id	sid	tid	token	lemma	pos
fcis-30622	1	1	frontiers	frontier	NOUN
fcis-30622	1	2	in	in	ADP
fcis-30622	1	3	computing	computing	NOUN
fcis-30622	1	4	and	and	CCONJ
fcis-30622	1	5	intelligent	intelligent	ADJ
fcis-30622	1	6	systems	system	NOUN
fcis-30622	1	7	issn	issn	VERB
fcis-30622	1	8	:	:	PUNCT
fcis-30622	1	9	2832	2832	NUM
fcis-30622	1	10	-	-	SYM
fcis-30622	1	11	6024	6024	NUM
fcis-30622	1	12	|	|	NOUN
fcis-30622	1	13	vol	vol	NOUN
fcis-30622	1	14	.	.	PROPN
fcis-30622	2	1	12	12	NUM
fcis-30622	2	2	,	,	PUNCT
fcis-30622	2	3	no	no	INTJ
fcis-30622	2	4	.	.	NOUN
fcis-30622	2	5	1	1	NUM
fcis-30622	2	6	,	,	PUNCT
fcis-30622	2	7	2025	2025	NUM
fcis-30622	2	8	139	139	NUM
fcis-30622	2	9	deep	deep	ADJ
fcis-30622	2	10	learning	learning	NOUN
fcis-30622	2	11	in	in	ADP
fcis-30622	2	12	tongue	tongue	NOUN
fcis-30622	2	13	diagnosis	diagnosis	NOUN
fcis-30622	2	14	for	for	ADP
fcis-30622	2	15	traditional	traditional	ADJ
fcis-30622	2	16	chinese	chinese	ADJ
fcis-30622	2	17	medicine	medicine	NOUN
fcis-30622	2	18	:	:	PUNCT
fcis-30622	2	19	a	a	DET
fcis-30622	2	20	review	review	NOUN
fcis-30622	2	21	shasha	shasha	PROPN
fcis-30622	2	22	wang	wang	PROPN
fcis-30622	2	23	,	,	PUNCT
fcis-30622	2	24	xiaoyi	xiaoyi	PROPN
fcis-30622	2	25	zhao	zhao	PROPN
fcis-30622	2	26	sias	sias	PROPN
fcis-30622	2	27	university	university	PROPN
fcis-30622	2	28	,	,	PUNCT
fcis-30622	2	29	zhengzhou	zhengzhou	PROPN
fcis-30622	2	30	henan	henan	PROPN
fcis-30622	2	31	,	,	PUNCT
fcis-30622	2	32	451100	451100	NUM
fcis-30622	2	33	,	,	PUNCT
fcis-30622	2	34	china	china	PROPN
fcis-30622	2	35	abstract	abstract	PROPN
fcis-30622	2	36	:	:	PUNCT
fcis-30622	2	37	with	with	ADP
fcis-30622	2	38	the	the	DET
fcis-30622	2	39	rapid	rapid	ADJ
fcis-30622	2	40	development	development	NOUN
fcis-30622	2	41	of	of	ADP
fcis-30622	2	42	artificial	artificial	ADJ
fcis-30622	2	43	intelligence	intelligence	NOUN
fcis-30622	2	44	,	,	PUNCT
fcis-30622	2	45	deep	deep	ADJ
fcis-30622	2	46	learning	learning	NOUN
fcis-30622	2	47	has	have	AUX
fcis-30622	2	48	become	become	VERB
fcis-30622	2	49	an	an	DET
fcis-30622	2	50	important	important	ADJ
fcis-30622	2	51	tool	tool	NOUN
fcis-30622	2	52	in	in	ADP
fcis-30622	2	53	medical	medical	ADJ
fcis-30622	2	54	image	image	NOUN
fcis-30622	2	55	analysis	analysis	NOUN
fcis-30622	2	56	.	.	PUNCT
fcis-30622	3	1	tongue	tongue	NOUN
fcis-30622	3	2	image	image	NOUN
fcis-30622	3	3	analysis	analysis	NOUN
fcis-30622	3	4	is	be	AUX
fcis-30622	3	5	a	a	DET
fcis-30622	3	6	crucial	crucial	ADJ
fcis-30622	3	7	component	component	NOUN
fcis-30622	3	8	of	of	ADP
fcis-30622	3	9	the	the	DET
fcis-30622	3	10	objectification	objectification	NOUN
fcis-30622	3	11	of	of	ADP
fcis-30622	3	12	tongue	tongue	NOUN
fcis-30622	3	13	diagnosis	diagnosis	NOUN
fcis-30622	3	14	in	in	ADP
fcis-30622	3	15	traditional	traditional	ADJ
fcis-30622	3	16	chinese	chinese	ADJ
fcis-30622	3	17	medicine	medicine	NOUN
fcis-30622	3	18	(	(	PUNCT
fcis-30622	3	19	tcm	tcm	PROPN
fcis-30622	3	20	)	)	PUNCT
fcis-30622	3	21	.	.	PUNCT
fcis-30622	4	1	however	however	ADV
fcis-30622	4	2	,	,	PUNCT
fcis-30622	4	3	traditional	traditional	ADJ
fcis-30622	4	4	tongue	tongue	NOUN
fcis-30622	4	5	diagnosis	diagnosis	NOUN
fcis-30622	4	6	methods	method	NOUN
fcis-30622	4	7	primarily	primarily	ADV
fcis-30622	4	8	rely	rely	VERB
fcis-30622	4	9	on	on	ADP
fcis-30622	4	10	the	the	DET
fcis-30622	4	11	experience	experience	NOUN
fcis-30622	4	12	and	and	CCONJ
fcis-30622	4	13	judgment	judgment	NOUN
fcis-30622	4	14	of	of	ADP
fcis-30622	4	15	practitioners	practitioner	NOUN
fcis-30622	4	16	and	and	CCONJ
fcis-30622	4	17	can	can	AUX
fcis-30622	4	18	be	be	AUX
fcis-30622	4	19	easily	easily	ADV
fcis-30622	4	20	influenced	influence	VERB
fcis-30622	4	21	by	by	ADP
fcis-30622	4	22	external	external	ADJ
fcis-30622	4	23	environmental	environmental	ADJ
fcis-30622	4	24	factors	factor	NOUN
fcis-30622	4	25	.	.	PUNCT
fcis-30622	5	1	therefore	therefore	ADV
fcis-30622	5	2	,	,	PUNCT
fcis-30622	5	3	the	the	DET
fcis-30622	5	4	objectification	objectification	NOUN
fcis-30622	5	5	and	and	CCONJ
fcis-30622	5	6	standardization	standardization	NOUN
fcis-30622	5	7	of	of	ADP
fcis-30622	5	8	tcm	tcm	PROPN
fcis-30622	5	9	tongue	tongue	NOUN
fcis-30622	5	10	diagnosis	diagnosis	NOUN
fcis-30622	5	11	has	have	AUX
fcis-30622	5	12	become	become	VERB
fcis-30622	5	13	an	an	DET
fcis-30622	5	14	inevitable	inevitable	ADJ
fcis-30622	5	15	trend	trend	NOUN
fcis-30622	5	16	in	in	ADP
fcis-30622	5	17	its	its	PRON
fcis-30622	5	18	development	development	NOUN
fcis-30622	5	19	.	.	PUNCT
fcis-30622	6	1	this	this	DET
fcis-30622	6	2	paper	paper	NOUN
fcis-30622	6	3	systematically	systematically	ADV
fcis-30622	6	4	reviews	review	VERB
fcis-30622	6	5	recent	recent	ADJ
fcis-30622	6	6	research	research	NOUN
fcis-30622	6	7	on	on	ADP
fcis-30622	6	8	tongue	tongue	NOUN
fcis-30622	6	9	image	image	NOUN
fcis-30622	6	10	analysis	analysis	NOUN
fcis-30622	6	11	based	base	VERB
fcis-30622	6	12	on	on	ADP
fcis-30622	6	13	deep	deep	ADJ
fcis-30622	6	14	learning	learning	NOUN
fcis-30622	6	15	,	,	PUNCT
fcis-30622	6	16	discussing	discuss	VERB
fcis-30622	6	17	its	its	PRON
fcis-30622	6	18	achievements	achievement	NOUN
fcis-30622	6	19	in	in	ADP
fcis-30622	6	20	tongue	tongue	NOUN
fcis-30622	6	21	image	image	NOUN
fcis-30622	6	22	processing	processing	NOUN
fcis-30622	6	23	and	and	CCONJ
fcis-30622	6	24	classification	classification	NOUN
fcis-30622	6	25	,	,	PUNCT
fcis-30622	6	26	as	as	ADV
fcis-30622	6	27	well	well	ADV
fcis-30622	6	28	as	as	ADP
fcis-30622	6	29	disease	disease	NOUN
fcis-30622	6	30	diagnosis	diagnosis	NOUN
fcis-30622	6	31	.	.	PUNCT
fcis-30622	7	1	it	it	PRON
fcis-30622	7	2	also	also	ADV
fcis-30622	7	3	explores	explore	VERB
fcis-30622	7	4	existing	exist	VERB
fcis-30622	7	5	issues	issue	NOUN
fcis-30622	7	6	and	and	CCONJ
fcis-30622	7	7	future	future	ADJ
fcis-30622	7	8	development	development	NOUN
fcis-30622	7	9	directions	direction	NOUN
fcis-30622	7	10	,	,	PUNCT
fcis-30622	7	11	aiming	aim	VERB
fcis-30622	7	12	to	to	PART
fcis-30622	7	13	provide	provide	VERB
fcis-30622	7	14	theoretical	theoretical	ADJ
fcis-30622	7	15	references	reference	NOUN
fcis-30622	7	16	to	to	PART
fcis-30622	7	17	promote	promote	VERB
fcis-30622	7	18	the	the	DET
fcis-30622	7	19	intelligent	intelligent	ADJ
fcis-30622	7	20	advancement	advancement	NOUN
fcis-30622	7	21	of	of	ADP
fcis-30622	7	22	tcm	tcm	PROPN
fcis-30622	7	23	tongue	tongue	NOUN
fcis-30622	7	24	diagnosis	diagnosis	NOUN
fcis-30622	7	25	.	.	PUNCT
fcis-30622	8	1	keywords	keyword	NOUN
fcis-30622	8	2	:	:	PUNCT
fcis-30622	8	3	deep	deep	ADJ
fcis-30622	8	4	learning	learning	NOUN
fcis-30622	8	5	;	;	PUNCT
fcis-30622	8	6	tongue	tongue	NOUN
fcis-30622	8	7	diagnosis	diagnosis	NOUN
fcis-30622	8	8	;	;	PUNCT
fcis-30622	8	9	intelligent	intelligent	ADJ
fcis-30622	8	10	diagnosis	diagnosis	NOUN
fcis-30622	8	11	.	.	PUNCT
fcis-30622	9	1	1	1	X
fcis-30622	9	2	.	.	X
fcis-30622	9	3	introduction	introduction	NOUN
fcis-30622	9	4	tongue	tongue	NOUN
fcis-30622	9	5	diagnosis	diagnosis	NOUN
fcis-30622	9	6	in	in	ADP
fcis-30622	9	7	traditional	traditional	ADJ
fcis-30622	9	8	chinese	chinese	ADJ
fcis-30622	9	9	medicine	medicine	NOUN
fcis-30622	9	10	(	(	PUNCT
fcis-30622	9	11	tcm	tcm	PROPN
fcis-30622	9	12	)	)	PUNCT
fcis-30622	9	13	is	be	AUX
fcis-30622	9	14	a	a	DET
fcis-30622	9	15	time	time	NOUN
fcis-30622	9	16	-	-	PUNCT
fcis-30622	9	17	honored	honor	VERB
fcis-30622	9	18	diagnostic	diagnostic	ADJ
fcis-30622	9	19	method	method	NOUN
fcis-30622	9	20	.	.	PUNCT
fcis-30622	10	1	by	by	ADP
fcis-30622	10	2	observing	observe	VERB
fcis-30622	10	3	characteristics	characteristic	NOUN
fcis-30622	10	4	such	such	ADJ
fcis-30622	10	5	as	as	ADP
fcis-30622	10	6	tongue	tongue	NOUN
fcis-30622	10	7	color	color	NOUN
fcis-30622	10	8	,	,	PUNCT
fcis-30622	10	9	shape	shape	NOUN
fcis-30622	10	10	,	,	PUNCT
fcis-30622	10	11	and	and	CCONJ
fcis-30622	10	12	coating	coat	VERB
fcis-30622	10	13	texture	texture	NOUN
fcis-30622	10	14	,	,	PUNCT
fcis-30622	10	15	it	it	PRON
fcis-30622	10	16	assists	assist	VERB
fcis-30622	10	17	doctors	doctor	NOUN
fcis-30622	10	18	in	in	ADP
fcis-30622	10	19	analyzing	analyze	VERB
fcis-30622	10	20	and	and	CCONJ
fcis-30622	10	21	assessing	assess	VERB
fcis-30622	10	22	a	a	DET
fcis-30622	10	23	patient	patient	NOUN
fcis-30622	10	24	's	's	PART
fcis-30622	10	25	health	health	NOUN
fcis-30622	10	26	status	status	NOUN
fcis-30622	10	27	,	,	PUNCT
fcis-30622	10	28	making	make	VERB
fcis-30622	10	29	it	it	PRON
fcis-30622	10	30	one	one	NUM
fcis-30622	10	31	of	of	ADP
fcis-30622	10	32	the	the	DET
fcis-30622	10	33	distinctive	distinctive	ADJ
fcis-30622	10	34	diagnostic	diagnostic	ADJ
fcis-30622	10	35	techniques	technique	NOUN
fcis-30622	10	36	in	in	ADP
fcis-30622	10	37	tcm	tcm	PROPN
fcis-30622	11	1	[	[	X
fcis-30622	11	2	1	1	NUM
fcis-30622	11	3	]	]	PUNCT
fcis-30622	11	4	.	.	PUNCT
fcis-30622	12	1	the	the	DET
fcis-30622	12	2	tongue	tongue	NOUN
fcis-30622	12	3	manifestations	manifestation	NOUN
fcis-30622	12	4	not	not	PART
fcis-30622	12	5	only	only	ADV
fcis-30622	12	6	reflect	reflect	VERB
fcis-30622	12	7	the	the	DET
fcis-30622	12	8	patient	patient	NOUN
fcis-30622	12	9	's	's	PART
fcis-30622	12	10	internal	internal	ADJ
fcis-30622	12	11	health	health	NOUN
fcis-30622	12	12	condition	condition	NOUN
fcis-30622	12	13	but	but	CCONJ
fcis-30622	12	14	also	also	ADV
fcis-30622	12	15	provide	provide	VERB
fcis-30622	12	16	information	information	NOUN
fcis-30622	12	17	related	relate	VERB
fcis-30622	12	18	to	to	ADP
fcis-30622	12	19	various	various	ADJ
fcis-30622	12	20	diseases	disease	NOUN
fcis-30622	12	21	.	.	PUNCT
fcis-30622	13	1	tcm	tcm	PROPN
fcis-30622	13	2	practitioners	practitioner	NOUN
fcis-30622	13	3	evaluate	evaluate	VERB
fcis-30622	13	4	a	a	DET
fcis-30622	13	5	patient	patient	NOUN
fcis-30622	13	6	's	's	PART
fcis-30622	13	7	health	health	NOUN
fcis-30622	13	8	by	by	ADP
fcis-30622	13	9	examining	examine	VERB
fcis-30622	13	10	the	the	DET
fcis-30622	13	11	tongue	tongue	NOUN
fcis-30622	13	12	body	body	NOUN
fcis-30622	13	13	,	,	PUNCT
fcis-30622	13	14	including	include	VERB
fcis-30622	13	15	surface	surface	NOUN
fcis-30622	13	16	patterns	pattern	NOUN
fcis-30622	13	17	and	and	CCONJ
fcis-30622	13	18	sublingual	sublingual	ADJ
fcis-30622	13	19	veins	vein	NOUN
fcis-30622	13	20	[	[	X
fcis-30622	13	21	2	2	NUM
fcis-30622	13	22	]	]	PUNCT
fcis-30622	13	23	.	.	PUNCT
fcis-30622	14	1	however	however	ADV
fcis-30622	14	2	,	,	PUNCT
fcis-30622	14	3	traditional	traditional	ADJ
fcis-30622	14	4	tongue	tongue	NOUN
fcis-30622	14	5	diagnosis	diagnosis	NOUN
fcis-30622	14	6	heavily	heavily	ADV
fcis-30622	14	7	relies	rely	VERB
fcis-30622	14	8	on	on	ADP
fcis-30622	14	9	the	the	DET
fcis-30622	14	10	subjective	subjective	ADJ
fcis-30622	14	11	experience	experience	NOUN
fcis-30622	14	12	of	of	ADP
fcis-30622	14	13	doctors	doctor	NOUN
fcis-30622	14	14	,	,	PUNCT
fcis-30622	14	15	making	make	VERB
fcis-30622	14	16	the	the	DET
fcis-30622	14	17	diagnostic	diagnostic	ADJ
fcis-30622	14	18	results	result	NOUN
fcis-30622	14	19	susceptible	susceptible	ADJ
fcis-30622	14	20	to	to	ADP
fcis-30622	14	21	individual	individual	ADJ
fcis-30622	14	22	variations	variation	NOUN
fcis-30622	14	23	among	among	ADP
fcis-30622	14	24	practitioners	practitioner	NOUN
fcis-30622	14	25	.	.	PUNCT
fcis-30622	15	1	the	the	DET
fcis-30622	15	2	lack	lack	NOUN
fcis-30622	15	3	of	of	ADP
fcis-30622	15	4	standardized	standardized	ADJ
fcis-30622	15	5	and	and	CCONJ
fcis-30622	15	6	objective	objective	ADJ
fcis-30622	15	7	criteria	criterion	NOUN
fcis-30622	15	8	has	have	AUX
fcis-30622	15	9	limited	limit	VERB
fcis-30622	15	10	its	its	PRON
fcis-30622	15	11	widespread	widespread	ADJ
fcis-30622	15	12	application	application	NOUN
fcis-30622	15	13	and	and	CCONJ
fcis-30622	15	14	promotion	promotion	NOUN
fcis-30622	15	15	in	in	ADP
fcis-30622	15	16	modern	modern	ADJ
fcis-30622	15	17	medicine	medicine	NOUN
fcis-30622	15	18	.	.	PUNCT
fcis-30622	16	1	consequently	consequently	ADV
fcis-30622	16	2	,	,	PUNCT
fcis-30622	16	3	research	research	NOUN
fcis-30622	16	4	on	on	ADP
fcis-30622	16	5	the	the	DET
fcis-30622	16	6	standardization	standardization	NOUN
fcis-30622	16	7	of	of	ADP
fcis-30622	16	8	tongue	tongue	NOUN
fcis-30622	16	9	diagnosis	diagnosis	NOUN
fcis-30622	16	10	has	have	AUX
fcis-30622	16	11	gained	gain	VERB
fcis-30622	16	12	increasing	increase	VERB
fcis-30622	16	13	attention	attention	NOUN
fcis-30622	16	14	in	in	ADP
fcis-30622	16	15	recent	recent	ADJ
fcis-30622	16	16	years	year	NOUN
fcis-30622	17	1	[	[	X
fcis-30622	17	2	3	3	NUM
fcis-30622	17	3	]	]	PUNCT
fcis-30622	17	4	.	.	PUNCT
fcis-30622	18	1	by	by	ADP
fcis-30622	18	2	incorporating	incorporate	VERB
fcis-30622	18	3	artificial	artificial	ADJ
fcis-30622	18	4	intelligence	intelligence	NOUN
fcis-30622	18	5	algorithms	algorithm	NOUN
fcis-30622	18	6	,	,	PUNCT
fcis-30622	18	7	traditional	traditional	ADJ
fcis-30622	18	8	tcm	tcm	PROPN
fcis-30622	18	9	tongue	tongue	NOUN
fcis-30622	18	10	diagnosis	diagnosis	NOUN
fcis-30622	18	11	has	have	AUX
fcis-30622	18	12	been	be	AUX
fcis-30622	18	13	combined	combine	VERB
fcis-30622	18	14	with	with	ADP
fcis-30622	18	15	computer	computer	NOUN
fcis-30622	18	16	image	image	NOUN
fcis-30622	18	17	processing	processing	NOUN
fcis-30622	18	18	techniques	technique	NOUN
fcis-30622	18	19	to	to	PART
fcis-30622	18	20	achieve	achieve	VERB
fcis-30622	18	21	qualitative	qualitative	ADJ
fcis-30622	18	22	and	and	CCONJ
fcis-30622	18	23	quantitative	quantitative	ADJ
fcis-30622	18	24	analysis	analysis	NOUN
fcis-30622	18	25	of	of	ADP
fcis-30622	18	26	tongue	tongue	NOUN
fcis-30622	18	27	images	image	NOUN
fcis-30622	18	28	[	[	X
fcis-30622	18	29	4	4	NUM
fcis-30622	18	30	]	]	PUNCT
fcis-30622	18	31	.	.	PUNCT
fcis-30622	19	1	nowadays	nowadays	ADV
fcis-30622	19	2	,	,	PUNCT
fcis-30622	19	3	the	the	DET
fcis-30622	19	4	advancement	advancement	NOUN
fcis-30622	19	5	of	of	ADP
fcis-30622	19	6	computer	computer	NOUN
fcis-30622	19	7	science	science	NOUN
fcis-30622	19	8	and	and	CCONJ
fcis-30622	19	9	technology	technology	NOUN
fcis-30622	19	10	has	have	AUX
fcis-30622	19	11	made	make	VERB
fcis-30622	19	12	it	it	PRON
fcis-30622	19	13	possible	possible	ADJ
fcis-30622	19	14	to	to	PART
fcis-30622	19	15	design	design	VERB
fcis-30622	19	16	automated	automate	VERB
fcis-30622	19	17	tongue	tongue	NOUN
fcis-30622	19	18	diagnosis	diagnosis	NOUN
fcis-30622	19	19	systems	system	NOUN
fcis-30622	19	20	based	base	VERB
fcis-30622	19	21	on	on	ADP
fcis-30622	19	22	image	image	NOUN
fcis-30622	19	23	processing	processing	NOUN
fcis-30622	19	24	and	and	CCONJ
fcis-30622	19	25	pattern	pattern	NOUN
fcis-30622	19	26	recognition	recognition	NOUN
fcis-30622	20	1	[	[	X
fcis-30622	20	2	5	5	NUM
fcis-30622	20	3	]	]	PUNCT
fcis-30622	20	4	.	.	PUNCT
fcis-30622	21	1	machine	machine	NOUN
fcis-30622	21	2	learning	learn	VERB
fcis-30622	21	3	algorithms	algorithm	NOUN
fcis-30622	21	4	,	,	PUNCT
fcis-30622	21	5	including	include	VERB
fcis-30622	21	6	support	support	NOUN
fcis-30622	21	7	vector	vector	NOUN
fcis-30622	21	8	machines	machine	NOUN
fcis-30622	21	9	(	(	PUNCT
fcis-30622	21	10	svm	svm	PROPN
fcis-30622	21	11	)	)	PUNCT
fcis-30622	21	12	,	,	PUNCT
fcis-30622	21	13	random	random	ADJ
fcis-30622	21	14	forest	forest	NOUN
fcis-30622	21	15	(	(	PUNCT
fcis-30622	21	16	rf	rf	NOUN
fcis-30622	21	17	)	)	PUNCT
fcis-30622	21	18	,	,	PUNCT
fcis-30622	21	19	and	and	CCONJ
fcis-30622	21	20	principal	principal	ADJ
fcis-30622	21	21	component	component	NOUN
fcis-30622	21	22	analysis	analysis	NOUN
fcis-30622	21	23	(	(	PUNCT
fcis-30622	21	24	pca	pca	NOUN
fcis-30622	21	25	)	)	PUNCT
fcis-30622	21	26	,	,	PUNCT
fcis-30622	21	27	have	have	AUX
fcis-30622	21	28	been	be	AUX
fcis-30622	21	29	applied	apply	VERB
fcis-30622	21	30	to	to	PART
fcis-30622	21	31	study	study	VERB
fcis-30622	21	32	tongue	tongue	NOUN
fcis-30622	21	33	image	image	NOUN
fcis-30622	21	34	characteristics	characteristic	NOUN
fcis-30622	21	35	such	such	ADJ
fcis-30622	21	36	as	as	ADP
fcis-30622	21	37	color	color	NOUN
fcis-30622	21	38	,	,	PUNCT
fcis-30622	21	39	texture	texture	NOUN
fcis-30622	21	40	,	,	PUNCT
fcis-30622	21	41	and	and	CCONJ
fcis-30622	21	42	shape	shape	VERB
fcis-30622	21	43	[	[	X
fcis-30622	21	44	6	6	NUM
fcis-30622	21	45	]	]	PUNCT
fcis-30622	21	46	.	.	PUNCT
fcis-30622	22	1	traditional	traditional	ADJ
fcis-30622	22	2	image	image	NOUN
fcis-30622	22	3	classification	classification	NOUN
fcis-30622	22	4	algorithms	algorithm	NOUN
fcis-30622	22	5	generally	generally	ADV
fcis-30622	22	6	perform	perform	VERB
fcis-30622	22	7	well	well	ADV
fcis-30622	22	8	on	on	ADP
fcis-30622	22	9	simple	simple	ADJ
fcis-30622	22	10	tasks	task	NOUN
fcis-30622	22	11	but	but	CCONJ
fcis-30622	22	12	often	often	ADV
fcis-30622	22	13	yield	yield	VERB
fcis-30622	22	14	unsatisfactory	unsatisfactory	ADJ
fcis-30622	22	15	results	result	NOUN
fcis-30622	22	16	in	in	ADP
fcis-30622	22	17	more	more	ADJ
fcis-30622	22	18	complex	complex	ADJ
fcis-30622	22	19	scenarios	scenario	NOUN
fcis-30622	22	20	[	[	X
fcis-30622	22	21	7	7	NUM
fcis-30622	22	22	-	-	SYM
fcis-30622	22	23	8].with	8].with	NUM
fcis-30622	22	24	the	the	DET
fcis-30622	22	25	rapid	rapid	ADJ
fcis-30622	22	26	progress	progress	NOUN
fcis-30622	22	27	of	of	ADP
fcis-30622	22	28	artificial	artificial	ADJ
fcis-30622	22	29	intelligence	intelligence	NOUN
fcis-30622	22	30	,	,	PUNCT
fcis-30622	22	31	deep	deep	ADJ
fcis-30622	22	32	learning	learning	NOUN
fcis-30622	22	33	techniques	technique	NOUN
fcis-30622	22	34	have	have	AUX
fcis-30622	22	35	become	become	VERB
fcis-30622	22	36	increasingly	increasingly	ADV
fcis-30622	22	37	sophisticated	sophisticated	ADJ
fcis-30622	22	38	,	,	PUNCT
fcis-30622	22	39	driving	drive	VERB
fcis-30622	22	40	fundamental	fundamental	ADJ
fcis-30622	22	41	transformations	transformation	NOUN
fcis-30622	22	42	in	in	ADP
fcis-30622	22	43	the	the	DET
fcis-30622	22	44	field	field	NOUN
fcis-30622	22	45	of	of	ADP
fcis-30622	22	46	tcm	tcm	PROPN
fcis-30622	22	47	research	research	NOUN
fcis-30622	22	48	.	.	PUNCT
fcis-30622	23	1	liu	liu	PROPN
fcis-30622	23	2	et	et	PROPN
fcis-30622	23	3	al	al	PROPN
fcis-30622	23	4	.	.	PUNCT
fcis-30622	24	1	[	[	X
fcis-30622	24	2	9	9	NUM
fcis-30622	24	3	]	]	PUNCT
fcis-30622	24	4	employed	employ	VERB
fcis-30622	24	5	a	a	DET
fcis-30622	24	6	deep	deep	ADJ
fcis-30622	24	7	learning	learning	NOUN
fcis-30622	24	8	-	-	PUNCT
fcis-30622	24	9	based	base	VERB
fcis-30622	24	10	approach	approach	NOUN
fcis-30622	24	11	,	,	PUNCT
fcis-30622	24	12	using	use	VERB
fcis-30622	24	13	preprocessed	preprocesse	VERB
fcis-30622	24	14	image	image	NOUN
fcis-30622	24	15	feature	feature	NOUN
fcis-30622	24	16	maps	map	NOUN
fcis-30622	24	17	as	as	ADP
fcis-30622	24	18	network	network	NOUN
fcis-30622	24	19	inputs	input	NOUN
fcis-30622	24	20	,	,	PUNCT
fcis-30622	24	21	to	to	PART
fcis-30622	24	22	successfully	successfully	ADV
fcis-30622	24	23	classify	classify	VERB
fcis-30622	24	24	diabetic	diabetic	ADJ
fcis-30622	24	25	patients	patient	NOUN
fcis-30622	24	26	and	and	CCONJ
fcis-30622	24	27	healthy	healthy	ADJ
fcis-30622	24	28	control	control	NOUN
fcis-30622	24	29	groups	group	NOUN
fcis-30622	24	30	.	.	PUNCT
fcis-30622	25	1	in	in	ADP
fcis-30622	25	2	clinical	clinical	ADJ
fcis-30622	25	3	applications	application	NOUN
fcis-30622	25	4	,	,	PUNCT
fcis-30622	25	5	many	many	ADJ
fcis-30622	25	6	researchers	researcher	NOUN
fcis-30622	25	7	have	have	AUX
fcis-30622	25	8	explored	explore	VERB
fcis-30622	25	9	the	the	DET
fcis-30622	25	10	standardization	standardization	NOUN
fcis-30622	25	11	and	and	CCONJ
fcis-30622	25	12	quantification	quantification	NOUN
fcis-30622	25	13	of	of	ADP
fcis-30622	25	14	tongue	tongue	NOUN
fcis-30622	25	15	diagnosis	diagnosis	NOUN
fcis-30622	25	16	and	and	CCONJ
fcis-30622	25	17	related	related	ADJ
fcis-30622	25	18	fields	field	NOUN
fcis-30622	25	19	.	.	PUNCT
fcis-30622	26	1	for	for	ADP
fcis-30622	26	2	instance	instance	NOUN
fcis-30622	26	3	,	,	PUNCT
fcis-30622	26	4	sun	sun	PROPN
fcis-30622	26	5	[	[	X
fcis-30622	26	6	10	10	NUM
fcis-30622	26	7	]	]	PUNCT
fcis-30622	26	8	proposed	propose	VERB
fcis-30622	26	9	a	a	DET
fcis-30622	26	10	convolutional	convolutional	ADJ
fcis-30622	26	11	neural	neural	ADJ
fcis-30622	26	12	network	network	NOUN
fcis-30622	26	13	-	-	PUNCT
fcis-30622	26	14	based	base	VERB
fcis-30622	26	15	method	method	NOUN
