id	sid	tid	token	lemma	pos
futech-336	1	1	priyah	priyah	NOUN
futech-336	1	2	.	.	PUNCT
futech-336	2	1	r	r	NOUN
futech-336	2	2	&	&	CCONJ
futech-336	2	3	s.	s.	PROPN
futech-336	2	4	kamalakkannan	kamalakkannan	PROPN
futech-336	2	5	/	/	SYM
futech-336	2	6	future	future	ADJ
futech-336	2	7	technology	technology	NOUN
futech-336	2	8	august	august	PROPN
futech-336	2	9	2025|	2025|	NUM
futech-336	2	10	volume	volume	NOUN
futech-336	2	11	04	04	NUM
futech-336	3	1	|	|	NOUN
futech-336	3	2	issue	issue	NOUN
futech-336	3	3	03	03	NUM
futech-336	4	1	|	|	ADV
futech-336	4	2	pages	page	VERB
futech-336	4	3	67	67	NUM
futech-336	4	4	-	-	SYM
futech-336	4	5	75	75	NUM
futech-336	4	6	67	67	NUM
futech-336	4	7	article	article	NOUN
futech-336	4	8	hybrid	hybrid	ADJ
futech-336	4	9	contrast	contrast	NOUN
futech-336	4	10	-	-	PUNCT
futech-336	4	11	limited	limit	VERB
futech-336	4	12	adaptive	adaptive	ADJ
futech-336	4	13	histogram	histogram	NOUN
futech-336	4	14	equalization	equalization	NOUN
futech-336	4	15	and	and	CCONJ
futech-336	4	16	deep	deep	ADJ
futech-336	4	17	learning	learning	NOUN
futech-336	4	18	techniques	technique	NOUN
futech-336	4	19	for	for	ADP
futech-336	4	20	improving	improve	VERB
futech-336	4	21	liver	liver	NOUN
futech-336	4	22	tumor	tumor	NOUN
futech-336	4	23	detection	detection	NOUN
futech-336	4	24	priyah	priyah	NOUN
futech-336	4	25	.	.	PUNCT
futech-336	5	1	r	r	NOUN
futech-336	5	2	,	,	PUNCT
futech-336	5	3	s.	s.	PROPN
futech-336	5	4	kamalakkannan	kamalakkannan	PROPN
futech-336	5	5	*	*	PROPN
futech-336	5	6	vels	vels	PROPN
futech-336	5	7	institute	institute	PROPN
futech-336	5	8	of	of	ADP
futech-336	5	9	science	science	PROPN
futech-336	5	10	,	,	PUNCT
futech-336	5	11	technology	technology	NOUN
futech-336	5	12	&	&	CCONJ
futech-336	5	13	advanced	advanced	ADJ
futech-336	5	14	studies	study	NOUN
futech-336	5	15	,	,	PUNCT
futech-336	5	16	chennai	chennai	PROPN
futech-336	5	17	,	,	PUNCT
futech-336	5	18	tamil	tamil	PROPN
futech-336	5	19	nadu	nadu	PROPN
futech-336	5	20	,	,	PUNCT
futech-336	5	21	india	india	PROPN
futech-336	5	22	a	a	DET
futech-336	5	23	r	r	NOUN
futech-336	5	24	t	t	NOUN
futech-336	6	1	i	i	PRON
futech-336	6	2	c	c	NOUN
futech-336	6	3	l	l	NOUN
futech-336	6	4	e	e	NOUN
futech-336	7	1	i	i	PRON
futech-336	7	2	n	n	VERB
futech-336	7	3	f	f	NOUN
futech-336	7	4	o	o	NOUN
futech-336	7	5	article	article	NOUN
futech-336	7	6	history	history	NOUN
futech-336	7	7	:	:	PUNCT
futech-336	7	8	received	receive	VERB
futech-336	7	9	07	07	NUM
futech-336	7	10	april	april	PROPN
futech-336	7	11	2025	2025	NUM
futech-336	7	12	received	receive	VERB
futech-336	7	13	in	in	ADP
futech-336	7	14	revised	revise	VERB
futech-336	7	15	form	form	NOUN
futech-336	7	16	22	22	NUM
futech-336	7	17	may	may	AUX
futech-336	7	18	2025	2025	NUM
futech-336	7	19	accepted	accept	VERB
futech-336	7	20	31	31	NUM
futech-336	7	21	may	may	NOUN
futech-336	7	22	2025	2025	NUM
futech-336	7	23	keywords	keyword	NOUN
futech-336	7	24	:	:	PUNCT
futech-336	7	25	contrast	contrast	NOUN
futech-336	7	26	-	-	PUNCT
futech-336	7	27	limited	limit	VERB
futech-336	7	28	adaptive	adaptive	ADJ
futech-336	7	29	histogram	histogram	NOUN
futech-336	7	30	equalization	equalization	NOUN
futech-336	7	31	(	(	PUNCT
futech-336	7	32	clahe	clahe	PROPN
futech-336	7	33	)	)	PUNCT
futech-336	7	34	,	,	PUNCT
futech-336	7	35	convolutional	convolutional	ADJ
futech-336	7	36	neural	neural	ADJ
futech-336	7	37	networks(cnn	networks(cnn	NOUN
futech-336	7	38	)	)	PUNCT
futech-336	7	39	,	,	PUNCT
futech-336	7	40	generative	generative	ADJ
futech-336	7	41	adversarial	adversarial	ADJ
futech-336	7	42	networks(gan	networks(gan	NOUN
futech-336	7	43	’s	’s	PART
futech-336	7	44	)	)	PUNCT
futech-336	7	45	,	,	PUNCT
futech-336	7	46	transfer	transfer	NOUN
futech-336	7	47	learning	learning	NOUN
futech-336	7	48	,	,	PUNCT
futech-336	7	49	liver	liver	NOUN
futech-336	7	50	tumor	tumor	NOUN
futech-336	7	51	detection	detection	NOUN
futech-336	7	52	,	,	PUNCT
futech-336	7	53	medical	medical	ADJ
futech-336	7	54	images	image	NOUN
futech-336	7	55	*	*	PUNCT
futech-336	7	56	corresponding	correspond	VERB
futech-336	7	57	author	author	NOUN
futech-336	7	58	email	email	NOUN
futech-336	7	59	address	address	NOUN
futech-336	7	60	:	:	PUNCT
futech-336	7	61	kannan.scs@vistas.ac.in	kannan.scs@vistas.ac.in	X
futech-336	7	62	doi	doi	NOUN
futech-336	7	63	:	:	PUNCT
futech-336	7	64	10.55670	10.55670	NUM
futech-336	7	65	/	/	SYM
futech-336	7	66	fpll.futech.4.3.7	fpll.futech.4.3.7	VERB
futech-336	7	67	a	a	DET
futech-336	7	68	b	b	NOUN
futech-336	7	69	s	s	ADP
futech-336	7	70	t	t	PROPN
futech-336	7	71	r	r	NOUN
futech-336	7	72	a	a	PRON
futech-336	7	73	c	c	NOUN
futech-336	7	74	t	t	NOUN
futech-336	7	75	deep	deep	ADJ
futech-336	7	76	learning	learning	NOUN
futech-336	7	77	and	and	CCONJ
futech-336	7	78	advanced	advanced	ADJ
futech-336	7	79	image	image	NOUN
futech-336	7	80	processing	processing	NOUN
futech-336	7	81	can	can	AUX
futech-336	7	82	enhance	enhance	VERB
futech-336	7	83	the	the	DET
futech-336	7	84	detection	detection	NOUN
futech-336	7	85	and	and	CCONJ
futech-336	7	86	prognosis	prognosis	NOUN
futech-336	7	87	of	of	ADP
futech-336	7	88	liver	liver	NOUN
futech-336	7	89	cancer	cancer	NOUN
futech-336	7	90	using	use	VERB
futech-336	7	91	medical	medical	ADJ
futech-336	7	92	imaging	imaging	NOUN
futech-336	7	93	,	,	PUNCT
futech-336	7	94	such	such	ADJ
futech-336	7	95	as	as	ADP
futech-336	7	96	magnetic	magnetic	ADJ
futech-336	7	97	resonance	resonance	NOUN
futech-336	7	98	imaging	imaging	NOUN
futech-336	7	99	(	(	PUNCT
futech-336	7	100	mri	mri	NOUN
futech-336	7	101	)	)	PUNCT
futech-336	7	102	and	and	CCONJ
futech-336	7	103	computed	compute	VERB
futech-336	7	104	tomography	tomography	NOUN
futech-336	7	105	(	(	PUNCT
futech-336	7	106	ct	ct	NOUN
futech-336	7	107	)	)	PUNCT
futech-336	7	108	scans	scan	NOUN
futech-336	7	109	.	.	PUNCT
futech-336	8	1	liver	liver	NOUN
futech-336	8	2	cancer	cancer	NOUN
futech-336	8	3	detection	detection	NOUN
futech-336	8	4	is	be	AUX
futech-336	8	5	a	a	DET
futech-336	8	6	challenging	challenging	ADJ
futech-336	8	7	task	task	NOUN
futech-336	8	8	due	due	ADP
futech-336	8	9	to	to	ADP
futech-336	8	10	factors	factor	NOUN
futech-336	8	11	such	such	ADJ
futech-336	8	12	as	as	ADP
futech-336	8	13	poor	poor	ADJ
futech-336	8	14	contrast	contrast	NOUN
futech-336	8	15	,	,	PUNCT
futech-336	8	16	noise	noise	NOUN
futech-336	8	17	in	in	ADP
futech-336	8	18	imaging	imaging	NOUN
futech-336	8	19	techniques	technique	NOUN
futech-336	8	20	,	,	PUNCT
futech-336	8	21	limited	limited	ADJ
futech-336	8	22	annotated	annotate	VERB
futech-336	8	23	datasets	dataset	NOUN
futech-336	8	24	,	,	PUNCT
futech-336	8	25	and	and	CCONJ
futech-336	8	26	the	the	DET
futech-336	8	27	complex	complex	ADJ
futech-336	8	28	characteristics	characteristic	NOUN
futech-336	8	29	of	of	ADP
futech-336	8	30	tumors	tumor	NOUN
futech-336	8	31	.	.	PUNCT
futech-336	9	1	this	this	DET
futech-336	9	2	study	study	NOUN
futech-336	9	3	proposes	propose	VERB
futech-336	9	4	a	a	DET
futech-336	9	5	hybrid	hybrid	ADJ
futech-336	9	6	technique	technique	NOUN
futech-336	9	7	that	that	PRON
futech-336	9	8	combines	combine	VERB
futech-336	9	9	contrastlimited	contrastlimite	VERB
futech-336	9	10	adaptive	adaptive	ADJ
futech-336	9	11	histogram	histogram	NOUN
futech-336	9	12	equalization	equalization	NOUN
futech-336	9	13	(	(	PUNCT
futech-336	9	14	clahe	clahe	PROPN
futech-336	9	15	)	)	PUNCT
futech-336	9	16	,	,	PUNCT
futech-336	9	17	convolutional	convolutional	ADJ
futech-336	9	18	neural	neural	ADJ
futech-336	9	19	networks	network	NOUN
futech-336	9	20	(	(	PUNCT
futech-336	9	21	cnns	cnns	PROPN
futech-336	9	22	)	)	PUNCT
futech-336	9	23	,	,	PUNCT
futech-336	9	24	generative	generative	ADJ
futech-336	9	25	adversarial	adversarial	ADJ
futech-336	9	26	networks	network	NOUN
futech-336	9	27	(	(	PUNCT
futech-336	9	28	gans	gan	NOUN
futech-336	9	29	)	)	PUNCT
futech-336	9	30	,	,	PUNCT
futech-336	9	31	and	and	CCONJ
futech-336	9	32	transfer	transfer	NOUN
futech-336	9	33	learning	learning	NOUN
futech-336	9	34	(	(	PUNCT
futech-336	9	35	tl	tl	PROPN
futech-336	9	36	)	)	PUNCT
futech-336	9	37	to	to	PART
futech-336	9	38	improve	improve	VERB
futech-336	9	39	the	the	DET
futech-336	9	40	precision	precision	NOUN
futech-336	9	41	and	and	CCONJ
futech-336	9	42	accuracy	accuracy	NOUN
futech-336	9	43	of	of	ADP
futech-336	9	44	liver	liver	NOUN
futech-336	9	45	tumor	tumor	NOUN
futech-336	9	46	detection	detection	NOUN
futech-336	9	47	.	.	PUNCT
futech-336	10	1	a	a	DET
futech-336	10	2	conventional	conventional	ADJ
futech-336	10	3	technique	technique	NOUN
futech-336	10	4	for	for	ADP
futech-336	10	5	image	image	NOUN
futech-336	10	6	enhancement	enhancement	NOUN
futech-336	10	7	,	,	PUNCT
futech-336	10	8	clahe	clahe	PROPN
futech-336	10	9	increases	increase	VERB
futech-336	10	10	the	the	DET
futech-336	10	11	contrast	contrast	NOUN
futech-336	10	12	of	of	ADP
futech-336	10	13	medical	medical	ADJ
futech-336	10	14	images	image	NOUN
futech-336	10	15	,	,	PUNCT
futech-336	10	16	making	make	VERB
futech-336	10	17	malignant	malignant	ADJ
futech-336	10	18	tumors	tumor	NOUN
futech-336	10	19	more	more	ADV
futech-336	10	20	apparent	apparent	ADJ
futech-336	10	21	.	.	PUNCT
futech-336	11	1	clahe	clahe	PROPN
futech-336	11	2	,	,	PUNCT
futech-336	11	3	however	however	ADV
futech-336	11	4	,	,	PUNCT
futech-336	11	5	does	do	AUX
futech-336	11	6	not	not	PART
futech-336	11	7	provide	provide	VERB
futech-336	11	8	a	a	DET
futech-336	11	9	thorough	thorough	ADJ
futech-336	11	10	tumor	tumor	NOUN
futech-336	11	11	characterization	characterization	NOUN
futech-336	11	12	;	;	PUNCT
futech-336	11	13	instead	instead	ADV
futech-336	11	14	,	,	PUNCT
futech-336	11	15	it	it	PRON
futech-336	11	16	focuses	focus	VERB
futech-336	11	17	on	on	ADP
futech-336	11	18	enhancing	enhance	VERB
futech-336	11	19	image	image	NOUN
futech-336	11	20	quality	quality	NOUN
futech-336	11	21	.	.	PUNCT
futech-336	12	1	cnn	cnn	PROPN
futech-336	12	2	is	be	AUX
futech-336	12	3	used	use	VERB
futech-336	12	4	to	to	PART
futech-336	12	5	extract	extract	VERB
futech-336	12	6	features	feature	NOUN
futech-336	12	7	,	,	PUNCT
futech-336	12	8	find	find	VERB
futech-336	12	9	and	and	CCONJ
futech-336	12	10	learn	learn	VERB
futech-336	12	11	important	important	ADJ
futech-336	12	12	patterns	pattern	NOUN
futech-336	12	13	,	,	PUNCT
futech-336	12	14	such	such	ADJ
futech-336	12	15	as	as	ADP
futech-336	12	16	edges	edge	NOUN
futech-336	12	17	,	,	PUNCT
futech-336	12	18	textures	texture	NOUN
futech-336	12	19	,	,	PUNCT
futech-336	12	20	and	and	CCONJ
futech-336	12	21	shapes	shape	NOUN
futech-336	12	22	that	that	PRON
futech-336	12	23	are	be	AUX
futech-336	12	24	pertinent	pertinent	ADJ
futech-336	12	25	to	to	ADP
futech-336	12	26	the	the	DET
futech-336	12	27	diagnosis	diagnosis	NOUN
futech-336	12	28	of	of	ADP
futech-336	12	29	tumors	tumor	NOUN
futech-336	12	30	.	.	PUNCT
futech-336	13	1	finally	finally	ADV
futech-336	13	2	,	,	PUNCT
futech-336	13	3	tl	tl	PROPN
futech-336	13	4	utilizes	utilize	VERB
futech-336	13	5	pre	pre	ADJ
futech-336	13	6	-	-	ADJ
futech-336	13	7	trained	train	VERB
futech-336	13	8	models	model	NOUN
futech-336	13	9	(	(	PUNCT
futech-336	13	10	inception	inception	PROPN
futech-336	13	11	v3	v3	PROPN
futech-336	13	12	)	)	PUNCT
futech-336	13	13	for	for	ADP
futech-336	13	14	classification	classification	NOUN
futech-336	13	15	,	,	PUNCT
futech-336	13	16	enabling	enable	VERB
futech-336	13	17	the	the	DET
futech-336	13	18	effective	effective	ADJ
futech-336	13	19	learning	learning	NOUN
futech-336	13	20	of	of	ADP
futech-336	13	21	tumor	tumor	NOUN
futech-336	13	22	features	feature	NOUN
futech-336	13	23	and	and	CCONJ
futech-336	13	24	achieving	achieve	VERB
futech-336	13	25	high	high	ADJ
futech-336	13	26	diagnostic	diagnostic	ADJ
futech-336	13	27	precision	precision	NOUN
futech-336	13	28	with	with	ADP
futech-336	13	29	fewer	few	ADJ
futech-336	13	30	computational	computational	ADJ
futech-336	13	31	resources	resource	NOUN
futech-336	13	32	.	.	PUNCT
