id	sid	tid	token	lemma	pos
ajst-8013	1	1	academic	academic	ADJ
ajst-8013	1	2	journal	journal	NOUN
ajst-8013	1	3	of	of	ADP
ajst-8013	1	4	science	science	NOUN
ajst-8013	1	5	and	and	CCONJ
ajst-8013	1	6	technology	technology	NOUN
ajst-8013	1	7	issn	issn	NOUN
ajst-8013	1	8	:	:	PUNCT
ajst-8013	1	9	2771	2771	NUM
ajst-8013	1	10	-	-	SYM
ajst-8013	1	11	3032	3032	NUM
ajst-8013	1	12	|	|	NOUN
ajst-8013	1	13	vol	vol	NOUN
ajst-8013	1	14	.	.	PROPN
ajst-8013	2	1	5	5	NUM
ajst-8013	2	2	,	,	PUNCT
ajst-8013	2	3	no	no	INTJ
ajst-8013	2	4	.	.	NOUN
ajst-8013	2	5	3	3	NUM
ajst-8013	2	6	,	,	PUNCT
ajst-8013	2	7	2023	2023	NUM
ajst-8013	2	8	202	202	NUM
ajst-8013	2	9	multimodal	multimodal	NOUN
ajst-8013	2	10	medical	medical	ADJ
ajst-8013	2	11	image	image	NOUN
ajst-8013	2	12	fusion	fusion	NOUN
ajst-8013	2	13	:	:	PUNCT
ajst-8013	2	14	the	the	DET
ajst-8013	2	15	perspective	perspective	NOUN
ajst-8013	2	16	of	of	ADP
ajst-8013	2	17	deep	deep	ADJ
ajst-8013	2	18	learning	learn	VERB
ajst-8013	2	19	mingyang	mingyang	PROPN
ajst-8013	2	20	wei	wei	PROPN
ajst-8013	2	21	*	*	PROPN
ajst-8013	2	22	,	,	PUNCT
ajst-8013	2	23	mengbo	mengbo	PROPN
ajst-8013	2	24	xi	xi	PROPN
ajst-8013	2	25	,	,	PUNCT
ajst-8013	2	26	yabei	yabei	PROPN
ajst-8013	2	27	li	li	PROPN
ajst-8013	2	28	,	,	PUNCT
ajst-8013	2	29	minjun	minjun	PROPN
ajst-8013	2	30	liang	liang	PROPN
ajst-8013	2	31	,	,	PUNCT
ajst-8013	2	32	ge	ge	PROPN
ajst-8013	2	33	wang	wang	PROPN
ajst-8013	2	34	school	school	PROPN
ajst-8013	2	35	of	of	ADP
ajst-8013	2	36	computer	computer	NOUN
ajst-8013	2	37	science	science	NOUN
ajst-8013	2	38	and	and	CCONJ
ajst-8013	2	39	technology	technology	NOUN
ajst-8013	2	40	,	,	PUNCT
ajst-8013	2	41	henan	henan	PROPN
ajst-8013	2	42	polytechnic	polytechnic	PROPN
ajst-8013	2	43	university	university	PROPN
ajst-8013	2	44	,	,	PUNCT
ajst-8013	2	45	jiaozuo	jiaozuo	PROPN
ajst-8013	2	46	,	,	PUNCT
ajst-8013	2	47	henan	henan	PROPN
ajst-8013	2	48	454000	454000	NUM
ajst-8013	2	49	,	,	PUNCT
ajst-8013	2	50	p	p	PROPN
ajst-8013	2	51	r	r	PROPN
ajst-8013	2	52	china	china	PROPN
ajst-8013	2	53	*	*	PUNCT
ajst-8013	2	54	corresponding	correspond	VERB
ajst-8013	2	55	author	author	NOUN
ajst-8013	2	56	:	:	PUNCT
ajst-8013	2	57	mingyang	mingyang	PROPN
ajst-8013	2	58	wei	wei	PROPN
ajst-8013	2	59	(	(	PUNCT
ajst-8013	2	60	wmy@home.hpu.edu.cn	wmy@home.hpu.edu.cn	PROPN
ajst-8013	2	61	)	)	PUNCT
ajst-8013	2	62	abstract	abstract	NOUN
ajst-8013	2	63	:	:	PUNCT
ajst-8013	2	64	multimodal	multimodal	ADJ
ajst-8013	2	65	medical	medical	ADJ
ajst-8013	2	66	image	image	NOUN
ajst-8013	2	67	fusion	fusion	NOUN
ajst-8013	2	68	involves	involve	VERB
ajst-8013	2	69	the	the	DET
ajst-8013	2	70	integration	integration	NOUN
ajst-8013	2	71	of	of	ADP
ajst-8013	2	72	medical	medical	ADJ
ajst-8013	2	73	images	image	NOUN
ajst-8013	2	74	originating	originate	VERB
ajst-8013	2	75	from	from	ADP
ajst-8013	2	76	distinct	distinct	ADJ
ajst-8013	2	77	modalities	modality	NOUN
ajst-8013	2	78	and	and	CCONJ
ajst-8013	2	79	captured	capture	VERB
ajst-8013	2	80	by	by	ADP
ajst-8013	2	81	various	various	ADJ
ajst-8013	2	82	sensors	sensor	NOUN
ajst-8013	2	83	,	,	PUNCT
ajst-8013	2	84	with	with	ADP
ajst-8013	2	85	the	the	DET
ajst-8013	2	86	aim	aim	NOUN
ajst-8013	2	87	to	to	PART
ajst-8013	2	88	enhance	enhance	VERB
ajst-8013	2	89	image	image	NOUN
ajst-8013	2	90	quality	quality	NOUN
ajst-8013	2	91	,	,	PUNCT
ajst-8013	2	92	minimize	minimize	VERB
ajst-8013	2	93	redundant	redundant	ADJ
ajst-8013	2	94	information	information	NOUN
ajst-8013	2	95	,	,	PUNCT
ajst-8013	2	96	and	and	CCONJ
ajst-8013	2	97	preserve	preserve	VERB
ajst-8013	2	98	specific	specific	ADJ
ajst-8013	2	99	features	feature	NOUN
ajst-8013	2	100	,	,	PUNCT
ajst-8013	2	101	ultimately	ultimately	ADV
ajst-8013	2	102	leading	lead	VERB
ajst-8013	2	103	to	to	ADP
ajst-8013	2	104	increased	increase	VERB
ajst-8013	2	105	efficiency	efficiency	NOUN
ajst-8013	2	106	and	and	CCONJ
ajst-8013	2	107	accuracy	accuracy	NOUN
ajst-8013	2	108	in	in	ADP
ajst-8013	2	109	clinical	clinical	ADJ
ajst-8013	2	110	diagnoses	diagnosis	NOUN
ajst-8013	2	111	.	.	PUNCT
ajst-8013	3	1	in	in	ADP
ajst-8013	3	2	recent	recent	ADJ
ajst-8013	3	3	years	year	NOUN
ajst-8013	3	4	,	,	PUNCT
ajst-8013	3	5	the	the	DET
ajst-8013	3	6	emergence	emergence	NOUN
ajst-8013	3	7	of	of	ADP
ajst-8013	3	8	deep	deep	ADJ
ajst-8013	3	9	learning	learning	NOUN
ajst-8013	3	10	techniques	technique	NOUN
ajst-8013	3	11	has	have	AUX
ajst-8013	3	12	propelled	propel	VERB
ajst-8013	3	13	significant	significant	ADJ
ajst-8013	3	14	advancements	advancement	NOUN
ajst-8013	3	15	in	in	ADP
ajst-8013	3	16	image	image	NOUN
ajst-8013	3	17	fusion	fusion	NOUN
ajst-8013	3	18	,	,	PUNCT
ajst-8013	3	19	addressing	address	VERB
ajst-8013	3	20	the	the	DET
ajst-8013	3	21	limitations	limitation	NOUN
ajst-8013	3	22	of	of	ADP
ajst-8013	3	23	conventional	conventional	ADJ
ajst-8013	3	24	methods	method	NOUN
ajst-8013	3	25	that	that	PRON
ajst-8013	3	26	necessitate	necessitate	ADJ
ajst-8013	3	27	manual	manual	ADJ
ajst-8013	3	28	design	design	NOUN
ajst-8013	3	29	of	of	ADP
ajst-8013	3	30	activity	activity	NOUN
ajst-8013	3	31	level	level	NOUN
ajst-8013	3	32	measurement	measurement	NOUN
ajst-8013	3	33	and	and	CCONJ
ajst-8013	3	34	fusion	fusion	NOUN
ajst-8013	3	35	rules	rule	NOUN
ajst-8013	3	36	.	.	PUNCT
ajst-8013	4	1	this	this	DET
ajst-8013	4	2	paper	paper	NOUN
ajst-8013	4	3	initially	initially	ADV
ajst-8013	4	4	presents	present	VERB
ajst-8013	4	5	a	a	DET
ajst-8013	4	6	systematic	systematic	ADJ
ajst-8013	4	7	description	description	NOUN
ajst-8013	4	8	of	of	ADP
ajst-8013	4	9	the	the	DET
ajst-8013	4	10	multimodal	multimodal	ADJ
ajst-8013	4	11	medical	medical	ADJ
ajst-8013	4	12	image	image	NOUN
ajst-8013	4	13	fusion	fusion	NOUN
ajst-8013	4	14	problem	problem	NOUN
ajst-8013	4	15	,	,	PUNCT
ajst-8013	4	16	delineating	delineate	VERB
ajst-8013	4	17	the	the	DET
ajst-8013	4	18	interrelationships	interrelationship	NOUN
ajst-8013	4	19	between	between	ADP
ajst-8013	4	20	different	different	ADJ
ajst-8013	4	21	fusion	fusion	NOUN
ajst-8013	4	22	modalities	modality	NOUN
ajst-8013	4	23	while	while	SCONJ
ajst-8013	4	24	summarizing	summarize	VERB
ajst-8013	4	25	their	their	PRON
ajst-8013	4	26	characteristics	characteristic	NOUN
ajst-8013	4	27	and	and	CCONJ
ajst-8013	4	28	functions	function	NOUN
ajst-8013	4	29	.	.	PUNCT
ajst-8013	5	1	subsequently	subsequently	ADV
ajst-8013	5	2	,	,	PUNCT
ajst-8013	5	3	it	it	PRON
ajst-8013	5	4	reviews	review	VERB
ajst-8013	5	5	the	the	DET
ajst-8013	5	6	theories	theory	NOUN
ajst-8013	5	7	and	and	CCONJ
ajst-8013	5	8	enhancement	enhancement	NOUN
ajst-8013	5	9	approaches	approach	NOUN
ajst-8013	5	10	associated	associate	VERB
ajst-8013	5	11	with	with	ADP
ajst-8013	5	12	deep	deep	ADJ
ajst-8013	5	13	learning	learning	NOUN
ajst-8013	5	14	in	in	ADP
ajst-8013	5	15	the	the	DET
ajst-8013	5	16	medical	medical	ADJ
ajst-8013	5	17	image	image	NOUN
ajst-8013	5	18	fusion	fusion	NOUN
ajst-8013	5	19	domain	domain	NOUN
ajst-8013	5	20	,	,	PUNCT
ajst-8013	5	21	striving	strive	VERB
ajst-8013	5	22	for	for	ADP
ajst-8013	5	23	a	a	DET
ajst-8013	5	24	comprehensive	comprehensive	ADJ
ajst-8013	5	25	overview	overview	NOUN
ajst-8013	5	26	of	of	ADP
ajst-8013	5	27	the	the	DET
ajst-8013	5	28	state	state	NOUN
ajst-8013	5	29	-	-	PUNCT
ajst-8013	5	30	of	of	ADP
ajst-8013	5	31	-	-	PUNCT
ajst-8013	5	32	the	the	DET
ajst-8013	5	33	-	-	PUNCT
ajst-8013	5	34	art	art	NOUN
ajst-8013	5	35	developments	development	NOUN
ajst-8013	5	36	in	in	ADP
ajst-8013	5	37	this	this	DET
ajst-8013	5	38	field	field	NOUN
ajst-8013	5	39	from	from	ADP
ajst-8013	5	40	a	a	DET
ajst-8013	5	41	deep	deep	ADJ
ajst-8013	5	42	learning	learning	NOUN
ajst-8013	5	43	perspective	perspective	NOUN
ajst-8013	5	44	.	.	PUNCT
ajst-8013	6	1	these	these	DET
ajst-8013	6	2	developments	development	NOUN
ajst-8013	6	3	encompass	encompass	VERB
ajst-8013	6	4	multimodal	multimodal	NOUN
ajst-8013	6	5	feature	feature	NOUN
ajst-8013	6	6	extraction	extraction	NOUN
ajst-8013	6	7	methods	method	NOUN
ajst-8013	6	8	based	base	VERB
ajst-8013	6	9	on	on	ADP
ajst-8013	6	10	convolutional	convolutional	ADJ
ajst-8013	6	11	techniques	technique	NOUN
ajst-8013	6	12	,	,	PUNCT
ajst-8013	6	13	adversarial	adversarial	ADJ
ajst-8013	6	14	learning	learning	NOUN
ajst-8013	6	15	-	-	PUNCT
ajst-8013	6	16	based	base	VERB
ajst-8013	6	17	methods	method	NOUN
ajst-8013	6	18	,	,	PUNCT
ajst-8013	6	19	convolutional	convolutional	ADJ
ajst-8013	6	20	sparse	sparse	ADJ
ajst-8013	6	21	representation	representation	NOUN
ajst-8013	6	22	and	and	CCONJ
ajst-8013	6	23	stacked	stack	VERB
ajst-8013	6	24	autoencoder	autoencoder	NOUN
ajst-8013	6	25	-	-	PUNCT
ajst-8013	6	26	based	base	VERB
ajst-8013	6	27	signal	signal	NOUN
ajst-8013	6	28	processing	processing	NOUN
ajst-8013	6	29	methods	method	NOUN
ajst-8013	6	30	,	,	PUNCT
ajst-8013	6	31	and	and	CCONJ
ajst-8013	6	32	unified	unified	ADJ
ajst-8013	6	33	models	model	NOUN
ajst-8013	6	34	.	.	PUNCT
ajst-8013	7	1	lastly	lastly	ADV
ajst-8013	7	2	,	,	PUNCT
ajst-8013	7	3	the	the	DET
ajst-8013	7	4	paper	paper	NOUN
ajst-8013	7	5	summarizes	summarize	VERB
ajst-8013	7	6	the	the	DET
ajst-8013	7	7	enhancement	enhancement	NOUN
ajst-8013	7	8	techniques	technique	NOUN
ajst-8013	7	9	for	for	ADP
ajst-8013	7	10	multimodal	multimodal	ADJ
ajst-8013	7	11	medical	medical	ADJ
ajst-8013	7	12	image	image	NOUN
ajst-8013	7	13	fusion	fusion	NOUN
ajst-8013	7	14	methods	method	NOUN
ajst-8013	7	15	,	,	PUNCT
ajst-8013	7	16	highlighting	highlight	VERB
ajst-8013	7	17	the	the	DET
ajst-8013	7	18	pressing	press	VERB
ajst-8013	7	19	issues	issue	NOUN
ajst-8013	7	20	and	and	CCONJ
ajst-8013	7	21	challenges	challenge	NOUN
ajst-8013	7	22	encountered	encounter	VERB
ajst-8013	7	23	by	by	ADP
ajst-8013	7	24	deep	deep	ADJ
ajst-8013	7	25	learning	learning	NOUN
ajst-8013	7	26	approaches	approach	NOUN
ajst-8013	7	27	in	in	ADP
ajst-8013	7	28	this	this	DET
ajst-8013	7	29	domain	domain	NOUN
ajst-8013	7	30	.	.	PUNCT
ajst-8013	8	1	keywords	keyword	NOUN
ajst-8013	8	2	:	:	PUNCT
ajst-8013	8	3	medical	medical	ADJ
ajst-8013	8	4	image	image	NOUN
ajst-8013	8	5	,	,	PUNCT
ajst-8013	8	6	multimodal	multimodal	NOUN
ajst-8013	8	7	fusion	fusion	NOUN
ajst-8013	8	8	,	,	PUNCT
ajst-8013	8	9	deep	deep	ADJ
ajst-8013	8	10	learning	learning	NOUN
ajst-8013	8	11	.	.	PUNCT
ajst-8013	9	1	1	1	X
ajst-8013	9	2	.	.	X
ajst-8013	9	3	introduction	introduction	NOUN
ajst-8013	9	4	image	image	NOUN
ajst-8013	9	5	fusion	fusion	NOUN
ajst-8013	9	6	entails	entail	VERB
ajst-8013	9	7	merging	merge	VERB
ajst-8013	9	8	two	two	NUM
ajst-8013	9	9	or	or	CCONJ
ajst-8013	9	10	more	more	ADJ
ajst-8013	9	11	images	image	NOUN
ajst-8013	9	12	from	from	ADP
ajst-8013	9	13	the	the	DET
ajst-8013	9	14	same	same	ADJ
ajst-8013	9	15	or	or	CCONJ
ajst-8013	9	16	various	various	ADJ
ajst-8013	9	17	modalities	modality	NOUN
ajst-8013	9	18	,	,	PUNCT
ajst-8013	9	19	aiming	aim	VERB
ajst-8013	9	20	to	to	PART
ajst-8013	9	21	enhance	enhance	VERB
ajst-8013	9	22	image	image	NOUN
ajst-8013	9	23	content	content	NOUN
ajst-8013	9	24	and	and	CCONJ
ajst-8013	9	25	retain	retain	VERB
ajst-8013	9	26	significant	significant	ADJ
ajst-8013	9	27	details	detail	NOUN
ajst-8013	9	28	.	.	PUNCT
ajst-8013	10	1	as	as	ADP
ajst-8013	10	2	a	a	DET
ajst-8013	10	3	vital	vital	ADJ
ajst-8013	10	4	subdomain	subdomain	NOUN
ajst-8013	10	5	of	of	ADP
ajst-8013	10	6	image	image	NOUN
ajst-8013	10	7	fusion	fusion	NOUN
ajst-8013	10	8	,	,	PUNCT
ajst-8013	10	9	multimodal	multimodal	ADJ
ajst-8013	10	10	medical	medical	ADJ
ajst-8013	10	11	image	image	NOUN
ajst-8013	10	12	fusion	fusion	NOUN
ajst-8013	10	13	can	can	AUX
ajst-8013	10	14	augment	augment	VERB
ajst-8013	10	15	image	image	NOUN
ajst-8013	10	16	quality	quality	NOUN
ajst-8013	10	17	while	while	SCONJ
ajst-8013	10	18	maintaining	maintain	VERB
ajst-8013	10	19	specific	specific	ADJ
ajst-8013	10	20	characteristics	characteristic	NOUN
ajst-8013	10	21	,	,	PUNCT
ajst-8013	10	22	thereby	thereby	ADV
ajst-8013	10	23	boosting	boost	VERB
ajst-8013	10	24	the	the	DET
ajst-8013	10	25	clinical	clinical	ADJ
ajst-8013	10	26	utility	utility	NOUN
ajst-8013	10	27	of	of	ADP
ajst-8013	10	28	images	image	NOUN
ajst-8013	10	29	for	for	ADP
ajst-8013	10	30	diagnosing	diagnosing	NOUN
ajst-8013	10	31	and	and	CCONJ
ajst-8013	10	32	evaluating	evaluate	VERB
ajst-8013	10	33	medical	medical	ADJ
ajst-8013	10	34	issues	issue	NOUN
ajst-8013	10	35	.	.	PUNCT
ajst-8013	11	1	for	for	ADP
ajst-8013	11	2	instance	instance	NOUN
ajst-8013	11	3	,	,	PUNCT
ajst-8013	11	4	magnetic	magnetic	ADJ
ajst-8013	11	5	resonance	resonance	NOUN
ajst-8013	11	6	imaging	imaging	NOUN
ajst-8013	11	7	(	(	PUNCT
ajst-8013	11	8	mri	mri	NOUN
ajst-8013	11	9	)	)	PUNCT
ajst-8013	11	10	and	and	CCONJ
ajst-8013	11	11	computed	compute	VERB
ajst-8013	11	12	tomography	tomography	NOUN
ajst-8013	11	13	(	(	PUNCT
ajst-8013	11	14	ct	ct	PROPN
ajst-8013	11	15	)	)	PUNCT
ajst-8013	11	16	deliver	deliver	VERB
ajst-8013	11	17	high	high	ADJ
ajst-8013	11	18	-	-	PUNCT
ajst-8013	11	19	resolution	resolution	NOUN
ajst-8013	11	20	anatomical	anatomical	ADJ
ajst-8013	11	21	information	information	NOUN
ajst-8013	11	22	about	about	ADP
ajst-8013	11	23	human	human	ADJ
ajst-8013	11	24	organs	organ	NOUN
ajst-8013	11	25	,	,	PUNCT
ajst-8013	11	26	while	while	SCONJ
ajst-8013	11	27	positron	positron	NOUN
ajst-8013	11	28	emission	emission	NOUN
ajst-8013	11	29	computed	compute	VERB
ajst-8013	11	30	tomography	tomography	NOUN
ajst-8013	11	31	(	(	PUNCT
ajst-8013	11	32	pet	pet	NOUN
ajst-8013	11	33	)	)	PUNCT
ajst-8013	11	34	and	and	CCONJ
ajst-8013	11	35	single	single	ADJ
ajst-8013	11	36	-	-	PUNCT
ajst-8013	11	37	photon	photon	NOUN
ajst-8013	11	38	emission	emission	NOUN
ajst-8013	11	39	computed	compute	VERB
ajst-8013	11	40	tomography	tomography	NOUN
ajst-8013	11	41	(	(	PUNCT
ajst-8013	11	42	spect	spect	PROPN
ajst-8013	11	43	)	)	PUNCT
ajst-8013	11	44	offer	offer	VERB
ajst-8013	11	45	lower	low	ADJ
ajst-8013	11	46	spatial	spatial	ADJ
ajst-8013	11	47	resolution	resolution	NOUN
ajst-8013	11	48	but	but	CCONJ
ajst-8013	11	49	yield	yield	VERB
ajst-8013	11	50	metabolic	metabolic	NOUN
ajst-8013	11	51	function	function	NOUN
ajst-8013	11	52	data	datum	NOUN
ajst-8013	11	53	of	of	ADP
ajst-8013	11	54	organs[1	organs[1	PRON
ajst-8013	11	55	]	]	PUNCT
ajst-8013	11	56	.	.	PUNCT
ajst-8013	12	1	combining	combine	VERB
ajst-8013	12	2	these	these	DET
ajst-8013	12	3	imaging	imaging	NOUN
ajst-8013	12	4	modalities	modality	NOUN
ajst-8013	12	5	allows	allow	VERB
ajst-8013	12	6	for	for	ADP
ajst-8013	12	7	the	the	DET
ajst-8013	12	8	acquisition	acquisition	NOUN
ajst-8013	12	9	of	of	ADP
ajst-8013	12	10	more	more	ADV
ajst-8013	12	11	comprehensive	comprehensive	ADJ
ajst-8013	12	12	information	information	NOUN
ajst-8013	12	13	on	on	ADP
ajst-8013	12	14	human	human	ADJ
ajst-8013	12	15	anatomy	anatomy	NOUN
ajst-8013	12	16	,	,	PUNCT
ajst-8013	12	17	physiology	physiology	NOUN
ajst-8013	12	18	,	,	PUNCT
ajst-8013	12	19	and	and	CCONJ
ajst-8013	12	20	pathology	pathology	NOUN
ajst-8013	12	21	,	,	PUNCT
ajst-8013	12	22	thereby	thereby	ADV
ajst-8013	12	23	effectively	effectively	ADV
ajst-8013	12	24	assisting	assist	VERB
ajst-8013	12	25	physicians	physician	NOUN
ajst-8013	12	26	in	in	ADP
ajst-8013	12	27	clinical	clinical	ADJ
ajst-8013	12	28	diagnostics	diagnostic	NOUN
ajst-8013	12	29	and	and	CCONJ
ajst-8013	12	30	subsequent	subsequent	ADJ
ajst-8013	12	31	decision	decision	NOUN
ajst-8013	12	32	-	-	PUNCT
ajst-8013	12	33	making	make	VERB
ajst-8013	12	34	processes	process	NOUN
ajst-8013	12	35	for	for	ADP
ajst-8013	12	36	treatment	treatment	NOUN
ajst-8013	12	37	decisions[2	decisions[2	PROPN
ajst-8013	12	38	]	]	PUNCT
ajst-8013	12	39	.	.	PUNCT
ajst-8013	13	1	the	the	DET
ajst-8013	13	2	deep	deep	ADJ
ajst-8013	13	3	learning	learning	NOUN
ajst-8013	13	4	approach	approach	NOUN
ajst-8013	13	5	to	to	ADP
ajst-8013	13	6	multimodal	multimodal	ADJ
ajst-8013	13	7	medical	medical	ADJ
ajst-8013	13	8	image	image	NOUN
ajst-8013	13	9	fusion	fusion	NOUN
ajst-8013	13	10	has	have	AUX
ajst-8013	13	11	emerged	emerge	VERB
ajst-8013	13	12	as	as	ADP
ajst-8013	13	13	a	a	DET
ajst-8013	13	14	prominent	prominent	ADJ
ajst-8013	13	15	research	research	NOUN
ajst-8013	13	16	area	area	NOUN
ajst-8013	13	17	in	in	ADP
ajst-8013	13	18	the	the	DET
ajst-8013	13	19	field	field	NOUN
ajst-8013	13	20	.	.	PUNCT
ajst-8013	14	1	in	in	ADP
ajst-8013	14	2	this	this	DET
ajst-8013	14	3	paper	paper	NOUN
ajst-8013	14	4	,	,	PUNCT
ajst-8013	14	5	we	we	PRON
ajst-8013	14	6	provide	provide	VERB
ajst-8013	14	7	a	a	DET
ajst-8013	14	8	comprehensive	comprehensive	ADJ
ajst-8013	14	9	description	description	NOUN
ajst-8013	14	10	of	of	ADP
ajst-8013	14	11	the	the	DET
ajst-8013	14	12	multimodal	multimodal	ADJ
ajst-8013	14	13	medical	medical	ADJ
ajst-8013	14	14	image	image	NOUN
ajst-8013	14	15	fusion	fusion	NOUN
ajst-8013	14	16	methodology	methodology	NOUN
ajst-8013	14	17	based	base	VERB
ajst-8013	14	18	on	on	ADP
ajst-8013	14	19	deep	deep	ADJ
ajst-8013	14	20	learning	learning	NOUN
ajst-8013	14	21	.	.	PUNCT
ajst-8013	15	1	we	we	PRON
ajst-8013	15	2	analyze	analyze	VERB
ajst-8013	15	3	the	the	DET
ajst-8013	15	4	fusion	fusion	NOUN
ajst-8013	15	5	relationships	relationship	NOUN
ajst-8013	15	6	and	and	CCONJ
ajst-8013	15	7	characteristics	characteristic	NOUN
ajst-8013	15	8	of	of	ADP
ajst-8013	15	9	various	various	ADJ
ajst-8013	15	10	modal	modal	ADJ
ajst-8013	15	11	medical	medical	ADJ
ajst-8013	15	12	images	image	NOUN
ajst-8013	15	13	,	,	PUNCT
ajst-8013	15	14	summarize	summarize	VERB
ajst-8013	15	15	the	the	DET
ajst-8013	15	16	primary	primary	ADJ
ajst-8013	15	17	improvement	improvement	NOUN
ajst-8013	15	18	concepts	concept	NOUN
ajst-8013	15	19	for	for	ADP
ajst-8013	15	20	deep	deep	ADJ
ajst-8013	15	21	learning	learning	NOUN
ajst-8013	15	22	methods	method	NOUN
ajst-8013	15	23	in	in	ADP
ajst-8013	15	24	multimodal	multimodal	ADJ
ajst-8013	15	25	medical	medical	ADJ
ajst-8013	15	26	image	image	NOUN
ajst-8013	15	27	fusion	fusion	NOUN
ajst-8013	15	28	,	,	PUNCT
ajst-8013	15	29	and	and	CCONJ
ajst-8013	15	30	offer	offer	VERB
ajst-8013	15	31	a	a	DET
ajst-8013	15	32	thorough	thorough	ADJ
ajst-8013	15	33	review	review	NOUN
ajst-8013	15	34	of	of	ADP
ajst-8013	15	35	deep	deep	ADJ
ajst-8013	15	36	learning	learning	NOUN
ajst-8013	15	37	applications	application	NOUN
ajst-8013	15	38	in	in	ADP
ajst-8013	15	39	this	this	DET
ajst-8013	15	40	domain	domain	NOUN
ajst-8013	15	41	.	.	PUNCT
ajst-8013	16	1	furthermore	furthermore	ADV
ajst-8013	16	2	,	,	PUNCT
ajst-8013	16	3	we	we	PRON
ajst-8013	16	4	discuss	discuss	VERB
ajst-8013	16	5	the	the	DET
ajst-8013	16	6	current	current	ADJ
ajst-8013	16	7	state	state	NOUN
ajst-8013	16	8	and	and	CCONJ
ajst-8013	16	9	future	future	ADJ
ajst-8013	16	10	prospects	prospect	NOUN
ajst-8013	16	11	of	of	ADP
ajst-8013	16	12	deep	deep	ADJ
ajst-8013	16	13	learning	learning	NOUN
ajst-8013	16	14	techniques	technique	NOUN
ajst-8013	16	15	for	for	ADP
ajst-8013	16	16	multimodal	multimodal	ADJ
ajst-8013	16	17	medical	medical	ADJ
ajst-8013	16	18	image	image	NOUN
ajst-8013	16	19	fusion	fusion	NOUN
ajst-8013	16	20	,	,	PUNCT
ajst-8013	16	21	emphasizing	emphasize	VERB
ajst-8013	16	22	their	their	PRON
ajst-8013	16	23	potential	potential	ADJ
ajst-8013	16	24	impact	impact	NOUN
ajst-8013	16	25	and	and	CCONJ
ajst-8013	16	26	significance	significance	NOUN
ajst-8013	16	27	in	in	ADP
ajst-8013	16	28	advancing	advance	VERB
ajst-8013	16	29	the	the	DET
ajst-8013	16	30	field	field	NOUN
ajst-8013	16	31	.	.	PUNCT
ajst-8013	17	1	2	2	X
ajst-8013	17	2	.	.	X
ajst-8013	17	3	multimodal	multimodal	ADJ
ajst-8013	17	4	medical	medical	ADJ
ajst-8013	17	5	image	image	NOUN
ajst-8013	17	6	fusion	fusion	NOUN
ajst-8013	17	7	based	base	VERB
ajst-8013	17	8	on	on	ADP
ajst-8013	17	9	deep	deep	ADJ
ajst-8013	17	10	learning	learn	VERB
ajst-8013	17	11	the	the	DET
ajst-8013	17	12	fusion	fusion	NOUN
ajst-8013	17	13	method	method	NOUN
ajst-8013	17	14	grounded	ground	VERB
ajst-8013	17	15	in	in	ADP
ajst-8013	17	16	deep	deep	ADJ
ajst-8013	17	17	learning	learning	NOUN
ajst-8013	17	18	focuses	focus	VERB
ajst-8013	17	19	on	on	ADP
ajst-8013	17	20	addressing	address	VERB
ajst-8013	17	21	the	the	DET
ajst-8013	17	22	essential	essential	ADJ
ajst-8013	17	23	challenges	challenge	NOUN
ajst-8013	17	24	of	of	ADP
ajst-8013	17	25	feature	feature	NOUN
ajst-8013	17	26	extraction	extraction	NOUN
ajst-8013	17	27	,	,	PUNCT
ajst-8013	17	28	fusion	fusion	NOUN
ajst-8013	17	29	,	,	PUNCT
ajst-8013	17	30	and	and	CCONJ
ajst-8013	17	31	reconstruction	reconstruction	NOUN
ajst-8013	17	32	in	in	ADP
ajst-8013	17	33	medical	medical	ADJ
ajst-8013	17	34	image	image	NOUN
ajst-8013	17	35	fusion	fusion	NOUN
ajst-8013	17	36	.	.	PUNCT
ajst-8013	18	1	this	this	PRON
ajst-8013	18	2	primarily	primarily	ADV
ajst-8013	18	3	encompasses	encompass	VERB
ajst-8013	18	4	methods	method	NOUN
ajst-8013	18	5	such	such	ADJ
ajst-8013	18	6	as	as	ADP
ajst-8013	18	7	convolution	convolution	NOUN
ajst-8013	18	8	-	-	PUNCT
ajst-8013	18	9	based	base	VERB
ajst-8013	18	10	feature	feature	NOUN
ajst-8013	18	11	extraction	extraction	NOUN
ajst-8013	18	12	,	,	PUNCT
ajst-8013	18	13	adversarial	adversarial	ADJ
ajst-8013	18	14	learning	learning	NOUN
ajst-8013	18	15	techniques	technique	NOUN
ajst-8013	18	16	,	,	PUNCT
ajst-8013	18	17	signal	signal	ADJ
ajst-8013	18	18	processing	processing	NOUN
ajst-8013	18	19	approaches	approach	NOUN
ajst-8013	18	20	(	(	PUNCT
ajst-8013	18	21	including	include	VERB
ajst-8013	18	22	csr	csr	X
ajst-8013	18	23	and	and	CCONJ
ajst-8013	18	24	sae	sae	NOUN
ajst-8013	18	25	)	)	PUNCT
ajst-8013	18	26	,	,	PUNCT
ajst-8013	18	27	and	and	CCONJ
ajst-8013	18	28	fusion	fusion	NOUN
ajst-8013	18	29	techniques	technique	NOUN
ajst-8013	18	30	that	that	PRON
ajst-8013	18	31	rely	rely	VERB
ajst-8013	18	32	on	on	ADP
ajst-8013	18	33	unified	unified	ADJ
ajst-8013	18	34	models	model	NOUN
ajst-8013	18	35	.	.	PUNCT
ajst-8013	19	1	by	by	ADP
ajst-8013	19	2	tackling	tackle	VERB
ajst-8013	19	3	these	these	DET
ajst-8013	19	4	key	key	ADJ
ajst-8013	19	5	issues	issue	NOUN
ajst-8013	19	6	,	,	PUNCT
ajst-8013	19	7	deep	deep	ADJ
ajst-8013	19	8	learning	learning	NOUN
ajst-8013	19	9	-	-	PUNCT
ajst-8013	19	10	based	base	VERB
ajst-8013	19	11	fusion	fusion	NOUN
ajst-8013	19	12	methods	method	NOUN
ajst-8013	19	13	aim	aim	VERB
ajst-8013	19	14	to	to	PART
ajst-8013	19	15	improve	improve	VERB
ajst-8013	19	16	the	the	DET
ajst-8013	19	17	overall	overall	ADJ
ajst-8013	19	18	performance	performance	NOUN
ajst-8013	19	19	and	and	CCONJ
ajst-8013	19	20	applicability	applicability	NOUN
ajst-8013	19	21	of	of	ADP
ajst-8013	19	22	medical	medical	ADJ
ajst-8013	19	23	image	image	NOUN
ajst-8013	19	24	fusion	fusion	NOUN
ajst-8013	19	25	across	across	ADP
ajst-8013	19	26	various	various	ADJ
ajst-8013	19	27	modalities	modality	NOUN
ajst-8013	19	28	.	.	PUNCT
ajst-8013	20	1	2.1	2.1	NUM
ajst-8013	20	2	.	.	PUNCT
ajst-8013	20	3	multimodal	multimodal	NOUN
ajst-8013	20	4	feature	feature	NOUN
ajst-8013	20	5	extraction	extraction	NOUN
ajst-8013	20	6	based	base	VERB
ajst-8013	20	7	on	on	ADP
ajst-8013	20	8	convolution	convolution	NOUN
ajst-8013	20	9	technology	technology	NOUN
ajst-8013	20	10	both	both	CCONJ
ajst-8013	20	11	cnn	cnn	PROPN
ajst-8013	20	12	and	and	CCONJ
ajst-8013	20	13	u	u	NOUN
ajst-8013	20	14	-	-	ADJ
ajst-8013	20	15	net	net	ADJ
ajst-8013	20	16	employ	employ	NOUN
ajst-8013	20	17	convolution	convolution	NOUN
ajst-8013	20	18	techniques	technique	NOUN
ajst-8013	20	19	for	for	ADP
ajst-8013	20	20	feature	feature	NOUN
ajst-8013	20	21	extraction	extraction	NOUN
ajst-8013	20	22	from	from	ADP
ajst-8013	20	23	source	source	NOUN
ajst-8013	20	24	images	image	NOUN
ajst-8013	20	25	.	.	PUNCT
ajst-8013	21	1	cnn	cnn	PROPN
ajst-8013	21	2	achieves	achieve	VERB
ajst-8013	21	3	functional	functional	ADJ
ajst-8013	21	4	enhancement	enhancement	NOUN
ajst-8013	21	5	of	of	ADP
ajst-8013	21	6	activity	activity	NOUN
ajst-8013	21	7	level	level	NOUN
ajst-8013	21	8	measurement	measurement	NOUN
ajst-8013	21	9	by	by	ADP
ajst-8013	21	10	extracting	extract	VERB
ajst-8013	21	11	image	image	NOUN
ajst-8013	21	12	features	feature	NOUN
ajst-8013	21	13	through	through	ADP
ajst-8013	21	14	convolutional	convolutional	ADJ
ajst-8013	21	15	and	and	CCONJ
ajst-8013	21	16	maxpooling	maxpoole	VERB
ajst-8013	21	17	layers	layer	NOUN
ajst-8013	21	18	,	,	PUNCT
ajst-8013	21	19	while	while	SCONJ
ajst-8013	21	20	utilizing	utilize	VERB
ajst-8013	21	21	fully	fully	ADV
ajst-8013	21	22	connected	connected	ADJ
ajst-8013	21	23	layers	layer	NOUN
ajst-8013	21	24	for	for	ADP
ajst-8013	21	25	target	target	NOUN
ajst-8013	21	26	classification	classification	NOUN
ajst-8013	21	27	.	.	PUNCT
ajst-8013	22	1	u	u	NOUN
ajst-8013	22	2	-	-	NOUN
ajst-8013	22	3	net	net	ADJ
ajst-8013	22	4	,	,	PUNCT
ajst-8013	22	5	on	on	ADP
ajst-8013	22	6	the	the	DET
ajst-8013	22	7	other	other	ADJ
ajst-8013	22	8	hand	hand	NOUN
ajst-8013	22	9	,	,	PUNCT
ajst-8013	22	10	can	can	AUX
ajst-8013	22	11	be	be	AUX
ajst-8013	22	12	considered	consider	VERB
ajst-8013	22	13	a	a	DET
ajst-8013	22	14	variant	variant	NOUN
ajst-8013	22	15	of	of	ADP
ajst-8013	22	16	the	the	DET
ajst-8013	22	17	fully	fully	ADV
ajst-8013	22	18	convolutional	convolutional	ADJ
ajst-8013	22	19	neural	neural	ADJ
ajst-8013	22	20	network	network	NOUN
ajst-8013	22	21	.	.	PUNCT
ajst-8013	23	1	although	although	SCONJ
ajst-8013	23	2	its	its	PRON
ajst-8013	23	3	primary	primary	ADJ
ajst-8013	23	4	application	application	NOUN
ajst-8013	23	5	is	be	AUX
ajst-8013	23	6	in	in	ADP
ajst-8013	23	7	image	image	NOUN
ajst-8013	23	8	segmentation	segmentation	NOUN
ajst-8013	23	9	,	,	PUNCT
ajst-8013	23	10	it	it	PRON
ajst-8013	23	11	has	have	AUX
ajst-8013	23	12	demonstrated	demonstrate	VERB
ajst-8013	23	13	remarkable	remarkable	ADJ
ajst-8013	23	14	potential	potential	NOUN
ajst-8013	23	15	in	in	ADP
ajst-8013	23	16	multimodal	multimodal	ADJ
ajst-8013	23	17	fusion	fusion	NOUN
ajst-8013	23	18	research[3	research[3	NOUN
ajst-8013	23	19	]	]	PUNCT
ajst-8013	23	20	.	.	PUNCT
ajst-8013	24	1	in	in	ADP
ajst-8013	24	2	summary	summary	NOUN
ajst-8013	24	3	,	,	PUNCT
ajst-8013	24	4	by	by	ADP
ajst-8013	24	5	training	train	VERB
ajst-8013	24	6	with	with	ADP
ajst-8013	24	7	large	large	ADJ
ajst-8013	24	8	amounts	amount	NOUN
ajst-8013	24	9	of	of	ADP
ajst-8013	24	10	data	datum	NOUN
ajst-8013	24	11	,	,	PUNCT
ajst-8013	24	12	convolutional	convolutional	ADJ
ajst-8013	24	13	neural	neural	ADJ
ajst-8013	24	14	networks	network	NOUN
ajst-8013	24	15	can	can	AUX
ajst-8013	24	16	facilitate	facilitate	VERB
ajst-8013	24	17	the	the	DET
ajst-8013	24	18	automatic	automatic	ADJ
ajst-8013	24	19	optimization	optimization	NOUN
ajst-8013	24	20	of	of	ADP
ajst-8013	24	21	activity	activity	NOUN
ajst-8013	24	22	level	level	NOUN
ajst-8013	24	23	measurement	measurement	NOUN
ajst-8013	24	24	and	and	CCONJ
ajst-8013	24	25	fusion	fusion	NOUN
ajst-8013	24	26	rules	rule	NOUN
ajst-8013	24	27	.	.	PUNCT
ajst-8013	25	1	this	this	PRON
ajst-8013	25	2	,	,	PUNCT
ajst-8013	25	3	in	in	ADP
ajst-8013	25	4	turn	turn	NOUN
ajst-8013	25	5	,	,	PUNCT
ajst-8013	25	6	helps	help	VERB
ajst-8013	25	7	circumvent	circumvent	VERB
ajst-8013	25	8	the	the	DET
ajst-8013	25	9	complexities	complexity	NOUN
ajst-8013	25	10	and	and	CCONJ
ajst-8013	25	11	shortcomings	shortcoming	NOUN
ajst-8013	25	12	associated	associate	VERB
ajst-8013	25	13	with	with	ADP
ajst-8013	25	14	manual	manual	ADJ
ajst-8013	25	15	design	design	NOUN
ajst-8013	25	16	in	in	ADP
ajst-8013	25	17	conventional	conventional	ADJ
ajst-8013	25	18	image	image	NOUN
ajst-8013	25	19	fusion	fusion	NOUN
ajst-8013	25	20	processes	process	NOUN
ajst-8013	25	21	.	.	PUNCT
ajst-8013	26	1	2.1.1	2.1.1	X
ajst-8013	26	2	.	.	PUNCT
ajst-8013	26	3	medical	medical	ADJ
ajst-8013	26	4	image	image	NOUN
ajst-8013	26	5	fusion	fusion	NOUN
ajst-8013	26	6	based	base	VERB
ajst-8013	26	7	on	on	ADP
ajst-8013	26	8	convolutional	convolutional	ADJ
ajst-8013	26	9	neural	neural	ADJ
ajst-8013	26	10	network	network	NOUN
ajst-8013	26	11	as	as	SCONJ
ajst-8013	26	12	depicted	depict	VERB
ajst-8013	26	13	in	in	ADP
ajst-8013	26	14	figure	figure	NOUN
ajst-8013	26	15	1	1	NUM
ajst-8013	26	16	,	,	PUNCT
ajst-8013	26	17	the	the	DET
ajst-8013	26	18	weight	weight	NOUN
ajst-8013	26	19	map	map	NOUN
ajst-8013	26	20	is	be	AUX
ajst-8013	26	21	generated	generate	VERB