fcis-30622	26	16	that	that	PRON
fcis-30622	26	17	extracts	extract	VERB
fcis-30622	26	18	features	feature	NOUN
fcis-30622	26	19	by	by	ADP
fcis-30622	26	20	analyzing	analyze	VERB
fcis-30622	26	21	the	the	DET
fcis-30622	26	22	entire	entire	ADJ
fcis-30622	26	23	tongue	tongue	NOUN
fcis-30622	26	24	image	image	NOUN
fcis-30622	26	25	,	,	PUNCT
fcis-30622	26	26	eliminating	eliminate	VERB
fcis-30622	26	27	the	the	DET
fcis-30622	26	28	constraints	constraint	NOUN
fcis-30622	26	29	of	of	ADP
fcis-30622	26	30	fixed	fix	VERB
fcis-30622	26	31	thresholds	threshold	NOUN
fcis-30622	26	32	.	.	PUNCT
fcis-30622	27	1	this	this	DET
fcis-30622	27	2	approach	approach	NOUN
fcis-30622	27	3	utilizes	utilize	VERB
fcis-30622	27	4	gradient	gradient	NOUN
fcis-30622	27	5	-	-	PUNCT
fcis-30622	27	6	weighted	weight	VERB
fcis-30622	27	7	class	class	NOUN
fcis-30622	27	8	activation	activation	NOUN
fcis-30622	27	9	mapping	mapping	NOUN
fcis-30622	27	10	for	for	ADP
fcis-30622	27	11	classification	classification	NOUN
fcis-30622	27	12	and	and	CCONJ
fcis-30622	27	13	generates	generate	VERB
fcis-30622	27	14	localization	localization	NOUN
fcis-30622	27	15	maps	map	NOUN
fcis-30622	27	16	highlighting	highlight	VERB
fcis-30622	27	17	tooth	tooth	NOUN
fcis-30622	27	18	-	-	PUNCT
fcis-30622	27	19	marked	mark	VERB
fcis-30622	27	20	regions	region	NOUN
fcis-30622	27	21	.	.	PUNCT
fcis-30622	28	1	experimental	experimental	ADJ
fcis-30622	28	2	results	result	NOUN
fcis-30622	28	3	demonstrate	demonstrate	VERB
fcis-30622	28	4	the	the	DET
fcis-30622	28	5	effectiveness	effectiveness	NOUN
fcis-30622	28	6	of	of	ADP
fcis-30622	28	7	this	this	DET
fcis-30622	28	8	method	method	NOUN
fcis-30622	28	9	.	.	PUNCT
fcis-30622	29	1	deep	deep	ADJ
fcis-30622	29	2	learning	learning	NOUN
fcis-30622	29	3	,	,	PUNCT
fcis-30622	29	4	as	as	ADP
fcis-30622	29	5	a	a	DET
fcis-30622	29	6	crucial	crucial	ADJ
fcis-30622	29	7	branch	branch	NOUN
fcis-30622	29	8	of	of	ADP
fcis-30622	29	9	machine	machine	NOUN
fcis-30622	29	10	learning	learning	NOUN
fcis-30622	29	11	,	,	PUNCT
fcis-30622	29	12	is	be	AUX
fcis-30622	29	13	based	base	VERB
fcis-30622	29	14	on	on	ADP
fcis-30622	29	15	deep	deep	ADJ
fcis-30622	29	16	neural	neural	ADJ
fcis-30622	29	17	networks	network	NOUN
fcis-30622	29	18	and	and	CCONJ
fcis-30622	29	19	possesses	possess	VERB
fcis-30622	29	20	powerful	powerful	ADJ
fcis-30622	29	21	capabilities	capability	NOUN
fcis-30622	29	22	for	for	ADP
fcis-30622	29	23	automatic	automatic	ADJ
fcis-30622	29	24	feature	feature	NOUN
fcis-30622	29	25	extraction	extraction	NOUN
fcis-30622	29	26	and	and	CCONJ
fcis-30622	29	27	pattern	pattern	NOUN
fcis-30622	29	28	recognition	recognition	NOUN
fcis-30622	29	29	.	.	PUNCT
fcis-30622	30	1	in	in	ADP
fcis-30622	30	2	recent	recent	ADJ
fcis-30622	30	3	years	year	NOUN
fcis-30622	30	4	,	,	PUNCT
fcis-30622	30	5	deep	deep	ADJ
fcis-30622	30	6	learning	learning	NOUN
fcis-30622	30	7	has	have	AUX
fcis-30622	30	8	achieved	achieve	VERB
fcis-30622	30	9	breakthrough	breakthrough	ADJ
fcis-30622	30	10	progress	progress	NOUN
fcis-30622	30	11	in	in	ADP
fcis-30622	30	12	fields	field	NOUN
fcis-30622	30	13	such	such	ADJ
fcis-30622	30	14	as	as	ADP
fcis-30622	30	15	image	image	NOUN
fcis-30622	30	16	recognition	recognition	NOUN
fcis-30622	30	17	,	,	PUNCT
fcis-30622	30	18	speech	speech	NOUN
fcis-30622	30	19	processing	processing	NOUN
fcis-30622	30	20	,	,	PUNCT
fcis-30622	30	21	and	and	CCONJ
fcis-30622	30	22	natural	natural	ADJ
fcis-30622	30	23	language	language	NOUN
fcis-30622	30	24	processing	processing	NOUN
fcis-30622	30	25	,	,	PUNCT
fcis-30622	30	26	demonstrating	demonstrate	VERB
fcis-30622	30	27	exceptional	exceptional	ADJ
fcis-30622	30	28	capabilities	capability	NOUN
fcis-30622	30	29	in	in	ADP
fcis-30622	30	30	handling	handle	VERB
fcis-30622	30	31	complex	complex	ADJ
fcis-30622	30	32	data	datum	NOUN
fcis-30622	30	33	.	.	PUNCT
fcis-30622	31	1	tongue	tongue	NOUN
fcis-30622	31	2	manifestations	manifestation	NOUN
fcis-30622	31	3	in	in	ADP
fcis-30622	31	4	traditional	traditional	ADJ
fcis-30622	31	5	chinese	chinese	ADJ
fcis-30622	31	6	medicine	medicine	NOUN
fcis-30622	31	7	(	(	PUNCT
fcis-30622	31	8	tcm	tcm	PROPN
fcis-30622	31	9	)	)	PUNCT
fcis-30622	31	10	are	be	AUX
fcis-30622	31	11	essentially	essentially	ADV
fcis-30622	31	12	image	image	NOUN
fcis-30622	31	13	-	-	PUNCT
fcis-30622	31	14	based	base	VERB
fcis-30622	31	15	information	information	NOUN
fcis-30622	31	16	,	,	PUNCT
fcis-30622	31	17	providing	provide	VERB
fcis-30622	31	18	an	an	DET
fcis-30622	31	19	ideal	ideal	ADJ
fcis-30622	31	20	application	application	NOUN
fcis-30622	31	21	scenario	scenario	NOUN
fcis-30622	31	22	for	for	ADP
fcis-30622	31	23	deep	deep	ADJ
fcis-30622	31	24	learning	learning	NOUN
fcis-30622	31	25	technology	technology	NOUN
fcis-30622	31	26	.	.	PUNCT
fcis-30622	32	1	introducing	introduce	VERB
fcis-30622	32	2	deep	deep	ADJ
fcis-30622	32	3	learning	learning	NOUN
fcis-30622	32	4	into	into	ADP
fcis-30622	32	5	tcm	tcm	PROPN
fcis-30622	32	6	tongue	tongue	NOUN
fcis-30622	32	7	diagnosis	diagnosis	NOUN
fcis-30622	32	8	is	be	AUX
fcis-30622	32	9	expected	expect	VERB
fcis-30622	32	10	to	to	PART
fcis-30622	32	11	overcome	overcome	VERB
fcis-30622	32	12	the	the	DET
fcis-30622	32	13	limitations	limitation	NOUN
fcis-30622	32	14	of	of	ADP
fcis-30622	32	15	traditional	traditional	ADJ
fcis-30622	32	16	diagnostic	diagnostic	ADJ
fcis-30622	32	17	methods	method	NOUN
fcis-30622	32	18	,	,	PUNCT
fcis-30622	32	19	enabling	enable	VERB
fcis-30622	32	20	precise	precise	ADJ
fcis-30622	32	21	extraction	extraction	NOUN
fcis-30622	32	22	and	and	CCONJ
fcis-30622	32	23	analysis	analysis	NOUN
fcis-30622	32	24	of	of	ADP
fcis-30622	32	25	tongue	tongue	NOUN
fcis-30622	32	26	features	feature	NOUN
fcis-30622	32	27	.	.	PUNCT
fcis-30622	33	1	this	this	DET
fcis-30622	33	2	advancement	advancement	NOUN
fcis-30622	33	3	will	will	AUX
fcis-30622	33	4	promote	promote	VERB
fcis-30622	33	5	the	the	DET
fcis-30622	33	6	modernization	modernization	NOUN
fcis-30622	33	7	and	and	CCONJ
fcis-30622	33	8	intelligent	intelligent	ADJ
fcis-30622	33	9	development	development	NOUN
fcis-30622	33	10	of	of	ADP
fcis-30622	33	11	tcm	tcm	PROPN
fcis-30622	33	12	tongue	tongue	NOUN
fcis-30622	33	13	diagnosis	diagnosis	NOUN
fcis-30622	33	14	.	.	PUNCT
fcis-30622	34	1	2	2	X
fcis-30622	34	2	.	.	X
fcis-30622	34	3	application	application	NOUN
fcis-30622	34	4	of	of	ADP
fcis-30622	34	5	deep	deep	ADJ
fcis-30622	34	6	learning	learning	NOUN
fcis-30622	34	7	in	in	ADP
fcis-30622	34	8	tcm	tcm	PROPN
fcis-30622	34	9	tongue	tongue	NOUN
fcis-30622	34	10	diagnosis	diagnosis	NOUN
fcis-30622	34	11	currently	currently	ADV
fcis-30622	34	12	,	,	PUNCT
fcis-30622	34	13	in	in	ADP
fcis-30622	34	14	the	the	DET
fcis-30622	34	15	research	research	NOUN
fcis-30622	34	16	on	on	ADP
fcis-30622	34	17	the	the	DET
fcis-30622	34	18	automation	automation	NOUN
fcis-30622	34	19	of	of	ADP
fcis-30622	34	20	tcm	tcm	PROPN
fcis-30622	34	21	tongue	tongue	NOUN
fcis-30622	34	22	diagnosis	diagnosis	NOUN
fcis-30622	34	23	,	,	PUNCT
fcis-30622	34	24	many	many	ADJ
fcis-30622	34	25	scholars	scholar	NOUN
fcis-30622	34	26	have	have	AUX
fcis-30622	34	27	conducted	conduct	VERB
fcis-30622	34	28	relatively	relatively	ADV
fcis-30622	34	29	mature	mature	ADJ
fcis-30622	34	30	work	work	NOUN
fcis-30622	34	31	in	in	ADP
fcis-30622	34	32	various	various	ADJ
fcis-30622	34	33	aspects	aspect	NOUN
fcis-30622	34	34	such	such	ADJ
fcis-30622	34	35	as	as	ADP
fcis-30622	34	36	tongue	tongue	NOUN
fcis-30622	34	37	image	image	NOUN
fcis-30622	34	38	acquisition	acquisition	NOUN
fcis-30622	34	39	,	,	PUNCT
fcis-30622	34	40	tongue	tongue	NOUN
fcis-30622	34	41	image	image	NOUN
fcis-30622	34	42	preprocessing	preprocessing	NOUN
fcis-30622	34	43	,	,	PUNCT
fcis-30622	34	44	tongue	tongue	NOUN
fcis-30622	34	45	segmentation	segmentation	NOUN
fcis-30622	34	46	,	,	PUNCT
fcis-30622	34	47	and	and	CCONJ
fcis-30622	34	48	quantification	quantification	NOUN
fcis-30622	34	49	of	of	ADP
fcis-30622	34	50	tongue	tongue	NOUN
fcis-30622	34	51	features	feature	NOUN
fcis-30622	34	52	.	.	PUNCT
fcis-30622	35	1	the	the	DET
fcis-30622	35	2	main	main	ADJ
fcis-30622	35	3	processing	processing	NOUN
fcis-30622	35	4	flow	flow	NOUN
fcis-30622	35	5	of	of	ADP
fcis-30622	35	6	tongue	tongue	NOUN
fcis-30622	35	7	diagnosis	diagnosis	NOUN
fcis-30622	35	8	automation	automation	NOUN
fcis-30622	35	9	can	can	AUX
fcis-30622	35	10	be	be	AUX
fcis-30622	35	11	summarized	summarize	VERB
fcis-30622	35	12	into	into	ADP
fcis-30622	35	13	the	the	DET
fcis-30622	35	14	following	follow	VERB
fcis-30622	35	15	steps	step	NOUN
fcis-30622	35	16	[	[	X
fcis-30622	35	17	11	11	NUM
fcis-30622	35	18	]	]	PUNCT
fcis-30622	35	19	:	:	PUNCT
fcis-30622	35	20	first	first	ADV
fcis-30622	35	21	,	,	PUNCT
fcis-30622	35	22	collect	collect	VERB
fcis-30622	35	23	tongue	tongue	NOUN
fcis-30622	35	24	diagnosis	diagnosis	NOUN
fcis-30622	35	25	images	image	NOUN
fcis-30622	35	26	and	and	CCONJ
fcis-30622	35	27	perform	perform	VERB
fcis-30622	35	28	preprocessing	preprocessing	NOUN
fcis-30622	35	29	,	,	PUNCT
fcis-30622	35	30	including	include	VERB
fcis-30622	35	31	color	color	NOUN
fcis-30622	35	32	correction	correction	NOUN
fcis-30622	35	33	and	and	CCONJ
fcis-30622	35	34	data	datum	NOUN
fcis-30622	35	35	augmentation	augmentation	NOUN
fcis-30622	35	36	.	.	PUNCT
fcis-30622	36	1	next	next	ADV
fcis-30622	36	2	,	,	PUNCT
fcis-30622	36	3	apply	apply	VERB
fcis-30622	36	4	deep	deep	ADJ
fcis-30622	36	5	learning	learning	NOUN
fcis-30622	36	6	techniques	technique	NOUN
fcis-30622	36	7	for	for	ADP
fcis-30622	36	8	tongue	tongue	NOUN
fcis-30622	36	9	segmentation	segmentation	NOUN
fcis-30622	36	10	and	and	CCONJ
fcis-30622	36	11	tongue	tongue	NOUN
fcis-30622	36	12	feature	feature	NOUN
fcis-30622	36	13	classification	classification	NOUN
fcis-30622	36	14	.	.	PUNCT
fcis-30622	37	1	then	then	ADV
fcis-30622	37	2	,	,	PUNCT
fcis-30622	37	3	infer	infer	VERB
fcis-30622	37	4	tcm	tcm	PROPN
fcis-30622	37	5	syndromes	syndrome	NOUN
fcis-30622	37	6	based	base	VERB
fcis-30622	37	7	on	on	ADP
fcis-30622	37	8	the	the	DET
fcis-30622	37	9	tcm	tcm	PROPN
fcis-30622	37	10	tongue	tongue	PROPN
fcis-30622	37	11	diagnosis	diagnosis	NOUN
fcis-30622	37	12	knowledge	knowledge	NOUN
fcis-30622	37	13	base	base	NOUN
fcis-30622	37	14	.	.	PUNCT
fcis-30622	38	1	finally	finally	ADV
fcis-30622	38	2	,	,	PUNCT
fcis-30622	38	3	the	the	DET
fcis-30622	38	4	system	system	NOUN
fcis-30622	38	5	provides	provide	VERB
fcis-30622	38	6	corresponding	correspond	VERB
fcis-30622	38	7	140	140	NUM
fcis-30622	38	8	tcm	tcm	PROPN
fcis-30622	38	9	diagnostic	diagnostic	ADJ
fcis-30622	38	10	recommendations	recommendation	NOUN
fcis-30622	38	11	.	.	PUNCT
fcis-30622	39	1	this	this	DET
fcis-30622	39	2	workflow	workflow	NOUN
fcis-30622	39	3	combines	combine	VERB
fcis-30622	39	4	image	image	NOUN
fcis-30622	39	5	processing	processing	NOUN
fcis-30622	39	6	and	and	CCONJ
fcis-30622	39	7	deep	deep	ADJ
fcis-30622	39	8	learning	learning	NOUN
fcis-30622	39	9	methods	method	NOUN
fcis-30622	39	10	,	,	PUNCT
fcis-30622	39	11	aiming	aim	VERB
fcis-30622	39	12	to	to	PART
fcis-30622	39	13	improve	improve	VERB
fcis-30622	39	14	the	the	DET
fcis-30622	39	15	automation	automation	NOUN
fcis-30622	39	16	level	level	NOUN
fcis-30622	39	17	and	and	CCONJ
fcis-30622	39	18	accuracy	accuracy	NOUN
fcis-30622	39	19	of	of	ADP
fcis-30622	39	20	tongue	tongue	NOUN
fcis-30622	39	21	diagnosis	diagnosis	NOUN
fcis-30622	39	22	.	.	PUNCT
fcis-30622	40	1	2.1	2.1	NUM
fcis-30622	40	2	.	.	PUNCT
fcis-30622	40	3	application	application	NOUN
fcis-30622	40	4	of	of	ADP
fcis-30622	40	5	deep	deep	ADJ
fcis-30622	40	6	learning	learning	NOUN
fcis-30622	40	7	in	in	ADP
fcis-30622	40	8	tongue	tongue	NOUN
fcis-30622	40	9	image	image	NOUN
fcis-30622	40	10	segmentation	segmentation	NOUN
fcis-30622	40	11	tongue	tongue	NOUN
fcis-30622	40	12	image	image	NOUN
fcis-30622	40	13	segmentation	segmentation	NOUN
fcis-30622	40	14	and	and	CCONJ
fcis-30622	40	15	classification	classification	NOUN
fcis-30622	40	16	are	be	AUX
fcis-30622	40	17	critical	critical	ADJ
fcis-30622	40	18	tasks	task	NOUN
fcis-30622	40	19	in	in	ADP
fcis-30622	40	20	medical	medical	ADJ
fcis-30622	40	21	image	image	NOUN
fcis-30622	40	22	processing	processing	NOUN
fcis-30622	40	23	,	,	PUNCT
fcis-30622	40	24	holding	hold	VERB
fcis-30622	40	25	significant	significant	ADJ
fcis-30622	40	26	potential	potential	NOUN
fcis-30622	40	27	for	for	ADP
fcis-30622	40	28	application	application	NOUN
fcis-30622	40	29	in	in	ADP
fcis-30622	40	30	traditional	traditional	ADJ
fcis-30622	40	31	chinese	chinese	ADJ
fcis-30622	40	32	medicine	medicine	NOUN
fcis-30622	40	33	(	(	PUNCT
fcis-30622	40	34	tcm	tcm	PROPN
fcis-30622	40	35	)	)	PUNCT
fcis-30622	40	36	tongue	tongue	NOUN
fcis-30622	40	37	diagnosis	diagnosis	NOUN
fcis-30622	40	38	.	.	PUNCT
fcis-30622	41	1	tongue	tongue	NOUN
fcis-30622	41	2	segmentation	segmentation	NOUN
fcis-30622	41	3	is	be	AUX
fcis-30622	41	4	one	one	NUM
fcis-30622	41	5	of	of	ADP
fcis-30622	41	6	the	the	DET
fcis-30622	41	7	most	most	ADV
fcis-30622	41	8	crucial	crucial	ADJ
fcis-30622	41	9	steps	step	NOUN
fcis-30622	41	10	in	in	ADP
fcis-30622	41	11	automated	automate	VERB
fcis-30622	41	12	tongue	tongue	NOUN
fcis-30622	41	13	diagnosis	diagnosis	NOUN
fcis-30622	41	14	,	,	PUNCT
fcis-30622	41	15	as	as	SCONJ
fcis-30622	41	16	it	it	PRON
fcis-30622	41	17	isolates	isolate	VERB
fcis-30622	41	18	the	the	DET
fcis-30622	41	19	tongue	tongue	NOUN
fcis-30622	41	20	from	from	ADP
fcis-30622	41	21	the	the	DET
fcis-30622	41	22	background	background	NOUN
fcis-30622	41	23	,	,	PUNCT
fcis-30622	41	24	reducing	reduce	VERB
fcis-30622	41	25	interference	interference	NOUN
fcis-30622	41	26	from	from	ADP
fcis-30622	41	27	lips	lip	NOUN
fcis-30622	41	28	,	,	PUNCT
fcis-30622	41	29	teeth	tooth	NOUN
fcis-30622	41	30	,	,	PUNCT
fcis-30622	41	31	and	and	CCONJ
fcis-30622	41	32	other	other	ADJ
fcis-30622	41	33	factors	factor	NOUN
fcis-30622	41	34	,	,	PUNCT
fcis-30622	41	35	thereby	thereby	ADV
fcis-30622	41	36	improving	improve	VERB
fcis-30622	41	37	the	the	DET
fcis-30622	41	38	accuracy	accuracy	NOUN
fcis-30622	41	39	of	of	ADP
fcis-30622	41	40	tongue	tongue	NOUN
fcis-30622	41	41	image	image	NOUN
fcis-30622	41	42	classification	classification	NOUN
fcis-30622	41	43	.	.	PUNCT
fcis-30622	42	1	early	early	ADJ
fcis-30622	42	2	tongue	tongue	NOUN
fcis-30622	42	3	segmentation	segmentation	NOUN
fcis-30622	42	4	methods	method	NOUN
fcis-30622	42	5	primarily	primarily	ADV
fcis-30622	42	6	relied	rely	VERB
fcis-30622	42	7	on	on	ADP
fcis-30622	42	8	image	image	NOUN
fcis-30622	42	9	processing	processing	NOUN
fcis-30622	42	10	techniques	technique	NOUN
fcis-30622	42	11	such	such	ADJ
fcis-30622	42	12	as	as	ADP
fcis-30622	42	13	edge	edge	NOUN
fcis-30622	42	14	detection	detection	NOUN
fcis-30622	42	15	and	and	CCONJ
fcis-30622	42	16	threshold	threshold	NOUN
fcis-30622	42	17	segmentation	segmentation	NOUN
fcis-30622	42	18	.	.	PUNCT
fcis-30622	43	1	however	however	ADV
fcis-30622	43	2	,	,	PUNCT
fcis-30622	43	3	these	these	DET
fcis-30622	43	4	approaches	approach	NOUN
fcis-30622	43	5	often	often	ADV
fcis-30622	43	6	performed	perform	VERB
fcis-30622	43	7	poorly	poorly	ADV
fcis-30622	43	8	in	in	ADP
fcis-30622	43	9	complex	complex	ADJ
fcis-30622	43	10	environments	environment	NOUN
fcis-30622	43	11	.	.	PUNCT
fcis-30622	44	1	in	in	ADP
fcis-30622	44	2	recent	recent	ADJ
fcis-30622	44	3	years	year	NOUN
fcis-30622	44	4	,	,	PUNCT
fcis-30622	44	5	deep	deep	ADJ
fcis-30622	44	6	learning	learning	NOUN
fcis-30622	44	7	methods	method	NOUN
fcis-30622	44	8	have	have	AUX
fcis-30622	44	9	demonstrated	demonstrate	VERB
fcis-30622	44	10	superior	superior	ADJ
fcis-30622	44	11	performance	performance	NOUN
fcis-30622	44	12	in	in	ADP
fcis-30622	44	13	tongue	tongue	NOUN
fcis-30622	44	14	image	image	NOUN
fcis-30622	44	15	segmentation	segmentation	NOUN
fcis-30622	44	16	.	.	PUNCT
fcis-30622	45	1	li	li	PROPN
fcis-30622	45	2	et	et	PROPN
fcis-30622	45	3	al	al	PROPN
fcis-30622	45	4	.	.	PUNCT
fcis-30622	46	1	[	[	X
fcis-30622	46	2	12	12	NUM
fcis-30622	46	3	]	]	PUNCT
fcis-30622	46	4	proposed	propose	VERB
fcis-30622	46	5	a	a	DET
fcis-30622	46	6	cnn	cnn	PROPN
fcis-30622	46	7	-	-	PUNCT
fcis-30622	46	8	based	base	VERB
fcis-30622	46	9	framework	framework	NOUN
fcis-30622	46	10	for	for	ADP
fcis-30622	46	11	tongue	tongue	NOUN
fcis-30622	46	12	feature	feature	NOUN
fcis-30622	46	13	classification	classification	NOUN
fcis-30622	46	14	,	,	PUNCT
fcis-30622	46	15	employing	employ	VERB
fcis-30622	46	16	an	an	DET
fcis-30622	46	17	improved	improve	VERB
fcis-30622	46	18	facial	facial	ADJ
fcis-30622	46	19	landmark	landmark	NOUN
fcis-30622	46	20	detection	detection	NOUN
fcis-30622	46	21	method	method	NOUN
fcis-30622	46	22	and	and	CCONJ
fcis-30622	46	23	u	u	NOUN
fcis-30622	46	24	-	-	NOUN
fcis-30622	46	25	net	net	ADJ
fcis-30622	46	26	[	[	X
fcis-30622	46	27	13	13	NUM
fcis-30622	46	28	]	]	PUNCT
fcis-30622	46	29	to	to	PART
fcis-30622	46	30	accomplish	accomplish	VERB
fcis-30622	46	31	tongue	tongue	NOUN
fcis-30622	46	32	segmentation	segmentation	NOUN
fcis-30622	46	33	.	.	PUNCT
fcis-30622	47	1	finally	finally	ADV
fcis-30622	47	2	,	,	PUNCT
fcis-30622	47	3	resnet-34	resnet-34	PROPN
fcis-30622	47	4	was	be	AUX
fcis-30622	47	5	used	use	VERB
fcis-30622	47	6	as	as	SCONJ
fcis-30622	47	7	the	the	DET
fcis-30622	47	8	backbone	backbone	NOUN
fcis-30622	47	9	network	network	NOUN
fcis-30622	47	10	to	to	PART
fcis-30622	47	11	extract	extract	VERB
fcis-30622	47	12	and	and	CCONJ
fcis-30622	47	13	classify	classify	VERB
fcis-30622	47	14	features	feature	NOUN
fcis-30622	47	15	from	from	ADP
fcis-30622	47	16	tongue	tongue	NOUN
fcis-30622	47	17	images	image	NOUN
fcis-30622	47	18	,	,	PUNCT
fcis-30622	47	19	enhancing	enhance	VERB
fcis-30622	47	20	segmentation	segmentation	NOUN
fcis-30622	47	21	accuracy	accuracy	NOUN
fcis-30622	47	22	and	and	CCONJ
fcis-30622	47	23	robustness	robustness	NOUN
fcis-30622	47	24	.	.	PUNCT
fcis-30622	48	1	huang	huang	PROPN
fcis-30622	48	2	et	et	PROPN
fcis-30622	48	3	al	al	PROPN
fcis-30622	48	4	.	.	PUNCT
fcis-30622	49	1	[	[	X
fcis-30622	49	2	14	14	NUM
fcis-30622	49	3	]	]	PUNCT
fcis-30622	49	4	introduced	introduce	VERB
fcis-30622	49	5	an	an	DET
fcis-30622	49	6	improved	improved	ADJ
fcis-30622	49	7	u	u	NOUN
fcis-30622	49	8	-	-	ADJ
fcis-30622	49	9	net	net	ADJ
fcis-30622	49	10	-	-	PUNCT
fcis-30622	49	11	based	base	VERB
fcis-30622	49	12	tongue	tongue	NOUN
fcis-30622	49	13	segmentation	segmentation	NOUN
fcis-30622	49	14	method	method	NOUN
fcis-30622	49	15	to	to	PART
fcis-30622	49	16	address	address	VERB
fcis-30622	49	17	the	the	DET
fcis-30622	49	18	limitations	limitation	NOUN
fcis-30622	49	19	of	of	ADP
fcis-30622	49	20	traditional	traditional	ADJ
fcis-30622	49	21	techniques	technique	NOUN
fcis-30622	49	22	in	in	ADP
fcis-30622	49	23	accuracy	accuracy	NOUN
fcis-30622	49	24	and	and	CCONJ
fcis-30622	49	25	efficiency	efficiency	NOUN
fcis-30622	49	26	.	.	PUNCT
fcis-30622	50	1	by	by	ADP
fcis-30622	50	2	optimizing	optimize	VERB
fcis-30622	50	3	the	the	DET
fcis-30622	50	4	network	network	NOUN
fcis-30622	50	5	architecture	architecture	NOUN
fcis-30622	50	6	and	and	CCONJ
fcis-30622	50	7	introducing	introduce	VERB
fcis-30622	50	8	a	a	DET
fcis-30622	50	9	novel	novel	ADJ
fcis-30622	50	10	loss	loss	NOUN
fcis-30622	50	11	function	function	NOUN
fcis-30622	50	12	,	,	PUNCT
fcis-30622	50	13	their	their	PRON
fcis-30622	50	14	study	study	NOUN
fcis-30622	50	15	demonstrated	demonstrate	VERB
fcis-30622	50	16	the	the	DET
fcis-30622	50	17	superiority	superiority	NOUN
fcis-30622	50	18	of	of	ADP
fcis-30622	50	19	this	this	DET
fcis-30622	50	20	approach	approach	NOUN
fcis-30622	50	21	in	in	ADP
fcis-30622	50	22	tongue	tongue	NOUN
fcis-30622	50	23	image	image	NOUN
fcis-30622	50	24	segmentation	segmentation	NOUN
fcis-30622	50	25	through	through	ADP
fcis-30622	50	26	comparative	comparative	ADJ
fcis-30622	50	27	experiments	experiment	NOUN
fcis-30622	50	28	and	and	CCONJ
fcis-30622	50	29	quantitative	quantitative	ADJ
fcis-30622	50	30	analysis	analysis	NOUN
fcis-30622	50	31	,	,	PUNCT
fcis-30622	50	32	showing	show	VERB
fcis-30622	50	33	significant	significant	ADJ
fcis-30622	50	34	improvements	improvement	NOUN