futech-336	14	1	a	a	DET
futech-336	14	2	hybrid	hybrid	ADJ
futech-336	14	3	approach	approach	NOUN
futech-336	14	4	combining	combine	VERB
futech-336	14	5	cnn	cnn	PROPN
futech-336	14	6	,	,	PUNCT
futech-336	14	7	gan	gan	PROPN
futech-336	14	8	,	,	PUNCT
futech-336	14	9	and	and	CCONJ
futech-336	14	10	tl	tl	PROPN
futech-336	14	11	may	may	AUX
futech-336	14	12	give	give	VERB
futech-336	14	13	an	an	DET
futech-336	14	14	integrated	integrate	VERB
futech-336	14	15	and	and	CCONJ
futech-336	14	16	effective	effective	ADJ
futech-336	14	17	solution	solution	NOUN
futech-336	14	18	for	for	ADP
futech-336	14	19	identifying	identify	VERB
futech-336	14	20	and	and	CCONJ
futech-336	14	21	diagnosing	diagnose	VERB
futech-336	14	22	liver	liver	NOUN
futech-336	14	23	tumors	tumor	NOUN
futech-336	14	24	.	.	PUNCT
futech-336	15	1	the	the	DET
futech-336	15	2	hybrid	hybrid	ADJ
futech-336	15	3	technique	technique	NOUN
futech-336	15	4	performed	perform	VERB
futech-336	15	5	significantly	significantly	ADV
futech-336	15	6	better	well	ADJ
futech-336	15	7	than	than	ADP
futech-336	15	8	independent	independent	ADJ
futech-336	15	9	dl	dl	PROPN
futech-336	15	10	approaches	approach	NOUN
futech-336	15	11	,	,	PUNCT
futech-336	15	12	achieving	achieve	VERB
futech-336	15	13	an	an	DET
futech-336	15	14	accuracy	accuracy	NOUN
futech-336	15	15	of	of	ADP
futech-336	15	16	93.3	93.3	NUM
futech-336	15	17	%	%	NOUN
futech-336	15	18	,	,	PUNCT
futech-336	15	19	a	a	DET
futech-336	15	20	sensitivity	sensitivity	NOUN
futech-336	15	21	of	of	ADP
futech-336	15	22	92.2	92.2	NUM
futech-336	15	23	%	%	NOUN
futech-336	15	24	,	,	PUNCT
futech-336	15	25	a	a	DET
futech-336	15	26	specificity	specificity	NOUN
futech-336	15	27	of	of	ADP
futech-336	15	28	94.5	94.5	NUM
futech-336	15	29	%	%	NOUN
futech-336	15	30	,	,	PUNCT
futech-336	15	31	and	and	CCONJ
futech-336	15	32	an	an	DET
futech-336	15	33	f1	f1	NOUN
futech-336	15	34	-	-	PUNCT
futech-336	15	35	score	score	NOUN
futech-336	15	36	of	of	ADP
futech-336	15	37	92.8	92.8	NUM
futech-336	15	38	%	%	NOUN
futech-336	15	39	.	.	PUNCT
futech-336	16	1	1	1	X
futech-336	16	2	.	.	X
futech-336	16	3	introduction	introduction	NOUN
futech-336	16	4	liver	liver	NOUN
futech-336	16	5	cancer	cancer	NOUN
futech-336	16	6	is	be	AUX
futech-336	16	7	one	one	NUM
futech-336	16	8	of	of	ADP
futech-336	16	9	the	the	DET
futech-336	16	10	main	main	ADJ
futech-336	16	11	causes	cause	NOUN
futech-336	16	12	of	of	ADP
futech-336	16	13	mortality	mortality	NOUN
futech-336	16	14	for	for	ADP
futech-336	16	15	individuals	individual	NOUN
futech-336	16	16	all	all	ADV
futech-336	16	17	over	over	ADP
futech-336	16	18	the	the	DET
futech-336	16	19	world	world	NOUN
futech-336	16	20	.	.	PUNCT
futech-336	17	1	it	it	PRON
futech-336	17	2	is	be	AUX
futech-336	17	3	challenging	challenge	VERB
futech-336	17	4	and	and	CCONJ
futech-336	17	5	timeconsuming	timeconsuming	ADJ
futech-336	17	6	to	to	PART
futech-336	17	7	manually	manually	ADV
futech-336	17	8	identify	identify	VERB
futech-336	17	9	the	the	DET
futech-336	17	10	cancer	cancer	NOUN
futech-336	17	11	tissue	tissue	NOUN
futech-336	17	12	in	in	ADP
futech-336	17	13	the	the	DET
futech-336	17	14	present	present	ADJ
futech-336	17	15	scenario	scenario	NOUN
futech-336	17	16	.	.	PUNCT
futech-336	18	1	the	the	DET
futech-336	18	2	american	american	PROPN
futech-336	18	3	cancer	cancer	PROPN
futech-336	18	4	society	society	PROPN
futech-336	18	5	predicted	predict	VERB
futech-336	18	6	that	that	SCONJ
futech-336	18	7	611,720	611,720	NUM
futech-336	18	8	people	people	NOUN
futech-336	18	9	would	would	AUX
futech-336	18	10	die	die	VERB
futech-336	18	11	from	from	ADP
futech-336	18	12	cancer	cancer	NOUN
futech-336	18	13	in	in	ADP
futech-336	18	14	2024	2024	NUM
futech-336	18	15	,	,	PUNCT
futech-336	18	16	while	while	SCONJ
futech-336	18	17	2,001,140	2,001,140	NUM
futech-336	18	18	new	new	ADJ
futech-336	18	19	cases	case	NOUN
futech-336	18	20	would	would	AUX
futech-336	18	21	be	be	AUX
futech-336	18	22	diagnosed	diagnose	VERB
futech-336	18	23	.	.	PUNCT
futech-336	19	1	lung	lung	NOUN
futech-336	19	2	,	,	PUNCT
futech-336	19	3	prostate	prostate	NOUN
futech-336	19	4	,	,	PUNCT
futech-336	19	5	and	and	CCONJ
futech-336	19	6	colorectal	colorectal	ADJ
futech-336	19	7	cancers	cancer	NOUN
futech-336	19	8	are	be	AUX
futech-336	19	9	the	the	DET
futech-336	19	10	leading	lead	VERB
futech-336	19	11	causes	cause	NOUN
futech-336	19	12	of	of	ADP
futech-336	19	13	mortality	mortality	NOUN
futech-336	19	14	for	for	ADP
futech-336	19	15	men	man	NOUN
futech-336	19	16	,	,	PUNCT
futech-336	19	17	and	and	CCONJ
futech-336	19	18	lung	lung	NOUN
futech-336	19	19	,	,	PUNCT
futech-336	19	20	breast	breast	NOUN
futech-336	19	21	,	,	PUNCT
futech-336	19	22	and	and	CCONJ
futech-336	19	23	colorectal	colorectal	ADJ
futech-336	19	24	cancers	cancer	NOUN
futech-336	19	25	are	be	AUX
futech-336	19	26	the	the	DET
futech-336	19	27	leading	lead	VERB
futech-336	19	28	causes	cause	NOUN
futech-336	19	29	for	for	ADP
futech-336	19	30	women	woman	NOUN
futech-336	19	31	,	,	PUNCT
futech-336	19	32	accounting	account	VERB
futech-336	19	33	for	for	ADP
futech-336	19	34	an	an	DET
futech-336	19	35	estimated	estimate	VERB
futech-336	19	36	611,720	611,720	NUM
futech-336	19	37	deaths	death	NOUN
futech-336	19	38	,	,	PUNCT
futech-336	19	39	or	or	CCONJ
futech-336	19	40	about	about	ADP
futech-336	19	41	1671	1671	NUM
futech-336	19	42	deaths	death	NOUN
futech-336	19	43	per	per	ADP
futech-336	19	44	day	day	NOUN
futech-336	19	45	.	.	PUNCT
futech-336	20	1	these	these	DET
futech-336	20	2	findings	finding	NOUN
futech-336	20	3	highlight	highlight	VERB
futech-336	20	4	the	the	DET
futech-336	20	5	persistent	persistent	ADJ
futech-336	20	6	difficulties	difficulty	NOUN
futech-336	20	7	that	that	SCONJ
futech-336	20	8	cancer	cancer	NOUN
futech-336	20	9	presents	present	NOUN
futech-336	20	10	and	and	CCONJ
futech-336	20	11	the	the	DET
futech-336	20	12	need	need	NOUN
futech-336	20	13	for	for	ADP
futech-336	20	14	continual	continual	ADJ
futech-336	20	15	research	research	NOUN
futech-336	20	16	and	and	CCONJ
futech-336	20	17	advancement	advancement	NOUN
futech-336	20	18	in	in	ADP
futech-336	20	19	cancer	cancer	NOUN
futech-336	20	20	diagnosis	diagnosis	NOUN
futech-336	20	21	and	and	CCONJ
futech-336	20	22	treatment	treatment	NOUN
futech-336	20	23	[	[	X
futech-336	20	24	1	1	NUM
futech-336	20	25	]	]	PUNCT
futech-336	20	26	.	.	PUNCT
futech-336	21	1	the	the	DET
futech-336	21	2	cells	cell	NOUN
futech-336	21	3	of	of	ADP
futech-336	21	4	the	the	DET
futech-336	21	5	liver	liver	NOUN
futech-336	21	6	are	be	AUX
futech-336	21	7	the	the	DET
futech-336	21	8	source	source	NOUN
futech-336	21	9	of	of	ADP
futech-336	21	10	liver	liver	NOUN
futech-336	21	11	cancer	cancer	NOUN
futech-336	21	12	,	,	PUNCT
futech-336	21	13	which	which	PRON
futech-336	21	14	can	can	AUX
futech-336	21	15	either	either	CCONJ
futech-336	21	16	originate	originate	VERB
futech-336	21	17	in	in	ADP
futech-336	21	18	the	the	DET
futech-336	21	19	liver	liver	NOUN
futech-336	21	20	directly	directly	ADV
futech-336	21	21	(	(	PUNCT
futech-336	21	22	primary	primary	ADJ
futech-336	21	23	liver	liver	NOUN
futech-336	21	24	cancer	cancer	NOUN
futech-336	21	25	)	)	PUNCT
futech-336	21	26	or	or	CCONJ
futech-336	21	27	migrate	migrate	VERB
futech-336	21	28	from	from	ADP
futech-336	21	29	other	other	ADJ
futech-336	21	30	regions	region	NOUN
futech-336	21	31	of	of	ADP
futech-336	21	32	the	the	DET
futech-336	21	33	body	body	NOUN
futech-336	21	34	to	to	ADP
futech-336	21	35	the	the	DET
futech-336	21	36	liver	liver	NOUN
futech-336	21	37	(	(	PUNCT
futech-336	21	38	secondary	secondary	ADJ
futech-336	21	39	liver	liver	NOUN
futech-336	21	40	cancer	cancer	NOUN
futech-336	21	41	)	)	PUNCT
futech-336	21	42	.	.	PUNCT
futech-336	22	1	major	major	ADJ
futech-336	22	2	risk	risk	NOUN
futech-336	22	3	factors	factor	NOUN
futech-336	22	4	for	for	ADP
futech-336	22	5	primary	primary	ADJ
futech-336	22	6	liver	liver	NOUN
futech-336	22	7	cancer	cancer	NOUN
futech-336	22	8	include	include	VERB
futech-336	22	9	cirrhosis	cirrhosis	NOUN
futech-336	22	10	,	,	PUNCT
futech-336	22	11	chronic	chronic	ADJ
futech-336	22	12	liver	liver	NOUN
futech-336	22	13	disorders	disorder	NOUN
futech-336	22	14	such	such	ADJ
futech-336	22	15	as	as	ADP
futech-336	22	16	hepatitis	hepatitis	PROPN
futech-336	22	17	b	b	PROPN
futech-336	22	18	or	or	CCONJ
futech-336	22	19	c	c	NOUN
futech-336	22	20	infection	infection	NOUN
futech-336	22	21	,	,	PUNCT
futech-336	22	22	and	and	CCONJ
futech-336	22	23	heavy	heavy	ADJ
futech-336	22	24	use	use	NOUN
futech-336	22	25	of	of	ADP
futech-336	22	26	alcohol	alcohol	NOUN
futech-336	22	27	.	.	PUNCT
futech-336	23	1	imaging	imaging	NOUN
futech-336	23	2	techniques	technique	NOUN
futech-336	23	3	,	,	PUNCT
futech-336	23	4	including	include	VERB
futech-336	23	5	ultrasound	ultrasound	NOUN
futech-336	23	6	,	,	PUNCT
futech-336	23	7	ct	ct	PROPN
futech-336	23	8	,	,	PUNCT
futech-336	23	9	mri	mri	NOUN
futech-336	23	10	,	,	PUNCT
futech-336	23	11	and	and	CCONJ
futech-336	23	12	pet	pet	ADJ
futech-336	23	13	scans	scan	NOUN
futech-336	23	14	,	,	PUNCT
futech-336	23	15	as	as	ADV
futech-336	23	16	well	well	ADV
futech-336	23	17	as	as	ADP
futech-336	23	18	blood	blood	NOUN
futech-336	23	19	testing	testing	NOUN
futech-336	23	20	for	for	ADP
futech-336	23	21	tumor	tumor	NOUN
futech-336	23	22	markers	marker	NOUN
futech-336	23	23	such	such	ADJ
futech-336	23	24	as	as	ADP
futech-336	23	25	alpha	alpha	NOUN
futech-336	23	26	-	-	PUNCT
futech-336	23	27	fetoprotein	fetoprotein	ADJ
futech-336	23	28	(	(	PUNCT
futech-336	23	29	afp	afp	NOUN
futech-336	23	30	)	)	PUNCT
futech-336	23	31	,	,	PUNCT
futech-336	23	32	are	be	AUX
futech-336	23	33	necessary	necessary	ADJ
futech-336	23	34	for	for	ADP
futech-336	23	35	its	its	PRON
futech-336	23	36	diagnosis	diagnosis	NOUN
futech-336	23	37	.	.	PUNCT
futech-336	24	1	by	by	ADP
futech-336	24	2	detecting	detect	VERB
futech-336	24	3	liver	liver	NOUN
futech-336	24	4	masses	masse	NOUN
futech-336	24	5	,	,	PUNCT
futech-336	24	6	nodules	nodule	NOUN
futech-336	24	7	,	,	PUNCT
futech-336	24	8	or	or	CCONJ
futech-336	24	9	lesions	lesion	NOUN
futech-336	24	10	,	,	PUNCT
futech-336	24	11	these	these	DET
futech-336	24	12	imaging	imaging	NOUN
futech-336	24	13	methods	method	NOUN
futech-336	24	14	help	help	VERB
futech-336	24	15	patients	patient	NOUN
futech-336	24	16	with	with	ADP
futech-336	24	17	liver	liver	NOUN
futech-336	24	18	cancer	cancer	NOUN
futech-336	24	19	with	with	ADP
futech-336	24	20	diagnosis	diagnosis	NOUN
futech-336	24	21	,	,	PUNCT
futech-336	24	22	staging	staging	NOUN
futech-336	24	23	,	,	PUNCT
futech-336	24	24	and	and	CCONJ
futech-336	24	25	therapy	therapy	NOUN
futech-336	24	26	planning	planning	NOUN
futech-336	24	27	[	[	X
futech-336	24	28	2	2	NUM
futech-336	24	29	]	]	PUNCT
futech-336	24	30	.	.	PUNCT
futech-336	25	1	techniques	technique	NOUN
futech-336	25	2	for	for	ADP
futech-336	25	3	image	image	NOUN
futech-336	25	4	enhancement	enhancement	NOUN
futech-336	25	5	are	be	AUX
futech-336	25	6	essential	essential	ADJ
futech-336	25	7	for	for	ADP
futech-336	25	8	raising	raise	VERB
futech-336	25	9	the	the	DET
futech-336	25	10	visual	visual	ADJ
futech-336	25	11	quality	quality	NOUN
futech-336	25	12	and	and	CCONJ
futech-336	25	13	clinical	clinical	ADJ
futech-336	25	14	utility	utility	NOUN
futech-336	25	15	of	of	ADP
futech-336	25	16	ct	ct	NUM
futech-336	25	17	images	image	NOUN
futech-336	25	18	.	.	PUNCT
futech-336	26	1	improvements	improvement	NOUN
futech-336	26	2	in	in	ADP
futech-336	26	3	image	image	NOUN
futech-336	26	4	enhancement	enhancement	NOUN
futech-336	26	5	technologies	technology	NOUN
futech-336	26	6	are	be	AUX
futech-336	26	7	now	now	ADV
futech-336	26	8	crucial	crucial	ADJ
futech-336	26	9	for	for	SCONJ
futech-336	26	10	medical	medical	ADJ
futech-336	26	11	practitioners	practitioner	NOUN
futech-336	26	12	to	to	PART
futech-336	26	13	correctly	correctly	ADV
futech-336	26	14	interpret	interpret	VERB