ajst-8013	26	22	using	use	VERB
ajst-8013	26	23	203	203	NUM
ajst-8013	26	24	a	a	DET
ajst-8013	26	25	trained	train	VERB
ajst-8013	26	26	cnn	cnn	PROPN
ajst-8013	26	27	model	model	NOUN
ajst-8013	26	28	.	.	PUNCT
ajst-8013	27	1	to	to	PART
ajst-8013	27	2	achieve	achieve	VERB
ajst-8013	27	3	this	this	PRON
ajst-8013	27	4	,	,	PUNCT
ajst-8013	27	5	an	an	DET
ajst-8013	27	6	array	array	NOUN
ajst-8013	27	7	of	of	ADP
ajst-8013	27	8	multi	multi	ADJ
ajst-8013	27	9	-	-	ADJ
ajst-8013	27	10	scale	scale	ADJ
ajst-8013	27	11	transformation	transformation	NOUN
ajst-8013	27	12	methods	method	NOUN
ajst-8013	27	13	are	be	AUX
ajst-8013	27	14	employed	employ	VERB
ajst-8013	27	15	to	to	PART
ajst-8013	27	16	decompose	decompose	VERB
ajst-8013	27	17	the	the	DET
ajst-8013	27	18	highfrequency	highfrequency	NOUN
ajst-8013	27	19	and	and	CCONJ
ajst-8013	27	20	low	low	ADJ
ajst-8013	27	21	-	-	PUNCT
ajst-8013	27	22	frequency	frequency	NOUN
ajst-8013	27	23	components	component	NOUN
ajst-8013	27	24	of	of	ADP
ajst-8013	27	25	the	the	DET
ajst-8013	27	26	source	source	NOUN
ajst-8013	27	27	image	image	NOUN
ajst-8013	27	28	.	.	PUNCT
ajst-8013	28	1	by	by	ADP
ajst-8013	28	2	applying	apply	VERB
ajst-8013	28	3	different	different	ADJ
ajst-8013	28	4	fusion	fusion	NOUN
ajst-8013	28	5	rules	rule	NOUN
ajst-8013	28	6	for	for	ADP
ajst-8013	28	7	merging	merge	VERB
ajst-8013	28	8	these	these	DET
ajst-8013	28	9	decomposed	decompose	VERB
ajst-8013	28	10	components	component	NOUN
ajst-8013	28	11	,	,	PUNCT
ajst-8013	28	12	the	the	DET
ajst-8013	28	13	combined	combine	VERB
ajst-8013	28	14	features	feature	NOUN
ajst-8013	28	15	are	be	AUX
ajst-8013	28	16	obtained	obtain	VERB
ajst-8013	28	17	,	,	PUNCT
ajst-8013	28	18	further	far	ADV
ajst-8013	28	19	enhancing	enhance	VERB
ajst-8013	28	20	the	the	DET
ajst-8013	28	21	resulting	result	VERB
ajst-8013	28	22	image	image	NOUN
ajst-8013	28	23	.	.	PUNCT
ajst-8013	29	1	in	in	ADP
ajst-8013	29	2	the	the	DET
ajst-8013	29	3	final	final	ADJ
ajst-8013	29	4	step	step	NOUN
ajst-8013	29	5	,	,	PUNCT
ajst-8013	29	6	an	an	DET
ajst-8013	29	7	inverse	inverse	NOUN
ajst-8013	29	8	reconstruction	reconstruction	NOUN
ajst-8013	29	9	process	process	NOUN
ajst-8013	29	10	is	be	AUX
ajst-8013	29	11	carried	carry	VERB
ajst-8013	29	12	out	out	ADP
ajst-8013	29	13	,	,	PUNCT
ajst-8013	29	14	yielding	yield	VERB
ajst-8013	29	15	the	the	DET
ajst-8013	29	16	composite	composite	ADJ
ajst-8013	29	17	fused	fuse	VERB
ajst-8013	29	18	image	image	NOUN
ajst-8013	29	19	.	.	PUNCT
ajst-8013	30	1	in	in	ADP
ajst-8013	30	2	this	this	DET
ajst-8013	30	3	architecture	architecture	NOUN
ajst-8013	30	4	,	,	PUNCT
ajst-8013	30	5	both	both	DET
ajst-8013	30	6	weight	weight	NOUN
ajst-8013	30	7	branches	branch	NOUN
ajst-8013	30	8	are	be	AUX
ajst-8013	30	9	identical	identical	ADJ
ajst-8013	30	10	,	,	PUNCT
ajst-8013	30	11	ensuring	ensure	VERB
ajst-8013	30	12	consistency	consistency	NOUN
ajst-8013	30	13	in	in	ADP
ajst-8013	30	14	the	the	DET
ajst-8013	30	15	feature	feature	NOUN
ajst-8013	30	16	extraction	extraction	NOUN
ajst-8013	30	17	and	and	CCONJ
ajst-8013	30	18	activity	activity	NOUN
ajst-8013	30	19	level	level	NOUN
ajst-8013	30	20	measurement	measurement	NOUN
ajst-8013	30	21	approaches	approach	NOUN
ajst-8013	30	22	used	use	VERB
ajst-8013	30	23	for	for	ADP
ajst-8013	30	24	the	the	DET
ajst-8013	30	25	source	source	NOUN
ajst-8013	30	26	image	image	NOUN
ajst-8013	30	27	.	.	PUNCT
ajst-8013	31	1	by	by	ADP
ajst-8013	31	2	implementing	implement	VERB
ajst-8013	31	3	a	a	DET
ajst-8013	31	4	fusion	fusion	NOUN
ajst-8013	31	5	strategy	strategy	NOUN
ajst-8013	31	6	grounded	ground	VERB
ajst-8013	31	7	in	in	ADP
ajst-8013	31	8	local	local	ADJ
ajst-8013	31	9	similarity	similarity	NOUN
ajst-8013	31	10	,	,	PUNCT
ajst-8013	31	11	the	the	DET
ajst-8013	31	12	decomposed	decompose	VERB
ajst-8013	31	13	coefficients	coefficient	NOUN
ajst-8013	31	14	can	can	AUX
ajst-8013	31	15	be	be	AUX
ajst-8013	31	16	adaptively	adaptively	ADV
ajst-8013	31	17	adjusted	adjust	VERB
ajst-8013	31	18	,	,	PUNCT
ajst-8013	31	19	optimizing	optimize	VERB
ajst-8013	31	20	the	the	DET
ajst-8013	31	21	image	image	NOUN
ajst-8013	31	22	fusion	fusion	NOUN
ajst-8013	31	23	process	process	NOUN
ajst-8013	31	24	.	.	PUNCT
ajst-8013	32	1	this	this	DET
ajst-8013	32	2	approach	approach	NOUN
ajst-8013	32	3	not	not	PART
ajst-8013	32	4	only	only	ADV
ajst-8013	32	5	facilitates	facilitate	VERB
ajst-8013	32	6	more	more	ADV
ajst-8013	32	7	accurate	accurate	ADJ
ajst-8013	32	8	and	and	CCONJ
ajst-8013	32	9	efficient	efficient	ADJ
ajst-8013	32	10	fusion	fusion	NOUN
ajst-8013	32	11	but	but	CCONJ
ajst-8013	32	12	also	also	ADV
ajst-8013	32	13	reduces	reduce	VERB
ajst-8013	32	14	the	the	DET
ajst-8013	32	15	overall	overall	ADJ
ajst-8013	32	16	difficulty	difficulty	NOUN
ajst-8013	32	17	in	in	ADP
ajst-8013	32	18	training	train	VERB
ajst-8013	32	19	the	the	DET
ajst-8013	32	20	model	model	NOUN
ajst-8013	32	21	,	,	PUNCT
ajst-8013	32	22	making	make	VERB
ajst-8013	32	23	it	it	PRON
ajst-8013	32	24	more	more	ADV
ajst-8013	32	25	practical	practical	ADJ
ajst-8013	32	26	for	for	ADP
ajst-8013	32	27	a	a	DET
ajst-8013	32	28	broader	broad	ADJ
ajst-8013	32	29	range	range	NOUN
ajst-8013	32	30	of	of	ADP
ajst-8013	32	31	applications	application	NOUN
ajst-8013	32	32	.	.	PUNCT
ajst-8013	33	1	consequently	consequently	ADV
ajst-8013	33	2	,	,	PUNCT
ajst-8013	33	3	this	this	DET
ajst-8013	33	4	method	method	NOUN
ajst-8013	33	5	can	can	AUX
ajst-8013	33	6	significantly	significantly	ADV
ajst-8013	33	7	improve	improve	VERB
ajst-8013	33	8	the	the	DET
ajst-8013	33	9	quality	quality	NOUN
ajst-8013	33	10	and	and	CCONJ
ajst-8013	33	11	usability	usability	NOUN
ajst-8013	33	12	of	of	ADP
ajst-8013	33	13	the	the	DET
ajst-8013	33	14	fused	fuse	VERB
ajst-8013	33	15	image	image	NOUN
ajst-8013	33	16	while	while	SCONJ
ajst-8013	33	17	minimizing	minimize	VERB
ajst-8013	33	18	computational	computational	ADJ
ajst-8013	33	19	complexity	complexity	NOUN
ajst-8013	33	20	and	and	CCONJ
ajst-8013	33	21	training	training	NOUN
ajst-8013	33	22	challenges	challenge	NOUN
ajst-8013	33	23	.	.	PUNCT
ajst-8013	34	1	figure	figure	NOUN
ajst-8013	34	2	1	1	NUM
ajst-8013	34	3	.	.	PUNCT
ajst-8013	34	4	medical	medical	ADJ
ajst-8013	34	5	image	image	NOUN
ajst-8013	34	6	fusion	fusion	NOUN
ajst-8013	34	7	framework	framework	NOUN
ajst-8013	34	8	based	base	VERB
ajst-8013	34	9	on	on	ADP
ajst-8013	34	10	cnn	cnn	PROPN
ajst-8013	34	11	hermess[4	hermess[4	PROPN
ajst-8013	34	12	]	]	X
ajst-8013	34	13	et	et	PROPN
ajst-8013	34	14	al	al	PROPN
ajst-8013	34	15	.	.	PROPN
ajst-8013	34	16	proposed	propose	VERB
ajst-8013	34	17	an	an	DET
ajst-8013	34	18	mri	mri	NOUN
ajst-8013	34	19	and	and	CCONJ
ajst-8013	34	20	ct	ct	NUM
ajst-8013	34	21	image	image	NOUN
ajst-8013	34	22	fusion	fusion	NOUN
ajst-8013	34	23	method	method	NOUN
ajst-8013	34	24	based	base	VERB
ajst-8013	34	25	on	on	ADP
ajst-8013	34	26	cnn	cnn	PROPN
ajst-8013	34	27	.	.	PUNCT
ajst-8013	35	1	they	they	PRON
ajst-8013	35	2	utilized	utilize	VERB
ajst-8013	35	3	a	a	DET
ajst-8013	35	4	non	non	ADJ
ajst-8013	35	5	-	-	ADJ
ajst-8013	35	6	subsampled	subsampled	ADJ
ajst-8013	35	7	contourlet	contourlet	NOUN
ajst-8013	35	8	transform	transform	NOUN
ajst-8013	35	9	(	(	PUNCT
ajst-8013	35	10	nsst)[5	nsst)[5	NUM
ajst-8013	35	11	]	]	PUNCT
ajst-8013	35	12	in	in	ADP
ajst-8013	35	13	the	the	DET
ajst-8013	35	14	shear	shear	NOUN
ajst-8013	35	15	domain	domain	NOUN
ajst-8013	35	16	to	to	PART
ajst-8013	35	17	decompose	decompose	VERB
ajst-8013	35	18	images	image	NOUN
ajst-8013	35	19	into	into	ADP
ajst-8013	35	20	multiple	multiple	ADJ
ajst-8013	35	21	sub	sub	NOUN
ajst-8013	35	22	-	-	NOUN
ajst-8013	35	23	images	image	NOUN
ajst-8013	35	24	.	.	PUNCT
ajst-8013	36	1	for	for	ADP
ajst-8013	36	2	the	the	DET
ajst-8013	36	3	highfrequency	highfrequency	NOUN
ajst-8013	36	4	sub	sub	NOUN
ajst-8013	36	5	-	-	NOUN
ajst-8013	36	6	bands	band	NOUN
ajst-8013	36	7	,	,	PUNCT
ajst-8013	36	8	they	they	PRON
ajst-8013	36	9	employed	employ	VERB
ajst-8013	36	10	a	a	DET
ajst-8013	36	11	fusion	fusion	NOUN
ajst-8013	36	12	approach	approach	NOUN
ajst-8013	36	13	based	base	VERB
ajst-8013	36	14	on	on	ADP
ajst-8013	36	15	the	the	DET
ajst-8013	36	16	weighted	weight	VERB
ajst-8013	36	17	normalized	normalize	VERB
ajst-8013	36	18	cross	cross	NOUN
ajst-8013	36	19	-	-	NOUN
ajst-8013	36	20	correlation	correlation	NOUN
ajst-8013	36	21	between	between	ADP
ajst-8013	36	22	the	the	DET
ajst-8013	36	23	feature	feature	NOUN
ajst-8013	36	24	images	image	NOUN
ajst-8013	36	25	obtained	obtain	VERB
ajst-8013	36	26	through	through	ADP
ajst-8013	36	27	cnn	cnn	PROPN
ajst-8013	36	28	extraction	extraction	NOUN
ajst-8013	36	29	.	.	PUNCT
ajst-8013	37	1	in	in	ADP
ajst-8013	37	2	the	the	DET
ajst-8013	37	3	case	case	NOUN
ajst-8013	37	4	of	of	ADP
ajst-8013	37	5	low	low	ADJ
ajst-8013	37	6	-	-	PUNCT
ajst-8013	37	7	frequency	frequency	NOUN
ajst-8013	37	8	sub	sub	NOUN
ajst-8013	37	9	-	-	ADJ
ajst-8013	37	10	bands	band	NOUN
ajst-8013	37	11	,	,	PUNCT
ajst-8013	37	12	local	local	ADJ
ajst-8013	37	13	energy	energy	NOUN
ajst-8013	37	14	was	be	AUX
ajst-8013	37	15	used	use	VERB
ajst-8013	37	16	for	for	ADP
ajst-8013	37	17	merging	merge	VERB
ajst-8013	37	18	.	.	PUNCT
ajst-8013	38	1	compared	compare	VERB
ajst-8013	38	2	to	to	ADP
ajst-8013	38	3	the	the	DET
ajst-8013	38	4	cnn	cnn	PROPN
ajst-8013	38	5	fusion	fusion	NOUN
ajst-8013	38	6	method	method	NOUN
ajst-8013	38	7	proposed	propose	VERB
ajst-8013	38	8	by	by	ADP
ajst-8013	38	9	liu[3	liu[3	PROPN
ajst-8013	38	10	]	]	PUNCT
ajst-8013	38	11	,	,	PUNCT
ajst-8013	38	12	the	the	DET
ajst-8013	38	13	resulting	result	VERB
ajst-8013	38	14	fused	fuse	VERB
ajst-8013	38	15	image	image	NOUN
ajst-8013	38	16	contained	contain	VERB
ajst-8013	38	17	more	more	ADJ
ajst-8013	38	18	edge	edge	NOUN
ajst-8013	38	19	information	information	NOUN
ajst-8013	38	20	and	and	CCONJ
ajst-8013	38	21	offered	offer	VERB
ajst-8013	38	22	a	a	DET
ajst-8013	38	23	stronger	strong	ADJ
ajst-8013	38	24	visual	visual	ADJ
ajst-8013	38	25	perception	perception	NOUN
ajst-8013	38	26	effect	effect	NOUN
ajst-8013	38	27	,	,	PUNCT
ajst-8013	38	28	highlighting	highlight	VERB
ajst-8013	38	29	the	the	DET
ajst-8013	38	30	impact	impact	NOUN
ajst-8013	38	31	of	of	ADP
ajst-8013	38	32	knowledge	knowledge	NOUN
ajst-8013	38	33	transfer	transfer	NOUN
ajst-8013	38	34	on	on	ADP
ajst-8013	38	35	fusion	fusion	NOUN
ajst-8013	38	36	outcomes	outcome	NOUN
ajst-8013	38	37	.	.	PUNCT
ajst-8013	39	1	zhou[6	zhou[6	ADP
ajst-8013	39	2	]	]	X
ajst-8013	39	3	et	et	PROPN
ajst-8013	39	4	al	al	PROPN
ajst-8013	39	5	.	.	PROPN
ajst-8013	39	6	introduced	introduce	VERB
ajst-8013	39	7	a	a	DET
ajst-8013	39	8	ct	ct	NOUN
ajst-8013	39	9	and	and	CCONJ
ajst-8013	39	10	mri	mri	NOUN
ajst-8013	39	11	image	image	NOUN
ajst-8013	39	12	fusion	fusion	NOUN
ajst-8013	39	13	algorithm	algorithm	NOUN
ajst-8013	39	14	that	that	PRON
ajst-8013	39	15	combined	combine	VERB
ajst-8013	39	16	a	a	DET
ajst-8013	39	17	convolutional	convolutional	ADJ
ajst-8013	39	18	neural	neural	ADJ
ajst-8013	39	19	network	network	NOUN
ajst-8013	39	20	(	(	PUNCT
ajst-8013	39	21	cnn	cnn	PROPN
ajst-8013	39	22	)	)	PUNCT
ajst-8013	39	23	with	with	ADP
ajst-8013	39	24	a	a	DET
ajst-8013	39	25	dual	dual	ADJ
ajst-8013	39	26	-	-	PUNCT
ajst-8013	39	27	channel	channel	NOUN
ajst-8013	39	28	sub	sub	ADJ
ajst-8013	39	29	-	-	ADJ
ajst-8013	39	30	band	band	ADJ
ajst-8013	39	31	cortex	cortex	NOUN
ajst-8013	39	32	model	model	NOUN
ajst-8013	39	33	(	(	PUNCT
ajst-8013	39	34	dcscm	dcscm	PROPN
ajst-8013	39	35	)	)	PUNCT
ajst-8013	39	36	.	.	PUNCT
ajst-8013	40	1	they	they	PRON
ajst-8013	40	2	replaced	replace	VERB
ajst-8013	40	3	the	the	DET
ajst-8013	40	4	single	single	ADJ
ajst-8013	40	5	non	non	ADJ
ajst-8013	40	6	-	-	ADJ
ajst-8013	40	7	subsampled	subsampled	ADJ
ajst-8013	40	8	contourlet	contourlet	NOUN
ajst-8013	40	9	transform	transform	NOUN
ajst-8013	40	10	(	(	PUNCT
ajst-8013	40	11	nsct)[7	nsct)[7	NUM
ajst-8013	40	12	]	]	PUNCT
ajst-8013	40	13	with	with	ADP
ajst-8013	40	14	a	a	DET
ajst-8013	40	15	method	method	NOUN
ajst-8013	40	16	that	that	PRON
ajst-8013	40	17	combined	combine	VERB
ajst-8013	40	18	nsst	nsst	NOUN
ajst-8013	40	19	and	and	CCONJ
ajst-8013	40	20	ncscm	ncscm	NOUN
ajst-8013	40	21	.	.	PUNCT
ajst-8013	41	1	this	this	DET
ajst-8013	41	2	approach	approach	NOUN
ajst-8013	41	3	maintained	maintain	VERB
ajst-8013	41	4	the	the	DET
ajst-8013	41	5	translation	translation	NOUN
ajst-8013	41	6	invariance	invariance	NOUN
ajst-8013	41	7	of	of	ADP
ajst-8013	41	8	the	the	DET
ajst-8013	41	9	non	non	ADJ
ajst-8013	41	10	-	-	ADJ
ajst-8013	41	11	downsampling	downsample	VERB
ajst-8013	41	12	process	process	NOUN
ajst-8013	41	13	,	,	PUNCT
ajst-8013	41	14	inherited	inherit	VERB
ajst-8013	41	15	the	the	DET
ajst-8013	41	16	primary	primary	ADJ
ajst-8013	41	17	characteristics	characteristic	NOUN
ajst-8013	41	18	of	of	ADP
ajst-8013	41	19	shearlet	shearlet	NOUN
ajst-8013	41	20	and	and	CCONJ
ajst-8013	41	21	wavelet	wavelet	NOUN
ajst-8013	41	22	transformations	transformation	NOUN
ajst-8013	41	23	,	,	PUNCT
ajst-8013	41	24	such	such	ADJ
ajst-8013	41	25	as	as	ADP
ajst-8013	41	26	anisotropy	anisotropy	NOUN
ajst-8013	41	27	and	and	CCONJ
ajst-8013	41	28	computational	computational	ADJ
ajst-8013	41	29	speed	speed	NOUN
ajst-8013	41	30	,	,	PUNCT
ajst-8013	41	31	and	and	CCONJ
ajst-8013	41	32	resolved	resolve	VERB
ajst-8013	41	33	the	the	DET
ajst-8013	41	34	issue	issue	NOUN
ajst-8013	41	35	of	of	ADP
ajst-8013	41	36	high	high	ADJ
ajst-8013	41	37	computational	computational	ADJ
ajst-8013	41	38	complexity	complexity	NOUN
ajst-8013	41	39	associated	associate	VERB
ajst-8013	41	40	with	with	ADP
ajst-8013	41	41	nsct	nsct	PROPN
ajst-8013	41	42	,	,	PUNCT
ajst-8013	41	43	resulting	result	VERB
ajst-8013	41	44	in	in	ADP
ajst-8013	41	45	more	more	ADV
ajst-8013	41	46	robust	robust	ADJ
ajst-8013	41	47	weight	weight	NOUN
ajst-8013	41	48	maps	map	NOUN
ajst-8013	41	49	.	.	PUNCT
ajst-8013	42	1	in	in	ADP
ajst-8013	42	2	contrast	contrast	NOUN
ajst-8013	42	3	to	to	ADP
ajst-8013	42	4	hermess	hermess	PROPN
ajst-8013	42	5	et	et	PROPN
ajst-8013	42	6	al	al	PROPN
ajst-8013	42	7	.	.	PROPN
ajst-8013	42	8	,	,	PUNCT
ajst-8013	42	9	singh[8	singh[8	PROPN
ajst-8013	42	10	]	]	PUNCT
ajst-8013	42	11	implemented	implement	VERB
ajst-8013	42	12	an	an	DET
ajst-8013	42	13	adaptive	adaptive	ADJ
ajst-8013	42	14	biomimetic	biomimetic	ADJ
ajst-8013	42	15	neural	neural	ADJ
ajst-8013	42	16	network	network	NOUN
ajst-8013	42	17	model	model	NOUN
ajst-8013	42	18	for	for	ADP
ajst-8013	42	19	fusing	fuse	VERB
ajst-8013	42	20	lowfrequency	lowfrequency	NOUN
ajst-8013	42	21	nsst	nsst	ADV
ajst-8013	42	22	sub	sub	NOUN
ajst-8013	42	23	-	-	NOUN
ajst-8013	42	24	bands	band	NOUN
ajst-8013	42	25	.	.	PUNCT
ajst-8013	43	1	this	this	DET
ajst-8013	43	2	model	model	NOUN
ajst-8013	43	3	was	be	AUX
ajst-8013	43	4	activated	activate	VERB
ajst-8013	43	5	by	by	ADP
ajst-8013	43	6	focusing	focus	VERB
ajst-8013	43	7	on	on	ADP
ajst-8013	43	8	the	the	DET
ajst-8013	43	9	features	feature	NOUN
ajst-8013	43	10	of	of	ADP
ajst-8013	43	11	source	source	NOUN
ajst-8013	43	12	images	image	NOUN
ajst-8013	43	13	based	base	VERB
ajst-8013	43	14	on	on	ADP
ajst-8013	43	15	weighted	weight	VERB
ajst-8013	43	16	and	and	CCONJ
ajst-8013	43	17	modified	modify	VERB
ajst-8013	43	18	laplacian	laplacian	ADJ
ajst-8013	43	19	operators	operator	NOUN
ajst-8013	43	20	(	(	PUNCT
ajst-8013	43	21	wsml	wsml	NOUN
ajst-8013	43	22	)	)	PUNCT
ajst-8013	43	23	.	.	PUNCT
ajst-8013	44	1	by	by	ADP
ajst-8013	44	2	incorporating	incorporate	VERB
ajst-8013	44	3	these	these	DET
ajst-8013	44	4	various	various	ADJ
ajst-8013	44	5	techniques	technique	NOUN
ajst-8013	44	6	,	,	PUNCT
ajst-8013	44	7	these	these	DET
ajst-8013	44	8	researchers	researcher	NOUN
ajst-8013	44	9	were	be	AUX
ajst-8013	44	10	able	able	ADJ
ajst-8013	44	11	to	to	PART
ajst-8013	44	12	develop	develop	VERB
ajst-8013	44	13	advanced	advanced	ADJ
ajst-8013	44	14	fusion	fusion	NOUN
ajst-8013	44	15	methods	method	NOUN
ajst-8013	44	16	for	for	ADP
ajst-8013	44	17	medical	medical	ADJ
ajst-8013	44	18	images	image	NOUN
ajst-8013	44	19	,	,	PUNCT
ajst-8013	44	20	enhancing	enhance	VERB
ajst-8013	44	21	the	the	DET
ajst-8013	44	22	quality	quality	NOUN
ajst-8013	44	23	and	and	CCONJ
ajst-8013	44	24	utility	utility	NOUN
ajst-8013	44	25	of	of	ADP
ajst-8013	44	26	the	the	DET
ajst-8013	44	27	resulting	result	VERB
ajst-8013	44	28	fused	fuse	VERB
ajst-8013	44	29	images	image	NOUN
ajst-8013	44	30	.	.	PUNCT
ajst-8013	45	1	liang[9	liang[9	ADP
ajst-8013	45	2	]	]	X
ajst-8013	45	3	et	et	PROPN
ajst-8013	45	4	al	al	PROPN
ajst-8013	45	5	.	.	PROPN
ajst-8013	45	6	introduced	introduce	VERB
ajst-8013	45	7	an	an	DET
ajst-8013	45	8	end	end	NOUN
ajst-8013	45	9	-	-	PUNCT
ajst-8013	45	10	to	to	ADP
ajst-8013	45	11	-	-	PUNCT
ajst-8013	45	12	end	end	NOUN
ajst-8013	45	13	deep	deep	ADJ
ajst-8013	45	14	learning	learning	NOUN
ajst-8013	45	15	network	network	NOUN
ajst-8013	45	16	called	call	VERB
ajst-8013	45	17	mcfnet	mcfnet	NOUN
ajst-8013	45	18	,	,	PUNCT
ajst-8013	45	19	which	which	PRON
ajst-8013	45	20	employs	employ	VERB
ajst-8013	45	21	convolution	convolution	NOUN
ajst-8013	45	22	and	and	CCONJ
ajst-8013	45	23	deconvolution	deconvolution	NOUN
ajst-8013	45	24	processes	process	NOUN
ajst-8013	45	25	for	for	ADP
ajst-8013	45	26	mri	mri	NOUN
ajst-8013	45	27	and	and	CCONJ
ajst-8013	45	28	ct	ct	NUM
ajst-8013	45	29	image	image	NOUN
ajst-8013	45	30	fusion	fusion	NOUN
ajst-8013	45	31	.	.	PUNCT
ajst-8013	46	1	mcfnet	mcfnet	NOUN
ajst-8013	46	2	integrates	integrate	VERB
ajst-8013	46	3	spatial	spatial	ADJ
ajst-8013	46	4	features	feature	NOUN
ajst-8013	46	5	of	of	ADP
ajst-8013	46	6	source	source	NOUN
ajst-8013	46	7	images	image	NOUN
ajst-8013	46	8	during	during	ADP
ajst-8013	46	9	the	the	DET
ajst-8013	46	10	up	up	ADV
ajst-8013	46	11	-	-	PUNCT
ajst-8013	46	12	sampling	sample	VERB
ajst-8013	46	13	stage	stage	NOUN
ajst-8013	46	14	,	,	PUNCT
ajst-8013	46	15	eliminating	eliminate	VERB
ajst-8013	46	16	the	the	DET
ajst-8013	46	17	need	need	NOUN
ajst-8013	46	18	for	for	ADP
ajst-8013	46	19	manually	manually	ADV
ajst-8013	46	20	designing	design	VERB
ajst-8013	46	21	intricate	intricate	ADJ
ajst-8013	46	22	feature	feature	NOUN
ajst-8013	46	23	extraction	extraction	NOUN
ajst-8013	46	24	and	and	CCONJ
ajst-8013	46	25	fusion	fusion	NOUN
ajst-8013	46	26	rules	rule	NOUN
ajst-8013	46	27	.	.	PUNCT
ajst-8013	47	1	as	as	ADP
ajst-8013	47	2	a	a	DET
ajst-8013	47	3	result	result	NOUN
ajst-8013	47	4	,	,	PUNCT
ajst-8013	47	5	it	it	PRON
ajst-8013	47	6	effectively	effectively	ADV
ajst-8013	47	7	compensates	compensate	VERB
ajst-8013	47	8	for	for	ADP
ajst-8013	47	9	the	the	DET
ajst-8013	47	10	low	low	ADJ
ajst-8013	47	11	-	-	PUNCT
ajst-8013	47	12	frequency	frequency	NOUN
ajst-8013	47	13	content	content	NOUN
ajst-8013	47	14	loss	loss	NOUN
ajst-8013	47	15	that	that	PRON
ajst-8013	47	16	occurs	occur	VERB
ajst-8013	47	17	due	due	ADJ
ajst-8013	47	18	to	to	ADP
ajst-8013	47	19	down	down	ADV
ajst-8013	47	20	-	-	PUNCT
ajst-8013	47	21	sampling	sampling	NOUN
ajst-8013	47	22	.	.	PUNCT
ajst-8013	48	1	wang	wang	PROPN
ajst-8013	48	2	et	et	PROPN
ajst-8013	48	3	al.[10	al.[10	PROPN
ajst-8013	48	4	]	]	PUNCT
ajst-8013	48	5	proposed	propose	VERB
ajst-8013	48	6	a	a	DET
ajst-8013	48	7	gabor	gabor	PROPN
ajst-8013	48	8	representation	representation	NOUN
ajst-8013	48	9	method	method	NOUN
ajst-8013	48	10	that	that	PRON
ajst-8013	48	11	combines	combine	VERB
ajst-8013	48	12	multiple	multiple	ADJ
ajst-8013	48	13	cnns	cnn	NOUN
ajst-8013	48	14	and	and	CCONJ
ajst-8013	48	15	fuzzy	fuzzy	ADJ
ajst-8013	48	16	neural	neural	ADJ
ajst-8013	48	17	networks	network	NOUN
ajst-8013	48	18	to	to	PART
ajst-8013	48	19	address	address	VERB
ajst-8013	48	20	the	the	DET
ajst-8013	48	21	issue	issue	NOUN
ajst-8013	48	22	of	of	ADP
ajst-8013	48	23	inadequate	inadequate	ADJ
ajst-8013	48	24	representation	representation	NOUN
ajst-8013	48	25	of	of	ADP
ajst-8013	48	26	complex	complex	ADJ
ajst-8013	48	27	textures	texture	NOUN
ajst-8013	48	28	and	and	CCONJ
ajst-8013	48	29	edge	edge	VERB
ajst-8013	48	30	information	information	NOUN
ajst-8013	48	31	of	of	ADP
ajst-8013	48	32	lesions	lesion	NOUN
ajst-8013	48	33	in	in	ADP
ajst-8013	48	34	fused	fuse	VERB
ajst-8013	48	35	multimodal	multimodal	NOUN
ajst-8013	48	36	medical	medical	ADJ
ajst-8013	48	37	images.li	images.li	X
ajst-8013	48	38	et	et	PROPN
ajst-8013	48	39	al.[11	al.[11	NOUN
ajst-8013	48	40	]	]	PUNCT
ajst-8013	48	41	presented	present	VERB
ajst-8013	48	42	a	a	DET
ajst-8013	48	43	multimodal	multimodal	ADJ
ajst-8013	48	44	medical	medical	ADJ
ajst-8013	48	45	image	image	NOUN
ajst-8013	48	46	fusion	fusion	NOUN
ajst-8013	48	47	approach	approach	NOUN
ajst-8013	48	48	that	that	PRON
ajst-8013	48	49	combines	combine	VERB
ajst-8013	48	50	cnn	cnn	PROPN
ajst-8013	48	51	and	and	CCONJ
ajst-8013	48	52	supervised	supervised	ADJ
ajst-8013	48	53	learning	learning	NOUN
ajst-8013	48	54	.	.	PUNCT
ajst-8013	49	1	this	this	DET
ajst-8013	49	2	method	method	NOUN
ajst-8013	49	3	can	can	AUX
ajst-8013	49	4	handle	handle	VERB
ajst-8013	49	5	various	various	ADJ
ajst-8013	49	6	types	type	NOUN
ajst-8013	49	7	of	of	ADP
ajst-8013	49	8	multimodal	multimodal	ADJ
ajst-8013	49	9	medical	medical	ADJ
ajst-8013	49	10	image	image	NOUN
ajst-8013	49	11	fusion	fusion	NOUN
ajst-8013	49	12	problems	problem	NOUN
ajst-8013	49	13	through	through	ADP
ajst-8013	49	14	batch	batch	NOUN
ajst-8013	49	15	processing	processing	NOUN
ajst-8013	49	16	,	,	PUNCT
ajst-8013	49	17	enhancing	enhance	VERB
ajst-8013	49	18	the	the	DET
ajst-8013	49	19	overall	overall	ADJ
ajst-8013	49	20	efficiency	efficiency	NOUN
ajst-8013	49	21	and	and	CCONJ
ajst-8013	49	22	applicability	applicability	NOUN
ajst-8013	49	23	of	of	ADP
ajst-8013	49	24	the	the	DET
ajst-8013	49	25	technique.guo	technique.guo	X
ajst-8013	49	26	et	et	NOUN
ajst-8013	49	27	al.[12	al.[12	NOUN
ajst-8013	49	28	]	]	PUNCT
ajst-8013	49	29	proposed	propose	VERB
ajst-8013	49	30	an	an	DET
ajst-8013	49	31	end	end	NOUN
ajst-8013	49	32	-	-	PUNCT
ajst-8013	49	33	to	to	ADP
ajst-8013	49	34	-	-	PUNCT
ajst-8013	49	35	end	end	NOUN
ajst-8013	49	36	cnn	cnn	PROPN
ajst-8013	49	37	fusion	fusion	NOUN
ajst-8013	49	38	framework	framework	NOUN
ajst-8013	49	39	based	base	VERB
ajst-8013	49	40	on	on	ADP
ajst-8013	49	41	a	a	DET
ajst-8013	49	42	pulse	pulse	NOUN
ajst-8013	49	43	coupled	couple	VERB
ajst-8013	49	44	neural	neural	ADJ
ajst-8013	49	45	network	network	NOUN
ajst-8013	49	46	(	(	PUNCT
ajst-8013	49	47	pcnn	pcnn	PROPN
ajst-8013	49	48	)	)	PUNCT
ajst-8013	49	49	.	.	PUNCT
ajst-8013	50	1	in	in	ADP
ajst-8013	50	2	the	the	DET
ajst-8013	50	3	feature	feature	NOUN
ajst-8013	50	4	fusion	fusion	NOUN
ajst-8013	50	5	module	module	NOUN
ajst-8013	50	6	,	,	PUNCT
ajst-8013	50	7	feature	feature	NOUN
ajst-8013	50	8	maps	map	NOUN
ajst-8013	50	9	combined	combine	VERB
ajst-8013	50	10	with	with	ADP
ajst-8013	50	11	a	a	DET
ajst-8013	50	12	pulse	pulse	NOUN
ajst-8013	50	13	coupled	couple	VERB
ajst-8013	50	14	neural	neural	ADJ
ajst-8013	50	15	network	network	NOUN
ajst-8013	50	16	were	be	AUX
ajst-8013	50	17	utilized	utilize	VERB
ajst-8013	50	18	to	to	PART
ajst-8013	50	19	minimize	minimize	VERB
ajst-8013	50	20	information	information	NOUN
ajst-8013	50	21	loss	loss	NOUN
ajst-8013	50	22	caused	cause	VERB
ajst-8013	50	23	by	by	ADP
ajst-8013	50	24	convolution	convolution	NOUN
ajst-8013	50	25	in	in	ADP
ajst-8013	50	26	the	the	DET
ajst-8013	50	27	preceding	precede	VERB
ajst-8013	50	28	fusion	fusion	NOUN
ajst-8013	50	29	module	module	NOUN
ajst-8013	50	30	,	,	PUNCT
ajst-8013	50	31	consequently	consequently	ADV
ajst-8013	50	32	improving	improve	VERB
ajst-8013	50	33	computational	computational	ADJ
ajst-8013	50	34	efficiency	efficiency	NOUN
ajst-8013	50	35	.	.	PUNCT
ajst-8013	51	1	these	these	DET
ajst-8013	51	2	novel	novel	ADJ
ajst-8013	51	3	approaches	approach	NOUN
ajst-8013	51	4	demonstrate	demonstrate	VERB
ajst-8013	51	5	the	the	DET
ajst-8013	51	6	potential	potential	NOUN
ajst-8013	51	7	of	of	ADP
ajst-8013	51	8	deep	deep	ADJ
ajst-8013	51	9	learning	learning	NOUN
ajst-8013	51	10	techniques	technique	NOUN
ajst-8013	51	11	,	,	PUNCT
ajst-8013	51	12	such	such	ADJ
ajst-8013	51	13	as	as	ADP
ajst-8013	51	14	convolutional	convolutional	ADJ
ajst-8013	51	15	neural	neural	ADJ
ajst-8013	51	16	networks	network	NOUN
ajst-8013	51	17	,	,	PUNCT
ajst-8013	51	18	to	to	PART
ajst-8013	51	19	enhance	enhance	VERB
ajst-8013	51	20	the	the	DET
ajst-8013	51	21	quality	quality	NOUN
ajst-8013	51	22	and	and	CCONJ
ajst-8013	51	23	effectiveness	effectiveness	NOUN
ajst-8013	51	24	of	of	ADP
ajst-8013	51	25	multimodal	multimodal	ADJ
ajst-8013	51	26	medical	medical	ADJ
ajst-8013	51	27	image	image	NOUN
ajst-8013	51	28	fusion	fusion	NOUN
ajst-8013	51	29	.	.	PUNCT
ajst-8013	52	1	2.1.2	2.1.2	X
ajst-8013	52	2	.	.	PUNCT
ajst-8013	52	3	medical	medical	ADJ
ajst-8013	52	4	image	image	NOUN
ajst-8013	52	5	fusion	fusion	NOUN
ajst-8013	52	6	based	base	VERB
ajst-8013	52	7	on	on	ADP
ajst-8013	52	8	semantics	semantic	NOUN
ajst-8013	52	9	the	the	DET
ajst-8013	52	10	u	u	ADJ
ajst-8013	52	11	-	-	ADJ
ajst-8013	52	12	net	net	ADJ
ajst-8013	52	13	methodology	methodology	NOUN
ajst-8013	52	14	establishes	establish	VERB
ajst-8013	52	15	a	a	DET
ajst-8013	52	16	direct	direct	ADJ
ajst-8013	52	17	link	link	NOUN
ajst-8013	52	18	between	between	ADP
ajst-8013	52	19	the	the	DET
ajst-8013	52	20	encoding	encoding	NOUN
ajst-8013	52	21	and	and	CCONJ
ajst-8013	52	22	decoding	decode	VERB
ajst-8013	52	23	architectures	architecture	NOUN
ajst-8013	52	24	,	,	PUNCT
ajst-8013	52	25	effectively	effectively	ADV
ajst-8013	52	26	addressing	address	VERB
ajst-8013	52	27	the	the	DET
ajst-8013	52	28	issue	issue	NOUN
ajst-8013	52	29	of	of	ADP
ajst-8013	52	30	semantic	semantic	ADJ
ajst-8013	52	31	loss	loss	NOUN
ajst-8013	52	32	that	that	PRON
ajst-8013	52	33	can	can	AUX
ajst-8013	52	34	occur	occur	VERB
ajst-8013	52	35	during	during	ADP
ajst-8013	52	36	the	the	DET
ajst-8013	52	37	image	image	NOUN
ajst-8013	52	38	fusion	fusion	NOUN
ajst-8013	52	39	process	process	NOUN
ajst-8013	52	40	.	.	PUNCT
ajst-8013	53	1	in	in	ADP
ajst-8013	53	2	the	the	DET
ajst-8013	53	3	context	context	NOUN
ajst-8013	53	4	of	of	ADP
ajst-8013	53	5	medical	medical	ADJ
ajst-8013	53	6	imaging	imaging	NOUN
ajst-8013	53	7	,	,	PUNCT
ajst-8013	53	8	semantic	semantic	ADJ
ajst-8013	53	9	concepts	concept	NOUN
ajst-8013	53	10	pertain	pertain	VERB
ajst-8013	53	11	to	to	ADP
ajst-8013	53	12	the	the	DET
ajst-8013	53	13	varying	vary	VERB
ajst-8013	53	14	interpretations	interpretation	NOUN
ajst-8013	53	15	of	of	ADP
ajst-8013	53	16	brightness	brightness	NOUN
ajst-8013	53	17	levels	level	NOUN
ajst-8013	53	18	found	find	VERB
ajst-8013	53	19	in	in	ADP
ajst-8013	53	20	medical	medical	ADJ
ajst-8013	53	21	images	image	NOUN
ajst-8013	53	22	originating	originate	VERB
ajst-8013	53	23	from	from	ADP
ajst-8013	53	24	different	different	ADJ
ajst-8013	53	25	modalities	modality	NOUN
ajst-8013	53	26	.	.	PUNCT
ajst-8013	54	1	by	by	ADP
ajst-8013	54	2	incorporating	incorporate	VERB
ajst-8013	54	3	the	the	DET
ajst-8013	54	4	direct	direct	ADJ
ajst-8013	54	5	connections	connection	NOUN
ajst-8013	54	6	between	between	ADP
ajst-8013	54	7	encoding	encode	VERB
ajst-8013	54	8	and	and	CCONJ
ajst-8013	54	9	decoding	decode	VERB
ajst-8013	54	10	structures	structure	NOUN
ajst-8013	54	11	,	,	PUNCT
ajst-8013	54	12	the	the	DET
ajst-8013	54	13	u	u	ADJ
ajst-8013	54	14	-	-	ADJ
ajst-8013	54	15	net	net	ADJ
ajst-8013	54	16	method	method	NOUN
ajst-8013	54	17	ensures	ensure	VERB
ajst-8013	54	18	that	that	SCONJ
ajst-8013	54	19	critical	critical	ADJ
ajst-8013	54	20	semantic	semantic	ADJ
ajst-8013	54	21	information	information	NOUN
ajst-8013	54	22	is	be	AUX
ajst-8013	54	23	preserved	preserve	VERB
ajst-8013	54	24	throughout	throughout	ADP
ajst-8013	54	25	the	the	DET
ajst-8013	54	26	fusion	fusion	NOUN
ajst-8013	54	27	process	process	NOUN
ajst-8013	54	28	.	.	PUNCT
ajst-8013	55	1	this	this	DET
ajst-8013	55	2	preservation	preservation	NOUN
ajst-8013	55	3	is	be	AUX
ajst-8013	55	4	particularly	particularly	ADV
ajst-8013	55	5	important	important	ADJ
ajst-8013	55	6	when	when	SCONJ
ajst-8013	55	7	dealing	deal	VERB
ajst-8013	55	8	with	with	ADP
ajst-8013	55	9	medical	medical	ADJ