fcis-30622	50	35	in	in	ADP
fcis-30622	50	36	segmentation	segmentation	NOUN
fcis-30622	50	37	precision	precision	NOUN
fcis-30622	50	38	and	and	CCONJ
fcis-30622	50	39	robustness	robustness	NOUN
fcis-30622	50	40	.	.	PUNCT
fcis-30622	51	1	yan	yan	PROPN
fcis-30622	51	2	et	et	PROPN
fcis-30622	51	3	al	al	PROPN
fcis-30622	51	4	.	.	PUNCT
fcis-30622	52	1	[	[	X
fcis-30622	52	2	15	15	NUM
fcis-30622	52	3	]	]	X
fcis-30622	52	4	utilized	utilize	VERB
fcis-30622	52	5	deep	deep	ADJ
fcis-30622	52	6	learning	learning	NOUN
fcis-30622	52	7	-	-	PUNCT
fcis-30622	52	8	based	base	VERB
fcis-30622	52	9	segmentation	segmentation	NOUN
fcis-30622	52	10	techniques	technique	NOUN
fcis-30622	52	11	to	to	PART
fcis-30622	52	12	identify	identify	VERB
fcis-30622	52	13	tongue	tongue	NOUN
fcis-30622	52	14	cracks	crack	NOUN
fcis-30622	52	15	.	.	PUNCT
fcis-30622	53	1	first	first	ADV
fcis-30622	53	2	,	,	PUNCT
fcis-30622	53	3	tongue	tongue	NOUN
fcis-30622	53	4	images	image	NOUN
fcis-30622	53	5	were	be	AUX
fcis-30622	53	6	preprocessed	preprocesse	VERB
fcis-30622	53	7	and	and	CCONJ
fcis-30622	53	8	enhanced	enhance	VERB
fcis-30622	53	9	to	to	PART
fcis-30622	53	10	improve	improve	VERB
fcis-30622	53	11	quality	quality	NOUN
fcis-30622	53	12	.	.	PUNCT
fcis-30622	54	1	then	then	ADV
fcis-30622	54	2	,	,	PUNCT
fcis-30622	54	3	a	a	DET
fcis-30622	54	4	deep	deep	ADJ
fcis-30622	54	5	convolutional	convolutional	ADJ
fcis-30622	54	6	neural	neural	ADJ
fcis-30622	54	7	network	network	NOUN
fcis-30622	54	8	(	(	PUNCT
fcis-30622	54	9	cnn	cnn	PROPN
fcis-30622	54	10	)	)	PUNCT
fcis-30622	54	11	was	be	AUX
fcis-30622	54	12	designed	design	VERB
fcis-30622	54	13	to	to	PART
fcis-30622	54	14	automatically	automatically	ADV
fcis-30622	54	15	segment	segment	VERB
fcis-30622	54	16	crack	crack	VERB
fcis-30622	54	17	regions	region	NOUN
fcis-30622	54	18	in	in	ADP
fcis-30622	54	19	tongue	tongue	NOUN
fcis-30622	54	20	images	image	NOUN
fcis-30622	54	21	.	.	PUNCT
fcis-30622	55	1	through	through	ADP
fcis-30622	55	2	extensive	extensive	ADJ
fcis-30622	55	3	training	training	NOUN
fcis-30622	55	4	on	on	ADP
fcis-30622	55	5	annotated	annotated	ADJ
fcis-30622	55	6	data	datum	NOUN
fcis-30622	55	7	,	,	PUNCT
fcis-30622	55	8	the	the	DET
fcis-30622	55	9	model	model	NOUN
fcis-30622	55	10	was	be	AUX
fcis-30622	55	11	optimized	optimize	VERB
fcis-30622	55	12	,	,	PUNCT
fcis-30622	55	13	significantly	significantly	ADV
fcis-30622	55	14	improving	improve	VERB
fcis-30622	55	15	crack	crack	NOUN
fcis-30622	55	16	recognition	recognition	NOUN
fcis-30622	55	17	accuracy	accuracy	NOUN
fcis-30622	55	18	.	.	PUNCT
fcis-30622	56	1	kusakunniran	kusakunniran	PROPN
fcis-30622	57	1	w	w	PROPN
fcis-30622	58	1	[	[	X
fcis-30622	58	2	16	16	NUM
fcis-30622	58	3	]	]	PUNCT
fcis-30622	58	4	proposed	propose	VERB
fcis-30622	58	5	an	an	DET
fcis-30622	58	6	enhanced	enhance	VERB
fcis-30622	58	7	u	u	ADJ
fcis-30622	58	8	-	-	ADJ
fcis-30622	58	9	net	net	ADJ
fcis-30622	58	10	architecture	architecture	NOUN
fcis-30622	58	11	incorporating	incorporate	VERB
fcis-30622	58	12	upsampling	upsample	VERB
fcis-30622	58	13	components	component	NOUN
fcis-30622	58	14	and	and	CCONJ
fcis-30622	58	15	multiscale	multiscale	ADJ
fcis-30622	58	16	feature	feature	NOUN
fcis-30622	58	17	fusion	fusion	NOUN
fcis-30622	58	18	to	to	PART
fcis-30622	58	19	improve	improve	VERB
fcis-30622	58	20	segmentation	segmentation	NOUN
fcis-30622	58	21	accuracy	accuracy	NOUN
fcis-30622	58	22	of	of	ADP
fcis-30622	58	23	tongue	tongue	NOUN
fcis-30622	58	24	regions	region	NOUN
fcis-30622	58	25	.	.	PUNCT
fcis-30622	59	1	the	the	DET
fcis-30622	59	2	model	model	NOUN
fcis-30622	59	3	was	be	AUX
fcis-30622	59	4	trained	train	VERB
fcis-30622	59	5	and	and	CCONJ
fcis-30622	59	6	tested	test	VERB
fcis-30622	59	7	on	on	ADP
fcis-30622	59	8	multiple	multiple	ADJ
fcis-30622	59	9	tongue	tongue	NOUN
fcis-30622	59	10	image	image	NOUN
fcis-30622	59	11	datasets	dataset	NOUN
fcis-30622	59	12	,	,	PUNCT
fcis-30622	59	13	demonstrating	demonstrate	VERB
fcis-30622	59	14	superior	superior	ADJ
fcis-30622	59	15	precision	precision	NOUN
fcis-30622	59	16	and	and	CCONJ
fcis-30622	59	17	robustness	robustness	NOUN
fcis-30622	59	18	in	in	ADP
fcis-30622	59	19	tongue	tongue	NOUN
fcis-30622	59	20	segmentation	segmentation	NOUN
fcis-30622	59	21	tasks	task	NOUN
fcis-30622	59	22	.	.	PUNCT
fcis-30622	60	1	this	this	DET
fcis-30622	60	2	work	work	NOUN
fcis-30622	60	3	not	not	PART
fcis-30622	60	4	only	only	ADV
fcis-30622	60	5	provides	provide	VERB
fcis-30622	60	6	an	an	DET
fcis-30622	60	7	effective	effective	ADJ
fcis-30622	60	8	auxiliary	auxiliary	ADJ
fcis-30622	60	9	tool	tool	NOUN
fcis-30622	60	10	for	for	ADP
fcis-30622	60	11	tcm	tcm	PROPN
fcis-30622	60	12	tongue	tongue	NOUN
fcis-30622	60	13	diagnosis	diagnosis	NOUN
fcis-30622	60	14	but	but	CCONJ
fcis-30622	60	15	also	also	ADV
fcis-30622	60	16	highlights	highlight	VERB
fcis-30622	60	17	the	the	DET
fcis-30622	60	18	application	application	NOUN
fcis-30622	60	19	potential	potential	NOUN
fcis-30622	60	20	of	of	ADP
fcis-30622	60	21	deep	deep	ADJ
fcis-30622	60	22	learning	learning	NOUN
fcis-30622	60	23	in	in	ADP
fcis-30622	60	24	medical	medical	ADJ
fcis-30622	60	25	image	image	NOUN
fcis-30622	60	26	processing	processing	NOUN
fcis-30622	60	27	.	.	PUNCT
fcis-30622	61	1	wu[17	wu[17	PROPN
fcis-30622	61	2	]	]	X
fcis-30622	61	3	developed	develop	VERB
fcis-30622	61	4	an	an	DET
fcis-30622	61	5	efficient	efficient	ADJ
fcis-30622	61	6	network	network	NOUN
fcis-30622	61	7	architecture	architecture	NOUN
fcis-30622	61	8	combining	combine	VERB
fcis-30622	61	9	transformer	transformer	NOUN
fcis-30622	61	10	and	and	CCONJ
fcis-30622	61	11	u	u	NOUN
fcis-30622	61	12	-	-	NOUN
fcis-30622	61	13	net	net	ADJ
fcis-30622	61	14	to	to	PART
fcis-30622	61	15	enhance	enhance	VERB
fcis-30622	61	16	segmentation	segmentation	NOUN
fcis-30622	61	17	accuracy	accuracy	NOUN
fcis-30622	61	18	of	of	ADP
fcis-30622	61	19	tongue	tongue	NOUN
fcis-30622	61	20	coating	coating	NOUN
fcis-30622	61	21	regions	region	NOUN
fcis-30622	61	22	.	.	PUNCT
fcis-30622	62	1	by	by	ADP
fcis-30622	62	2	integrating	integrate	VERB
fcis-30622	62	3	multi	multi	ADJ
fcis-30622	62	4	-	-	ADJ
fcis-30622	62	5	scale	scale	ADJ
fcis-30622	62	6	feature	feature	NOUN
fcis-30622	62	7	extraction	extraction	NOUN
fcis-30622	62	8	and	and	CCONJ
fcis-30622	62	9	self	self	NOUN
fcis-30622	62	10	-	-	PUNCT
fcis-30622	62	11	attention	attention	NOUN
fcis-30622	62	12	mechanisms	mechanism	NOUN
fcis-30622	62	13	into	into	ADP
fcis-30622	62	14	the	the	DET
fcis-30622	62	15	input	input	NOUN
fcis-30622	62	16	images	image	NOUN
fcis-30622	62	17	,	,	PUNCT
fcis-30622	62	18	their	their	PRON
fcis-30622	62	19	method	method	NOUN
fcis-30622	62	20	significantly	significantly	ADV
fcis-30622	62	21	improved	improve	VERB
fcis-30622	62	22	the	the	DET
fcis-30622	62	23	capture	capture	NOUN
fcis-30622	62	24	capability	capability	NOUN
fcis-30622	62	25	for	for	ADP
fcis-30622	62	26	complex	complex	ADJ
fcis-30622	62	27	tongue	tongue	NOUN
fcis-30622	62	28	coating	coating	NOUN
fcis-30622	62	29	features	feature	NOUN
fcis-30622	62	30	.	.	PUNCT
fcis-30622	63	1	peng[18	peng[18	X
fcis-30622	63	2	]	]	PUNCT
fcis-30622	63	3	introduced	introduce	VERB
fcis-30622	63	4	cranet	cranet	NOUN
fcis-30622	63	5	(	(	PUNCT
fcis-30622	63	6	convolutional	convolutional	ADJ
fcis-30622	63	7	residual	residual	ADJ
fcis-30622	63	8	attention	attention	NOUN
fcis-30622	63	9	network	network	NOUN
fcis-30622	63	10	)	)	PUNCT
fcis-30622	63	11	,	,	PUNCT
fcis-30622	63	12	a	a	DET
fcis-30622	63	13	novel	novel	ADJ
fcis-30622	63	14	model	model	NOUN
fcis-30622	63	15	integrating	integrate	VERB
fcis-30622	63	16	cnn	cnn	PROPN
fcis-30622	63	17	with	with	ADP
fcis-30622	63	18	attention	attention	NOUN
fcis-30622	63	19	mechanisms	mechanism	NOUN
fcis-30622	63	20	for	for	ADP
fcis-30622	63	21	simultaneous	simultaneous	ADJ
fcis-30622	63	22	tongue	tongue	NOUN
fcis-30622	63	23	segmentation	segmentation	NOUN
fcis-30622	63	24	and	and	CCONJ
fcis-30622	63	25	classification	classification	NOUN
fcis-30622	63	26	.	.	PUNCT
fcis-30622	64	1	the	the	DET
fcis-30622	64	2	framework	framework	NOUN
fcis-30622	64	3	employs	employ	VERB
fcis-30622	64	4	convolutional	convolutional	ADJ
fcis-30622	64	5	residual	residual	ADJ
fcis-30622	64	6	(	(	PUNCT
fcis-30622	64	7	cr	cr	NOUN
fcis-30622	64	8	)	)	PUNCT
fcis-30622	64	9	blocks	block	NOUN
fcis-30622	64	10	to	to	PART
fcis-30622	64	11	automatically	automatically	ADV
fcis-30622	64	12	segment	segment	VERB
fcis-30622	64	13	tongue	tongue	NOUN
fcis-30622	64	14	regions	region	NOUN
fcis-30622	64	15	,	,	PUNCT
fcis-30622	64	16	extract	extract	VERB
fcis-30622	64	17	diagnostic	diagnostic	ADJ
fcis-30622	64	18	features	feature	NOUN
fcis-30622	64	19	,	,	PUNCT
fcis-30622	64	20	and	and	CCONJ
fcis-30622	64	21	classify	classify	VERB
fcis-30622	64	22	tongue	tongue	NOUN
fcis-30622	64	23	images	image	NOUN
fcis-30622	64	24	,	,	PUNCT
fcis-30622	64	25	thereby	thereby	ADV
fcis-30622	64	26	improving	improve	VERB
fcis-30622	64	27	the	the	DET
fcis-30622	64	28	objectivity	objectivity	NOUN
fcis-30622	64	29	and	and	CCONJ
fcis-30622	64	30	accuracy	accuracy	NOUN
fcis-30622	64	31	of	of	ADP
fcis-30622	64	32	tongue	tongue	NOUN
fcis-30622	64	33	diagnosis	diagnosis	NOUN
fcis-30622	64	34	.	.	PUNCT
fcis-30622	65	1	experimental	experimental	ADJ
fcis-30622	65	2	results	result	NOUN
fcis-30622	65	3	confirmed	confirm	VERB
fcis-30622	65	4	cranet	cranet	NOUN
fcis-30622	65	5	's	's	PART
fcis-30622	65	6	high	high	ADJ
fcis-30622	65	7	performance	performance	NOUN
fcis-30622	65	8	in	in	ADP
fcis-30622	65	9	both	both	DET
fcis-30622	65	10	segmentation	segmentation	NOUN
fcis-30622	65	11	and	and	CCONJ
fcis-30622	65	12	classification	classification	NOUN
fcis-30622	65	13	tasks	task	NOUN
fcis-30622	65	14	,	,	PUNCT
fcis-30622	65	15	offering	offer	VERB
fcis-30622	65	16	new	new	ADJ
fcis-30622	65	17	technological	technological	ADJ
fcis-30622	65	18	solutions	solution	NOUN
fcis-30622	65	19	for	for	ADP
fcis-30622	65	20	automating	automate	VERB
fcis-30622	65	21	tcm	tcm	PROPN
fcis-30622	65	22	tongue	tongue	NOUN
fcis-30622	65	23	diagnosis	diagnosis	NOUN
fcis-30622	65	24	and	and	CCONJ
fcis-30622	65	25	promoting	promote	VERB
fcis-30622	65	26	the	the	DET
fcis-30622	65	27	integration	integration	NOUN
fcis-30622	65	28	of	of	ADP
fcis-30622	65	29	traditional	traditional	ADJ
fcis-30622	65	30	medicine	medicine	NOUN
fcis-30622	65	31	with	with	ADP
fcis-30622	65	32	modern	modern	ADJ
fcis-30622	65	33	computational	computational	ADJ
fcis-30622	65	34	techniques	technique	NOUN
fcis-30622	65	35	.	.	PUNCT
fcis-30622	66	1	2.2	2.2	NUM
fcis-30622	66	2	.	.	PUNCT
fcis-30622	67	1	deep	deep	ADJ
fcis-30622	67	2	learning	learning	NOUN
fcis-30622	67	3	applications	application	NOUN
fcis-30622	67	4	in	in	ADP
fcis-30622	67	5	tongue	tongue	NOUN
fcis-30622	67	6	image	image	NOUN
fcis-30622	67	7	classification	classification	NOUN
fcis-30622	67	8	the	the	DET
fcis-30622	67	9	complexity	complexity	NOUN
fcis-30622	67	10	and	and	CCONJ
fcis-30622	67	11	fine	fine	ADV
fcis-30622	67	12	-	-	PUNCT
fcis-30622	67	13	grained	grain	VERB
fcis-30622	67	14	nature	nature	NOUN
fcis-30622	67	15	of	of	ADP
fcis-30622	67	16	tongue	tongue	NOUN
fcis-30622	67	17	segmentation	segmentation	NOUN
fcis-30622	67	18	pose	pose	VERB
fcis-30622	67	19	significant	significant	ADJ
fcis-30622	67	20	challenges	challenge	NOUN
fcis-30622	67	21	in	in	ADP
fcis-30622	67	22	tongue	tongue	NOUN
fcis-30622	67	23	image	image	NOUN
fcis-30622	67	24	classification	classification	NOUN
fcis-30622	67	25	,	,	PUNCT
fcis-30622	67	26	with	with	SCONJ
fcis-30622	67	27	these	these	DET
fcis-30622	67	28	two	two	NUM
fcis-30622	67	29	tasks	task	NOUN
fcis-30622	67	30	being	be	AUX
fcis-30622	67	31	highly	highly	ADV
fcis-30622	67	32	correlated	correlate	VERB
fcis-30622	67	33	.	.	PUNCT
fcis-30622	68	1	xu	xu	PROPN
fcis-30622	68	2	et	et	PROPN
fcis-30622	69	1	al	al	PROPN
fcis-30622	69	2	.	.	PUNCT
fcis-30622	70	1	[	[	X
fcis-30622	70	2	19	19	NUM
fcis-30622	70	3	]	]	PUNCT
fcis-30622	70	4	proposed	propose	VERB
fcis-30622	70	5	a	a	DET
fcis-30622	70	6	multi	multi	ADJ
fcis-30622	70	7	-	-	ADJ
fcis-30622	70	8	task	task	ADJ
fcis-30622	70	9	joint	joint	ADJ
fcis-30622	70	10	learning	learning	NOUN
fcis-30622	70	11	model	model	NOUN
fcis-30622	70	12	that	that	PRON
fcis-30622	70	13	simultaneously	simultaneously	ADV
fcis-30622	70	14	performs	perform	VERB
fcis-30622	70	15	segmentation	segmentation	NOUN
fcis-30622	70	16	and	and	CCONJ
fcis-30622	70	17	classification	classification	NOUN
fcis-30622	70	18	of	of	ADP
fcis-30622	70	19	tongue	tongue	NOUN
fcis-30622	70	20	images	image	NOUN
fcis-30622	70	21	.	.	PUNCT
fcis-30622	71	1	their	their	PRON
fcis-30622	71	2	deep	deep	ADJ
fcis-30622	71	3	neural	neural	ADJ
fcis-30622	71	4	network	network	NOUN
fcis-30622	71	5	architecture	architecture	NOUN
fcis-30622	71	6	processes	process	VERB
fcis-30622	71	7	both	both	DET
fcis-30622	71	8	segmentation	segmentation	NOUN
fcis-30622	71	9	and	and	CCONJ
fcis-30622	71	10	feature	feature	NOUN
fcis-30622	71	11	classification	classification	NOUN
fcis-30622	71	12	tasks	task	NOUN
fcis-30622	71	13	within	within	ADP
fcis-30622	71	14	a	a	DET
fcis-30622	71	15	unified	unified	ADJ
fcis-30622	71	16	framework	framework	NOUN
fcis-30622	71	17	.	.	PUNCT
fcis-30622	72	1	by	by	ADP
fcis-30622	72	2	leveraging	leverage	VERB
fcis-30622	72	3	shared	share	VERB
fcis-30622	72	4	feature	feature	NOUN
fcis-30622	72	5	learning	learning	NOUN
fcis-30622	72	6	,	,	PUNCT
fcis-30622	72	7	the	the	DET
fcis-30622	72	8	model	model	NOUN
fcis-30622	72	9	effectively	effectively	ADV
fcis-30622	72	10	improves	improve	VERB
fcis-30622	72	11	segmentation	segmentation	NOUN
fcis-30622	72	12	and	and	CCONJ
fcis-30622	72	13	classification	classification	NOUN
fcis-30622	72	14	accuracy	accuracy	NOUN
fcis-30622	72	15	while	while	SCONJ
fcis-30622	72	16	reducing	reduce	VERB
fcis-30622	72	17	training	training	NOUN
fcis-30622	72	18	time	time	NOUN
fcis-30622	72	19	.	.	PUNCT
fcis-30622	73	1	many	many	ADJ
fcis-30622	73	2	studies	study	NOUN
fcis-30622	73	3	on	on	ADP
fcis-30622	73	4	tongue	tongue	NOUN
fcis-30622	73	5	image	image	NOUN
fcis-30622	73	6	classification	classification	NOUN
fcis-30622	73	7	employ	employ	NOUN
fcis-30622	73	8	transfer	transfer	NOUN
fcis-30622	73	9	learning	learn	VERB
fcis-30622	73	10	[	[	PUNCT
fcis-30622	73	11	20	20	NUM
fcis-30622	73	12	-	-	SYM
fcis-30622	73	13	21	21	NUM
fcis-30622	73	14	]	]	PUNCT
fcis-30622	73	15	,	,	PUNCT
fcis-30622	73	16	typically	typically	ADV
fcis-30622	73	17	first	first	ADJ
fcis-30622	73	18	pre	pre	ADJ
fcis-30622	73	19	-	-	ADJ
fcis-30622	73	20	training	training	ADJ
fcis-30622	73	21	networks	network	NOUN
fcis-30622	73	22	on	on	ADP
fcis-30622	73	23	large	large	ADJ
fcis-30622	73	24	datasets	dataset	NOUN
fcis-30622	73	25	or	or	CCONJ
fcis-30622	73	26	other	other	ADJ
fcis-30622	73	27	medical	medical	ADJ
fcis-30622	73	28	datasets	dataset	NOUN
fcis-30622	73	29	.	.	PUNCT
fcis-30622	74	1	these	these	DET
fcis-30622	74	2	pre	pre	ADJ
fcis-30622	74	3	-	-	ADJ
fcis-30622	74	4	trained	train	VERB
fcis-30622	74	5	models	model	NOUN
fcis-30622	74	6	are	be	AUX
fcis-30622	74	7	then	then	ADV
fcis-30622	74	8	transferred	transfer	VERB
fcis-30622	74	9	to	to	ADP
fcis-30622	74	10	tongue	tongue	NOUN
fcis-30622	74	11	image	image	NOUN
fcis-30622	74	12	classification	classification	NOUN
fcis-30622	74	13	tasks	task	NOUN
fcis-30622	74	14	and	and	CCONJ
fcis-30622	74	15	fine	fine	ADV
fcis-30622	74	16	-	-	PUNCT
fcis-30622	74	17	tuned	tune	VERB
fcis-30622	74	18	to	to	PART
fcis-30622	74	19	meet	meet	VERB
fcis-30622	74	20	specific	specific	ADJ
fcis-30622	74	21	task	task	NOUN
fcis-30622	74	22	requirements	requirement	NOUN
fcis-30622	74	23	.	.	PUNCT
fcis-30622	75	1	ultimately	ultimately	ADV
fcis-30622	75	2	,	,	PUNCT
fcis-30622	75	3	only	only	ADV
fcis-30622	75	4	a	a	DET
fcis-30622	75	5	small	small	ADJ
fcis-30622	75	6	amount	amount	NOUN
fcis-30622	75	7	of	of	ADP
fcis-30622	75	8	medical	medical	ADJ
fcis-30622	75	9	data	datum	NOUN
fcis-30622	75	10	is	be	AUX
fcis-30622	75	11	needed	need	VERB
fcis-30622	75	12	to	to	PART
fcis-30622	75	13	retrain	retrain	VERB
fcis-30622	75	14	the	the	DET
fcis-30622	75	15	fully	fully	ADV
fcis-30622	75	16	connected	connected	ADJ
fcis-30622	75	17	layers	layer	NOUN
fcis-30622	75	18	,	,	PUNCT
fcis-30622	75	19	significantly	significantly	ADV
fcis-30622	75	20	improving	improve	VERB
fcis-30622	75	21	the	the	DET
fcis-30622	75	22	network	network	NOUN
fcis-30622	75	23	's	's	PART
fcis-30622	75	24	classification	classification	NOUN
fcis-30622	75	25	performance	performance	NOUN
fcis-30622	75	26	.	.	PUNCT
fcis-30622	76	1	chen	chen	PROPN
fcis-30622	76	2	et	et	PROPN
fcis-30622	76	3	al	al	PROPN
fcis-30622	76	4	.	.	PUNCT
fcis-30622	77	1	[	[	X
fcis-30622	77	2	22	22	NUM
fcis-30622	77	3	]	]	PUNCT
fcis-30622	77	4	proposed	propose	VERB
fcis-30622	77	5	a	a	DET
fcis-30622	77	6	similar	similar	ADJ
fcis-30622	77	7	sparse	sparse	ADJ
fcis-30622	77	8	domain	domain	NOUN
fcis-30622	77	9	adaptation	adaptation	NOUN
fcis-30622	77	10	method	method	NOUN
fcis-30622	77	11	for	for	ADP
fcis-30622	77	12	tongue	tongue	NOUN
fcis-30622	77	13	diagnosis	diagnosis	NOUN
fcis-30622	77	14	modeling	modeling	NOUN
fcis-30622	77	15	,	,	PUNCT
fcis-30622	77	16	which	which	PRON
fcis-30622	77	17	classifies	classify	VERB
fcis-30622	77	18	input	input	NOUN
fcis-30622	77	19	tongue	tongue	NOUN
fcis-30622	77	20	images	image	NOUN
fcis-30622	77	21	and	and	CCONJ
fcis-30622	77	22	marks	mark	VERB
fcis-30622	77	23	representative	representative	ADJ
fcis-30622	77	24	lesions	lesion	NOUN
fcis-30622	77	25	and	and	CCONJ
fcis-30622	77	26	other	other	ADJ
fcis-30622	77	27	abnormalities	abnormality	NOUN
fcis-30622	77	28	as	as	ADP
fcis-30622	77	29	auxiliary	auxiliary	ADJ
fcis-30622	77	30	references	reference	NOUN
fcis-30622	77	31	for	for	ADP
fcis-30622	77	32	final	final	ADJ
fcis-30622	77	33	multiclassification	multiclassification	NOUN
fcis-30622	77	34	,	,	PUNCT
fcis-30622	77	35	effectively	effectively	ADV
fcis-30622	77	36	simulating	simulate	VERB
fcis-30622	77	37	tcm	tcm	PROPN
fcis-30622	77	38	diagnosis	diagnosis	NOUN
fcis-30622	77	39	.	.	PUNCT
fcis-30622	78	1	wang	wang	PROPN
fcis-30622	78	2	et	et	PROPN
fcis-30622	78	3	al	al	PROPN
fcis-30622	78	4	.	.	PUNCT
fcis-30622	79	1	[	[	X
fcis-30622	79	2	23	23	NUM
fcis-30622	79	3	]	]	PUNCT
fcis-30622	79	4	initialized	initialize	VERB
fcis-30622	79	5	the	the	DET
fcis-30622	79	6	network	network	NOUN
fcis-30622	79	7	with	with	ADP
fcis-30622	79	8	pre	pre	ADJ
fcis-30622	79	9	-	-	ADJ
fcis-30622	79	10	trained	trained	ADJ
fcis-30622	79	11	weights	weight	NOUN
fcis-30622	79	12	and	and	CCONJ
fcis-30622	79	13	fine	fine	ADV
fcis-30622	79	14	-	-	PUNCT
fcis-30622	79	15	tuned	tune	VERB
fcis-30622	79	16	it	it	PRON
fcis-30622	79	17	,	,	PUNCT
fcis-30622	79	18	using	use	VERB
fcis-30622	79	19	a	a	DET
fcis-30622	79	20	resnet-34	resnet-34	PROPN
fcis-30622	79	21	network	network	NOUN
fcis-30622	79	22	structure	structure	NOUN
fcis-30622	79	23	to	to	PART
fcis-30622	79	24	extract	extract	VERB
fcis-30622	79	25	features	feature	NOUN
fcis-30622	79	26	and	and	CCONJ
fcis-30622	79	27	perform	perform	VERB
fcis-30622	79	28	classification	classification	NOUN
fcis-30622	79	29	.	.	PUNCT
fcis-30622	80	1	this	this	DET
fcis-30622	80	2	model	model	NOUN
fcis-30622	80	3	can	can	AUX
fcis-30622	80	4	be	be	AUX
fcis-30622	80	5	generalized	generalize	VERB
fcis-30622	80	6	to	to	ADP
fcis-30622	80	7	images	image	NOUN
fcis-30622	80	8	captured	capture	VERB
fcis-30622	80	9	by	by	ADP
fcis-30622	80	10	other	other	ADJ
fcis-30622	80	11	devices	device	NOUN
fcis-30622	80	12	,	,	PUNCT
fcis-30622	80	13	demonstrating	demonstrate	VERB
fcis-30622	80	14	strong	strong	ADJ
fcis-30622	80	15	generalization	generalization	NOUN
fcis-30622	80	16	capability	capability	NOUN
fcis-30622	80	17	,	,	PUNCT
fcis-30622	80	18	and	and	CCONJ
fcis-30622	80	19	provides	provide	VERB
fcis-30622	80	20	an	an	DET
fcis-30622	80	21	objective	objective	NOUN
fcis-30622	80	22	,	,	PUNCT
fcis-30622	80	23	convenient	convenient	ADJ
fcis-30622	80	24	computer	computer	NOUN
fcis-30622	80	25	-	-	PUNCT
fcis-30622	80	26	aided	aid	VERB
fcis-30622	80	27	tongue	tongue	NOUN
fcis-30622	80	28	diagnosis	diagnosis	NOUN
fcis-30622	80	29	method	method	NOUN