futech-336	26	15	ct	ct	NUM
futech-336	26	16	scans	scan	NOUN
futech-336	26	17	,	,	PUNCT
futech-336	26	18	as	as	SCONJ
futech-336	26	19	medical	medical	ADJ
futech-336	26	20	imaging	imaging	NOUN
futech-336	26	21	remains	remain	VERB
futech-336	26	22	an	an	DET
futech-336	26	23	essential	essential	ADJ
futech-336	26	24	component	component	NOUN
futech-336	26	25	of	of	ADP
futech-336	26	26	diagnostic	diagnostic	ADJ
futech-336	26	27	and	and	CCONJ
futech-336	26	28	treatment	treatment	NOUN
futech-336	26	29	planning	planning	NOUN
futech-336	26	30	.	.	PUNCT
futech-336	27	1	tumor	tumor	NOUN
futech-336	27	2	segmentation	segmentation	NOUN
futech-336	27	3	in	in	ADP
futech-336	27	4	ct	ct	NUM
futech-336	27	5	images	image	NOUN
futech-336	27	6	of	of	ADP
futech-336	27	7	the	the	DET
futech-336	27	8	liver	liver	NOUN
futech-336	27	9	can	can	AUX
futech-336	27	10	be	be	AUX
futech-336	27	11	used	use	VERB
futech-336	27	12	to	to	PART
futech-336	27	13	determine	determine	VERB
futech-336	27	14	the	the	DET
futech-336	27	15	severity	severity	NOUN
futech-336	27	16	of	of	ADP
futech-336	27	17	the	the	DET
futech-336	27	18	tumor	tumor	NOUN
futech-336	27	19	,	,	PUNCT
futech-336	27	20	schedule	schedule	NOUN
futech-336	27	21	therapies	therapy	NOUN
futech-336	27	22	,	,	PUNCT
futech-336	27	23	predict	predict	VERB
futech-336	27	24	outcomes	outcome	NOUN
futech-336	27	25	,	,	PUNCT
futech-336	27	26	and	and	CCONJ
futech-336	27	27	monitor	monitor	VERB
futech-336	27	28	clinical	clinical	ADJ
futech-336	27	29	response	response	NOUN
futech-336	28	1	[	[	X
futech-336	28	2	3	3	NUM
futech-336	28	3	]	]	PUNCT
futech-336	28	4	.	.	PUNCT
futech-336	29	1	dl	dl	PROPN
futech-336	29	2	techniques	technique	NOUN
futech-336	29	3	,	,	PUNCT
futech-336	29	4	such	such	ADJ
futech-336	29	5	as	as	ADP
futech-336	29	6	cnn	cnn	PROPN
futech-336	29	7	,	,	PUNCT
futech-336	29	8	have	have	AUX
futech-336	29	9	shown	show	VERB
futech-336	29	10	considerable	considerable	ADJ
futech-336	29	11	promise	promise	NOUN
futech-336	29	12	in	in	ADP
futech-336	29	13	addressing	address	VERB
futech-336	29	14	complex	complex	ADJ
futech-336	29	15	medical	medical	ADJ
futech-336	29	16	imaging	imaging	NOUN
futech-336	29	17	challenges	challenge	NOUN
futech-336	29	18	,	,	PUNCT
futech-336	29	19	including	include	VERB
futech-336	29	20	organ	organ	NOUN
futech-336	29	21	segmentation	segmentation	NOUN
futech-336	29	22	.	.	PUNCT
futech-336	30	1	cnns	cnns	PROPN
futech-336	30	2	are	be	AUX
futech-336	30	3	ideal	ideal	ADJ
futech-336	30	4	for	for	ADP
futech-336	30	5	medical	medical	ADJ
futech-336	30	6	image	image	NOUN
futech-336	30	7	analysis	analysis	NOUN
futech-336	30	8	because	because	SCONJ
futech-336	30	9	they	they	PRON
futech-336	30	10	can	can	AUX
futech-336	30	11	may	may	AUX
futech-336	30	12	2025|	2025|	NUM
futech-336	30	13	volume	volume	VERB
futech-336	30	14	01	01	NUM
futech-336	31	1	|	|	ADV
futech-336	31	2	issue	issue	NOUN
futech-336	31	3	01	01	NUM
futech-336	32	1	|	|	NOUN
futech-336	32	2	pages	page	NOUN
futech-336	32	3	0103	0103	NUM
futech-336	32	4	issn	issn	PROPN
futech-336	32	5	2832	2832	NUM
futech-336	32	6	-	-	SYM
futech-336	32	7	0379	0379	NUM
futech-336	32	8	open	open	ADJ
futech-336	32	9	access	access	NOUN
futech-336	32	10	journal	journal	PROPN
futech-336	32	11	journal	journal	PROPN
futech-336	32	12	homepage	homepage	NOUN
futech-336	32	13	:	:	PUNCT
futech-336	32	14	https://fupubco.com/futech	https://fupubco.com/futech	PROPN
futech-336	32	15	https://doi.org/10.55670/fpll.futech.0.0.0	https://doi.org/10.55670/fpll.futech.0.0.0	VERB
futech-336	32	16	future	future	ADJ
futech-336	32	17	technology	technology	NOUN
futech-336	32	18	future	future	ADJ
futech-336	32	19	technology	technology	NOUN
futech-336	32	20	issn	issn	VERB
futech-336	33	1	2832	2832	NUM
futech-336	33	2	-	-	SYM
futech-336	33	3	0379	0379	NUM
futech-336	33	4	august	august	PROPN
futech-336	33	5	2025|	2025|	NUM
futech-336	33	6	volume	volume	NOUN
futech-336	33	7	04	04	NUM
futech-336	34	1	|	|	NOUN
futech-336	34	2	issue	issue	NOUN
futech-336	34	3	03	03	NUM
futech-336	35	1	|	|	ADV
futech-336	35	2	pages	page	VERB
futech-336	35	3	67	67	NUM
futech-336	35	4	-	-	SYM
futech-336	35	5	75	75	NUM
futech-336	35	6	journal	journal	NOUN
futech-336	35	7	homepage	homepage	NOUN
futech-336	35	8	:	:	PUNCT
futech-336	35	9	https://fupubco.com/futech	https://fupubco.com/futech	PROPN
futech-336	35	10	https://doi.org/10.55670/fpll.futech.4.3.7	https://doi.org/10.55670/fpll.futech.4.3.7	NOUN
futech-336	35	11	open	open	ADJ
futech-336	35	12	access	access	PROPN
futech-336	35	13	journal	journal	PROPN
futech-336	35	14	mailto:kannan.scs@vistas.ac.in	mailto:kannan.scs@vistas.ac.in	PROPN
futech-336	35	15	https://fupubco.com/futech	https://fupubco.com/futech	PROPN
futech-336	35	16	https://doi.org/10.55670/fpll.futech.0.0.0	https://doi.org/10.55670/fpll.futech.0.0.0	VERB
futech-336	35	17	https://fupubco.com/futech	https://fupubco.com/futech	PROPN
futech-336	35	18	https://doi.org/10.55670/fpll.futech.4.3.7	https://doi.org/10.55670/fpll.futech.4.3.7	NOUN
futech-336	35	19	priyah	priyah	NOUN
futech-336	35	20	.	.	PUNCT
futech-336	36	1	r	r	NOUN
futech-336	36	2	&	&	CCONJ
futech-336	36	3	s.	s.	PROPN
futech-336	36	4	kamalakkannan	kamalakkannan	PROPN
futech-336	36	5	/	/	SYM
futech-336	36	6	future	future	ADJ
futech-336	36	7	technology	technology	NOUN
futech-336	36	8	august	august	PROPN
futech-336	36	9	2025|	2025|	NUM
futech-336	36	10	volume	volume	NOUN
futech-336	36	11	04	04	NUM
futech-336	37	1	|	|	NOUN
futech-336	37	2	issue	issue	NOUN
futech-336	37	3	03	03	NUM
futech-336	38	1	|	|	ADV
futech-336	38	2	pages	page	VERB
futech-336	38	3	67	67	NUM
futech-336	38	4	-	-	SYM
futech-336	38	5	75	75	NUM
futech-336	38	6	68	68	NUM
futech-336	38	7	automatically	automatically	ADV
futech-336	38	8	detect	detect	VERB
futech-336	38	9	complicated	complicated	ADJ
futech-336	38	10	patterns	pattern	NOUN
futech-336	38	11	and	and	CCONJ
futech-336	38	12	discriminate	discriminate	VERB
futech-336	38	13	between	between	ADP
futech-336	38	14	tissues	tissue	NOUN
futech-336	38	15	and	and	CCONJ
futech-336	38	16	organs	organ	NOUN
futech-336	38	17	with	with	ADP
futech-336	38	18	high	high	ADJ
futech-336	38	19	accuracy	accuracy	NOUN
futech-336	38	20	[	[	X
futech-336	38	21	4	4	NUM
futech-336	38	22	]	]	PUNCT
futech-336	38	23	.	.	PUNCT
futech-336	39	1	1.1	1.1	NUM
futech-336	39	2	medical	medical	ADJ
futech-336	39	3	imaging	imaging	NOUN
futech-336	39	4	techniques	technique	NOUN
futech-336	39	5	computed	compute	VERB
futech-336	39	6	tomography(ct	tomography(ct	NOUN
futech-336	39	7	)	)	PUNCT
futech-336	39	8	is	be	AUX
futech-336	39	9	a	a	DET
futech-336	39	10	basic	basic	ADJ
futech-336	39	11	imaging	imaging	NOUN
futech-336	39	12	method	method	NOUN
futech-336	39	13	that	that	PRON
futech-336	39	14	is	be	AUX
futech-336	39	15	widely	widely	ADV
futech-336	39	16	accessible	accessible	ADJ
futech-336	39	17	.	.	PUNCT
futech-336	40	1	a	a	DET
futech-336	40	2	ct	ct	NOUN
futech-336	40	3	scan	scan	NOUN
futech-336	40	4	is	be	AUX
futech-336	40	5	a	a	DET
futech-336	40	6	diagnostic	diagnostic	ADJ
futech-336	40	7	technique	technique	NOUN
futech-336	40	8	that	that	PRON
futech-336	40	9	uses	use	VERB
futech-336	40	10	computer	computer	NOUN
futech-336	40	11	processing	processing	NOUN
futech-336	40	12	to	to	PART
futech-336	40	13	create	create	VERB
futech-336	40	14	incredibly	incredibly	ADV
futech-336	40	15	precise	precise	ADJ
futech-336	40	16	cross	cross	ADJ
futech-336	40	17	-	-	ADJ
futech-336	40	18	sectional	sectional	ADJ
futech-336	40	19	images	image	NOUN
futech-336	40	20	,	,	PUNCT
futech-336	40	21	or	or	CCONJ
futech-336	40	22	slices	slice	NOUN
futech-336	40	23	,	,	PUNCT
futech-336	40	24	of	of	ADP
futech-336	40	25	the	the	DET
futech-336	40	26	bones	bone	NOUN
futech-336	40	27	,	,	PUNCT
futech-336	40	28	blood	blood	NOUN
futech-336	40	29	vessels	vessel	NOUN
futech-336	40	30	,	,	PUNCT
futech-336	40	31	and	and	CCONJ
futech-336	40	32	soft	soft	ADJ
futech-336	40	33	tissues	tissue	NOUN
futech-336	40	34	.	.	PUNCT
futech-336	41	1	compared	compare	VERB
futech-336	41	2	to	to	ADP
futech-336	41	3	standard	standard	ADJ
futech-336	41	4	x	x	NOUN
futech-336	41	5	-	-	NOUN
futech-336	41	6	rays	ray	NOUN
futech-336	41	7	,	,	PUNCT
futech-336	41	8	ct	ct	PROPN
futech-336	41	9	scan	scan	NOUN
futech-336	41	10	images	image	NOUN
futech-336	41	11	offer	offer	VERB
futech-336	41	12	more	more	ADJ
futech-336	41	13	information	information	NOUN
futech-336	41	14	and	and	CCONJ
futech-336	41	15	enable	enable	VERB
futech-336	41	16	a	a	DET
futech-336	41	17	more	more	ADV
futech-336	41	18	accurate	accurate	ADJ
futech-336	41	19	assessment	assessment	NOUN
futech-336	41	20	of	of	ADP
futech-336	41	21	numerous	numerous	ADJ
futech-336	41	22	anatomical	anatomical	ADJ
futech-336	41	23	elements	element	NOUN
futech-336	41	24	.	.	PUNCT
futech-336	42	1	this	this	DET
futech-336	42	2	imaging	imaging	NOUN
futech-336	42	3	approach	approach	NOUN
futech-336	42	4	detects	detect	NOUN
futech-336	42	5	irregularities	irregularity	NOUN
futech-336	42	6	in	in	ADP
futech-336	42	7	soft	soft	ADJ
futech-336	42	8	tissues	tissue	NOUN
futech-336	42	9	,	,	PUNCT
futech-336	42	10	circulatory	circulatory	ADJ
futech-336	42	11	systems	system	NOUN
futech-336	42	12	,	,	PUNCT
futech-336	42	13	and	and	CCONJ
futech-336	42	14	bones	bone	NOUN
futech-336	42	15	,	,	PUNCT
futech-336	42	16	enabling	enable	VERB
futech-336	42	17	a	a	DET
futech-336	42	18	more	more	ADV
futech-336	42	19	comprehensive	comprehensive	ADJ
futech-336	42	20	examination	examination	NOUN
futech-336	42	21	.	.	PUNCT
futech-336	43	1	it	it	PRON
futech-336	43	2	can	can	AUX
futech-336	43	3	detect	detect	VERB
futech-336	43	4	small	small	ADJ
futech-336	43	5	tumors	tumor	NOUN
futech-336	43	6	and	and	CCONJ
futech-336	43	7	provide	provide	VERB
futech-336	43	8	detailed	detailed	ADJ
futech-336	43	9	imaging	imaging	NOUN
futech-336	43	10	of	of	ADP
futech-336	43	11	liver	liver	NOUN
futech-336	43	12	architecture	architecture	NOUN
futech-336	43	13	.	.	PUNCT
futech-336	44	1	ct	ct	PROPN
futech-336	44	2	imaging	imaging	NOUN
futech-336	44	3	is	be	AUX
futech-336	44	4	utilized	utilize	VERB
futech-336	44	5	to	to	PART
futech-336	44	6	identify	identify	VERB
futech-336	44	7	tumors	tumor	NOUN
futech-336	44	8	,	,	PUNCT
futech-336	44	9	cysts	cyst	NOUN
futech-336	44	10	,	,	PUNCT
futech-336	44	11	and	and	CCONJ
futech-336	44	12	masses	masse	NOUN
futech-336	44	13	in	in	ADP
futech-336	44	14	the	the	DET
futech-336	44	15	liver	liver	NOUN
futech-336	44	16	,	,	PUNCT
futech-336	44	17	including	include	VERB
futech-336	44	18	metastases	metastasis	NOUN
futech-336	44	19	,	,	PUNCT
futech-336	44	20	cholangiocarcinoma	cholangiocarcinoma	NOUN
futech-336	44	21	,	,	PUNCT
futech-336	44	22	and	and	CCONJ
futech-336	44	23	hepatocellular	hepatocellular	ADJ
futech-336	44	24	carcinoma	carcinoma	NOUN
futech-336	44	25	(	(	PUNCT
futech-336	44	26	hcc	hcc	PROPN
futech-336	44	27	)	)	PUNCT
futech-336	44	28	.	.	PUNCT
futech-336	45	1	it	it	PRON
futech-336	45	2	differentiates	differentiate	VERB
futech-336	45	3	between	between	ADP
futech-336	45	4	cancerous	cancerous	ADJ
futech-336	45	5	and	and	CCONJ
futech-336	45	6	benign	benign	ADJ
futech-336	45	7	tumors	tumor	NOUN
futech-336	45	8	and	and	CCONJ
futech-336	45	9	assesses	assess	VERB
futech-336	45	10	tumor	tumor	NOUN
futech-336	45	11	vascularity	vascularity	NOUN
futech-336	45	12	utilizing	utilize	VERB
futech-336	45	13	enhancement	enhancement	NOUN
futech-336	45	14	trends	trend	NOUN
futech-336	45	15	,	,	PUNCT
futech-336	45	16	such	such	ADJ
futech-336	45	17	as	as	ADP
futech-336	45	18	arterial	arterial	ADJ
futech-336	45	19	enhancement	enhancement	NOUN
futech-336	45	20	for	for	ADP
futech-336	45	21	hcc	hcc	PROPN
futech-336	45	22	.	.	PUNCT
futech-336	46	1	ct	ct	PROPN
futech-336	46	2	images	image	NOUN
futech-336	46	3	help	help	NOUN
futech-336	46	4	in	in	ADP
futech-336	46	5	liver	liver	NOUN
futech-336	46	6	cancer	cancer	NOUN
futech-336	46	7	staging	staging	NOUN