ajst-8013	55	10	images	image	NOUN
ajst-8013	55	11	,	,	PUNCT
ajst-8013	55	12	as	as	SCONJ
ajst-8013	55	13	the	the	DET
ajst-8013	55	14	distinct	distinct	ADJ
ajst-8013	55	15	modalities	modality	NOUN
ajst-8013	55	16	used	use	VERB
ajst-8013	55	17	for	for	ADP
ajst-8013	55	18	capturing	capture	VERB
ajst-8013	55	19	these	these	DET
ajst-8013	55	20	images	image	NOUN
ajst-8013	55	21	often	often	ADV
ajst-8013	55	22	have	have	VERB
ajst-8013	55	23	unique	unique	ADJ
ajst-8013	55	24	interpretations	interpretation	NOUN
ajst-8013	55	25	of	of	ADP
ajst-8013	55	26	brightness	brightness	NOUN
ajst-8013	55	27	levels	level	NOUN
ajst-8013	55	28	.	.	PUNCT
ajst-8013	56	1	consequently	consequently	ADV
ajst-8013	56	2	,	,	PUNCT
ajst-8013	56	3	maintaining	maintain	VERB
ajst-8013	56	4	the	the	DET
ajst-8013	56	5	integrity	integrity	NOUN
ajst-8013	56	6	of	of	ADP
ajst-8013	56	7	these	these	DET
ajst-8013	56	8	semantic	semantic	ADJ
ajst-8013	56	9	concepts	concept	NOUN
ajst-8013	56	10	is	be	AUX
ajst-8013	56	11	essential	essential	ADJ
ajst-8013	56	12	for	for	ADP
ajst-8013	56	13	accurate	accurate	ADJ
ajst-8013	56	14	and	and	CCONJ
ajst-8013	56	15	meaningful	meaningful	ADJ
ajst-8013	56	16	analysis	analysis	NOUN
ajst-8013	56	17	of	of	ADP
ajst-8013	56	18	204	204	NUM
ajst-8013	56	19	the	the	DET
ajst-8013	56	20	fused	fuse	VERB
ajst-8013	56	21	medical	medical	ADJ
ajst-8013	56	22	images	image	NOUN
ajst-8013	56	23	.	.	PUNCT
ajst-8013	57	1	in	in	ADP
ajst-8013	57	2	summary	summary	NOUN
ajst-8013	57	3	,	,	PUNCT
ajst-8013	57	4	the	the	DET
ajst-8013	57	5	u	u	ADJ
ajst-8013	57	6	-	-	ADJ
ajst-8013	57	7	net	net	ADJ
ajst-8013	57	8	approach	approach	NOUN
ajst-8013	57	9	serves	serve	VERB
ajst-8013	57	10	as	as	ADP
ajst-8013	57	11	a	a	DET
ajst-8013	57	12	highly	highly	ADV
ajst-8013	57	13	effective	effective	ADJ
ajst-8013	57	14	method	method	NOUN
ajst-8013	57	15	for	for	ADP
ajst-8013	57	16	overcoming	overcome	VERB
ajst-8013	57	17	the	the	DET
ajst-8013	57	18	challenges	challenge	NOUN
ajst-8013	57	19	associated	associate	VERB
ajst-8013	57	20	with	with	ADP
ajst-8013	57	21	semantic	semantic	ADJ
ajst-8013	57	22	loss	loss	NOUN
ajst-8013	57	23	during	during	ADP
ajst-8013	57	24	image	image	NOUN
ajst-8013	57	25	fusion	fusion	NOUN
ajst-8013	57	26	.	.	PUNCT
ajst-8013	58	1	by	by	ADP
ajst-8013	58	2	facilitating	facilitate	VERB
ajst-8013	58	3	the	the	DET
ajst-8013	58	4	preservation	preservation	NOUN
ajst-8013	58	5	of	of	ADP
ajst-8013	58	6	vital	vital	ADJ
ajst-8013	58	7	semantic	semantic	ADJ
ajst-8013	58	8	concepts	concept	NOUN
ajst-8013	58	9	related	relate	VERB
ajst-8013	58	10	to	to	ADP
ajst-8013	58	11	brightness	brightness	NOUN
ajst-8013	58	12	levels	level	NOUN
ajst-8013	58	13	across	across	ADP
ajst-8013	58	14	different	different	ADJ
ajst-8013	58	15	modalities	modality	NOUN
ajst-8013	58	16	,	,	PUNCT
ajst-8013	58	17	u	u	NOUN
ajst-8013	58	18	-	-	NOUN
ajst-8013	58	19	net	net	ADJ
ajst-8013	58	20	can	can	AUX
ajst-8013	58	21	significantly	significantly	ADV
ajst-8013	58	22	improve	improve	VERB
ajst-8013	58	23	the	the	DET
ajst-8013	58	24	overall	overall	ADJ
ajst-8013	58	25	quality	quality	NOUN
ajst-8013	58	26	and	and	CCONJ
ajst-8013	58	27	interpretability	interpretability	NOUN
ajst-8013	58	28	of	of	ADP
ajst-8013	58	29	fused	fuse	VERB
ajst-8013	58	30	medical	medical	ADJ
ajst-8013	58	31	images	image	NOUN
ajst-8013	58	32	,	,	PUNCT
ajst-8013	58	33	enabling	enable	VERB
ajst-8013	58	34	medical	medical	ADJ
ajst-8013	58	35	professionals	professional	NOUN
ajst-8013	58	36	to	to	PART
ajst-8013	58	37	make	make	VERB
ajst-8013	58	38	better	well	ADV
ajst-8013	58	39	-	-	PUNCT
ajst-8013	58	40	informed	inform	VERB
ajst-8013	58	41	diagnostic	diagnostic	ADJ
ajst-8013	58	42	and	and	CCONJ
ajst-8013	58	43	treatment	treatment	NOUN
ajst-8013	58	44	decisions	decision	NOUN
ajst-8013	58	45	.	.	PUNCT
ajst-8013	59	1	han	han	PROPN
ajst-8013	59	2	et	et	PROPN
ajst-8013	59	3	al.[13	al.[13	PROPN
ajst-8013	59	4	]	]	PUNCT
ajst-8013	59	5	proposed	propose	VERB
ajst-8013	59	6	a	a	DET
ajst-8013	59	7	deep	deep	ADJ
ajst-8013	59	8	convolutional	convolutional	ADJ
ajst-8013	59	9	neural	neural	ADJ
ajst-8013	59	10	network	network	NOUN
ajst-8013	59	11	model	model	NOUN
ajst-8013	59	12	tailored	tailor	VERB
ajst-8013	59	13	for	for	ADP
ajst-8013	59	14	practical	practical	ADJ
ajst-8013	59	15	applications	application	NOUN
ajst-8013	59	16	,	,	PUNCT
ajst-8013	59	17	which	which	PRON
ajst-8013	59	18	generates	generate	VERB
ajst-8013	59	19	ct	ct	NUM
ajst-8013	59	20	images	image	NOUN
ajst-8013	59	21	from	from	ADP
ajst-8013	59	22	mri	mri	NOUN
ajst-8013	59	23	images	image	NOUN
ajst-8013	59	24	for	for	ADP
ajst-8013	59	25	medical	medical	ADJ
ajst-8013	59	26	diagnosis	diagnosis	NOUN
ajst-8013	59	27	,	,	PUNCT
ajst-8013	59	28	thereby	thereby	ADV
ajst-8013	59	29	avoiding	avoid	VERB
ajst-8013	59	30	the	the	DET
ajst-8013	59	31	radiation	radiation	NOUN
ajst-8013	59	32	exposure	exposure	NOUN
ajst-8013	59	33	associated	associate	VERB
ajst-8013	59	34	with	with	ADP
ajst-8013	59	35	ct	ct	PROPN
ajst-8013	59	36	scans	scan	NOUN
ajst-8013	59	37	.	.	PUNCT
ajst-8013	60	1	this	this	DET
ajst-8013	60	2	method	method	NOUN
ajst-8013	60	3	employs	employ	VERB
ajst-8013	60	4	the	the	DET
ajst-8013	60	5	u	u	ADJ
ajst-8013	60	6	-	-	ADJ
ajst-8013	60	7	net	net	ADJ
ajst-8013	60	8	framework	framework	NOUN
ajst-8013	60	9	to	to	PART
ajst-8013	60	10	directly	directly	ADV
ajst-8013	60	11	create	create	VERB
ajst-8013	60	12	a	a	DET
ajst-8013	60	13	dense	dense	ADJ
ajst-8013	60	14	label	label	NOUN
ajst-8013	60	15	map	map	NOUN
ajst-8013	60	16	for	for	ADP
ajst-8013	60	17	object	object	NOUN
ajst-8013	60	18	segmentation	segmentation	NOUN
ajst-8013	60	19	in	in	ADP
ajst-8013	60	20	twodimensional	twodimensional	ADJ
ajst-8013	60	21	images	image	NOUN
ajst-8013	60	22	.	.	PUNCT
ajst-8013	61	1	this	this	DET
ajst-8013	61	2	work	work	NOUN
ajst-8013	61	3	builds	build	VERB
ajst-8013	61	4	upon	upon	SCONJ
ajst-8013	61	5	advancements	advancement	NOUN
ajst-8013	61	6	in	in	ADP
ajst-8013	61	7	semantic	semantic	ADJ
ajst-8013	61	8	image	image	NOUN
ajst-8013	61	9	segmentation	segmentation	NOUN
ajst-8013	61	10	and	and	CCONJ
ajst-8013	61	11	incorporates	incorporate	VERB
ajst-8013	61	12	a	a	DET
ajst-8013	61	13	crucial	crucial	ADJ
ajst-8013	61	14	innovation	innovation	NOUN
ajst-8013	61	15	proposed	propose	VERB
ajst-8013	61	16	by	by	ADP
ajst-8013	61	17	ronneberger	ronneberger	NOUN
ajst-8013	61	18	et	et	PROPN
ajst-8013	61	19	al	al	PROPN
ajst-8013	61	20	.	.	PUNCT
ajst-8013	62	1	(	(	PUNCT
ajst-8013	62	2	the	the	DET
ajst-8013	62	3	creators	creator	NOUN
ajst-8013	62	4	of	of	ADP
ajst-8013	62	5	u	u	NOUN
ajst-8013	62	6	-	-	NOUN
ajst-8013	62	7	net	net	ADJ
ajst-8013	62	8	):	):	PUNCT
ajst-8013	62	9	the	the	DET
ajst-8013	62	10	introduction	introduction	NOUN
ajst-8013	62	11	of	of	ADP
ajst-8013	62	12	direct	direct	ADJ
ajst-8013	62	13	connections	connection	NOUN
ajst-8013	62	14	between	between	ADP
ajst-8013	62	15	the	the	DET
ajst-8013	62	16	encoding	encoding	NOUN
ajst-8013	62	17	and	and	CCONJ
ajst-8013	62	18	decoding	decode	VERB
ajst-8013	62	19	sections	section	NOUN
ajst-8013	62	20	.	.	PUNCT
ajst-8013	63	1	this	this	DET
ajst-8013	63	2	approach	approach	NOUN
ajst-8013	63	3	enables	enable	VERB
ajst-8013	63	4	the	the	DET
ajst-8013	63	5	high	high	ADJ
ajst-8013	63	6	-	-	PUNCT
ajst-8013	63	7	resolution	resolution	NOUN
ajst-8013	63	8	features	feature	NOUN
ajst-8013	63	9	from	from	ADP
ajst-8013	63	10	the	the	DET
ajst-8013	63	11	first	first	ADJ
ajst-8013	63	12	section	section	NOUN
ajst-8013	63	13	to	to	PART
ajst-8013	63	14	be	be	AUX
ajst-8013	63	15	used	use	VERB
ajst-8013	63	16	as	as	ADP
ajst-8013	63	17	input	input	NOUN
ajst-8013	63	18	for	for	ADP
ajst-8013	63	19	additional	additional	ADJ
ajst-8013	63	20	convolutional	convolutional	ADJ
ajst-8013	63	21	layers	layer	NOUN
ajst-8013	63	22	in	in	ADP
ajst-8013	63	23	the	the	DET
ajst-8013	63	24	second	second	ADJ
ajst-8013	63	25	section	section	NOUN
ajst-8013	63	26	.	.	PUNCT
ajst-8013	64	1	this	this	DET
ajst-8013	64	2	design	design	NOUN
ajst-8013	64	3	facilitates	facilitate	VERB
ajst-8013	64	4	the	the	DET
ajst-8013	64	5	generation	generation	NOUN
ajst-8013	64	6	of	of	ADP
ajst-8013	64	7	high	high	ADJ
ajst-8013	64	8	-	-	PUNCT
ajst-8013	64	9	resolution	resolution	NOUN
ajst-8013	64	10	predictions	prediction	NOUN
ajst-8013	64	11	in	in	ADP
ajst-8013	64	12	the	the	DET
ajst-8013	64	13	decoding	decode	VERB
ajst-8013	64	14	section	section	NOUN
ajst-8013	64	15	,	,	PUNCT
ajst-8013	64	16	ultimately	ultimately	ADV
ajst-8013	64	17	enhancing	enhance	VERB
ajst-8013	64	18	the	the	DET
ajst-8013	64	19	overall	overall	ADJ
ajst-8013	64	20	quality	quality	NOUN
ajst-8013	64	21	and	and	CCONJ
ajst-8013	64	22	usefulness	usefulness	NOUN
ajst-8013	64	23	of	of	ADP
ajst-8013	64	24	the	the	DET
ajst-8013	64	25	resulting	result	VERB
ajst-8013	64	26	images	image	NOUN
ajst-8013	64	27	.	.	PUNCT
ajst-8013	65	1	by	by	ADP
ajst-8013	65	2	leveraging	leverage	VERB
ajst-8013	65	3	the	the	DET
ajst-8013	65	4	u	u	ADJ
ajst-8013	65	5	-	-	ADJ
ajst-8013	65	6	net	net	ADJ
ajst-8013	65	7	framework	framework	NOUN
ajst-8013	65	8	and	and	CCONJ
ajst-8013	65	9	its	its	PRON
ajst-8013	65	10	unique	unique	ADJ
ajst-8013	65	11	encoding	encoding	NOUN
ajst-8013	65	12	-	-	PUNCT
ajst-8013	65	13	decoding	decode	VERB
ajst-8013	65	14	connection	connection	NOUN
ajst-8013	65	15	design	design	NOUN
ajst-8013	65	16	,	,	PUNCT
ajst-8013	65	17	han	han	PROPN
ajst-8013	65	18	et	et	PROPN
ajst-8013	65	19	al	al	PROPN
ajst-8013	65	20	.	.	PROPN
ajst-8013	65	21	's	's	PART
ajst-8013	65	22	method	method	NOUN
ajst-8013	65	23	significantly	significantly	ADV
ajst-8013	65	24	improves	improve	VERB
ajst-8013	65	25	the	the	DET
ajst-8013	65	26	process	process	NOUN
ajst-8013	65	27	of	of	ADP
ajst-8013	65	28	generating	generate	VERB
ajst-8013	65	29	ct	ct	NUM
ajst-8013	65	30	images	image	NOUN
ajst-8013	65	31	from	from	ADP
ajst-8013	65	32	mri	mri	NOUN
ajst-8013	65	33	data	datum	NOUN
ajst-8013	65	34	.	.	PUNCT
ajst-8013	66	1	this	this	PRON
ajst-8013	66	2	not	not	PART
ajst-8013	66	3	only	only	ADV
ajst-8013	66	4	aids	aid	NOUN
ajst-8013	66	5	in	in	ADP
ajst-8013	66	6	more	more	ADV
ajst-8013	66	7	accurate	accurate	ADJ
ajst-8013	66	8	medical	medical	ADJ
ajst-8013	66	9	diagnosis	diagnosis	NOUN
ajst-8013	66	10	but	but	CCONJ
ajst-8013	66	11	also	also	ADV
ajst-8013	66	12	reduces	reduce	VERB
ajst-8013	66	13	the	the	DET
ajst-8013	66	14	reliance	reliance	NOUN
ajst-8013	66	15	on	on	ADP
ajst-8013	66	16	traditional	traditional	ADJ
ajst-8013	66	17	ct	ct	PROPN
ajst-8013	66	18	scans	scan	NOUN
ajst-8013	66	19	,	,	PUNCT
ajst-8013	66	20	which	which	PRON
ajst-8013	66	21	expose	expose	VERB
ajst-8013	66	22	patients	patient	NOUN
ajst-8013	66	23	to	to	ADP
ajst-8013	66	24	radiation	radiation	NOUN
ajst-8013	66	25	.	.	PUNCT
ajst-8013	67	1	2.2	2.2	NUM
ajst-8013	67	2	.	.	PUNCT
ajst-8013	67	3	medical	medical	ADJ
ajst-8013	67	4	image	image	NOUN
ajst-8013	67	5	fusion	fusion	NOUN
ajst-8013	67	6	based	base	VERB
ajst-8013	67	7	on	on	ADP
ajst-8013	67	8	adversarial	adversarial	ADJ
ajst-8013	67	9	learning	learn	VERB
ajst-8013	67	10	the	the	DET
ajst-8013	67	11	fusion	fusion	NOUN
ajst-8013	67	12	framework	framework	NOUN
ajst-8013	67	13	of	of	ADP
ajst-8013	67	14	gan	gan	PROPN
ajst-8013	67	15	is	be	AUX
ajst-8013	67	16	depicted	depict	VERB
ajst-8013	67	17	in	in	ADP
ajst-8013	67	18	figure	figure	NOUN
ajst-8013	67	19	2	2	NUM
ajst-8013	67	20	.	.	PUNCT
ajst-8013	67	21	initially	initially	ADV
ajst-8013	67	22	,	,	PUNCT
ajst-8013	67	23	the	the	DET
ajst-8013	67	24	source	source	NOUN
ajst-8013	67	25	image	image	NOUN
ajst-8013	67	26	is	be	AUX
ajst-8013	67	27	input	input	VERB
ajst-8013	67	28	into	into	ADP
ajst-8013	67	29	two	two	NUM
ajst-8013	67	30	generators	generator	NOUN
ajst-8013	67	31	,	,	PUNCT
ajst-8013	67	32	which	which	PRON
ajst-8013	67	33	produce	produce	VERB
ajst-8013	67	34	a	a	DET
ajst-8013	67	35	fused	fuse	VERB
ajst-8013	67	36	image	image	NOUN
ajst-8013	67	37	.	.	PUNCT
ajst-8013	68	1	this	this	DET
ajst-8013	68	2	fused	fuse	VERB
ajst-8013	68	3	image	image	NOUN
ajst-8013	68	4	is	be	AUX
ajst-8013	68	5	then	then	ADV
ajst-8013	68	6	compared	compare	VERB
ajst-8013	68	7	with	with	ADP
ajst-8013	68	8	the	the	DET
ajst-8013	68	9	real	real	ADJ
ajst-8013	68	10	image	image	NOUN
ajst-8013	68	11	by	by	ADP
ajst-8013	68	12	the	the	DET
ajst-8013	68	13	discriminator	discriminator	NOUN
ajst-8013	68	14	.	.	PUNCT
ajst-8013	69	1	the	the	DET
ajst-8013	69	2	generator	generator	NOUN
ajst-8013	69	3	and	and	CCONJ
ajst-8013	69	4	the	the	DET
ajst-8013	69	5	discriminator	discriminator	NOUN
ajst-8013	69	6	engage	engage	VERB
ajst-8013	69	7	in	in	ADP
ajst-8013	69	8	a	a	DET
ajst-8013	69	9	continuous	continuous	ADJ
ajst-8013	69	10	adversarial	adversarial	ADJ
ajst-8013	69	11	process	process	NOUN
ajst-8013	69	12	to	to	PART
ajst-8013	69	13	further	far	ADV
ajst-8013	69	14	enhance	enhance	VERB
ajst-8013	69	15	the	the	DET
ajst-8013	69	16	quality	quality	NOUN
ajst-8013	69	17	of	of	ADP
ajst-8013	69	18	the	the	DET
ajst-8013	69	19	fused	fuse	VERB
ajst-8013	69	20	image	image	NOUN
ajst-8013	69	21	.	.	PUNCT
ajst-8013	70	1	ultimately	ultimately	ADV
ajst-8013	70	2	,	,	PUNCT
ajst-8013	70	3	this	this	DET
ajst-8013	70	4	process	process	NOUN
ajst-8013	70	5	results	result	VERB
ajst-8013	70	6	in	in	ADP
ajst-8013	70	7	a	a	DET
ajst-8013	70	8	fused	fuse	VERB
ajst-8013	70	9	image	image	NOUN
ajst-8013	70	10	that	that	PRON
ajst-8013	70	11	closely	closely	ADV
ajst-8013	70	12	resembles	resemble	VERB
ajst-8013	70	13	the	the	DET
ajst-8013	70	14	source	source	NOUN
ajst-8013	70	15	image	image	NOUN
ajst-8013	70	16	.	.	PUNCT
ajst-8013	71	1	in	in	ADP
ajst-8013	71	2	this	this	DET
ajst-8013	71	3	gan	gan	NOUN
ajst-8013	71	4	-	-	PUNCT
ajst-8013	71	5	based	base	VERB
ajst-8013	71	6	framework	framework	NOUN
ajst-8013	71	7	,	,	PUNCT
ajst-8013	71	8	the	the	DET
ajst-8013	71	9	generators	generator	NOUN
ajst-8013	71	10	and	and	CCONJ
ajst-8013	71	11	discriminator	discriminator	NOUN
ajst-8013	71	12	work	work	NOUN
ajst-8013	71	13	together	together	ADV
ajst-8013	71	14	to	to	PART
ajst-8013	71	15	iteratively	iteratively	ADV
ajst-8013	71	16	refine	refine	VERB
ajst-8013	71	17	the	the	DET
ajst-8013	71	18	fused	fuse	VERB
ajst-8013	71	19	image	image	NOUN
ajst-8013	71	20	,	,	PUNCT
ajst-8013	71	21	ensuring	ensure	VERB
ajst-8013	71	22	that	that	SCONJ
ajst-8013	71	23	it	it	PRON
ajst-8013	71	24	retains	retain	VERB
ajst-8013	71	25	the	the	DET
ajst-8013	71	26	essential	essential	ADJ
ajst-8013	71	27	characteristics	characteristic	NOUN
ajst-8013	71	28	and	and	CCONJ
ajst-8013	71	29	information	information	NOUN
ajst-8013	71	30	of	of	ADP
ajst-8013	71	31	the	the	DET
ajst-8013	71	32	original	original	ADJ
ajst-8013	71	33	source	source	NOUN
ajst-8013	71	34	images	image	NOUN
ajst-8013	71	35	.	.	PUNCT
ajst-8013	72	1	the	the	DET
ajst-8013	72	2	adversarial	adversarial	ADJ
ajst-8013	72	3	nature	nature	NOUN
ajst-8013	72	4	of	of	ADP
ajst-8013	72	5	this	this	DET
ajst-8013	72	6	method	method	NOUN
ajst-8013	72	7	promotes	promote	VERB
ajst-8013	72	8	continuous	continuous	ADJ
ajst-8013	72	9	improvement	improvement	NOUN
ajst-8013	72	10	,	,	PUNCT
ajst-8013	72	11	leading	lead	VERB
ajst-8013	72	12	to	to	ADP
ajst-8013	72	13	high	high	ADJ
ajst-8013	72	14	-	-	PUNCT
ajst-8013	72	15	quality	quality	NOUN
ajst-8013	72	16	,	,	PUNCT
ajst-8013	72	17	accurate	accurate	ADJ
ajst-8013	72	18	fused	fuse	VERB
ajst-8013	72	19	images	image	NOUN
ajst-8013	72	20	that	that	PRON
ajst-8013	72	21	can	can	AUX
ajst-8013	72	22	be	be	AUX
ajst-8013	72	23	invaluable	invaluable	ADJ
ajst-8013	72	24	in	in	ADP
ajst-8013	72	25	a	a	DET
ajst-8013	72	26	variety	variety	NOUN
ajst-8013	72	27	of	of	ADP
ajst-8013	72	28	applications	application	NOUN
ajst-8013	72	29	,	,	PUNCT
ajst-8013	72	30	including	include	VERB
ajst-8013	72	31	medical	medical	ADJ
ajst-8013	72	32	imaging	imaging	NOUN
ajst-8013	72	33	and	and	CCONJ
ajst-8013	72	34	diagnosis	diagnosis	NOUN
ajst-8013	72	35	.	.	PUNCT
ajst-8013	73	1	figure	figure	NOUN
ajst-8013	73	2	2	2	NUM
ajst-8013	73	3	.	.	PUNCT
ajst-8013	73	4	medical	medical	ADJ
ajst-8013	73	5	image	image	NOUN
ajst-8013	73	6	fusion	fusion	NOUN
ajst-8013	73	7	framework	framework	NOUN
ajst-8013	73	8	based	base	VERB
ajst-8013	73	9	on	on	ADP
ajst-8013	73	10	gan	gan	VERB
ajst-8013	73	11	the	the	DET
ajst-8013	73	12	gan	gan	NOUN
ajst-8013	73	13	-	-	PUNCT
ajst-8013	73	14	based	base	VERB
ajst-8013	73	15	medical	medical	ADJ
ajst-8013	73	16	image	image	NOUN
ajst-8013	73	17	method	method	NOUN
ajst-8013	73	18	improves	improve	VERB
ajst-8013	73	19	the	the	DET
ajst-8013	73	20	quality	quality	NOUN
ajst-8013	73	21	of	of	ADP
ajst-8013	73	22	the	the	DET
ajst-8013	73	23	fused	fuse	VERB
ajst-8013	73	24	image	image	NOUN
ajst-8013	73	25	generated	generate	VERB
ajst-8013	73	26	by	by	ADP
ajst-8013	73	27	the	the	DET
ajst-8013	73	28	generator	generator	NOUN
ajst-8013	73	29	by	by	ADP
ajst-8013	73	30	adjusting	adjust	VERB
ajst-8013	73	31	the	the	DET
ajst-8013	73	32	number	number	NOUN
ajst-8013	73	33	of	of	ADP
ajst-8013	73	34	discriminators	discriminator	NOUN
ajst-8013	73	35	.	.	PUNCT
ajst-8013	74	1	the	the	DET
ajst-8013	74	2	generative	generative	ADJ
ajst-8013	74	3	adversarial	adversarial	ADJ
ajst-8013	74	4	network	network	NOUN
ajst-8013	74	5	(	(	PUNCT
ajst-8013	74	6	gan	gan	PROPN
ajst-8013	74	7	)	)	PUNCT
ajst-8013	74	8	was	be	AUX
ajst-8013	74	9	first	first	ADV
ajst-8013	74	10	proposed	propose	VERB
ajst-8013	74	11	by	by	ADP
ajst-8013	74	12	goodfellow	goodfellow	PROPN
ajst-8013	74	13	et	et	PROPN
ajst-8013	74	14	al.[14	al.[14	PROPN
ajst-8013	74	15	]	]	PUNCT
ajst-8013	74	16	and	and	CCONJ
ajst-8013	74	17	later	later	ADV
ajst-8013	74	18	extended	extend	VERB
ajst-8013	74	19	to	to	ADP
ajst-8013	74	20	the	the	DET
ajst-8013	74	21	task	task	NOUN
ajst-8013	74	22	of	of	ADP
ajst-8013	74	23	image	image	NOUN
ajst-8013	74	24	analysis	analysis	NOUN
ajst-8013	74	25	.	.	PUNCT
ajst-8013	75	1	gan	gan	PROPN
ajst-8013	75	2	is	be	AUX
ajst-8013	75	3	a	a	DET
ajst-8013	75	4	generative	generative	ADJ
ajst-8013	75	5	model	model	NOUN
ajst-8013	75	6	consisting	consist	VERB
ajst-8013	75	7	of	of	ADP
ajst-8013	75	8	two	two	NUM
ajst-8013	75	9	multilayer	multilayer	ADJ
ajst-8013	75	10	networks	network	NOUN
ajst-8013	75	11	.	.	PUNCT
ajst-8013	76	1	the	the	DET
ajst-8013	76	2	first	first	ADJ
ajst-8013	76	3	network	network	NOUN
ajst-8013	76	4	is	be	AUX
ajst-8013	76	5	a	a	DET
ajst-8013	76	6	generator	generator	NOUN
ajst-8013	76	7	that	that	PRON
ajst-8013	76	8	creates	create	VERB
ajst-8013	76	9	synthetic	synthetic	ADJ
ajst-8013	76	10	data	datum	NOUN
ajst-8013	76	11	,	,	PUNCT
ajst-8013	76	12	while	while	SCONJ
ajst-8013	76	13	the	the	DET
ajst-8013	76	14	second	second	ADJ
ajst-8013	76	15	network	network	NOUN
ajst-8013	76	16	is	be	AUX
ajst-8013	76	17	a	a	DET
ajst-8013	76	18	discriminator	discriminator	NOUN
ajst-8013	76	19	that	that	PRON
ajst-8013	76	20	classifies	classify	VERB
ajst-8013	76	21	images	image	NOUN
ajst-8013	76	22	as	as	ADP
ajst-8013	76	23	either	either	CCONJ
ajst-8013	76	24	real	real	ADJ
ajst-8013	76	25	or	or	CCONJ
ajst-8013	76	26	artificially	artificially	ADV
ajst-8013	76	27	generated	generate	VERB
ajst-8013	76	28	.	.	PUNCT
ajst-8013	77	1	training	training	NOUN
ajst-8013	77	2	through	through	ADP
ajst-8013	77	3	backpropagation	backpropagation	NOUN
ajst-8013	77	4	enhances	enhance	VERB
ajst-8013	77	5	the	the	DET
ajst-8013	77	6	ability	ability	NOUN
ajst-8013	77	7	of	of	ADP
ajst-8013	77	8	gan	gan	NOUN
ajst-8013	77	9	to	to	PART
ajst-8013	77	10	distinguish	distinguish	VERB
ajst-8013	77	11	between	between	ADP
ajst-8013	77	12	real	real	ADJ
ajst-8013	77	13	data	datum	NOUN
ajst-8013	77	14	and	and	CCONJ
ajst-8013	77	15	generated	generate	VERB
ajst-8013	77	16	data	datum	NOUN
ajst-8013	77	17	.	.	PUNCT
ajst-8013	78	1	by	by	ADP
ajst-8013	78	2	adjusting	adjust	VERB
ajst-8013	78	3	the	the	DET
ajst-8013	78	4	number	number	NOUN
ajst-8013	78	5	of	of	ADP
ajst-8013	78	6	discriminators	discriminator	NOUN
ajst-8013	78	7	,	,	PUNCT
ajst-8013	78	8	the	the	DET
ajst-8013	78	9	gan	gan	NOUN
ajst-8013	78	10	-	-	PUNCT
ajst-8013	78	11	based	base	VERB
ajst-8013	78	12	medical	medical	ADJ
ajst-8013	78	13	image	image	NOUN
ajst-8013	78	14	method	method	NOUN
ajst-8013	78	15	can	can	AUX
ajst-8013	78	16	further	far	ADV
ajst-8013	78	17	refine	refine	VERB
ajst-8013	78	18	the	the	DET
ajst-8013	78	19	quality	quality	NOUN
ajst-8013	78	20	of	of	ADP
ajst-8013	78	21	the	the	DET
ajst-8013	78	22	fused	fuse	VERB
ajst-8013	78	23	image	image	NOUN
ajst-8013	78	24	produced	produce	VERB
ajst-8013	78	25	by	by	ADP
ajst-8013	78	26	the	the	DET
ajst-8013	78	27	generator	generator	NOUN
ajst-8013	78	28	.	.	PUNCT
ajst-8013	79	1	this	this	DET
ajst-8013	79	2	process	process	NOUN
ajst-8013	79	3	ensures	ensure	VERB
ajst-8013	79	4	that	that	SCONJ
ajst-8013	79	5	the	the	DET
ajst-8013	79	6	resulting	result	VERB
ajst-8013	79	7	fused	fuse	VERB
ajst-8013	79	8	images	image	NOUN
ajst-8013	79	9	retain	retain	VERB
ajst-8013	79	10	essential	essential	ADJ
ajst-8013	79	11	characteristics	characteristic	NOUN
ajst-8013	79	12	and	and	CCONJ
ajst-8013	79	13	information	information	NOUN
ajst-8013	79	14	from	from	ADP
ajst-8013	79	15	the	the	DET
ajst-8013	79	16	original	original	ADJ
ajst-8013	79	17	source	source	NOUN
ajst-8013	79	18	images	image	NOUN
ajst-8013	79	19	,	,	PUNCT
ajst-8013	79	20	ultimately	ultimately	ADV
ajst-8013	79	21	leading	lead	VERB
ajst-8013	79	22	to	to	ADP
ajst-8013	79	23	higher	high	ADJ
ajst-8013	79	24	quality	quality	NOUN
ajst-8013	79	25	and	and	CCONJ
ajst-8013	79	26	more	more	ADV
ajst-8013	79	27	accurate	accurate	ADJ
ajst-8013	79	28	fused	fuse	VERB
ajst-8013	79	29	images	image	NOUN
ajst-8013	79	30	.	.	PUNCT
ajst-8013	80	1	in	in	ADP
ajst-8013	80	2	recent	recent	ADJ
ajst-8013	80	3	years	year	NOUN
ajst-8013	80	4	,	,	PUNCT
ajst-8013	80	5	gans	gan	NOUN
ajst-8013	80	6	have	have	AUX
ajst-8013	80	7	been	be	AUX
ajst-8013	80	8	extensively	extensively	ADV
ajst-8013	80	9	utilized	utilize	VERB
ajst-8013	80	10	in	in	ADP
ajst-8013	80	11	the	the	DET
ajst-8013	80	12	field	field	NOUN
ajst-8013	80	13	of	of	ADP
ajst-8013	80	14	image	image	NOUN
ajst-8013	80	15	fusion	fusion	NOUN
ajst-8013	80	16	,	,	PUNCT
ajst-8013	80	17	demonstrating	demonstrate	VERB
ajst-8013	80	18	their	their	PRON
ajst-8013	80	19	potential	potential	NOUN
ajst-8013	80	20	for	for	ADP
ajst-8013	80	21	enhancing	enhance	VERB
ajst-8013	80	22	the	the	DET
ajst-8013	80	23	quality	quality	NOUN
ajst-8013	80	24	and	and	CCONJ
ajst-8013	80	25	utility	utility	NOUN
ajst-8013	80	26	of	of	ADP
ajst-8013	80	27	fused	fuse	VERB
ajst-8013	80	28	images	image	NOUN
ajst-8013	80	29	across	across	ADP
ajst-8013	80	30	various	various	ADJ
ajst-8013	80	31	applications	application	NOUN
ajst-8013	80	32	,	,	PUNCT
ajst-8013	80	33	including	include	VERB
ajst-8013	80	34	medical	medical	ADJ
ajst-8013	80	35	imaging	imaging	NOUN
ajst-8013	80	36	and	and	CCONJ
ajst-8013	80	37	diagnosis	diagnosis	NOUN
ajst-8013	80	38	.	.	PUNCT
ajst-8013	81	1	tang	tang	PROPN
ajst-8013	81	2	et	et	PROPN
ajst-8013	81	3	al.[15	al.[15	PROPN
ajst-8013	81	4	]	]	PUNCT
ajst-8013	81	5	introduced	introduce	VERB
ajst-8013	81	6	gans	gan	NOUN
ajst-8013	81	7	into	into	ADP
ajst-8013	81	8	the	the	DET
ajst-8013	81	9	field	field	NOUN
ajst-8013	81	10	of	of	ADP
ajst-8013	81	11	biological	biological	ADJ
ajst-8013	81	12	cytology	cytology	NOUN
ajst-8013	81	13	and	and	CCONJ
ajst-8013	81	14	proposed	propose	VERB
ajst-8013	81	15	the	the	DET
ajst-8013	81	16	gfppc	gfppc	NOUN
ajst-8013	81	17	and	and	CCONJ
ajst-8013	81	18	gan	gin	VERB
ajst-8013	81	19	methods	method	NOUN
ajst-8013	81	20	to	to	PART
ajst-8013	81	21	achieve	achieve	VERB
ajst-8013	81	22	the	the	DET
ajst-8013	81	23	fusion	fusion	NOUN
ajst-8013	81	24	of	of	ADP
ajst-8013	81	25	green	green	ADJ
ajst-8013	81	26	fluorescent	fluorescent	ADJ
ajst-8013	81	27	protein	protein	NOUN
ajst-8013	81	28	images	image	NOUN
ajst-8013	81	29	(	(	PUNCT
ajst-8013	81	30	gfp	gfp	NOUN
ajst-8013	81	31	)	)	PUNCT
ajst-8013	81	32	and	and	CCONJ
ajst-8013	81	33	phase	phase	NOUN
ajst-8013	81	34	contrast	contrast	NOUN
ajst-8013	81	35	images	image	NOUN
ajst-8013	81	36	(	(	PUNCT
ajst-8013	81	37	pc	pc	NOUN
ajst-8013	81	38	)	)	PUNCT
ajst-8013	81	39	.	.	PUNCT
ajst-8013	82	1	this	this	DET
ajst-8013	82	2	approach	approach	NOUN
ajst-8013	82	3	is	be	AUX
ajst-8013	82	4	capable	capable	ADJ
ajst-8013	82	5	of	of	ADP
ajst-8013	82	6	simultaneously	simultaneously	ADV
ajst-8013	82	7	extracting	extract	VERB
ajst-8013	82	8	functional	functional	ADJ
ajst-8013	82	9	information	information	NOUN
ajst-8013	82	10	from	from	ADP
ajst-8013	82	11	gfp	gfp	NOUN
ajst-8013	82	12	images	image	NOUN
ajst-8013	82	13	and	and	CCONJ
ajst-8013	82	14	structural	structural	ADJ
ajst-8013	82	15	information	information	NOUN
ajst-8013	82	16	from	from	ADP
ajst-8013	82	17	phase	phase	NOUN
ajst-8013	82	18	images	image	NOUN
ajst-8013	82	19	.	.	PUNCT
ajst-8013	83	1	the	the	DET
ajst-8013	83	2	method	method	NOUN
ajst-8013	83	3	demonstrates	demonstrate	VERB
ajst-8013	83	4	a	a	DET
ajst-8013	83	5	high	high	ADJ
ajst-8013	83	6	level	level	NOUN
ajst-8013	83	7	of	of	ADP
ajst-8013	83	8	versatility	versatility	NOUN
ajst-8013	83	9	,	,	PUNCT
ajst-8013	83	10	as	as	SCONJ
ajst-8013	83	11	it	it	PRON
ajst-8013	83	12	was	be	AUX
ajst-8013	83	13	also	also	ADV
ajst-8013	83	14	extended	extend	VERB
ajst-8013	83	15	to	to	ADP
ajst-8013	83	16	mri	mri	NOUN
ajst-8013	83	17	and	and	CCONJ
ajst-8013	83	18	pet	pet	ADJ
ajst-8013	83	19	image	image	NOUN
ajst-8013	83	20	fusion	fusion	NOUN
ajst-8013	83	21	,	,	PUNCT
ajst-8013	83	22	marking	mark	VERB
ajst-8013	83	23	the	the	DET
ajst-8013	83	24	beginning	beginning	NOUN
ajst-8013	83	25	of	of	ADP
ajst-8013	83	26	gan	gan	ADJ
ajst-8013	83	27	usage	usage	NOUN
ajst-8013	83	28	in	in	ADP
ajst-8013	83	29	medical	medical	ADJ
ajst-8013	83	30	image	image	NOUN
ajst-8013	83	31	fusion.by	fusion.by	PROPN
ajst-8013	83	32	incorporating	incorporate	VERB
ajst-8013	83	33	gans	gan	NOUN
ajst-8013	83	34	into	into	ADP
ajst-8013	83	35	medical	medical	ADJ
ajst-8013	83	36	image	image	NOUN
ajst-8013	83	37	fusion	fusion	NOUN
ajst-8013	83	38	,	,	PUNCT
ajst-8013	83	39	researchers	researcher	NOUN
ajst-8013	83	40	can	can	AUX
ajst-8013	83	41	effectively	effectively	ADV
ajst-8013	83	42	combine	combine	VERB
ajst-8013	83	43	valuable	valuable	ADJ
ajst-8013	83	44	information	information	NOUN
ajst-8013	83	45	from	from	ADP
ajst-8013	83	46	different	different	ADJ
ajst-8013	83	47	imaging	imaging	NOUN
ajst-8013	83	48	modalities	modality	NOUN
ajst-8013	83	49	,	,	PUNCT
ajst-8013	83	50	such	such	ADJ
ajst-8013	83	51	as	as	ADP
ajst-8013	83	52	gfp	gfp	NOUN
ajst-8013	83	53	and	and	CCONJ
ajst-8013	83	54	pc	pc	NOUN
ajst-8013	83	55	images	image	NOUN
ajst-8013	83	56	or	or	CCONJ
ajst-8013	83	57	mri	mri	NOUN
ajst-8013	83	58	and	and	CCONJ
ajst-8013	83	59	pet	pet	ADJ
ajst-8013	83	60	scans	scan	NOUN
ajst-8013	83	61	.	.	PUNCT
ajst-8013	84	1	this	this	DET
ajst-8013	84	2	results	result	NOUN
ajst-8013	84	3	in	in	ADP
ajst-8013	84	4	fused	fuse	VERB
ajst-8013	84	5	images	image	NOUN
ajst-8013	84	6	that	that	PRON
ajst-8013	84	7	provide	provide	VERB
ajst-8013	84	8	a	a	DET
ajst-8013	84	9	more	more	ADV
ajst-8013	84	10	comprehensive	comprehensive	ADJ
ajst-8013	84	11	view	view	NOUN
ajst-8013	84	12	of	of	ADP
ajst-8013	84	13	the	the	DET
ajst-8013	84	14	biological	biological	ADJ
ajst-8013	84	15	structures	structure	NOUN
ajst-8013	84	16	and	and	CCONJ
ajst-8013	84	17	functions	function	NOUN
ajst-8013	84	18	in	in	ADP
ajst-8013	84	19	question	question	NOUN
ajst-8013	84	20	.	.	PUNCT
ajst-8013	85	1	the	the	DET
ajst-8013	85	2	use	use	NOUN
ajst-8013	85	3	of	of	ADP
ajst-8013	85	4	gans	gan	NOUN
ajst-8013	85	5	in	in	ADP
ajst-8013	85	6	medical	medical	ADJ
ajst-8013	85	7	image	image	NOUN
ajst-8013	85	8	fusion	fusion	NOUN
ajst-8013	85	9	has	have	VERB
ajst-8013	85	10	the	the	DET
ajst-8013	85	11	potential	potential	NOUN
ajst-8013	85	12	to	to	PART
ajst-8013	85	13	significantly	significantly	ADV
ajst-8013	85	14	improve	improve	VERB
ajst-8013	85	15	the	the	DET
ajst-8013	85	16	quality	quality	NOUN
ajst-8013	85	17	and	and	CCONJ
ajst-8013	85	18	utility	utility	NOUN
ajst-8013	85	19	of	of	ADP
ajst-8013	85	20	fused	fuse	VERB
ajst-8013	85	21	images	image	NOUN