fcis-30622	80	30	from	from	ADP
fcis-30622	80	31	an	an	DET
fcis-30622	80	32	informatics	informatic	NOUN
fcis-30622	80	33	perspective	perspective	NOUN
fcis-30622	80	34	for	for	ADP
fcis-30622	80	35	tracking	track	VERB
fcis-30622	80	36	disease	disease	NOUN
fcis-30622	80	37	progression	progression	NOUN
fcis-30622	80	38	and	and	CCONJ
fcis-30622	80	39	evaluating	evaluate	VERB
fcis-30622	80	40	pharmacological	pharmacological	ADJ
fcis-30622	80	41	effects	effect	NOUN
fcis-30622	80	42	.	.	PUNCT
fcis-30622	81	1	song	song	NOUN
fcis-30622	81	2	et	et	PROPN
fcis-30622	81	3	al	al	PROPN
fcis-30622	81	4	.	.	PUNCT
fcis-30622	82	1	[	[	X
fcis-30622	82	2	24	24	NUM
fcis-30622	82	3	]	]	PUNCT
fcis-30622	82	4	extracted	extract	VERB
fcis-30622	82	5	tongue	tongue	NOUN
fcis-30622	82	6	features	feature	NOUN
fcis-30622	82	7	using	use	VERB
fcis-30622	82	8	pre	pre	ADJ
fcis-30622	82	9	-	-	ADJ
fcis-30622	82	10	trained	train	VERB
fcis-30622	82	11	resnet	resnet	NOUN
fcis-30622	82	12	and	and	CCONJ
fcis-30622	82	13	inception	inception	PROPN
fcis-30622	82	14	-	-	PUNCT
fcis-30622	82	15	v3	v3	NOUN
fcis-30622	82	16	networks	network	NOUN
fcis-30622	82	17	,	,	PUNCT
fcis-30622	82	18	rewriting	rewrite	VERB
fcis-30622	82	19	the	the	DET
fcis-30622	82	20	original	original	ADJ
fcis-30622	82	21	network	network	NOUN
fcis-30622	82	22	's	's	PART
fcis-30622	82	23	output	output	NOUN
fcis-30622	82	24	layer	layer	NOUN
fcis-30622	82	25	with	with	ADP
fcis-30622	82	26	global	global	ADJ
fcis-30622	82	27	average	average	ADJ
fcis-30622	82	28	pooling	pooling	NOUN
fcis-30622	82	29	and	and	CCONJ
fcis-30622	82	30	fully	fully	ADV
fcis-30622	82	31	connected	connected	ADJ
fcis-30622	82	32	layers	layer	NOUN
fcis-30622	82	33	to	to	PART
fcis-30622	82	34	obtain	obtain	VERB
fcis-30622	82	35	classification	classification	NOUN
fcis-30622	82	36	results	result	NOUN
fcis-30622	82	37	.	.	PUNCT
fcis-30622	83	1	deep	deep	ADJ
fcis-30622	83	2	learning	learning	NOUN
fcis-30622	83	3	models	model	NOUN
fcis-30622	83	4	typically	typically	ADV
fcis-30622	83	5	require	require	VERB
fcis-30622	83	6	large	large	ADJ
fcis-30622	83	7	-	-	PUNCT
fcis-30622	83	8	scale	scale	NOUN
fcis-30622	83	9	tongue	tongue	NOUN
fcis-30622	83	10	image	image	NOUN
fcis-30622	83	11	datasets	dataset	NOUN
fcis-30622	83	12	for	for	ADP
fcis-30622	83	13	training	training	NOUN
fcis-30622	83	14	.	.	PUNCT
fcis-30622	84	1	however	however	ADV
fcis-30622	84	2	,	,	PUNCT
fcis-30622	84	3	certain	certain	ADJ
fcis-30622	84	4	categories	category	NOUN
fcis-30622	84	5	of	of	ADP
fcis-30622	84	6	tongue	tongue	NOUN
fcis-30622	84	7	images	image	NOUN
fcis-30622	84	8	are	be	AUX
fcis-30622	84	9	scarce	scarce	ADJ
fcis-30622	84	10	,	,	PUNCT
fcis-30622	84	11	making	make	VERB
fcis-30622	84	12	deep	deep	ADJ
fcis-30622	84	13	learning	learning	NOUN
fcis-30622	84	14	approaches	approach	VERB
fcis-30622	84	15	inapplicable	inapplicable	ADJ
fcis-30622	84	16	.	.	PUNCT
fcis-30622	85	1	moreover	moreover	ADV
fcis-30622	85	2	,	,	PUNCT
fcis-30622	85	3	collecting	collect	VERB
fcis-30622	85	4	extensive	extensive	ADJ
fcis-30622	85	5	tongue	tongue	NOUN
fcis-30622	85	6	image	image	NOUN
fcis-30622	85	7	datasets	dataset	NOUN
fcis-30622	85	8	is	be	AUX
fcis-30622	85	9	prohibitively	prohibitively	ADV
fcis-30622	85	10	costly	costly	ADJ
fcis-30622	85	11	and	and	CCONJ
fcis-30622	85	12	impractical	impractical	ADJ
fcis-30622	85	13	for	for	ADP
fcis-30622	85	14	clinical	clinical	ADJ
fcis-30622	85	15	applications	application	NOUN
fcis-30622	85	16	.	.	PUNCT
fcis-30622	86	1	qiu	qiu	PROPN
fcis-30622	87	1	[	[	X
fcis-30622	87	2	25	25	NUM
fcis-30622	87	3	]	]	PUNCT
fcis-30622	87	4	proposed	propose	VERB
fcis-30622	87	5	a	a	DET
fcis-30622	87	6	novel	novel	ADJ
fcis-30622	87	7	algorithmic	algorithmic	ADJ
fcis-30622	87	8	framework	framework	NOUN
fcis-30622	87	9	to	to	PART
fcis-30622	87	10	effectively	effectively	ADV
fcis-30622	87	11	address	address	VERB
fcis-30622	87	12	the	the	DET
fcis-30622	87	13	issue	issue	NOUN
fcis-30622	87	14	of	of	ADP
fcis-30622	87	15	limited	limited	ADJ
fcis-30622	87	16	data	data	NOUN
fcis-30622	87	17	samples	sample	NOUN
fcis-30622	87	18	by	by	ADP
fcis-30622	87	19	leveraging	leverage	VERB
fcis-30622	87	20	meta	meta	ADJ
fcis-30622	87	21	-	-	PUNCT
fcis-30622	87	22	learning	learn	VERB
fcis-30622	87	23	principles	principle	NOUN
fcis-30622	87	24	to	to	PART
fcis-30622	87	25	enhance	enhance	VERB
fcis-30622	87	26	model	model	NOUN
fcis-30622	87	27	learning	learning	NOUN
fcis-30622	87	28	capability	capability	NOUN
fcis-30622	87	29	under	under	ADP
fcis-30622	87	30	few	few	ADJ
fcis-30622	87	31	-	-	PUNCT
fcis-30622	87	32	shot	shot	NOUN
fcis-30622	87	33	conditions	condition	NOUN
fcis-30622	87	34	.	.	PUNCT
fcis-30622	88	1	through	through	ADP
fcis-30622	88	2	targeted	target	VERB
fcis-30622	88	3	task	task	NOUN
fcis-30622	88	4	design	design	NOUN
fcis-30622	88	5	and	and	CCONJ
fcis-30622	88	6	training	training	NOUN
fcis-30622	88	7	strategies	strategy	NOUN
fcis-30622	88	8	,	,	PUNCT
fcis-30622	88	9	this	this	DET
fcis-30622	88	10	method	method	NOUN
fcis-30622	88	11	can	can	AUX
fcis-30622	88	12	rapidly	rapidly	ADV
fcis-30622	88	13	adapt	adapt	VERB
fcis-30622	88	14	to	to	ADP
fcis-30622	88	15	new	new	ADJ
fcis-30622	88	16	tongue	tongue	NOUN
fcis-30622	88	17	image	image	NOUN
fcis-30622	88	18	categories	category	NOUN
fcis-30622	88	19	while	while	SCONJ
fcis-30622	88	20	achieving	achieve	VERB
fcis-30622	88	21	high	high	ADJ
fcis-30622	88	22	recognition	recognition	NOUN
fcis-30622	88	23	accuracy	accuracy	NOUN
fcis-30622	88	24	with	with	ADP
fcis-30622	88	25	limited	limited	ADJ
fcis-30622	88	26	data	datum	NOUN
fcis-30622	88	27	.	.	PUNCT
fcis-30622	89	1	xiao	xiao	PROPN
fcis-30622	89	2	et	et	PROPN
fcis-30622	89	3	al	al	PROPN
fcis-30622	89	4	.	.	PUNCT
fcis-30622	90	1	[	[	X
fcis-30622	90	2	26	26	NUM
fcis-30622	90	3	]	]	X
fcis-30622	90	4	utilized	utilize	VERB
fcis-30622	90	5	pre	pre	ADJ
fcis-30622	90	6	-	-	ADJ
fcis-30622	90	7	trained	train	VERB
fcis-30622	90	8	deep	deep	ADJ
fcis-30622	90	9	learning	learning	NOUN
fcis-30622	90	10	models	model	NOUN
fcis-30622	90	11	to	to	PART
fcis-30622	90	12	extract	extract	VERB
fcis-30622	90	13	texture	texture	NOUN
fcis-30622	90	14	features	feature	NOUN
fcis-30622	90	15	from	from	ADP
fcis-30622	90	16	tongue	tongue	NOUN
fcis-30622	90	17	coating	coating	NOUN
fcis-30622	90	18	images	image	NOUN
fcis-30622	90	19	and	and	CCONJ
fcis-30622	90	20	improved	improve	VERB
fcis-30622	90	21	classification	classification	NOUN
fcis-30622	90	22	performance	performance	NOUN
fcis-30622	90	23	via	via	ADP
fcis-30622	90	24	ensemble	ensemble	ADJ
fcis-30622	90	25	modeling	modeling	NOUN
fcis-30622	90	26	.	.	PUNCT
fcis-30622	91	1	this	this	DET
fcis-30622	91	2	approach	approach	NOUN
fcis-30622	91	3	effectively	effectively	ADV
fcis-30622	91	4	overcomes	overcome	VERB
fcis-30622	91	5	traditional	traditional	ADJ
fcis-30622	91	6	challenges	challenge	NOUN
fcis-30622	91	7	in	in	ADP
fcis-30622	91	8	image	image	NOUN
fcis-30622	91	9	analysis	analysis	NOUN
fcis-30622	91	10	,	,	PUNCT
fcis-30622	91	11	including	include	VERB
fcis-30622	91	12	insufficient	insufficient	ADJ
fcis-30622	91	13	data	datum	NOUN
fcis-30622	91	14	and	and	CCONJ
fcis-30622	91	15	feature	feature	NOUN
fcis-30622	91	16	extraction	extraction	NOUN
fcis-30622	91	17	difficulties	difficulty	NOUN
fcis-30622	91	18	.	.	PUNCT
fcis-30622	92	1	dai	dai	PROPN
fcis-30622	92	2	et	et	PROPN
fcis-30622	92	3	al	al	PROPN
fcis-30622	92	4	.	.	PUNCT
fcis-30622	93	1	[	[	X
fcis-30622	93	2	27	27	NUM
fcis-30622	93	3	]	]	PUNCT
fcis-30622	93	4	employed	employ	VERB
fcis-30622	93	5	an	an	DET
fcis-30622	93	6	autoencoder	autoencoder	NOUN
fcis-30622	93	7	architecture	architecture	NOUN
fcis-30622	93	8	to	to	PART
fcis-30622	93	9	efficiently	efficiently	ADV
fcis-30622	93	10	extract	extract	VERB
fcis-30622	93	11	features	feature	NOUN
fcis-30622	93	12	from	from	ADP
fcis-30622	93	13	tongue	tongue	NOUN
fcis-30622	93	14	images	image	NOUN
fcis-30622	93	15	and	and	CCONJ
fcis-30622	93	16	performed	perform	VERB
fcis-30622	93	17	concept	concept	NOUN
fcis-30622	93	18	alignment	alignment	NOUN
fcis-30622	93	19	to	to	PART
fcis-30622	93	20	optimize	optimize	VERB
fcis-30622	93	21	feature	feature	NOUN
fcis-30622	93	22	representation	representation	NOUN
fcis-30622	93	23	.	.	PUNCT
fcis-30622	94	1	this	this	DET
fcis-30622	94	2	method	method	NOUN
fcis-30622	94	3	automatically	automatically	ADV
fcis-30622	94	4	learns	learn	VERB
fcis-30622	94	5	141	141	NUM
fcis-30622	94	6	critical	critical	ADJ
fcis-30622	94	7	features	feature	NOUN
fcis-30622	94	8	in	in	ADP
fcis-30622	94	9	tongue	tongue	NOUN
fcis-30622	94	10	images	image	NOUN
fcis-30622	94	11	and	and	CCONJ
fcis-30622	94	12	enhances	enhance	VERB
fcis-30622	94	13	their	their	PRON
fcis-30622	94	14	discriminative	discriminative	NOUN
fcis-30622	94	15	power	power	NOUN
fcis-30622	94	16	across	across	ADP
fcis-30622	94	17	different	different	ADJ
fcis-30622	94	18	tongue	tongue	NOUN
fcis-30622	94	19	classification	classification	NOUN
fcis-30622	94	20	tasks	task	NOUN
fcis-30622	94	21	.	.	PUNCT
fcis-30622	95	1	3	3	X
fcis-30622	95	2	.	.	X
fcis-30622	95	3	disease	disease	NOUN
fcis-30622	95	4	diagnosis	diagnosis	NOUN
fcis-30622	95	5	and	and	CCONJ
fcis-30622	95	6	classification	classification	NOUN
fcis-30622	95	7	in	in	ADP
fcis-30622	95	8	disease	disease	NOUN
fcis-30622	95	9	diagnosis	diagnosis	NOUN
fcis-30622	95	10	,	,	PUNCT
fcis-30622	95	11	researchers	researcher	NOUN
fcis-30622	95	12	have	have	AUX
fcis-30622	95	13	employed	employ	VERB
fcis-30622	95	14	deep	deep	ADJ
fcis-30622	95	15	learning	learning	NOUN
fcis-30622	95	16	models	model	NOUN
fcis-30622	95	17	to	to	PART
fcis-30622	95	18	identify	identify	VERB
fcis-30622	95	19	specific	specific	ADJ
fcis-30622	95	20	diseases	disease	NOUN
fcis-30622	95	21	,	,	PUNCT
fcis-30622	95	22	such	such	ADJ
fcis-30622	95	23	as	as	ADP
fcis-30622	95	24	diabetes	diabetes	NOUN
fcis-30622	95	25	or	or	CCONJ
fcis-30622	95	26	coronary	coronary	ADJ
fcis-30622	95	27	heart	heart	NOUN
fcis-30622	95	28	disease	disease	NOUN
fcis-30622	95	29	(	(	PUNCT
fcis-30622	95	30	chd	chd	NOUN
fcis-30622	95	31	)	)	PUNCT
fcis-30622	95	32	,	,	PUNCT
fcis-30622	95	33	through	through	ADP
fcis-30622	95	34	tongue	tongue	NOUN
fcis-30622	95	35	image	image	NOUN
fcis-30622	95	36	analysis	analysis	NOUN
fcis-30622	95	37	.	.	PUNCT
fcis-30622	96	1	studies	study	NOUN
fcis-30622	96	2	indicate	indicate	VERB
fcis-30622	96	3	that	that	SCONJ
fcis-30622	96	4	deep	deep	ADJ
fcis-30622	96	5	learning	learning	NOUN
fcis-30622	96	6	models	model	NOUN
fcis-30622	96	7	demonstrate	demonstrate	VERB
fcis-30622	96	8	high	high	ADJ
fcis-30622	96	9	accuracy	accuracy	NOUN
fcis-30622	96	10	and	and	CCONJ
fcis-30622	96	11	reliability	reliability	NOUN
fcis-30622	96	12	in	in	ADP
fcis-30622	96	13	tongue	tongue	NOUN
fcis-30622	96	14	imagebased	imagebase	VERB
fcis-30622	96	15	recognition	recognition	NOUN
fcis-30622	96	16	and	and	CCONJ
fcis-30622	96	17	diagnosis	diagnosis	NOUN
fcis-30622	96	18	for	for	ADP
fcis-30622	96	19	certain	certain	ADJ
fcis-30622	96	20	diseases	disease	NOUN
fcis-30622	96	21	.	.	PUNCT
fcis-30622	97	1	qiao	qiao	PROPN
fcis-30622	97	2	[	[	X
fcis-30622	97	3	28	28	NUM
fcis-30622	97	4	]	]	PUNCT
fcis-30622	97	5	developed	develop	VERB
fcis-30622	97	6	an	an	DET
fcis-30622	97	7	intelligent	intelligent	ADJ
fcis-30622	97	8	tongue	tongue	NOUN
fcis-30622	97	9	diagnosis	diagnosis	NOUN
fcis-30622	97	10	model	model	NOUN
fcis-30622	97	11	based	base	VERB
fcis-30622	97	12	on	on	ADP
fcis-30622	97	13	tongue	tongue	NOUN
fcis-30622	97	14	images	image	NOUN
fcis-30622	97	15	to	to	PART
fcis-30622	97	16	improve	improve	VERB
fcis-30622	97	17	the	the	DET
fcis-30622	97	18	diagnostic	diagnostic	ADJ
fcis-30622	97	19	accuracy	accuracy	NOUN
fcis-30622	97	20	of	of	ADP
fcis-30622	97	21	gastrointestinal	gastrointestinal	ADJ
fcis-30622	97	22	diseases	disease	NOUN
fcis-30622	97	23	.	.	PUNCT
fcis-30622	98	1	this	this	DET
fcis-30622	98	2	model	model	NOUN
fcis-30622	98	3	utilizes	utilize	VERB
fcis-30622	98	4	deep	deep	ADJ
fcis-30622	98	5	learning	learning	NOUN
fcis-30622	98	6	techniques	technique	NOUN
fcis-30622	98	7	to	to	PART
fcis-30622	98	8	analyze	analyze	VERB
fcis-30622	98	9	patients	patient	NOUN
fcis-30622	98	10	'	'	PART
fcis-30622	98	11	tongue	tongue	NOUN
fcis-30622	98	12	images	image	NOUN
fcis-30622	98	13	,	,	PUNCT
fcis-30622	98	14	extracting	extract	VERB
fcis-30622	98	15	and	and	CCONJ
fcis-30622	98	16	identifying	identify	VERB
fcis-30622	98	17	features	feature	NOUN
fcis-30622	98	18	associated	associate	VERB
fcis-30622	98	19	with	with	ADP
fcis-30622	98	20	various	various	ADJ
fcis-30622	98	21	gastrointestinal	gastrointestinal	ADJ
fcis-30622	98	22	disorders	disorder	NOUN
fcis-30622	98	23	,	,	PUNCT
fcis-30622	98	24	including	include	VERB
fcis-30622	98	25	tongue	tongue	NOUN
fcis-30622	98	26	coating	coating	NOUN
fcis-30622	98	27	color	color	NOUN
fcis-30622	98	28	,	,	PUNCT
fcis-30622	98	29	shape	shape	NOUN
fcis-30622	98	30	,	,	PUNCT
fcis-30622	98	31	and	and	CCONJ
fcis-30622	98	32	texture	texture	NOUN
fcis-30622	98	33	.	.	PUNCT
fcis-30622	99	1	research	research	NOUN
fcis-30622	99	2	shows	show	VERB
fcis-30622	99	3	that	that	SCONJ
fcis-30622	99	4	this	this	DET
fcis-30622	99	5	intelligent	intelligent	ADJ
fcis-30622	99	6	model	model	NOUN
fcis-30622	99	7	can	can	AUX
fcis-30622	99	8	effectively	effectively	ADV
fcis-30622	99	9	classify	classify	VERB
fcis-30622	99	10	and	and	CCONJ
fcis-30622	99	11	diagnose	diagnose	VERB
fcis-30622	99	12	multiple	multiple	ADJ
fcis-30622	99	13	gastrointestinal	gastrointestinal	ADJ
fcis-30622	99	14	diseases	disease	NOUN
fcis-30622	99	15	,	,	PUNCT
fcis-30622	99	16	such	such	ADJ
fcis-30622	99	17	as	as	ADP
fcis-30622	99	18	gastritis	gastritis	NOUN
fcis-30622	99	19	and	and	CCONJ
fcis-30622	99	20	dyspepsia	dyspepsia	NOUN
fcis-30622	99	21	,	,	PUNCT
fcis-30622	99	22	achieving	achieve	VERB
fcis-30622	99	23	high	high	ADJ
fcis-30622	99	24	accuracy	accuracy	NOUN
fcis-30622	99	25	and	and	CCONJ
fcis-30622	99	26	reliability	reliability	NOUN
fcis-30622	99	27	in	in	ADP
fcis-30622	99	28	multiple	multiple	ADJ
fcis-30622	99	29	experiments	experiment	NOUN
fcis-30622	99	30	.	.	PUNCT
fcis-30622	100	1	by	by	ADP
fcis-30622	100	2	integrating	integrate	VERB
fcis-30622	100	3	with	with	ADP
fcis-30622	100	4	traditional	traditional	ADJ
fcis-30622	100	5	diagnostic	diagnostic	ADJ
fcis-30622	100	6	methods	method	NOUN
fcis-30622	100	7	,	,	PUNCT
fcis-30622	100	8	the	the	DET
fcis-30622	100	9	model	model	NOUN
fcis-30622	100	10	serves	serve	VERB
fcis-30622	100	11	as	as	ADP
fcis-30622	100	12	an	an	DET
fcis-30622	100	13	auxiliary	auxiliary	ADJ
fcis-30622	100	14	decision	decision	NOUN
fcis-30622	100	15	-	-	PUNCT
fcis-30622	100	16	making	make	VERB
fcis-30622	100	17	tool	tool	NOUN
fcis-30622	100	18	for	for	ADP
fcis-30622	100	19	physicians	physician	NOUN
fcis-30622	100	20	,	,	PUNCT
fcis-30622	100	21	enhancing	enhance	VERB
fcis-30622	100	22	clinical	clinical	ADJ
fcis-30622	100	23	diagnostic	diagnostic	ADJ
fcis-30622	100	24	efficiency	efficiency	NOUN
fcis-30622	100	25	and	and	CCONJ
fcis-30622	100	26	accuracy	accuracy	NOUN
fcis-30622	100	27	.	.	PUNCT
fcis-30622	101	1	this	this	DET
fcis-30622	101	2	study	study	NOUN
fcis-30622	101	3	highlights	highlight	VERB
fcis-30622	101	4	the	the	DET
fcis-30622	101	5	potential	potential	NOUN
fcis-30622	101	6	of	of	ADP
fcis-30622	101	7	modern	modern	ADJ
fcis-30622	101	8	technology	technology	NOUN
fcis-30622	101	9	in	in	ADP
fcis-30622	101	10	traditional	traditional	ADJ
fcis-30622	101	11	chinese	chinese	ADJ
fcis-30622	101	12	medicine	medicine	NOUN
fcis-30622	101	13	(	(	PUNCT
fcis-30622	101	14	tcm	tcm	PROPN
fcis-30622	101	15	)	)	PUNCT
fcis-30622	101	16	tongue	tongue	NOUN
fcis-30622	101	17	diagnosis	diagnosis	NOUN
fcis-30622	101	18	,	,	PUNCT
fcis-30622	101	19	advancing	advance	VERB
fcis-30622	101	20	the	the	DET
fcis-30622	101	21	development	development	NOUN
fcis-30622	101	22	of	of	ADP
fcis-30622	101	23	intelligent	intelligent	ADJ
fcis-30622	101	24	healthcare	healthcare	NOUN
fcis-30622	101	25	.	.	PUNCT
fcis-30622	102	1	with	with	ADP
fcis-30622	102	2	recent	recent	ADJ
fcis-30622	102	3	advancements	advancement	NOUN
fcis-30622	102	4	in	in	ADP
fcis-30622	102	5	chd	chd	NOUN
fcis-30622	102	6	prediction	prediction	NOUN
fcis-30622	102	7	systems	system	NOUN
fcis-30622	102	8	,	,	PUNCT
fcis-30622	102	9	classification	classification	NOUN
fcis-30622	102	10	has	have	AUX
fcis-30622	102	11	become	become	VERB
fcis-30622	102	12	increasingly	increasingly	ADV
fcis-30622	102	13	crucial	crucial	ADJ
fcis-30622	102	14	[	[	X
fcis-30622	102	15	29	29	NUM
fcis-30622	102	16	]	]	PUNCT
fcis-30622	102	17	,	,	PUNCT
fcis-30622	102	18	and	and	CCONJ
fcis-30622	102	19	deep	deep	ADJ
fcis-30622	102	20	learning	learning	NOUN
fcis-30622	102	21	has	have	AUX
fcis-30622	102	22	improved	improve	VERB
fcis-30622	102	23	the	the	DET
fcis-30622	102	24	accuracy	accuracy	NOUN
fcis-30622	102	25	of	of	ADP
fcis-30622	102	26	these	these	DET
fcis-30622	102	27	systems	system	NOUN
fcis-30622	102	28	.	.	PUNCT
fcis-30622	103	1	li	li	PROPN
fcis-30622	103	2	et	et	PROPN
fcis-30622	103	3	al	al	PROPN
fcis-30622	103	4	.	.	PUNCT
fcis-30622	104	1	[	[	X
fcis-30622	104	2	30	30	NUM
fcis-30622	104	3	]	]	PUNCT
fcis-30622	104	4	investigated	investigate	VERB
fcis-30622	104	5	an	an	DET
fcis-30622	104	6	auxiliary	auxiliary	ADJ
fcis-30622	104	7	diagnostic	diagnostic	ADJ
fcis-30622	104	8	method	method	NOUN
fcis-30622	104	9	for	for	ADP
fcis-30622	104	10	chd	chd	NOUN
fcis-30622	104	11	based	base	VERB
fcis-30622	104	12	on	on	ADP
fcis-30622	104	13	tongue	tongue	NOUN
fcis-30622	104	14	image	image	NOUN
fcis-30622	104	15	features	feature	VERB
fcis-30622	104	16	.	.	PUNCT
fcis-30622	105	1	their	their	PRON
fcis-30622	105	2	approach	approach	NOUN
fcis-30622	105	3	employs	employ	VERB
fcis-30622	105	4	deep	deep	ADJ
fcis-30622	105	5	learning	learning	NOUN
fcis-30622	105	6	for	for	ADP
fcis-30622	105	7	object	object	NOUN
fcis-30622	105	8	detection	detection	NOUN
fcis-30622	105	9	,	,	PUNCT
fcis-30622	105	10	image	image	NOUN
fcis-30622	105	11	segmentation	segmentation	NOUN
fcis-30622	105	12	,	,	PUNCT
fcis-30622	105	13	and	and	CCONJ
fcis-30622	105	14	feature	feature	NOUN
fcis-30622	105	15	extraction	extraction	NOUN
fcis-30622	105	16	to	to	PART
fcis-30622	105	17	assist	assist	VERB
fcis-30622	105	18	in	in	ADP
fcis-30622	105	19	chd	chd	NOUN
fcis-30622	105	20	diagnosis	diagnosis	NOUN
fcis-30622	105	21	.	.	PUNCT
fcis-30622	106	1	to	to	PART
fcis-30622	106	2	address	address	VERB
fcis-30622	106	3	data	datum	NOUN
fcis-30622	106	4	scarcity	scarcity	NOUN
fcis-30622	106	5	,	,	PUNCT
fcis-30622	106	6	the	the	DET
fcis-30622	106	7	study	study	NOUN
fcis-30622	106	8	further	far	ADV
fcis-30622	106	9	integrates	integrate	NOUN
fcis-30622	106	10	text	text	NOUN
fcis-30622	106	11	information	information	NOUN
fcis-30622	106	12	related	relate	VERB
fcis-30622	106	13	to	to	ADP
fcis-30622	106	14	tongue	tongue	NOUN
fcis-30622	106	15	patterns	pattern	NOUN
fcis-30622	106	16	into	into	ADP
fcis-30622	106	17	a	a	DET
fcis-30622	106	18	multimodal	multimodal	ADJ
fcis-30622	106	19	network	network	NOUN
fcis-30622	106	20	that	that	PRON
fcis-30622	106	21	combines	combine	VERB
fcis-30622	106	22	textual	textual	ADJ
fcis-30622	106	23	and	and	CCONJ
fcis-30622	106	24	visual	visual	ADJ
fcis-30622	106	25	features	feature	NOUN
fcis-30622	106	26	.	.	PUNCT
fcis-30622	107	1	this	this	DET
fcis-30622	107	2	innovative	innovative	ADJ
fcis-30622	107	3	method	method	NOUN
fcis-30622	107	4	enhances	enhance	VERB
fcis-30622	107	5	chd	chd	NOUN
fcis-30622	107	6	prediction	prediction	NOUN
fcis-30622	107	7	accuracy	accuracy	NOUN
fcis-30622	107	8	in	in	ADP
fcis-30622	107	9	small	small	ADJ
fcis-30622	107	10	datasets	dataset	NOUN
fcis-30622	107	11	,	,	PUNCT
fcis-30622	107	12	with	with	ADP
fcis-30622	107	13	experimental	experimental	ADJ
fcis-30622	107	14	results	result	NOUN
fcis-30622	107	15	showing	show	VERB
fcis-30622	107	16	an	an	DET
fcis-30622	107	17	accuracy	accuracy	NOUN
fcis-30622	107	18	of	of	ADP
fcis-30622	107	19	80.89	80.89	NUM
fcis-30622	107	20	%	%	NOUN
fcis-30622	107	21	and	and	CCONJ
fcis-30622	107	22	a	a	DET
fcis-30622	107	23	recall	recall	NOUN