futech-336	46	8	to	to	PART
futech-336	46	9	assess	assess	VERB
futech-336	46	10	the	the	DET
futech-336	46	11	location	location	NOUN
futech-336	46	12	,	,	PUNCT
futech-336	46	13	size	size	NOUN
futech-336	46	14	,	,	PUNCT
futech-336	46	15	and	and	CCONJ
futech-336	46	16	quantity	quantity	NOUN
futech-336	46	17	of	of	ADP
futech-336	46	18	tumors	tumor	NOUN
futech-336	46	19	and	and	CCONJ
futech-336	46	20	detect	detect	VERB
futech-336	46	21	blood	blood	NOUN
futech-336	46	22	vessel	vessel	NOUN
futech-336	46	23	invasion	invasion	NOUN
futech-336	46	24	,	,	PUNCT
futech-336	46	25	such	such	ADJ
futech-336	46	26	as	as	ADP
futech-336	46	27	portal	portal	ADJ
futech-336	46	28	vein	vein	NOUN
futech-336	46	29	thrombosis	thrombosis	NOUN
futech-336	46	30	.	.	PUNCT
futech-336	47	1	then	then	ADV
futech-336	47	2	directs	direct	VERB
futech-336	47	3	interventional	interventional	ADJ
futech-336	47	4	treatments	treatment	NOUN
futech-336	47	5	such	such	ADJ
futech-336	47	6	as	as	ADP
futech-336	47	7	transarterial	transarterial	ADJ
futech-336	47	8	chemoembolization	chemoembolization	NOUN
futech-336	47	9	(	(	PUNCT
futech-336	47	10	tace	tace	NOUN
futech-336	47	11	)	)	PUNCT
futech-336	47	12	,	,	PUNCT
futech-336	47	13	radiofrequency	radiofrequency	NOUN
futech-336	47	14	ablation	ablation	NOUN
futech-336	47	15	(	(	PUNCT
futech-336	47	16	rfa	rfa	NOUN
futech-336	47	17	)	)	PUNCT
futech-336	47	18	,	,	PUNCT
futech-336	47	19	or	or	CCONJ
futech-336	47	20	surgical	surgical	ADJ
futech-336	47	21	excision	excision	NOUN
futech-336	47	22	or	or	CCONJ
futech-336	47	23	transplantation	transplantation	NOUN
futech-336	47	24	[	[	X
futech-336	47	25	5	5	NUM
futech-336	47	26	]	]	PUNCT
futech-336	47	27	.	.	PUNCT
futech-336	48	1	in	in	ADP
futech-336	48	2	liver	liver	NOUN
futech-336	48	3	imaging	imaging	NOUN
futech-336	48	4	,	,	PUNCT
futech-336	48	5	ct	ct	PROPN
futech-336	48	6	is	be	AUX
futech-336	48	7	a	a	DET
futech-336	48	8	crucial	crucial	ADJ
futech-336	48	9	tool	tool	NOUN
futech-336	48	10	,	,	PUNCT
futech-336	48	11	especially	especially	ADV
futech-336	48	12	when	when	SCONJ
futech-336	48	13	combined	combine	VERB
futech-336	48	14	with	with	ADP
futech-336	48	15	advanced	advanced	ADJ
futech-336	48	16	procedures	procedure	NOUN
futech-336	48	17	such	such	ADJ
futech-336	48	18	as	as	ADP
futech-336	48	19	triphasic	triphasic	ADJ
futech-336	48	20	scanning	scanning	NOUN
futech-336	48	21	.	.	PUNCT
futech-336	49	1	depending	depend	VERB
futech-336	49	2	on	on	ADP
futech-336	49	3	clinical	clinical	ADJ
futech-336	49	4	needs	need	NOUN
futech-336	49	5	,	,	PUNCT
futech-336	49	6	ct	ct	PROPN
futech-336	49	7	is	be	AUX
futech-336	49	8	often	often	ADV
futech-336	49	9	combined	combine	VERB
futech-336	49	10	with	with	ADP
futech-336	49	11	other	other	ADJ
futech-336	49	12	imaging	imaging	NOUN
futech-336	49	13	modalities	modality	NOUN
futech-336	49	14	,	,	PUNCT
futech-336	49	15	such	such	ADJ
futech-336	49	16	as	as	ADP
futech-336	49	17	mri	mri	NOUN
futech-336	49	18	or	or	CCONJ
futech-336	49	19	ultrasound	ultrasound	NOUN
futech-336	49	20	,	,	PUNCT
futech-336	49	21	to	to	PART
futech-336	49	22	achieve	achieve	VERB
futech-336	49	23	the	the	DET
futech-336	49	24	most	most	ADV
futech-336	49	25	effective	effective	ADJ
futech-336	49	26	results	result	NOUN
futech-336	49	27	.	.	PUNCT
futech-336	50	1	magnetic	magnetic	ADJ
futech-336	50	2	resonance	resonance	NOUN
futech-336	50	3	imaging	imaging	NOUN
futech-336	50	4	(	(	PUNCT
futech-336	50	5	mri	mri	NOUN
futech-336	50	6	)	)	PUNCT
futech-336	50	7	is	be	AUX
futech-336	50	8	an	an	DET
futech-336	50	9	essential	essential	ADJ
futech-336	50	10	tool	tool	NOUN
futech-336	50	11	for	for	ADP
futech-336	50	12	detecting	detect	VERB
futech-336	50	13	liver	liver	NOUN
futech-336	50	14	cancer	cancer	NOUN
futech-336	50	15	is	be	AUX
futech-336	50	16	magnetic	magnetic	ADJ
futech-336	50	17	resonance	resonance	NOUN
futech-336	50	18	imaging	imaging	NOUN
futech-336	50	19	,	,	PUNCT
futech-336	50	20	or	or	CCONJ
futech-336	50	21	mri	mri	NOUN
futech-336	50	22	.	.	PUNCT
futech-336	51	1	it	it	PRON
futech-336	51	2	is	be	AUX
futech-336	51	3	generally	generally	ADV
futech-336	51	4	accepted	accept	VERB
futech-336	51	5	to	to	PART
futech-336	51	6	be	be	AUX
futech-336	51	7	the	the	DET
futech-336	51	8	most	most	ADV
futech-336	51	9	sensitive	sensitive	ADJ
futech-336	51	10	imaging	imaging	NOUN
futech-336	51	11	technique	technique	NOUN
futech-336	51	12	for	for	ADP
futech-336	51	13	assessing	assess	VERB
futech-336	51	14	the	the	DET
futech-336	51	15	liver	liver	NOUN
futech-336	51	16	in	in	ADP
futech-336	51	17	individuals	individual	NOUN
futech-336	51	18	with	with	ADP
futech-336	51	19	chronic	chronic	ADJ
futech-336	51	20	liver	liver	NOUN
futech-336	51	21	disease	disease	NOUN
futech-336	51	22	and	and	CCONJ
futech-336	51	23	describing	describe	VERB
futech-336	51	24	liver	liver	NOUN
futech-336	51	25	cancers	cancer	NOUN
futech-336	51	26	.	.	PUNCT
futech-336	52	1	high	high	ADJ
futech-336	52	2	contrasts	contrast	NOUN
futech-336	52	3	between	between	ADP
futech-336	52	4	soft	soft	ADJ
futech-336	52	5	tissues	tissue	NOUN
futech-336	52	6	in	in	ADP
futech-336	52	7	the	the	DET
futech-336	52	8	acquired	acquire	VERB
futech-336	52	9	images	image	NOUN
futech-336	52	10	are	be	AUX
futech-336	52	11	used	use	VERB
futech-336	52	12	by	by	ADP
futech-336	52	13	mri	mri	NOUN
futech-336	52	14	,	,	PUNCT
futech-336	52	15	a	a	DET
futech-336	52	16	precise	precise	ADJ
futech-336	52	17	and	and	CCONJ
futech-336	52	18	accurate	accurate	ADJ
futech-336	52	19	technique	technique	NOUN
futech-336	52	20	for	for	ADP
futech-336	52	21	tumor	tumor	NOUN
futech-336	52	22	diagnosis	diagnosis	NOUN
futech-336	52	23	.	.	PUNCT
futech-336	53	1	although	although	SCONJ
futech-336	53	2	this	this	DET
futech-336	53	3	feature	feature	NOUN
futech-336	53	4	makes	make	VERB
futech-336	53	5	mri	mri	NOUN
futech-336	53	6	especially	especially	ADV
futech-336	53	7	useful	useful	ADJ
futech-336	53	8	for	for	ADP
futech-336	53	9	detecting	detect	VERB
futech-336	53	10	and	and	CCONJ
futech-336	53	11	describing	describe	VERB
futech-336	53	12	cancers	cancer	NOUN
futech-336	53	13	,	,	PUNCT
futech-336	53	14	circumstances	circumstance	NOUN
futech-336	53	15	pertaining	pertain	VERB
futech-336	53	16	to	to	ADP
futech-336	53	17	the	the	DET
futech-336	53	18	patient	patient	NOUN
futech-336	53	19	as	as	ADV
futech-336	53	20	well	well	ADV
futech-336	53	21	as	as	ADP
futech-336	53	22	the	the	DET
futech-336	53	23	operator	operator	NOUN
futech-336	53	24	may	may	AUX
futech-336	53	25	affect	affect	VERB
futech-336	53	26	the	the	DET
futech-336	53	27	diagnostic	diagnostic	ADJ
futech-336	53	28	efficacy	efficacy	NOUN
futech-336	53	29	of	of	ADP
futech-336	53	30	mri	mri	PROPN
futech-336	53	31	.	.	PUNCT
futech-336	54	1	patient	patient	NOUN
futech-336	54	2	-	-	PUNCT
futech-336	54	3	related	relate	VERB
futech-336	54	4	factors	factor	NOUN
futech-336	54	5	,	,	PUNCT
futech-336	54	6	such	such	ADJ
futech-336	54	7	as	as	ADP
futech-336	54	8	claustrophobia	claustrophobia	NOUN
futech-336	54	9	,	,	PUNCT
futech-336	54	10	implanted	implant	VERB
futech-336	54	11	materials	material	NOUN
futech-336	54	12	or	or	CCONJ
futech-336	54	13	devices	device	NOUN
futech-336	54	14	,	,	PUNCT
futech-336	54	15	and	and	CCONJ
futech-336	54	16	unpleasant	unpleasant	ADJ
futech-336	54	17	circumstances	circumstance	NOUN
futech-336	54	18	,	,	PUNCT
futech-336	54	19	may	may	AUX
futech-336	54	20	restrict	restrict	VERB
futech-336	54	21	the	the	DET
futech-336	54	22	use	use	NOUN
futech-336	54	23	of	of	ADP
futech-336	54	24	mri	mri	NOUN
futech-336	54	25	and	and	CCONJ
futech-336	54	26	affect	affect	VERB
futech-336	54	27	the	the	DET
futech-336	54	28	caliber	caliber	NOUN
futech-336	54	29	of	of	ADP
futech-336	54	30	the	the	DET
futech-336	54	31	findings	finding	NOUN
futech-336	54	32	.	.	PUNCT
futech-336	55	1	because	because	SCONJ
futech-336	55	2	mri	mri	NOUN
futech-336	55	3	is	be	AUX
futech-336	55	4	noninvasive	noninvasive	ADJ
futech-336	55	5	,	,	PUNCT
futech-336	55	6	has	have	VERB
futech-336	55	7	excellent	excellent	ADJ
futech-336	55	8	imaging	imaging	NOUN
futech-336	55	9	capabilities	capability	NOUN
futech-336	55	10	,	,	PUNCT
futech-336	55	11	and	and	CCONJ
futech-336	55	12	can	can	AUX
futech-336	55	13	provide	provide	VERB
futech-336	55	14	both	both	CCONJ
futech-336	55	15	anatomic	anatomic	ADJ
futech-336	55	16	and	and	CCONJ
futech-336	55	17	physiological	physiological	ADJ
futech-336	55	18	information	information	NOUN
futech-336	55	19	,	,	PUNCT
futech-336	55	20	it	it	PRON
futech-336	55	21	is	be	AUX
futech-336	55	22	the	the	DET
futech-336	55	23	most	most	ADV
futech-336	55	24	commonly	commonly	ADV
futech-336	55	25	used	use	VERB
futech-336	55	26	method	method	NOUN
futech-336	55	27	for	for	ADP
futech-336	55	28	diagnosing	diagnose	VERB
futech-336	55	29	and	and	CCONJ
futech-336	55	30	characterizing	characterize	VERB
futech-336	55	31	liver	liver	NOUN
futech-336	55	32	cancer	cancer	NOUN
futech-336	55	33	.	.	PUNCT
futech-336	56	1	it	it	PRON
futech-336	56	2	is	be	AUX
futech-336	56	3	particularly	particularly	ADV
futech-336	56	4	important	important	ADJ
futech-336	56	5	for	for	ADP
futech-336	56	6	individuals	individual	NOUN
futech-336	56	7	who	who	PRON
futech-336	56	8	are	be	AUX
futech-336	56	9	at	at	ADP
futech-336	56	10	high	high	ADJ
futech-336	56	11	risk	risk	NOUN
futech-336	56	12	and	and	CCONJ
futech-336	56	13	who	who	PRON
futech-336	56	14	need	need	VERB
futech-336	56	15	a	a	DET
futech-336	56	16	precise	precise	ADJ
futech-336	56	17	medical	medical	ADJ
futech-336	56	18	diagnosis	diagnosis	NOUN
futech-336	56	19	and	and	CCONJ
futech-336	56	20	planning	planning	NOUN
futech-336	56	21	.	.	PUNCT
futech-336	57	1	1.2	1.2	NUM
futech-336	57	2	contrast	contrast	NOUN
futech-336	57	3	-	-	PUNCT
futech-336	57	4	limited	limit	VERB
futech-336	57	5	adaptive	adaptive	ADJ
futech-336	57	6	histogram	histogram	NOUN
futech-336	57	7	equalization	equalization	NOUN
futech-336	57	8	a	a	DET
futech-336	57	9	more	more	ADV
futech-336	57	10	complex	complex	ADJ
futech-336	57	11	method	method	NOUN
futech-336	57	12	called	call	VERB
futech-336	57	13	histogram	histogram	NOUN
futech-336	57	14	equalization	equalization	NOUN
futech-336	57	15	modifies	modify	VERB
futech-336	57	16	an	an	DET
futech-336	57	17	image	image	NOUN
futech-336	57	18	's	's	PART
futech-336	57	19	dynamic	dynamic	ADJ
futech-336	57	20	range	range	NOUN
futech-336	57	21	by	by	ADP
futech-336	57	22	changing	change	VERB
futech-336	57	23	the	the	DET
futech-336	57	24	pixel	pixel	PROPN
futech-336	57	25	values	value	NOUN
futech-336	57	26	in	in	ADP
futech-336	57	27	accordance	accordance	NOUN
futech-336	57	28	with	with	ADP
futech-336	57	29	the	the	DET
futech-336	57	30	image	image	NOUN
futech-336	57	31	's	's	PART
futech-336	57	32	intensity	intensity	NOUN
futech-336	57	33	histogram	histogram	NOUN
futech-336	57	34	.	.	PUNCT
futech-336	58	1	clahe	clahe	PROPN
futech-336	58	2	is	be	AUX
futech-336	58	3	a	a	DET
futech-336	58	4	prevalent	prevalent	ADJ
futech-336	58	5	image	image	NOUN
futech-336	58	6	preprocessing	preprocessing	NOUN
futech-336	58	7	technique	technique	NOUN
futech-336	58	8	that	that	PRON
futech-336	58	9	enhances	enhance	VERB
futech-336	58	10	contrast	contrast	NOUN
futech-336	58	11	by	by	ADP
futech-336	58	12	altering	alter	VERB
futech-336	58	13	image	image	NOUN
futech-336	58	14	histograms	histogram	NOUN
futech-336	58	15	,	,	PUNCT
futech-336	58	16	especially	especially	ADV
futech-336	58	17	in	in	ADP
futech-336	58	18	darker	dark	ADJ
futech-336	58	19	places	place	NOUN
futech-336	58	20	.	.	PUNCT
futech-336	59	1	it	it	PRON
futech-336	59	2	has	have	AUX
futech-336	59	3	been	be	AUX
futech-336	59	4	demonstrated	demonstrate	VERB
futech-336	59	5	that	that	SCONJ
futech-336	59	6	clahe	clahe	PROPN
futech-336	59	7	helps	help	VERB
futech-336	59	8	to	to	PART
futech-336	59	9	improve	improve	VERB
futech-336	59	10	image	image	NOUN
futech-336	59	11	clarity	clarity	NOUN
futech-336	59	12	,	,	PUNCT