ajst-8013	85	22	,	,	PUNCT
ajst-8013	85	23	ultimately	ultimately	ADV
ajst-8013	85	24	aiding	aid	VERB
ajst-8013	85	25	medical	medical	ADJ
ajst-8013	85	26	professionals	professional	NOUN
ajst-8013	85	27	in	in	ADP
ajst-8013	85	28	205	205	NUM
ajst-8013	85	29	making	make	VERB
ajst-8013	85	30	better	well	ADV
ajst-8013	85	31	-	-	PUNCT
ajst-8013	85	32	informed	inform	VERB
ajst-8013	85	33	diagnostic	diagnostic	ADJ
ajst-8013	85	34	and	and	CCONJ
ajst-8013	85	35	treatment	treatment	NOUN
ajst-8013	85	36	decisions	decision	NOUN
ajst-8013	85	37	.	.	PUNCT
ajst-8013	86	1	in	in	ADP
ajst-8013	86	2	medical	medical	ADJ
ajst-8013	86	3	image	image	NOUN
ajst-8013	86	4	fusion	fusion	NOUN
ajst-8013	86	5	,	,	PUNCT
ajst-8013	86	6	kang	kang	PROPN
ajst-8013	86	7	et	et	PROPN
ajst-8013	86	8	al.[16	al.[16	PROPN
ajst-8013	86	9	]	]	PUNCT
ajst-8013	86	10	proposed	propose	VERB
ajst-8013	86	11	a	a	DET
ajst-8013	86	12	ganbased	ganbase	VERB
ajst-8013	86	13	method	method	NOUN
ajst-8013	86	14	that	that	PRON
ajst-8013	86	15	uses	use	VERB
ajst-8013	86	16	tissue	tissue	NOUN
ajst-8013	86	17	perception	perception	NOUN
ajst-8013	86	18	conditions	condition	NOUN
ajst-8013	86	19	to	to	PART
ajst-8013	86	20	fuse	fuse	VERB
ajst-8013	86	21	brain	brain	NOUN
ajst-8013	86	22	pet	pet	ADJ
ajst-8013	86	23	and	and	CCONJ
ajst-8013	86	24	mri	mri	NOUN
ajst-8013	86	25	images	image	NOUN
ajst-8013	86	26	.	.	PUNCT
ajst-8013	87	1	specifically	specifically	ADV
ajst-8013	87	2	,	,	PUNCT
ajst-8013	87	3	the	the	DET
ajst-8013	87	4	process	process	NOUN
ajst-8013	87	5	of	of	ADP
ajst-8013	87	6	fusing	fuse	VERB
ajst-8013	87	7	pet	pet	ADJ
ajst-8013	87	8	and	and	CCONJ
ajst-8013	87	9	mri	mri	NOUN
ajst-8013	87	10	images	image	NOUN
ajst-8013	87	11	of	of	ADP
ajst-8013	87	12	the	the	DET
ajst-8013	87	13	brain	brain	NOUN
ajst-8013	87	14	is	be	AUX
ajst-8013	87	15	considered	consider	VERB
ajst-8013	87	16	a	a	DET
ajst-8013	87	17	game	game	NOUN
ajst-8013	87	18	of	of	ADP
ajst-8013	87	19	confrontation	confrontation	NOUN
ajst-8013	87	20	between	between	ADP
ajst-8013	87	21	preserving	preserve	VERB
ajst-8013	87	22	color	color	NOUN
ajst-8013	87	23	information	information	NOUN
ajst-8013	87	24	from	from	ADP
ajst-8013	87	25	the	the	DET
ajst-8013	87	26	pet	pet	ADJ
ajst-8013	87	27	and	and	CCONJ
ajst-8013	87	28	anatomical	anatomical	ADJ
ajst-8013	87	29	information	information	NOUN
ajst-8013	87	30	from	from	ADP
ajst-8013	87	31	the	the	DET
ajst-8013	87	32	mri	mri	NOUN
ajst-8013	87	33	.	.	PUNCT
ajst-8013	88	1	in	in	ADP
ajst-8013	88	2	this	this	DET
ajst-8013	88	3	approach	approach	NOUN
ajst-8013	88	4	,	,	PUNCT
ajst-8013	88	5	minimal	minimal	ADJ
ajst-8013	88	6	and	and	CCONJ
ajst-8013	88	7	maximum	maximum	ADJ
ajst-8013	88	8	optimization	optimization	NOUN
ajst-8013	88	9	problems	problem	NOUN
ajst-8013	88	10	are	be	AUX
ajst-8013	88	11	modeled	model	VERB
ajst-8013	88	12	for	for	ADP
ajst-8013	88	13	generators	generator	NOUN
ajst-8013	88	14	and	and	CCONJ
ajst-8013	88	15	discriminators	discriminator	NOUN
ajst-8013	88	16	.	.	PUNCT
ajst-8013	89	1	le	le	X
ajst-8013	89	2	et	et	PROPN
ajst-8013	89	3	al.[17	al.[17	PROPN
ajst-8013	89	4	]	]	PUNCT
ajst-8013	89	5	built	build	VERB
ajst-8013	89	6	upon	upon	SCONJ
ajst-8013	89	7	tang	tang	PROPN
ajst-8013	89	8	et	et	PROPN
ajst-8013	89	9	al	al	PROPN
ajst-8013	89	10	.	.	PROPN
ajst-8013	89	11	's	's	PART
ajst-8013	89	12	work	work	NOUN
ajst-8013	89	13	and	and	CCONJ
ajst-8013	89	14	proposed	propose	VERB
ajst-8013	89	15	a	a	DET
ajst-8013	89	16	new	new	ADJ
ajst-8013	89	17	adversarial	adversarial	ADJ
ajst-8013	89	18	network	network	NOUN
ajst-8013	89	19	,	,	PUNCT
ajst-8013	89	20	mgmdcgan	mgmdcgan	NOUN
ajst-8013	89	21	,	,	PUNCT
ajst-8013	89	22	which	which	PRON
ajst-8013	89	23	features	feature	VERB
ajst-8013	89	24	multiple	multiple	ADJ
ajst-8013	89	25	generators	generator	NOUN
ajst-8013	89	26	and	and	CCONJ
ajst-8013	89	27	discriminators	discriminator	NOUN
ajst-8013	89	28	.	.	PUNCT
ajst-8013	90	1	this	this	DET
ajst-8013	90	2	method	method	NOUN
ajst-8013	90	3	introduced	introduce	VERB
ajst-8013	90	4	a	a	DET
ajst-8013	90	5	second	second	ADJ
ajst-8013	90	6	adversarial	adversarial	ADJ
ajst-8013	90	7	game	game	NOUN
ajst-8013	90	8	based	base	VERB
ajst-8013	90	9	on	on	ADP
ajst-8013	90	10	the	the	DET
ajst-8013	90	11	calculated	calculate	VERB
ajst-8013	90	12	mask	mask	NOUN
ajst-8013	90	13	,	,	PUNCT
ajst-8013	90	14	further	far	ADV
ajst-8013	90	15	enhancing	enhance	VERB
ajst-8013	90	16	the	the	DET
ajst-8013	90	17	preservation	preservation	NOUN
ajst-8013	90	18	of	of	ADP
ajst-8013	90	19	bone	bone	NOUN
ajst-8013	90	20	density	density	NOUN
ajst-8013	90	21	information	information	NOUN
ajst-8013	90	22	.	.	PUNCT
ajst-8013	91	1	the	the	DET
ajst-8013	91	2	mgmdcgan	mgmdcgan	PROPN
ajst-8013	91	3	method	method	NOUN
ajst-8013	91	4	is	be	AUX
ajst-8013	91	5	applicable	applicable	ADJ
ajst-8013	91	6	to	to	ADP
ajst-8013	91	7	various	various	ADJ
ajst-8013	91	8	medical	medical	ADJ
ajst-8013	91	9	imaging	imaging	NOUN
ajst-8013	91	10	modality	modality	NOUN
ajst-8013	91	11	combinations	combination	NOUN
ajst-8013	91	12	,	,	PUNCT
ajst-8013	91	13	including	include	VERB
ajst-8013	91	14	mri	mri	NOUN
ajst-8013	91	15	and	and	CCONJ
ajst-8013	91	16	pet	pet	NOUN
ajst-8013	91	17	,	,	PUNCT
ajst-8013	91	18	mri	mri	NOUN
ajst-8013	91	19	and	and	CCONJ
ajst-8013	91	20	spect	spect	NOUN
ajst-8013	91	21	,	,	PUNCT
ajst-8013	91	22	and	and	CCONJ
ajst-8013	91	23	ct	ct	PROPN
ajst-8013	91	24	and	and	CCONJ
ajst-8013	91	25	spect.by	spect.by	PROPN
ajst-8013	91	26	employing	employ	VERB
ajst-8013	91	27	gan	gan	NOUN
ajst-8013	91	28	-	-	PUNCT
ajst-8013	91	29	based	base	VERB
ajst-8013	91	30	methods	method	NOUN
ajst-8013	91	31	for	for	ADP
ajst-8013	91	32	medical	medical	ADJ
ajst-8013	91	33	image	image	NOUN
ajst-8013	91	34	fusion	fusion	NOUN
ajst-8013	91	35	,	,	PUNCT
ajst-8013	91	36	researchers	researcher	NOUN
ajst-8013	91	37	can	can	AUX
ajst-8013	91	38	effectively	effectively	ADV
ajst-8013	91	39	combine	combine	VERB
ajst-8013	91	40	valuable	valuable	ADJ
ajst-8013	91	41	information	information	NOUN
ajst-8013	91	42	from	from	ADP
ajst-8013	91	43	different	different	ADJ
ajst-8013	91	44	imaging	imaging	NOUN
ajst-8013	91	45	modalities	modality	NOUN
ajst-8013	91	46	,	,	PUNCT
ajst-8013	91	47	leading	lead	VERB
ajst-8013	91	48	to	to	ADP
ajst-8013	91	49	fused	fuse	VERB
ajst-8013	91	50	images	image	NOUN
ajst-8013	91	51	that	that	PRON
ajst-8013	91	52	provide	provide	VERB
ajst-8013	91	53	a	a	DET
ajst-8013	91	54	more	more	ADV
ajst-8013	91	55	comprehensive	comprehensive	ADJ
ajst-8013	91	56	understanding	understanding	NOUN
ajst-8013	91	57	of	of	ADP
ajst-8013	91	58	the	the	DET
ajst-8013	91	59	biological	biological	ADJ
ajst-8013	91	60	structures	structure	NOUN
ajst-8013	91	61	and	and	CCONJ
ajst-8013	91	62	functions	function	NOUN
ajst-8013	91	63	being	be	AUX
ajst-8013	91	64	examined	examine	VERB
ajst-8013	91	65	.	.	PUNCT
ajst-8013	92	1	the	the	DET
ajst-8013	92	2	use	use	NOUN
ajst-8013	92	3	of	of	ADP
ajst-8013	92	4	gans	gan	NOUN
ajst-8013	92	5	in	in	ADP
ajst-8013	92	6	medical	medical	ADJ
ajst-8013	92	7	image	image	NOUN
ajst-8013	92	8	fusion	fusion	NOUN
ajst-8013	92	9	has	have	VERB
ajst-8013	92	10	the	the	DET
ajst-8013	92	11	potential	potential	NOUN
ajst-8013	92	12	to	to	PART
ajst-8013	92	13	significantly	significantly	ADV
ajst-8013	92	14	improve	improve	VERB
ajst-8013	92	15	the	the	DET
ajst-8013	92	16	quality	quality	NOUN
ajst-8013	92	17	and	and	CCONJ
ajst-8013	92	18	utility	utility	NOUN
ajst-8013	92	19	of	of	ADP
ajst-8013	92	20	fused	fuse	VERB
ajst-8013	92	21	images	image	NOUN
ajst-8013	92	22	,	,	PUNCT
ajst-8013	92	23	ultimately	ultimately	ADV
ajst-8013	92	24	aiding	aid	VERB
ajst-8013	92	25	medical	medical	ADJ
ajst-8013	92	26	professionals	professional	NOUN
ajst-8013	92	27	in	in	ADP
ajst-8013	92	28	making	make	VERB
ajst-8013	92	29	betterinformed	betterinforme	VERB
ajst-8013	92	30	diagnostic	diagnostic	ADJ
ajst-8013	92	31	and	and	CCONJ
ajst-8013	92	32	treatment	treatment	NOUN
ajst-8013	92	33	decisions	decision	NOUN
ajst-8013	92	34	.	.	PUNCT
ajst-8013	93	1	2.3	2.3	NUM
ajst-8013	93	2	.	.	PUNCT
ajst-8013	93	3	method	method	NOUN
ajst-8013	93	4	based	base	VERB
ajst-8013	93	5	on	on	ADP
ajst-8013	93	6	signal	signal	NOUN
ajst-8013	93	7	processing	process	VERB
ajst-8013	93	8	2.3.1	2.3.1	NUM
ajst-8013	93	9	.	.	PUNCT
ajst-8013	93	10	medical	medical	ADJ
ajst-8013	93	11	image	image	NOUN
ajst-8013	93	12	fusion	fusion	NOUN
ajst-8013	93	13	based	base	VERB
ajst-8013	93	14	on	on	ADP
ajst-8013	93	15	convolutional	convolutional	ADJ
ajst-8013	93	16	sparse	sparse	ADJ
ajst-8013	93	17	representation	representation	NOUN
ajst-8013	93	18	(	(	PUNCT
ajst-8013	93	19	csr	csr	NOUN
ajst-8013	93	20	)	)	PUNCT
ajst-8013	93	21	the	the	DET
ajst-8013	93	22	medical	medical	ADJ
ajst-8013	93	23	image	image	NOUN
ajst-8013	93	24	fusion	fusion	NOUN
ajst-8013	93	25	method	method	NOUN
ajst-8013	93	26	based	base	VERB
ajst-8013	93	27	on	on	ADP
ajst-8013	93	28	csr	csr	X
ajst-8013	93	29	(	(	PUNCT
ajst-8013	93	30	convolutional	convolutional	ADJ
ajst-8013	93	31	sparse	sparse	ADJ
ajst-8013	93	32	representation	representation	NOUN
ajst-8013	93	33	)	)	PUNCT
ajst-8013	93	34	aims	aim	VERB
ajst-8013	93	35	to	to	PART
ajst-8013	93	36	obtain	obtain	VERB
ajst-8013	93	37	the	the	DET
ajst-8013	93	38	sparse	sparse	ADJ
ajst-8013	93	39	representation	representation	NOUN
ajst-8013	93	40	of	of	ADP
ajst-8013	93	41	the	the	DET
ajst-8013	93	42	entire	entire	ADJ
ajst-8013	93	43	image	image	NOUN
ajst-8013	93	44	using	use	VERB
ajst-8013	93	45	deconvolution	deconvolution	NOUN
ajst-8013	93	46	methods	method	NOUN
ajst-8013	93	47	for	for	ADP
ajst-8013	93	48	medical	medical	ADJ
ajst-8013	93	49	image	image	NOUN
ajst-8013	93	50	fusion	fusion	NOUN
ajst-8013	93	51	in	in	ADP
ajst-8013	93	52	the	the	DET
ajst-8013	93	53	context	context	NOUN
ajst-8013	93	54	of	of	ADP
ajst-8013	93	55	signal	signal	ADJ
ajst-8013	93	56	processing	processing	NOUN
ajst-8013	93	57	.	.	PUNCT
ajst-8013	94	1	the	the	DET
ajst-8013	94	2	concept	concept	NOUN
ajst-8013	94	3	of	of	ADP
ajst-8013	94	4	csr	csr	NOUN
ajst-8013	94	5	is	be	AUX
ajst-8013	94	6	derived	derive	VERB
ajst-8013	94	7	from	from	ADP
ajst-8013	94	8	the	the	DET
ajst-8013	94	9	deconvolution	deconvolution	NOUN
ajst-8013	94	10	network	network	NOUN
ajst-8013	94	11	proposed	propose	VERB
ajst-8013	94	12	by	by	ADP
ajst-8013	94	13	zeiler	zeiler	PROPN
ajst-8013	94	14	et	et	PROPN
ajst-8013	94	15	al.[18	al.[18	PROPN
ajst-8013	94	16	]	]	PUNCT
ajst-8013	94	17	.	.	PUNCT
ajst-8013	95	1	the	the	DET
ajst-8013	95	2	fundamental	fundamental	ADJ
ajst-8013	95	3	idea	idea	NOUN
ajst-8013	95	4	of	of	ADP
ajst-8013	95	5	csr	csr	NOUN
ajst-8013	95	6	is	be	AUX
ajst-8013	95	7	to	to	PART
ajst-8013	95	8	achieve	achieve	VERB
ajst-8013	95	9	image	image	NOUN
ajst-8013	95	10	convolution	convolution	NOUN
ajst-8013	95	11	decomposition	decomposition	NOUN
ajst-8013	95	12	under	under	ADP
ajst-8013	95	13	sparse	sparse	ADJ
ajst-8013	95	14	constraints	constraint	NOUN
ajst-8013	95	15	.	.	PUNCT
ajst-8013	96	1	the	the	DET
ajst-8013	96	2	goal	goal	NOUN
ajst-8013	96	3	of	of	ADP
ajst-8013	96	4	deconvolution	deconvolution	NOUN
ajst-8013	96	5	networks	network	NOUN
ajst-8013	96	6	is	be	AUX
ajst-8013	96	7	to	to	PART
ajst-8013	96	8	learn	learn	VERB
ajst-8013	96	9	multi	multi	ADJ
ajst-8013	96	10	-	-	ADJ
ajst-8013	96	11	stage	stage	ADJ
ajst-8013	96	12	feature	feature	NOUN
ajst-8013	96	13	representations	representation	NOUN
ajst-8013	96	14	of	of	ADP
ajst-8013	96	15	input	input	NOUN
ajst-8013	96	16	images	image	NOUN
ajst-8013	96	17	by	by	ADP
ajst-8013	96	18	constructing	construct	VERB
ajst-8013	96	19	a	a	DET
ajst-8013	96	20	decomposed	decompose	VERB
ajst-8013	96	21	hierarchy	hierarchy	NOUN
ajst-8013	96	22	.	.	PUNCT
ajst-8013	97	1	input	input	NOUN
ajst-8013	97	2	images	image	NOUN
ajst-8013	97	3	can	can	AUX
ajst-8013	97	4	be	be	AUX
ajst-8013	97	5	reconstructed	reconstruct	VERB
ajst-8013	97	6	from	from	ADP
ajst-8013	97	7	their	their	PRON
ajst-8013	97	8	decomposition	decomposition	NOUN
ajst-8013	97	9	in	in	ADP
ajst-8013	97	10	a	a	DET
ajst-8013	97	11	hierarchical	hierarchical	ADJ
ajst-8013	97	12	manner	manner	NOUN
ajst-8013	97	13	.	.	PUNCT
ajst-8013	98	1	as	as	ADP
ajst-8013	98	2	a	a	DET
ajst-8013	98	3	result	result	NOUN
ajst-8013	98	4	,	,	PUNCT
ajst-8013	98	5	deconvolution	deconvolution	NOUN
ajst-8013	98	6	networks	network	NOUN
ajst-8013	98	7	offer	offer	VERB
ajst-8013	98	8	a	a	DET
ajst-8013	98	9	promising	promising	ADJ
ajst-8013	98	10	image	image	NOUN
ajst-8013	98	11	representation	representation	NOUN
ajst-8013	98	12	method	method	NOUN
ajst-8013	98	13	for	for	ADP
ajst-8013	98	14	feature	feature	NOUN
ajst-8013	98	15	learning	learning	NOUN
ajst-8013	98	16	and	and	CCONJ
ajst-8013	98	17	reconstruction	reconstruction	NOUN
ajst-8013	98	18	-	-	PUNCT
ajst-8013	98	19	based	base	VERB
ajst-8013	98	20	problems	problem	NOUN
ajst-8013	98	21	.	.	PUNCT
ajst-8013	99	1	as	as	ADP
ajst-8013	99	2	the	the	DET
ajst-8013	99	3	foundational	foundational	ADJ
ajst-8013	99	4	architecture	architecture	NOUN
ajst-8013	99	5	of	of	ADP
ajst-8013	99	6	deep	deep	ADJ
ajst-8013	99	7	deconvolution	deconvolution	NOUN
ajst-8013	99	8	networks	network	NOUN
ajst-8013	99	9	,	,	PUNCT
ajst-8013	99	10	csr	csr	X
ajst-8013	99	11	has	have	AUX
ajst-8013	99	12	been	be	AUX
ajst-8013	99	13	successfully	successfully	ADV
ajst-8013	99	14	applied	apply	VERB
ajst-8013	99	15	to	to	ADP
ajst-8013	99	16	a	a	DET
ajst-8013	99	17	wide	wide	ADJ
ajst-8013	99	18	range	range	NOUN
ajst-8013	99	19	of	of	ADP
ajst-8013	99	20	visual	visual	ADJ
ajst-8013	99	21	problems	problem	NOUN
ajst-8013	99	22	,	,	PUNCT
ajst-8013	99	23	such	such	ADJ
ajst-8013	99	24	as	as	ADP
ajst-8013	99	25	video	video	NOUN
ajst-8013	99	26	background	background	NOUN
ajst-8013	99	27	modeling[19	modeling[19	NOUN
ajst-8013	99	28	]	]	PUNCT
ajst-8013	99	29	,	,	PUNCT
ajst-8013	99	30	target	target	NOUN
ajst-8013	99	31	detection	detection	NOUN
ajst-8013	100	1	[	[	X
ajst-8013	100	2	20	20	NUM
ajst-8013	100	3	]	]	PUNCT
ajst-8013	100	4	,	,	PUNCT
ajst-8013	100	5	super	super	ADJ
ajst-8013	100	6	-	-	ADJ
ajst-8013	100	7	resolution[21	resolution[21	ADJ
ajst-8013	100	8	]	]	PUNCT
ajst-8013	100	9	,	,	PUNCT
ajst-8013	100	10	and	and	CCONJ
ajst-8013	100	11	more	more	ADJ
ajst-8013	100	12	.	.	PUNCT
ajst-8013	101	1	image	image	NOUN
ajst-8013	101	2	representation	representation	NOUN
ajst-8013	101	3	methods	method	NOUN
ajst-8013	101	4	based	base	VERB
ajst-8013	101	5	on	on	ADP
ajst-8013	101	6	signal	signal	ADJ
ajst-8013	101	7	processing	processing	NOUN
ajst-8013	101	8	involve	involve	VERB
ajst-8013	101	9	image	image	NOUN
ajst-8013	101	10	fusion	fusion	NOUN
ajst-8013	101	11	through	through	ADP
ajst-8013	101	12	coding	code	VERB
ajst-8013	101	13	and	and	CCONJ
ajst-8013	101	14	filtering	filtering	NOUN
ajst-8013	101	15	.	.	PUNCT
ajst-8013	102	1	one	one	NUM
ajst-8013	102	2	approach	approach	NOUN
ajst-8013	102	3	is	be	AUX
ajst-8013	102	4	based	base	VERB
ajst-8013	102	5	on	on	ADP
ajst-8013	102	6	convolutional	convolutional	ADJ
ajst-8013	102	7	sparse	sparse	ADJ
ajst-8013	102	8	representation	representation	NOUN
ajst-8013	102	9	(	(	PUNCT
ajst-8013	102	10	convolutional	convolutional	ADJ
ajst-8013	102	11	sparse	sparse	ADJ
ajst-8013	102	12	coding	coding	NOUN
ajst-8013	102	13	)	)	PUNCT
ajst-8013	102	14	,	,	PUNCT
ajst-8013	102	15	while	while	SCONJ
ajst-8013	102	16	the	the	DET
ajst-8013	102	17	other	other	ADJ
ajst-8013	102	18	relies	rely	VERB
ajst-8013	102	19	on	on	ADP
ajst-8013	102	20	stacked	stack	VERB
ajst-8013	102	21	autoencoders	autoencoder	NOUN
ajst-8013	102	22	(	(	PUNCT
ajst-8013	102	23	sae	sae	PROPN
ajst-8013	102	24	)	)	PUNCT
ajst-8013	102	25	.	.	PUNCT
ajst-8013	103	1	these	these	DET
ajst-8013	103	2	techniques	technique	NOUN
ajst-8013	103	3	can	can	AUX
ajst-8013	103	4	effectively	effectively	ADV
ajst-8013	103	5	represent	represent	VERB
ajst-8013	103	6	and	and	CCONJ
ajst-8013	103	7	fuse	fuse	VERB
ajst-8013	103	8	medical	medical	ADJ
ajst-8013	103	9	images	image	NOUN
ajst-8013	103	10	,	,	PUNCT
ajst-8013	103	11	ultimately	ultimately	ADV
ajst-8013	103	12	enhancing	enhance	VERB
ajst-8013	103	13	the	the	DET
ajst-8013	103	14	quality	quality	NOUN
ajst-8013	103	15	and	and	CCONJ
ajst-8013	103	16	utility	utility	NOUN
ajst-8013	103	17	of	of	ADP
ajst-8013	103	18	the	the	DET
ajst-8013	103	19	resulting	result	VERB
ajst-8013	103	20	fused	fuse	VERB
ajst-8013	103	21	images	image	NOUN
ajst-8013	103	22	.	.	PUNCT
ajst-8013	104	1	in	in	ADP
ajst-8013	104	2	the	the	DET
ajst-8013	104	3	field	field	NOUN
ajst-8013	104	4	of	of	ADP
ajst-8013	104	5	image	image	NOUN
ajst-8013	104	6	fusion	fusion	NOUN
ajst-8013	104	7	,	,	PUNCT
ajst-8013	104	8	the	the	DET
ajst-8013	104	9	sparse	sparse	ADJ
ajst-8013	104	10	representation	representation	NOUN
ajst-8013	104	11	(	(	PUNCT
ajst-8013	104	12	sr	sr	PROPN
ajst-8013	104	13	)	)	PUNCT
ajst-8013	104	14	method	method	NOUN
ajst-8013	104	15	was	be	AUX
ajst-8013	104	16	first	first	ADV
ajst-8013	104	17	proposed	propose	VERB
ajst-8013	104	18	by	by	ADP
ajst-8013	104	19	yang	yang	PROPN
ajst-8013	104	20	and	and	CCONJ
ajst-8013	104	21	li[22	li[22	PROPN
ajst-8013	104	22	]	]	PUNCT
ajst-8013	104	23	and	and	CCONJ
ajst-8013	104	24	originated	originate	VERB
ajst-8013	104	25	from	from	ADP
ajst-8013	104	26	signal	signal	ADJ
ajst-8013	104	27	processing	processing	NOUN
ajst-8013	104	28	technology	technology	NOUN
ajst-8013	104	29	.	.	PUNCT
ajst-8013	105	1	in	in	ADP
ajst-8013	105	2	traditional	traditional	ADJ
ajst-8013	105	3	sr	sr	PROPN
ajst-8013	105	4	-	-	PUNCT
ajst-8013	105	5	based	base	VERB
ajst-8013	105	6	image	image	NOUN
ajst-8013	105	7	fusion	fusion	NOUN
ajst-8013	105	8	methods	method	NOUN
ajst-8013	105	9	,	,	PUNCT
ajst-8013	105	10	sparse	sparse	ADJ
ajst-8013	105	11	decomposition	decomposition	NOUN
ajst-8013	105	12	is	be	AUX
ajst-8013	105	13	independently	independently	ADV
ajst-8013	105	14	executed	execute	VERB
ajst-8013	105	15	on	on	ADP
ajst-8013	105	16	a	a	DET
ajst-8013	105	17	group	group	NOUN
ajst-8013	105	18	of	of	ADP
ajst-8013	105	19	overlapping	overlap	VERB
ajst-8013	105	20	blocks	block	NOUN
ajst-8013	105	21	extracted	extract	VERB
ajst-8013	105	22	by	by	ADP
ajst-8013	105	23	sliding	slide	VERB
ajst-8013	105	24	window	window	NOUN
ajst-8013	105	25	technology	technology	NOUN
ajst-8013	105	26	.	.	PUNCT
ajst-8013	106	1	as	as	ADP
ajst-8013	106	2	a	a	DET
ajst-8013	106	3	result	result	NOUN
ajst-8013	106	4	,	,	PUNCT
ajst-8013	106	5	the	the	DET
ajst-8013	106	6	representation	representation	NOUN
ajst-8013	106	7	is	be	AUX
ajst-8013	106	8	multi	multi	ADJ
ajst-8013	106	9	-	-	ADJ
ajst-8013	106	10	valued	value	VERB
ajst-8013	106	11	and	and	CCONJ
ajst-8013	106	12	not	not	PART
ajst-8013	106	13	optimal	optimal	ADJ
ajst-8013	106	14	relative	relative	ADJ
ajst-8013	106	15	to	to	ADP
ajst-8013	106	16	the	the	DET
ajst-8013	106	17	whole	whole	ADJ
ajst-8013	106	18	image.liu	image.liu	X
ajst-8013	106	19	et	et	PROPN
ajst-8013	106	20	al.[23	al.[23	PROPN
ajst-8013	106	21	]	]	PUNCT
ajst-8013	106	22	applied	apply	VERB
ajst-8013	106	23	csr	csr	X
ajst-8013	106	24	(	(	PUNCT
ajst-8013	106	25	convolutional	convolutional	ADJ
ajst-8013	106	26	sparse	sparse	ADJ
ajst-8013	106	27	representation	representation	NOUN
ajst-8013	106	28	)	)	PUNCT
ajst-8013	106	29	in	in	ADP
ajst-8013	106	30	multi	multi	ADJ
ajst-8013	106	31	-	-	ADJ
ajst-8013	106	32	modal	modal	ADJ
ajst-8013	106	33	medical	medical	ADJ
ajst-8013	106	34	image	image	NOUN
ajst-8013	106	35	fusion	fusion	NOUN
ajst-8013	106	36	,	,	PUNCT
ajst-8013	106	37	decomposing	decompose	VERB
ajst-8013	106	38	the	the	DET
ajst-8013	106	39	source	source	NOUN
ajst-8013	106	40	image	image	NOUN
ajst-8013	106	41	into	into	ADP
ajst-8013	106	42	a	a	DET
ajst-8013	106	43	base	base	NOUN
ajst-8013	106	44	layer	layer	NOUN
ajst-8013	106	45	and	and	CCONJ
ajst-8013	106	46	detail	detail	NOUN
ajst-8013	106	47	layer	layer	NOUN
ajst-8013	106	48	.	.	PUNCT
ajst-8013	107	1	the	the	DET
ajst-8013	107	2	fundamental	fundamental	ADJ
ajst-8013	107	3	idea	idea	NOUN
ajst-8013	107	4	behind	behind	ADP
ajst-8013	107	5	this	this	DET
ajst-8013	107	6	approach	approach	NOUN
ajst-8013	107	7	is	be	AUX
ajst-8013	107	8	to	to	PART
ajst-8013	107	9	model	model	VERB
ajst-8013	107	10	the	the	DET
ajst-8013	107	11	entire	entire	ADJ
ajst-8013	107	12	source	source	NOUN
ajst-8013	107	13	image	image	NOUN
ajst-8013	107	14	y	y	PROPN
ajst-8013	107	15	as	as	ADP
ajst-8013	107	16	a	a	DET
ajst-8013	107	17	set	set	NOUN
ajst-8013	107	18	of	of	ADP
ajst-8013	107	19	convolution	convolution	NOUN
ajst-8013	107	20	summations	summation	NOUN
ajst-8013	107	21	between	between	ADP
ajst-8013	107	22	sparse	sparse	ADJ
ajst-8013	107	23	mapping	mapping	NOUN
ajst-8013	107	24	x	x	PUNCT
ajst-8013	107	25	and	and	CCONJ
ajst-8013	107	26	dictionary	dictionary	ADJ
ajst-8013	107	27	filter	filter	PROPN
ajst-8013	107	28	d.	d.	PROPN
ajst-8013	107	29	by	by	ADP
ajst-8013	107	30	doing	do	VERB
ajst-8013	107	31	so	so	ADV
ajst-8013	107	32	,	,	PUNCT
ajst-8013	107	33	the	the	DET
ajst-8013	107	34	csr	csr	NOUN
ajst-8013	107	35	method	method	NOUN
ajst-8013	107	36	can	can	AUX
ajst-8013	107	37	provide	provide	VERB
ajst-8013	107	38	a	a	DET
ajst-8013	107	39	more	more	ADV
ajst-8013	107	40	optimal	optimal	ADJ
ajst-8013	107	41	representation	representation	NOUN
ajst-8013	107	42	of	of	ADP
ajst-8013	107	43	the	the	DET
ajst-8013	107	44	source	source	NOUN
ajst-8013	107	45	image	image	NOUN
ajst-8013	107	46	,	,	PUNCT
ajst-8013	107	47	leading	lead	VERB
ajst-8013	107	48	to	to	ADP
ajst-8013	107	49	improved	improved	ADJ
ajst-8013	107	50	fusion	fusion	NOUN
ajst-8013	107	51	results.by	results.by	X
ajst-8013	107	52	incorporating	incorporate	VERB
ajst-8013	107	53	csr	csr	NOUN
ajst-8013	107	54	into	into	ADP
ajst-8013	107	55	multi	multi	ADJ
ajst-8013	107	56	-	-	ADJ
ajst-8013	107	57	modal	modal	ADJ
ajst-8013	107	58	medical	medical	ADJ
ajst-8013	107	59	image	image	NOUN
ajst-8013	107	60	fusion	fusion	NOUN
ajst-8013	107	61	,	,	PUNCT
ajst-8013	107	62	researchers	researcher	NOUN
ajst-8013	107	63	can	can	AUX
ajst-8013	107	64	create	create	VERB
ajst-8013	107	65	fused	fused	ADJ
ajst-8013	107	66	images	image	NOUN
ajst-8013	107	67	that	that	PRON
ajst-8013	107	68	better	well	ADV
ajst-8013	107	69	capture	capture	VERB
ajst-8013	107	70	the	the	DET
ajst-8013	107	71	valuable	valuable	ADJ
ajst-8013	107	72	information	information	NOUN
ajst-8013	107	73	from	from	ADP
ajst-8013	107	74	different	different	ADJ
ajst-8013	107	75	imaging	imaging	NOUN
ajst-8013	107	76	modalities	modality	NOUN
ajst-8013	107	77	.	.	PUNCT
ajst-8013	108	1	this	this	PRON
ajst-8013	108	2	,	,	PUNCT
ajst-8013	108	3	in	in	ADP
ajst-8013	108	4	turn	turn	NOUN
ajst-8013	108	5	,	,	PUNCT
ajst-8013	108	6	allows	allow	VERB
ajst-8013	108	7	medical	medical	ADJ
ajst-8013	108	8	professionals	professional	NOUN
ajst-8013	108	9	to	to	PART
ajst-8013	108	10	gain	gain	VERB
ajst-8013	108	11	a	a	DET
ajst-8013	108	12	more	more	ADV
ajst-8013	108	13	comprehensive	comprehensive	ADJ
ajst-8013	108	14	understanding	understanding	NOUN
ajst-8013	108	15	of	of	ADP
ajst-8013	108	16	the	the	DET
ajst-8013	108	17	biological	biological	ADJ
ajst-8013	108	18	structures	structure	NOUN
ajst-8013	108	19	and	and	CCONJ
ajst-8013	108	20	functions	function	NOUN
ajst-8013	108	21	being	be	AUX
ajst-8013	108	22	examined	examine	VERB
ajst-8013	108	23	,	,	PUNCT
ajst-8013	108	24	ultimately	ultimately	ADV
ajst-8013	108	25	aiding	aid	VERB
ajst-8013	108	26	in	in	ADP
ajst-8013	108	27	more	more	ADV
ajst-8013	108	28	accurate	accurate	ADJ
ajst-8013	108	29	diagnoses	diagnosis	NOUN
ajst-8013	108	30	and	and	CCONJ
ajst-8013	108	31	more	more	ADV
ajst-8013	108	32	effective	effective	ADJ
ajst-8013	108	33	treatment	treatment	NOUN
ajst-8013	108	34	decisions	decision	NOUN
ajst-8013	108	35	.	.	PUNCT
ajst-8013	109	1	2.3.2	2.3.2	X
ajst-8013	109	2	.	.	PUNCT
ajst-8013	109	3	medical	medical	ADJ
ajst-8013	109	4	image	image	NOUN
ajst-8013	109	5	fusion	fusion	NOUN
ajst-8013	109	6	based	base	VERB
ajst-8013	109	7	on	on	ADP
ajst-8013	109	8	stacked	stack	VERB
ajst-8013	109	9	autoencoder	autoencoder	NOUN
ajst-8013	109	10	(	(	PUNCT
ajst-8013	109	11	sae	sae	PROPN
ajst-8013	109	12	)	)	PUNCT
ajst-8013	109	13	image	image	NOUN
ajst-8013	109	14	fusion	fusion	NOUN
ajst-8013	109	15	based	base	VERB
ajst-8013	109	16	on	on	ADP
ajst-8013	109	17	stacked	stack	VERB
ajst-8013	109	18	autoencoding	autoencoding	NOUN
ajst-8013	109	19	employs	employ	NOUN
ajst-8013	109	20	stacking	stack	VERB
ajst-8013	109	21	to	to	PART
ajst-8013	109	22	train	train	VERB
ajst-8013	109	23	multiple	multiple	ADJ
ajst-8013	109	24	basic	basic	ADJ
ajst-8013	109	25	units	unit	NOUN
ajst-8013	109	26	,	,	PUNCT
ajst-8013	109	27	addressing	address	VERB
ajst-8013	109	28	the	the	DET
ajst-8013	109	29	issue	issue	NOUN
ajst-8013	109	30	of	of	ADP
ajst-8013	109	31	information	information	NOUN
ajst-8013	109	32	loss	loss	NOUN
ajst-8013	109	33	during	during	ADP
ajst-8013	109	34	image	image	NOUN
ajst-8013	109	35	decomposition	decomposition	NOUN
ajst-8013	109	36	.	.	PUNCT
ajst-8013	110	1	in	in	ADP
ajst-8013	110	2	existing	exist	VERB
ajst-8013	110	3	medical	medical	ADJ
ajst-8013	110	4	image	image	NOUN
ajst-8013	110	5	fusion	fusion	NOUN
ajst-8013	110	6	approaches	approach	NOUN
ajst-8013	110	7	based	base	VERB
ajst-8013	110	8	on	on	ADP
ajst-8013	110	9	cnn	cnn	PROPN
ajst-8013	110	10	,	,	PUNCT
ajst-8013	110	11	the	the	DET
ajst-8013	110	12	feature	feature	NOUN
ajst-8013	110	13	dimension	dimension	NOUN
ajst-8013	110	14	of	of	ADP
ajst-8013	110	15	the	the	DET
ajst-8013	110	16	final	final	ADJ
ajst-8013	110	17	output	output	NOUN
ajst-8013	110	18	from	from	ADP
ajst-8013	110	19	convolution	convolution	NOUN
ajst-8013	110	20	kernel	kernel	PROPN
ajst-8013	110	21	subsampling	subsample	VERB
ajst-8013	110	22	is	be	AUX
ajst-8013	110	23	low	low	ADJ
ajst-8013	110	24	.	.	PUNCT
ajst-8013	111	1	thus	thus	ADV
ajst-8013	111	2	,	,	PUNCT
ajst-8013	111	3	directly	directly	ADV
ajst-8013	111	4	using	use	VERB
ajst-8013	111	5	the	the	DET
ajst-8013	111	6	cnn	cnn	PROPN
ajst-8013	111	7	model	model	NOUN
ajst-8013	111	8	for	for	ADP
ajst-8013	111	9	image	image	NOUN
ajst-8013	111	10	decomposition	decomposition	NOUN
ajst-8013	111	11	can	can	AUX
ajst-8013	111	12	lead	lead	VERB
ajst-8013	111	13	to	to	ADP
ajst-8013	111	14	information	information	NOUN
ajst-8013	111	15	loss	loss	NOUN
ajst-8013	111	16	and	and	CCONJ
ajst-8013	111	17	suboptimal	suboptimal	ADJ
ajst-8013	111	18	fusion	fusion	NOUN
ajst-8013	111	19	.	.	PUNCT
ajst-8013	112	1	to	to	PART
ajst-8013	112	2	tackle	tackle	VERB
ajst-8013	112	3	this	this	DET
ajst-8013	112	4	problem	problem	NOUN
ajst-8013	112	5	,	,	PUNCT
ajst-8013	112	6	xia	xia	PROPN
ajst-8013	112	7	et	et	NOUN
ajst-8013	112	8	al.[24	al.[24	PROPN
ajst-8013	112	9	]	]	PUNCT
ajst-8013	112	10	comprehensively	comprehensively	ADV
ajst-8013	112	11	utilized	utilize	VERB
ajst-8013	112	12	the	the	DET
ajst-8013	112	13	features	feature	NOUN
ajst-8013	112	14	of	of	ADP
ajst-8013	112	15	multi	multi	ADJ
ajst-8013	112	16	-	-	ADJ
ajst-8013	112	17	scale	scale	ADJ
ajst-8013	112	18	transformation	transformation	NOUN
ajst-8013	112	19	and	and	CCONJ
ajst-8013	112	20	deep	deep	ADJ
ajst-8013	112	21	convolutional	convolutional	ADJ
ajst-8013	112	22	neural	neural	ADJ
ajst-8013	112	23	networks	network	NOUN
ajst-8013	112	24	.	.	PUNCT
ajst-8013	113	1	laplace	laplace	NOUN
ajst-8013	113	2	filters	filter	NOUN
ajst-8013	113	3	and	and	CCONJ
ajst-8013	113	4	gaussian	gaussian	ADJ
ajst-8013	113	5	filters	filter	NOUN
ajst-8013	113	6	are	be	AUX
ajst-8013	113	7	employed	employ	VERB
ajst-8013	113	8	to	to	PART
ajst-8013	113	9	decompose	decompose	VERB
ajst-8013	113	10	the	the	DET
ajst-8013	113	11	source	source	NOUN
ajst-8013	113	12	image	image	NOUN
ajst-8013	113	13	into	into	ADP
ajst-8013	113	14	subimages	subimage	NOUN
ajst-8013	113	15	,	,	PUNCT
ajst-8013	113	16	which	which	PRON
ajst-8013	113	17	then	then	ADV
ajst-8013	113	18	serve	serve	VERB
ajst-8013	113	19	as	as	ADP
ajst-8013	113	20	the	the	DET
ajst-8013	113	21	first	first	ADJ
ajst-8013	113	22	layer	layer	NOUN
ajst-8013	113	23	of	of	ADP
ajst-8013	113	24	the	the	DET
ajst-8013	113	25	network	network	NOUN
ajst-8013	113	26	.	.	PUNCT
ajst-8013	114	1	the	the	DET