fcis-30622	107	24	rate	rate	NOUN
fcis-30622	107	25	of	of	ADP
fcis-30622	107	26	81.33	81.33	NUM
fcis-30622	107	27	%	%	NOUN
fcis-30622	107	28	,	,	PUNCT
fcis-30622	107	29	demonstrating	demonstrate	VERB
fcis-30622	107	30	the	the	DET
fcis-30622	107	31	feasibility	feasibility	NOUN
fcis-30622	107	32	and	and	CCONJ
fcis-30622	107	33	effectiveness	effectiveness	NOUN
fcis-30622	107	34	of	of	ADP
fcis-30622	107	35	the	the	DET
fcis-30622	107	36	proposed	propose	VERB
fcis-30622	107	37	approach	approach	NOUN
fcis-30622	107	38	in	in	ADP
fcis-30622	107	39	chd	chd	NOUN
fcis-30622	107	40	diagnosis	diagnosis	NOUN
fcis-30622	107	41	.	.	PUNCT
fcis-30622	108	1	reference	reference	NOUN
fcis-30622	109	1	[	[	X
fcis-30622	109	2	31	31	NUM
fcis-30622	109	3	]	]	PUNCT
fcis-30622	109	4	investigated	investigate	VERB
fcis-30622	109	5	the	the	DET
fcis-30622	109	6	application	application	NOUN
fcis-30622	109	7	of	of	ADP
fcis-30622	109	8	the	the	DET
fcis-30622	109	9	deepnetx2	deepnetx2	PROPN
fcis-30622	109	10	deep	deep	ADJ
fcis-30622	109	11	learning	learning	NOUN
fcis-30622	109	12	framework	framework	NOUN
fcis-30622	109	13	for	for	ADP
fcis-30622	109	14	diabetes	diabetes	NOUN
fcis-30622	109	15	diagnosis	diagnosis	NOUN
fcis-30622	109	16	,	,	PUNCT
fcis-30622	109	17	with	with	ADP
fcis-30622	109	18	particular	particular	ADJ
fcis-30622	109	19	emphasis	emphasis	NOUN
fcis-30622	109	20	on	on	ADP
fcis-30622	109	21	model	model	NOUN
fcis-30622	109	22	interpretability	interpretability	NOUN
fcis-30622	109	23	.	.	PUNCT
fcis-30622	110	1	the	the	DET
fcis-30622	110	2	study	study	NOUN
fcis-30622	110	3	trained	train	VERB
fcis-30622	110	4	the	the	DET
fcis-30622	110	5	deepnetx2	deepnetx2	PROPN
fcis-30622	110	6	model	model	NOUN
fcis-30622	110	7	using	use	VERB
fcis-30622	110	8	a	a	DET
fcis-30622	110	9	dataset	dataset	NOUN
fcis-30622	110	10	incorporating	incorporate	VERB
fcis-30622	110	11	multiple	multiple	ADJ
fcis-30622	110	12	clinical	clinical	ADJ
fcis-30622	110	13	features	feature	NOUN
fcis-30622	110	14	to	to	PART
fcis-30622	110	15	improve	improve	VERB
fcis-30622	110	16	the	the	DET
fcis-30622	110	17	accuracy	accuracy	NOUN
fcis-30622	110	18	and	and	CCONJ
fcis-30622	110	19	reliability	reliability	NOUN
fcis-30622	110	20	of	of	ADP
fcis-30622	110	21	diabetes	diabetes	NOUN
fcis-30622	110	22	prediction	prediction	NOUN
fcis-30622	110	23	.	.	PUNCT
fcis-30622	111	1	additionally	additionally	ADV
fcis-30622	111	2	,	,	PUNCT
fcis-30622	111	3	techniques	technique	NOUN
fcis-30622	111	4	such	such	ADJ
fcis-30622	111	5	as	as	ADP
fcis-30622	111	6	feature	feature	NOUN
fcis-30622	111	7	importance	importance	NOUN
fcis-30622	111	8	analysis	analysis	NOUN
fcis-30622	111	9	and	and	CCONJ
fcis-30622	111	10	visualization	visualization	NOUN
fcis-30622	111	11	tools	tool	NOUN
fcis-30622	111	12	were	be	AUX
fcis-30622	111	13	employed	employ	VERB
fcis-30622	111	14	to	to	PART
fcis-30622	111	15	enhance	enhance	VERB
fcis-30622	111	16	model	model	NOUN
fcis-30622	111	17	transparency	transparency	NOUN
fcis-30622	111	18	,	,	PUNCT
fcis-30622	111	19	enabling	enable	VERB
fcis-30622	111	20	healthcare	healthcare	NOUN
fcis-30622	111	21	professionals	professional	NOUN
fcis-30622	111	22	to	to	PART
fcis-30622	111	23	better	well	ADV
fcis-30622	111	24	understand	understand	VERB
fcis-30622	111	25	the	the	DET
fcis-30622	111	26	prediction	prediction	NOUN
fcis-30622	111	27	rationale	rationale	NOUN
fcis-30622	111	28	.	.	PUNCT
fcis-30622	112	1	experimental	experimental	ADJ
fcis-30622	112	2	results	result	NOUN
fcis-30622	112	3	demonstrated	demonstrate	VERB
fcis-30622	112	4	that	that	SCONJ
fcis-30622	112	5	deepnetx2	deepnetx2	PROPN
fcis-30622	112	6	outperformed	outperform	VERB
fcis-30622	112	7	traditional	traditional	ADJ
fcis-30622	112	8	models	model	NOUN
fcis-30622	112	9	in	in	ADP
fcis-30622	112	10	diabetes	diabetes	NOUN
fcis-30622	112	11	diagnosis	diagnosis	NOUN
fcis-30622	112	12	.	.	PUNCT
fcis-30622	113	1	zhang	zhang	PROPN
fcis-30622	113	2	et	et	PROPN
fcis-30622	113	3	al	al	PROPN
fcis-30622	113	4	.	.	PUNCT
fcis-30622	114	1	[	[	X
fcis-30622	114	2	32	32	NUM
fcis-30622	114	3	]	]	PUNCT
fcis-30622	114	4	addressed	address	VERB
fcis-30622	114	5	the	the	DET
fcis-30622	114	6	challenge	challenge	NOUN
fcis-30622	114	7	of	of	ADP
fcis-30622	114	8	diabetes	diabetes	NOUN
fcis-30622	114	9	detection	detection	NOUN
fcis-30622	114	10	based	base	VERB
fcis-30622	114	11	on	on	ADP
fcis-30622	114	12	sublingual	sublingual	ADJ
fcis-30622	114	13	vein	vein	ADJ
fcis-30622	114	14	analysis	analysis	NOUN
fcis-30622	114	15	by	by	ADP
fcis-30622	114	16	introducing	introduce	VERB
fcis-30622	114	17	color	color	NOUN
fcis-30622	114	18	descriptors	descriptor	NOUN
fcis-30622	114	19	.	.	PUNCT
fcis-30622	115	1	they	they	PRON
fcis-30622	115	2	proposed	propose	VERB
fcis-30622	115	3	a	a	DET
fcis-30622	115	4	multi	multi	ADJ
fcis-30622	115	5	-	-	ADJ
fcis-30622	115	6	feature	feature	ADJ
fcis-30622	115	7	learning	learning	NOUN
fcis-30622	115	8	method	method	NOUN
fcis-30622	115	9	incorporating	incorporate	VERB
fcis-30622	115	10	the	the	DET
fcis-30622	115	11	hilbert	hilbert	NOUN
fcis-30622	115	12	-	-	PUNCT
fcis-30622	115	13	schmidt	schmidt	ADJ
fcis-30622	115	14	independence	independence	NOUN
fcis-30622	115	15	criterion	criterion	NOUN
fcis-30622	115	16	(	(	PUNCT
fcis-30622	115	17	hsic	hsic	ADJ
fcis-30622	115	18	)	)	PUNCT
fcis-30622	115	19	and	and	CCONJ
fcis-30622	115	20	euclidean	euclidean	ADJ
fcis-30622	115	21	distance	distance	NOUN
fcis-30622	115	22	to	to	PART
fcis-30622	115	23	enhance	enhance	VERB
fcis-30622	115	24	cross	cross	ADJ
fcis-30622	115	25	-	-	ADJ
fcis-30622	115	26	modal	modal	ADJ
fcis-30622	115	27	feature	feature	NOUN
fcis-30622	115	28	representation	representation	NOUN
fcis-30622	115	29	.	.	PUNCT
fcis-30622	116	1	their	their	PRON
fcis-30622	116	2	approach	approach	NOUN
fcis-30622	116	3	achieved	achieve	VERB
fcis-30622	116	4	an	an	DET
fcis-30622	116	5	impressive	impressive	ADJ
fcis-30622	116	6	93.38	93.38	NUM
fcis-30622	116	7	%	%	NOUN
fcis-30622	116	8	accuracy	accuracy	NOUN
fcis-30622	116	9	in	in	ADP
fcis-30622	116	10	diabetes	diabetes	NOUN
fcis-30622	116	11	detection	detection	NOUN
fcis-30622	116	12	.	.	PUNCT
fcis-30622	117	1	jiang	jiang	PROPN
fcis-30622	117	2	et	et	PROPN
fcis-30622	117	3	al	al	PROPN
fcis-30622	117	4	.	.	PUNCT
fcis-30622	118	1	[	[	X
fcis-30622	118	2	33	33	NUM
fcis-30622	118	3	]	]	PUNCT
fcis-30622	118	4	analyzed	analyze	VERB
fcis-30622	118	5	tongue	tongue	NOUN
fcis-30622	118	6	image	image	NOUN
fcis-30622	118	7	characteristics	characteristic	NOUN
fcis-30622	118	8	from	from	ADP
fcis-30622	118	9	1,778	1,778	NUM
fcis-30622	118	10	participants	participant	NOUN
fcis-30622	118	11	(	(	PUNCT
fcis-30622	118	12	831	831	NUM
fcis-30622	118	13	in	in	ADP
fcis-30622	118	14	the	the	DET
fcis-30622	118	15	non	non	ADJ
fcis-30622	118	16	-	-	ADJ
fcis-30622	118	17	alcoholic	alcoholic	ADJ
fcis-30622	118	18	fatty	fatty	NOUN
fcis-30622	118	19	liver	liver	NOUN
fcis-30622	118	20	disease	disease	NOUN
fcis-30622	118	21	(	(	PUNCT
fcis-30622	118	22	nafld	nafld	ADJ
fcis-30622	118	23	)	)	PUNCT
fcis-30622	118	24	group	group	NOUN
fcis-30622	118	25	and	and	CCONJ
fcis-30622	118	26	947	947	NUM
fcis-30622	118	27	in	in	ADP
fcis-30622	118	28	the	the	DET
fcis-30622	118	29	non	non	ADJ
fcis-30622	118	30	-	-	ADJ
fcis-30622	118	31	nafld	nafld	ADJ
fcis-30622	118	32	group	group	NOUN
fcis-30622	118	33	)	)	PUNCT
fcis-30622	118	34	.	.	PUNCT
fcis-30622	119	1	by	by	ADP
fcis-30622	119	2	integrating	integrate	VERB
fcis-30622	119	3	quantitative	quantitative	ADJ
fcis-30622	119	4	tongue	tongue	NOUN
fcis-30622	119	5	image	image	NOUN
fcis-30622	119	6	features	feature	NOUN
fcis-30622	119	7	,	,	PUNCT
fcis-30622	119	8	demographic	demographic	ADJ
fcis-30622	119	9	data	datum	NOUN
fcis-30622	119	10	,	,	PUNCT
fcis-30622	119	11	and	and	CCONJ
fcis-30622	119	12	serological	serological	ADJ
fcis-30622	119	13	indicators	indicator	NOUN
fcis-30622	119	14	,	,	PUNCT
fcis-30622	119	15	they	they	PRON
fcis-30622	119	16	employed	employ	VERB
fcis-30622	119	17	multiple	multiple	ADJ
fcis-30622	119	18	neural	neural	ADJ
fcis-30622	119	19	network	network	NOUN
fcis-30622	119	20	algorithms	algorithm	NOUN
fcis-30622	119	21	,	,	PUNCT
fcis-30622	119	22	including	include	VERB
fcis-30622	119	23	logistic	logistic	ADJ
fcis-30622	119	24	regression	regression	NOUN
fcis-30622	119	25	,	,	PUNCT
fcis-30622	119	26	gradient	gradient	ADJ
fcis-30622	119	27	boosting	boost	VERB
fcis-30622	119	28	decision	decision	NOUN
fcis-30622	119	29	trees	tree	NOUN
fcis-30622	119	30	(	(	PUNCT
fcis-30622	119	31	gbdt	gbdt	NOUN
fcis-30622	119	32	)	)	PUNCT
fcis-30622	119	33	,	,	PUNCT
fcis-30622	119	34	and	and	CCONJ
fcis-30622	119	35	adaptive	adaptive	ADJ
fcis-30622	119	36	boosting	boosting	NOUN
fcis-30622	119	37	(	(	PUNCT
fcis-30622	119	38	adaboost	adaboost	ADV
fcis-30622	119	39	)	)	PUNCT
fcis-30622	119	40	,	,	PUNCT
fcis-30622	119	41	for	for	ADP
fcis-30622	119	42	nafld	nafld	ADJ
fcis-30622	119	43	diagnosis	diagnosis	NOUN
fcis-30622	119	44	.	.	PUNCT
fcis-30622	120	1	the	the	DET
fcis-30622	120	2	logistic	logistic	ADJ
fcis-30622	120	3	regression	regression	NOUN
fcis-30622	120	4	-	-	PUNCT
fcis-30622	120	5	based	base	VERB
fcis-30622	120	6	diagnostic	diagnostic	ADJ
fcis-30622	120	7	model	model	NOUN
fcis-30622	120	8	achieved	achieve	VERB
fcis-30622	120	9	the	the	DET
fcis-30622	120	10	best	good	ADJ
fcis-30622	120	11	fusion	fusion	NOUN
fcis-30622	120	12	performance	performance	NOUN
fcis-30622	120	13	,	,	PUNCT
fcis-30622	120	14	attaining	attain	VERB
fcis-30622	120	15	an	an	DET
fcis-30622	120	16	81.70	81.70	NUM
fcis-30622	120	17	%	%	NOUN
fcis-30622	120	18	accuracy	accuracy	NOUN
fcis-30622	120	19	.	.	PUNCT
fcis-30622	121	1	traditional	traditional	ADJ
fcis-30622	121	2	chinese	chinese	ADJ
fcis-30622	121	3	medicine	medicine	NOUN
fcis-30622	121	4	constitution	constitution	NOUN
fcis-30622	121	5	(	(	PUNCT
fcis-30622	121	6	tcmc	tcmc	NOUN
fcis-30622	121	7	)	)	PUNCT
fcis-30622	121	8	,	,	PUNCT
fcis-30622	121	9	as	as	ADP
fcis-30622	121	10	one	one	NUM
fcis-30622	121	11	of	of	ADP
fcis-30622	121	12	the	the	DET
fcis-30622	121	13	important	important	ADJ
fcis-30622	121	14	components	component	NOUN
fcis-30622	121	15	of	of	ADP
fcis-30622	121	16	tcm	tcm	PROPN
fcis-30622	121	17	theory	theory	NOUN
fcis-30622	121	18	,	,	PUNCT
fcis-30622	121	19	has	have	AUX
fcis-30622	121	20	attracted	attract	VERB
fcis-30622	121	21	increasing	increase	VERB
fcis-30622	121	22	attention	attention	NOUN
fcis-30622	121	23	from	from	ADP
fcis-30622	121	24	researchers	researcher	NOUN
fcis-30622	121	25	.	.	PUNCT
fcis-30622	122	1	reference	reference	NOUN
fcis-30622	122	2	[	[	X
fcis-30622	122	3	34	34	NUM
fcis-30622	122	4	]	]	PUNCT
fcis-30622	122	5	investigated	investigate	VERB
fcis-30622	122	6	automatic	automatic	ADJ
fcis-30622	122	7	tcm	tcm	PROPN
fcis-30622	122	8	syndrome	syndrome	NOUN
fcis-30622	122	9	identification	identification	NOUN
fcis-30622	122	10	by	by	ADP
fcis-30622	122	11	extracting	extract	VERB
fcis-30622	122	12	features	feature	NOUN
fcis-30622	122	13	from	from	ADP
fcis-30622	122	14	multi	multi	ADJ
fcis-30622	122	15	-	-	ADJ
fcis-30622	122	16	perspective	perspective	ADJ
fcis-30622	122	17	tongue	tongue	NOUN
fcis-30622	122	18	images	image	NOUN
fcis-30622	122	19	combined	combine	VERB
fcis-30622	122	20	with	with	ADP
fcis-30622	122	21	deep	deep	ADJ
fcis-30622	122	22	learning	learning	NOUN
fcis-30622	122	23	methods	method	NOUN
fcis-30622	122	24	.	.	PUNCT
fcis-30622	123	1	the	the	DET
fcis-30622	123	2	study	study	NOUN
fcis-30622	123	3	first	first	ADV
fcis-30622	123	4	collected	collect	VERB
fcis-30622	123	5	tongue	tongue	NOUN
fcis-30622	123	6	images	image	NOUN
fcis-30622	123	7	from	from	ADP
fcis-30622	123	8	different	different	ADJ
fcis-30622	123	9	angles	angle	NOUN
fcis-30622	123	10	,	,	PUNCT
fcis-30622	123	11	extracted	extract	VERB
fcis-30622	123	12	multiple	multiple	ADJ
fcis-30622	123	13	features	feature	NOUN
fcis-30622	123	14	such	such	ADJ
fcis-30622	123	15	as	as	ADP
fcis-30622	123	16	tongue	tongue	NOUN
fcis-30622	123	17	body	body	NOUN
fcis-30622	123	18	color	color	NOUN
fcis-30622	123	19	,	,	PUNCT
fcis-30622	123	20	shape	shape	NOUN
fcis-30622	123	21	,	,	PUNCT
fcis-30622	123	22	and	and	CCONJ
fcis-30622	123	23	coating	coat	VERB
fcis-30622	123	24	thickness	thickness	NOUN
fcis-30622	123	25	,	,	PUNCT
fcis-30622	123	26	and	and	CCONJ
fcis-30622	123	27	integrated	integrate	VERB
fcis-30622	123	28	this	this	DET
fcis-30622	123	29	information	information	NOUN
fcis-30622	123	30	using	use	VERB
fcis-30622	123	31	feature	feature	NOUN
fcis-30622	123	32	fusion	fusion	NOUN
fcis-30622	123	33	techniques	technique	NOUN
fcis-30622	123	34	to	to	PART
fcis-30622	123	35	improve	improve	VERB
fcis-30622	123	36	recognition	recognition	NOUN
fcis-30622	123	37	accuracy	accuracy	NOUN
fcis-30622	123	38	.	.	PUNCT
fcis-30622	124	1	experimental	experimental	ADJ
fcis-30622	124	2	results	result	NOUN
fcis-30622	124	3	showed	show	VERB
fcis-30622	124	4	that	that	SCONJ
fcis-30622	124	5	this	this	DET
fcis-30622	124	6	method	method	NOUN
fcis-30622	124	7	significantly	significantly	ADV
fcis-30622	124	8	outperformed	outperform	VERB
fcis-30622	124	9	traditional	traditional	ADJ
fcis-30622	124	10	single	single	ADJ
fcis-30622	124	11	-	-	PUNCT
fcis-30622	124	12	perspective	perspective	NOUN
fcis-30622	124	13	analysis	analysis	NOUN
fcis-30622	124	14	in	in	ADP
fcis-30622	124	15	both	both	DET
fcis-30622	124	16	accuracy	accuracy	NOUN
fcis-30622	124	17	and	and	CCONJ
fcis-30622	124	18	stability	stability	NOUN
fcis-30622	124	19	for	for	ADP
fcis-30622	124	20	syndrome	syndrome	NOUN
fcis-30622	124	21	identification	identification	NOUN
fcis-30622	124	22	,	,	PUNCT
fcis-30622	124	23	demonstrating	demonstrate	VERB
fcis-30622	124	24	its	its	PRON
fcis-30622	124	25	potential	potential	ADJ
fcis-30622	124	26	application	application	NOUN
fcis-30622	124	27	value	value	NOUN
fcis-30622	124	28	in	in	ADP
fcis-30622	124	29	tcm	tcm	PROPN
fcis-30622	124	30	diagnosis	diagnosis	NOUN
fcis-30622	124	31	and	and	CCONJ
fcis-30622	124	32	providing	provide	VERB
fcis-30622	124	33	new	new	ADJ
fcis-30622	124	34	insights	insight	NOUN
fcis-30622	124	35	for	for	ADP
fcis-30622	124	36	future	future	ADJ
fcis-30622	124	37	intelligent	intelligent	ADJ
fcis-30622	124	38	diagnostics	diagnostic	NOUN
fcis-30622	124	39	.	.	PUNCT
fcis-30622	125	1	however	however	ADV
fcis-30622	125	2	,	,	PUNCT
fcis-30622	125	3	in	in	ADP
fcis-30622	125	4	actual	actual	ADJ
fcis-30622	125	5	constitution	constitution	NOUN
fcis-30622	125	6	assessment	assessment	NOUN
fcis-30622	125	7	,	,	PUNCT
fcis-30622	125	8	individuals	individual	NOUN
fcis-30622	125	9	often	often	ADV
fcis-30622	125	10	exhibit	exhibit	VERB
fcis-30622	125	11	two	two	NUM
fcis-30622	125	12	or	or	CCONJ
fcis-30622	125	13	more	more	ADJ
fcis-30622	125	14	overlapping	overlap	VERB
fcis-30622	125	15	constitutions	constitution	NOUN
fcis-30622	125	16	.	.	PUNCT
fcis-30622	126	1	li	li	PROPN
fcis-30622	126	2	et	et	PROPN
fcis-30622	126	3	al	al	PROPN
fcis-30622	126	4	.	.	PUNCT
fcis-30622	127	1	[	[	X
fcis-30622	127	2	35	35	NUM
fcis-30622	127	3	]	]	PUNCT
fcis-30622	127	4	adopted	adopt	VERB
fcis-30622	127	5	a	a	DET
fcis-30622	127	6	multi	multi	ADJ
fcis-30622	127	7	-	-	ADJ
fcis-30622	127	8	label	label	ADJ
fcis-30622	127	9	classification	classification	NOUN
fcis-30622	127	10	method	method	NOUN
fcis-30622	127	11	to	to	PART
fcis-30622	127	12	identify	identify	VERB
fcis-30622	127	13	compound	compound	NOUN
fcis-30622	127	14	constitutions	constitution	NOUN
fcis-30622	127	15	in	in	ADP
fcis-30622	127	16	tongue	tongue	NOUN
fcis-30622	127	17	diagnosis	diagnosis	NOUN
fcis-30622	127	18	images	image	NOUN
fcis-30622	127	19	and	and	CCONJ
fcis-30622	127	20	compared	compare	VERB
fcis-30622	127	21	the	the	DET
fcis-30622	127	22	feature	feature	NOUN
fcis-30622	127	23	extraction	extraction	NOUN
fcis-30622	127	24	performance	performance	NOUN
fcis-30622	127	25	of	of	ADP
fcis-30622	127	26	different	different	ADJ
fcis-30622	127	27	networks	network	NOUN
fcis-30622	127	28	.	.	PUNCT
fcis-30622	128	1	jiang	jiang	PROPN
fcis-30622	128	2	et	et	PROPN
fcis-30622	128	3	al	al	PROPN
fcis-30622	128	4	.	.	PUNCT
fcis-30622	129	1	[	[	X
fcis-30622	129	2	36	36	NUM
fcis-30622	129	3	]	]	PUNCT
fcis-30622	129	4	conducted	conduct	VERB
fcis-30622	129	5	image	image	NOUN
fcis-30622	129	6	quality	quality	NOUN
fcis-30622	129	7	assessment	assessment	NOUN
fcis-30622	129	8	on	on	ADP
fcis-30622	129	9	tongue	tongue	NOUN
fcis-30622	129	10	diagnosis	diagnosis	NOUN
fcis-30622	129	11	images	image	NOUN
fcis-30622	129	12	,	,	PUNCT
fcis-30622	129	13	followed	follow	VERB
fcis-30622	129	14	by	by	ADP
fcis-30622	129	15	color	color	NOUN
fcis-30622	129	16	correction	correction	NOUN
fcis-30622	129	17	and	and	CCONJ
fcis-30622	129	18	tongue	tongue	NOUN
fcis-30622	129	19	segmentation	segmentation	NOUN
fcis-30622	129	20	.	.	PUNCT
fcis-30622	130	1	they	they	PRON
fcis-30622	130	2	extracted	extract	VERB
fcis-30622	130	3	and	and	CCONJ
fcis-30622	130	4	analyzed	analyze	VERB
fcis-30622	130	5	features	feature	NOUN
fcis-30622	130	6	including	include	VERB
fcis-30622	130	7	tongue	tongue	NOUN
fcis-30622	130	8	color	color	NOUN
fcis-30622	130	9	,	,	PUNCT
fcis-30622	130	10	texture	texture	NOUN
fcis-30622	130	11	,	,	PUNCT
fcis-30622	130	12	and	and	CCONJ
fcis-30622	130	13	shape	shape	NOUN
fcis-30622	130	14	,	,	PUNCT
fcis-30622	130	15	performed	perform	VERB
fcis-30622	130	16	constitution	constitution	NOUN
fcis-30622	130	17	classification	classification	NOUN
fcis-30622	130	18	by	by	ADP
fcis-30622	130	19	integrating	integrate	VERB
fcis-30622	130	20	these	these	DET
fcis-30622	130	21	tongue	tongue	NOUN
fcis-30622	130	22	image	image	NOUN
fcis-30622	130	23	features	feature	NOUN
fcis-30622	130	24	,	,	PUNCT
fcis-30622	130	25	and	and	CCONJ
fcis-30622	130	26	finally	finally	ADV
fcis-30622	130	27	developed	develop	VERB
fcis-30622	130	28	tcm	tcm	PROPN
fcis-30622	130	29	treatment	treatment	NOUN
fcis-30622	130	30	plans	plan	NOUN
fcis-30622	130	31	based	base	VERB
fcis-30622	130	32	on	on	ADP
fcis-30622	130	33	the	the	DET
fcis-30622	130	34	classification	classification	NOUN
fcis-30622	130	35	results	result	NOUN
fcis-30622	130	36	.	.	PUNCT
fcis-30622	131	1	4	4	X
fcis-30622	131	2	.	.	X
fcis-30622	131	3	challenges	challenge	NOUN
fcis-30622	131	4	and	and	CCONJ
fcis-30622	131	5	issues	issue	NOUN
fcis-30622	131	6	4.1	4.1	NUM
fcis-30622	131	7	.	.	PUNCT
fcis-30622	132	1	data	datum	NOUN
fcis-30622	132	2	quality	quality	NOUN
fcis-30622	132	3	and	and	CCONJ
fcis-30622	132	4	scale	scale	NOUN
fcis-30622	132	5	tcm	tcm	PROPN
fcis-30622	132	6	tongue	tongue	NOUN
fcis-30622	132	7	diagnosis	diagnosis	NOUN
fcis-30622	132	8	faces	face	VERB
fcis-30622	132	9	significant	significant	ADJ
fcis-30622	132	10	challenges	challenge	NOUN
fcis-30622	132	11	in	in	ADP
fcis-30622	132	12	standardized	standardized	ADJ
fcis-30622	132	13	data	datum	NOUN
fcis-30622	132	14	collection	collection	NOUN
fcis-30622	132	15	.	.	PUNCT
fcis-30622	133	1	variations	variation	NOUN
fcis-30622	133	2	in	in	ADP
fcis-30622	133	3	imaging	imaging	NOUN
fcis-30622	133	4	devices	device	NOUN
fcis-30622	133	5	,	,	PUNCT
fcis-30622	133	6	environmental	environmental	ADJ
fcis-30622	133	7	conditions	condition	NOUN
fcis-30622	133	8	,	,	PUNCT
fcis-30622	133	9	and	and	CCONJ
fcis-30622	133	10	capture	capture	VERB
fcis-30622	133	11	angles	angle	NOUN
fcis-30622	133	12	lead	lead	NOUN
fcis-30622	133	13	to	to	ADP
fcis-30622	133	14	inconsistent	inconsistent	ADJ
fcis-30622	133	15	data	datum	NOUN
fcis-30622	133	16	quality	quality	NOUN
fcis-30622	133	17	,	,	PUNCT
fcis-30622	133	18	adversely	adversely	ADV
fcis-30622	133	19	affecting	affect	VERB
fcis-30622	133	20	the	the	DET
fcis-30622	133	21	training	training	NOUN
fcis-30622	133	22	performance	performance	NOUN
fcis-30622	133	23	of	of	ADP
fcis-30622	133	24	deep	deep	ADJ
fcis-30622	133	25	learning	learning	NOUN
fcis-30622	133	26	models	model	NOUN
fcis-30622	133	27	.	.	PUNCT
fcis-30622	134	1	additionally	additionally	ADV
fcis-30622	134	2	,	,	PUNCT
fcis-30622	134	3	annotating	annotate	VERB
fcis-30622	134	4	tongue	tongue	NOUN
fcis-30622	134	5	images	image	NOUN
fcis-30622	134	6	requires	require	VERB
fcis-30622	134	7	specialized	specialized	ADJ