futech-336	59	13	especially	especially	ADV
futech-336	59	14	in	in	ADP
futech-336	59	15	medical	medical	ADJ
futech-336	59	16	imaging	imaging	NOUN
futech-336	59	17	,	,	PUNCT
futech-336	59	18	where	where	SCONJ
futech-336	59	19	precise	precise	ADJ
futech-336	59	20	tissue	tissue	NOUN
futech-336	59	21	segmentation	segmentation	NOUN
futech-336	59	22	necessitates	necessitate	VERB
futech-336	59	23	a	a	DET
futech-336	59	24	high	high	ADJ
futech-336	59	25	contrast	contrast	NOUN
futech-336	59	26	between	between	ADP
futech-336	59	27	tissues	tissue	NOUN
futech-336	59	28	.	.	PUNCT
futech-336	60	1	while	while	SCONJ
futech-336	60	2	clahe	clahe	NOUN
futech-336	60	3	enhances	enhance	VERB
futech-336	60	4	contrast	contrast	NOUN
futech-336	60	5	,	,	PUNCT
futech-336	60	6	it	it	PRON
futech-336	60	7	is	be	AUX
futech-336	60	8	unable	unable	ADJ
futech-336	60	9	to	to	PART
futech-336	60	10	fully	fully	ADV
futech-336	60	11	address	address	VERB
futech-336	60	12	other	other	ADJ
futech-336	60	13	quality	quality	NOUN
futech-336	60	14	issues	issue	NOUN
futech-336	60	15	,	,	PUNCT
futech-336	60	16	including	include	VERB
futech-336	60	17	noise	noise	NOUN
futech-336	60	18	,	,	PUNCT
futech-336	60	19	uneven	uneven	ADJ
futech-336	60	20	illumination	illumination	NOUN
futech-336	60	21	,	,	PUNCT
futech-336	60	22	and	and	CCONJ
futech-336	60	23	border	border	NOUN
futech-336	60	24	sharpness	sharpness	NOUN
futech-336	60	25	that	that	PRON
futech-336	60	26	are	be	AUX
futech-336	60	27	critical	critical	ADJ
futech-336	60	28	for	for	ADP
futech-336	60	29	precise	precise	ADJ
futech-336	60	30	kidney	kidney	NOUN
futech-336	60	31	segmentation	segmentation	NOUN
futech-336	60	32	.	.	PUNCT
futech-336	61	1	cnn	cnn	PROPN
futech-336	61	2	algorithms	algorithm	NOUN
futech-336	61	3	must	must	AUX
futech-336	61	4	employ	employ	VERB
futech-336	61	5	sophisticated	sophisticated	ADJ
futech-336	61	6	or	or	CCONJ
futech-336	61	7	relevant	relevant	ADJ
futech-336	61	8	preprocessing	preprocessing	NOUN
futech-336	61	9	techniques	technique	NOUN
futech-336	61	10	to	to	PART
futech-336	61	11	improve	improve	VERB
futech-336	61	12	the	the	DET
futech-336	61	13	quality	quality	NOUN
futech-336	61	14	of	of	ADP
futech-336	61	15	images	image	NOUN
futech-336	61	16	and	and	CCONJ
futech-336	61	17	achieve	achieve	VERB
futech-336	61	18	the	the	DET
futech-336	61	19	best	good	ADJ
futech-336	61	20	segmentation	segmentation	NOUN
futech-336	61	21	accuracy	accuracy	NOUN
futech-336	62	1	[	[	X
futech-336	62	2	6	6	NUM
futech-336	62	3	]	]	PUNCT
futech-336	62	4	.	.	PUNCT
futech-336	63	1	clahe	clahe	PROPN
futech-336	63	2	is	be	AUX
futech-336	63	3	frequently	frequently	ADV
futech-336	63	4	used	use	VERB
futech-336	63	5	in	in	ADP
futech-336	63	6	medical	medical	ADJ
futech-336	63	7	imaging	imaging	NOUN
futech-336	63	8	,	,	PUNCT
futech-336	63	9	particularly	particularly	ADV
futech-336	63	10	for	for	ADP
futech-336	63	11	liver	liver	NOUN
futech-336	63	12	image	image	NOUN
futech-336	63	13	enhancement	enhancement	NOUN
futech-336	63	14	,	,	PUNCT
futech-336	63	15	to	to	PART
futech-336	63	16	enhance	enhance	VERB
futech-336	63	17	the	the	DET
futech-336	63	18	visibility	visibility	NOUN
futech-336	63	19	of	of	ADP
futech-336	63	20	features	feature	NOUN
futech-336	63	21	and	and	CCONJ
futech-336	63	22	structures	structure	NOUN
futech-336	63	23	in	in	ADP
futech-336	63	24	lowcontrast	lowcontrast	NOUN
futech-336	63	25	areas	area	NOUN
futech-336	63	26	.	.	PUNCT
futech-336	64	1	this	this	DET
futech-336	64	2	method	method	NOUN
futech-336	64	3	is	be	AUX
futech-336	64	4	especially	especially	ADV
futech-336	64	5	useful	useful	ADJ
futech-336	64	6	for	for	ADP
futech-336	64	7	enhancing	enhance	VERB
futech-336	64	8	the	the	DET
futech-336	64	9	clarity	clarity	NOUN
futech-336	64	10	of	of	ADP
futech-336	64	11	liver	liver	NOUN
futech-336	64	12	examination	examination	NOUN
futech-336	64	13	modalities	modality	NOUN
futech-336	64	14	,	,	PUNCT
futech-336	64	15	such	such	ADJ
futech-336	64	16	as	as	ADP
futech-336	64	17	ct	ct	PROPN
futech-336	64	18	,	,	PUNCT
futech-336	64	19	mri	mri	NOUN
futech-336	64	20	,	,	PUNCT
futech-336	64	21	and	and	CCONJ
futech-336	64	22	ultrasound	ultrasound	NOUN
futech-336	64	23	,	,	PUNCT
futech-336	64	24	where	where	SCONJ
futech-336	64	25	subtle	subtle	ADJ
futech-336	64	26	differences	difference	NOUN
futech-336	64	27	in	in	ADP
futech-336	64	28	pixel	pixel	PROPN
futech-336	64	29	intensity	intensity	NOUN
futech-336	64	30	can	can	AUX
futech-336	64	31	make	make	VERB
futech-336	64	32	it	it	PRON
futech-336	64	33	challenging	challenging	ADJ
futech-336	64	34	to	to	PART
futech-336	64	35	detect	detect	VERB
futech-336	64	36	specific	specific	ADJ
futech-336	64	37	abnormalities	abnormality	NOUN
futech-336	64	38	.	.	PUNCT
futech-336	65	1	it	it	PRON
futech-336	65	2	facilitates	facilitate	VERB
futech-336	65	3	the	the	DET
futech-336	65	4	differentiation	differentiation	NOUN
futech-336	65	5	between	between	ADP
futech-336	65	6	normal	normal	ADJ
futech-336	65	7	and	and	CCONJ
futech-336	65	8	pathological	pathological	ADJ
futech-336	65	9	areas	area	NOUN
futech-336	65	10	by	by	ADP
futech-336	65	11	highlighting	highlight	VERB
futech-336	65	12	subtle	subtle	ADJ
futech-336	65	13	variations	variation	NOUN
futech-336	65	14	in	in	ADP
futech-336	65	15	tissue	tissue	NOUN
futech-336	65	16	architecture	architecture	NOUN
futech-336	65	17	,	,	PUNCT
futech-336	65	18	blood	blood	NOUN
futech-336	65	19	vessels	vessel	NOUN
futech-336	65	20	,	,	PUNCT
futech-336	65	21	and	and	CCONJ
futech-336	65	22	liver	liver	NOUN
futech-336	65	23	lesions	lesion	NOUN
futech-336	65	24	.	.	PUNCT
futech-336	66	1	in	in	ADP
futech-336	66	2	technologies	technology	NOUN
futech-336	66	3	such	such	ADJ
futech-336	66	4	as	as	ADP
futech-336	66	5	ultrasound	ultrasound	NOUN
futech-336	66	6	,	,	PUNCT
futech-336	66	7	the	the	DET
futech-336	66	8	contrastlimiting	contrastlimite	VERB
futech-336	66	9	approach	approach	NOUN
futech-336	66	10	lowers	lower	VERB
futech-336	66	11	noise	noise	NOUN
futech-336	66	12	amplification	amplification	NOUN
futech-336	66	13	,	,	PUNCT
futech-336	66	14	which	which	PRON
futech-336	66	15	is	be	AUX
futech-336	66	16	critical	critical	ADJ
futech-336	66	17	.	.	PUNCT
futech-336	67	1	it	it	PRON
futech-336	67	2	is	be	AUX
futech-336	67	3	ideal	ideal	ADJ
futech-336	67	4	for	for	ADP
futech-336	67	5	photographs	photograph	NOUN
futech-336	67	6	with	with	ADP
futech-336	67	7	poor	poor	ADJ
futech-336	67	8	illumination	illumination	NOUN
futech-336	67	9	or	or	CCONJ
futech-336	67	10	shifting	shift	VERB
futech-336	67	11	contrast	contrast	NOUN
futech-336	67	12	,	,	PUNCT
futech-336	67	13	as	as	SCONJ
futech-336	67	14	it	it	PRON
futech-336	67	15	focuses	focus	VERB
futech-336	67	16	on	on	ADP
futech-336	67	17	emphasizing	emphasize	VERB
futech-336	67	18	specific	specific	ADJ
futech-336	67	19	areas	area	NOUN
futech-336	67	20	of	of	ADP
futech-336	67	21	interest	interest	NOUN
futech-336	67	22	while	while	SCONJ
futech-336	67	23	preserving	preserve	VERB
futech-336	67	24	the	the	DET
futech-336	67	25	entire	entire	ADJ
futech-336	67	26	image	image	NOUN
futech-336	67	27	[	[	X
futech-336	67	28	7	7	NUM
futech-336	67	29	]	]	PUNCT
futech-336	67	30	.	.	PUNCT
futech-336	68	1	1.3	1.3	NUM
futech-336	68	2	deep	deep	ADJ
futech-336	68	3	learning	learning	NOUN
futech-336	68	4	methods	method	NOUN
futech-336	68	5	cnns	cnn	NOUN
futech-336	68	6	have	have	AUX
futech-336	68	7	been	be	AUX
futech-336	68	8	shown	show	VERB
futech-336	68	9	to	to	PART
futech-336	68	10	be	be	AUX
futech-336	68	11	highly	highly	ADV
futech-336	68	12	efficient	efficient	ADJ
futech-336	68	13	in	in	ADP
futech-336	68	14	medical	medical	ADJ
futech-336	68	15	imaging	imaging	NOUN
futech-336	68	16	applications	application	NOUN
futech-336	68	17	,	,	PUNCT
futech-336	68	18	such	such	ADJ
futech-336	68	19	as	as	ADP
futech-336	68	20	detecting	detect	VERB
futech-336	68	21	liver	liver	NOUN
futech-336	68	22	cancer	cancer	NOUN
futech-336	68	23	.	.	PUNCT
futech-336	69	1	they	they	PRON
futech-336	69	2	serve	serve	VERB
futech-336	69	3	as	as	ADP
futech-336	69	4	an	an	DET
futech-336	69	5	important	important	ADJ
futech-336	69	6	tool	tool	NOUN
futech-336	69	7	for	for	ADP
futech-336	69	8	detecting	detect	VERB
futech-336	69	9	liver	liver	NOUN
futech-336	69	10	cancers	cancer	NOUN
futech-336	69	11	such	such	ADJ
futech-336	69	12	as	as	ADP
futech-336	69	13	hcc	hcc	PROPN
futech-336	69	14	and	and	CCONJ
futech-336	69	15	its	its	PRON
futech-336	69	16	metastases	metastasis	NOUN
futech-336	69	17	because	because	SCONJ
futech-336	69	18	of	of	ADP
futech-336	69	19	their	their	PRON
futech-336	69	20	ability	ability	NOUN
futech-336	69	21	to	to	PART
futech-336	69	22	autonomously	autonomously	ADV
futech-336	69	23	capture	capture	VERB
futech-336	69	24	and	and	CCONJ
futech-336	69	25	retrieve	retrieve	VERB
futech-336	69	26	structured	structured	ADJ
futech-336	69	27	data	datum	NOUN
futech-336	69	28	from	from	ADP
futech-336	69	29	medical	medical	ADJ
futech-336	69	30	images	image	NOUN
futech-336	69	31	.	.	PUNCT
futech-336	70	1	cnns	cnns	PROPN
futech-336	70	2	can	can	AUX
futech-336	70	3	learn	learn	VERB
futech-336	70	4	complex	complex	ADJ
futech-336	70	5	structures	structure	NOUN
futech-336	70	6	and	and	CCONJ
futech-336	70	7	patterns	pattern	NOUN
futech-336	70	8	using	use	VERB
futech-336	70	9	unprocessed	unprocesse	VERB
futech-336	70	10	visual	visual	ADJ
futech-336	70	11	data	datum	NOUN
futech-336	70	12	,	,	PUNCT
futech-336	70	13	eliminating	eliminate	VERB
futech-336	70	14	the	the	DET
futech-336	70	15	need	need	NOUN
futech-336	70	16	for	for	ADP
futech-336	70	17	human	human	ADJ
futech-336	70	18	feature	feature	NOUN
futech-336	70	19	engineering	engineering	NOUN
futech-336	70	20	.	.	PUNCT
futech-336	71	1	cnns	cnns	PROPN
futech-336	71	2	are	be	AUX
futech-336	71	3	particularly	particularly	ADV
futech-336	71	4	excellent	excellent	ADJ
futech-336	71	5	at	at	ADP
futech-336	71	6	finding	find	VERB
futech-336	71	7	minor	minor	ADJ
futech-336	71	8	anomalies	anomaly	NOUN
futech-336	71	9	that	that	SCONJ
futech-336	71	10	traditional	traditional	ADJ
futech-336	71	11	methods	method	NOUN
futech-336	71	12	may	may	AUX
futech-336	71	13	ignore	ignore	VERB
futech-336	71	14	,	,	PUNCT
futech-336	71	15	as	as	ADV
futech-336	71	16	well	well	ADV
futech-336	71	17	as	as	ADP
futech-336	71	18	distinguishing	distinguish	VERB
futech-336	71	19	between	between	ADP
futech-336	71	20	malignant	malignant	ADJ
futech-336	71	21	and	and	CCONJ
futech-336	71	22	benign	benign	ADJ
futech-336	71	23	liver	liver	NOUN
futech-336	71	24	cancers	cancer	NOUN
futech-336	71	25	.	.	PUNCT
futech-336	72	1	it	it	PRON
futech-336	72	2	can	can	AUX
futech-336	72	3	be	be	AUX
futech-336	72	4	used	use	VERB
futech-336	72	5	with	with	ADP
futech-336	72	6	histopathology	histopathology	NOUN
futech-336	72	7	slides	slide	NOUN
futech-336	72	8	,	,	PUNCT
futech-336	72	9	ct	ct	PROPN
futech-336	72	10	,	,	PUNCT
futech-336	72	11	mri	mri	NOUN
futech-336	72	12	,	,	PUNCT
futech-336	72	13	ultrasound	ultrasound	NOUN
futech-336	72	14	,	,	PUNCT
futech-336	72	15	and	and	CCONJ
futech-336	72	16	other	other	ADJ
futech-336	72	17	imaging	imaging	NOUN
futech-336	72	18	modalities	modality	NOUN
futech-336	72	19	.	.	PUNCT
futech-336	73	1	cnns	cnns	PROPN
futech-336	73	2	use	use	VERB
futech-336	73	3	a	a	DET
futech-336	73	4	single	single	ADJ
futech-336	73	5	pipeline	pipeline	NOUN
futech-336	73	6	to	to	PART
futech-336	73	7	combine	combine	VERB
futech-336	73	8	preprocessing	preprocesse	VERB
futech-336	73	9	,	,	PUNCT
futech-336	73	10	feature	feature	NOUN
futech-336	73	11	extraction	extraction	NOUN
futech-336	73	12	,	,	PUNCT
futech-336	73	13	classification	classification	NOUN
futech-336	73	14	,	,	PUNCT
futech-336	73	15	and	and	CCONJ
futech-336	73	16	prediction	prediction	NOUN
futech-336	73	17	.	.	PUNCT
futech-336	74	1	a	a	DET
futech-336	74	2	technique	technique	NOUN
futech-336	74	3	for	for	ADP
futech-336	74	4	detecting	detect	VERB