ajst-8013	114	2	remaining	remain	VERB
ajst-8013	114	3	convolution	convolution	NOUN
ajst-8013	114	4	kernels	kernel	NOUN
ajst-8013	114	5	are	be	AUX
ajst-8013	114	6	initialized	initialize	VERB
ajst-8013	114	7	based	base	VERB
ajst-8013	114	8	on	on	ADP
ajst-8013	114	9	the	the	DET
ajst-8013	114	10	he	he	PROPN
ajst-8013	114	11	method	method	NOUN
ajst-8013	114	12	,	,	PUNCT
ajst-8013	114	13	and	and	CCONJ
ajst-8013	114	14	the	the	DET
ajst-8013	114	15	back	back	ADJ
ajst-8013	114	16	-	-	PUNCT
ajst-8013	114	17	propagation	propagation	NOUN
ajst-8013	114	18	algorithm	algorithm	NOUN
ajst-8013	114	19	is	be	AUX
ajst-8013	114	20	used	use	VERB
ajst-8013	114	21	to	to	PART
ajst-8013	114	22	train	train	VERB
ajst-8013	114	23	the	the	DET
ajst-8013	114	24	basic	basic	ADJ
ajst-8013	114	25	units	unit	NOUN
ajst-8013	114	26	.	.	PUNCT
ajst-8013	115	1	multiple	multiple	ADJ
ajst-8013	115	2	basic	basic	ADJ
ajst-8013	115	3	units	unit	NOUN
ajst-8013	115	4	are	be	AUX
ajst-8013	115	5	trained	train	VERB
ajst-8013	115	6	using	use	VERB
ajst-8013	115	7	the	the	DET
ajst-8013	115	8	stacked	stacked	ADJ
ajst-8013	115	9	autoencoder	autoencoder	NOUN
ajst-8013	115	10	(	(	PUNCT
ajst-8013	115	11	sae	sae	PROPN
ajst-8013	115	12	)	)	PUNCT
ajst-8013	115	13	concept	concept	NOUN
ajst-8013	115	14	,	,	PUNCT
ajst-8013	115	15	and	and	CCONJ
ajst-8013	115	16	a	a	DET
ajst-8013	115	17	deep	deep	ADJ
ajst-8013	115	18	stacked	stack	VERB
ajst-8013	115	19	neural	neural	ADJ
ajst-8013	115	20	network	network	NOUN
ajst-8013	115	21	(	(	PUNCT
ajst-8013	115	22	dscnn	dscnn	PROPN
ajst-8013	115	23	)	)	PUNCT
ajst-8013	115	24	is	be	AUX
ajst-8013	115	25	created	create	VERB
ajst-8013	115	26	by	by	ADP
ajst-8013	115	27	stacking	stack	VERB
ajst-8013	115	28	the	the	DET
ajst-8013	115	29	cnns	cnn	NOUN
ajst-8013	115	30	.	.	PUNCT
ajst-8013	116	1	this	this	DET
ajst-8013	116	2	method	method	NOUN
ajst-8013	116	3	enables	enable	VERB
ajst-8013	116	4	adaptive	adaptive	ADJ
ajst-8013	116	5	decomposition	decomposition	NOUN
ajst-8013	116	6	and	and	CCONJ
ajst-8013	116	7	reconstruction	reconstruction	NOUN
ajst-8013	116	8	of	of	ADP
ajst-8013	116	9	the	the	DET
ajst-8013	116	10	fused	fuse	VERB
ajst-8013	116	11	image	image	NOUN
ajst-8013	116	12	without	without	ADP
ajst-8013	116	13	the	the	DET
ajst-8013	116	14	need	need	NOUN
ajst-8013	116	15	for	for	ADP
ajst-8013	116	16	manual	manual	ADJ
ajst-8013	116	17	filter	filter	NOUN
ajst-8013	116	18	selection	selection	NOUN
ajst-8013	116	19	.	.	PUNCT
ajst-8013	117	1	its	its	PRON
ajst-8013	117	2	performance	performance	NOUN
ajst-8013	117	3	surpasses	surpass	VERB
ajst-8013	117	4	that	that	PRON
ajst-8013	117	5	of	of	ADP
ajst-8013	117	6	nsct	nsct	PROPN
ajst-8013	117	7	and	and	CCONJ
ajst-8013	117	8	nsst	nsst	ADJ
ajst-8013	117	9	methods	method	NOUN
ajst-8013	117	10	;	;	PUNCT
ajst-8013	117	11	however	however	ADV
ajst-8013	117	12	,	,	PUNCT
ajst-8013	117	13	the	the	DET
ajst-8013	117	14	fusion	fusion	NOUN
ajst-8013	117	15	rules	rule	NOUN
ajst-8013	117	16	still	still	ADV
ajst-8013	117	17	require	require	VERB
ajst-8013	117	18	manual	manual	ADJ
ajst-8013	117	19	selection	selection	NOUN
ajst-8013	117	20	.	.	PUNCT
ajst-8013	118	1	overall	overall	ADV
ajst-8013	118	2	,	,	PUNCT
ajst-8013	118	3	the	the	DET
ajst-8013	118	4	image	image	NOUN
ajst-8013	118	5	fusion	fusion	NOUN
ajst-8013	118	6	approach	approach	NOUN
ajst-8013	118	7	based	base	VERB
ajst-8013	118	8	on	on	ADP
ajst-8013	118	9	stacked	stack	VERB
ajst-8013	118	10	autoencoding	autoencoding	NOUN
ajst-8013	118	11	offers	offer	VERB
ajst-8013	118	12	an	an	DET
ajst-8013	118	13	effective	effective	ADJ
ajst-8013	118	14	solution	solution	NOUN
ajst-8013	118	15	for	for	ADP
ajst-8013	118	16	minimizing	minimize	VERB
ajst-8013	118	17	information	information	NOUN
ajst-8013	118	18	loss	loss	NOUN
ajst-8013	118	19	during	during	ADP
ajst-8013	118	20	the	the	DET
ajst-8013	118	21	fusion	fusion	NOUN
ajst-8013	118	22	process	process	NOUN
ajst-8013	118	23	and	and	CCONJ
ajst-8013	118	24	generating	generate	VERB
ajst-8013	118	25	higher	high	ADJ
ajst-8013	118	26	-	-	PUNCT
ajst-8013	118	27	quality	quality	NOUN
ajst-8013	118	28	fused	fuse	VERB
ajst-8013	118	29	images	image	NOUN
ajst-8013	118	30	.	.	PUNCT
ajst-8013	119	1	2.4	2.4	NUM
ajst-8013	119	2	.	.	PUNCT
ajst-8013	119	3	unification	unification	NOUN
ajst-8013	119	4	based	base	VERB
ajst-8013	119	5	fusion	fusion	NOUN
ajst-8013	119	6	method	method	NOUN
ajst-8013	119	7	the	the	DET
ajst-8013	119	8	performance	performance	NOUN
ajst-8013	119	9	of	of	ADP
ajst-8013	119	10	medical	medical	ADJ
ajst-8013	119	11	image	image	NOUN
ajst-8013	119	12	fusion	fusion	NOUN
ajst-8013	119	13	methods	method	NOUN
ajst-8013	119	14	based	base	VERB
ajst-8013	119	15	on	on	ADP
ajst-8013	119	16	deep	deep	ADJ
ajst-8013	119	17	learning	learning	NOUN
ajst-8013	119	18	surpasses	surpasse	NOUN
ajst-8013	119	19	that	that	PRON
ajst-8013	119	20	of	of	ADP
ajst-8013	119	21	traditional	traditional	ADJ
ajst-8013	119	22	approaches	approach	NOUN
ajst-8013	119	23	.	.	PUNCT
ajst-8013	120	1	however	however	ADV
ajst-8013	120	2	,	,	PUNCT
ajst-8013	120	3	training	train	VERB
ajst-8013	120	4	these	these	DET
ajst-8013	120	5	models	model	NOUN
ajst-8013	120	6	necessitates	necessitate	VERB
ajst-8013	120	7	substantial	substantial	ADJ
ajst-8013	120	8	data	datum	NOUN
ajst-8013	120	9	support	support	NOUN
ajst-8013	120	10	,	,	PUNCT
ajst-8013	120	11	and	and	CCONJ
ajst-8013	120	12	medical	medical	ADJ
ajst-8013	120	13	image	image	NOUN
ajst-8013	120	14	data	datum	NOUN
ajst-8013	120	15	is	be	AUX
ajst-8013	120	16	often	often	ADV
ajst-8013	120	17	scarce	scarce	ADJ
ajst-8013	120	18	and	and	CCONJ
ajst-8013	120	19	challenging	challenging	ADJ
ajst-8013	120	20	to	to	PART
ajst-8013	120	21	label	label	VERB
ajst-8013	120	22	.	.	PUNCT
ajst-8013	121	1	some	some	DET
ajst-8013	121	2	strategies	strategy	NOUN
ajst-8013	121	3	address	address	VERB
ajst-8013	121	4	this	this	DET
ajst-8013	121	5	issue	issue	NOUN
ajst-8013	121	6	through	through	ADP
ajst-8013	121	7	the	the	DET
ajst-8013	121	8	use	use	NOUN
ajst-8013	121	9	of	of	ADP
ajst-8013	121	10	artificially	artificially	ADV
ajst-8013	121	11	created	create	VERB
ajst-8013	121	12	real	real	ADJ
ajst-8013	121	13	images	image	NOUN
ajst-8013	121	14	,	,	PUNCT
ajst-8013	121	15	but	but	CCONJ
ajst-8013	121	16	there	there	PRON
ajst-8013	121	17	is	be	VERB
ajst-8013	121	18	no	no	DET
ajst-8013	121	19	uniform	uniform	ADJ
ajst-8013	121	20	standard	standard	NOUN
ajst-8013	121	21	for	for	ADP
ajst-8013	121	22	assessing	assess	VERB
ajst-8013	121	23	the	the	DET
ajst-8013	121	24	suitability	suitability	NOUN
ajst-8013	121	25	of	of	ADP
ajst-8013	121	26	these	these	DET
ajst-8013	121	27	artificial	artificial	ADJ
ajst-8013	121	28	ground	ground	NOUN
ajst-8013	121	29	truth	truth	NOUN
ajst-8013	121	30	images	image	NOUN
ajst-8013	121	31	.	.	PUNCT
ajst-8013	122	1	furthermore	furthermore	ADV
ajst-8013	122	2	,	,	PUNCT
ajst-8013	122	3	the	the	DET
ajst-8013	122	4	process	process	NOUN
ajst-8013	122	5	of	of	ADP
ajst-8013	122	6	creating	create	VERB
ajst-8013	122	7	artificial	artificial	ADJ
ajst-8013	122	8	images	image	NOUN
ajst-8013	122	9	is	be	AUX
ajst-8013	122	10	not	not	PART
ajst-8013	122	11	only	only	ADV
ajst-8013	122	12	time	time	NOUN
ajst-8013	122	13	-	-	PUNCT
ajst-8013	122	14	consuming	consume	VERB
ajst-8013	122	15	and	and	CCONJ
ajst-8013	122	16	demanding	demanding	ADJ
ajst-8013	122	17	,	,	PUNCT
ajst-8013	122	18	but	but	CCONJ
ajst-8013	122	19	also	also	ADV
ajst-8013	122	20	limited	limit	VERB
ajst-8013	122	21	in	in	ADP
ajst-8013	122	22	its	its	PRON
ajst-8013	122	23	effectiveness	effectiveness	NOUN
ajst-8013	122	24	.	.	PUNCT
ajst-8013	123	1	it	it	PRON
ajst-8013	123	2	is	be	AUX
ajst-8013	123	3	typically	typically	ADV
ajst-8013	123	4	useful	useful	ADJ
ajst-8013	123	5	only	only	ADV
ajst-8013	123	6	for	for	ADP
ajst-8013	123	7	specific	specific	ADJ
ajst-8013	123	8	image	image	NOUN
ajst-8013	123	9	fusion	fusion	NOUN
ajst-8013	123	10	tasks	task	NOUN
ajst-8013	123	11	(	(	PUNCT
ajst-8013	123	12	such	such	ADJ
ajst-8013	123	13	as	as	ADP
ajst-8013	123	14	multi	multi	ADJ
ajst-8013	123	15	-	-	ADJ
ajst-8013	123	16	focus	focus	ADJ
ajst-8013	123	17	,	,	PUNCT
ajst-8013	123	18	multi	multi	ADJ
ajst-8013	123	19	-	-	NOUN
ajst-8013	123	20	exposure	exposure	ADJ
ajst-8013	123	21	,	,	PUNCT
ajst-8013	123	22	and	and	CCONJ
ajst-8013	123	23	multimodal	multimodal	ADJ
ajst-8013	123	24	fusion	fusion	NOUN
ajst-8013	123	25	)	)	PUNCT
ajst-8013	123	26	and	and	CCONJ
ajst-8013	123	27	can	can	AUX
ajst-8013	123	28	be	be	AUX
ajst-8013	123	29	difficult	difficult	ADJ
ajst-8013	123	30	to	to	PART
ajst-8013	123	31	generalize	generalize	VERB
ajst-8013	123	32	across	across	ADP
ajst-8013	123	33	different	different	ADJ
ajst-8013	123	34	fusion	fusion	NOUN
ajst-8013	123	35	tasks	task	NOUN
ajst-8013	123	36	.	.	PUNCT
ajst-8013	124	1	to	to	PART
ajst-8013	124	2	overcome	overcome	VERB
ajst-8013	124	3	these	these	DET
ajst-8013	124	4	challenges	challenge	NOUN
ajst-8013	124	5	,	,	PUNCT
ajst-8013	124	6	future	future	ADJ
ajst-8013	124	7	research	research	NOUN
ajst-8013	124	8	may	may	AUX
ajst-8013	124	9	need	need	VERB
ajst-8013	124	10	to	to	PART
ajst-8013	124	11	focus	focus	VERB
ajst-8013	124	12	on	on	ADP
ajst-8013	124	13	developing	develop	VERB
ajst-8013	124	14	more	more	ADV
ajst-8013	124	15	efficient	efficient	ADJ
ajst-8013	124	16	labeling	labeling	NOUN
ajst-8013	124	17	techniques	technique	NOUN
ajst-8013	124	18	,	,	PUNCT
ajst-8013	124	19	exploring	explore	VERB
ajst-8013	124	20	unsupervised	unsupervised	ADJ
ajst-8013	124	21	or	or	CCONJ
ajst-8013	124	22	semi	semi	ADJ
ajst-8013	124	23	-	-	ADJ
ajst-8013	124	24	supervised	supervised	ADJ
ajst-8013	124	25	learning	learning	NOUN
ajst-8013	124	26	methods	method	NOUN
ajst-8013	124	27	,	,	PUNCT
ajst-8013	124	28	and	and	CCONJ
ajst-8013	124	29	designing	design	VERB
ajst-8013	124	30	more	more	ADV
ajst-8013	124	31	robust	robust	ADJ
ajst-8013	124	32	fusion	fusion	NOUN
ajst-8013	124	33	models	model	NOUN
ajst-8013	124	34	that	that	PRON
ajst-8013	124	35	can	can	AUX
ajst-8013	124	36	adapt	adapt	VERB
ajst-8013	124	37	to	to	ADP
ajst-8013	124	38	various	various	ADJ
ajst-8013	124	39	tasks	task	NOUN
ajst-8013	124	40	with	with	ADP
ajst-8013	124	41	minimal	minimal	ADJ
ajst-8013	124	42	dependence	dependence	NOUN
ajst-8013	124	43	on	on	ADP
ajst-8013	124	44	large	large	ADJ
ajst-8013	124	45	-	-	PUNCT
ajst-8013	124	46	scale	scale	NOUN
ajst-8013	124	47	labeled	label	VERB
ajst-8013	124	48	data	datum	NOUN
ajst-8013	124	49	.	.	PUNCT
ajst-8013	125	1	additionally	additionally	ADV
ajst-8013	125	2	,	,	PUNCT
ajst-8013	125	3	establishing	establish	VERB
ajst-8013	125	4	uniform	uniform	ADJ
ajst-8013	125	5	evaluation	evaluation	NOUN
ajst-8013	125	6	metrics	metric	NOUN
ajst-8013	125	7	206	206	NUM
ajst-8013	125	8	for	for	ADP
ajst-8013	125	9	artificial	artificial	ADJ
ajst-8013	125	10	ground	ground	NOUN
ajst-8013	125	11	truth	truth	NOUN
ajst-8013	125	12	images	image	NOUN
ajst-8013	125	13	could	could	AUX
ajst-8013	125	14	help	help	VERB
ajst-8013	125	15	standardize	standardize	VERB
ajst-8013	125	16	the	the	DET
ajst-8013	125	17	assessment	assessment	NOUN
ajst-8013	125	18	of	of	ADP
ajst-8013	125	19	fusion	fusion	NOUN
ajst-8013	125	20	methods	method	NOUN
ajst-8013	125	21	and	and	CCONJ
ajst-8013	125	22	enhance	enhance	VERB
ajst-8013	125	23	their	their	PRON
ajst-8013	125	24	applicability	applicability	NOUN
ajst-8013	125	25	across	across	ADP
ajst-8013	125	26	a	a	DET
ajst-8013	125	27	broader	broad	ADJ
ajst-8013	125	28	range	range	NOUN
ajst-8013	125	29	of	of	ADP
ajst-8013	125	30	medical	medical	ADJ
ajst-8013	125	31	image	image	NOUN
ajst-8013	125	32	fusion	fusion	NOUN
ajst-8013	125	33	tasks	task	NOUN
ajst-8013	125	34	.	.	PUNCT
ajst-8013	126	1	the	the	DET
ajst-8013	126	2	unified	unify	VERB
ajst-8013	126	3	fusion	fusion	NOUN
ajst-8013	126	4	method	method	NOUN
ajst-8013	126	5	aims	aim	VERB
ajst-8013	126	6	to	to	PART
ajst-8013	126	7	train	train	VERB
ajst-8013	126	8	a	a	DET
ajst-8013	126	9	versatile	versatile	ADJ
ajst-8013	126	10	,	,	PUNCT
ajst-8013	126	11	unified	unified	ADJ
ajst-8013	126	12	model	model	NOUN
ajst-8013	126	13	on	on	ADP
ajst-8013	126	14	various	various	ADJ
ajst-8013	126	15	types	type	NOUN
ajst-8013	126	16	of	of	ADP
ajst-8013	126	17	images	image	NOUN
ajst-8013	126	18	(	(	PUNCT
ajst-8013	126	19	multi	multi	ADJ
ajst-8013	126	20	-	-	NOUN
ajst-8013	126	21	exposure	exposure	ADJ
ajst-8013	126	22	,	,	PUNCT
ajst-8013	126	23	multifocus	multifocus	NOUN
ajst-8013	126	24	,	,	PUNCT
ajst-8013	126	25	visible	visible	ADJ
ajst-8013	126	26	light	light	NOUN
ajst-8013	126	27	,	,	PUNCT
ajst-8013	126	28	medical	medical	ADJ
ajst-8013	126	29	images	image	NOUN
ajst-8013	126	30	)	)	PUNCT
ajst-8013	126	31	by	by	ADP
ajst-8013	126	32	adjusting	adjust	VERB
ajst-8013	126	33	the	the	DET
ajst-8013	126	34	loss	loss	NOUN
ajst-8013	126	35	function	function	NOUN
ajst-8013	126	36	and	and	CCONJ
ajst-8013	126	37	incorporating	incorporate	VERB
ajst-8013	126	38	flexible	flexible	ADJ
ajst-8013	126	39	weights	weight	NOUN
ajst-8013	126	40	,	,	PUNCT
ajst-8013	126	41	allowing	allow	VERB
ajst-8013	126	42	the	the	DET
ajst-8013	126	43	model	model	NOUN
ajst-8013	126	44	to	to	PART
ajst-8013	126	45	learn	learn	VERB
ajst-8013	126	46	features	feature	NOUN
ajst-8013	126	47	from	from	ADP
ajst-8013	126	48	different	different	ADJ
ajst-8013	126	49	image	image	NOUN
ajst-8013	126	50	types	type	NOUN
ajst-8013	126	51	and	and	CCONJ
ajst-8013	126	52	apply	apply	VERB
ajst-8013	126	53	them	they	PRON
ajst-8013	126	54	to	to	PART
ajst-8013	126	55	diverse	diverse	VERB
ajst-8013	126	56	fusion	fusion	NOUN
ajst-8013	126	57	tasks	task	NOUN
ajst-8013	126	58	.	.	PUNCT
ajst-8013	127	1	by	by	ADP
ajst-8013	127	2	doing	do	VERB
ajst-8013	127	3	so	so	ADV
ajst-8013	127	4	,	,	PUNCT
ajst-8013	127	5	the	the	DET
ajst-8013	127	6	fused	fuse	VERB
ajst-8013	127	7	images	image	NOUN
ajst-8013	127	8	produced	produce	VERB
ajst-8013	127	9	by	by	ADP
ajst-8013	127	10	this	this	DET
ajst-8013	127	11	method	method	NOUN
ajst-8013	127	12	exhibit	exhibit	VERB
ajst-8013	127	13	higher	high	ADJ
ajst-8013	127	14	resolution	resolution	NOUN
ajst-8013	127	15	compared	compare	VERB
ajst-8013	127	16	to	to	ADP
ajst-8013	127	17	those	those	PRON
ajst-8013	127	18	generated	generate	VERB
ajst-8013	127	19	by	by	ADP
ajst-8013	127	20	specific	specific	ADJ
ajst-8013	127	21	image	image	NOUN
ajst-8013	127	22	fusion	fusion	NOUN
ajst-8013	127	23	techniques	technique	NOUN
ajst-8013	127	24	.	.	PUNCT
ajst-8013	128	1	this	this	DET
ajst-8013	128	2	approach	approach	NOUN
ajst-8013	128	3	offers	offer	VERB
ajst-8013	128	4	several	several	ADJ
ajst-8013	128	5	advantages	advantage	NOUN
ajst-8013	128	6	,	,	PUNCT
ajst-8013	128	7	such	such	ADJ
ajst-8013	128	8	as	as	ADP
ajst-8013	128	9	reducing	reduce	VERB
ajst-8013	128	10	the	the	DET
ajst-8013	128	11	need	need	NOUN
ajst-8013	128	12	for	for	ADP
ajst-8013	128	13	multiple	multiple	ADJ
ajst-8013	128	14	specialized	specialized	ADJ
ajst-8013	128	15	models	model	NOUN
ajst-8013	128	16	for	for	ADP
ajst-8013	128	17	different	different	ADJ
ajst-8013	128	18	tasks	task	NOUN
ajst-8013	128	19	,	,	PUNCT
ajst-8013	128	20	saving	save	VERB
ajst-8013	128	21	time	time	NOUN
ajst-8013	128	22	and	and	CCONJ
ajst-8013	128	23	resources	resource	NOUN
ajst-8013	128	24	in	in	ADP
ajst-8013	128	25	model	model	NOUN
ajst-8013	128	26	development	development	NOUN
ajst-8013	128	27	,	,	PUNCT
ajst-8013	128	28	and	and	CCONJ
ajst-8013	128	29	improving	improve	VERB
ajst-8013	128	30	the	the	DET
ajst-8013	128	31	overall	overall	ADJ
ajst-8013	128	32	performance	performance	NOUN
ajst-8013	128	33	of	of	ADP
ajst-8013	128	34	image	image	NOUN
ajst-8013	128	35	fusion	fusion	NOUN
ajst-8013	128	36	.	.	PUNCT
ajst-8013	129	1	however	however	ADV
ajst-8013	129	2	,	,	PUNCT
ajst-8013	129	3	it	it	PRON
ajst-8013	129	4	may	may	AUX
ajst-8013	129	5	also	also	ADV
ajst-8013	129	6	face	face	VERB
ajst-8013	129	7	challenges	challenge	NOUN
ajst-8013	129	8	in	in	ADP
ajst-8013	129	9	finding	find	VERB
ajst-8013	129	10	the	the	DET
ajst-8013	129	11	optimal	optimal	ADJ
ajst-8013	129	12	balance	balance	NOUN
ajst-8013	129	13	between	between	ADP
ajst-8013	129	14	learning	learn	VERB
ajst-8013	129	15	diverse	diverse	ADJ
ajst-8013	129	16	features	feature	NOUN
ajst-8013	129	17	and	and	CCONJ
ajst-8013	129	18	retaining	retain	VERB
ajst-8013	129	19	specific	specific	ADJ
ajst-8013	129	20	characteristics	characteristic	NOUN
ajst-8013	129	21	of	of	ADP
ajst-8013	129	22	each	each	DET
ajst-8013	129	23	image	image	NOUN
ajst-8013	129	24	type	type	NOUN
ajst-8013	129	25	,	,	PUNCT
ajst-8013	129	26	as	as	ADV
ajst-8013	129	27	well	well	ADV
ajst-8013	129	28	as	as	ADP
ajst-8013	129	29	in	in	ADP
ajst-8013	129	30	generalizing	generalize	VERB
ajst-8013	129	31	the	the	DET
ajst-8013	129	32	model	model	NOUN
ajst-8013	129	33	to	to	ADP
ajst-8013	129	34	new	new	ADJ
ajst-8013	129	35	and	and	CCONJ
ajst-8013	129	36	unseen	unseen	ADJ
ajst-8013	129	37	tasks	task	NOUN
ajst-8013	129	38	.	.	PUNCT
ajst-8013	130	1	to	to	PART
ajst-8013	130	2	further	far	ADV
ajst-8013	130	3	enhance	enhance	VERB
ajst-8013	130	4	the	the	DET
ajst-8013	130	5	performance	performance	NOUN
ajst-8013	130	6	of	of	ADP
ajst-8013	130	7	unified	unified	ADJ
ajst-8013	130	8	fusion	fusion	NOUN
ajst-8013	130	9	methods	method	NOUN
ajst-8013	130	10	,	,	PUNCT
ajst-8013	130	11	researchers	researcher	NOUN
ajst-8013	130	12	may	may	AUX
ajst-8013	130	13	explore	explore	VERB
ajst-8013	130	14	ways	way	NOUN
ajst-8013	130	15	to	to	PART
ajst-8013	130	16	improve	improve	VERB
ajst-8013	130	17	the	the	DET
ajst-8013	130	18	adaptability	adaptability	NOUN
ajst-8013	130	19	of	of	ADP
ajst-8013	130	20	the	the	DET
ajst-8013	130	21	model	model	NOUN
ajst-8013	130	22	to	to	ADP
ajst-8013	130	23	various	various	ADJ
ajst-8013	130	24	tasks	task	NOUN
ajst-8013	130	25	,	,	PUNCT
ajst-8013	130	26	develop	develop	VERB
ajst-8013	130	27	more	more	ADV
ajst-8013	130	28	effective	effective	ADJ
ajst-8013	130	29	loss	loss	NOUN
ajst-8013	130	30	functions	function	NOUN
ajst-8013	130	31	and	and	CCONJ
ajst-8013	130	32	weighting	weight	VERB
ajst-8013	130	33	schemes	scheme	NOUN
ajst-8013	130	34	,	,	PUNCT
ajst-8013	130	35	and	and	CCONJ
ajst-8013	130	36	investigate	investigate	VERB
ajst-8013	130	37	techniques	technique	NOUN
ajst-8013	130	38	for	for	ADP
ajst-8013	130	39	better	well	ADJ
ajst-8013	130	40	feature	feature	NOUN
ajst-8013	130	41	extraction	extraction	NOUN
ajst-8013	130	42	and	and	CCONJ
ajst-8013	130	43	fusion	fusion	NOUN
ajst-8013	130	44	from	from	ADP
ajst-8013	130	45	diverse	diverse	ADJ
ajst-8013	130	46	image	image	NOUN
ajst-8013	130	47	types	type	NOUN
ajst-8013	130	48	.	.	PUNCT
ajst-8013	131	1	this	this	PRON
ajst-8013	131	2	could	could	AUX
ajst-8013	131	3	ultimately	ultimately	ADV
ajst-8013	131	4	lead	lead	VERB
ajst-8013	131	5	to	to	ADP
ajst-8013	131	6	more	more	ADV
ajst-8013	131	7	robust	robust	ADJ
ajst-8013	131	8	and	and	CCONJ
ajst-8013	131	9	versatile	versatile	ADJ
ajst-8013	131	10	models	model	NOUN
ajst-8013	131	11	for	for	ADP
ajst-8013	131	12	a	a	DET
ajst-8013	131	13	wide	wide	ADJ
ajst-8013	131	14	range	range	NOUN
ajst-8013	131	15	of	of	ADP
ajst-8013	131	16	image	image	NOUN
ajst-8013	131	17	fusion	fusion	NOUN
ajst-8013	131	18	applications	application	NOUN
ajst-8013	131	19	.	.	PUNCT
ajst-8013	132	1	zhang	zhang	PROPN
ajst-8013	132	2	yu	yu	PROPN
ajst-8013	132	3	et	et	PROPN
ajst-8013	132	4	al.[25	al.[25	PROPN
ajst-8013	132	5	]	]	PUNCT
ajst-8013	132	6	proposed	propose	VERB
ajst-8013	132	7	ifcnn	ifcnn	NOUN
ajst-8013	132	8	,	,	PUNCT
ajst-8013	132	9	a	a	DET
ajst-8013	132	10	unified	unified	ADJ
ajst-8013	132	11	fusion	fusion	NOUN
ajst-8013	132	12	framework	framework	NOUN
ajst-8013	132	13	based	base	VERB
ajst-8013	132	14	on	on	ADP
ajst-8013	132	15	the	the	DET
ajst-8013	132	16	fully	fully	ADV
ajst-8013	132	17	convolutional	convolutional	ADJ
ajst-8013	132	18	network	network	NOUN
ajst-8013	132	19	,	,	PUNCT
ajst-8013	132	20	which	which	PRON
ajst-8013	132	21	posits	posit	VERB
ajst-8013	132	22	that	that	SCONJ
ajst-8013	132	23	any	any	DET
ajst-8013	132	24	image	image	NOUN
ajst-8013	132	25	fusion	fusion	NOUN
ajst-8013	132	26	task	task	NOUN
ajst-8013	132	27	essentially	essentially	ADV
ajst-8013	132	28	involves	involve	VERB
ajst-8013	132	29	the	the	DET
ajst-8013	132	30	effective	effective	ADJ
ajst-8013	132	31	selection	selection	NOUN
ajst-8013	132	32	of	of	ADP
ajst-8013	132	33	information	information	NOUN
ajst-8013	132	34	.	.	PUNCT
ajst-8013	133	1	they	they	PRON
ajst-8013	133	2	introduced	introduce	VERB
ajst-8013	133	3	perceptual	perceptual	ADJ
ajst-8013	133	4	loss	loss	NOUN
ajst-8013	133	5	to	to	PART
ajst-8013	133	6	optimize	optimize	VERB
ajst-8013	133	7	the	the	DET
ajst-8013	133	8	fusion	fusion	NOUN
ajst-8013	133	9	model	model	NOUN
ajst-8013	133	10	for	for	ADP
ajst-8013	133	11	the	the	DET
ajst-8013	133	12	ground	ground	NOUN
ajst-8013	133	13	truth	truth	NOUN
ajst-8013	133	14	fusion	fusion	NOUN
ajst-8013	133	15	image	image	NOUN
ajst-8013	133	16	,	,	PUNCT
ajst-8013	133	17	which	which	PRON
ajst-8013	133	18	helps	help	VERB
ajst-8013	133	19	the	the	DET
ajst-8013	133	20	model	model	NOUN
ajst-8013	133	21	generate	generate	VERB
ajst-8013	133	22	fused	fuse	VERB
ajst-8013	133	23	images	image	NOUN
ajst-8013	133	24	with	with	ADP
ajst-8013	133	25	more	more	ADV
ajst-8013	133	26	detailed	detailed	ADJ
ajst-8013	133	27	textures	texture	NOUN
ajst-8013	133	28	.	.	PUNCT
ajst-8013	134	1	this	this	DET
ajst-8013	134	2	approach	approach	NOUN
ajst-8013	134	3	is	be	AUX
ajst-8013	134	4	applicable	applicable	ADJ
ajst-8013	134	5	to	to	ADP
ajst-8013	134	6	various	various	ADJ
ajst-8013	134	7	fusion	fusion	NOUN
ajst-8013	134	8	tasks	task	NOUN
ajst-8013	134	9	.	.	PUNCT
ajst-8013	135	1	by	by	ADP
ajst-8013	135	2	incorporating	incorporate	VERB
ajst-8013	135	3	perceptual	perceptual	ADJ
ajst-8013	135	4	loss	loss	NOUN
ajst-8013	135	5	,	,	PUNCT
ajst-8013	135	6	the	the	DET
ajst-8013	135	7	ifcnn	ifcnn	NOUN
ajst-8013	135	8	framework	framework	NOUN
ajst-8013	135	9	focuses	focus	VERB
ajst-8013	135	10	on	on	ADP
ajst-8013	135	11	optimizing	optimize	VERB
ajst-8013	135	12	the	the	DET
ajst-8013	135	13	model	model	NOUN
ajst-8013	135	14	to	to	PART
ajst-8013	135	15	produce	produce	VERB
ajst-8013	135	16	visually	visually	ADV
ajst-8013	135	17	appealing	appealing	ADJ
ajst-8013	135	18	results	result	NOUN
ajst-8013	135	19	that	that	PRON
ajst-8013	135	20	retain	retain	VERB
ajst-8013	135	21	important	important	ADJ
ajst-8013	135	22	texture	texture	ADJ
ajst-8013	135	23	details	detail	NOUN
ajst-8013	135	24	and	and	CCONJ
ajst-8013	135	25	information	information	NOUN
ajst-8013	135	26	from	from	ADP
ajst-8013	135	27	the	the	DET
ajst-8013	135	28	source	source	NOUN
ajst-8013	135	29	images	image	NOUN
ajst-8013	135	30	.	.	PUNCT
ajst-8013	136	1	this	this	DET
ajst-8013	136	2	method	method	NOUN
ajst-8013	136	3	has	have	VERB
ajst-8013	136	4	the	the	DET
ajst-8013	136	5	potential	potential	NOUN
ajst-8013	136	6	to	to	PART
ajst-8013	136	7	be	be	AUX
ajst-8013	136	8	more	more	ADV
ajst-8013	136	9	versatile	versatile	ADJ
ajst-8013	136	10	and	and	CCONJ
ajst-8013	136	11	efficient	efficient	ADJ
ajst-8013	136	12	than	than	ADP
ajst-8013	136	13	task	task	NOUN
ajst-8013	136	14	-	-	PUNCT
ajst-8013	136	15	specific	specific	ADJ
ajst-8013	136	16	fusion	fusion	NOUN
ajst-8013	136	17	methods	method	NOUN
ajst-8013	136	18	,	,	PUNCT
ajst-8013	136	19	as	as	SCONJ
ajst-8013	136	20	it	it	PRON
ajst-8013	136	21	can	can	AUX
ajst-8013	136	22	be	be	AUX
ajst-8013	136	23	adapted	adapt	VERB
ajst-8013	136	24	to	to	ADP
ajst-8013	136	25	different	different	ADJ
ajst-8013	136	26	types	type	NOUN
ajst-8013	136	27	of	of	ADP
ajst-8013	136	28	image	image	NOUN
ajst-8013	136	29	fusion	fusion	NOUN
ajst-8013	136	30	tasks	task	NOUN
ajst-8013	136	31	with	with	ADP
ajst-8013	136	32	less	less	ADJ
ajst-8013	136	33	manual	manual	ADJ
ajst-8013	136	34	intervention	intervention	NOUN
ajst-8013	136	35	.	.	PUNCT
ajst-8013	137	1	moreover	moreover	ADV
ajst-8013	137	2	,	,	PUNCT
ajst-8013	137	3	the	the	DET
ajst-8013	137	4	ifcnn	ifcnn	NOUN
ajst-8013	137	5	framework	framework	NOUN
ajst-8013	137	6	can	can	AUX
ajst-8013	137	7	be	be	AUX
ajst-8013	137	8	further	far	ADV
ajst-8013	137	9	improved	improve	VERB
ajst-8013	137	10	by	by	ADP
ajst-8013	137	11	exploring	explore	VERB
ajst-8013	137	12	other	other	ADJ
ajst-8013	137	13	optimization	optimization	NOUN
ajst-8013	137	14	techniques	technique	NOUN
ajst-8013	137	15	,	,	PUNCT
ajst-8013	137	16	incorporating	incorporate	VERB
ajst-8013	137	17	additional	additional	ADJ
ajst-8013	137	18	loss	loss	NOUN
ajst-8013	137	19	functions	function	NOUN
ajst-8013	137	20	,	,	PUNCT
ajst-8013	137	21	or	or	CCONJ
ajst-8013	137	22	combining	combine	VERB
ajst-8013	137	23	it	it	PRON
ajst-8013	137	24	with	with	ADP
ajst-8013	137	25	other	other	ADJ
ajst-8013	137	26	deep	deep	ADJ
ajst-8013	137	27	learning	learning	NOUN
ajst-8013	137	28	architectures	architecture	NOUN
ajst-8013	137	29	.	.	PUNCT
ajst-8013	138	1	this	this	PRON
ajst-8013	138	2	could	could	AUX
ajst-8013	138	3	lead	lead	VERB
ajst-8013	138	4	to	to	ADP
ajst-8013	138	5	even	even	ADV
ajst-8013	138	6	more	more	ADV
ajst-8013	138	7	powerful	powerful	ADJ
ajst-8013	138	8	and	and	CCONJ
ajst-8013	138	9	flexible	flexible	ADJ
ajst-8013	138	10	fusion	fusion	NOUN
ajst-8013	138	11	models	model	NOUN
ajst-8013	138	12	,	,	PUNCT
ajst-8013	138	13	capable	capable	ADJ
ajst-8013	138	14	of	of	ADP
ajst-8013	138	15	tackling	tackle	VERB
ajst-8013	138	16	a	a	DET
ajst-8013	138	17	wide	wide	ADJ
ajst-8013	138	18	range	range	NOUN
ajst-8013	138	19	of	of	ADP
ajst-8013	138	20	image	image	NOUN
ajst-8013	138	21	fusion	fusion	NOUN
ajst-8013	138	22	challenges	challenge	NOUN
ajst-8013	138	23	in	in	ADP
ajst-8013	138	24	various	various	ADJ
ajst-8013	138	25	domains	domain	NOUN
ajst-8013	138	26	.	.	PUNCT
ajst-8013	139	1	han	han	PROPN
ajst-8013	139	2	xu	xu	PROPN
ajst-8013	139	3	et	et	PROPN
ajst-8013	139	4	al.[27	al.[27	PROPN
ajst-8013	139	5	]	]	PUNCT
ajst-8013	139	6	introduced	introduce	VERB
ajst-8013	139	7	a	a	DET
ajst-8013	139	8	unified	unified	ADJ
ajst-8013	139	9	unsupervised	unsupervised	ADJ
ajst-8013	139	10	dense	dense	ADJ
ajst-8013	139	11	connection	connection	NOUN
ajst-8013	139	12	network	network	NOUN
ajst-8013	139	13	fusiondn	fusiondn	NOUN
ajst-8013	139	14	for	for	ADP
ajst-8013	139	15	image	image	NOUN
ajst-8013	139	16	fusion	fusion	NOUN
ajst-8013	139	17	to	to	PART
ajst-8013	139	18	overcome	overcome	VERB
ajst-8013	139	19	the	the	DET
ajst-8013	139	20	issue	issue	NOUN
ajst-8013	139	21	of	of	ADP
ajst-8013	139	22	catastrophic	catastrophic	ADJ
ajst-8013	139	23	forgetting	forgetting	NOUN
ajst-8013	139	24	.	.	PUNCT
ajst-8013	140	1	unlike	unlike	ADP
ajst-8013	140	2	previous	previous	ADJ
ajst-8013	140	3	methods	method	NOUN
ajst-8013	140	4	,	,	PUNCT
ajst-8013	140	5	this	this	DET
ajst-8013	140	6	approach	approach	NOUN
ajst-8013	140	7	does	do	AUX
ajst-8013	140	8	not	not	PART
ajst-8013	140	9	require	require	VERB
ajst-8013	140	10	real	real	ADJ
ajst-8013	140	11	fusion	fusion	NOUN
ajst-8013	140	12	images	image	NOUN
ajst-8013	140	13	for	for	ADP
ajst-8013	140	14	all	all	DET
ajst-8013	140	15	fusion	fusion	NOUN
ajst-8013	140	16	tasks	task	NOUN
ajst-8013	140	17	,	,	PUNCT
ajst-8013	140	18	and	and	CCONJ
ajst-8013	140	19	the	the	DET
ajst-8013	140	20	model	model	NOUN
ajst-8013	140	21	is	be	AUX
ajst-8013	140	22	not	not	PART
ajst-8013	140	23	tailored	tailor	VERB
ajst-8013	140	24	exclusively	exclusively	ADV
ajst-8013	140	25	for	for	ADP
ajst-8013	140	26	a	a	DET
ajst-8013	140	27	specific	specific	ADJ
ajst-8013	140	28	fusion	fusion	NOUN
ajst-8013	140	29	task	task	NOUN
ajst-8013	140	30	.	.	PUNCT
ajst-8013	141	1	instead	instead	ADV
ajst-8013	141	2	,	,	PUNCT
ajst-8013	141	3	by	by	ADP
ajst-8013	141	4	utilizing	utilize	VERB
ajst-8013	141	5	elastic	elastic	ADJ
ajst-8013	141	6	weight	weight	NOUN
ajst-8013	141	7	consolidation	consolidation	NOUN
ajst-8013	141	8	(	(	PUNCT
ajst-8013	141	9	ewc	ewc	PROPN
ajst-8013	141	10	)	)	PUNCT
ajst-8013	141	11	,	,	PUNCT
ajst-8013	141	12	a	a	DET
ajst-8013	141	13	single	single	ADJ
ajst-8013	141	14	model	model	NOUN
ajst-8013	141	15	capable	capable	ADJ
ajst-8013	141	16	of	of	ADP
ajst-8013	141	17	handling	handle	VERB
