	/	SYM
cana-5211	215	11	seejph.vi.1086	seejph.vi.1086	NOUN
cana-5211	215	12	.	.	PUNCT
cana-5211	216	1	[	[	X
cana-5211	216	2	23	23	NUM
cana-5211	216	3	]	]	PUNCT
cana-5211	216	4	s.	s.	PROPN
cana-5211	216	5	a.	a.	PROPN
cana-5211	216	6	prajapati	prajapati	PROPN
cana-5211	216	7	,	,	PUNCT
cana-5211	216	8	r.	r.	PROPN
cana-5211	216	9	nagaraj	nagaraj	PROPN
cana-5211	216	10	,	,	PUNCT
cana-5211	216	11	and	and	CCONJ
cana-5211	216	12	s.	s.	PROPN
cana-5211	216	13	mitra	mitra	PROPN
cana-5211	216	14	,	,	PUNCT
cana-5211	216	15	“	"	PUNCT
cana-5211	216	16	classification	classification	NOUN
cana-5211	216	17	of	of	ADP
cana-5211	216	18	dental	dental	ADJ
cana-5211	216	19	diseases	disease	NOUN
cana-5211	216	20	using	use	VERB
cana-5211	216	21	cnn	cnn	PROPN
cana-5211	216	22	and	and	CCONJ
cana-5211	216	23	transfer	transfer	NOUN
cana-5211	216	24	learning	learning	NOUN
cana-5211	216	25	,	,	PUNCT
cana-5211	216	26	”	"	PUNCT
cana-5211	216	27	in	in	ADP
cana-5211	216	28	2017	2017	NUM
cana-5211	216	29	5th	5th	ADJ
cana-5211	216	30	international	international	ADJ
cana-5211	216	31	symposium	symposium	NOUN
cana-5211	216	32	on	on	ADP
cana-5211	216	33	computational	computational	ADJ
cana-5211	216	34	and	and	CCONJ
cana-5211	216	35	business	business	NOUN
cana-5211	216	36	intelligence	intelligence	NOUN
cana-5211	216	37	(	(	PUNCT
cana-5211	216	38	iscbi	iscbi	PROPN
cana-5211	216	39	)	)	PUNCT
cana-5211	216	40	,	,	PUNCT
cana-5211	216	41	dubai	dubai	PROPN
cana-5211	216	42	,	,	PUNCT
cana-5211	216	43	united	united	PROPN
cana-5211	216	44	arab	arab	PROPN
cana-5211	216	45	emirates	emirates	PROPN
cana-5211	216	46	:	:	PUNCT
cana-5211	216	47	ieee	ieee	NOUN
cana-5211	216	48	,	,	PUNCT
cana-5211	216	49	aug	aug	PROPN
cana-5211	216	50	.	.	PROPN
cana-5211	216	51	2017	2017	NUM
cana-5211	216	52	,	,	PUNCT
cana-5211	216	53	pp	pp	ADJ
cana-5211	216	54	.	.	PUNCT
cana-5211	217	1	70–74	70–74	X
cana-5211	217	2	.	.	PUNCT
cana-5211	218	1	doi	doi	NOUN
cana-5211	218	2	:	:	PUNCT
cana-5211	218	3	10.1109	10.1109	NUM
cana-5211	218	4	/	/	SYM
cana-5211	218	5	iscbi.2017.8053547	iscbi.2017.8053547	NOUN
cana-5211	218	6	.	.	PUNCT
cana-5211	219	1	communications	communication	NOUN
cana-5211	219	2	on	on	ADP
cana-5211	219	3	applied	apply	VERB
cana-5211	219	4	nonlinear	nonlinear	ADJ
cana-5211	219	5	analysis	analysis	NOUN
cana-5211	219	6	issn	issn	NOUN
cana-5211	219	7	:	:	PUNCT
cana-5211	219	8	1074	1074	NUM
cana-5211	219	9	-	-	PUNCT
cana-5211	219	10	133x	133x	NUM
cana-5211	219	11	vol	vol	NOUN
cana-5211	219	12	32	32	NUM
cana-5211	219	13	no	no	NOUN
cana-5211	219	14	.	.	PUNCT
cana-5211	220	1	9s	9s	NUM
cana-5211	220	2	(	(	PUNCT
cana-5211	220	3	2025	2025	NUM
cana-5211	220	4	)	)	PUNCT
cana-5211	220	5	3195	3195	NUM
cana-5211	220	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5211	221	1	[	[	X
cana-5211	221	2	24	24	NUM
cana-5211	221	3	]	]	X
cana-5211	221	4	f.	f.	PROPN
cana-5211	221	5	schwendicke	schwendicke	PROPN
cana-5211	221	6	,	,	PUNCT
cana-5211	221	7	t.	t.	PROPN
cana-5211	221	8	golla	golla	PROPN
cana-5211	221	9	,	,	PUNCT
cana-5211	221	10	m.	m.	NOUN
cana-5211	221	11	dreher	dreher	PROPN
cana-5211	221	12	,	,	PUNCT
cana-5211	221	13	and	and	CCONJ
cana-5211	221	14	j.	j.	PROPN