futech-336	74	5	liver	liver	NOUN
futech-336	74	6	cancer	cancer	NOUN
futech-336	74	7	is	be	AUX
futech-336	74	8	transfer	transfer	NOUN
futech-336	74	9	learning	learning	NOUN
futech-336	74	10	,	,	PUNCT
futech-336	74	11	particularly	particularly	ADV
futech-336	74	12	when	when	SCONJ
futech-336	74	13	there	there	PRON
futech-336	74	14	is	be	VERB
futech-336	74	15	a	a	DET
futech-336	74	16	dearth	dearth	NOUN
futech-336	74	17	of	of	ADP
futech-336	74	18	labeled	label	VERB
futech-336	74	19	medical	medical	ADJ
futech-336	74	20	imaging	imaging	NOUN
futech-336	74	21	data	datum	NOUN
futech-336	74	22	.	.	PUNCT
futech-336	75	1	it	it	PRON
futech-336	75	2	entails	entail	VERB
futech-336	75	3	using	use	VERB
futech-336	75	4	pre	pre	ADJ
futech-336	75	5	-	-	ADJ
futech-336	75	6	trained	train	VERB
futech-336	75	7	models	model	NOUN
futech-336	75	8	on	on	ADP
futech-336	75	9	big	big	ADJ
futech-336	75	10	datasets	dataset	NOUN
futech-336	75	11	(	(	PUNCT
futech-336	75	12	like	like	ADP
futech-336	75	13	inception	inception	PROPN
futech-336	75	14	v3	v3	PROPN
futech-336	75	15	)	)	PUNCT
futech-336	75	16	and	and	CCONJ
futech-336	75	17	optimizing	optimize	VERB
futech-336	75	18	them	they	PRON
futech-336	75	19	on	on	ADP
futech-336	75	20	datasets	dataset	NOUN
futech-336	75	21	related	relate	VERB
futech-336	75	22	to	to	ADP
futech-336	75	23	liver	liver	NOUN
futech-336	75	24	cancer	cancer	NOUN
futech-336	75	25	imaging	imaging	NOUN
futech-336	75	26	in	in	ADP
futech-336	75	27	order	order	NOUN
futech-336	75	28	to	to	PART
futech-336	75	29	improve	improve	VERB
futech-336	75	30	identification	identification	NOUN
futech-336	75	31	,	,	PUNCT
futech-336	75	32	classification	classification	NOUN
futech-336	75	33	,	,	PUNCT
futech-336	75	34	and	and	CCONJ
futech-336	75	35	segmentation	segmentation	NOUN
futech-336	75	36	tasks	task	NOUN
futech-336	75	37	.	.	PUNCT
futech-336	76	1	large	large	ADJ
futech-336	76	2	annotated	annotated	ADJ
futech-336	76	3	datasets	dataset	NOUN
futech-336	76	4	are	be	AUX
futech-336	76	5	not	not	PART
futech-336	76	6	as	as	ADV
futech-336	76	7	necessary	necessary	ADJ
futech-336	76	8	with	with	ADP
futech-336	76	9	transfer	transfer	NOUN
futech-336	76	10	learning	learning	NOUN
futech-336	76	11	,	,	PUNCT
futech-336	76	12	which	which	PRON
futech-336	76	13	also	also	ADV
futech-336	76	14	speeds	speed	VERB
futech-336	76	15	up	up	ADP
futech-336	76	16	model	model	NOUN
futech-336	76	17	convergence	convergence	NOUN
futech-336	76	18	and	and	CCONJ
futech-336	76	19	enhances	enhance	VERB
futech-336	76	20	performance	performance	NOUN
futech-336	76	21	.	.	PUNCT
futech-336	77	1	tl	tl	PROPN
futech-336	77	2	greatly	greatly	ADV
futech-336	77	3	raises	raise	VERB
futech-336	77	4	the	the	DET
futech-336	77	5	precision	precision	NOUN
futech-336	77	6	and	and	CCONJ
futech-336	77	7	effectiveness	effectiveness	NOUN
futech-336	77	8	of	of	ADP
futech-336	77	9	liver	liver	NOUN
futech-336	77	10	tumor	tumor	NOUN
futech-336	77	11	detection	detection	NOUN
futech-336	77	12	tasks	task	NOUN
futech-336	77	13	by	by	ADP
futech-336	77	14	utilizing	utilize	VERB
futech-336	77	15	the	the	DET
futech-336	77	16	advantages	advantage	NOUN
futech-336	77	17	of	of	ADP
futech-336	77	18	pre	pre	ADJ
futech-336	77	19	-	-	ADJ
futech-336	77	20	trained	train	VERB
futech-336	77	21	models	model	NOUN
futech-336	77	22	.	.	PUNCT
futech-336	78	1	the	the	DET
futech-336	78	2	objectives	objective	NOUN
futech-336	78	3	of	of	ADP
futech-336	78	4	the	the	DET
futech-336	78	5	study	study	NOUN
futech-336	78	6	are	be	AUX
futech-336	78	7	as	as	SCONJ
futech-336	78	8	follows	follow	VERB
futech-336	78	9	:	:	PUNCT
futech-336	78	10	abbreviations	abbreviation	NOUN
futech-336	78	11	aes	aes	PROPN
futech-336	78	12	autoencoders	autoencoder	NOUN
futech-336	78	13	cnn	cnn	PROPN
futech-336	78	14	convolutional	convolutional	ADJ
futech-336	78	15	neural	neural	ADJ
futech-336	78	16	networks	network	NOUN
futech-336	78	17	ct	ct	PROPN
futech-336	78	18	computed	compute	VERB
futech-336	78	19	tomography	tomography	NOUN
futech-336	78	20	dbn	dbn	PROPN
futech-336	78	21	deep	deep	ADJ
futech-336	78	22	belief	belief	NOUN
futech-336	78	23	networks	network	NOUN
futech-336	78	24	fn	fn	VERB
futech-336	78	25	false	false	ADJ
futech-336	78	26	negatives	negative	NOUN
futech-336	78	27	fp	fp	PRON
futech-336	78	28	false	false	ADJ
futech-336	78	29	positives	positive	NOUN
futech-336	78	30	lstm	lstm	ADJ
futech-336	78	31	long	long	ADV
futech-336	78	32	short	short	ADJ
futech-336	78	33	term	term	NOUN
futech-336	78	34	memory	memory	NOUN
futech-336	78	35	lits	lit	NOUN
futech-336	78	36	liver	liver	VERB
futech-336	78	37	tumour	tumour	NOUN
futech-336	78	38	segmentation	segmentation	NOUN
futech-336	78	39	mri	mri	NOUN
futech-336	78	40	magnetic	magnetic	ADJ
futech-336	78	41	resonance	resonance	NOUN
futech-336	78	42	imaging	image	VERB
futech-336	78	43	pet	pet	ADJ
futech-336	78	44	positron	positron	NOUN
futech-336	78	45	emission	emission	NOUN
futech-336	78	46	tomography	tomography	NOUN
futech-336	78	47	rcnn	rcnn	PROPN
futech-336	78	48	recurrent	recurrent	PROPN
futech-336	78	49	neural	neural	ADJ
futech-336	78	50	networks	network	NOUN
futech-336	78	51	tcia	tcia	ADP
futech-336	78	52	the	the	DET
futech-336	78	53	cancer	cancer	NOUN
futech-336	78	54	imaging	imaging	NOUN
futech-336	78	55	archive	archive	NOUN
futech-336	78	56	tp	tp	ADP
futech-336	78	57	true	true	ADJ
futech-336	78	58	positives	positive	NOUN
futech-336	78	59	tn	tn	VERB
futech-336	78	60	true	true	ADJ
futech-336	78	61	negatives	negative	NOUN
futech-336	78	62	priyah	priyah	NOUN
futech-336	78	63	.	.	PUNCT
futech-336	79	1	r	r	NOUN
futech-336	79	2	&	&	CCONJ
futech-336	79	3	s.	s.	PROPN
futech-336	79	4	kamalakkannan	kamalakkannan	PROPN
futech-336	79	5	/	/	SYM
futech-336	79	6	future	future	ADJ
futech-336	79	7	technology	technology	NOUN
futech-336	79	8	august	august	PROPN
futech-336	79	9	2025|	2025|	NUM
futech-336	79	10	volume	volume	NOUN
futech-336	79	11	04	04	NUM
futech-336	80	1	|	|	NOUN
futech-336	80	2	issue	issue	NOUN
futech-336	80	3	03	03	NUM
futech-336	81	1	|	|	ADV
futech-336	81	2	pages	page	VERB
futech-336	81	3	67	67	NUM
futech-336	81	4	-	-	SYM
futech-336	81	5	75	75	NUM
futech-336	81	6	69	69	NUM
futech-336	81	7	•	•	NOUN
futech-336	81	8	to	to	PART
futech-336	81	9	improve	improve	VERB
futech-336	81	10	the	the	DET
futech-336	81	11	identification	identification	NOUN
futech-336	81	12	and	and	CCONJ
futech-336	81	13	categorization	categorization	NOUN
futech-336	81	14	of	of	ADP
futech-336	81	15	liver	liver	NOUN
futech-336	81	16	cancers	cancer	NOUN
futech-336	81	17	in	in	ADP
futech-336	81	18	medical	medical	ADJ
futech-336	81	19	imaging	imaging	NOUN
futech-336	81	20	by	by	ADP
futech-336	81	21	creating	create	VERB
futech-336	81	22	a	a	DET
futech-336	81	23	hybrid	hybrid	ADJ
futech-336	81	24	framework	framework	NOUN
futech-336	81	25	that	that	PRON
futech-336	81	26	combines	combine	VERB
futech-336	81	27	clahe	clahe	NOUN
futech-336	81	28	for	for	ADP
futech-336	81	29	image	image	NOUN
futech-336	81	30	enhancement	enhancement	NOUN
futech-336	81	31	and	and	CCONJ
futech-336	81	32	cnn	cnn	PROPN
futech-336	81	33	feature	feature	NOUN
futech-336	81	34	extraction	extraction	NOUN
futech-336	81	35	•	•	ADP
futech-336	81	36	to	to	PART
futech-336	81	37	apply	apply	VERB
futech-336	81	38	the	the	DET
futech-336	81	39	pre	pre	ADJ
futech-336	81	40	-	-	ADJ
futech-336	81	41	trained	train	VERB
futech-336	81	42	tl	tl	PROPN
futech-336	81	43	models	model	NOUN
futech-336	81	44	for	for	ADP
futech-336	81	45	the	the	DET
futech-336	81	46	classification	classification	NOUN
futech-336	81	47	of	of	ADP
futech-336	81	48	liver	liver	NOUN
futech-336	81	49	cancer	cancer	NOUN
futech-336	81	50	diseases	disease	NOUN
futech-336	81	51	to	to	PART
futech-336	81	52	substantially	substantially	ADV
futech-336	81	53	improve	improve	VERB
futech-336	81	54	the	the	DET
futech-336	81	55	diagnostic	diagnostic	ADJ
futech-336	81	56	accuracy	accuracy	NOUN
futech-336	81	57	of	of	ADP
futech-336	81	58	liver	liver	NOUN
futech-336	81	59	cancer	cancer	NOUN
futech-336	81	60	.	.	PUNCT
futech-336	82	1	the	the	DET
futech-336	82	2	paper	paper	NOUN
futech-336	82	3	's	's	PART
futech-336	82	4	subsequent	subsequent	ADJ
futech-336	82	5	sections	section	NOUN
futech-336	82	6	are	be	AUX
futech-336	82	7	arranged	arrange	VERB
futech-336	82	8	as	as	SCONJ
futech-336	82	9	follows	follow	VERB
futech-336	82	10	:	:	PUNCT
futech-336	82	11	section	section	NOUN
futech-336	82	12	2	2	NUM
futech-336	82	13	provides	provide	VERB
futech-336	82	14	an	an	DET
futech-336	82	15	overview	overview	NOUN
futech-336	82	16	of	of	ADP
futech-336	82	17	the	the	DET
futech-336	82	18	current	current	ADJ
futech-336	82	19	literature	literature	NOUN
futech-336	82	20	related	relate	VERB
futech-336	82	21	to	to	ADP
futech-336	82	22	the	the	DET
futech-336	82	23	present	present	ADJ
futech-336	82	24	study	study	NOUN
futech-336	82	25	.	.	PUNCT
futech-336	83	1	a	a	DET
futech-336	83	2	thorough	thorough	ADJ
futech-336	83	3	explanation	explanation	NOUN
futech-336	83	4	of	of	ADP
futech-336	83	5	the	the	DET
futech-336	83	6	techniques	technique	NOUN
futech-336	83	7	utilized	utilize	VERB
futech-336	83	8	to	to	PART
futech-336	83	9	arrive	arrive	VERB
futech-336	83	10	at	at	ADP
futech-336	83	11	the	the	DET
futech-336	83	12	best	good	ADJ
futech-336	83	13	results	result	NOUN
futech-336	83	14	for	for	ADP
futech-336	83	15	the	the	DET
futech-336	83	16	detection	detection	NOUN
futech-336	83	17	and	and	CCONJ
futech-336	83	18	categorization	categorization	NOUN
futech-336	83	19	of	of	ADP
futech-336	83	20	liver	liver	NOUN
futech-336	83	21	cancer	cancer	NOUN
futech-336	83	22	may	may	AUX
futech-336	83	23	be	be	AUX
futech-336	83	24	found	find	VERB
futech-336	83	25	in	in	ADP
futech-336	83	26	section	section	NOUN
futech-336	83	27	3	3	NUM
futech-336	83	28	.	.	PUNCT
futech-336	83	29	section	section	NOUN
futech-336	83	30	4	4	NUM
futech-336	83	31	presents	present	VERB
futech-336	83	32	the	the	DET
futech-336	83	33	outcome	outcome	NOUN
futech-336	83	34	and	and	CCONJ
futech-336	83	35	accompanying	accompany	VERB
futech-336	83	36	comments	comment	NOUN
futech-336	83	37	,	,	PUNCT
futech-336	83	38	and	and	CCONJ
futech-336	83	39	section	section	NOUN
futech-336	83	40	5	5	NUM
futech-336	83	41	concludes	conclude	VERB
futech-336	83	42	the	the	DET
futech-336	83	43	study	study	NOUN
futech-336	83	44	with	with	ADP
futech-336	83	45	recommendations	recommendation	NOUN
futech-336	83	46	for	for	ADP
futech-336	83	47	future	future	ADJ
futech-336	83	48	research	research	NOUN
futech-336	83	49	.	.	PUNCT
futech-336	84	1	2	2	X
futech-336	84	2	.	.	X
futech-336	84	3	related	relate	VERB
futech-336	84	4	works	work	VERB
futech-336	84	5	the	the	DET
futech-336	84	6	incidence	incidence	NOUN
futech-336	84	7	of	of	ADP
futech-336	84	8	liver	liver	NOUN
futech-336	84	9	cancer	cancer	NOUN
futech-336	84	10	has	have	AUX
futech-336	84	11	been	be	AUX
futech-336	84	12	continuously	continuously	ADV
futech-336	84	13	increasing	increase	VERB
futech-336	84	14	over	over	ADP
futech-336	84	15	time	time	NOUN
futech-336	84	16	,	,	PUNCT
futech-336	84	17	making	make	VERB
futech-336	84	18	it	it	PRON
futech-336	84	19	a	a	DET
futech-336	84	20	serious	serious	ADJ
futech-336	84	21	worldwide	worldwide	ADJ
futech-336	84	22	health	health	NOUN
futech-336	84	23	problem	problem	NOUN
futech-336	84	24	.	.	PUNCT
futech-336	85	1	for	for	ADP
futech-336	85	2	prompt	prompt	ADJ
futech-336	85	3	treatment	treatment	NOUN
futech-336	85	4	and	and	CCONJ
futech-336	85	5	better	well	ADJ
futech-336	85	6	patient	patient	ADJ
futech-336	85	7	outcomes	outcome	NOUN
futech-336	85	8	,	,	PUNCT
futech-336	85	9	liver	liver	NOUN
futech-336	85	10	cancer	cancer	NOUN
futech-336	85	11	must	must	AUX
futech-336	85	12	be	be	AUX
futech-336	85	13	accurately	accurately	ADV
futech-336	85	14	detected	detect	VERB
futech-336	85	15	and	and	CCONJ
futech-336	85	16	classified	classified	ADJ
futech-336	85	17	.	.	PUNCT