ajst-8013	141	18	multiple	multiple	ADJ
ajst-8013	141	19	distinct	distinct	ADJ
ajst-8013	141	20	fusion	fusion	NOUN
ajst-8013	141	21	tasks	task	NOUN
ajst-8013	141	22	was	be	AUX
ajst-8013	141	23	achieved	achieve	VERB
ajst-8013	141	24	.	.	PUNCT
ajst-8013	142	1	this	this	DET
ajst-8013	142	2	method	method	NOUN
ajst-8013	142	3	effectively	effectively	ADV
ajst-8013	142	4	prevents	prevent	VERB
ajst-8013	142	5	the	the	DET
ajst-8013	142	6	model	model	NOUN
ajst-8013	142	7	from	from	ADP
ajst-8013	142	8	forgetting	forget	VERB
ajst-8013	142	9	the	the	DET
ajst-8013	142	10	knowledge	knowledge	NOUN
ajst-8013	142	11	acquired	acquire	VERB
ajst-8013	142	12	from	from	ADP
ajst-8013	142	13	prior	prior	ADJ
ajst-8013	142	14	tasks	task	NOUN
ajst-8013	142	15	while	while	SCONJ
ajst-8013	142	16	training	train	VERB
ajst-8013	142	17	multiple	multiple	ADJ
ajst-8013	142	18	tasks	task	NOUN
ajst-8013	142	19	in	in	ADP
ajst-8013	142	20	sequence	sequence	NOUN
ajst-8013	142	21	.	.	PUNCT
ajst-8013	143	1	based	base	VERB
ajst-8013	143	2	on	on	ADP
ajst-8013	143	3	the	the	DET
ajst-8013	143	4	previous	previous	ADJ
ajst-8013	143	5	work	work	NOUN
ajst-8013	143	6	,	,	PUNCT
ajst-8013	143	7	han	han	PROPN
ajst-8013	143	8	xu[28	xu[28	PROPN
ajst-8013	143	9	]	]	PUNCT
ajst-8013	143	10	proposed	propose	VERB
ajst-8013	143	11	a	a	DET
ajst-8013	143	12	new	new	ADJ
ajst-8013	143	13	unified	unified	ADJ
ajst-8013	143	14	fusion	fusion	NOUN
ajst-8013	143	15	method	method	NOUN
ajst-8013	143	16	called	call	VERB
ajst-8013	143	17	u2fusion	u2fusion	NOUN
ajst-8013	143	18	.	.	PUNCT
ajst-8013	144	1	this	this	DET
ajst-8013	144	2	method	method	NOUN
ajst-8013	144	3	improved	improve	VERB
ajst-8013	144	4	the	the	DET
ajst-8013	144	5	information	information	NOUN
ajst-8013	144	6	protection	protection	NOUN
ajst-8013	144	7	strategy	strategy	NOUN
ajst-8013	144	8	to	to	PART
ajst-8013	144	9	prevent	prevent	VERB
ajst-8013	144	10	the	the	DET
ajst-8013	144	11	network	network	NOUN
ajst-8013	144	12	from	from	ADP
ajst-8013	144	13	forgetting	forget	VERB
ajst-8013	144	14	the	the	DET
ajst-8013	144	15	features	feature	NOUN
ajst-8013	144	16	of	of	ADP
ajst-8013	144	17	previous	previous	ADJ
ajst-8013	144	18	tasks	task	NOUN
ajst-8013	144	19	and	and	CCONJ
ajst-8013	144	20	incorporated	incorporate	VERB
ajst-8013	144	21	the	the	DET
ajst-8013	144	22	intensity	intensity	NOUN
ajst-8013	144	23	-	-	PUNCT
ajst-8013	144	24	based	base	VERB
ajst-8013	144	25	loss	loss	NOUN
ajst-8013	144	26	function	function	NOUN
ajst-8013	144	27	to	to	PART
ajst-8013	144	28	reduce	reduce	VERB
ajst-8013	144	29	the	the	DET
ajst-8013	144	30	brightness	brightness	NOUN
ajst-8013	144	31	deviation	deviation	NOUN
ajst-8013	144	32	in	in	ADP
ajst-8013	144	33	the	the	DET
ajst-8013	144	34	fusion	fusion	NOUN
ajst-8013	144	35	image	image	NOUN
ajst-8013	144	36	.	.	PUNCT
ajst-8013	145	1	in	in	ADP
ajst-8013	145	2	addition	addition	NOUN
ajst-8013	145	3	,	,	PUNCT
ajst-8013	145	4	a	a	DET
ajst-8013	145	5	new	new	ADJ
ajst-8013	145	6	loss	loss	NOUN
ajst-8013	145	7	function	function	NOUN
ajst-8013	145	8	was	be	AUX
ajst-8013	145	9	introduced	introduce	VERB
ajst-8013	145	10	to	to	PART
ajst-8013	145	11	measure	measure	VERB
ajst-8013	145	12	the	the	DET
ajst-8013	145	13	similarity	similarity	NOUN
ajst-8013	145	14	of	of	ADP
ajst-8013	145	15	the	the	DET
ajst-8013	145	16	fused	fuse	VERB
ajst-8013	145	17	image	image	NOUN
ajst-8013	145	18	with	with	ADP
ajst-8013	145	19	the	the	DET
ajst-8013	145	20	ground	ground	NOUN
ajst-8013	145	21	truth	truth	NOUN
ajst-8013	145	22	,	,	PUNCT
ajst-8013	145	23	which	which	PRON
ajst-8013	145	24	further	far	ADV
ajst-8013	145	25	improved	improve	VERB
ajst-8013	145	26	the	the	DET
ajst-8013	145	27	quality	quality	NOUN
ajst-8013	145	28	of	of	ADP
ajst-8013	145	29	the	the	DET
ajst-8013	145	30	fused	fuse	VERB
ajst-8013	145	31	image	image	NOUN
ajst-8013	145	32	.	.	PUNCT
ajst-8013	146	1	the	the	DET
ajst-8013	146	2	experimental	experimental	ADJ
ajst-8013	146	3	results	result	NOUN
ajst-8013	146	4	demonstrated	demonstrate	VERB
ajst-8013	146	5	that	that	SCONJ
ajst-8013	146	6	u2fusion	u2fusion	NOUN
ajst-8013	146	7	outperformed	outperform	VERB
ajst-8013	146	8	the	the	DET
ajst-8013	146	9	single	single	ADJ
ajst-8013	146	10	model	model	NOUN
ajst-8013	146	11	approach	approach	NOUN
ajst-8013	146	12	,	,	PUNCT
ajst-8013	146	13	and	and	CCONJ
ajst-8013	146	14	achieved	achieve	VERB
ajst-8013	146	15	better	well	ADJ
ajst-8013	146	16	information	information	NOUN
ajst-8013	146	17	retention	retention	NOUN
ajst-8013	146	18	in	in	ADP
ajst-8013	146	19	the	the	DET
ajst-8013	146	20	fused	fuse	VERB
ajst-8013	146	21	image	image	NOUN
ajst-8013	146	22	.	.	PUNCT
ajst-8013	147	1	with	with	ADP
ajst-8013	147	2	the	the	DET
ajst-8013	147	3	unified	unify	VERB
ajst-8013	147	4	fusion	fusion	NOUN
ajst-8013	147	5	method	method	NOUN
ajst-8013	147	6	,	,	PUNCT
ajst-8013	147	7	the	the	DET
ajst-8013	147	8	model	model	NOUN
ajst-8013	147	9	can	can	AUX
ajst-8013	147	10	be	be	AUX
ajst-8013	147	11	trained	train	VERB
ajst-8013	147	12	on	on	ADP
ajst-8013	147	13	multiple	multiple	ADJ
ajst-8013	147	14	image	image	NOUN
ajst-8013	147	15	fusion	fusion	NOUN
ajst-8013	147	16	tasks	task	NOUN
ajst-8013	147	17	,	,	PUNCT
ajst-8013	147	18	providing	provide	VERB
ajst-8013	147	19	a	a	DET
ajst-8013	147	20	more	more	ADV
ajst-8013	147	21	flexible	flexible	ADJ
ajst-8013	147	22	and	and	CCONJ
ajst-8013	147	23	efficient	efficient	ADJ
ajst-8013	147	24	solution	solution	NOUN
ajst-8013	147	25	for	for	ADP
ajst-8013	147	26	various	various	ADJ
ajst-8013	147	27	image	image	NOUN
ajst-8013	147	28	fusion	fusion	NOUN
ajst-8013	147	29	scenarios	scenario	NOUN
ajst-8013	147	30	.	.	PUNCT
ajst-8013	148	1	3	3	X
ajst-8013	148	2	.	.	X
ajst-8013	148	3	improvement	improvement	NOUN
ajst-8013	148	4	of	of	ADP
ajst-8013	148	5	multimodal	multimodal	ADJ
ajst-8013	148	6	medical	medical	ADJ
ajst-8013	148	7	image	image	NOUN
ajst-8013	148	8	fusion	fusion	NOUN
ajst-8013	148	9	the	the	DET
ajst-8013	148	10	first	first	ADJ
ajst-8013	148	11	way	way	NOUN
ajst-8013	148	12	to	to	PART
ajst-8013	148	13	improve	improve	VERB
ajst-8013	148	14	medical	medical	ADJ
ajst-8013	148	15	image	image	NOUN
ajst-8013	148	16	fusion	fusion	NOUN
ajst-8013	148	17	based	base	VERB
ajst-8013	148	18	on	on	ADP
ajst-8013	148	19	deep	deep	ADJ
ajst-8013	148	20	learning	learning	NOUN
ajst-8013	148	21	is	be	AUX
ajst-8013	148	22	to	to	PART
ajst-8013	148	23	focus	focus	VERB
ajst-8013	148	24	on	on	ADP
ajst-8013	148	25	the	the	DET
ajst-8013	148	26	improvement	improvement	NOUN
ajst-8013	148	27	of	of	ADP
ajst-8013	148	28	medical	medical	ADJ
ajst-8013	148	29	images	image	NOUN
ajst-8013	148	30	themselves	themselves	PRON
ajst-8013	148	31	and	and	CCONJ
ajst-8013	148	32	the	the	DET
ajst-8013	148	33	deep	deep	ADJ
ajst-8013	148	34	learning	learning	NOUN
ajst-8013	148	35	models	model	NOUN
ajst-8013	148	36	.	.	PUNCT
ajst-8013	149	1	data	datum	NOUN
ajst-8013	149	2	enhancement	enhancement	NOUN
ajst-8013	149	3	techniques	technique	NOUN
ajst-8013	149	4	,	,	PUNCT
ajst-8013	149	5	such	such	ADJ
ajst-8013	149	6	as	as	ADP
ajst-8013	149	7	rotation	rotation	NOUN
ajst-8013	149	8	,	,	PUNCT
ajst-8013	149	9	flip	flip	NOUN
ajst-8013	149	10	,	,	PUNCT
ajst-8013	149	11	scaling	scaling	NOUN
ajst-8013	149	12	,	,	PUNCT
ajst-8013	149	13	and	and	CCONJ
ajst-8013	149	14	noise	noise	NOUN
ajst-8013	149	15	addition	addition	NOUN
ajst-8013	149	16	,	,	PUNCT
ajst-8013	149	17	can	can	AUX
ajst-8013	149	18	be	be	AUX
ajst-8013	149	19	used	use	VERB
ajst-8013	149	20	to	to	PART
ajst-8013	149	21	expand	expand	VERB
ajst-8013	149	22	the	the	DET
ajst-8013	149	23	data	datum	NOUN
ajst-8013	149	24	set	set	VERB
ajst-8013	149	25	and	and	CCONJ
ajst-8013	149	26	improve	improve	VERB
ajst-8013	149	27	the	the	DET
ajst-8013	149	28	generalization	generalization	NOUN
ajst-8013	149	29	ability	ability	NOUN
ajst-8013	149	30	of	of	ADP
ajst-8013	149	31	the	the	DET
ajst-8013	149	32	model	model	NOUN
ajst-8013	149	33	.	.	PUNCT
ajst-8013	150	1	densenet	densenet	NOUN
ajst-8013	150	2	module	module	NOUN
ajst-8013	150	3	introduction	introduction	NOUN
ajst-8013	150	4	can	can	AUX
ajst-8013	150	5	enhance	enhance	VERB
ajst-8013	150	6	feature	feature	NOUN
ajst-8013	150	7	learning	learning	NOUN
ajst-8013	150	8	and	and	CCONJ
ajst-8013	150	9	prevent	prevent	VERB
ajst-8013	150	10	overfitting	overfitting	NOUN
ajst-8013	150	11	.	.	PUNCT
ajst-8013	151	1	transfer	transfer	NOUN
ajst-8013	151	2	learning	learning	NOUN
ajst-8013	151	3	can	can	AUX
ajst-8013	151	4	take	take	VERB
ajst-8013	151	5	advantage	advantage	NOUN
ajst-8013	151	6	of	of	ADP
ajst-8013	151	7	pre	pre	ADJ
ajst-8013	151	8	-	-	ADJ
ajst-8013	151	9	trained	train	VERB
ajst-8013	151	10	models	model	NOUN
ajst-8013	151	11	to	to	PART
ajst-8013	151	12	accelerate	accelerate	VERB
ajst-8013	151	13	model	model	NOUN
ajst-8013	151	14	convergence	convergence	NOUN
ajst-8013	151	15	and	and	CCONJ
ajst-8013	151	16	improve	improve	VERB
ajst-8013	151	17	performance	performance	NOUN
ajst-8013	151	18	.	.	PUNCT
ajst-8013	152	1	the	the	DET
ajst-8013	152	2	second	second	ADJ
ajst-8013	152	3	way	way	NOUN
ajst-8013	152	4	to	to	PART
ajst-8013	152	5	improve	improve	VERB
ajst-8013	152	6	medical	medical	ADJ
ajst-8013	152	7	image	image	NOUN
ajst-8013	152	8	fusion	fusion	NOUN
ajst-8013	152	9	is	be	AUX
ajst-8013	152	10	to	to	PART
ajst-8013	152	11	focus	focus	VERB
ajst-8013	152	12	on	on	ADP
ajst-8013	152	13	image	image	NOUN
ajst-8013	152	14	decomposition	decomposition	NOUN
ajst-8013	152	15	and	and	CCONJ
ajst-8013	152	16	fusion	fusion	NOUN
ajst-8013	152	17	strategy	strategy	NOUN
ajst-8013	152	18	.	.	PUNCT
ajst-8013	153	1	for	for	ADP
ajst-8013	153	2	example	example	NOUN
ajst-8013	153	3	,	,	PUNCT
ajst-8013	153	4	non	non	ADJ
ajst-8013	153	5	-	-	ADJ
ajst-8013	153	6	subsampled	subsampled	ADJ
ajst-8013	153	7	contour	contour	NOUN
ajst-8013	153	8	wave	wave	NOUN
ajst-8013	153	9	transform	transform	NOUN
ajst-8013	153	10	can	can	AUX
ajst-8013	153	11	replace	replace	VERB
ajst-8013	153	12	traditional	traditional	ADJ
ajst-8013	153	13	wavelet	wavelet	NOUN
ajst-8013	153	14	and	and	CCONJ
ajst-8013	153	15	pyramid	pyramid	NOUN
ajst-8013	153	16	transform	transform	VERB
ajst-8013	153	17	for	for	ADP
ajst-8013	153	18	more	more	ADV
ajst-8013	153	19	accurate	accurate	ADJ
ajst-8013	153	20	image	image	NOUN
ajst-8013	153	21	decomposition	decomposition	NOUN
ajst-8013	153	22	.	.	PUNCT
ajst-8013	154	1	adaptive	adaptive	ADJ
ajst-8013	154	2	fusion	fusion	NOUN
ajst-8013	154	3	strategies	strategy	NOUN
ajst-8013	154	4	can	can	AUX
ajst-8013	154	5	be	be	AUX
ajst-8013	154	6	developed	develop	VERB
ajst-8013	154	7	based	base	VERB
ajst-8013	154	8	on	on	ADP
ajst-8013	154	9	different	different	ADJ
ajst-8013	154	10	image	image	NOUN
ajst-8013	154	11	features	feature	NOUN
ajst-8013	154	12	,	,	PUNCT
ajst-8013	154	13	such	such	ADJ
ajst-8013	154	14	as	as	ADP
ajst-8013	154	15	local	local	ADJ
ajst-8013	154	16	similarity	similarity	NOUN
ajst-8013	154	17	and	and	CCONJ
ajst-8013	154	18	spatial	spatial	ADJ
ajst-8013	154	19	frequency	frequency	NOUN
ajst-8013	154	20	.	.	PUNCT
ajst-8013	155	1	moreover	moreover	ADV
ajst-8013	155	2	,	,	PUNCT
ajst-8013	155	3	attention	attention	NOUN
ajst-8013	155	4	mechanisms	mechanism	NOUN
ajst-8013	155	5	can	can	AUX
ajst-8013	155	6	be	be	AUX
ajst-8013	155	7	used	use	VERB
ajst-8013	155	8	to	to	PART
ajst-8013	155	9	improve	improve	VERB
ajst-8013	155	10	the	the	DET
ajst-8013	155	11	model	model	NOUN
ajst-8013	155	12	's	's	PART
ajst-8013	155	13	ability	ability	NOUN
ajst-8013	155	14	to	to	PART
ajst-8013	155	15	focus	focus	VERB
ajst-8013	155	16	on	on	ADP
ajst-8013	155	17	important	important	ADJ
ajst-8013	155	18	information	information	NOUN
ajst-8013	155	19	in	in	ADP
ajst-8013	155	20	the	the	DET
ajst-8013	155	21	source	source	NOUN
ajst-8013	155	22	images	image	NOUN
ajst-8013	155	23	.	.	PUNCT
ajst-8013	156	1	overall	overall	ADV
ajst-8013	156	2	,	,	PUNCT
ajst-8013	156	3	the	the	DET
ajst-8013	156	4	improvement	improvement	NOUN
ajst-8013	156	5	of	of	ADP
ajst-8013	156	6	medical	medical	ADJ
ajst-8013	156	7	image	image	NOUN
ajst-8013	156	8	fusion	fusion	NOUN
ajst-8013	156	9	based	base	VERB
ajst-8013	156	10	on	on	ADP
ajst-8013	156	11	deep	deep	ADJ
ajst-8013	156	12	learning	learning	NOUN
ajst-8013	156	13	requires	require	VERB
ajst-8013	156	14	the	the	DET
ajst-8013	156	15	joint	joint	ADJ
ajst-8013	156	16	efforts	effort	NOUN
ajst-8013	156	17	of	of	ADP
ajst-8013	156	18	medical	medical	ADJ
ajst-8013	156	19	imaging	imaging	NOUN
ajst-8013	156	20	experts	expert	NOUN
ajst-8013	156	21	,	,	PUNCT
ajst-8013	156	22	machine	machine	NOUN
ajst-8013	156	23	learning	learn	VERB
ajst-8013	156	24	experts	expert	NOUN
ajst-8013	156	25	,	,	PUNCT
ajst-8013	156	26	and	and	CCONJ
ajst-8013	156	27	domain	domain	NOUN
ajst-8013	156	28	experts	expert	NOUN
ajst-8013	156	29	to	to	PART
ajst-8013	156	30	develop	develop	VERB
ajst-8013	156	31	more	more	ADV
ajst-8013	156	32	effective	effective	ADJ
ajst-8013	156	33	methods	method	NOUN
ajst-8013	156	34	and	and	CCONJ
ajst-8013	156	35	achieve	achieve	VERB
ajst-8013	156	36	better	well	ADJ
ajst-8013	156	37	fusion	fusion	NOUN
ajst-8013	156	38	results	result	NOUN
ajst-8013	156	39	.	.	PUNCT
ajst-8013	157	1	deep	deep	ADJ
ajst-8013	157	2	learning	learning	NOUN
ajst-8013	157	3	technology	technology	NOUN
ajst-8013	157	4	has	have	AUX
ajst-8013	157	5	achieved	achieve	VERB
ajst-8013	157	6	good	good	ADJ
ajst-8013	157	7	results	result	NOUN
ajst-8013	157	8	in	in	ADP
ajst-8013	157	9	the	the	DET
ajst-8013	157	10	field	field	NOUN
ajst-8013	157	11	of	of	ADP
ajst-8013	157	12	medical	medical	ADJ
ajst-8013	157	13	image	image	NOUN
ajst-8013	157	14	fusion	fusion	NOUN
ajst-8013	157	15	,	,	PUNCT
ajst-8013	157	16	but	but	CCONJ
ajst-8013	157	17	there	there	PRON
ajst-8013	157	18	are	be	VERB
ajst-8013	157	19	also	also	ADV
ajst-8013	157	20	many	many	ADJ
ajst-8013	157	21	challenges	challenge	NOUN
ajst-8013	157	22	,	,	PUNCT
ajst-8013	157	23	which	which	PRON
ajst-8013	157	24	can	can	AUX
ajst-8013	157	25	be	be	AUX
ajst-8013	157	26	summarized	summarize	VERB
ajst-8013	157	27	in	in	ADP
ajst-8013	157	28	the	the	DET
ajst-8013	157	29	following	follow	VERB
ajst-8013	157	30	two	two	NUM
ajst-8013	157	31	aspects	aspect	NOUN
ajst-8013	157	32	:	:	PUNCT
ajst-8013	157	33	(	(	PUNCT
ajst-8013	157	34	1	1	X
ajst-8013	157	35	)	)	PUNCT
ajst-8013	157	36	from	from	ADP
ajst-8013	157	37	the	the	DET
ajst-8013	157	38	perspective	perspective	NOUN
ajst-8013	157	39	of	of	ADP
ajst-8013	157	40	medical	medical	ADJ
ajst-8013	157	41	image	image	NOUN
ajst-8013	157	42	itself	itself	PRON
ajst-8013	157	43	and	and	CCONJ
ajst-8013	157	44	deep	deep	ADJ
ajst-8013	157	45	learning	learning	NOUN
ajst-8013	157	46	model	model	NOUN
ajst-8013	157	47	.	.	PUNCT
ajst-8013	158	1	first	first	ADV
ajst-8013	158	2	of	of	ADP
ajst-8013	158	3	all	all	PRON
ajst-8013	158	4	,	,	PUNCT
ajst-8013	158	5	medical	medical	ADJ
ajst-8013	158	6	image	image	NOUN
ajst-8013	158	7	data	datum	NOUN
ajst-8013	158	8	annotation	annotation	NOUN
ajst-8013	158	9	requires	require	VERB
ajst-8013	158	10	professional	professional	ADJ
ajst-8013	158	11	medical	medical	ADJ
ajst-8013	158	12	personnel	personnel	NOUN
ajst-8013	158	13	to	to	PART
ajst-8013	158	14	operate	operate	VERB
ajst-8013	158	15	,	,	PUNCT
ajst-8013	158	16	so	so	SCONJ
ajst-8013	158	17	data	datum	NOUN
ajst-8013	158	18	annotation	annotation	NOUN
ajst-8013	158	19	is	be	AUX
ajst-8013	158	20	difficult	difficult	ADJ
ajst-8013	158	21	and	and	CCONJ
ajst-8013	158	22	data	datum	NOUN
ajst-8013	158	23	sets	set	NOUN
ajst-8013	158	24	are	be	AUX
ajst-8013	158	25	insufficient	insufficient	ADJ
ajst-8013	158	26	.	.	PUNCT
ajst-8013	159	1	secondly	secondly	ADV
ajst-8013	159	2	,	,	PUNCT
ajst-8013	159	3	the	the	DET
ajst-8013	159	4	fusion	fusion	NOUN
ajst-8013	159	5	of	of	ADP
ajst-8013	159	6	data	datum	NOUN
ajst-8013	159	7	of	of	ADP
ajst-8013	159	8	different	different	ADJ
ajst-8013	159	9	modes	mode	NOUN
ajst-8013	159	10	of	of	ADP
ajst-8013	159	11	the	the	DET
ajst-8013	159	12	same	same	ADJ
ajst-8013	159	13	patient	patient	NOUN
ajst-8013	159	14	can	can	AUX
ajst-8013	159	15	give	give	VERB
ajst-8013	159	16	play	play	NOUN
ajst-8013	159	17	to	to	ADP
ajst-8013	159	18	the	the	DET
ajst-8013	159	19	advantages	advantage	NOUN
ajst-8013	159	20	of	of	ADP
ajst-8013	159	21	observation	observation	NOUN
ajst-8013	159	22	data	datum	NOUN
ajst-8013	159	23	of	of	ADP
ajst-8013	159	24	different	different	ADJ
ajst-8013	159	25	instruments	instrument	NOUN
ajst-8013	159	26	,	,	PUNCT
ajst-8013	159	27	but	but	CCONJ
ajst-8013	159	28	the	the	DET
ajst-8013	159	29	extraction	extraction	NOUN
ajst-8013	159	30	ability	ability	NOUN
ajst-8013	159	31	of	of	ADP
ajst-8013	159	32	deep	deep	ADJ
ajst-8013	159	33	learning	learning	NOUN
ajst-8013	159	34	model	model	NOUN
ajst-8013	159	35	has	have	VERB
ajst-8013	159	36	higher	high	ADJ
ajst-8013	159	37	requirements	requirement	NOUN
ajst-8013	159	38	,	,	PUNCT
ajst-8013	159	39	and	and	CCONJ
ajst-8013	159	40	the	the	DET
ajst-8013	159	41	lack	lack	NOUN
ajst-8013	159	42	of	of	ADP
ajst-8013	159	43	training	training	NOUN
ajst-8013	159	44	labels	label	NOUN
ajst-8013	159	45	leads	lead	VERB
ajst-8013	159	46	to	to	ADP
ajst-8013	159	47	very	very	ADV
ajst-8013	159	48	difficult	difficult	ADJ
ajst-8013	159	49	information	information	NOUN
ajst-8013	159	50	extraction	extraction	NOUN
ajst-8013	159	51	.	.	PUNCT
ajst-8013	160	1	finally	finally	ADV
ajst-8013	160	2	,	,	PUNCT
ajst-8013	160	3	deep	deep	ADJ
ajst-8013	160	4	learning	learning	NOUN
ajst-8013	160	5	is	be	AUX
ajst-8013	160	6	adopted	adopt	VERB
ajst-8013	160	7	for	for	ADP
ajst-8013	160	8	training	training	NOUN
ajst-8013	160	9	.	.	PUNCT
ajst-8013	161	1	as	as	SCONJ
ajst-8013	161	2	the	the	DET
ajst-8013	161	3	model	model	NOUN
ajst-8013	161	4	deepens	deepen	VERB
ajst-8013	161	5	,	,	PUNCT
ajst-8013	161	6	the	the	DET
ajst-8013	161	7	gradient	gradient	NOUN
ajst-8013	161	8	will	will	AUX
ajst-8013	161	9	disappear	disappear	VERB
ajst-8013	161	10	or	or	CCONJ
ajst-8013	161	11	the	the	DET
ajst-8013	161	12	gradient	gradient	NOUN
ajst-8013	161	13	will	will	AUX
ajst-8013	161	14	explode	explode	VERB
ajst-8013	161	15	,	,	PUNCT
ajst-8013	161	16	and	and	CCONJ
ajst-8013	161	17	effective	effective	ADJ
ajst-8013	161	18	features	feature	NOUN
ajst-8013	161	19	can	can	AUX
ajst-8013	161	20	not	not	PART
ajst-8013	161	21	be	be	AUX
ajst-8013	161	22	extracted	extract	VERB
ajst-8013	161	23	.	.	PUNCT
ajst-8013	162	1	(	(	PUNCT
ajst-8013	162	2	2	2	NUM
ajst-8013	162	3	)	)	PUNCT
ajst-8013	162	4	from	from	ADP
ajst-8013	162	5	the	the	DET
ajst-8013	162	6	perspective	perspective	NOUN
ajst-8013	162	7	of	of	ADP
ajst-8013	162	8	image	image	NOUN
ajst-8013	162	9	decomposition	decomposition	NOUN
ajst-8013	162	10	,	,	PUNCT
ajst-8013	162	11	namely	namely	ADV
ajst-8013	162	12	multi	multi	ADJ
ajst-8013	162	13	-	-	ADJ
ajst-8013	162	14	scale	scale	ADJ
ajst-8013	162	15	transformation	transformation	NOUN
ajst-8013	162	16	.	.	PUNCT
ajst-8013	163	1	the	the	DET
ajst-8013	163	2	multi	multi	ADJ
ajst-8013	163	3	-	-	ADJ
ajst-8013	163	4	scale	scale	ADJ
ajst-8013	163	5	decomposition	decomposition	NOUN
ajst-8013	163	6	methods	method	NOUN
ajst-8013	163	7	commonly	commonly	ADV
ajst-8013	163	8	used	use	VERB
ajst-8013	163	9	in	in	ADP
ajst-8013	163	10	medical	medical	ADJ
ajst-8013	163	11	image	image	NOUN
ajst-8013	163	12	fusion	fusion	NOUN
ajst-8013	163	13	,	,	PUNCT
ajst-8013	163	14	such	such	ADJ
ajst-8013	163	15	as	as	ADP
ajst-8013	163	16	wavelet	wavelet	NOUN
ajst-8013	163	17	transform	transform	NOUN
ajst-8013	163	18	and	and	CCONJ
ajst-8013	163	19	laplacian	laplacian	ADJ
ajst-8013	163	20	pyramid	pyramid	NOUN
ajst-8013	163	21	,	,	PUNCT
ajst-8013	163	22	have	have	VERB
ajst-8013	163	23	deviation	deviation	NOUN
ajst-8013	163	24	variance	variance	NOUN
ajst-8013	163	25	,	,	PUNCT
ajst-8013	163	26	aliasing	aliasing	NOUN
ajst-8013	163	27	and	and	CCONJ
ajst-8013	163	28	lack	lack	NOUN
ajst-8013	163	29	of	of	ADP
ajst-8013	163	30	direction	direction	NOUN
ajst-8013	163	31	.	.	PUNCT
ajst-8013	164	1	based	base	VERB
ajst-8013	164	2	on	on	ADP
ajst-8013	164	3	the	the	DET
ajst-8013	164	4	characteristics	characteristic	NOUN
ajst-8013	164	5	of	of	ADP
ajst-8013	164	6	medical	medical	ADJ
ajst-8013	164	7	image	image	NOUN
ajst-8013	164	8	,	,	PUNCT
ajst-8013	164	9	some	some	DET
ajst-8013	164	10	improvement	improvement	NOUN
ajst-8013	164	11	measures	measure	NOUN
ajst-8013	164	12	are	be	AUX
ajst-8013	164	13	introduced	introduce	VERB
ajst-8013	164	14	,	,	PUNCT
ajst-8013	164	15	such	such	ADJ
ajst-8013	164	16	as	as	ADP
ajst-8013	164	17	introducing	introduce	VERB
ajst-8013	164	18	residual	residual	ADJ
ajst-8013	164	19	or	or	CCONJ
ajst-8013	164	20	dense	dense	ADJ
ajst-8013	164	21	link	link	NOUN
ajst-8013	164	22	block	block	NOUN
ajst-8013	164	23	to	to	PART
ajst-8013	164	24	solve	solve	VERB
ajst-8013	164	25	the	the	DET
ajst-8013	164	26	problem	problem	NOUN
ajst-8013	164	27	of	of	ADP
ajst-8013	164	28	disappearing	disappear	VERB
ajst-8013	164	29	gradient	gradient	NOUN
ajst-8013	164	30	or	or	CCONJ
ajst-8013	164	31	exploding	explode	VERB
ajst-8013	164	32	gradient	gradient	NOUN
ajst-8013	164	33	,	,	PUNCT
ajst-8013	164	34	using	use	VERB
ajst-8013	164	35	data	datum	NOUN
ajst-8013	164	36	enhancement	enhancement	NOUN
ajst-8013	164	37	to	to	PART
ajst-8013	164	38	solve	solve	VERB
ajst-8013	164	39	the	the	DET
ajst-8013	164	40	problem	problem	NOUN
ajst-8013	164	41	of	of	ADP
ajst-8013	164	42	lacking	lack	VERB
ajst-8013	164	43	medical	medical	ADJ
ajst-8013	164	44	image	image	NOUN
ajst-8013	164	45	,	,	PUNCT
ajst-8013	164	46	and	and	CCONJ
ajst-8013	164	47	using	use	VERB
ajst-8013	164	48	transfer	transfer	NOUN
ajst-8013	164	49	learning	learning	NOUN
ajst-8013	164	50	to	to	PART
ajst-8013	164	51	solve	solve	VERB
ajst-8013	164	52	the	the	DET
ajst-8013	164	53	problem	problem	NOUN
ajst-8013	164	54	of	of	ADP
ajst-8013	164	55	difficult	difficult	ADJ
ajst-8013	164	56	model	model	NOUN
ajst-8013	164	57	training	training	NOUN
ajst-8013	164	58	.	.	PUNCT
ajst-8013	165	1	from	from	ADP
ajst-8013	165	2	the	the	DET
ajst-8013	165	3	perspective	perspective	NOUN
ajst-8013	165	4	of	of	ADP
ajst-8013	165	5	multi	multi	ADJ
ajst-8013	165	6	-	-	ADJ
ajst-8013	165	7	scale	scale	ADJ
ajst-8013	165	8	transformation	transformation	NOUN
ajst-8013	165	9	optimization	optimization	NOUN
ajst-8013	165	10	,	,	PUNCT
ajst-8013	165	11	the	the	DET
ajst-8013	165	12	improvement	improvement	NOUN
ajst-8013	165	13	measures	measure	NOUN
ajst-8013	165	14	are	be	AUX
ajst-8013	165	15	207	207	NUM
ajst-8013	165	16	proposed	propose	VERB
ajst-8013	165	17	.	.	PUNCT
ajst-8013	166	1	4	4	X
ajst-8013	166	2	.	.	X
ajst-8013	166	3	conclusion	conclusion	NOUN
ajst-8013	166	4	the	the	DET
ajst-8013	166	5	multi	multi	ADJ
ajst-8013	166	6	-	-	ADJ
ajst-8013	166	7	modal	modal	ADJ
ajst-8013	166	8	medical	medical	ADJ
ajst-8013	166	9	image	image	NOUN
ajst-8013	166	10	fusion	fusion	NOUN
ajst-8013	166	11	method	method	NOUN
ajst-8013	166	12	based	base	VERB
ajst-8013	166	13	on	on	ADP
ajst-8013	166	14	deep	deep	ADJ
ajst-8013	166	15	learning	learning	NOUN
ajst-8013	166	16	demonstrates	demonstrate	VERB
ajst-8013	166	17	superior	superior	ADJ
ajst-8013	166	18	performance	performance	NOUN
ajst-8013	166	19	in	in	ADP
ajst-8013	166	20	extracting	extract	VERB
ajst-8013	166	21	image	image	NOUN
ajst-8013	166	22	features	feature	NOUN
ajst-8013	166	23	and	and	CCONJ
ajst-8013	166	24	effectively	effectively	ADV
ajst-8013	166	25	alleviates	alleviate	VERB
ajst-8013	166	26	the	the	DET
ajst-8013	166	27	shortcomings	shortcoming	NOUN
ajst-8013	166	28	of	of	ADP
ajst-8013	166	29	traditional	traditional	ADJ
ajst-8013	166	30	methods	method	NOUN
ajst-8013	166	31	.	.	PUNCT
ajst-8013	167	1	the	the	DET
ajst-8013	167	2	cnn	cnn	PROPN
ajst-8013	167	3	-	-	PUNCT
ajst-8013	167	4	based	base	VERB
ajst-8013	167	5	approach	approach	NOUN
ajst-8013	167	6	addresses	address	VERB
ajst-8013	167	7	the	the	DET
ajst-8013	167	8	deficiencies	deficiency	NOUN
ajst-8013	167	9	of	of	ADP
ajst-8013	167	10	activity	activity	NOUN
ajst-8013	167	11	level	level	NOUN
ajst-8013	167	12	measurement	measurement	NOUN
ajst-8013	167	13	and	and	CCONJ
ajst-8013	167	14	fusion	fusion	NOUN
ajst-8013	167	15	rules	rule	NOUN
ajst-8013	167	16	in	in	ADP
ajst-8013	167	17	traditional	traditional	ADJ
ajst-8013	167	18	methods	method	NOUN
ajst-8013	167	19	.	.	PUNCT
ajst-8013	168	1	u	u	NOUN
ajst-8013	168	2	-	-	NOUN
ajst-8013	168	3	net	net	ADJ
ajst-8013	168	4	effectively	effectively	ADV
ajst-8013	168	5	mitigates	mitigate	VERB
ajst-8013	168	6	the	the	DET
ajst-8013	168	7	problem	problem	NOUN
ajst-8013	168	8	of	of	ADP
ajst-8013	168	9	semantic	semantic	ADJ
ajst-8013	168	10	loss	loss	NOUN
ajst-8013	168	11	during	during	ADP
ajst-8013	168	12	cnn	cnn	PROPN
ajst-8013	168	13	fusion	fusion	NOUN
ajst-8013	168	14	.	.	PUNCT
ajst-8013	169	1	gan	gan	PROPN
ajst-8013	169	2	method	method	NOUN
ajst-8013	169	3	is	be	AUX
ajst-8013	169	4	able	able	ADJ
ajst-8013	169	5	to	to	PART
ajst-8013	169	6	solve	solve	VERB
ajst-8013	169	7	the	the	DET
ajst-8013	169	8	issue	issue	NOUN
ajst-8013	169	9	of	of	ADP
ajst-8013	169	10	manual	manual	ADJ
ajst-8013	169	11	design	design	NOUN
ajst-8013	169	12	of	of	ADP
ajst-8013	169	13	fusion	fusion	NOUN
ajst-8013	169	14	rules	rule	NOUN
ajst-8013	169	15	and	and	CCONJ
ajst-8013	169	16	demonstrates	demonstrate	VERB
ajst-8013	169	17	strong	strong	ADJ
ajst-8013	169	18	capabilities	capability	NOUN
ajst-8013	169	19	in	in	ADP
ajst-8013	169	20	data	datum	NOUN
ajst-8013	169	21	generation	generation	NOUN
ajst-8013	169	22	.	.	PUNCT
ajst-8013	170	1	however	however	ADV
ajst-8013	170	2	,	,	PUNCT
ajst-8013	170	3	as	as	SCONJ
ajst-8013	170	4	deep	deep	ADJ
ajst-8013	170	5	learning	learning	NOUN
ajst-8013	170	6	continues	continue	VERB
ajst-8013	170	7	to	to	PART
ajst-8013	170	8	evolve	evolve	VERB
ajst-8013	170	9	,	,	PUNCT
ajst-8013	170	10	multi	multi	ADJ
ajst-8013	170	11	-	-	ADJ
ajst-8013	170	12	modal	modal	ADJ
ajst-8013	170	13	medical	medical	ADJ
ajst-8013	170	14	image	image	NOUN
ajst-8013	170	15	fusion	fusion	NOUN
ajst-8013	170	16	based	base	VERB
ajst-8013	170	17	on	on	ADP
ajst-8013	170	18	deep	deep	ADJ
ajst-8013	170	19	learning	learning	NOUN
ajst-8013	170	20	still	still	ADV
ajst-8013	170	21	faces	face	VERB
ajst-8013	170	22	the	the	DET
ajst-8013	170	23	following	follow	VERB
ajst-8013	170	24	challenges	challenge	NOUN
ajst-8013	170	25	:	:	PUNCT
ajst-8013	170	26	(	(	PUNCT
ajst-8013	170	27	1	1	X
ajst-8013	170	28	)	)	PUNCT
ajst-8013	170	29	in	in	ADP
ajst-8013	170	30	medical	medical	ADJ
ajst-8013	170	31	image	image	NOUN
ajst-8013	170	32	fusion	fusion	NOUN
ajst-8013	170	33	tasks	task	NOUN
ajst-8013	170	34	,	,	PUNCT
ajst-8013	170	35	it	it	PRON
ajst-8013	170	36	is	be	AUX
ajst-8013	170	37	difficult	difficult	ADJ
ajst-8013	170	38	to	to	PART
ajst-8013	170	39	evaluate	evaluate	VERB
ajst-8013	170	40	the	the	DET
ajst-8013	170	41	quality	quality	NOUN
ajst-8013	170	42	of	of	ADP
ajst-8013	170	43	the	the	DET
ajst-8013	170	44	fusion	fusion	NOUN
ajst-8013	170	45	results	result	NOUN
ajst-8013	170	46	due	due	ADP
ajst-8013	170	47	to	to	ADP
ajst-8013	170	48	the	the	DET
ajst-8013	170	49	lack	lack	NOUN
ajst-8013	170	50	of	of	ADP
ajst-8013	170	51	real	real	ADJ
ajst-8013	170	52	ground	ground	NOUN
ajst-8013	170	53	truth	truth	NOUN
ajst-8013	170	54	.	.	PUNCT
ajst-8013	171	1	therefore	therefore	ADV
ajst-8013	171	2	,	,	PUNCT
ajst-8013	171	3	it	it	PRON
ajst-8013	171	4	is	be	AUX
ajst-8013	171	5	crucial	crucial	ADJ
ajst-8013	171	6	to	to	PART
ajst-8013	171	7	design	design	VERB
ajst-8013	171	8	reference	reference	NOUN
ajst-8013	171	9	-	-	PUNCT
ajst-8013	171	10	free	free	ADJ
ajst-8013	171	11	measures	measure	NOUN
ajst-8013	171	12	with	with	ADP
ajst-8013	171	13	high	high	ADJ
ajst-8013	171	14	representational	representational	ADJ
ajst-8013	171	15	power	power	NOUN
ajst-8013	171	16	in	in	ADP
ajst-8013	171	17	this	this	DET
ajst-8013	171	18	field	field	NOUN
ajst-8013	171	19	.	.	PUNCT
ajst-8013	172	1	these	these	DET
ajst-8013	172	2	measures	measure	NOUN
ajst-8013	172	3	can	can	AUX
ajst-8013	172	4	guide	guide	VERB
ajst-8013	172	5	the	the	DET
ajst-8013	172	6	fusion	fusion	NOUN
ajst-8013	172	7	process	process	NOUN
ajst-8013	172	8	to	to	PART
ajst-8013	172	9	generate	generate	VERB