cana-5211	221	15	krois	krois	PROPN
cana-5211	221	16	,	,	PUNCT
cana-5211	221	17	“	"	PUNCT
cana-5211	221	18	convolutional	convolutional	ADJ
cana-5211	221	19	neural	neural	ADJ
cana-5211	221	20	networks	network	NOUN
cana-5211	221	21	for	for	ADP
cana-5211	221	22	dental	dental	ADJ
cana-5211	221	23	image	image	NOUN
cana-5211	221	24	diagnostics	diagnostic	NOUN
cana-5211	221	25	:	:	PUNCT
cana-5211	221	26	a	a	DET
cana-5211	221	27	scoping	scope	VERB
cana-5211	221	28	review	review	NOUN
cana-5211	221	29	,	,	PUNCT
cana-5211	221	30	”	"	PUNCT
cana-5211	221	31	journal	journal	NOUN
cana-5211	221	32	of	of	ADP
cana-5211	221	33	dentistry	dentistry	NOUN
cana-5211	221	34	,	,	PUNCT
cana-5211	221	35	vol	vol	NOUN
cana-5211	221	36	.	.	PROPN
cana-5211	221	37	91	91	NUM
cana-5211	221	38	,	,	PUNCT
cana-5211	221	39	p.	p.	NOUN
cana-5211	221	40	103226	103226	NUM
cana-5211	221	41	,	,	PUNCT
cana-5211	221	42	dec	dec	PROPN
cana-5211	221	43	.	.	PROPN
cana-5211	221	44	2019	2019	NUM
cana-5211	221	45	,	,	PUNCT
cana-5211	221	46	doi	doi	NOUN
cana-5211	221	47	:	:	PUNCT
cana-5211	221	48	10.1016	10.1016	NUM
cana-5211	221	49	/	/	SYM
cana-5211	221	50	j.jdent.2019.103226	j.jdent.2019.103226	NOUN
cana-5211	221	51	.	.	PUNCT
cana-5211	222	1	[	[	X
cana-5211	222	2	25	25	NUM
cana-5211	222	3	]	]	PUNCT
cana-5211	222	4	w.	w.	NOUN
cana-5211	222	5	brahmi	brahmi	PROPN
cana-5211	222	6	,	,	PUNCT
cana-5211	222	7	i.	i.	PROPN
cana-5211	222	8	jdey	jdey	PROPN
cana-5211	222	9	,	,	PUNCT
cana-5211	222	10	and	and	CCONJ
cana-5211	222	11	f.	f.	PROPN
cana-5211	222	12	drira	drira	PROPN
cana-5211	222	13	,	,	PUNCT
cana-5211	222	14	“	"	PUNCT
cana-5211	222	15	exploring	explore	VERB
cana-5211	222	16	the	the	DET
cana-5211	222	17	role	role	NOUN
cana-5211	222	18	of	of	ADP
cana-5211	222	19	convolutional	convolutional	ADJ
cana-5211	222	20	neural	neural	ADJ
cana-5211	222	21	networks	network	NOUN
cana-5211	222	22	(	(	PUNCT
cana-5211	222	23	cnn	cnn	PROPN
cana-5211	222	24	)	)	PUNCT
cana-5211	222	25	in	in	ADP
cana-5211	222	26	dental	dental	ADJ
cana-5211	222	27	radiography	radiography	NOUN
cana-5211	222	28	segmentation	segmentation	NOUN
cana-5211	222	29	:	:	PUNCT
cana-5211	222	30	a	a	DET
cana-5211	222	31	comprehensive	comprehensive	ADJ
cana-5211	222	32	systematic	systematic	ADJ
cana-5211	222	33	literature	literature	PROPN
cana-5211	222	34	review	review	NOUN
cana-5211	222	35	,	,	PUNCT
cana-5211	222	36	”	"	PUNCT
cana-5211	222	37	engineering	engineering	NOUN
cana-5211	222	38	applications	application	NOUN
cana-5211	222	39	of	of	ADP
cana-5211	222	40	artificial	artificial	ADJ
cana-5211	222	41	intelligence	intelligence	NOUN
cana-5211	222	42	,	,	PUNCT
cana-5211	222	43	vol	vol	NOUN
cana-5211	222	44	.	.	PROPN
cana-5211	222	45	133	133	NUM
cana-5211	222	46	,	,	PUNCT
cana-5211	222	47	p.	p.	NOUN
cana-5211	222	48	108510	108510	NUM
cana-5211	222	49	,	,	PUNCT
cana-5211	222	50	jul	jul	PROPN
cana-5211	222	51	.	.	PROPN
cana-5211	222	52	2024	2024	NUM
cana-5211	222	53	,	,	PUNCT
cana-5211	222	54	doi	doi	NOUN
cana-5211	222	55	:	:	PUNCT
cana-5211	222	56	10.1016	10.1016	NUM
cana-5211	222	57	/	/	SYM
cana-5211	222	58	j.engappai.2024.108510	j.engappai.2024.108510	PROPN
cana-5211	222	59	.	.	PUNCT