futech-336	86	1	sajjanar	sajjanar	PROPN
futech-336	86	2	et	et	PROPN
futech-336	86	3	al	al	PROPN
futech-336	86	4	.	.	PUNCT
futech-336	87	1	[	[	X
futech-336	87	2	8	8	NUM
futech-336	87	3	]	]	PUNCT
futech-336	87	4	investigate	investigate	VERB
futech-336	87	5	a	a	DET
futech-336	87	6	variety	variety	NOUN
futech-336	87	7	of	of	ADP
futech-336	87	8	strategies	strategy	NOUN
futech-336	87	9	,	,	PUNCT
futech-336	87	10	including	include	VERB
futech-336	87	11	feature	feature	NOUN
futech-336	87	12	extraction	extraction	NOUN
futech-336	87	13	using	use	VERB
futech-336	87	14	traditional	traditional	ADJ
futech-336	87	15	machine	machine	NOUN
futech-336	87	16	learning	learning	NOUN
futech-336	87	17	(	(	PUNCT
futech-336	87	18	ml	ml	NOUN
futech-336	87	19	)	)	PUNCT
futech-336	87	20	algorithms	algorithm	NOUN
futech-336	87	21	and	and	CCONJ
futech-336	87	22	segmentation	segmentation	NOUN
futech-336	87	23	using	use	VERB
futech-336	87	24	deep	deep	ADJ
futech-336	87	25	learning	learning	NOUN
futech-336	87	26	(	(	PUNCT
futech-336	87	27	dl	dl	NOUN
futech-336	87	28	)	)	PUNCT
futech-336	87	29	models	model	NOUN
futech-336	87	30	.	.	PUNCT
futech-336	88	1	the	the	DET
futech-336	88	2	use	use	NOUN
futech-336	88	3	of	of	ADP
futech-336	88	4	ensemble	ensemble	ADJ
futech-336	88	5	approaches	approach	NOUN
futech-336	88	6	,	,	PUNCT
futech-336	88	7	which	which	PRON
futech-336	88	8	aggregate	aggregate	VERB
futech-336	88	9	predictions	prediction	NOUN
futech-336	88	10	from	from	ADP
futech-336	88	11	multiple	multiple	ADJ
futech-336	88	12	models	model	NOUN
futech-336	88	13	to	to	PART
futech-336	88	14	enhance	enhance	VERB
futech-336	88	15	segmentation	segmentation	NOUN
futech-336	88	16	accuracy	accuracy	NOUN
futech-336	88	17	,	,	PUNCT
futech-336	88	18	has	have	AUX
futech-336	88	19	also	also	ADV
futech-336	88	20	been	be	AUX
futech-336	88	21	explored	explore	VERB
futech-336	88	22	.	.	PUNCT
futech-336	89	1	huang	huang	PROPN
futech-336	89	2	et	et	PROPN
futech-336	89	3	al	al	PROPN
futech-336	89	4	.	.	PUNCT
futech-336	90	1	[	[	X
futech-336	90	2	9	9	NUM
futech-336	90	3	]	]	PUNCT
futech-336	90	4	provide	provide	VERB
futech-336	90	5	a	a	DET
futech-336	90	6	detailed	detailed	ADJ
futech-336	90	7	review	review	NOUN
futech-336	90	8	of	of	ADP
futech-336	90	9	a	a	DET
futech-336	90	10	revolutionary	revolutionary	ADJ
futech-336	90	11	image	image	NOUN
futech-336	90	12	-	-	PUNCT
futech-336	90	13	enhancing	enhance	VERB
futech-336	90	14	procedure	procedure	NOUN
futech-336	90	15	that	that	PRON
futech-336	90	16	highlights	highlight	VERB
futech-336	90	17	an	an	DET
futech-336	90	18	image	image	NOUN
futech-336	90	19	's	's	PART
futech-336	90	20	important	important	ADJ
futech-336	90	21	features	feature	NOUN
futech-336	90	22	by	by	ADP
futech-336	90	23	adaptively	adaptively	ADV
futech-336	90	24	adjusting	adjust	VERB
futech-336	90	25	the	the	DET
futech-336	90	26	brightness	brightness	NOUN
futech-336	90	27	and	and	CCONJ
futech-336	90	28	contrast	contrast	NOUN
futech-336	90	29	.	.	PUNCT
futech-336	91	1	then	then	ADV
futech-336	91	2	,	,	PUNCT
futech-336	91	3	to	to	PART
futech-336	91	4	improve	improve	VERB
futech-336	91	5	the	the	DET
futech-336	91	6	accuracy	accuracy	NOUN
futech-336	91	7	of	of	ADP
futech-336	91	8	tumor	tumor	NOUN
futech-336	91	9	region	region	NOUN
futech-336	91	10	detection	detection	NOUN
futech-336	91	11	,	,	PUNCT
futech-336	91	12	a	a	DET
futech-336	91	13	dl	dl	PROPN
futech-336	91	14	based	base	VERB
futech-336	91	15	segmentation	segmentation	NOUN
futech-336	91	16	network	network	NOUN
futech-336	91	17	was	be	AUX
futech-336	91	18	provided	provide	VERB
futech-336	91	19	.	.	PUNCT
futech-336	92	1	this	this	DET
futech-336	92	2	network	network	NOUN
futech-336	92	3	was	be	AUX
futech-336	92	4	explicitly	explicitly	ADV
futech-336	92	5	trained	train	VERB
futech-336	92	6	using	use	VERB
futech-336	92	7	the	the	DET
futech-336	92	8	upgraded	upgrade	VERB
futech-336	92	9	pictures	picture	NOUN
futech-336	92	10	.	.	PUNCT
futech-336	93	1	kaur	kaur	PROPN
futech-336	93	2	et	et	PROPN
futech-336	93	3	al	al	PROPN
futech-336	93	4	.	.	PUNCT
futech-336	94	1	[	[	X
futech-336	94	2	10	10	NUM
futech-336	94	3	]	]	PUNCT
futech-336	94	4	conduct	conduct	NOUN
futech-336	94	5	a	a	DET
futech-336	94	6	thorough	thorough	ADJ
futech-336	94	7	examination	examination	NOUN
futech-336	94	8	and	and	CCONJ
futech-336	94	9	comparison	comparison	NOUN
futech-336	94	10	of	of	ADP
futech-336	94	11	numerous	numerous	ADJ
futech-336	94	12	image	image	NOUN
futech-336	94	13	enhancement	enhancement	NOUN
futech-336	94	14	methods	method	NOUN
futech-336	94	15	used	use	VERB
futech-336	94	16	on	on	ADP
futech-336	94	17	medical	medical	ADJ
futech-336	94	18	pictures	picture	NOUN
futech-336	94	19	,	,	PUNCT
futech-336	94	20	with	with	ADP
futech-336	94	21	a	a	DET
futech-336	94	22	focus	focus	NOUN
futech-336	94	23	on	on	ADP
futech-336	94	24	ct	ct	NUM
futech-336	94	25	imaging	imaging	NOUN
futech-336	94	26	of	of	ADP
futech-336	94	27	the	the	DET
futech-336	94	28	abdomen	abdoman	NOUN
futech-336	94	29	.	.	PUNCT
futech-336	95	1	the	the	DET
futech-336	95	2	study	study	NOUN
futech-336	95	3	analyzes	analyze	VERB
futech-336	95	4	the	the	DET
futech-336	95	5	benefits	benefit	NOUN
futech-336	95	6	and	and	CCONJ
futech-336	95	7	drawbacks	drawback	NOUN
futech-336	95	8	of	of	ADP
futech-336	95	9	each	each	DET
futech-336	95	10	algorithm	algorithm	NOUN
futech-336	95	11	by	by	ADP
futech-336	95	12	categorizing	categorize	VERB
futech-336	95	13	it	it	PRON
futech-336	95	14	into	into	ADP
futech-336	95	15	three	three	NUM
futech-336	95	16	distinct	distinct	ADJ
futech-336	95	17	categories	category	NOUN
futech-336	95	18	:	:	PUNCT
futech-336	95	19	dl	dl	NOUN
futech-336	95	20	,	,	PUNCT
futech-336	95	21	transformation	transformation	NOUN
futech-336	95	22	,	,	PUNCT
futech-336	95	23	and	and	CCONJ
futech-336	95	24	histogram	histogram	NOUN
futech-336	95	25	-	-	PUNCT
futech-336	95	26	based	base	VERB
futech-336	95	27	methods	method	NOUN
futech-336	95	28	.	.	PUNCT
futech-336	96	1	the	the	DET
futech-336	96	2	research	research	NOUN
futech-336	96	3	conducts	conduct	VERB
futech-336	96	4	an	an	DET
futech-336	96	5	in	in	ADP
futech-336	96	6	-	-	PUNCT
futech-336	96	7	depth	depth	NOUN
futech-336	96	8	investigation	investigation	NOUN
futech-336	96	9	,	,	PUNCT
futech-336	96	10	taking	take	VERB
futech-336	96	11	into	into	ADP
futech-336	96	12	account	account	NOUN
futech-336	96	13	factors	factor	NOUN
futech-336	96	14	such	such	ADJ
futech-336	96	15	as	as	ADP
futech-336	96	16	the	the	DET
futech-336	96	17	structural	structural	ADJ
futech-336	96	18	similarity	similarity	NOUN
futech-336	96	19	index	index	NOUN
futech-336	96	20	(	(	PUNCT
futech-336	96	21	ssim	ssim	NOUN
futech-336	96	22	)	)	PUNCT
futech-336	96	23	,	,	PUNCT
futech-336	96	24	mean	mean	VERB
futech-336	96	25	squared	square	VERB
futech-336	96	26	error	error	NOUN
futech-336	96	27	(	(	PUNCT
futech-336	96	28	mse	mse	NOUN
futech-336	96	29	)	)	PUNCT
futech-336	96	30	,	,	PUNCT
futech-336	96	31	average	average	ADJ
futech-336	96	32	mean	mean	NOUN
futech-336	96	33	brightness	brightness	NOUN
futech-336	96	34	error	error	NOUN
futech-336	96	35	(	(	PUNCT
futech-336	96	36	ambe	ambe	NOUN
futech-336	96	37	)	)	PUNCT
futech-336	96	38	,	,	PUNCT
futech-336	96	39	entropy	entropy	NOUN
futech-336	96	40	,	,	PUNCT
futech-336	96	41	and	and	CCONJ
futech-336	96	42	peak	peak	NOUN
futech-336	96	43	signal	signal	NOUN
futech-336	96	44	-	-	PUNCT
futech-336	96	45	to	to	ADP
futech-336	96	46	-	-	PUNCT
futech-336	96	47	noise	noise	NOUN
futech-336	96	48	ratio	ratio	NOUN
futech-336	96	49	(	(	PUNCT
futech-336	96	50	psnr	psnr	NOUN
futech-336	96	51	)	)	PUNCT
futech-336	96	52	,	,	PUNCT
futech-336	96	53	to	to	PART
futech-336	96	54	determine	determine	VERB
futech-336	96	55	how	how	SCONJ
futech-336	96	56	well	well	ADV
futech-336	96	57	different	different	ADJ
futech-336	96	58	techniques	technique	NOUN
futech-336	96	59	perform	perform	VERB
futech-336	96	60	.	.	PUNCT
futech-336	97	1	rani	rani	PROPN
futech-336	97	2	et	et	PROPN
futech-336	97	3	al	al	PROPN
futech-336	97	4	.	.	PUNCT
futech-336	98	1	[	[	X
futech-336	98	2	11	11	NUM
futech-336	98	3	]	]	PUNCT
futech-336	98	4	suggest	suggest	VERB
futech-336	98	5	a	a	DET
futech-336	98	6	method	method	NOUN
futech-336	98	7	for	for	ADP
futech-336	98	8	classifying	classify	VERB
futech-336	98	9	and	and	CCONJ
futech-336	98	10	segmenting	segment	VERB
futech-336	98	11	liver	liver	NOUN
futech-336	98	12	tumors	tumor	NOUN
futech-336	98	13	automatically	automatically	ADV
futech-336	98	14	.	.	PUNCT
futech-336	99	1	the	the	DET
futech-336	99	2	three	three	NUM
futech-336	99	3	primary	primary	ADJ
futech-336	99	4	parts	part	NOUN
futech-336	99	5	of	of	ADP
futech-336	99	6	our	our	PRON
futech-336	99	7	suggested	suggest	VERB
futech-336	99	8	architecture	architecture	NOUN
futech-336	99	9	are	be	AUX
futech-336	99	10	a	a	DET
futech-336	99	11	pixel	pixel	ADJ
futech-336	99	12	-	-	ADJ
futech-336	99	13	wise	wise	ADJ
futech-336	99	14	classification	classification	NOUN
futech-336	99	15	unit	unit	NOUN
futech-336	99	16	for	for	ADP
futech-336	99	17	detecting	detect	VERB
futech-336	99	18	liver	liver	NOUN
futech-336	99	19	anomalies	anomaly	NOUN
futech-336	99	20	,	,	PUNCT
futech-336	99	21	a	a	DET
futech-336	99	22	preprocessing	preprocesse	VERB
futech-336	99	23	unit	unit	NOUN
futech-336	99	24	to	to	PART
futech-336	99	25	improve	improve	VERB
futech-336	99	26	image	image	NOUN
futech-336	99	27	contrast	contrast	NOUN
futech-336	99	28	,	,	PUNCT
futech-336	99	29	and	and	CCONJ
futech-336	99	30	a	a	DET
futech-336	99	31	masked	masked	ADJ
futech-336	99	32	recurrent	recurrent	NOUN
futech-336	99	33	cnn(rcnn	cnn(rcnn	NOUN
futech-336	99	34	)	)	PUNCT
futech-336	99	35	for	for	ADP
futech-336	99	36	liver	liver	NOUN
futech-336	99	37	segmentation	segmentation	NOUN
futech-336	99	38	.	.	PUNCT
futech-336	100	1	researchers	researcher	NOUN
futech-336	100	2	obtain	obtain	VERB
futech-336	100	3	dice	dice	NOUN
futech-336	100	4	similarity	similarity	NOUN
futech-336	100	5	coefficients	coefficient	NOUN
futech-336	100	6	of	of	ADP
futech-336	100	7	96	96	NUM
futech-336	100	8	%	%	NOUN
futech-336	100	9	for	for	ADP
futech-336	100	10	liver	liver	NOUN
futech-336	100	11	segmentation	segmentation	NOUN
futech-336	100	12	and	and	CCONJ
futech-336	100	13	98	98	NUM
futech-336	100	14	%	%	NOUN
futech-336	100	15	for	for	ADP
futech-336	100	16	lesion	lesion	NOUN
futech-336	100	17	detection	detection	NOUN
futech-336	100	18	with	with	ADP
futech-336	100	19	the	the	DET
futech-336	100	20	miccai'2027	miccai'2027	ADJ
futech-336	100	21	liver	liver	NOUN
futech-336	100	22	tumor	tumor	NOUN
futech-336	100	23	segmentation	segmentation	NOUN
futech-336	100	24	(	(	PUNCT
futech-336	100	25	lits	lit	NOUN
futech-336	100	26	)	)	PUNCT
futech-336	100	27	database	database	NOUN
futech-336	100	28	.	.	PUNCT
futech-336	101	1	wu	wu	PROPN
futech-336	101	2	et	et	PROPN
futech-336	101	3	al	al	PROPN
futech-336	101	4	.	.	PUNCT
futech-336	102	1	[	[	X
futech-336	102	2	12	12	NUM
futech-336	102	3	]	]	PUNCT
futech-336	102	4	reviewed	review	VERB
futech-336	102	5	the	the	DET
futech-336	102	6	latest	late	ADJ
futech-336	102	7	advancements	advancement	NOUN
futech-336	102	8	in	in	ADP
futech-336	102	9	dl	dl	PROPN
futech-336	102	10	methods	method	NOUN
futech-336	102	11	used	use	VERB
futech-336	102	12	for	for	ADP
futech-336	102	13	liver	liver	NOUN
futech-336	102	14	cancer	cancer	NOUN
futech-336	102	15	multimodal	multimodal	NOUN
futech-336	102	16	fusion	fusion	NOUN
futech-336	102	17	image	image	NOUN
futech-336	102	18	segmentation	segmentation	NOUN
futech-336	102	19	.	.	PUNCT
futech-336	103	1	the	the	DET
futech-336	103	2	use	use	NOUN
futech-336	103	3	of	of	ADP
futech-336	103	4	dl	dl	PROPN
futech-336	103	5	in	in	ADP
futech-336	103	6	multimodal	multimodal	NOUN
futech-336	103	7	image	image	NOUN
futech-336	103	8	segmentation	segmentation	NOUN
futech-336	103	9	for	for	ADP
futech-336	103	10	liver	liver	NOUN
futech-336	103	11	cancer	cancer	NOUN