fcis-30622	134	8	tcm	tcm	PROPN
fcis-30622	134	9	knowledge	knowledge	NOUN
fcis-30622	134	10	,	,	PUNCT
fcis-30622	134	11	which	which	PRON
fcis-30622	134	12	introduces	introduce	VERB
fcis-30622	134	13	subjectivity	subjectivity	NOUN
fcis-30622	134	14	and	and	CCONJ
fcis-30622	134	15	inter	inter	ADJ
fcis-30622	134	16	-	-	ADJ
fcis-30622	134	17	annotator	annotator	ADJ
fcis-30622	134	18	variability	variability	NOUN
fcis-30622	134	19	due	due	ADP
fcis-30622	134	20	to	to	ADP
fcis-30622	134	21	the	the	DET
fcis-30622	134	22	lack	lack	NOUN
fcis-30622	134	23	of	of	ADP
fcis-30622	134	24	unified	unified	ADJ
fcis-30622	134	25	labeling	labeling	NOUN
fcis-30622	134	26	standards	standard	NOUN
fcis-30622	134	27	.	.	PUNCT
fcis-30622	135	1	this	this	PRON
fcis-30622	135	2	further	further	ADJ
fcis-30622	135	3	compromises	compromise	VERB
fcis-30622	135	4	the	the	DET
fcis-30622	135	5	accuracy	accuracy	NOUN
fcis-30622	135	6	and	and	CCONJ
fcis-30622	135	7	reliability	reliability	NOUN
fcis-30622	135	8	of	of	ADP
fcis-30622	135	9	the	the	DET
fcis-30622	135	10	data	datum	NOUN
fcis-30622	135	11	.	.	PUNCT
fcis-30622	136	1	moreover	moreover	ADV
fcis-30622	136	2	,	,	PUNCT
fcis-30622	136	3	the	the	DET
fcis-30622	136	4	current	current	ADJ
fcis-30622	136	5	dataset	dataset	NOUN
fcis-30622	136	6	size	size	NOUN
fcis-30622	136	7	remains	remain	VERB
fcis-30622	136	8	relatively	relatively	ADV
fcis-30622	136	9	small	small	ADJ
fcis-30622	136	10	,	,	PUNCT
fcis-30622	136	11	failing	fail	VERB
fcis-30622	136	12	to	to	PART
fcis-30622	136	13	meet	meet	VERB
fcis-30622	136	14	the	the	DET
fcis-30622	136	15	demand	demand	NOUN
fcis-30622	136	16	for	for	ADP
fcis-30622	136	17	large	large	ADJ
fcis-30622	136	18	-	-	PUNCT
fcis-30622	136	19	scale	scale	NOUN
fcis-30622	136	20	data	datum	NOUN
fcis-30622	136	21	in	in	ADP
fcis-30622	136	22	deep	deep	ADJ
fcis-30622	136	23	learning	learning	NOUN
fcis-30622	136	24	,	,	PUNCT
fcis-30622	136	25	thereby	thereby	ADV
fcis-30622	136	26	limiting	limit	VERB
fcis-30622	136	27	model	model	NOUN
fcis-30622	136	28	generalization	generalization	NOUN
fcis-30622	136	29	and	and	CCONJ
fcis-30622	136	30	performance	performance	NOUN
fcis-30622	136	31	improvement	improvement	NOUN
fcis-30622	136	32	.	.	PUNCT
fcis-30622	137	1	4.2	4.2	NUM
fcis-30622	137	2	.	.	PUNCT
fcis-30622	138	1	model	model	NOUN
fcis-30622	138	2	interpretability	interpretability	NOUN
fcis-30622	138	3	deep	deep	ADJ
fcis-30622	138	4	learning	learning	NOUN
fcis-30622	138	5	models	model	NOUN
fcis-30622	138	6	are	be	AUX
fcis-30622	138	7	often	often	ADV
fcis-30622	138	8	regarded	regard	VERB
fcis-30622	138	9	as	as	ADP
fcis-30622	138	10	"	"	PUNCT
fcis-30622	138	11	black	black	ADJ
fcis-30622	138	12	boxes	box	NOUN
fcis-30622	138	13	,	,	PUNCT
fcis-30622	138	14	"	"	PUNCT
fcis-30622	138	15	with	with	ADP
fcis-30622	138	16	decision	decision	NOUN
fcis-30622	138	17	-	-	PUNCT
fcis-30622	138	18	making	make	VERB
fcis-30622	138	19	processes	process	NOUN
fcis-30622	138	20	that	that	PRON
fcis-30622	138	21	are	be	AUX
fcis-30622	138	22	difficult	difficult	ADJ
fcis-30622	138	23	to	to	PART
fcis-30622	138	24	interpret	interpret	VERB
fcis-30622	138	25	.	.	PUNCT
fcis-30622	139	1	this	this	DET
fcis-30622	139	2	opacity	opacity	NOUN
fcis-30622	139	3	reduces	reduce	VERB
fcis-30622	139	4	trust	trust	NOUN
fcis-30622	139	5	among	among	ADP
fcis-30622	139	6	doctors	doctor	NOUN
fcis-30622	139	7	and	and	CCONJ
fcis-30622	139	8	patients	patient	NOUN
fcis-30622	139	9	in	in	ADP
fcis-30622	139	10	the	the	DET
fcis-30622	139	11	diagnostic	diagnostic	ADJ
fcis-30622	139	12	results	result	NOUN
fcis-30622	139	13	,	,	PUNCT
fcis-30622	139	14	hindering	hinder	VERB
fcis-30622	139	15	the	the	DET
fcis-30622	139	16	clinical	clinical	ADJ
fcis-30622	139	17	adoption	adoption	NOUN
fcis-30622	139	18	of	of	ADP
fcis-30622	139	19	deep	deep	ADJ
fcis-30622	139	20	learning	learning	NOUN
fcis-30622	139	21	technology	technology	NOUN
fcis-30622	139	22	.	.	PUNCT
fcis-30622	140	1	therefore	therefore	ADV
fcis-30622	140	2	,	,	PUNCT
fcis-30622	140	3	increased	increase	VERB
fcis-30622	140	4	efforts	effort	NOUN
fcis-30622	140	5	should	should	AUX
fcis-30622	140	6	be	be	AUX
fcis-30622	140	7	directed	direct	VERB
fcis-30622	140	8	toward	toward	ADP
fcis-30622	140	9	interpretability	interpretability	NOUN
fcis-30622	140	10	research	research	NOUN
fcis-30622	140	11	,	,	PUNCT
fcis-30622	140	12	exploring	explore	VERB
fcis-30622	140	13	effective	effective	ADJ
fcis-30622	140	14	explainable	explainable	ADJ
fcis-30622	140	15	algorithms	algorithm	NOUN
fcis-30622	140	16	and	and	CCONJ
fcis-30622	140	17	tools	tool	NOUN
fcis-30622	140	18	to	to	PART
fcis-30622	140	19	help	help	VERB
fcis-30622	140	20	clinicians	clinician	NOUN
fcis-30622	140	21	better	well	ADV
fcis-30622	140	22	understand	understand	VERB
fcis-30622	140	23	model	model	NOUN
fcis-30622	140	24	decisions	decision	NOUN
fcis-30622	140	25	,	,	PUNCT
fcis-30622	140	26	thereby	thereby	ADV
fcis-30622	140	27	improving	improve	VERB
fcis-30622	140	28	acceptance	acceptance	NOUN
fcis-30622	140	29	and	and	CCONJ
fcis-30622	140	30	trust	trust	NOUN
fcis-30622	140	31	in	in	ADP
fcis-30622	140	32	ai	ai	ADJ
fcis-30622	140	33	-	-	PUNCT
fcis-30622	140	34	assisted	assist	VERB
fcis-30622	140	35	systems	system	NOUN
fcis-30622	140	36	.	.	PUNCT
fcis-30622	141	1	4.3	4.3	NUM
fcis-30622	141	2	.	.	PUNCT
fcis-30622	141	3	integration	integration	NOUN
fcis-30622	141	4	with	with	ADP
fcis-30622	141	5	tcm	tcm	PROPN
fcis-30622	141	6	theory	theory	NOUN
fcis-30622	141	7	currently	currently	ADV
fcis-30622	141	8	,	,	PUNCT
fcis-30622	141	9	deep	deep	ADJ
fcis-30622	141	10	learning	learning	NOUN
fcis-30622	141	11	models	model	NOUN
fcis-30622	141	12	in	in	ADP
fcis-30622	141	13	tongue	tongue	NOUN
fcis-30622	141	14	diagnosis	diagnosis	NOUN
fcis-30622	141	15	applications	application	NOUN
fcis-30622	141	16	tend	tend	VERB
fcis-30622	141	17	to	to	PART
fcis-30622	141	18	focus	focus	VERB
fcis-30622	141	19	on	on	ADP
fcis-30622	141	20	data	data	NOUN
fcis-30622	141	21	-	-	PUNCT
fcis-30622	141	22	driven	drive	VERB
fcis-30622	141	23	analysis	analysis	NOUN
fcis-30622	141	24	while	while	SCONJ
fcis-30622	141	25	142	142	NUM
fcis-30622	141	26	lacking	lack	VERB
fcis-30622	141	27	deep	deep	ADJ
fcis-30622	141	28	integration	integration	NOUN
fcis-30622	141	29	with	with	ADP
fcis-30622	141	30	tcm	tcm	PROPN
fcis-30622	141	31	theory	theory	NOUN
fcis-30622	141	32	.	.	PUNCT
fcis-30622	142	1	this	this	PRON
fcis-30622	142	2	limits	limit	VERB
fcis-30622	142	3	the	the	DET
fcis-30622	142	4	ability	ability	NOUN
fcis-30622	142	5	to	to	PART
fcis-30622	142	6	fully	fully	ADV
fcis-30622	142	7	uncover	uncover	VERB
fcis-30622	142	8	the	the	DET
fcis-30622	142	9	underlying	underlying	ADJ
fcis-30622	142	10	tcm	tcm	PROPN
fcis-30622	142	11	pathological	pathological	ADJ
fcis-30622	142	12	mechanisms	mechanism	NOUN
fcis-30622	142	13	reflected	reflect	VERB
fcis-30622	142	14	in	in	ADP
fcis-30622	142	15	tongue	tongue	NOUN
fcis-30622	142	16	features	feature	NOUN
fcis-30622	142	17	.	.	PUNCT
fcis-30622	143	1	future	future	ADJ
fcis-30622	143	2	research	research	NOUN
fcis-30622	143	3	should	should	AUX
fcis-30622	143	4	emphasize	emphasize	VERB
fcis-30622	143	5	incorporating	incorporate	VERB
fcis-30622	143	6	tcm	tcm	PROPN
fcis-30622	143	7	theoretical	theoretical	ADJ
fcis-30622	143	8	knowledge	knowledge	NOUN
fcis-30622	143	9	into	into	ADP
fcis-30622	143	10	deep	deep	ADJ
fcis-30622	143	11	learning	learning	NOUN
fcis-30622	143	12	models	model	NOUN
fcis-30622	143	13	to	to	PART
fcis-30622	143	14	provide	provide	VERB
fcis-30622	143	15	theoretical	theoretical	ADJ
fcis-30622	143	16	explanations	explanation	NOUN
fcis-30622	143	17	for	for	ADP
fcis-30622	143	18	tongue	tongue	NOUN
fcis-30622	143	19	analysis	analysis	NOUN
fcis-30622	143	20	results	result	NOUN
fcis-30622	143	21	,	,	PUNCT
fcis-30622	143	22	promoting	promote	VERB
fcis-30622	143	23	both	both	CCONJ
fcis-30622	143	24	the	the	DET
fcis-30622	143	25	preservation	preservation	NOUN
fcis-30622	143	26	and	and	CCONJ
fcis-30622	143	27	innovation	innovation	NOUN
fcis-30622	143	28	of	of	ADP
fcis-30622	143	29	tcm	tcm	PROPN
fcis-30622	143	30	tongue	tongue	NOUN
fcis-30622	143	31	diagnosis	diagnosis	NOUN
fcis-30622	143	32	.	.	PUNCT
fcis-30622	144	1	5	5	X
fcis-30622	144	2	.	.	X
fcis-30622	144	3	future	future	ADJ
fcis-30622	144	4	development	development	NOUN
fcis-30622	144	5	trends	trend	NOUN
fcis-30622	144	6	5.1	5.1	NUM
fcis-30622	144	7	.	.	PUNCT
fcis-30622	145	1	multimodal	multimodal	NOUN
fcis-30622	145	2	data	datum	NOUN
fcis-30622	145	3	fusion	fusion	NOUN
fcis-30622	145	4	and	and	CCONJ
fcis-30622	145	5	deep	deep	ADJ
fcis-30622	145	6	learning	learning	NOUN
fcis-30622	145	7	integration	integration	NOUN
fcis-30622	145	8	future	future	ADJ
fcis-30622	145	9	research	research	NOUN
fcis-30622	145	10	will	will	AUX
fcis-30622	145	11	focus	focus	VERB
fcis-30622	145	12	on	on	ADP
fcis-30622	145	13	integrating	integrate	VERB
fcis-30622	145	14	multimodal	multimodal	NOUN
fcis-30622	145	15	data	datum	NOUN
fcis-30622	145	16	such	such	ADJ
fcis-30622	145	17	as	as	ADP
fcis-30622	145	18	tongue	tongue	NOUN
fcis-30622	145	19	images	image	NOUN
fcis-30622	145	20	and	and	CCONJ
fcis-30622	145	21	pulse	pulse	NOUN
fcis-30622	145	22	signals	signal	NOUN
fcis-30622	145	23	,	,	PUNCT
fcis-30622	145	24	leveraging	leverage	VERB
fcis-30622	145	25	deep	deep	ADJ
fcis-30622	145	26	learning	learning	NOUN
fcis-30622	145	27	for	for	ADP
fcis-30622	145	28	comprehensive	comprehensive	ADJ
fcis-30622	145	29	analysis	analysis	NOUN
fcis-30622	145	30	to	to	PART
fcis-30622	145	31	obtain	obtain	VERB
fcis-30622	145	32	more	more	ADV
fcis-30622	145	33	holistic	holistic	ADJ
fcis-30622	145	34	health	health	NOUN
fcis-30622	145	35	information	information	NOUN
fcis-30622	145	36	and	and	CCONJ
fcis-30622	145	37	improve	improve	VERB
fcis-30622	145	38	the	the	DET
fcis-30622	145	39	accuracy	accuracy	NOUN
fcis-30622	145	40	and	and	CCONJ
fcis-30622	145	41	reliability	reliability	NOUN
fcis-30622	145	42	of	of	ADP
fcis-30622	145	43	tongue	tongue	NOUN
fcis-30622	145	44	diagnosis	diagnosis	NOUN
fcis-30622	145	45	.	.	PUNCT
fcis-30622	146	1	additionally	additionally	ADV
fcis-30622	146	2	,	,	PUNCT
fcis-30622	146	3	novel	novel	ADJ
fcis-30622	146	4	model	model	NOUN
fcis-30622	146	5	architectures	architecture	NOUN
fcis-30622	146	6	and	and	CCONJ
fcis-30622	146	7	algorithms	algorithm	NOUN
fcis-30622	146	8	need	need	VERB
fcis-30622	146	9	to	to	PART
fcis-30622	146	10	be	be	AUX
fcis-30622	146	11	explored	explore	VERB
fcis-30622	146	12	to	to	PART
fcis-30622	146	13	address	address	VERB
fcis-30622	146	14	feature	feature	NOUN
fcis-30622	146	15	alignment	alignment	NOUN
fcis-30622	146	16	and	and	CCONJ
fcis-30622	146	17	fusion	fusion	NOUN
fcis-30622	146	18	challenges	challenge	NOUN
fcis-30622	146	19	across	across	ADP
fcis-30622	146	20	different	different	ADJ
fcis-30622	146	21	data	datum	NOUN
fcis-30622	146	22	modalities	modality	NOUN
fcis-30622	146	23	.	.	PUNCT
fcis-30622	147	1	5.2	5.2	NUM
fcis-30622	147	2	.	.	PUNCT
fcis-30622	148	1	cross	cross	ADJ
fcis-30622	148	2	-	-	ADJ
fcis-30622	148	3	disciplinary	disciplinary	ADJ
fcis-30622	148	4	collaboration	collaboration	NOUN
fcis-30622	148	5	and	and	CCONJ
fcis-30622	148	6	clinical	clinical	ADJ
fcis-30622	148	7	practice	practice	NOUN
fcis-30622	148	8	implementation	implementation	NOUN
fcis-30622	148	9	efforts	effort	NOUN
fcis-30622	148	10	will	will	AUX
fcis-30622	148	11	be	be	AUX
fcis-30622	148	12	intensified	intensify	VERB
fcis-30622	148	13	to	to	PART
fcis-30622	148	14	foster	foster	VERB
fcis-30622	148	15	collaboration	collaboration	NOUN
fcis-30622	148	16	among	among	ADP
fcis-30622	148	17	tcm	tcm	PROPN
fcis-30622	148	18	,	,	PUNCT
fcis-30622	148	19	computer	computer	NOUN
fcis-30622	148	20	science	science	NOUN
fcis-30622	148	21	,	,	PUNCT
fcis-30622	148	22	and	and	CCONJ
fcis-30622	148	23	biomedical	biomedical	ADJ
fcis-30622	148	24	engineering	engineering	NOUN
fcis-30622	148	25	,	,	PUNCT
fcis-30622	148	26	integrating	integrate	VERB
fcis-30622	148	27	expertise	expertise	NOUN
fcis-30622	148	28	and	and	CCONJ
fcis-30622	148	29	technologies	technology	NOUN
fcis-30622	148	30	from	from	ADP
fcis-30622	148	31	these	these	DET
fcis-30622	148	32	fields	field	NOUN
fcis-30622	148	33	to	to	PART
fcis-30622	148	34	advance	advance	VERB
fcis-30622	148	35	the	the	DET
fcis-30622	148	36	development	development	NOUN
fcis-30622	148	37	and	and	CCONJ
fcis-30622	148	38	innovation	innovation	NOUN
fcis-30622	148	39	of	of	ADP
fcis-30622	148	40	deep	deep	ADJ
fcis-30622	148	41	learning	learning	NOUN
fcis-30622	148	42	in	in	ADP
fcis-30622	148	43	tcm	tcm	PROPN
fcis-30622	148	44	tongue	tongue	NOUN
fcis-30622	148	45	diagnosis	diagnosis	NOUN
fcis-30622	148	46	.	.	PUNCT
fcis-30622	149	1	large	large	ADJ
fcis-30622	149	2	-	-	PUNCT
fcis-30622	149	3	scale	scale	NOUN
fcis-30622	149	4	clinical	clinical	ADJ
fcis-30622	149	5	studies	study	NOUN
fcis-30622	149	6	will	will	AUX
fcis-30622	149	7	be	be	AUX
fcis-30622	149	8	conducted	conduct	VERB
fcis-30622	149	9	to	to	PART
fcis-30622	149	10	validate	validate	VERB
fcis-30622	149	11	the	the	DET
fcis-30622	149	12	efficacy	efficacy	NOUN
fcis-30622	149	13	and	and	CCONJ
fcis-30622	149	14	safety	safety	NOUN
fcis-30622	149	15	of	of	ADP
fcis-30622	149	16	deep	deep	ADJ
fcis-30622	149	17	learning	learning	NOUN
fcis-30622	149	18	applications	application	NOUN
fcis-30622	149	19	in	in	ADP
fcis-30622	149	20	tongue	tongue	NOUN
fcis-30622	149	21	diagnosis	diagnosis	NOUN
fcis-30622	149	22	,	,	PUNCT
fcis-30622	149	23	while	while	SCONJ
fcis-30622	149	24	establishing	establish	VERB
fcis-30622	149	25	relevant	relevant	ADJ
fcis-30622	149	26	clinical	clinical	ADJ
fcis-30622	149	27	standards	standard	NOUN
fcis-30622	149	28	and	and	CCONJ
fcis-30622	149	29	guidelines	guideline	NOUN
fcis-30622	149	30	to	to	PART
fcis-30622	149	31	facilitate	facilitate	VERB
fcis-30622	149	32	widespread	widespread	ADJ
fcis-30622	149	33	adoption	adoption	NOUN
fcis-30622	149	34	in	in	ADP
fcis-30622	149	35	medical	medical	ADJ
fcis-30622	149	36	practice	practice	NOUN
fcis-30622	149	37	.	.	PUNCT
fcis-30622	150	1	5.3	5.3	NUM
fcis-30622	150	2	.	.	PUNCT
fcis-30622	150	3	development	development	NOUN
fcis-30622	150	4	of	of	ADP
fcis-30622	150	5	intelligent	intelligent	ADJ
fcis-30622	150	6	tongue	tongue	NOUN
fcis-30622	150	7	diagnosis	diagnosis	NOUN
fcis-30622	150	8	devices	device	NOUN
fcis-30622	150	9	by	by	ADP
fcis-30622	150	10	combining	combine	VERB
fcis-30622	150	11	deep	deep	ADJ
fcis-30622	150	12	learning	learning	NOUN
fcis-30622	150	13	technology	technology	NOUN
fcis-30622	150	14	,	,	PUNCT
fcis-30622	150	15	portable	portable	ADJ
fcis-30622	150	16	and	and	CCONJ
fcis-30622	150	17	intelligent	intelligent	ADJ
fcis-30622	150	18	tongue	tongue	NOUN
fcis-30622	150	19	diagnosis	diagnosis	NOUN
fcis-30622	150	20	devices	device	NOUN
fcis-30622	150	21	will	will	AUX
fcis-30622	150	22	be	be	AUX
fcis-30622	150	23	developed	develop	VERB
fcis-30622	150	24	to	to	PART
fcis-30622	150	25	enable	enable	VERB
fcis-30622	150	26	rapid	rapid	ADJ
fcis-30622	150	27	data	datum	NOUN
fcis-30622	150	28	acquisition	acquisition	NOUN
fcis-30622	150	29	,	,	PUNCT
fcis-30622	150	30	real	real	ADJ
fcis-30622	150	31	-	-	PUNCT
fcis-30622	150	32	time	time	NOUN
fcis-30622	150	33	analysis	analysis	NOUN
fcis-30622	150	34	,	,	PUNCT
fcis-30622	150	35	and	and	CCONJ
fcis-30622	150	36	immediate	immediate	ADJ
fcis-30622	150	37	feedback	feedback	NOUN
fcis-30622	150	38	.	.	PUNCT
fcis-30622	151	1	these	these	DET
fcis-30622	151	2	devices	device	NOUN
fcis-30622	151	3	will	will	AUX
fcis-30622	151	4	empower	empower	VERB
fcis-30622	151	5	patients	patient	NOUN
fcis-30622	151	6	to	to	PART
fcis-30622	151	7	perform	perform	VERB
fcis-30622	151	8	self	self	NOUN
fcis-30622	151	9	-	-	PUNCT
fcis-30622	151	10	monitoring	monitoring	NOUN
fcis-30622	151	11	at	at	ADP
fcis-30622	151	12	home	home	NOUN
fcis-30622	151	13	and	and	CCONJ
fcis-30622	151	14	expand	expand	VERB
fcis-30622	151	15	the	the	DET
fcis-30622	151	16	application	application	NOUN
fcis-30622	151	17	of	of	ADP
fcis-30622	151	18	tcm	tcm	PROPN
fcis-30622	151	19	tongue	tongue	NOUN
fcis-30622	151	20	diagnosis	diagnosis	NOUN
fcis-30622	151	21	to	to	ADP
fcis-30622	151	22	primary	primary	ADJ
fcis-30622	151	23	healthcare	healthcare	NOUN
fcis-30622	151	24	and	and	CCONJ
fcis-30622	151	25	family	family	NOUN
fcis-30622	151	26	health	health	NOUN
fcis-30622	151	27	management	management	NOUN
fcis-30622	151	28	.	.	PUNCT
fcis-30622	152	1	furthermore	furthermore	ADV
fcis-30622	152	2	,	,	PUNCT
fcis-30622	152	3	the	the	DET
fcis-30622	152	4	integration	integration	NOUN
fcis-30622	152	5	of	of	ADP
fcis-30622	152	6	intelligent	intelligent	ADJ
fcis-30622	152	7	tongue	tongue	NOUN
fcis-30622	152	8	diagnosis	diagnosis	NOUN
fcis-30622	152	9	devices	device	NOUN
fcis-30622	152	10	with	with	ADP
fcis-30622	152	11	telemedicine	telemedicine	NOUN
fcis-30622	152	12	and	and	CCONJ
fcis-30622	152	13	mobile	mobile	ADJ
fcis-30622	152	14	healthcare	healthcare	NOUN
fcis-30622	152	15	will	will	AUX
fcis-30622	152	16	be	be	AUX
fcis-30622	152	17	explored	explore	VERB
fcis-30622	152	18	,	,	PUNCT
fcis-30622	152	19	providing	provide	VERB
fcis-30622	152	20	technical	technical	ADJ
fcis-30622	152	21	support	support	NOUN
fcis-30622	152	22	for	for	ADP
fcis-30622	152	23	remote	remote	ADJ
fcis-30622	152	24	tcm	tcm	PROPN
fcis-30622	152	25	diagnostics	diagnostic	NOUN
fcis-30622	152	26	.	.	PUNCT
fcis-30622	153	1	6	6	X
fcis-30622	153	2	.	.	X
fcis-30622	153	3	summary	summary	NOUN
fcis-30622	153	4	deep	deep	ADJ
fcis-30622	153	5	learning	learning	NOUN
fcis-30622	153	6	technology	technology	NOUN
fcis-30622	153	7	has	have	AUX
fcis-30622	153	8	brought	bring	VERB
fcis-30622	153	9	new	new	ADJ
fcis-30622	153	10	opportunities	opportunity	NOUN
fcis-30622	153	11	for	for	ADP
fcis-30622	153	12	the	the	DET
fcis-30622	153	13	modernization	modernization	NOUN
fcis-30622	153	14	of	of	ADP
fcis-30622	153	15	traditional	traditional	ADJ
fcis-30622	153	16	chinese	chinese	ADJ
fcis-30622	153	17	medicine	medicine	NOUN
fcis-30622	153	18	(	(	PUNCT
fcis-30622	153	19	tcm	tcm	PROPN
fcis-30622	153	20	)	)	PUNCT
fcis-30622	153	21	tongue	tongue	NOUN
fcis-30622	153	22	diagnosis	diagnosis	NOUN
fcis-30622	153	23	,	,	PUNCT
fcis-30622	153	24	achieving	achieve	VERB
fcis-30622	153	25	significant	significant	ADJ
fcis-30622	153	26	progress	progress	NOUN
fcis-30622	153	27	in	in	ADP
fcis-30622	153	28	areas	area	NOUN
fcis-30622	153	29	such	such	ADJ
fcis-30622	153	30	as	as	ADP
fcis-30622	153	31	tongue	tongue	NOUN
fcis-30622	153	32	feature	feature	NOUN
fcis-30622	153	33	extraction	extraction	NOUN
fcis-30622	153	34	and	and	CCONJ
fcis-30622	153	35	disease	disease	NOUN
fcis-30622	153	36	diagnosis	diagnosis	NOUN
fcis-30622	153	37	.	.	PUNCT
fcis-30622	154	1	however	however	ADV
fcis-30622	154	2	,	,	PUNCT
fcis-30622	154	3	challenges	challenge	NOUN
fcis-30622	154	4	remain	remain	VERB
fcis-30622	154	5	in	in	ADP
fcis-30622	154	6	data	datum	NOUN
fcis-30622	154	7	quality	quality	NOUN
fcis-30622	154	8	,	,	PUNCT
fcis-30622	154	9	model	model	NOUN
fcis-30622	154	10	interpretability	interpretability	NOUN
fcis-30622	154	11	,	,	PUNCT
fcis-30622	154	12	and	and	CCONJ
fcis-30622	154	13	theoretical	theoretical	ADJ
fcis-30622	154	14	integration	integration	NOUN
fcis-30622	154	15	.	.	PUNCT
fcis-30622	155	1	moving	move	VERB
fcis-30622	155	2	forward	forward	ADV
fcis-30622	155	3	,	,	PUNCT
fcis-30622	155	4	continued	continued	ADJ
fcis-30622	155	5	exploration	exploration	NOUN
fcis-30622	155	6	and	and	CCONJ
fcis-30622	155	7	innovation	innovation	NOUN
fcis-30622	155	8	in	in	ADP
fcis-30622	155	9	multimodal	multimodal	ADJ
fcis-30622	155	10	data	datum	NOUN
fcis-30622	155	11	fusion	fusion	NOUN
fcis-30622	155	12	,	,	PUNCT
fcis-30622	155	13	crossdisciplinary	crossdisciplinary	ADJ
fcis-30622	155	14	collaboration	collaboration	NOUN
fcis-30622	155	15	,	,	PUNCT
fcis-30622	155	16	and	and	CCONJ
fcis-30622	155	17	intelligent	intelligent	ADJ
fcis-30622	155	18	device	device	NOUN
fcis-30622	155	19	development	development	NOUN
fcis-30622	155	20	are	be	AUX
fcis-30622	155	21	expected	expect	VERB
fcis-30622	155	22	to	to	PART
fcis-30622	155	23	further	far	ADV