ajst-8013	172	10	higher	high	ADJ
ajst-8013	172	11	quality	quality	NOUN
ajst-8013	172	12	results	result	NOUN
ajst-8013	172	13	when	when	SCONJ
ajst-8013	172	14	used	use	VERB
ajst-8013	172	15	in	in	ADP
ajst-8013	172	16	the	the	DET
ajst-8013	172	17	loss	loss	NOUN
ajst-8013	172	18	function	function	NOUN
ajst-8013	172	19	,	,	PUNCT
ajst-8013	172	20	and	and	CCONJ
ajst-8013	172	21	can	can	AUX
ajst-8013	172	22	also	also	ADV
ajst-8013	172	23	be	be	AUX
ajst-8013	172	24	used	use	VERB
ajst-8013	172	25	to	to	PART
ajst-8013	172	26	fairly	fairly	ADV
ajst-8013	172	27	evaluate	evaluate	VERB
ajst-8013	172	28	the	the	DET
ajst-8013	172	29	fusion	fusion	NOUN
ajst-8013	172	30	results	result	NOUN
ajst-8013	172	31	to	to	PART
ajst-8013	172	32	encourage	encourage	VERB
ajst-8013	172	33	further	further	ADJ
ajst-8013	172	34	research	research	NOUN
ajst-8013	172	35	.	.	PUNCT
ajst-8013	173	1	distance	distance	NOUN
ajst-8013	173	2	measurement	measurement	NOUN
ajst-8013	173	3	learning	learning	NOUN
ajst-8013	173	4	may	may	AUX
ajst-8013	173	5	be	be	AUX
ajst-8013	173	6	a	a	DET
ajst-8013	173	7	good	good	ADJ
ajst-8013	173	8	approach	approach	NOUN
ajst-8013	173	9	for	for	ADP
ajst-8013	173	10	comprehensive	comprehensive	ADJ
ajst-8013	173	11	quality	quality	NOUN
ajst-8013	173	12	assessment	assessment	NOUN
ajst-8013	173	13	.	.	PUNCT
ajst-8013	174	1	(	(	PUNCT
ajst-8013	174	2	2	2	X
ajst-8013	174	3	)	)	PUNCT
ajst-8013	174	4	deep	deep	ADJ
ajst-8013	174	5	learning	learning	NOUN
ajst-8013	174	6	has	have	AUX
ajst-8013	174	7	shown	show	VERB
ajst-8013	174	8	great	great	ADJ
ajst-8013	174	9	potential	potential	NOUN
ajst-8013	174	10	in	in	ADP
ajst-8013	174	11	multi	multi	ADJ
ajst-8013	174	12	-	-	ADJ
ajst-8013	174	13	modal	modal	ADJ
ajst-8013	174	14	medical	medical	ADJ
ajst-8013	174	15	image	image	NOUN
ajst-8013	174	16	fusion	fusion	NOUN
ajst-8013	174	17	,	,	PUNCT
ajst-8013	174	18	but	but	CCONJ
ajst-8013	174	19	it	it	PRON
ajst-8013	174	20	also	also	ADV
ajst-8013	174	21	faces	face	VERB
ajst-8013	174	22	challenges	challenge	NOUN
ajst-8013	174	23	such	such	ADJ
ajst-8013	174	24	as	as	ADP
ajst-8013	174	25	a	a	DET
ajst-8013	174	26	single	single	ADJ
ajst-8013	174	27	framework	framework	NOUN
ajst-8013	174	28	and	and	CCONJ
ajst-8013	174	29	limited	limited	ADJ
ajst-8013	174	30	training	training	NOUN
ajst-8013	174	31	data	datum	NOUN
ajst-8013	174	32	.	.	PUNCT
ajst-8013	175	1	annotating	annotate	VERB
ajst-8013	175	2	medical	medical	ADJ
ajst-8013	175	3	images	image	NOUN
ajst-8013	175	4	for	for	ADP
ajst-8013	175	5	training	training	NOUN
ajst-8013	175	6	data	datum	NOUN
ajst-8013	175	7	requires	require	VERB
ajst-8013	175	8	medical	medical	ADJ
ajst-8013	175	9	experts	expert	NOUN
ajst-8013	175	10	and	and	CCONJ
ajst-8013	175	11	is	be	AUX
ajst-8013	175	12	a	a	DET
ajst-8013	175	13	time	time	NOUN
ajst-8013	175	14	-	-	PUNCT
ajst-8013	175	15	consuming	consume	VERB
ajst-8013	175	16	and	and	CCONJ
ajst-8013	175	17	costly	costly	ADJ
ajst-8013	175	18	process	process	NOUN
ajst-8013	175	19	,	,	PUNCT
ajst-8013	175	20	which	which	PRON
ajst-8013	175	21	can	can	AUX
ajst-8013	175	22	lead	lead	VERB
ajst-8013	175	23	to	to	ADP
ajst-8013	175	24	a	a	DET
ajst-8013	175	25	lack	lack	NOUN
ajst-8013	175	26	of	of	ADP
ajst-8013	175	27	data	datum	NOUN
ajst-8013	175	28	and	and	CCONJ
ajst-8013	175	29	overfitting	overfitting	NOUN
ajst-8013	175	30	.	.	PUNCT
ajst-8013	176	1	in	in	ADP
ajst-8013	176	2	addition	addition	NOUN
ajst-8013	176	3	,	,	PUNCT
ajst-8013	176	4	incorporating	incorporate	VERB
ajst-8013	176	5	feature	feature	NOUN
ajst-8013	176	6	information	information	NOUN
ajst-8013	176	7	and	and	CCONJ
ajst-8013	176	8	lesion	lesion	NOUN
ajst-8013	176	9	information	information	NOUN
ajst-8013	176	10	into	into	ADP
ajst-8013	176	11	the	the	DET
ajst-8013	176	12	dataset	dataset	NOUN
ajst-8013	176	13	obtained	obtain	VERB
ajst-8013	176	14	through	through	ADP
ajst-8013	176	15	data	datum	NOUN
ajst-8013	176	16	augmentation	augmentation	NOUN
ajst-8013	176	17	can	can	AUX
ajst-8013	176	18	have	have	VERB
ajst-8013	176	19	a	a	DET
ajst-8013	176	20	significant	significant	ADJ
ajst-8013	176	21	impact	impact	NOUN
ajst-8013	176	22	on	on	ADP
ajst-8013	176	23	the	the	DET
ajst-8013	176	24	accuracy	accuracy	NOUN
ajst-8013	176	25	of	of	ADP
ajst-8013	176	26	the	the	DET
ajst-8013	176	27	model	model	NOUN
ajst-8013	176	28	.	.	PUNCT
ajst-8013	177	1	therefore	therefore	ADV
ajst-8013	177	2	,	,	PUNCT
ajst-8013	177	3	designing	design	VERB
ajst-8013	177	4	an	an	DET
ajst-8013	177	5	effective	effective	ADJ
ajst-8013	177	6	architecture	architecture	NOUN
ajst-8013	177	7	through	through	ADP
ajst-8013	177	8	deep	deep	ADJ
ajst-8013	177	9	learning	learning	NOUN
ajst-8013	177	10	remains	remain	VERB
ajst-8013	177	11	a	a	DET
ajst-8013	177	12	challenge	challenge	NOUN
ajst-8013	177	13	in	in	ADP
ajst-8013	177	14	multi	multi	ADJ
ajst-8013	177	15	-	-	ADJ
ajst-8013	177	16	modal	modal	ADJ
ajst-8013	177	17	medical	medical	ADJ
ajst-8013	177	18	image	image	NOUN
ajst-8013	177	19	fusion	fusion	NOUN
ajst-8013	177	20	research	research	NOUN
ajst-8013	177	21	.	.	PUNCT
ajst-8013	178	1	(	(	PUNCT
ajst-8013	178	2	3	3	X
ajst-8013	178	3	)	)	PUNCT
ajst-8013	178	4	the	the	DET
ajst-8013	178	5	current	current	ADJ
ajst-8013	178	6	state	state	NOUN
ajst-8013	178	7	-	-	PUNCT
ajst-8013	178	8	of	of	ADP
ajst-8013	178	9	-	-	PUNCT
ajst-8013	178	10	the	the	DET
ajst-8013	178	11	-	-	PUNCT
ajst-8013	178	12	art	art	NOUN
ajst-8013	178	13	medical	medical	ADJ
ajst-8013	178	14	image	image	NOUN
ajst-8013	178	15	fusion	fusion	NOUN
ajst-8013	178	16	methods	method	NOUN
ajst-8013	178	17	have	have	AUX
ajst-8013	178	18	made	make	VERB
ajst-8013	178	19	significant	significant	ADJ
ajst-8013	178	20	progress	progress	NOUN
ajst-8013	178	21	.	.	PUNCT
ajst-8013	179	1	however	however	ADV
ajst-8013	179	2	,	,	PUNCT
ajst-8013	179	3	most	most	ADJ
ajst-8013	179	4	of	of	ADP
ajst-8013	179	5	these	these	DET
ajst-8013	179	6	methods	method	NOUN
ajst-8013	179	7	still	still	ADV
ajst-8013	179	8	follow	follow	VERB
ajst-8013	179	9	traditional	traditional	ADJ
ajst-8013	179	10	problem	problem	NOUN
ajst-8013	179	11	-	-	PUNCT
ajst-8013	179	12	solving	solve	VERB
ajst-8013	179	13	ideas	idea	NOUN
ajst-8013	179	14	and	and	CCONJ
ajst-8013	179	15	face	face	VERB
ajst-8013	179	16	some	some	DET
ajst-8013	179	17	challenges	challenge	NOUN
ajst-8013	179	18	,	,	PUNCT
ajst-8013	179	19	such	such	ADJ
ajst-8013	179	20	as	as	ADP
ajst-8013	179	21	color	color	NOUN
ajst-8013	179	22	distortion	distortion	NOUN
ajst-8013	179	23	and	and	CCONJ
ajst-8013	179	24	incomplete	incomplete	ADJ
ajst-8013	179	25	feature	feature	NOUN
ajst-8013	179	26	information	information	NOUN
ajst-8013	179	27	extraction	extraction	NOUN
ajst-8013	179	28	in	in	ADP
ajst-8013	179	29	the	the	DET
ajst-8013	179	30	fusion	fusion	NOUN
ajst-8013	179	31	image	image	NOUN
ajst-8013	179	32	.	.	PUNCT
ajst-8013	180	1	therefore	therefore	ADV
ajst-8013	180	2	,	,	PUNCT
ajst-8013	180	3	there	there	PRON
ajst-8013	180	4	is	be	VERB
ajst-8013	180	5	a	a	DET
ajst-8013	180	6	need	need	NOUN
ajst-8013	180	7	for	for	ADP
ajst-8013	180	8	a	a	DET
ajst-8013	180	9	more	more	ADV
ajst-8013	180	10	innovative	innovative	ADJ
ajst-8013	180	11	and	and	CCONJ
ajst-8013	180	12	disruptive	disruptive	ADJ
ajst-8013	180	13	approach	approach	NOUN
ajst-8013	180	14	to	to	ADP
ajst-8013	180	15	medical	medical	ADJ
ajst-8013	180	16	image	image	NOUN
ajst-8013	180	17	fusion	fusion	NOUN
ajst-8013	180	18	algorithms	algorithm	NOUN
ajst-8013	180	19	to	to	PART
ajst-8013	180	20	achieve	achieve	VERB
ajst-8013	180	21	even	even	ADV
ajst-8013	180	22	higher	high	ADJ
ajst-8013	180	23	levels	level	NOUN
ajst-8013	180	24	of	of	ADP
ajst-8013	180	25	performance	performance	NOUN
ajst-8013	180	26	.	.	PUNCT
ajst-8013	181	1	(	(	PUNCT
ajst-8013	181	2	4	4	X
ajst-8013	181	3	)	)	PUNCT
ajst-8013	181	4	medical	medical	ADJ
ajst-8013	181	5	image	image	NOUN
ajst-8013	181	6	fusion	fusion	NOUN
ajst-8013	181	7	of	of	ADP
ajst-8013	181	8	three	three	NUM
ajst-8013	181	9	or	or	CCONJ
ajst-8013	181	10	more	more	ADJ
ajst-8013	181	11	modes	mode	NOUN
ajst-8013	181	12	is	be	AUX
ajst-8013	181	13	indeed	indeed	ADV
ajst-8013	181	14	a	a	DET
ajst-8013	181	15	challenging	challenging	ADJ
ajst-8013	181	16	problem	problem	NOUN
ajst-8013	181	17	.	.	PUNCT
ajst-8013	182	1	one	one	NUM
ajst-8013	182	2	possible	possible	ADJ
ajst-8013	182	3	solution	solution	NOUN
ajst-8013	182	4	is	be	AUX
ajst-8013	182	5	to	to	PART
ajst-8013	182	6	use	use	VERB
ajst-8013	182	7	deep	deep	ADJ
ajst-8013	182	8	learning	learning	NOUN
ajst-8013	182	9	models	model	NOUN
ajst-8013	182	10	with	with	ADP
ajst-8013	182	11	more	more	ADJ
ajst-8013	182	12	complex	complex	ADJ
ajst-8013	182	13	architectures	architecture	NOUN
ajst-8013	182	14	to	to	PART
ajst-8013	182	15	extract	extract	VERB
ajst-8013	182	16	and	and	CCONJ
ajst-8013	182	17	fuse	fuse	NOUN
ajst-8013	182	18	features	feature	NOUN
ajst-8013	182	19	from	from	ADP
ajst-8013	182	20	multiple	multiple	ADJ
ajst-8013	182	21	modalities	modality	NOUN
ajst-8013	182	22	.	.	PUNCT
ajst-8013	183	1	another	another	DET
ajst-8013	183	2	approach	approach	NOUN
ajst-8013	183	3	is	be	AUX
ajst-8013	183	4	to	to	PART
ajst-8013	183	5	decompose	decompose	VERB
ajst-8013	183	6	each	each	DET
ajst-8013	183	7	modality	modality	NOUN
ajst-8013	183	8	into	into	ADP
ajst-8013	183	9	different	different	ADJ
ajst-8013	183	10	frequency	frequency	NOUN
ajst-8013	183	11	bands	band	NOUN
ajst-8013	183	12	and	and	CCONJ
ajst-8013	183	13	fuse	fuse	VERB
ajst-8013	183	14	the	the	DET
ajst-8013	183	15	corresponding	correspond	VERB
ajst-8013	183	16	bands	band	NOUN
ajst-8013	183	17	from	from	ADP
ajst-8013	183	18	different	different	ADJ
ajst-8013	183	19	modalities	modality	NOUN
ajst-8013	183	20	.	.	PUNCT
ajst-8013	184	1	however	however	ADV
ajst-8013	184	2	,	,	PUNCT
ajst-8013	184	3	these	these	DET
ajst-8013	184	4	methods	method	NOUN
ajst-8013	184	5	are	be	AUX
ajst-8013	184	6	still	still	ADV
ajst-8013	184	7	in	in	ADP
ajst-8013	184	8	the	the	DET
ajst-8013	184	9	experimental	experimental	ADJ
ajst-8013	184	10	stage	stage	NOUN
ajst-8013	184	11	and	and	CCONJ
ajst-8013	184	12	require	require	VERB
ajst-8013	184	13	further	further	ADJ
ajst-8013	184	14	research	research	NOUN
ajst-8013	184	15	and	and	CCONJ
ajst-8013	184	16	development	development	NOUN
ajst-8013	184	17	.	.	PUNCT
ajst-8013	185	1	additionally	additionally	ADV
ajst-8013	185	2	,	,	PUNCT
ajst-8013	185	3	the	the	DET
ajst-8013	185	4	evaluation	evaluation	NOUN
ajst-8013	185	5	of	of	ADP
ajst-8013	185	6	the	the	DET
ajst-8013	185	7	fusion	fusion	NOUN
ajst-8013	185	8	results	result	NOUN
ajst-8013	185	9	in	in	ADP
ajst-8013	185	10	multi	multi	ADJ
ajst-8013	185	11	-	-	ADJ
ajst-8013	185	12	modal	modal	ADJ
ajst-8013	185	13	medical	medical	ADJ
ajst-8013	185	14	image	image	NOUN
ajst-8013	185	15	fusion	fusion	NOUN
ajst-8013	185	16	is	be	AUX
ajst-8013	185	17	also	also	ADV
ajst-8013	185	18	a	a	DET
ajst-8013	185	19	challenge	challenge	NOUN
ajst-8013	185	20	,	,	PUNCT
ajst-8013	185	21	as	as	SCONJ
ajst-8013	185	22	it	it	PRON
ajst-8013	185	23	is	be	AUX
ajst-8013	185	24	difficult	difficult	ADJ
ajst-8013	185	25	to	to	PART
ajst-8013	185	26	establish	establish	VERB
ajst-8013	185	27	a	a	DET
ajst-8013	185	28	comprehensive	comprehensive	ADJ
ajst-8013	185	29	evaluation	evaluation	NOUN
ajst-8013	185	30	standard	standard	NOUN
ajst-8013	185	31	due	due	ADP
ajst-8013	185	32	to	to	ADP
ajst-8013	185	33	the	the	DET
ajst-8013	185	34	complexity	complexity	NOUN
ajst-8013	185	35	and	and	CCONJ
ajst-8013	185	36	diversity	diversity	NOUN
ajst-8013	185	37	of	of	ADP
ajst-8013	185	38	medical	medical	ADJ
ajst-8013	185	39	image	image	NOUN
ajst-8013	185	40	data	datum	NOUN
ajst-8013	185	41	.	.	PUNCT
ajst-8013	186	1	references	reference	NOUN
ajst-8013	186	2	[	[	X
ajst-8013	186	3	1	1	NUM
ajst-8013	186	4	]	]	PUNCT
ajst-8013	186	5	a.	a.	NOUN
ajst-8013	186	6	p.	p.	PROPN
ajst-8013	186	7	james	james	PROPN
ajst-8013	186	8	and	and	CCONJ
ajst-8013	186	9	b.	b.	PROPN
ajst-8013	187	1	v.	v.	CCONJ
ajst-8013	187	2	dasarathy	dasarathy	PROPN
ajst-8013	187	3	,	,	PUNCT
ajst-8013	187	4	"	"	PUNCT
ajst-8013	187	5	medical	medical	ADJ
ajst-8013	187	6	image	image	NOUN
ajst-8013	187	7	fusion	fusion	NOUN
ajst-8013	187	8	:	:	PUNCT
ajst-8013	187	9	a	a	DET
ajst-8013	187	10	survey	survey	NOUN
ajst-8013	187	11	of	of	ADP
ajst-8013	187	12	the	the	DET
ajst-8013	187	13	state	state	NOUN
ajst-8013	187	14	of	of	ADP
ajst-8013	187	15	the	the	DET
ajst-8013	187	16	art	art	NOUN
ajst-8013	187	17	,	,	PUNCT
ajst-8013	187	18	"	"	PUNCT
ajst-8013	187	19	information	information	NOUN
ajst-8013	187	20	fusion	fusion	NOUN
ajst-8013	187	21	,	,	PUNCT
ajst-8013	187	22	vol	vol	NOUN
ajst-8013	187	23	.	.	PROPN
ajst-8013	187	24	19	19	NUM
ajst-8013	187	25	,	,	PUNCT
ajst-8013	187	26	pp	pp	ADJ
ajst-8013	187	27	.	.	PUNCT
ajst-8013	188	1	4	4	NUM
ajst-8013	188	2	-	-	SYM
ajst-8013	188	3	19	19	NUM
ajst-8013	188	4	,	,	PUNCT
ajst-8013	188	5	2014	2014	NUM
ajst-8013	188	6	.	.	PUNCT
ajst-8013	189	1	[	[	X
ajst-8013	189	2	2	2	NUM
ajst-8013	189	3	]	]	X
ajst-8013	189	4	d.	d.	PROPN
ajst-8013	189	5	nie	nie	PROPN
ajst-8013	189	6	,	,	PUNCT
ajst-8013	189	7	h.	h.	PROPN
ajst-8013	189	8	zhang	zhang	PROPN
ajst-8013	189	9	,	,	PUNCT
ajst-8013	189	10	e.	e.	PROPN
ajst-8013	189	11	adeli	adeli	PROPN
ajst-8013	189	12	,	,	PUNCT
ajst-8013	189	13	l.	l.	PROPN
ajst-8013	189	14	liu	liu	PROPN
ajst-8013	189	15	,	,	PUNCT
ajst-8013	189	16	and	and	CCONJ
ajst-8013	189	17	d.	d.	PROPN
ajst-8013	189	18	shen	shen	PROPN
ajst-8013	189	19	,	,	PUNCT
ajst-8013	189	20	"	"	PUNCT
ajst-8013	189	21	3d	3d	NUM
ajst-8013	189	22	deep	deep	ADJ
ajst-8013	189	23	learning	learning	NOUN
ajst-8013	189	24	for	for	ADP
ajst-8013	189	25	multi	multi	ADJ
ajst-8013	189	26	-	-	ADJ
ajst-8013	189	27	modal	modal	ADJ
ajst-8013	189	28	imaging	imaging	NOUN
ajst-8013	189	29	-	-	PUNCT
ajst-8013	189	30	guided	guide	VERB
ajst-8013	189	31	survival	survival	NOUN
ajst-8013	189	32	time	time	NOUN
ajst-8013	189	33	prediction	prediction	NOUN
ajst-8013	189	34	of	of	ADP
ajst-8013	189	35	brain	brain	NOUN
ajst-8013	189	36	tumor	tumor	NOUN
ajst-8013	189	37	patients	patient	NOUN
ajst-8013	189	38	,	,	PUNCT
ajst-8013	189	39	"	"	PUNCT
ajst-8013	189	40	in	in	ADP
ajst-8013	189	41	international	international	ADJ
ajst-8013	189	42	conference	conference	NOUN
ajst-8013	189	43	on	on	ADP
ajst-8013	189	44	medical	medical	ADJ
ajst-8013	189	45	image	image	NOUN
ajst-8013	189	46	computing	computing	NOUN
ajst-8013	189	47	and	and	CCONJ
ajst-8013	189	48	computer	computer	NOUN
ajst-8013	189	49	-	-	PUNCT
ajst-8013	189	50	assisted	assist	VERB
ajst-8013	189	51	intervention	intervention	NOUN
ajst-8013	189	52	,	,	PUNCT
ajst-8013	189	53	2016	2016	NUM
ajst-8013	189	54	:	:	PUNCT
ajst-8013	189	55	springer	springer	NOUN
ajst-8013	189	56	,	,	PUNCT
ajst-8013	189	57	pp	pp	ADJ
ajst-8013	189	58	.	.	PUNCT
ajst-8013	190	1	212	212	NUM
ajst-8013	190	2	-	-	SYM
ajst-8013	190	3	220	220	NUM
ajst-8013	190	4	.	.	PUNCT
ajst-8013	191	1	[	[	X
ajst-8013	191	2	3	3	X
ajst-8013	191	3	]	]	X
ajst-8013	191	4	y.	y.	PROPN
ajst-8013	191	5	liu	liu	PROPN
ajst-8013	191	6	,	,	PUNCT
ajst-8013	191	7	x.	x.	PROPN
ajst-8013	191	8	chen	chen	PROPN
ajst-8013	191	9	,	,	PUNCT
ajst-8013	191	10	h.	h.	PROPN
ajst-8013	191	11	peng	peng	PROPN
ajst-8013	191	12	,	,	PUNCT
ajst-8013	191	13	and	and	CCONJ
ajst-8013	191	14	z.	z.	PROPN
ajst-8013	191	15	wang	wang	PROPN
ajst-8013	191	16	,	,	PUNCT
ajst-8013	191	17	"	"	PUNCT
ajst-8013	191	18	multi	multi	ADJ
ajst-8013	191	19	-	-	ADJ
ajst-8013	191	20	focus	focus	ADJ
ajst-8013	191	21	image	image	NOUN
ajst-8013	191	22	fusion	fusion	NOUN
ajst-8013	191	23	with	with	ADP
ajst-8013	191	24	a	a	DET
ajst-8013	191	25	deep	deep	ADJ
ajst-8013	191	26	convolutional	convolutional	ADJ
ajst-8013	191	27	neural	neural	ADJ
ajst-8013	191	28	network	network	NOUN
ajst-8013	191	29	,	,	PUNCT
ajst-8013	191	30	"	"	PUNCT
ajst-8013	191	31	information	information	NOUN
ajst-8013	191	32	fusion	fusion	NOUN
ajst-8013	191	33	,	,	PUNCT
ajst-8013	191	34	vol	vol	NOUN
ajst-8013	191	35	.	.	PROPN
ajst-8013	192	1	36	36	NUM
ajst-8013	192	2	,	,	PUNCT
ajst-8013	192	3	pp	pp	ADJ
ajst-8013	192	4	.	.	PUNCT
ajst-8013	193	1	191	191	NUM
ajst-8013	193	2	-	-	SYM
ajst-8013	193	3	207	207	NUM
ajst-8013	193	4	,	,	PUNCT
ajst-8013	193	5	2017	2017	NUM
ajst-8013	193	6	.	.	PUNCT
ajst-8013	194	1	[	[	X
ajst-8013	194	2	4	4	X
ajst-8013	194	3	]	]	X
ajst-8013	194	4	h.	h.	PROPN
ajst-8013	194	5	hermessi	hermessi	PROPN
ajst-8013	194	6	,	,	PUNCT
ajst-8013	194	7	o.	o.	PROPN
ajst-8013	194	8	mourali	mourali	PROPN
ajst-8013	194	9	,	,	PUNCT
ajst-8013	194	10	and	and	CCONJ
ajst-8013	194	11	e.	e.	PROPN
ajst-8013	194	12	zagrouba	zagrouba	PROPN
ajst-8013	194	13	,	,	PUNCT
ajst-8013	194	14	"	"	PUNCT
ajst-8013	194	15	convolutional	convolutional	ADJ
ajst-8013	194	16	neural	neural	ADJ
ajst-8013	194	17	network	network	NOUN
ajst-8013	194	18	-	-	PUNCT
ajst-8013	194	19	based	base	VERB
ajst-8013	194	20	multimodal	multimodal	NOUN
ajst-8013	194	21	image	image	NOUN
ajst-8013	194	22	fusion	fusion	NOUN
ajst-8013	194	23	via	via	ADP
ajst-8013	194	24	similarity	similarity	NOUN
ajst-8013	194	25	learning	learning	NOUN
ajst-8013	194	26	in	in	ADP
ajst-8013	194	27	the	the	DET
ajst-8013	194	28	shearlet	shearlet	ADJ
ajst-8013	194	29	domain	domain	NOUN
ajst-8013	194	30	,	,	PUNCT
ajst-8013	194	31	"	"	PUNCT
ajst-8013	194	32	neural	neural	ADJ
ajst-8013	194	33	computing	computing	NOUN
ajst-8013	194	34	and	and	CCONJ
ajst-8013	194	35	applications	application	NOUN
ajst-8013	194	36	,	,	PUNCT
ajst-8013	194	37	vol	vol	NOUN
ajst-8013	194	38	.	.	PROPN
ajst-8013	194	39	30	30	NUM
ajst-8013	194	40	,	,	PUNCT
ajst-8013	194	41	no	no	INTJ
ajst-8013	194	42	.	.	NOUN
ajst-8013	194	43	7	7	NUM
ajst-8013	194	44	,	,	PUNCT
ajst-8013	194	45	pp	pp	ADJ
ajst-8013	194	46	.	.	PUNCT
ajst-8013	194	47	2029	2029	NUM
ajst-8013	194	48	-	-	SYM
ajst-8013	194	49	2045	2045	NUM
ajst-8013	194	50	,	,	PUNCT
ajst-8013	194	51	2018	2018	NUM
ajst-8013	194	52	.	.	PUNCT
ajst-8013	195	1	[	[	X
ajst-8013	195	2	5	5	NUM
ajst-8013	195	3	]	]	PUNCT
ajst-8013	195	4	t.-y	t.-y	NOUN
ajst-8013	195	5	.	.	PUNCT
ajst-8013	196	1	zhang	zhang	PROPN
ajst-8013	196	2	,	,	PUNCT
ajst-8013	196	3	q.	q.	PROPN
ajst-8013	196	4	zhou	zhou	PROPN
ajst-8013	196	5	,	,	PUNCT
ajst-8013	196	6	h.-j	h.-j	PROPN
ajst-8013	196	7	.	.	PUNCT
ajst-8013	197	1	feng	feng	PROPN
ajst-8013	197	2	,	,	PUNCT
ajst-8013	197	3	z.-h	z.-h	PROPN
ajst-8013	197	4	.	.	PUNCT
ajst-8013	198	1	xu	xu	PROPN
ajst-8013	198	2	,	,	PUNCT
ajst-8013	198	3	q.	q.	PROPN
ajst-8013	198	4	li	li	PROPN
ajst-8013	198	5	,	,	PUNCT
ajst-8013	198	6	and	and	CCONJ
ajst-8013	198	7	y.-t	y.-t	NOUN
ajst-8013	198	8	.	.	PUNCT
ajst-8013	199	1	chen	chen	PROPN
ajst-8013	199	2	,	,	PUNCT
ajst-8013	199	3	"	"	PUNCT
ajst-8013	199	4	fusion	fusion	NOUN
ajst-8013	199	5	of	of	ADP
ajst-8013	199	6	infrared	infrared	ADJ
ajst-8013	199	7	and	and	CCONJ
ajst-8013	199	8	visible	visible	ADJ
ajst-8013	199	9	light	light	ADJ
ajst-8013	199	10	images	image	NOUN
ajst-8013	199	11	based	base	VERB
ajst-8013	199	12	on	on	ADP
ajst-8013	199	13	nonsubsampled	nonsubsample	VERB
ajst-8013	199	14	shearlet	shearlet	PROPN
ajst-8013	199	15	transform	transform	NOUN
ajst-8013	199	16	,	,	PUNCT
ajst-8013	199	17	"	"	PUNCT
ajst-8013	199	18	in	in	ADP
ajst-8013	199	19	international	international	ADJ
ajst-8013	199	20	symposium	symposium	NOUN
ajst-8013	199	21	on	on	ADP
ajst-8013	199	22	photoelectronic	photoelectronic	ADJ
ajst-8013	199	23	detection	detection	NOUN
ajst-8013	199	24	and	and	CCONJ
ajst-8013	199	25	imaging	imaging	NOUN
ajst-8013	199	26	2013	2013	NUM
ajst-8013	199	27	:	:	PUNCT
ajst-8013	199	28	infrared	infrared	ADJ
ajst-8013	199	29	imaging	imaging	NOUN
ajst-8013	199	30	and	and	CCONJ
ajst-8013	199	31	applications	application	NOUN
ajst-8013	199	32	,	,	PUNCT
ajst-8013	199	33	2013	2013	NUM
ajst-8013	199	34	,	,	PUNCT
ajst-8013	199	35	vol	vol	NOUN
ajst-8013	199	36	.	.	PROPN
ajst-8013	199	37	8907	8907	NUM
ajst-8013	199	38	:	:	PUNCT
ajst-8013	199	39	international	international	ADJ
ajst-8013	199	40	society	society	NOUN
ajst-8013	199	41	for	for	ADP
ajst-8013	199	42	optics	optic	NOUN
ajst-8013	199	43	and	and	CCONJ
ajst-8013	199	44	photonics	photonic	NOUN
ajst-8013	199	45	,	,	PUNCT
ajst-8013	199	46	p.	p.	NOUN
ajst-8013	199	47	89071h	89071h	NUM
ajst-8013	199	48	.	.	PUNCT
ajst-8013	200	1	[	[	X
ajst-8013	200	2	6	6	NUM
ajst-8013	200	3	]	]	PUNCT
ajst-8013	200	4	r.	r.	PROPN
ajst-8013	200	5	hou	hou	PROPN
ajst-8013	200	6	,	,	PUNCT
ajst-8013	200	7	d.	d.	PROPN
ajst-8013	200	8	zhou	zhou	PROPN
ajst-8013	200	9	,	,	PUNCT
ajst-8013	200	10	r.	r.	PROPN
ajst-8013	200	11	nie	nie	PROPN
ajst-8013	200	12	,	,	PUNCT
ajst-8013	200	13	d.	d.	PROPN
ajst-8013	200	14	liu	liu	PROPN
ajst-8013	200	15	,	,	PUNCT
ajst-8013	200	16	and	and	CCONJ
ajst-8013	200	17	x.	x.	PROPN
ajst-8013	200	18	ruan	ruan	PROPN
ajst-8013	200	19	,	,	PUNCT
ajst-8013	200	20	"	"	PUNCT
ajst-8013	200	21	brain	brain	NOUN
ajst-8013	200	22	ct	ct	NOUN
ajst-8013	200	23	and	and	CCONJ
ajst-8013	200	24	mri	mri	PROPN
ajst-8013	200	25	medical	medical	ADJ
ajst-8013	200	26	image	image	NOUN
ajst-8013	200	27	fusion	fusion	NOUN
ajst-8013	200	28	using	use	VERB
ajst-8013	200	29	convolutional	convolutional	ADJ
ajst-8013	200	30	neural	neural	ADJ
ajst-8013	200	31	networks	network	NOUN
ajst-8013	200	32	and	and	CCONJ
ajst-8013	200	33	a	a	DET
ajst-8013	200	34	dual	dual	ADJ
ajst-8013	200	35	-	-	PUNCT
ajst-8013	200	36	channel	channel	NOUN
ajst-8013	200	37	spiking	spike	VERB
ajst-8013	200	38	cortical	cortical	ADJ
ajst-8013	200	39	model	model	NOUN
ajst-8013	200	40	,	,	PUNCT
ajst-8013	200	41	"	"	PUNCT
ajst-8013	200	42	medical	medical	ADJ
ajst-8013	200	43	&	&	CCONJ
ajst-8013	200	44	biological	biological	ADJ
ajst-8013	200	45	engineering	engineering	PROPN
ajst-8013	200	46	&	&	CCONJ
ajst-8013	200	47	computing	computing	PROPN
ajst-8013	200	48	,	,	PUNCT
ajst-8013	200	49	vol	vol	NOUN
ajst-8013	200	50	.	.	PROPN
ajst-8013	200	51	57	57	NUM
ajst-8013	200	52	,	,	PUNCT
ajst-8013	200	53	no	no	INTJ
ajst-8013	200	54	.	.	NOUN
ajst-8013	200	55	4	4	NUM
ajst-8013	200	56	,	,	PUNCT
ajst-8013	200	57	pp	pp	ADJ
ajst-8013	200	58	.	.	PUNCT
ajst-8013	200	59	887900	887900	NUM
ajst-8013	200	60	,	,	PUNCT
ajst-8013	200	61	2019	2019	NUM
ajst-8013	200	62	.	.	PUNCT
ajst-8013	201	1	[	[	X
ajst-8013	201	2	7	7	X
ajst-8013	201	3	]	]	PUNCT
ajst-8013	201	4	a.	a.	NOUN
ajst-8013	201	5	l.	l.	PROPN
ajst-8013	201	6	da	da	PROPN
ajst-8013	201	7	cunha	cunha	PROPN
ajst-8013	201	8	,	,	PUNCT
ajst-8013	201	9	j.	j.	PROPN
ajst-8013	201	10	zhou	zhou	PROPN
ajst-8013	201	11	,	,	PUNCT
ajst-8013	201	12	and	and	CCONJ
ajst-8013	201	13	m.	m.	PROPN
ajst-8013	201	14	n.	n.	PROPN
ajst-8013	201	15	do	do	VERB
ajst-8013	201	16	,	,	PUNCT
ajst-8013	201	17	"	"	PUNCT
ajst-8013	201	18	the	the	DET
ajst-8013	201	19	nonsubsampled	nonsubsampled	ADJ
ajst-8013	201	20	contourlet	contourlet	NOUN
ajst-8013	201	21	transform	transform	NOUN
ajst-8013	201	22	:	:	PUNCT
ajst-8013	201	23	theory	theory	NOUN
ajst-8013	201	24	,	,	PUNCT
ajst-8013	201	25	design	design	NOUN
ajst-8013	201	26	,	,	PUNCT
ajst-8013	201	27	and	and	CCONJ
ajst-8013	201	28	applications	application	NOUN
ajst-8013	201	29	,	,	PUNCT
ajst-8013	201	30	"	"	PUNCT
ajst-8013	201	31	ieee	ieee	NOUN
ajst-8013	201	32	transactions	transaction	NOUN
ajst-8013	201	33	on	on	ADP
ajst-8013	201	34	image	image	NOUN
ajst-8013	201	35	processing	processing	NOUN
ajst-8013	201	36	,	,	PUNCT
ajst-8013	201	37	vol	vol	NOUN
ajst-8013	201	38	.	.	PROPN
ajst-8013	201	39	15	15	NUM
ajst-8013	201	40	,	,	PUNCT
ajst-8013	201	41	no	no	INTJ
ajst-8013	201	42	.	.	NOUN
ajst-8013	201	43	10	10	NUM
ajst-8013	201	44	,	,	PUNCT
ajst-8013	201	45	pp	pp	ADJ
ajst-8013	201	46	.	.	PUNCT
ajst-8013	202	1	30893101	30893101	NUM
ajst-8013	202	2	,	,	PUNCT
ajst-8013	202	3	2006	2006	NUM
ajst-8013	202	4	.	.	PUNCT
ajst-8013	203	1	[	[	X
ajst-8013	203	2	8	8	X
ajst-8013	203	3	]	]	PUNCT
ajst-8013	203	4	s.	s.	PROPN
ajst-8013	203	5	singh	singh	PROPN
ajst-8013	203	6	and	and	CCONJ
ajst-8013	203	7	r.	r.	PROPN
ajst-8013	203	8	s.	s.	PROPN
ajst-8013	203	9	anand	anand	PROPN
ajst-8013	203	10	,	,	PUNCT
ajst-8013	203	11	"	"	PUNCT
ajst-8013	203	12	multimodal	multimodal	ADJ
ajst-8013	203	13	neurological	neurological	ADJ
ajst-8013	203	14	image	image	NOUN
ajst-8013	203	15	fusion	fusion	NOUN
ajst-8013	203	16	based	base	VERB
ajst-8013	203	17	on	on	ADP
ajst-8013	203	18	adaptive	adaptive	ADJ
ajst-8013	203	19	biological	biological	ADJ
ajst-8013	203	20	inspired	inspire	VERB
ajst-8013	203	21	neural	neural	ADJ
ajst-8013	203	22	model	model	NOUN
ajst-8013	203	23	in	in	ADP
ajst-8013	203	24	nonsubsampled	nonsubsample	VERB
ajst-8013	203	25	shearlet	shearlet	ADJ
ajst-8013	203	26	domain	domain	NOUN
ajst-8013	203	27	,	,	PUNCT
ajst-8013	203	28	"	"	PUNCT
ajst-8013	203	29	international	international	ADJ
ajst-8013	203	30	journal	journal	NOUN
ajst-8013	203	31	of	of	ADP
ajst-8013	203	32	imaging	imaging	NOUN
ajst-8013	203	33	systems	system	NOUN
ajst-8013	203	34	and	and	CCONJ
ajst-8013	203	35	technology	technology	NOUN
ajst-8013	203	36	,	,	PUNCT
ajst-8013	203	37	vol	vol	NOUN
ajst-8013	203	38	.	.	PROPN
ajst-8013	203	39	29	29	NUM
ajst-8013	203	40	,	,	PUNCT
ajst-8013	203	41	no	no	INTJ
ajst-8013	203	42	.	.	NOUN
ajst-8013	203	43	1	1	NUM
ajst-8013	203	44	,	,	PUNCT
ajst-8013	203	45	pp	pp	ADJ
ajst-8013	203	46	.	.	PUNCT
ajst-8013	204	1	50	50	NUM
ajst-8013	204	2	-	-	SYM
ajst-8013	204	3	64	64	NUM
ajst-8013	204	4	,	,	PUNCT
ajst-8013	204	5	2019	2019	NUM
ajst-8013	204	6	.	.	PUNCT
ajst-8013	205	1	[	[	X
ajst-8013	205	2	9	9	NUM
ajst-8013	205	3	]	]	PUNCT
ajst-8013	205	4	x.	x.	NOUN
ajst-8013	205	5	liang	liang	PROPN
ajst-8013	205	6	,	,	PUNCT
ajst-8013	205	7	p.	p.	PROPN
ajst-8013	205	8	hu	hu	PROPN
ajst-8013	205	9	,	,	PUNCT
ajst-8013	205	10	l.	l.	PROPN
ajst-8013	205	11	zhang	zhang	PROPN
ajst-8013	205	12	,	,	PUNCT
ajst-8013	205	13	j.	j.	PROPN
ajst-8013	205	14	sun	sun	PROPN
ajst-8013	205	15	,	,	PUNCT
ajst-8013	205	16	and	and	CCONJ
ajst-8013	205	17	g.	g.	PROPN
ajst-8013	205	18	yin	yin	PROPN
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ajst-8013	205	20	"	"	PUNCT
ajst-8013	205	21	mcfnet	mcfnet	NOUN
ajst-8013	205	22	:	:	PUNCT
ajst-8013	205	23	multi	multi	ADJ
ajst-8013	205	24	-	-	ADJ
ajst-8013	205	25	layer	layer	ADJ
ajst-8013	205	26	concatenation	concatenation	NOUN
ajst-8013	205	27	fusion	fusion	NOUN
ajst-8013	205	28	network	network	NOUN
ajst-8013	205	29	for	for	ADP
ajst-8013	205	30	medical	medical	ADJ
ajst-8013	205	31	images	image	NOUN
ajst-8013	205	32	fusion	fusion	NOUN
ajst-8013	205	33	,	,	PUNCT
ajst-8013	205	34	"	"	PUNCT
ajst-8013	205	35	ieee	ieee	NOUN
ajst-8013	205	36	sensors	sensor	NOUN
ajst-8013	205	37	journal	journal	PROPN
ajst-8013	205	38	,	,	PUNCT
ajst-8013	205	39	vol	vol	NOUN
ajst-8013	205	40	.	.	PROPN
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ajst-8013	205	42	,	,	PUNCT
ajst-8013	205	43	no	no	INTJ
ajst-8013	205	44	.	.	NOUN
ajst-8013	205	45	16	16	NUM
ajst-8013	205	46	,	,	PUNCT
ajst-8013	205	47	pp	pp	ADJ
ajst-8013	205	48	.	.	PUNCT
ajst-8013	206	1	7107	7107	NUM
ajst-8013	206	2	-	-	SYM
ajst-8013	206	3	7119	7119	NUM
ajst-8013	206	4	,	,	PUNCT
ajst-8013	206	5	2019	2019	NUM
ajst-8013	206	6	.	.	PUNCT
ajst-8013	207	1	[	[	X
ajst-8013	207	2	10	10	NUM
ajst-8013	207	3	]	]	PUNCT
ajst-8013	207	4	l.	l.	PROPN
ajst-8013	207	5	wang	wang	PROPN
ajst-8013	207	6	,	,	PUNCT
ajst-8013	207	7	j.	j.	PROPN
ajst-8013	207	8	zhang	zhang	PROPN
ajst-8013	207	9	,	,	PUNCT
ajst-8013	207	10	y.	y.	PROPN
ajst-8013	207	11	liu	liu	PROPN
ajst-8013	207	12	,	,	PUNCT
ajst-8013	207	13	j.	j.	PROPN
ajst-8013	207	14	mi	mi	PROPN
ajst-8013	207	15	,	,	PUNCT
ajst-8013	207	16	and	and	CCONJ
ajst-8013	207	17	j.	j.	PROPN
ajst-8013	207	18	zhang	zhang	PROPN
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ajst-8013	207	20	"	"	PUNCT
ajst-8013	207	21	multimodal	multimodal	ADJ
ajst-8013	207	22	medical	medical	ADJ
ajst-8013	207	23	image	image	NOUN
ajst-8013	207	24	fusion	fusion	NOUN
ajst-8013	207	25	based	base	VERB
ajst-8013	207	26	on	on	ADP
ajst-8013	207	27	gabor	gabor	PROPN
ajst-8013	207	28	representation	representation	NOUN
ajst-8013	207	29	combination	combination	NOUN
ajst-8013	207	30	of	of	ADP
ajst-8013	207	31	multi	multi	NOUN
ajst-8013	207	32	-	-	NOUN
ajst-8013	207	33	cnn	cnn	ADJ