fcis-30622	155	24	enhance	enhance	VERB
fcis-30622	155	25	the	the	DET
fcis-30622	155	26	application	application	NOUN
fcis-30622	155	27	of	of	ADP
fcis-30622	155	28	deep	deep	ADJ
fcis-30622	155	29	learning	learning	NOUN
fcis-30622	155	30	in	in	ADP
fcis-30622	155	31	tcm	tcm	PROPN
fcis-30622	155	32	tongue	tongue	NOUN
fcis-30622	155	33	diagnosis	diagnosis	NOUN
fcis-30622	155	34	.	.	PUNCT
fcis-30622	156	1	this	this	PRON
fcis-30622	156	2	will	will	AUX
fcis-30622	156	3	promote	promote	VERB
fcis-30622	156	4	its	its	PRON
fcis-30622	156	5	broader	broad	ADJ
fcis-30622	156	6	adoption	adoption	NOUN
fcis-30622	156	7	in	in	ADP
fcis-30622	156	8	modern	modern	ADJ
fcis-30622	156	9	medicine	medicine	NOUN
fcis-30622	156	10	while	while	SCONJ
fcis-30622	156	11	preserving	preserve	VERB
fcis-30622	156	12	and	and	CCONJ
fcis-30622	156	13	advancing	advance	VERB
fcis-30622	156	14	this	this	DET
fcis-30622	156	15	traditional	traditional	ADJ
fcis-30622	156	16	diagnostic	diagnostic	ADJ
fcis-30622	156	17	approach	approach	NOUN
fcis-30622	156	18	.	.	PUNCT
fcis-30622	157	1	acknowledgments	acknowledgment	NOUN
fcis-30622	157	2	this	this	DET
fcis-30622	157	3	work	work	NOUN
fcis-30622	157	4	was	be	AUX
fcis-30622	157	5	supported	support	VERB
fcis-30622	157	6	in	in	ADP
fcis-30622	157	7	part	part	NOUN
fcis-30622	157	8	by	by	ADP
fcis-30622	157	9	the	the	DET
fcis-30622	157	10	key	key	ADJ
fcis-30622	157	11	science	science	NOUN
fcis-30622	157	12	and	and	CCONJ
fcis-30622	157	13	technology	technology	NOUN
fcis-30622	157	14	research	research	NOUN
fcis-30622	157	15	project	project	NOUN
fcis-30622	157	16	of	of	ADP
fcis-30622	157	17	henan	henan	PROPN
fcis-30622	157	18	province	province	PROPN
fcis-30622	157	19	(	(	PUNCT
fcis-30622	157	20	no	no	INTJ
fcis-30622	157	21	.	.	NOUN
fcis-30622	157	22	242102210007	242102210007	NUM
fcis-30622	157	23	)	)	PUNCT
fcis-30622	157	24	,	,	PUNCT
fcis-30622	157	25	the	the	DET
fcis-30622	157	26	university	university	NOUN
fcis-30622	157	27	-	-	PUNCT
fcis-30622	157	28	level	level	NOUN
fcis-30622	157	29	teaching	teaching	NOUN
fcis-30622	157	30	reform	reform	NOUN
fcis-30622	157	31	project	project	NOUN
fcis-30622	157	32	of	of	ADP
fcis-30622	157	33	zhengzhou	zhengzhou	PROPN
fcis-30622	157	34	sias	sias	PROPN
fcis-30622	157	35	university	university	PROPN
fcis-30622	157	36	(	(	PUNCT
fcis-30622	157	37	project	project	NOUN
fcis-30622	157	38	no	no	NOUN
fcis-30622	157	39	.	.	PUNCT
fcis-30622	157	40	2024jgyb15	2024jgyb15	NUM
fcis-30622	157	41	)	)	PUNCT
fcis-30622	157	42	and	and	CCONJ
fcis-30622	157	43	in	in	ADP
fcis-30622	157	44	part	part	NOUN
fcis-30622	157	45	by	by	ADP
fcis-30622	157	46	the	the	DET
fcis-30622	157	47	university	university	NOUN
fcis-30622	157	48	-	-	PUNCT
fcis-30622	157	49	level	level	NOUN
fcis-30622	157	50	scientific	scientific	ADJ
fcis-30622	157	51	research	research	NOUN
fcis-30622	157	52	project	project	NOUN
fcis-30622	157	53	of	of	ADP
fcis-30622	157	54	zhengzhou	zhengzhou	PROPN
fcis-30622	157	55	sias	sias	PROPN
fcis-30622	157	56	university	university	PROPN
fcis-30622	157	57	'	'	PART
fcis-30622	157	58	research	research	NOUN
fcis-30622	157	59	on	on	ADP
fcis-30622	157	60	federated	federated	ADJ
fcis-30622	157	61	learning	learn	VERB
fcis-30622	157	62	algorithms	algorithm	NOUN
fcis-30622	157	63	based	base	VERB
fcis-30622	157	64	on	on	ADP
fcis-30622	157	65	clustering	clustering	NOUN
fcis-30622	157	66	'	'	PUNCT
fcis-30622	157	67	(	(	PUNCT
fcis-30622	157	68	project	project	NOUN
fcis-30622	157	69	no	no	INTJ
fcis-30622	157	70	.	.	NOUN
fcis-30622	157	71	2024xkd085	2024xkd085	NUM
fcis-30622	157	72	)	)	PUNCT
fcis-30622	157	73	,	,	PUNCT
fcis-30622	157	74	and	and	CCONJ
fcis-30622	157	75	in	in	ADP
fcis-30622	157	76	part	part	NOUN
fcis-30622	157	77	by	by	ADP
fcis-30622	157	78	the	the	DET
fcis-30622	157	79	2021	2021	NUM
fcis-30622	157	80	henan	henan	PROPN
fcis-30622	157	81	province	province	PROPN
fcis-30622	157	82	private	private	ADJ
fcis-30622	157	83	higher	high	ADJ
fcis-30622	157	84	education	education	NOUN
fcis-30622	157	85	institutions	institution	NOUN
fcis-30622	157	86	discipline	discipline	VERB
fcis-30622	157	87	construction	construction	NOUN
fcis-30622	157	88	funding	funding	NOUN
fcis-30622	157	89	program	program	NOUN
fcis-30622	157	90	(	(	PUNCT
fcis-30622	157	91	software	software	NOUN
fcis-30622	157	92	engineering	engineering	NOUN
fcis-30622	157	93	major)，which	major)，which	NOUN
fcis-30622	157	94	was	be	AUX
fcis-30622	157	95	initiated	initiate	VERB
fcis-30622	157	96	by	by	ADP
fcis-30622	157	97	the	the	DET
fcis-30622	157	98	henan	henan	PROPN
fcis-30622	157	99	provincial	provincial	PROPN
fcis-30622	157	100	department	department	NOUN
fcis-30622	157	101	of	of	ADP
fcis-30622	157	102	finance	finance	NOUN
fcis-30622	157	103	and	and	CCONJ
fcis-30622	157	104	the	the	DET
fcis-30622	157	105	henan	henan	PROPN
fcis-30622	157	106	provincial	provincial	PROPN
fcis-30622	157	107	department	department	PROPN
fcis-30622	157	108	of	of	ADP
fcis-30622	157	109	education	education	NOUN
fcis-30622	157	110	(	(	PUNCT
fcis-30622	157	111	document	document	NOUN
fcis-30622	157	112	no	no	INTJ
fcis-30622	157	113	.	.	PUNCT
fcis-30622	158	1	yu	yu	PROPN
fcis-30622	158	2	cai	cai	PROPN
fcis-30622	158	3	jiao	jiao	PROPN
fcis-30622	159	1	[	[	X
fcis-30622	159	2	2021	2021	NUM
fcis-30622	159	3	]	]	PUNCT
fcis-30622	159	4	16	16	NUM
fcis-30622	159	5	)	)	PUNCT
fcis-30622	159	6	.	.	PUNCT
fcis-30622	160	1	references	reference	NOUN
fcis-30622	160	2	[	[	X
fcis-30622	160	3	1	1	NUM
fcis-30622	160	4	]	]	X
fcis-30622	160	5	li	li	PROPN
fcis-30622	160	6	candong	candong	PROPN
fcis-30622	160	7	,	,	PUNCT
fcis-30622	160	8	wu	wu	PROPN
fcis-30622	160	9	chengyu	chengyu	PROPN
fcis-30622	160	10	.	.	PUNCT
fcis-30622	161	1	traditional	traditional	ADJ
fcis-30622	161	2	chinese	chinese	ADJ
fcis-30622	161	3	medicine	medicine	NOUN
fcis-30622	161	4	diagnosis	diagnosis	NOUN
fcis-30622	162	1	[	[	X
fcis-30622	163	1	m	m	X
fcis-30622	163	2	]	]	X
fcis-30622	163	3	.	.	PUNCT
fcis-30622	164	1	beijing	beijing	PROPN
fcis-30622	164	2	:	:	PUNCT
fcis-30622	165	1	china	china	PROPN
fcis-30622	165	2	traditional	traditional	ADJ
fcis-30622	165	3	chinese	chinese	ADJ
fcis-30622	165	4	medicine	medicine	PROPN
fcis-30622	165	5	publishing	publishing	PROPN
fcis-30622	165	6	house	house	NOUN
fcis-30622	165	7	,	,	PUNCT
fcis-30622	165	8	2012	2012	NUM
fcis-30622	165	9	,	,	PUNCT
fcis-30622	165	10	47	47	NUM
fcis-30622	165	11	-	-	SYM
fcis-30622	165	12	56	56	NUM
fcis-30622	165	13	.	.	PUNCT
fcis-30622	166	1	[	[	X
fcis-30622	166	2	2	2	NUM
fcis-30622	166	3	]	]	X
fcis-30622	166	4	zhang	zhang	PROPN
fcis-30622	166	5	jing	jing	PROPN
fcis-30622	166	6	,	,	PUNCT
fcis-30622	166	7	objectifcation	objectifcation	NOUN
fcis-30622	166	8	of	of	ADP
fcis-30622	166	9	traditional	traditional	ADJ
fcis-30622	166	10	chinese	chinese	ADJ
fcis-30622	166	11	mdicine	mdicine	NOUN
fcis-30622	166	12	tongue	tongue	NOUN
fcis-30622	166	13	diagnosis	diagnosis	NOUN
fcis-30622	166	14	based	base	VERB
fcis-30622	166	15	on	on	ADP
fcis-30622	166	16	spectral	spectral	ADJ
fcis-30622	166	17	method	method	NOUN
fcis-30622	166	18	[	[	X
fcis-30622	166	19	d	d	X
fcis-30622	166	20	]	]	X
fcis-30622	166	21	.	.	PUNCT
fcis-30622	167	1	tianjin	tianjin	PROPN
fcis-30622	167	2	:	:	PUNCT
fcis-30622	167	3	tianjin	tianjin	PROPN
fcis-30622	167	4	university,2010	university,2010	PROPN
fcis-30622	167	5	.	.	PUNCT
fcis-30622	168	1	[	[	X
fcis-30622	168	2	3	3	X
fcis-30622	168	3	]	]	X
fcis-30622	168	4	chen	chen	PROPN
fcis-30622	168	5	xuejiao	xuejiao	PROPN
fcis-30622	168	6	,	,	PUNCT
fcis-30622	168	7	wang	wang	PROPN
fcis-30622	168	8	yuchen	yuchen	PROPN
fcis-30622	168	9	,	,	PUNCT
fcis-30622	168	10	wangdecai	wangdecai	VERB
fcis-30622	168	11	.	.	PUNCT
fcis-30622	169	1	overview	overview	NOUN
fcis-30622	169	2	of	of	ADP
fcis-30622	169	3	the	the	DET
fcis-30622	169	4	development	development	NOUN
fcis-30622	169	5	of	of	ADP
fcis-30622	169	6	objective	objective	ADJ
fcis-30622	169	7	research	research	NOUN
fcis-30622	169	8	on	on	ADP
fcis-30622	169	9	tonguediagnosis	tonguediagnosis	NOUN
fcis-30622	169	10	in	in	ADP
fcis-30622	169	11	traditional	traditional	ADJ
fcis-30622	169	12	chinese	chinese	ADJ
fcis-30622	169	13	medicine	medicine	NOUN
fcis-30622	170	1	[	[	X
fcis-30622	170	2	j	j	X
fcis-30622	170	3	]	]	X
fcis-30622	170	4	,	,	PUNCT
fcis-30622	170	5	jiangxi	jiangxi	PROPN
fcis-30622	170	6	joural	joural	NOUN
fcis-30622	170	7	of	of	ADP
fcis-30622	170	8	traditional	traditional	ADJ
fcis-30622	170	9	chinese	chinese	ADJ
fcis-30622	170	10	medicine,2012,43	medicine,2012,43	PROPN
fcis-30622	170	11	(	(	PUNCT
fcis-30622	170	12	1):72	1):72	NUM
fcis-30622	170	13	-	-	SYM
fcis-30622	170	14	75	75	NUM
fcis-30622	170	15	.	.	PUNCT
fcis-30622	171	1	[	[	X
fcis-30622	171	2	4	4	NUM
fcis-30622	171	3	]	]	X
fcis-30622	171	4	fan	fan	PROPN
fcis-30622	171	5	wei	wei	PROPN
fcis-30622	171	6	,	,	PUNCT
fcis-30622	171	7	lixiaoxiao	lixiaoxiao	NOUN
fcis-30622	171	8	,	,	PUNCT
fcis-30622	171	9	ding	ding	ADJ
fcis-30622	171	10	jiangtao	jiangtao	PROPN
fcis-30622	171	11	.	.	PUNCT
fcis-30622	172	1	exploration	exploration	NOUN
fcis-30622	172	2	of	of	ADP
fcis-30622	172	3	the	the	DET
fcis-30622	172	4	application	application	NOUN
fcis-30622	172	5	of	of	ADP
fcis-30622	172	6	artifcial	artifcial	ADJ
fcis-30622	172	7	intelligence	intelligence	NOUN
fcis-30622	172	8	in	in	ADP
fcis-30622	172	9	traditional	traditional	ADJ
fcis-30622	172	10	chinese	chinese	ADJ
fcis-30622	172	11	medicine	medicine	NOUN
fcis-30622	172	12	tongue	tongue	NOUN
fcis-30622	172	13	diagnosis	diagnosis	NOUN
fcis-30622	172	14	[	[	X
fcis-30622	172	15	j	j	X
fcis-30622	172	16	]	]	X
fcis-30622	172	17	.	.	PUNCT
fcis-30622	173	1	guangming	guangme	VERB
fcis-30622	173	2	joumal	joumal	NOUN
fcis-30622	173	3	of	of	ADP
fcis-30622	173	4	chinese	chinese	ADJ
fcis-30622	173	5	medicine	medicine	NOUN
fcis-30622	173	6	,	,	PUNCT
fcis-30622	173	7	2019,34	2019,34	NUM
fcis-30622	173	8	(	(	PUNCT
fcis-30622	173	9	1	1	NUM
fcis-30622	173	10	):	):	PUNCT
fcis-30622	173	11	37	37	NUM
fcis-30622	173	12	-	-	SYM
fcis-30622	173	13	40	40	NUM
fcis-30622	173	14	.	.	PUNCT
fcis-30622	174	1	[	[	X
fcis-30622	174	2	5	5	X
fcis-30622	174	3	]	]	PUNCT
fcis-30622	174	4	pang	pang	NOUN
fcis-30622	174	5	b	b	PROPN
fcis-30622	174	6	,	,	PUNCT
fcis-30622	174	7	zhang	zhang	PROPN
fcis-30622	174	8	d	d	PROPN
fcis-30622	174	9	,	,	PUNCT
fcis-30622	174	10	li	li	PROPN
fcis-30622	174	11	n	n	PROPN
fcis-30622	174	12	,	,	PUNCT
fcis-30622	174	13	et	et	PROPN
fcis-30622	174	14	al	al	PROPN
fcis-30622	174	15	.	.	PUNCT
fcis-30622	175	1	computerized	computerized	ADJ
fcis-30622	175	2	tongue	tongue	NOUN
fcis-30622	175	3	diagnosis	diagnosis	NOUN
fcis-30622	175	4	based	base	VERB
fcis-30622	175	5	on	on	ADP
fcis-30622	175	6	bayesian	bayesian	NOUN
fcis-30622	175	7	networks[j	networks[j	PROPN
fcis-30622	175	8	]	]	X
fcis-30622	175	9	.	.	PUNCT
fcis-30622	176	1	ieee	ieee	NOUN
fcis-30622	176	2	transactions	transaction	NOUN
fcis-30622	176	3	on	on	ADP
fcis-30622	176	4	biomedical	biomedical	ADJ
fcis-30622	176	5	engineering	engineering	NOUN
fcis-30622	176	6	,	,	PUNCT
fcis-30622	176	7	2004	2004	NUM
fcis-30622	176	8	,	,	PUNCT
fcis-30622	176	9	51(10):1803	51(10):1803	NUM
fcis-30622	176	10	-	-	SYM
fcis-30622	176	11	1810	1810	NUM
fcis-30622	176	12	.	.	PUNCT
fcis-30622	177	1	[	[	X
fcis-30622	177	2	6	6	NUM
fcis-30622	177	3	]	]	PUNCT
fcis-30622	177	4	wu	wu	PROPN
fcis-30622	177	5	xin	xin	PROPN
fcis-30622	177	6	,	,	PUNCT
fcis-30622	177	7	xu	xu	PROPN
fcis-30622	177	8	hong	hong	PROPN
fcis-30622	177	9	,	,	PUNCT
fcis-30622	177	10	lin	lin	PROPN
fcis-30622	177	11	zhuosheng	zhuosheng	PROPN
fcis-30622	177	12	,	,	PUNCT
fcis-30622	177	13	et	et	PROPN
fcis-30622	177	14	al	al	PROPN
fcis-30622	177	15	.	.	PUNCT
fcis-30622	178	1	"	"	PUNCT
fcis-30622	178	2	a	a	DET
fcis-30622	178	3	review	review	NOUN
fcis-30622	178	4	of	of	ADP
fcis-30622	178	5	deep	deep	ADJ
fcis-30622	178	6	learning	learning	NOUN
fcis-30622	178	7	in	in	ADP
fcis-30622	178	8	tongue	tongue	NOUN
fcis-30622	178	9	image	image	NOUN
fcis-30622	178	10	classification	classification	NOUN
fcis-30622	178	11	"	"	PUNCT
fcis-30622	179	1	[	[	X
fcis-30622	179	2	j	j	X
fcis-30622	179	3	]	]	X
fcis-30622	179	4	.	.	PUNCT
fcis-30622	180	1	computer	computer	NOUN
fcis-30622	180	2	science	science	NOUN
fcis-30622	180	3	and	and	CCONJ
fcis-30622	180	4	exploration	exploration	NOUN
fcis-30622	180	5	,	,	PUNCT
fcis-30622	180	6	2023	2023	NUM
fcis-30622	180	7	,	,	PUNCT
fcis-30622	180	8	17(02	17(02	NUM
fcis-30622	180	9	):	):	PUNCT
fcis-30622	180	10	303	303	NUM
fcis-30622	180	11	-	-	SYM
fcis-30622	180	12	323	323	NUM
fcis-30622	180	13	.	.	PUNCT
fcis-30622	181	1	[	[	X
fcis-30622	181	2	7	7	X
fcis-30622	181	3	]	]	X
fcis-30622	181	4	bharathi	bharathi	PROPN
fcis-30622	181	5	m	m	PROPN
fcis-30622	181	6	,	,	PUNCT
fcis-30622	181	7	prasad	prasad	PROPN
fcis-30622	181	8	d	d	NOUN
fcis-30622	181	9	,	,	PUNCT
fcis-30622	181	10	venkatakrishnamoorthy	venkatakrishnamoorthy	ADJ
fcis-30622	181	11	t	t	PROPN
fcis-30622	181	12	,	,	PUNCT
fcis-30622	181	13	et	et	PROPN
fcis-30622	181	14	al	al	PROPN
fcis-30622	181	15	.	.	PROPN
fcis-30622	181	16	diabetes	diabete	VERB
fcis-30622	181	17	diagnostic	diagnostic	ADJ
fcis-30622	181	18	method	method	NOUN
fcis-30622	181	19	based	base	VERB
fcis-30622	181	20	on	on	ADP
fcis-30622	181	21	tongue	tongue	NOUN
fcis-30622	181	22	image	image	NOUN
fcis-30622	181	23	classification	classification	NOUN
fcis-30622	181	24	using	use	VERB
fcis-30622	181	25	machine	machine	NOUN
fcis-30622	181	26	learning	learn	VERB
fcis-30622	181	27	algorithms[j	algorithms[j	PROPN
fcis-30622	181	28	]	]	PUNCT
fcis-30622	181	29	.	.	PUNCT
fcis-30622	182	1	journal	journal	PROPN
fcis-30622	182	2	of	of	ADP
fcis-30622	182	3	pharmaceutical	pharmaceutical	ADJ
fcis-30622	182	4	negative	negative	ADJ
fcis-30622	182	5	results	result	NOUN
fcis-30622	182	6	,	,	PUNCT
fcis-30622	182	7	2022	2022	NUM
fcis-30622	182	8	,	,	PUNCT
fcis-30622	182	9	13(4):1247	13(4):1247	NUM
fcis-30622	182	10	-	-	SYM
fcis-30622	182	11	1250	1250	NUM
fcis-30622	182	12	.	.	PUNCT
fcis-30622	183	1	[	[	X
fcis-30622	183	2	8	8	NUM
fcis-30622	183	3	]	]	X
fcis-30622	183	4	gorur	gorur	PROPN
fcis-30622	183	5	k	k	PROPN
fcis-30622	183	6	,	,	PUNCT
fcis-30622	183	7	bozkurt	bozkurt	PROPN
fcis-30622	183	8	m	m	PROPN
fcis-30622	183	9	r	r	PROPN
fcis-30622	183	10	,	,	PUNCT
fcis-30622	183	11	bascil	bascil	PROPN
fcis-30622	183	12	m	m	PROPN
fcis-30622	183	13	s	s	PROPN
fcis-30622	183	14	,	,	PUNCT
fcis-30622	183	15	et	et	PROPN
fcis-30622	183	16	al	al	PROPN
fcis-30622	183	17	.	.	PROPN
fcis-30622	183	18	gkp	gkp	PROPN
fcis-30622	183	19	signal	signal	NOUN
fcis-30622	183	20	processing	processing	NOUN
fcis-30622	183	21	using	use	VERB
fcis-30622	183	22	deep	deep	ADJ
fcis-30622	183	23	cnn	cnn	NOUN
fcis-30622	183	24	and	and	CCONJ
fcis-30622	183	25	svm	svm	VERB
fcis-30622	183	26	for	for	ADP
fcis-30622	183	27	tonguemachine	tonguemachine	NOUN
fcis-30622	183	28	interface[j	interface[j	PROPN
fcis-30622	183	29	]	]	PUNCT
fcis-30622	183	30	.	.	PUNCT
fcis-30622	184	1	traitement	traitement	ADJ
fcis-30622	184	2	du	du	PROPN
fcis-30622	184	3	signal	signal	NOUN
fcis-30622	184	4	,	,	PUNCT
fcis-30622	184	5	2019	2019	NUM
fcis-30622	184	6	,	,	PUNCT
fcis-30622	184	7	36(4):319	36(4):319	NUM
fcis-30622	184	8	-	-	SYM
fcis-30622	184	9	329	329	NUM
fcis-30622	184	10	.	.	PUNCT
fcis-30622	185	1	[	[	X
fcis-30622	185	2	9	9	NUM
fcis-30622	185	3	]	]	X
fcis-30622	185	4	liu	liu	PROPN
fcis-30622	185	5	f	f	PROPN
fcis-30622	185	6	,	,	PUNCT
fcis-30622	185	7	zhang	zhang	PROPN
fcis-30622	185	8	j	j	PROPN
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fcis-30622	185	18	mellitus	mellitus	NOUN
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fcis-30622	185	23	]	]	PUNCT
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fcis-30622	186	8	38(s1):39	38(s1):39	NUM
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fcis-30622	190	7	-	-	SYM
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fcis-30622	191	27	]	]	X
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fcis-30622	192	6	.	.	PUNCT
fcis-30622	193	1	[	[	X
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fcis-30622	201	2	,	,	PUNCT
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fcis-30622	212	24	[	[	X
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fcis-30622	214	1	[	[	X
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fcis-30622	215	29	]	]	PUNCT
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fcis-30622	216	13	24(9):2481	24(9):2481	NUM
fcis-30622	216	14	-	-	SYM
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fcis-30622	217	1	[	[	X
fcis-30622	217	2	20	20	NUM
fcis-30622	217	3	]	]	SYM
fcis-30622	217	4	li	li	PROPN
fcis-30622	217	5	y	y	PROPN
fcis-30622	217	6	t	t	PROPN
fcis-30622	217	7	,	,	PUNCT
fcis-30622	217	8	luo	luo	PROPN
fcis-30622	217	9	y	y	PROPN
fcis-30622	217	10	s	s	PROPN
fcis-30622	217	11	,	,	PUNCT
fcis-30622	217	12	zhu	zhu	PROPN
fcis-30622	217	13	z	z	PROPN
fcis-30622	217	14	m.	m.	NOUN
fcis-30622	217	15	tongue	tongue	NOUN
fcis-30622	217	16	image	image	NOUN
fcis-30622	217	17	analysis	analysis	NOUN
fcis-30622	217	18	in	in	ADP
fcis-30622	217	19	traditional	traditional	ADJ
fcis-30622	217	20	chinese	chinese	ADJ
fcis-30622	217	21	medicine	medicine	NOUN
fcis-30622	217	22	based	base	VERB
fcis-30622	217	23	on	on	ADP
fcis-30622	217	24	deep	deep	ADJ
fcis-30622	217	25	learning	learning	NOUN
fcis-30622	217	26	[	[	X
fcis-30622	217	27	j	j	X
fcis-30622	217	28	]	]	X
fcis-30622	217	29	.	.	PUNCT
fcis-30622	218	1	computer	computer	NOUN
fcis-30622	218	2	science	science	NOUN
fcis-30622	218	3	,	,	PUNCT
fcis-30622	218	4	2020	2020	NUM
fcis-30622	218	5	,	,	PUNCT
fcis-30622	218	6	47(11):148	47(11):148	NOUN
fcis-30622	218	7	-	-	SYM
fcis-30622	218	8	158	158	NUM
fcis-30622	218	9	.	.	PUNCT
fcis-30622	219	1	[	[	X
fcis-30622	219	2	21	21	NUM
fcis-30622	219	3	]	]	X
fcis-30622	219	4	sadasivan	sadasivan	PROPN
fcis-30622	219	5	s	s	PROPN
fcis-30622	219	6	,	,	PUNCT
fcis-30622	219	7	sivakumar	sivakumar	PROPN
fcis-30622	219	8	t	t	PROPN
fcis-30622	219	9	t	t	PROPN
fcis-30622	219	10	,	,	PUNCT
fcis-30622	219	11	joseph	joseph	PROPN
fcis-30622	219	12	a	a	DET
fcis-30622	219	13	p	p	X
fcis-30622	219	14	,	,	PUNCT
fcis-30622	219	15	et	et	NOUN
fcis-30622	219	16	al.tongue	al.tongue	NOUN
fcis-30622	219	17	print	print	NOUN
fcis-30622	219	18	identification	identification	NOUN
fcis-30622	219	19	using	use	VERB
fcis-30622	219	20	deep	deep	ADJ
fcis-30622	219	21	cnn	cnn	NOUN
fcis-30622	219	22	for	for	ADP
fcis-30622	219	23	forensic	forensic	ADJ
fcis-30622	219	24	analysis[j	analysis[j	PROPN
fcis-30622	219	25	]	]	PUNCT
fcis-30622	219	26	.	.	PUNCT
fcis-30622	220	1	journal	journal	PROPN
fcis-30622	220	2	of	of	ADP
fcis-30622	220	3	intelligent&fuzzy	intelligent&fuzzy	PROPN
fcis-30622	220	4	systems	system	NOUN
fcis-30622	220	5	,	,	PUNCT
fcis-30622	220	6	2020,38	2020,38	NUM
fcis-30622	220	7	(	(	PUNCT
fcis-30622	220	8	5	5	NUM
fcis-30622	220	9	):	):	PUNCT
fcis-30622	220	10	6415	6415	NUM
fcis-30622	220	11	-	-	SYM
fcis-30622	220	12	6422	6422	NUM
fcis-30622	220	13	.	.	PUNCT
fcis-30622	221	1	[	[	X
fcis-30622	221	2	22	22	NUM
fcis-30622	221	3	]	]	X
fcis-30622	221	4	chen	chen	PROPN
fcis-30622	222	1	z	z	PROPN
fcis-30622	222	2	,	,	PUNCT
fcis-30622	222	3	zhang	zhang	PROPN
fcis-30622	222	4	x	x	PROPN
fcis-30622	222	5	,	,	PUNCT
fcis-30622	222	6	huang	huang	PROPN
fcis-30622	222	7	w.	w.	PROPN
fcis-30622	222	8	the	the	DET
fcis-30622	222	9	similar	similar	ADJ
fcis-30622	222	10	sparse	sparse	ADJ
fcis-30622	222	11	domain	domain	NOUN
fcis-30622	222	12	adaptation	adaptation	NOUN
fcis-30622	222	13	illustrated	illustrate	VERB
fcis-30622	222	14	by	by	ADP
fcis-30622	222	15	the	the	DET
fcis-30622	222	16	case	case	NOUN
fcis-30622	222	17	of	of	ADP
fcis-30622	222	18	tcm	tcm	PROPN
fcis-30622	222	19	tongue	tongue	NOUN
fcis-30622	222	20	inspection	inspection	NOUN
fcis-30622	222	21	[	[	X
fcis-30622	222	22	c]//proceedings	c]//proceeding	NOUN
fcis-30622	222	23	of	of	ADP
fcis-30622	222	24	the	the	DET
fcis-30622	222	25	2020	2020	NUM
fcis-30622	222	26	ieee	ieee	PROPN
fcis-30622	222	27	international	international	ADJ
fcis-30622	222	28	conference	conference	NOUN
fcis-30622	222	29	on	on	ADP
fcis-30622	222	30	bioinformatics	bioinformatics	NOUN