ajst-8013	207	34	and	and	CCONJ
ajst-8013	207	35	fuzzy	fuzzy	ADJ
ajst-8013	207	36	neural	neural	ADJ
ajst-8013	207	37	network	network	NOUN
ajst-8013	207	38	,	,	PUNCT
ajst-8013	207	39	"	"	PUNCT
ajst-8013	207	40	ieee	ieee	NOUN
ajst-8013	207	41	access	access	NOUN
ajst-8013	207	42	,	,	PUNCT
ajst-8013	207	43	vol	vol	NOUN
ajst-8013	207	44	.	.	NOUN
ajst-8013	207	45	9	9	NUM
ajst-8013	207	46	,	,	PUNCT
ajst-8013	207	47	pp	pp	ADJ
ajst-8013	207	48	.	.	PUNCT
ajst-8013	207	49	67634	67634	NUM
ajst-8013	207	50	-	-	SYM
ajst-8013	207	51	67647	67647	NUM
ajst-8013	207	52	,	,	PUNCT
ajst-8013	207	53	2021	2021	NUM
ajst-8013	207	54	.	.	PUNCT
ajst-8013	208	1	[	[	X
ajst-8013	208	2	11	11	NUM
ajst-8013	208	3	]	]	X
ajst-8013	208	4	y.	y.	PROPN
ajst-8013	208	5	li	li	PROPN
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ajst-8013	208	7	j.	j.	PROPN
ajst-8013	208	8	zhao	zhao	PROPN
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ajst-8013	208	10	z.	z.	PROPN
ajst-8013	208	11	lv	lv	PROPN
ajst-8013	208	12	,	,	PUNCT
ajst-8013	208	13	and	and	CCONJ
ajst-8013	208	14	z.	z.	PROPN
ajst-8013	208	15	pan	pan	PROPN
ajst-8013	208	16	,	,	PUNCT
ajst-8013	208	17	"	"	PUNCT
ajst-8013	208	18	multimodal	multimodal	ADJ
ajst-8013	208	19	medical	medical	ADJ
ajst-8013	208	20	supervised	supervise	VERB
ajst-8013	208	21	image	image	NOUN
ajst-8013	208	22	fusion	fusion	NOUN
ajst-8013	208	23	method	method	NOUN
ajst-8013	208	24	by	by	ADP
ajst-8013	208	25	cnn	cnn	PROPN
ajst-8013	208	26	,	,	PUNCT
ajst-8013	208	27	"	"	PUNCT
ajst-8013	208	28	frontiers	frontier	NOUN
ajst-8013	208	29	in	in	ADP
ajst-8013	208	30	neuroscience	neuroscience	NOUN
ajst-8013	208	31	,	,	PUNCT
ajst-8013	208	32	vol	vol	NOUN
ajst-8013	208	33	.	.	PROPN
ajst-8013	208	34	15	15	NUM
ajst-8013	208	35	,	,	PUNCT
ajst-8013	208	36	2021	2021	NUM
ajst-8013	208	37	.	.	PUNCT
ajst-8013	209	1	[	[	X
ajst-8013	209	2	12	12	NUM
ajst-8013	209	3	]	]	PUNCT
ajst-8013	209	4	k.	k.	PROPN
ajst-8013	209	5	guo	guo	PROPN
ajst-8013	209	6	,	,	PUNCT
ajst-8013	209	7	x.	x.	PROPN
ajst-8013	209	8	li	li	PROPN
ajst-8013	209	9	,	,	PUNCT
ajst-8013	209	10	x.	x.	PROPN
ajst-8013	209	11	hu	hu	PROPN
ajst-8013	209	12	,	,	PUNCT
ajst-8013	209	13	j.	j.	PROPN
ajst-8013	209	14	liu	liu	PROPN
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ajst-8013	209	17	t.	t.	PROPN
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ajst-8013	209	19	,	,	PUNCT
ajst-8013	209	20	"	"	PUNCT
ajst-8013	209	21	hahn	hahn	NOUN
ajst-8013	209	22	-	-	PUNCT
ajst-8013	209	23	pcnn	pcnn	PROPN
ajst-8013	209	24	-	-	PUNCT
ajst-8013	209	25	cnn	cnn	PROPN
ajst-8013	209	26	:	:	PUNCT
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ajst-8013	209	29	-	-	PUNCT
ajst-8013	209	30	to	to	ADP
ajst-8013	209	31	-	-	PUNCT
ajst-8013	209	32	end	end	VERB
ajst-8013	209	33	multi	multi	ADJ
ajst-8013	209	34	-	-	ADJ
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ajst-8013	209	36	brain	brain	NOUN
ajst-8013	209	37	medical	medical	ADJ
ajst-8013	209	38	image	image	NOUN
ajst-8013	209	39	fusion	fusion	NOUN
ajst-8013	209	40	framework	framework	NOUN
ajst-8013	209	41	useful	useful	ADJ
ajst-8013	209	42	for	for	ADP
ajst-8013	209	43	clinical	clinical	ADJ
ajst-8013	209	44	diagnosis	diagnosis	NOUN
ajst-8013	209	45	,	,	PUNCT
ajst-8013	209	46	"	"	PUNCT
ajst-8013	209	47	bmc	bmc	PROPN
ajst-8013	209	48	medical	medical	ADJ
ajst-8013	209	49	imaging	imaging	NOUN
ajst-8013	209	50	,	,	PUNCT
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ajst-8013	209	52	.	.	PROPN
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ajst-8013	209	54	,	,	PUNCT
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ajst-8013	209	56	.	.	NOUN
ajst-8013	209	57	1	1	NUM
ajst-8013	209	58	,	,	PUNCT
ajst-8013	209	59	2021	2021	NUM
ajst-8013	209	60	.	.	PUNCT
ajst-8013	210	1	[	[	X
ajst-8013	210	2	13	13	NUM
ajst-8013	210	3	]	]	PUNCT
ajst-8013	210	4	x.	x.	NOUN
ajst-8013	210	5	han	han	PROPN
ajst-8013	210	6	,	,	PUNCT
ajst-8013	210	7	"	"	PUNCT
ajst-8013	210	8	mr‐based	mr‐base	VERB
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ajst-8013	210	10	ct	ct	NUM
ajst-8013	210	11	generation	generation	NOUN
ajst-8013	210	12	using	use	VERB
ajst-8013	210	13	a	a	DET
ajst-8013	210	14	deep	deep	ADJ
ajst-8013	210	15	convolutional	convolutional	ADJ
ajst-8013	210	16	neural	neural	ADJ
ajst-8013	210	17	network	network	NOUN
ajst-8013	210	18	method	method	NOUN
ajst-8013	210	19	,	,	PUNCT
ajst-8013	210	20	"	"	PUNCT
ajst-8013	210	21	medical	medical	ADJ
ajst-8013	210	22	physics	physics	NOUN
ajst-8013	210	23	,	,	PUNCT
ajst-8013	210	24	vol	vol	NOUN
ajst-8013	210	25	.	.	PROPN
ajst-8013	210	26	44	44	NUM
ajst-8013	210	27	,	,	PUNCT
ajst-8013	210	28	no	no	INTJ
ajst-8013	210	29	.	.	NOUN
ajst-8013	210	30	4	4	NUM
ajst-8013	210	31	,	,	PUNCT
ajst-8013	210	32	pp	pp	ADJ
ajst-8013	210	33	.	.	PUNCT
ajst-8013	211	1	1408	1408	NUM
ajst-8013	211	2	-	-	SYM
ajst-8013	211	3	1419	1419	NUM
ajst-8013	211	4	,	,	PUNCT
ajst-8013	211	5	2017	2017	NUM
ajst-8013	211	6	.	.	PUNCT
ajst-8013	212	1	[	[	X
ajst-8013	212	2	14	14	NUM
ajst-8013	212	3	]	]	PUNCT
ajst-8013	212	4	i.	i.	PROPN
ajst-8013	212	5	goodfellow	goodfellow	PROPN
ajst-8013	212	6	et	et	PROPN
ajst-8013	212	7	al	al	PROPN
ajst-8013	212	8	.	.	PROPN
ajst-8013	212	9	,	,	PUNCT
ajst-8013	212	10	"	"	PUNCT
ajst-8013	212	11	generative	generative	ADJ
ajst-8013	212	12	adversarial	adversarial	ADJ
ajst-8013	212	13	nets	net	NOUN
ajst-8013	212	14	,	,	PUNCT
ajst-8013	212	15	"	"	PUNCT
ajst-8013	212	16	advances	advance	NOUN
ajst-8013	212	17	in	in	ADP
ajst-8013	212	18	neural	neural	ADJ
ajst-8013	212	19	information	information	NOUN
ajst-8013	212	20	processing	processing	NOUN
ajst-8013	212	21	systems	system	NOUN
ajst-8013	212	22	,	,	PUNCT
ajst-8013	212	23	vol	vol	NOUN
ajst-8013	212	24	.	.	PROPN
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ajst-8013	212	26	,	,	PUNCT
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ajst-8013	212	28	.	.	PUNCT
ajst-8013	213	1	[	[	X
ajst-8013	213	2	15	15	NUM
ajst-8013	213	3	]	]	X
ajst-8013	213	4	w.	w.	PROPN
ajst-8013	213	5	tang	tang	PROPN
ajst-8013	213	6	,	,	PUNCT
ajst-8013	213	7	y.	y.	PROPN
ajst-8013	213	8	liu	liu	PROPN
ajst-8013	213	9	,	,	PUNCT
ajst-8013	213	10	c.	c.	PROPN
ajst-8013	213	11	zhang	zhang	PROPN
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ajst-8013	213	13	j.	j.	PROPN
ajst-8013	213	14	cheng	cheng	PROPN
ajst-8013	213	15	,	,	PUNCT
ajst-8013	213	16	h.	h.	PROPN
ajst-8013	213	17	peng	peng	PROPN
ajst-8013	213	18	,	,	PUNCT
ajst-8013	213	19	and	and	CCONJ
ajst-8013	213	20	x.	x.	PROPN
ajst-8013	213	21	chen	chen	PROPN
ajst-8013	213	22	,	,	PUNCT
ajst-8013	213	23	"	"	PUNCT
ajst-8013	213	24	green	green	ADJ
ajst-8013	213	25	fluorescent	fluorescent	ADJ
ajst-8013	213	26	protein	protein	NOUN
ajst-8013	213	27	and	and	CCONJ
ajst-8013	213	28	phase	phase	NOUN
ajst-8013	213	29	-	-	PUNCT
ajst-8013	213	30	contrast	contrast	NOUN
ajst-8013	213	31	image	image	NOUN
ajst-8013	213	32	fusion	fusion	NOUN
ajst-8013	213	33	via	via	ADP
ajst-8013	213	34	generative	generative	ADJ
ajst-8013	213	35	adversarial	adversarial	ADJ
ajst-8013	213	36	networks	network	NOUN
ajst-8013	213	37	,	,	PUNCT
ajst-8013	213	38	"	"	PUNCT
ajst-8013	213	39	computational	computational	ADJ
ajst-8013	213	40	and	and	CCONJ
ajst-8013	213	41	mathematical	mathematical	ADJ
ajst-8013	213	42	methods	method	NOUN
ajst-8013	213	43	in	in	ADP
ajst-8013	213	44	medicine	medicine	NOUN
ajst-8013	213	45	,	,	PUNCT
ajst-8013	213	46	vol	vol	NOUN
ajst-8013	213	47	.	.	PROPN
ajst-8013	213	48	2019	2019	NUM
ajst-8013	213	49	,	,	PUNCT
ajst-8013	213	50	2019	2019	NUM
ajst-8013	213	51	.	.	PUNCT
ajst-8013	214	1	[	[	X
ajst-8013	214	2	16	16	NUM
ajst-8013	214	3	]	]	PUNCT
ajst-8013	214	4	j.	j.	PROPN
ajst-8013	214	5	kang	kang	PROPN
ajst-8013	214	6	,	,	PUNCT
ajst-8013	214	7	w.	w.	PROPN
ajst-8013	214	8	lu	lu	PROPN
ajst-8013	214	9	,	,	PUNCT
ajst-8013	214	10	and	and	CCONJ
ajst-8013	214	11	w.	w.	PROPN
ajst-8013	214	12	zhang	zhang	PROPN
ajst-8013	214	13	,	,	PUNCT
ajst-8013	214	14	"	"	PUNCT
ajst-8013	214	15	fusion	fusion	NOUN
ajst-8013	214	16	of	of	ADP
ajst-8013	214	17	brain	brain	NOUN
ajst-8013	214	18	pet	pet	ADJ
ajst-8013	214	19	and	and	CCONJ
ajst-8013	214	20	mri	mri	NOUN
ajst-8013	214	21	images	image	NOUN
ajst-8013	214	22	using	use	VERB
ajst-8013	214	23	tissue	tissue	NOUN
ajst-8013	214	24	-	-	PUNCT
ajst-8013	214	25	aware	aware	ADJ
ajst-8013	214	26	conditional	conditional	ADJ
ajst-8013	214	27	generative	generative	ADJ
ajst-8013	214	28	adversarial	adversarial	ADJ
ajst-8013	214	29	network	network	NOUN
ajst-8013	214	30	with	with	ADP
ajst-8013	214	31	joint	joint	ADJ
ajst-8013	214	32	loss	loss	NOUN
ajst-8013	214	33	,	,	PUNCT
ajst-8013	214	34	"	"	PUNCT
ajst-8013	214	35	ieee	ieee	NOUN
ajst-8013	214	36	access	access	NOUN
ajst-8013	214	37	,	,	PUNCT
ajst-8013	214	38	vol	vol	NOUN
ajst-8013	214	39	.	.	PROPN
ajst-8013	214	40	8	8	NUM
ajst-8013	214	41	,	,	PUNCT
ajst-8013	214	42	pp	pp	ADJ
ajst-8013	214	43	.	.	PUNCT
ajst-8013	215	1	6368	6368	NUM
ajst-8013	215	2	-	-	SYM
ajst-8013	215	3	6378	6378	NUM
ajst-8013	215	4	,	,	PUNCT
ajst-8013	215	5	2020	2020	NUM
ajst-8013	215	6	.	.	PUNCT
ajst-8013	216	1	[	[	X
ajst-8013	216	2	17	17	NUM
ajst-8013	216	3	]	]	PUNCT
ajst-8013	216	4	z.	z.	PROPN
ajst-8013	216	5	le	le	PROPN
ajst-8013	216	6	,	,	PUNCT
ajst-8013	216	7	j.	j.	PROPN
ajst-8013	216	8	huang	huang	PROPN
ajst-8013	216	9	,	,	PUNCT
ajst-8013	216	10	f.	f.	PROPN
ajst-8013	216	11	fan	fan	PROPN
ajst-8013	216	12	,	,	PUNCT
ajst-8013	216	13	x.	x.	PROPN
ajst-8013	216	14	tian	tian	PROPN
ajst-8013	216	15	,	,	PUNCT
ajst-8013	216	16	and	and	CCONJ
ajst-8013	216	17	j.	j.	PROPN
ajst-8013	216	18	ma	ma	PROPN
ajst-8013	216	19	,	,	PUNCT
ajst-8013	216	20	"	"	PUNCT
ajst-8013	216	21	a	a	DET
ajst-8013	216	22	generative	generative	ADJ
ajst-8013	216	23	adversarial	adversarial	ADJ
ajst-8013	216	24	network	network	NOUN
ajst-8013	216	25	for	for	ADP
ajst-8013	216	26	medical	medical	ADJ
ajst-8013	216	27	image	image	NOUN
ajst-8013	216	28	fusion	fusion	NOUN
ajst-8013	216	29	,	,	PUNCT
ajst-8013	216	30	"	"	PUNCT
ajst-8013	216	31	in	in	ADP
ajst-8013	216	32	2020	2020	NUM
ajst-8013	216	33	ieee	ieee	NOUN
ajst-8013	216	34	international	international	ADJ
ajst-8013	216	35	conference	conference	NOUN
ajst-8013	216	36	on	on	ADP
ajst-8013	216	37	image	image	NOUN
ajst-8013	216	38	processing	processing	NOUN
ajst-8013	216	39	(	(	PUNCT
ajst-8013	216	40	icip	icip	PROPN
ajst-8013	216	41	)	)	PUNCT
ajst-8013	216	42	,	,	PUNCT
ajst-8013	216	43	2020	2020	NUM
ajst-8013	216	44	:	:	PUNCT
ajst-8013	216	45	ieee	ieee	NOUN
ajst-8013	216	46	,	,	PUNCT
ajst-8013	216	47	pp	pp	ADJ
ajst-8013	216	48	.	.	PUNCT
ajst-8013	216	49	370	370	NUM
ajst-8013	216	50	-	-	SYM
ajst-8013	216	51	374	374	NUM
ajst-8013	216	52	.	.	PUNCT
ajst-8013	217	1	[	[	X
ajst-8013	217	2	18	18	NUM
ajst-8013	217	3	]	]	PUNCT
ajst-8013	217	4	m.	m.	NOUN
ajst-8013	217	5	d.	d.	PROPN
ajst-8013	217	6	zeiler	zeiler	PROPN
ajst-8013	217	7	,	,	PUNCT
ajst-8013	217	8	d.	d.	PROPN
ajst-8013	217	9	krishnan	krishnan	PROPN
ajst-8013	217	10	,	,	PUNCT
ajst-8013	217	11	g.	g.	PROPN
ajst-8013	217	12	w.	w.	PROPN
ajst-8013	217	13	taylor	taylor	PROPN
ajst-8013	217	14	,	,	PUNCT
ajst-8013	217	15	and	and	CCONJ
ajst-8013	217	16	r.	r.	PROPN
ajst-8013	217	17	fergus	fergus	PROPN
ajst-8013	217	18	,	,	PUNCT
ajst-8013	217	19	"	"	PUNCT
ajst-8013	217	20	deconvolutional	deconvolutional	ADJ
ajst-8013	217	21	networks	network	NOUN
ajst-8013	217	22	,	,	PUNCT
ajst-8013	217	23	"	"	PUNCT
ajst-8013	217	24	in	in	ADP
ajst-8013	217	25	2010	2010	NUM
ajst-8013	217	26	ieee	ieee	NOUN
ajst-8013	217	27	computer	computer	NOUN
ajst-8013	217	28	society	society	NOUN
ajst-8013	217	29	208	208	NUM
ajst-8013	217	30	conference	conference	NOUN
ajst-8013	217	31	on	on	ADP
ajst-8013	217	32	computer	computer	NOUN
ajst-8013	217	33	vision	vision	NOUN
ajst-8013	217	34	and	and	CCONJ
ajst-8013	217	35	pattern	pattern	NOUN
ajst-8013	217	36	recognition	recognition	NOUN
ajst-8013	217	37	,	,	PUNCT
ajst-8013	217	38	2010	2010	NUM
ajst-8013	217	39	:	:	PUNCT
ajst-8013	217	40	ieee	ieee	NOUN
ajst-8013	217	41	,	,	PUNCT
ajst-8013	217	42	pp	pp	ADP
ajst-8013	217	43	.	.	PUNCT
ajst-8013	217	44	2528	2528	NUM
ajst-8013	217	45	-	-	SYM
ajst-8013	217	46	2535	2535	NUM
ajst-8013	217	47	.	.	PUNCT
ajst-8013	218	1	[	[	X
ajst-8013	218	2	19	19	NUM
ajst-8013	218	3	]	]	PUNCT
ajst-8013	218	4	b.	b.	PROPN
ajst-8013	218	5	wohlberg	wohlberg	PROPN
ajst-8013	218	6	,	,	PUNCT
ajst-8013	218	7	"	"	PUNCT
ajst-8013	218	8	endogenous	endogenous	ADJ
ajst-8013	218	9	convolutional	convolutional	ADJ
ajst-8013	218	10	sparse	sparse	ADJ
ajst-8013	218	11	representations	representation	NOUN
ajst-8013	218	12	for	for	ADP
ajst-8013	218	13	translation	translation	NOUN
ajst-8013	218	14	invariant	invariant	ADJ
ajst-8013	218	15	image	image	NOUN
ajst-8013	218	16	subspace	subspace	NOUN
ajst-8013	218	17	models	model	NOUN
ajst-8013	218	18	,	,	PUNCT
ajst-8013	218	19	"	"	PUNCT
ajst-8013	218	20	in	in	ADP
ajst-8013	218	21	2014	2014	NUM
ajst-8013	218	22	ieee	ieee	NOUN
ajst-8013	218	23	international	international	ADJ
ajst-8013	218	24	conference	conference	NOUN
ajst-8013	218	25	on	on	ADP
ajst-8013	218	26	image	image	NOUN
ajst-8013	218	27	processing	processing	NOUN
ajst-8013	218	28	(	(	PUNCT
ajst-8013	218	29	icip	icip	PROPN
ajst-8013	218	30	)	)	PUNCT
ajst-8013	218	31	,	,	PUNCT
ajst-8013	218	32	2014	2014	NUM
ajst-8013	218	33	:	:	PUNCT
ajst-8013	218	34	ieee	ieee	NOUN
ajst-8013	218	35	,	,	PUNCT
ajst-8013	218	36	pp	pp	ADP
ajst-8013	218	37	.	.	PUNCT
ajst-8013	218	38	2859	2859	NUM
ajst-8013	218	39	-	-	SYM
ajst-8013	218	40	2863	2863	NUM
ajst-8013	218	41	.	.	PUNCT
ajst-8013	219	1	[	[	X
ajst-8013	219	2	20	20	NUM
ajst-8013	219	3	]	]	X
ajst-8013	219	4	d.	d.	PROPN
ajst-8013	219	5	carrera	carrera	PROPN
ajst-8013	219	6	,	,	PUNCT
ajst-8013	219	7	g.	g.	PROPN
ajst-8013	219	8	boracchi	boracchi	PROPN
ajst-8013	219	9	,	,	PUNCT
ajst-8013	219	10	a.	a.	NOUN
ajst-8013	219	11	foi	foi	PROPN
ajst-8013	219	12	,	,	PUNCT
ajst-8013	219	13	and	and	CCONJ
ajst-8013	219	14	b.	b.	PROPN
ajst-8013	219	15	wohlberg	wohlberg	PROPN
ajst-8013	219	16	,	,	PUNCT
ajst-8013	219	17	"	"	PUNCT
ajst-8013	219	18	detecting	detect	VERB
ajst-8013	219	19	anomalous	anomalous	ADJ
ajst-8013	219	20	structures	structure	NOUN
ajst-8013	219	21	by	by	ADP
ajst-8013	219	22	convolutional	convolutional	ADJ
ajst-8013	219	23	sparse	sparse	ADJ
ajst-8013	219	24	models	model	NOUN
ajst-8013	219	25	,	,	PUNCT
ajst-8013	219	26	"	"	PUNCT
ajst-8013	219	27	in	in	ADP
ajst-8013	219	28	2015	2015	NUM
ajst-8013	219	29	international	international	ADJ
ajst-8013	219	30	joint	joint	ADJ
ajst-8013	219	31	conference	conference	NOUN
ajst-8013	219	32	on	on	ADP
ajst-8013	219	33	neural	neural	ADJ
ajst-8013	219	34	networks	network	NOUN
ajst-8013	219	35	(	(	PUNCT
ajst-8013	219	36	ijcnn	ijcnn	PROPN
ajst-8013	219	37	)	)	PUNCT
ajst-8013	219	38	,	,	PUNCT
ajst-8013	219	39	2015	2015	NUM
ajst-8013	219	40	:	:	PUNCT
ajst-8013	219	41	ieee	ieee	NOUN
ajst-8013	219	42	,	,	PUNCT
ajst-8013	219	43	pp	pp	ADJ
ajst-8013	219	44	.	.	PUNCT
ajst-8013	220	1	1	1	NUM
ajst-8013	220	2	-	-	SYM
ajst-8013	220	3	8	8	NUM
ajst-8013	220	4	.	.	PUNCT
ajst-8013	221	1	[	[	X
ajst-8013	221	2	21	21	NUM
ajst-8013	221	3	]	]	X
ajst-8013	221	4	s.	s.	PROPN
ajst-8013	221	5	gu	gu	PROPN
ajst-8013	221	6	,	,	PUNCT
ajst-8013	221	7	w.	w.	PROPN
ajst-8013	221	8	zuo	zuo	PROPN
ajst-8013	221	9	,	,	PUNCT
ajst-8013	221	10	q.	q.	PROPN
ajst-8013	221	11	xie	xie	PROPN
ajst-8013	221	12	,	,	PUNCT
ajst-8013	221	13	d.	d.	PROPN
ajst-8013	221	14	meng	meng	PROPN
ajst-8013	221	15	,	,	PUNCT
ajst-8013	221	16	x.	x.	PROPN
ajst-8013	221	17	feng	feng	PROPN
ajst-8013	221	18	,	,	PUNCT
ajst-8013	221	19	and	and	CCONJ
ajst-8013	221	20	l.	l.	PROPN
ajst-8013	221	21	zhang	zhang	PROPN
ajst-8013	221	22	,	,	PUNCT
ajst-8013	221	23	"	"	PUNCT
ajst-8013	221	24	convolutional	convolutional	ADJ
ajst-8013	221	25	sparse	sparse	ADJ
ajst-8013	221	26	coding	code	VERB
ajst-8013	221	27	for	for	ADP
ajst-8013	221	28	image	image	NOUN
ajst-8013	221	29	super	super	NOUN
ajst-8013	221	30	-	-	NOUN
ajst-8013	221	31	resolution	resolution	NOUN
ajst-8013	221	32	,	,	PUNCT
ajst-8013	221	33	"	"	PUNCT
ajst-8013	221	34	in	in	ADP
ajst-8013	221	35	proceedings	proceeding	NOUN
ajst-8013	221	36	of	of	ADP
ajst-8013	221	37	the	the	DET
ajst-8013	221	38	ieee	ieee	NOUN
ajst-8013	221	39	international	international	PROPN
ajst-8013	221	40	conference	conference	NOUN
ajst-8013	221	41	on	on	ADP
ajst-8013	221	42	computer	computer	NOUN
ajst-8013	221	43	vision	vision	NOUN
ajst-8013	221	44	,	,	PUNCT
ajst-8013	221	45	2015	2015	NUM
ajst-8013	221	46	,	,	PUNCT
ajst-8013	221	47	pp	pp	ADJ
ajst-8013	221	48	.	.	PUNCT
ajst-8013	222	1	1823	1823	NUM
ajst-8013	222	2	-	-	SYM
ajst-8013	222	3	1831	1831	NUM
ajst-8013	222	4	.	.	PUNCT
ajst-8013	223	1	[	[	X
ajst-8013	223	2	22	22	NUM
ajst-8013	223	3	]	]	X
ajst-8013	223	4	b.	b.	PROPN
ajst-8013	223	5	yang	yang	PROPN
ajst-8013	223	6	and	and	CCONJ
ajst-8013	223	7	s.	s.	PROPN
ajst-8013	223	8	li	li	PROPN
ajst-8013	223	9	,	,	PUNCT
ajst-8013	223	10	"	"	PUNCT
ajst-8013	223	11	multifocus	multifocus	ADJ
ajst-8013	223	12	image	image	NOUN
ajst-8013	223	13	fusion	fusion	NOUN
ajst-8013	223	14	and	and	CCONJ
ajst-8013	223	15	restoration	restoration	NOUN
ajst-8013	223	16	with	with	ADP
ajst-8013	223	17	sparse	sparse	ADJ
ajst-8013	223	18	representation	representation	NOUN
ajst-8013	223	19	,	,	PUNCT
ajst-8013	223	20	"	"	PUNCT
ajst-8013	223	21	ieee	ieee	NOUN
ajst-8013	223	22	transactions	transaction	NOUN
ajst-8013	223	23	on	on	ADP
ajst-8013	223	24	instrumentation	instrumentation	NOUN
ajst-8013	223	25	and	and	CCONJ
ajst-8013	223	26	measurement	measurement	NOUN
ajst-8013	223	27	,	,	PUNCT
ajst-8013	223	28	vol	vol	NOUN
ajst-8013	223	29	.	.	PROPN
ajst-8013	224	1	59	59	NUM
ajst-8013	224	2	,	,	PUNCT
ajst-8013	224	3	no	no	INTJ
ajst-8013	224	4	.	.	NOUN
ajst-8013	224	5	4	4	NUM
ajst-8013	224	6	,	,	PUNCT
ajst-8013	224	7	pp	pp	PROPN
ajst-8013	224	8	.	.	PUNCT
ajst-8013	224	9	884	884	NUM
ajst-8013	224	10	-	-	NUM
ajst-8013	224	11	892	892	NUM
ajst-8013	224	12	,	,	PUNCT
ajst-8013	224	13	2009	2009	NUM
ajst-8013	224	14	.	.	PUNCT
ajst-8013	225	1	[	[	X
ajst-8013	225	2	23	23	NUM
ajst-8013	225	3	]	]	X
ajst-8013	225	4	y.	y.	PROPN
ajst-8013	225	5	liu	liu	PROPN
ajst-8013	225	6	,	,	PUNCT
ajst-8013	225	7	x.	x.	PROPN
ajst-8013	225	8	chen	chen	PROPN
ajst-8013	225	9	,	,	PUNCT
ajst-8013	225	10	r.	r.	PROPN
ajst-8013	225	11	k.	k.	PROPN
ajst-8013	225	12	ward	ward	PROPN
ajst-8013	225	13	,	,	PUNCT
ajst-8013	225	14	and	and	CCONJ
ajst-8013	225	15	z.	z.	PROPN
ajst-8013	225	16	j.	j.	PROPN
ajst-8013	225	17	wang	wang	PROPN
ajst-8013	225	18	,	,	PUNCT
ajst-8013	225	19	"	"	PUNCT
ajst-8013	225	20	image	image	NOUN
ajst-8013	225	21	fusion	fusion	NOUN
ajst-8013	225	22	with	with	ADP
ajst-8013	225	23	convolutional	convolutional	ADJ
ajst-8013	225	24	sparse	sparse	ADJ
ajst-8013	225	25	representation	representation	NOUN
ajst-8013	225	26	,	,	PUNCT
ajst-8013	225	27	"	"	PUNCT
ajst-8013	225	28	ieee	ieee	NOUN
ajst-8013	225	29	signal	signal	NOUN
ajst-8013	225	30	processing	processing	NOUN
ajst-8013	225	31	letters	letter	NOUN
ajst-8013	225	32	,	,	PUNCT
ajst-8013	225	33	vol	vol	NOUN
ajst-8013	225	34	.	.	PROPN
ajst-8013	225	35	23	23	NUM
ajst-8013	225	36	,	,	PUNCT
ajst-8013	225	37	no	no	INTJ
ajst-8013	225	38	.	.	NOUN
ajst-8013	225	39	12	12	NUM
ajst-8013	225	40	,	,	PUNCT
ajst-8013	225	41	pp	pp	ADJ
ajst-8013	225	42	.	.	PUNCT
ajst-8013	225	43	1882	1882	NUM
ajst-8013	225	44	-	-	SYM
ajst-8013	225	45	1886	1886	NUM
ajst-8013	225	46	,	,	PUNCT
ajst-8013	225	47	2016	2016	NUM
ajst-8013	225	48	.	.	PUNCT
ajst-8013	226	1	[	[	X
ajst-8013	226	2	24	24	NUM
ajst-8013	226	3	]	]	PUNCT
ajst-8013	226	4	k.-j	k.-j	PROPN
ajst-8013	226	5	.	.	PUNCT
ajst-8013	227	1	xia	xia	PROPN
ajst-8013	227	2	,	,	PUNCT
ajst-8013	227	3	h.-s	h.-s	PROPN
ajst-8013	227	4	.	.	PUNCT
ajst-8013	227	5	yin	yin	PROPN
ajst-8013	227	6	,	,	PUNCT
ajst-8013	227	7	and	and	CCONJ
ajst-8013	227	8	j.-q	j.-q	PROPN
ajst-8013	227	9	.	.	PUNCT
ajst-8013	228	1	wang	wang	PROPN
ajst-8013	228	2	,	,	PUNCT
ajst-8013	228	3	"	"	PUNCT
ajst-8013	228	4	a	a	DET
ajst-8013	228	5	novel	novel	NOUN
ajst-8013	228	6	improved	improve	VERB
ajst-8013	228	7	deep	deep	ADJ
ajst-8013	228	8	convolutional	convolutional	ADJ
ajst-8013	228	9	neural	neural	ADJ
ajst-8013	228	10	network	network	NOUN
ajst-8013	228	11	model	model	NOUN
ajst-8013	228	12	for	for	ADP
ajst-8013	228	13	medical	medical	ADJ
ajst-8013	228	14	image	image	NOUN
ajst-8013	228	15	fusion	fusion	NOUN
ajst-8013	228	16	,	,	PUNCT
ajst-8013	228	17	"	"	PUNCT
ajst-8013	228	18	cluster	cluster	NOUN
ajst-8013	228	19	computing	computing	NOUN
ajst-8013	228	20	,	,	PUNCT
ajst-8013	228	21	vol	vol	NOUN
ajst-8013	228	22	.	.	PROPN
ajst-8013	229	1	22	22	NUM
ajst-8013	229	2	,	,	PUNCT
ajst-8013	229	3	no	no	INTJ
ajst-8013	229	4	.	.	NOUN
ajst-8013	229	5	1	1	NUM
ajst-8013	229	6	,	,	PUNCT
ajst-8013	229	7	pp	pp	ADJ
ajst-8013	229	8	.	.	PUNCT
ajst-8013	230	1	1515	1515	NUM
ajst-8013	230	2	-	-	SYM
ajst-8013	230	3	1527	1527	NUM
ajst-8013	230	4	,	,	PUNCT
ajst-8013	230	5	2019	2019	NUM
ajst-8013	230	6	.	.	PUNCT
ajst-8013	231	1	[	[	X
ajst-8013	231	2	25	25	NUM
ajst-8013	231	3	]	]	X
ajst-8013	231	4	y.	y.	PROPN
ajst-8013	231	5	zhang	zhang	PROPN
ajst-8013	231	6	,	,	PUNCT
ajst-8013	231	7	y.	y.	PROPN
ajst-8013	231	8	liu	liu	PROPN
ajst-8013	231	9	,	,	PUNCT
ajst-8013	231	10	p.	p.	PROPN
ajst-8013	231	11	sun	sun	PROPN
ajst-8013	231	12	,	,	PUNCT
ajst-8013	231	13	h.	h.	PROPN
ajst-8013	231	14	yan	yan	PROPN
ajst-8013	231	15	,	,	PUNCT
ajst-8013	231	16	x.	x.	NOUN
ajst-8013	231	17	zhao	zhao	PROPN
ajst-8013	231	18	,	,	PUNCT
ajst-8013	231	19	and	and	CCONJ
ajst-8013	231	20	l.	l.	PROPN
ajst-8013	231	21	zhang	zhang	PROPN
ajst-8013	231	22	,	,	PUNCT
ajst-8013	231	23	"	"	PUNCT
ajst-8013	231	24	ifcnn	ifcnn	NOUN
ajst-8013	231	25	:	:	PUNCT
ajst-8013	231	26	a	a	DET
ajst-8013	231	27	general	general	ADJ
ajst-8013	231	28	image	image	NOUN
ajst-8013	231	29	fusion	fusion	NOUN
ajst-8013	231	30	framework	framework	NOUN
ajst-8013	231	31	based	base	VERB
ajst-8013	231	32	on	on	ADP
ajst-8013	231	33	convolutional	convolutional	ADJ
ajst-8013	231	34	neural	neural	ADJ
ajst-8013	231	35	network	network	NOUN
ajst-8013	231	36	,	,	PUNCT
ajst-8013	231	37	"	"	PUNCT
ajst-8013	231	38	information	information	NOUN
ajst-8013	231	39	fusion	fusion	NOUN
ajst-8013	231	40	,	,	PUNCT
ajst-8013	231	41	vol	vol	NOUN
ajst-8013	231	42	.	.	PROPN
ajst-8013	231	43	54	54	NUM
ajst-8013	231	44	,	,	PUNCT
ajst-8013	231	45	pp	pp	ADJ
ajst-8013	231	46	.	.	PUNCT
ajst-8013	232	1	99	99	NUM
ajst-8013	232	2	-	-	SYM
ajst-8013	232	3	118	118	NUM
ajst-8013	232	4	,	,	PUNCT
ajst-8013	232	5	2020	2020	NUM
ajst-8013	232	6	.	.	PUNCT
ajst-8013	233	1	[	[	X
ajst-8013	233	2	26	26	NUM
ajst-8013	233	3	]	]	PUNCT
ajst-8013	233	4	h.	h.	PROPN
ajst-8013	233	5	zhang	zhang	PROPN
ajst-8013	233	6	,	,	PUNCT
ajst-8013	233	7	h.	h.	PROPN
ajst-8013	233	8	xu	xu	PROPN
ajst-8013	233	9	,	,	PUNCT
ajst-8013	233	10	y.	y.	PROPN
ajst-8013	233	11	xiao	xiao	PROPN
ajst-8013	233	12	,	,	PUNCT
ajst-8013	233	13	x.	x.	PROPN
ajst-8013	233	14	guo	guo	PROPN
ajst-8013	233	15	,	,	PUNCT
ajst-8013	233	16	and	and	CCONJ
ajst-8013	233	17	j.	j.	PROPN
ajst-8013	233	18	ma	ma	PROPN
ajst-8013	233	19	,	,	PUNCT
ajst-8013	233	20	"	"	PUNCT
ajst-8013	233	21	rethinking	rethink	VERB
ajst-8013	233	22	the	the	DET
ajst-8013	233	23	image	image	NOUN
ajst-8013	233	24	fusion	fusion	NOUN
ajst-8013	233	25	:	:	PUNCT
ajst-8013	233	26	a	a	DET
ajst-8013	233	27	fast	fast	ADJ
ajst-8013	233	28	unified	unified	ADJ
ajst-8013	233	29	image	image	NOUN
ajst-8013	233	30	fusion	fusion	NOUN
ajst-8013	233	31	network	network	NOUN
ajst-8013	233	32	based	base	VERB
ajst-8013	233	33	on	on	ADP
ajst-8013	233	34	proportional	proportional	ADJ
ajst-8013	233	35	maintenance	maintenance	NOUN
ajst-8013	233	36	of	of	ADP
ajst-8013	233	37	gradient	gradient	NOUN
ajst-8013	233	38	and	and	CCONJ
ajst-8013	233	39	intensity	intensity	NOUN
ajst-8013	233	40	,	,	PUNCT
ajst-8013	233	41	"	"	PUNCT
ajst-8013	233	42	in	in	ADP
ajst-8013	233	43	proceedings	proceeding	NOUN
ajst-8013	233	44	of	of	ADP
ajst-8013	233	45	the	the	DET
ajst-8013	233	46	aaai	aaai	PROPN
ajst-8013	233	47	conference	conference	NOUN
ajst-8013	233	48	on	on	ADP
ajst-8013	233	49	artificial	artificial	ADJ
ajst-8013	233	50	intelligence	intelligence	NOUN
ajst-8013	233	51	,	,	PUNCT
ajst-8013	233	52	2020	2020	NUM
ajst-8013	233	53	,	,	PUNCT
ajst-8013	233	54	vol	vol	NOUN
ajst-8013	233	55	.	.	PROPN
ajst-8013	233	56	34	34	NUM
ajst-8013	233	57	,	,	PUNCT
ajst-8013	233	58	no	no	INTJ
ajst-8013	233	59	.	.	NOUN
ajst-8013	233	60	07	07	NUM
ajst-8013	233	61	,	,	PUNCT
ajst-8013	233	62	pp	pp	ADJ
ajst-8013	233	63	.	.	PUNCT
ajst-8013	233	64	12797	12797	NUM
ajst-8013	233	65	-	-	SYM
ajst-8013	233	66	12804	12804	NUM
ajst-8013	233	67	.	.	PUNCT
ajst-8013	234	1	[	[	X
ajst-8013	234	2	27	27	NUM
ajst-8013	234	3	]	]	X
ajst-8013	234	4	h.	h.	PROPN
ajst-8013	234	5	xu	xu	PROPN
ajst-8013	234	6	,	,	PUNCT
ajst-8013	234	7	j.	j.	PROPN
ajst-8013	234	8	ma	ma	PROPN
ajst-8013	234	9	,	,	PUNCT
ajst-8013	234	10	z.	z.	PROPN
ajst-8013	234	11	le	le	PROPN
ajst-8013	234	12	,	,	PUNCT
ajst-8013	234	13	j.	j.	PROPN
ajst-8013	234	14	jiang	jiang	PROPN
ajst-8013	234	15	,	,	PUNCT
ajst-8013	234	16	and	and	CCONJ
ajst-8013	234	17	x.	x.	NOUN
ajst-8013	234	18	guo	guo	PROPN
ajst-8013	234	19	,	,	PUNCT
ajst-8013	234	20	"	"	PUNCT
ajst-8013	234	21	fusiondn	fusiondn	ADJ
ajst-8013	234	22	:	:	PUNCT
ajst-8013	234	23	a	a	DET
ajst-8013	234	24	unified	unified	ADJ
ajst-8013	234	25	densely	densely	ADV
ajst-8013	234	26	connected	connect	VERB
ajst-8013	234	27	network	network	NOUN
ajst-8013	234	28	for	for	ADP
ajst-8013	234	29	image	image	NOUN
ajst-8013	234	30	fusion	fusion	NOUN
ajst-8013	234	31	,	,	PUNCT
ajst-8013	234	32	"	"	PUNCT
ajst-8013	234	33	in	in	ADP
ajst-8013	234	34	proceedings	proceeding	NOUN
ajst-8013	234	35	of	of	ADP
ajst-8013	234	36	the	the	DET
ajst-8013	234	37	aaai	aaai	PROPN
ajst-8013	234	38	conference	conference	NOUN
ajst-8013	234	39	on	on	ADP
ajst-8013	234	40	artificial	artificial	ADJ
ajst-8013	234	41	intelligence	intelligence	NOUN
ajst-8013	234	42	,	,	PUNCT
ajst-8013	234	43	2020	2020	NUM
ajst-8013	234	44	,	,	PUNCT
ajst-8013	234	45	vol	vol	NOUN
ajst-8013	234	46	.	.	PROPN
ajst-8013	234	47	34	34	NUM
ajst-8013	234	48	,	,	PUNCT
ajst-8013	234	49	no	no	INTJ
ajst-8013	234	50	.	.	NOUN
ajst-8013	234	51	07	07	NUM
ajst-8013	234	52	,	,	PUNCT
ajst-8013	234	53	pp	pp	ADJ
ajst-8013	234	54	.	.	PUNCT
ajst-8013	234	55	12484	12484	NUM
ajst-8013	234	56	-	-	SYM
ajst-8013	234	57	12491	12491	NUM
ajst-8013	234	58	.	.	PUNCT
ajst-8013	235	1	[	[	X
ajst-8013	235	2	28	28	NUM
ajst-8013	235	3	]	]	X
ajst-8013	235	4	h.	h.	PROPN
ajst-8013	235	5	xu	xu	PROPN
ajst-8013	235	6	,	,	PUNCT
ajst-8013	235	7	j.	j.	PROPN
ajst-8013	235	8	ma	ma	PROPN
ajst-8013	235	9	,	,	PUNCT
ajst-8013	235	10	j.	j.	PROPN
ajst-8013	235	11	jiang	jiang	PROPN
ajst-8013	235	12	,	,	PUNCT
ajst-8013	235	13	x.	x.	PROPN
ajst-8013	235	14	guo	guo	PROPN
ajst-8013	235	15	,	,	PUNCT
ajst-8013	235	16	and	and	CCONJ
ajst-8013	235	17	h.	h.	PROPN
ajst-8013	235	18	ling	ling	PROPN
ajst-8013	235	19	,	,	PUNCT
ajst-8013	235	20	"	"	PUNCT
ajst-8013	235	21	u2fusion	u2fusion	NOUN
ajst-8013	235	22	:	:	PUNCT
ajst-8013	235	23	a	a	DET
ajst-8013	235	24	unified	unified	ADJ
ajst-8013	235	25	unsupervised	unsupervised	ADJ
ajst-8013	235	26	image	image	NOUN
ajst-8013	235	27	fusion	fusion	NOUN
ajst-8013	235	28	network	network	NOUN
ajst-8013	235	29	,	,	PUNCT
ajst-8013	235	30	"	"	PUNCT
ajst-8013	235	31	ieee	ieee	NOUN
ajst-8013	235	32	transactions	transaction	NOUN
ajst-8013	235	33	on	on	ADP
ajst-8013	235	34	pattern	pattern	NOUN
ajst-8013	235	35	analysis	analysis	NOUN
ajst-8013	235	36	and	and	CCONJ
ajst-8013	235	37	machine	machine	NOUN
ajst-8013	235	38	intelligence	intelligence	NOUN
ajst-8013	235	39	,	,	PUNCT
ajst-8013	235	40	vol	vol	NOUN
ajst-8013	235	41	.	.	PROPN
ajst-8013	235	42	44	44	NUM
ajst-8013	235	43	,	,	PUNCT
ajst-8013	235	44	no	no	INTJ
ajst-8013	235	45	.	.	NOUN
ajst-8013	235	46	1	1	NUM
ajst-8013	235	47	,	,	PUNCT
ajst-8013	235	48	pp	pp	ADJ
ajst-8013	235	49	.	.	PUNCT
ajst-8013	236	1	502	502	NUM
ajst-8013	236	2	-	-	SYM
ajst-8013	236	3	518	518	NUM
ajst-8013	236	4	,	,	PUNCT
ajst-8013	236	5	2020	2020	NUM
ajst-8013	236	6	.	.	PUNCT