fcis-30622	222	31	and	and	CCONJ
fcis-30622	222	32	biomedicine	biomedicine	NOUN
fcis-30622	222	33	,	,	PUNCT
fcis-30622	222	34	seoul	seoul	PROPN
fcis-30622	222	35	,	,	PUNCT
fcis-30622	222	36	dec16	dec16	PROPN
fcis-30622	222	37	-	-	PUNCT
fcis-30622	222	38	19	19	NUM
fcis-30622	222	39	,	,	PUNCT
fcis-30622	222	40	2020	2020	NUM
fcis-30622	222	41	.	.	PUNCT
fcis-30622	223	1	piscataway	piscataway	PROPN
fcis-30622	223	2	:	:	PUNCT
fcis-30622	223	3	ieee	ieee	NOUN
fcis-30622	223	4	,	,	PUNCT
fcis-30622	223	5	2020:1520	2020:1520	NUM
fcis-30622	223	6	-	-	SYM
fcis-30622	223	7	1525	1525	NUM
fcis-30622	223	8	.	.	PUNCT
fcis-30622	224	1	[	[	X
fcis-30622	224	2	23	23	NUM
fcis-30622	224	3	]	]	X
fcis-30622	224	4	wang	wang	PROPN
fcis-30622	224	5	x	x	PROPN
fcis-30622	224	6	,	,	PUNCT
fcis-30622	224	7	liu	liu	PROPN
fcis-30622	224	8	j	j	PROPN
fcis-30622	224	9	,	,	PUNCT
fcis-30622	224	10	wu	wu	PROPN
fcis-30622	224	11	c	c	PROPN
fcis-30622	224	12	,	,	PUNCT
fcis-30622	224	13	et	et	PROPN
fcis-30622	224	14	al	al	PROPN
fcis-30622	224	15	.	.	PUNCT
fcis-30622	224	16	artificial	artificial	ADJ
fcis-30622	224	17	intelligence	intelligence	NOUN
fcis-30622	224	18	in	in	ADP
fcis-30622	224	19	tongue	tongue	NOUN
fcis-30622	224	20	diagnosis	diagnosis	NOUN
fcis-30622	224	21	:	:	PUNCT
fcis-30622	224	22	using	use	VERB
fcis-30622	224	23	deep	deep	ADJ
fcis-30622	224	24	convolutional	convolutional	ADJ
fcis-30622	224	25	neural	neural	ADJ
fcis-30622	224	26	network	network	NOUN
fcis-30622	224	27	for	for	ADP
fcis-30622	224	28	recognizing	recognize	VERB
fcis-30622	224	29	unhealthy	unhealthy	ADJ
fcis-30622	224	30	tongue	tongue	NOUN
fcis-30622	224	31	with	with	ADP
fcis-30622	224	32	tooth	tooth	NOUN
fcis-30622	224	33	-	-	PUNCT
fcis-30622	224	34	mark[j	mark[j	NOUN
fcis-30622	224	35	]	]	PUNCT
fcis-30622	224	36	.	.	PUNCT
fcis-30622	225	1	computational	computational	ADJ
fcis-30622	225	2	and	and	CCONJ
fcis-30622	225	3	structural	structural	ADJ
fcis-30622	225	4	biotechnology	biotechnology	NOUN
fcis-30622	225	5	journal	journal	NOUN
fcis-30622	225	6	,	,	PUNCT
fcis-30622	225	7	2020	2020	NUM
fcis-30622	225	8	,	,	PUNCT
fcis-30622	225	9	18:973	18:973	NUM
fcis-30622	225	10	-	-	SYM
fcis-30622	225	11	980	980	NUM
fcis-30622	225	12	.	.	PUNCT
fcis-30622	226	1	[	[	X
fcis-30622	226	2	24	24	NUM
fcis-30622	226	3	]	]	PUNCT
fcis-30622	226	4	song	song	NOUN
fcis-30622	226	5	c	c	PROPN
fcis-30622	226	6	,	,	PUNCT
fcis-30622	226	7	wang	wang	PROPN
fcis-30622	226	8	b	b	PROPN
fcis-30622	226	9	,	,	PUNCT
fcis-30622	226	10	xu	xu	PROPN
fcis-30622	226	11	j.	j.	PROPN
fcis-30622	226	12	classifying	classify	VERB
fcis-30622	226	13	tongue	tongue	NOUN
fcis-30622	226	14	images	image	NOUN
fcis-30622	226	15	using	use	VERB
fcis-30622	226	16	deep	deep	ADJ
fcis-30622	226	17	transfer	transfer	NOUN
fcis-30622	226	18	learning[c]//proceedings	learning[c]//proceeding	NOUN
fcis-30622	226	19	of	of	ADP
fcis-30622	226	20	the	the	DET
fcis-30622	226	21	2020	2020	NUM
fcis-30622	226	22	5th	5th	ADJ
fcis-30622	226	23	international	international	ADJ
fcis-30622	226	24	conference	conference	NOUN
fcis-30622	226	25	on	on	ADP
fcis-30622	226	26	computational	computational	ADJ
fcis-30622	226	27	intelligence	intelligence	NOUN
fcis-30622	226	28	and	and	CCONJ
fcis-30622	226	29	applications	application	NOUN
fcis-30622	226	30	,	,	PUNCT
fcis-30622	226	31	beijing	beijing	PROPN
fcis-30622	226	32	,	,	PUNCT
fcis-30622	226	33	jun	jun	PROPN
fcis-30622	226	34	19	19	NUM
fcis-30622	226	35	-	-	SYM
fcis-30622	226	36	21	21	NUM
fcis-30622	226	37	,	,	PUNCT
fcis-30622	226	38	2020	2020	NUM
fcis-30622	226	39	.	.	PUNCT
fcis-30622	227	1	piscataway	piscataway	PROPN
fcis-30622	227	2	:	:	PUNCT
fcis-30622	227	3	ieee	ieee	NOUN
fcis-30622	227	4	,	,	PUNCT
fcis-30622	227	5	2020	2020	NUM
fcis-30622	227	6	:	:	PUNCT
fcis-30622	227	7	103	103	NUM
fcis-30622	227	8	-	-	SYM
fcis-30622	227	9	107	107	NUM
fcis-30622	227	10	.	.	PUNCT
fcis-30622	228	1	[	[	X
fcis-30622	228	2	25	25	NUM
fcis-30622	228	3	]	]	X
fcis-30622	228	4	qiu	qiu	PROPN
fcis-30622	228	5	t.	t.	PROPN
fcis-30622	228	6	tongue	tongue	NOUN
fcis-30622	228	7	identification	identification	NOUN
fcis-30622	228	8	for	for	ADP
fcis-30622	228	9	small	small	ADJ
fcis-30622	228	10	samples	sample	NOUN
fcis-30622	228	11	based	base	VERB
fcis-30622	228	12	on	on	ADP
fcis-30622	228	13	meta	meta	ADJ
fcis-30622	228	14	learning[c]//proceedings	learning[c]//proceeding	NOUN
fcis-30622	228	15	of	of	ADP
fcis-30622	228	16	the	the	DET
fcis-30622	228	17	2020	2020	NUM
fcis-30622	228	18	international	international	ADJ
fcis-30622	228	19	conference	conference	NOUN
fcis-30622	228	20	on	on	ADP
fcis-30622	228	21	computer	computer	NOUN
fcis-30622	228	22	information	information	NOUN
fcis-30622	228	23	and	and	CCONJ
fcis-30622	228	24	big	big	ADJ
fcis-30622	228	25	data	datum	NOUN
fcis-30622	228	26	applications	application	NOUN
fcis-30622	228	27	,	,	PUNCT
fcis-30622	228	28	guiyang	guiyang	NOUN
fcis-30622	228	29	,	,	PUNCT
fcis-30622	228	30	apr	apr	PROPN
fcis-30622	228	31	17	17	NUM
fcis-30622	228	32	-	-	SYM
fcis-30622	228	33	19	19	NUM
fcis-30622	228	34	,	,	PUNCT
fcis-30622	228	35	2020	2020	NUM
fcis-30622	228	36	.	.	PUNCT
fcis-30622	229	1	piscataway	piscataway	PROPN
fcis-30622	229	2	:	:	PUNCT
fcis-30622	229	3	ieee	ieee	NOUN
fcis-30622	229	4	,	,	PUNCT
fcis-30622	229	5	2020:295	2020:295	NUM
fcis-30622	229	6	-	-	SYM
fcis-30622	229	7	299	299	NUM
fcis-30622	229	8	.	.	PUNCT
fcis-30622	230	1	[	[	X
fcis-30622	230	2	26	26	NUM
fcis-30622	230	3	]	]	X
fcis-30622	230	4	xiao	xiao	PROPN
fcis-30622	230	5	q	q	PROPN
fcis-30622	230	6	,	,	PUNCT
fcis-30622	230	7	zhang	zhang	PROPN
fcis-30622	230	8	h	h	PROPN
fcis-30622	230	9	,	,	PUNCT
fcis-30622	230	10	zhang	zhang	PROPN
fcis-30622	230	11	j	j	PROPN
fcis-30622	230	12	,	,	PUNCT
fcis-30622	230	13	et	et	PROPN
fcis-30622	230	14	al	al	PROPN
fcis-30622	230	15	.	.	PUNCT
fcis-30622	231	1	texture	texture	ADJ
fcis-30622	231	2	analysis	analysis	NOUN
fcis-30622	231	3	of	of	ADP
fcis-30622	231	4	tongue	tongue	NOUN
fcis-30622	231	5	coating	coating	NOUN
fcis-30622	231	6	in	in	ADP
fcis-30622	231	7	traditional	traditional	ADJ
fcis-30622	231	8	chinese	chinese	ADJ
fcis-30622	231	9	medicine	medicine	NOUN
fcis-30622	231	10	based	base	VERB
fcis-30622	231	11	on	on	ADP
fcis-30622	231	12	transfer	transfer	NOUN
fcis-30622	231	13	learning	learning	NOUN
fcis-30622	231	14	and	and	CCONJ
fcis-30622	231	15	multi	multi	ADJ
fcis-30622	231	16	-	-	ADJ
fcis-30622	231	17	model	model	ADJ
fcis-30622	231	18	decision[j	decision[j	PROPN
fcis-30622	231	19	]	]	PUNCT
fcis-30622	231	20	.	.	PUNCT
fcis-30622	232	1	sensing	sense	VERB
fcis-30622	232	2	and	and	CCONJ
fcis-30622	232	3	imaging	imaging	NOUN
fcis-30622	232	4	,	,	PUNCT
fcis-30622	232	5	2021	2021	NUM
fcis-30622	232	6	,	,	PUNCT
fcis-30622	232	7	22(1):1	22(1):1	PROPN
fcis-30622	232	8	-	-	SYM
fcis-30622	232	9	13	13	NUM
fcis-30622	232	10	.	.	PUNCT
fcis-30622	233	1	[	[	X
fcis-30622	233	2	27	27	NUM
fcis-30622	233	3	]	]	X
fcis-30622	233	4	dai	dai	PROPN
fcis-30622	233	5	y	y	PROPN
fcis-30622	233	6	,	,	PUNCT
fcis-30622	233	7	wang	wang	PROPN
fcis-30622	233	8	g.	g.	PROPN
fcis-30622	233	9	analyzing	analyze	VERB
fcis-30622	233	10	tongue	tongue	NOUN
fcis-30622	233	11	images	image	NOUN
fcis-30622	233	12	using	use	VERB
fcis-30622	233	13	a	a	DET
fcis-30622	233	14	conceptual	conceptual	ADJ
fcis-30622	233	15	alignment	alignment	NOUN
fcis-30622	233	16	deep	deep	ADJ
fcis-30622	233	17	autoencoder[j	autoencoder[j	NOUN
fcis-30622	233	18	]	]	PUNCT
fcis-30622	233	19	.	.	PUNCT
fcis-30622	234	1	ieee	ieee	NOUN
fcis-30622	234	2	access	access	NOUN
fcis-30622	234	3	,	,	PUNCT
fcis-30622	234	4	2018	2018	NUM
fcis-30622	234	5	,	,	PUNCT
fcis-30622	234	6	6:5962	6:5962	NUM
fcis-30622	234	7	-	-	SYM
fcis-30622	234	8	5972	5972	NUM
fcis-30622	234	9	.	.	PUNCT
fcis-30622	235	1	[	[	X
fcis-30622	235	2	28	28	NUM
fcis-30622	235	3	]	]	X
fcis-30622	235	4	qiao	qiao	PROPN
fcis-30622	235	5	x	x	PROPN
fcis-30622	235	6	,	,	PUNCT
fcis-30622	235	7	lu	lu	PROPN
fcis-30622	235	8	c	c	NOUN
fcis-30622	235	9	,	,	PUNCT
fcis-30622	235	10	duan	duan	PROPN
fcis-30622	235	11	m	m	PROPN
fcis-30622	235	12	,	,	PUNCT
fcis-30622	235	13	et	et	PROPN
fcis-30622	235	14	al	al	PROPN
fcis-30622	235	15	.	.	PUNCT
fcis-30622	236	1	intelligent	intelligent	ADJ
fcis-30622	236	2	tongue	tongue	NOUN
fcis-30622	236	3	diagnosis	diagnosis	NOUN
fcis-30622	236	4	model	model	NOUN
fcis-30622	236	5	for	for	ADP
fcis-30622	236	6	gastrointestinal	gastrointestinal	ADJ
fcis-30622	236	7	diseases	disease	NOUN
fcis-30622	236	8	based	base	VERB
fcis-30622	236	9	on	on	ADP
fcis-30622	236	10	tongue	tongue	PROPN
fcis-30622	236	11	images[j	images[j	PROPN
fcis-30622	236	12	]	]	PUNCT
fcis-30622	236	13	.	.	PUNCT
fcis-30622	236	14	biomed	biome	VERB
fcis-30622	236	15	.	.	PUNCT
fcis-30622	237	1	signal	signal	ADJ
fcis-30622	237	2	process	process	NOUN
fcis-30622	237	3	.	.	PUNCT
fcis-30622	238	1	control,2024,96:106643	control,2024,96:106643	NOUN
fcis-30622	238	2	.	.	PUNCT
fcis-30622	239	1	[	[	X
fcis-30622	239	2	29	29	NUM
fcis-30622	239	3	]	]	SYM
fcis-30622	239	4	su	su	PROPN
fcis-30622	239	5	j	j	PROPN
fcis-30622	239	6	,	,	PUNCT
fcis-30622	239	7	li	li	PROPN
fcis-30622	239	8	z	z	PROPN
fcis-30622	239	9	,	,	PUNCT
fcis-30622	239	10	huang	huang	PROPN
fcis-30622	239	11	m	m	PROPN
fcis-30622	239	12	,	,	PUNCT
fcis-30622	239	13	et	et	PROPN
fcis-30622	239	14	al	al	PROPN
fcis-30622	239	15	.	.	PUNCT
fcis-30622	240	1	triglyceride	triglyceride	ADJ
fcis-30622	240	2	glucose	glucose	NOUN
fcis-30622	240	3	index	index	NOUN
fcis-30622	240	4	for	for	ADP
fcis-30622	240	5	the	the	DET
fcis-30622	240	6	detection	detection	NOUN
fcis-30622	240	7	of	of	ADP
fcis-30622	240	8	the	the	DET
fcis-30622	240	9	severity	severity	NOUN
fcis-30622	240	10	of	of	ADP
fcis-30622	240	11	coronary	coronary	ADJ
fcis-30622	240	12	artery	artery	NOUN
fcis-30622	240	13	disease	disease	NOUN
fcis-30622	240	14	in	in	ADP
fcis-30622	240	15	different	different	ADJ
fcis-30622	240	16	glucose	glucose	NOUN
fcis-30622	240	17	metabolic	metabolic	NOUN
fcis-30622	240	18	states	state	NOUN
fcis-30622	240	19	in	in	ADP
fcis-30622	240	20	patients	patient	NOUN
fcis-30622	240	21	with	with	ADP
fcis-30622	240	22	coronary	coronary	ADJ
fcis-30622	240	23	heart	heart	NOUN
fcis-30622	240	24	disease	disease	NOUN
fcis-30622	240	25	:	:	PUNCT
fcis-30622	240	26	a	a	DET
fcis-30622	240	27	rcscd	rcscd	PROPN
fcis-30622	240	28	-	-	PUNCT
fcis-30622	240	29	tcm	tcm	PROPN
fcis-30622	240	30	study	study	NOUN
fcis-30622	240	31	in	in	ADP
fcis-30622	240	32	china[j	china[j	PROPN
fcis-30622	240	33	]	]	PUNCT
fcis-30622	240	34	.	.	PUNCT
fcis-30622	241	1	cardiovascular	cardiovascular	ADJ
fcis-30622	241	2	diabetology	diabetology	NOUN
fcis-30622	241	3	,	,	PUNCT
fcis-30622	241	4	2022	2022	NUM
fcis-30622	241	5	,	,	PUNCT
fcis-30622	241	6	21(1):1	21(1):1	NUM
fcis-30622	241	7	-	-	SYM
fcis-30622	241	8	9	9	NUM
fcis-30622	241	9	.	.	PUNCT
fcis-30622	242	1	[	[	X
fcis-30622	242	2	30	30	NUM
fcis-30622	242	3	]	]	X
fcis-30622	242	4	li	li	PROPN
fcis-30622	242	5	z	z	PROPN
fcis-30622	242	6	,	,	PUNCT
fcis-30622	242	7	qin	qin	PROPN
fcis-30622	242	8	j	j	PROPN
fcis-30622	242	9	,	,	PUNCT
fcis-30622	242	10	li	li	PROPN
fcis-30622	242	11	h	h	PROPN
fcis-30622	242	12	,	,	PUNCT
fcis-30622	242	13	et	et	PROPN
fcis-30622	242	14	al.auxiliary	al.auxiliary	ADJ
fcis-30622	242	15	diagnosis	diagnosis	NOUN
fcis-30622	242	16	of	of	ADP
fcis-30622	242	17	coronary	coronary	ADJ
fcis-30622	242	18	heart	heart	NOUN
fcis-30622	242	19	disease	disease	NOUN
fcis-30622	242	20	based	base	VERB
fcis-30622	242	21	on	on	ADP
fcis-30622	242	22	tongue	tongue	NOUN
fcis-30622	242	23	features[j].association	features[j].association	PROPN
fcis-30622	242	24	for	for	ADP
fcis-30622	242	25	computing	compute	VERB
fcis-30622	242	26	machinery.2025,204	machinery.2025,204	NOUN
fcis-30622	242	27	-	-	X
fcis-30622	242	28	210	210	NUM
fcis-30622	242	29	.	.	PUNCT
fcis-30622	243	1	[	[	X
fcis-30622	243	2	31	31	NUM
fcis-30622	243	3	]	]	X
fcis-30622	243	4	sharia	sharia	PROPN
fcis-30622	243	5	arfin	arfin	NOUN
fcis-30622	243	6	tanim	tanim	NOUN
fcis-30622	243	7	and	and	CCONJ
fcis-30622	243	8	al	al	PROPN
fcis-30622	243	9	rafi	rafi	PROPN
fcis-30622	243	10	aurnob	aurnob	VERB
fcis-30622	243	11	and	and	CCONJ
fcis-30622	243	12	tahmid	tahmid	PROPN
fcis-30622	243	13	enam	enam	PROPN
fcis-30622	243	14	shrestha	shrestha	PROPN
fcis-30622	243	15	et	et	PROPN
fcis-30622	243	16	al.explainable	al.explainable	ADJ
fcis-30622	243	17	deep	deep	ADJ
fcis-30622	243	18	learning	learning	NOUN
fcis-30622	243	19	for	for	ADP
fcis-30622	243	20	diabetes	diabetes	NOUN
fcis-30622	243	21	diagnosis	diagnosis	NOUN
fcis-30622	243	22	with	with	ADP
fcis-30622	243	23	deepnetx2[j	deepnetx2[j	PROPN
fcis-30622	243	24	]	]	PUNCT
fcis-30622	243	25	.	.	PUNCT
fcis-30622	243	26	biomed	biome	VERB
fcis-30622	243	27	.	.	PUNCT
fcis-30622	244	1	signal	signal	ADJ
fcis-30622	244	2	process	process	NOUN
fcis-30622	244	3	.	.	PUNCT
fcis-30622	245	1	control	control	NOUN
fcis-30622	245	2	.	.	PUNCT
fcis-30622	246	1	2025	2025	NUM
fcis-30622	246	2	,	,	PUNCT
fcis-30622	246	3	99:106902	99:106902	NUM
fcis-30622	246	4	.	.	PUNCT
fcis-30622	247	1	[	[	X
fcis-30622	247	2	32	32	NUM
fcis-30622	247	3	]	]	X
fcis-30622	247	4	zhang	zhang	PROPN
fcis-30622	247	5	nannan	nannan	PROPN
fcis-30622	247	6	,	,	PUNCT
fcis-30622	247	7	jiang	jiang	PROPN
fcis-30622	247	8	zhixing	zhixing	PROPN
fcis-30622	247	9	,	,	PUNCT
fcis-30622	247	10	li	li	PROPN
fcis-30622	247	11	jinxing	jinxing	PROPN
fcis-30622	247	12	,	,	PUNCT
fcis-30622	247	13	et	et	PROPN
fcis-30622	247	14	al	al	PROPN
fcis-30622	247	15	.	.	PROPN
fcis-30622	247	16	multiple	multiple	ADJ
fcis-30622	247	17	color	color	NOUN
fcis-30622	247	18	representation	representation	NOUN
fcis-30622	247	19	and	and	CCONJ
fcis-30622	247	20	fusion	fusion	NOUN
fcis-30622	247	21	for	for	ADP
fcis-30622	247	22	diabetes	diabetes	NOUN
fcis-30622	247	23	mellitus	mellitus	NOUN
fcis-30622	247	24	diagnosis	diagnosis	NOUN
fcis-30622	247	25	based	base	VERB
fcis-30622	247	26	on	on	ADP
fcis-30622	247	27	back	back	PROPN
fcis-30622	247	28	tongue	tongue	NOUN
fcis-30622	247	29	images[j	images[j	PROPN
fcis-30622	247	30	]	]	PUNCT
fcis-30622	247	31	.	.	PUNCT
fcis-30622	248	1	computers	computer	NOUN
fcis-30622	248	2	in	in	ADP
fcis-30622	248	3	biology	biology	NOUN
fcis-30622	248	4	and	and	CCONJ
fcis-30622	248	5	medicine	medicine	NOUN
fcis-30622	248	6	,	,	PUNCT
fcis-30622	248	7	2023	2023	NUM
fcis-30622	248	8	,	,	PUNCT
fcis-30622	248	9	155	155	NUM
fcis-30622	248	10	:	:	SYM
fcis-30622	248	11	106652	106652	NUM
fcis-30622	248	12	.	.	PUNCT
fcis-30622	249	1	[	[	X
fcis-30622	249	2	33	33	NUM
fcis-30622	249	3	]	]	X
fcis-30622	249	4	jiang	jiang	PROPN
fcis-30622	249	5	t	t	PROPN
fcis-30622	249	6	,	,	PUNCT
fcis-30622	249	7	guo	guo	PROPN
fcis-30622	249	8	x	x	SYM
fcis-30622	249	9	j	j	PROPN
fcis-30622	249	10	,	,	PUNCT
fcis-30622	249	11	tu	tu	PROPN
fcis-30622	249	12	l	l	PROPN
fcis-30622	249	13	p	p	PROPN
fcis-30622	249	14	,	,	PUNCT
fcis-30622	249	15	et	et	NOUN
fcis-30622	249	16	al.application	al.application	NOUN
fcis-30622	249	17	of	of	ADP
fcis-30622	249	18	computer	computer	NOUN
fcis-30622	249	19	tongue	tongue	NOUN
fcis-30622	249	20	image	image	NOUN
fcis-30622	249	21	analysis	analysis	NOUN
fcis-30622	249	22	technology	technology	NOUN
fcis-30622	249	23	in	in	ADP
fcis-30622	249	24	the	the	DET
fcis-30622	249	25	diagnosis	diagnosis	NOUN
fcis-30622	249	26	of	of	ADP
fcis-30622	249	27	nafld	nafld	PROPN
fcis-30622	250	1	[	[	X
fcis-30622	250	2	j	j	X
fcis-30622	250	3	]	]	X
fcis-30622	250	4	.	.	PUNCT
fcis-30622	251	1	computers	computer	NOUN
fcis-30622	251	2	in	in	ADP
fcis-30622	251	3	biology	biology	NOUN
fcis-30622	251	4	and	and	CCONJ
fcis-30622	251	5	medicine	medicine	NOUN
fcis-30622	251	6	,	,	PUNCT
fcis-30622	251	7	2021	2021	NUM
fcis-30622	251	8	,	,	PUNCT
fcis-30622	251	9	135:104622	135:104622	NUM
fcis-30622	251	10	.	.	PUNCT
fcis-30622	252	1	[	[	X
fcis-30622	252	2	34	34	NUM
fcis-30622	252	3	]	]	X
fcis-30622	252	4	chen	chen	PROPN
fcis-30622	252	5	keju	keju	PROPN
fcis-30622	252	6	,	,	PUNCT
fcis-30622	252	7	zhong	zhong	PROPN
fcis-30622	252	8	li	li	PROPN
fcis-30622	252	9	,	,	PUNCT
fcis-30622	252	10	zhang	zhang	PROPN
fcis-30622	252	11	yun	yun	PROPN
fcis-30622	252	12	,	,	PUNCT
fcis-30622	252	13	et	et	PROPN
fcis-30622	252	14	al	al	PROPN
fcis-30622	252	15	.	.	PUNCT
fcis-30622	252	16	identification	identification	NOUN
fcis-30622	252	17	of	of	ADP
fcis-30622	252	18	traditional	traditional	ADJ
fcis-30622	252	19	chinese	chinese	ADJ
fcis-30622	252	20	medicine	medicine	NOUN
fcis-30622	252	21	syndromes	syndrome	NOUN
fcis-30622	252	22	based	base	VERB
fcis-30622	252	23	on	on	ADP
fcis-30622	252	24	multi	multi	ADJ
fcis-30622	252	25	-	-	ADJ
fcis-30622	252	26	view	view	ADJ
fcis-30622	252	27	tongue	tongue	NOUN
fcis-30622	252	28	feature	feature	NOUN
fcis-30622	252	29	fusion[j	fusion[j	PROPN
fcis-30622	252	30	]	]	PUNCT
fcis-30622	252	31	.	.	PUNCT
fcis-30622	253	1	application	application	NOUN
fcis-30622	253	2	research	research	NOUN
fcis-30622	253	3	of	of	ADP
fcis-30622	253	4	computers	computer	NOUN
fcis-30622	253	5	,	,	PUNCT
fcis-30622	253	6	2024	2024	NUM
fcis-30622	253	7	,	,	PUNCT
fcis-30622	253	8	1	1	NUM
fcis-30622	253	9	-	-	SYM
fcis-30622	253	10	8	8	NUM
fcis-30622	253	11	.	.	PUNCT
fcis-30622	254	1	[	[	X
fcis-30622	254	2	35	35	NUM
fcis-30622	254	3	]	]	X
fcis-30622	254	4	li	li	PROPN
fcis-30622	254	5	t	t	PROPN
fcis-30622	254	6	,	,	PUNCT
fcis-30622	254	7	wu	wu	PROPN
fcis-30622	254	8	c	c	PROPN
fcis-30622	254	9	,	,	PUNCT
fcis-30622	254	10	ma	ma	PROPN
fcis-30622	254	11	y.	y.	PROPN
fcis-30622	254	12	multi	multi	PROPN
fcis-30622	254	13	-	-	ADJ
fcis-30622	254	14	label	label	ADJ
fcis-30622	254	15	constitution	constitution	NOUN
fcis-30622	254	16	identification	identification	NOUN
fcis-30622	254	17	based	base	VERB
fcis-30622	254	18	on	on	ADP
fcis-30622	254	19	tongue	tongue	NOUN
fcis-30622	254	20	image	image	NOUN
fcis-30622	254	21	in	in	ADP
fcis-30622	254	22	traditional	traditional	ADJ
fcis-30622	254	23	chinese	chinese	ADJ
fcis-30622	254	24	medicine[c]//	medicine[c]//	PROPN
fcis-30622	254	25	proceedings	proceeding	NOUN
fcis-30622	254	26	of	of	ADP
fcis-30622	254	27	the	the	DET
fcis-30622	254	28	2021	2021	NUM
fcis-30622	254	29	china	china	PROPN
fcis-30622	254	30	automation	automation	PROPN
fcis-30622	254	31	congress	congress	PROPN
fcis-30622	254	32	,	,	PUNCT
fcis-30622	254	33	beijing	beijing	PROPN
fcis-30622	254	34	,	,	PUNCT
fcis-30622	254	35	oct	oct	PROPN
fcis-30622	254	36	22	22	NUM
fcis-30622	254	37	-	-	SYM
fcis-30622	254	38	24	24	NUM
fcis-30622	254	39	,	,	PUNCT
fcis-30622	254	40	2021	2021	NUM
fcis-30622	254	41	.	.	PUNCT
fcis-30622	255	1	piscataway	piscataway	NOUN
fcis-30622	255	2	:	:	PUNCT
fcis-30622	255	3	ieee	ieee	NOUN
fcis-30622	255	4	,	,	PUNCT
fcis-30622	255	5	2021:1617	2021:1617	NUM
fcis-30622	255	6	-	-	SYM
fcis-30622	255	7	1622	1622	NUM
fcis-30622	255	8	.	.	PUNCT
fcis-30622	256	1	[	[	X
fcis-30622	256	2	36	36	NUM
fcis-30622	256	3	]	]	X
fcis-30622	256	4	jiang	jiang	PROPN
fcis-30622	256	5	t	t	PROPN
fcis-30622	256	6	,	,	PUNCT
fcis-30622	256	7	hu	hu	PROPN
fcis-30622	256	8	x	x	SYM
fcis-30622	256	9	j	j	PROPN
fcis-30622	256	10	,	,	PUNCT
fcis-30622	256	11	yao	yao	PROPN
fcis-30622	256	12	x	x	SYM
fcis-30622	256	13	h	h	NOUN
fcis-30622	256	14	,	,	PUNCT
fcis-30622	256	15	et	et	PROPN
fcis-30622	256	16	al	al	PROPN
fcis-30622	256	17	.	.	PUNCT
fcis-30622	257	1	tongue	tongue	NOUN
fcis-30622	257	2	image	image	NOUN
fcis-30622	257	3	quality	quality	NOUN
fcis-30622	257	4	assessment	assessment	NOUN
fcis-30622	257	5	based	base	VERB
fcis-30622	257	6	on	on	ADP
fcis-30622	257	7	a	a	DET
fcis-30622	257	8	deep	deep	ADJ
fcis-30622	257	9	convolutional	convolutional	ADJ
fcis-30622	257	10	neural	neural	ADJ
fcis-30622	257	11	network[j	network[j	NOUN
fcis-30622	257	12	]	]	PUNCT
fcis-30622	257	13	.	.	PUNCT
fcis-30622	258	1	bmc	bmc	PROPN
fcis-30622	258	2	medical	medical	ADJ
fcis-30622	258	3	informatics	informatic	NOUN
fcis-30622	258	4	and	and	CCONJ
fcis-30622	258	5	decision	decision	NOUN
fcis-30622	258	6	making,2021	making,2021	NOUN
fcis-30622	258	7	,	,	PUNCT
fcis-30622	258	8	21(1	21(1	NUM
fcis-30622	258	9	):	):	PUNCT
fcis-30622	258	10	114	114	NUM
fcis-30622	258	11	.	.	PUNCT