futech-336	103	12	is	be	AUX
futech-336	103	13	revolutionizing	revolutionize	VERB
futech-336	103	14	medical	medical	ADJ
futech-336	103	15	imaging	imaging	NOUN
futech-336	103	16	and	and	CCONJ
futech-336	103	17	is	be	AUX
futech-336	103	18	anticipated	anticipate	VERB
futech-336	103	19	to	to	PART
futech-336	103	20	improve	improve	VERB
futech-336	103	21	the	the	DET
futech-336	103	22	precision	precision	NOUN
futech-336	103	23	and	and	CCONJ
futech-336	103	24	effectiveness	effectiveness	NOUN
futech-336	103	25	.	.	PUNCT
futech-336	104	1	this	this	DET
futech-336	104	2	review	review	NOUN
futech-336	104	3	offers	offer	VERB
futech-336	104	4	medical	medical	ADJ
futech-336	104	5	professionals	professional	NOUN
futech-336	104	6	helpful	helpful	ADJ
futech-336	104	7	advice	advice	NOUN
futech-336	104	8	and	and	CCONJ
futech-336	104	9	insights	insight	NOUN
futech-336	104	10	.	.	PUNCT
futech-336	105	1	singh	singh	PROPN
futech-336	105	2	et	et	PROPN
futech-336	105	3	al	al	PROPN
futech-336	105	4	.	.	PUNCT
futech-336	106	1	[	[	X
futech-336	106	2	13	13	NUM
futech-336	106	3	]	]	PUNCT
futech-336	106	4	examined	examine	VERB
futech-336	106	5	dl	dl	PROPN
futech-336	106	6	models	model	NOUN
futech-336	106	7	for	for	ADP
futech-336	106	8	automated	automate	VERB
futech-336	106	9	liver	liver	NOUN
futech-336	106	10	and	and	CCONJ
futech-336	106	11	tumor	tumor	NOUN
futech-336	106	12	area	area	NOUN
futech-336	106	13	segmentation	segmentation	NOUN
futech-336	106	14	from	from	ADP
futech-336	106	15	ct	ct	PROPN
futech-336	106	16	scans	scan	NOUN
futech-336	106	17	to	to	PART
futech-336	106	18	enhance	enhance	VERB
futech-336	106	19	liver	liver	NOUN
futech-336	106	20	cancer	cancer	NOUN
futech-336	106	21	treatment	treatment	NOUN
futech-336	106	22	planning	planning	NOUN
futech-336	106	23	and	and	CCONJ
futech-336	106	24	diagnostic	diagnostic	ADJ
futech-336	106	25	precision	precision	NOUN
futech-336	106	26	,	,	PUNCT
futech-336	106	27	utilizing	utilize	VERB
futech-336	106	28	3200	3200	NUM
futech-336	106	29	ct	ct	NUM
futech-336	106	30	images	image	NOUN
futech-336	106	31	by	by	ADP
futech-336	106	32	choosing	choose	VERB
futech-336	106	33	around	around	ADV
futech-336	106	34	70	70	NUM
futech-336	106	35	%	%	NOUN
futech-336	106	36	for	for	ADP
futech-336	106	37	testing	testing	NOUN
futech-336	106	38	,	,	PUNCT
futech-336	106	39	while	while	SCONJ
futech-336	106	40	the	the	DET
futech-336	106	41	remaining	remain	VERB
futech-336	106	42	30	30	NUM
futech-336	106	43	%	%	NOUN
futech-336	106	44	were	be	AUX
futech-336	106	45	used	use	VERB
futech-336	106	46	for	for	ADP
futech-336	106	47	training	training	NOUN
futech-336	106	48	.	.	PUNCT
futech-336	107	1	preprocessing	preprocesse	VERB
futech-336	107	2	techniques	technique	NOUN
futech-336	107	3	include	include	VERB
futech-336	107	4	histogram	histogram	NOUN
futech-336	107	5	equalization	equalization	NOUN
futech-336	107	6	and	and	CCONJ
futech-336	107	7	auto	auto	NOUN
futech-336	107	8	windowing	windowe	VERB
futech-336	107	9	hu	hu	PROPN
futech-336	107	10	(	(	PUNCT
futech-336	107	11	hounsfield	hounsfield	PROPN
futech-336	107	12	units	unit	NOUN
futech-336	107	13	)	)	PUNCT
futech-336	107	14	,	,	PUNCT
futech-336	107	15	which	which	PRON
futech-336	107	16	help	help	AUX
futech-336	107	17	preserve	preserve	VERB
futech-336	107	18	the	the	DET
futech-336	107	19	images	image	NOUN
futech-336	107	20	'	'	PART
futech-336	107	21	improved	improved	ADJ
futech-336	107	22	clarity	clarity	NOUN
futech-336	107	23	.	.	PUNCT
futech-336	108	1	the	the	DET
futech-336	108	2	cnn	cnn	PROPN
futech-336	108	3	models	model	NOUN
futech-336	108	4	,	,	PUNCT
futech-336	108	5	such	such	ADJ
futech-336	108	6	as	as	ADP
futech-336	108	7	resunet	resunet	NOUN
futech-336	108	8	,	,	PUNCT
futech-336	108	9	vgg16	vgg16	NOUN
futech-336	108	10	,	,	PUNCT
futech-336	108	11	and	and	CCONJ
futech-336	108	12	vgg19	vgg19	PROPN
futech-336	108	13	,	,	PUNCT
futech-336	108	14	were	be	AUX
futech-336	108	15	employed	employ	VERB
futech-336	108	16	and	and	CCONJ
futech-336	108	17	assessed	assess	VERB
futech-336	108	18	using	use	VERB
futech-336	108	19	the	the	DET
futech-336	108	20	performance	performance	NOUN
futech-336	108	21	measures	measure	NOUN
futech-336	108	22	,	,	PUNCT
futech-336	108	23	including	include	VERB
futech-336	108	24	accuracy	accuracy	NOUN
futech-336	108	25	,	,	PUNCT
futech-336	108	26	dice	dice	NOUN
futech-336	108	27	coefficient	coefficient	NOUN
futech-336	108	28	,	,	PUNCT
futech-336	108	29	iou	iou	PROPN
futech-336	108	30	(	(	PUNCT
futech-336	108	31	intersection	intersection	NOUN
futech-336	108	32	over	over	ADP
futech-336	108	33	union	union	NOUN
futech-336	108	34	)	)	PUNCT
futech-336	108	35	,	,	PUNCT
futech-336	108	36	precision	precision	NOUN
futech-336	108	37	,	,	PUNCT
futech-336	108	38	and	and	CCONJ
futech-336	108	39	recall	recall	NOUN
futech-336	108	40	.	.	PUNCT
futech-336	109	1	compared	compare	VERB
futech-336	109	2	to	to	PART
futech-336	109	3	vgg16	vgg16	VERB
futech-336	109	4	at	at	ADP
futech-336	109	5	93.5	93.5	NUM
futech-336	109	6	%	%	NOUN
futech-336	109	7	and	and	CCONJ
futech-336	109	8	vgg19	vgg19	VERB
futech-336	109	9	at	at	ADP
futech-336	109	10	91.5	91.5	NUM
futech-336	109	11	%	%	NOUN
futech-336	109	12	,	,	PUNCT
futech-336	109	13	its	its	PRON
futech-336	109	14	hybrid	hybrid	ADJ
futech-336	109	15	design	design	NOUN
futech-336	109	16	,	,	PUNCT
futech-336	109	17	resunet	resunet	PROPN
futech-336	109	18	,	,	PUNCT
futech-336	109	19	which	which	PRON
futech-336	109	20	combines	combine	VERB
futech-336	109	21	u	u	NOUN
futech-336	109	22	-	-	NOUN
futech-336	109	23	net	net	ADJ
futech-336	109	24	and	and	CCONJ
futech-336	109	25	resnet	resnet	NOUN
futech-336	109	26	,	,	PUNCT
futech-336	109	27	produced	produce	VERB
futech-336	109	28	improved	improved	ADJ
futech-336	109	29	outcomes	outcome	NOUN
futech-336	109	30	with	with	ADP
futech-336	109	31	an	an	DET
futech-336	109	32	accuracy	accuracy	NOUN
futech-336	109	33	of	of	ADP
futech-336	109	34	97.3	97.3	NUM
futech-336	109	35	%	%	NOUN
futech-336	109	36	.	.	PUNCT
futech-336	110	1	a	a	DET
futech-336	110	2	model	model	NOUN
futech-336	110	3	's	's	PART
futech-336	110	4	capacity	capacity	NOUN
futech-336	110	5	to	to	PART
futech-336	110	6	distinguish	distinguish	VERB
futech-336	110	7	between	between	ADP
futech-336	110	8	healthy	healthy	ADJ
futech-336	110	9	and	and	CCONJ
futech-336	110	10	malignant	malignant	ADJ
futech-336	110	11	tissues	tissue	NOUN
futech-336	110	12	can	can	AUX
futech-336	110	13	be	be	AUX
futech-336	110	14	enhanced	enhance	VERB
futech-336	110	15	by	by	ADP
futech-336	110	16	extracting	extract	VERB
futech-336	110	17	pertinent	pertinent	ADJ
futech-336	110	18	information	information	NOUN
futech-336	110	19	using	use	VERB
futech-336	110	20	the	the	DET
futech-336	110	21	differential	differential	ADJ
futech-336	110	22	cnn	cnn	PROPN
futech-336	110	23	model	model	NOUN
futech-336	110	24	.	.	PUNCT
futech-336	111	1	the	the	DET
futech-336	111	2	kernel	kernel	PROPN
futech-336	111	3	extreme	extreme	PROPN
futech-336	111	4	learning	learn	VERB
futech-336	111	5	machine	machine	NOUN
futech-336	111	6	(	(	PUNCT
futech-336	111	7	kelm	kelm	PROPN
futech-336	111	8	)	)	PUNCT
futech-336	111	9	model	model	NOUN
futech-336	111	10	is	be	AUX
futech-336	111	11	used	use	VERB
futech-336	111	12	to	to	PART
futech-336	111	13	classify	classify	VERB
futech-336	111	14	features	feature	NOUN
futech-336	111	15	into	into	ADP
futech-336	111	16	benign	benign	ADJ
futech-336	111	17	and	and	CCONJ
futech-336	111	18	malignant	malignant	ADJ
futech-336	111	19	categories	category	NOUN
futech-336	111	20	.	.	PUNCT
futech-336	112	1	the	the	DET
futech-336	112	2	differential	differential	ADJ
futech-336	112	3	biogeography	biogeography	NOUN
futech-336	112	4	-	-	PUNCT
futech-336	112	5	based	base	VERB
futech-336	112	6	optimization	optimization	NOUN
futech-336	112	7	method	method	NOUN
futech-336	112	8	(	(	PUNCT
futech-336	112	9	dbboa	dbboa	NOUN
futech-336	112	10	)	)	PUNCT
futech-336	112	11	finds	find	VERB
futech-336	112	12	near	near	ADP
futech-336	112	13	-	-	PUNCT
futech-336	112	14	optimal	optimal	ADJ
futech-336	112	15	solutions	solution	NOUN
futech-336	112	16	by	by	ADP
futech-336	112	17	fine	fine	ADV
futech-336	112	18	-	-	PUNCT
futech-336	112	19	tuning	tune	VERB
futech-336	112	20	the	the	DET
futech-336	112	21	parameters	parameter	NOUN
futech-336	112	22	.	.	PUNCT
futech-336	113	1	the	the	DET
futech-336	113	2	dl	dl	NOUN
futech-336	113	3	-	-	PUNCT
futech-336	113	4	based	base	VERB
futech-336	113	5	categorization	categorization	NOUN
futech-336	113	6	model	model	NOUN
futech-336	113	7	is	be	AUX
futech-336	113	8	trained	train	VERB
futech-336	113	9	through	through	ADP
futech-336	113	10	this	this	DET
futech-336	113	11	tweaking	tweaking	NOUN
futech-336	113	12	procedure	procedure	NOUN
futech-336	113	13	[	[	X
futech-336	113	14	14	14	NUM
futech-336	113	15	]	]	PUNCT
futech-336	113	16	.	.	PUNCT
futech-336	114	1	das	das	PROPN
futech-336	114	2	et	et	PROPN
futech-336	114	3	al	al	PROPN
futech-336	114	4	.	.	PUNCT
futech-336	115	1	[	[	X
futech-336	115	2	15	15	NUM
futech-336	115	3	]	]	PUNCT
futech-336	115	4	employed	employ	VERB
futech-336	115	5	three	three	NUM
futech-336	115	6	distinct	distinct	ADJ
futech-336	115	7	numerical	numerical	ADJ
futech-336	115	8	mapping	mapping	NOUN
futech-336	115	9	approaches	approach	NOUN
futech-336	115	10	to	to	PART
futech-336	115	11	digitize	digitize	VERB
futech-336	115	12	the	the	DET
futech-336	115	13	gene	gene	NOUN
futech-336	115	14	sequences	sequence	NOUN
futech-336	115	15	.	.	PUNCT
futech-336	116	1	after	after	ADP
futech-336	116	2	digitalization	digitalization	NOUN
futech-336	116	3	,	,	PUNCT
futech-336	116	4	these	these	DET
futech-336	116	5	sequences	sequence	NOUN
futech-336	116	6	of	of	ADP
futech-336	116	7	dna	dna	PROPN
futech-336	116	8	were	be	AUX
futech-336	116	9	first	first	ADV
futech-336	116	10	analyzed	analyze	VERB
futech-336	116	11	in	in	ADP
futech-336	116	12	two	two	NUM
futech-336	116	13	ways	way	NOUN
futech-336	116	14	:	:	PUNCT
futech-336	116	15	as	as	SCONJ
futech-336	116	16	2d	2d	NUM
futech-336	116	17	spectrogram	spectrogram	NOUN
futech-336	116	18	images	image	NOUN
futech-336	116	19	and	and	CCONJ
futech-336	116	20	as	as	ADP
futech-336	116	21	1d	1d	NUM
futech-336	116	22	signals	signal	NOUN
futech-336	116	23	.	.	PUNCT
futech-336	117	1	first	first	ADV
futech-336	117	2	,	,	PUNCT
futech-336	117	3	the	the	DET
futech-336	117	4	cnn	cnn	PROPN
futech-336	117	5	model	model	NOUN
futech-336	117	6	was	be	AUX
futech-336	117	7	used	use	VERB
futech-336	117	8	to	to	PART
futech-336	117	9	analyze	analyze	VERB
futech-336	117	10	the	the	DET
futech-336	117	11	digital	digital	ADJ
futech-336	117	12	sequences	sequence	NOUN
futech-336	117	13	as	as	ADP
futech-336	117	14	a	a	DET
futech-336	117	15	one	one	NUM
futech-336	117	16	-	-	PUNCT
futech-336	117	17	dimensional	dimensional	ADJ
futech-336	117	18	signal	signal	NOUN
futech-336	117	19	.	.	PUNCT
futech-336	118	1	second	second	ADJ
futech-336	118	2	,	,	PUNCT
futech-336	118	3	two	two	NUM
futech-336	118	4	distinct	distinct	ADJ
futech-336	118	5	2d	2d	NOUN
futech-336	118	6	cnn	cnn	PROPN
futech-336	118	7	models	model	NOUN
futech-336	118	8	were	be	AUX
futech-336	118	9	used	use	VERB
futech-336	118	10	to	to	PART
futech-336	118	11	analyze	analyze	VERB
futech-336	118	12	dna	dna	NOUN
futech-336	118	13	signals	signal	NOUN
futech-336	118	14	after	after	SCONJ
futech-336	118	15	they	they	PRON
futech-336	118	16	were	be	AUX
futech-336	118	17	transformed	transform	VERB
futech-336	118	18	into	into	ADP
futech-336	118	19	2d	2d	NUM
futech-336	118	20	spectrogram	spectrogram	NOUN
futech-336	118	21	pictures	picture	NOUN
futech-336	118	22	.	.	PUNCT
futech-336	119	1	vgg16	vgg16	PROPN
futech-336	119	2	produced	produce	VERB
futech-336	119	3	the	the	DET
futech-336	119	4	feature	feature	NOUN
futech-336	119	5	vectors	vector	NOUN
futech-336	119	6	for	for	ADP
futech-336	119	7	the	the	DET
futech-336	119	8	first	first	ADJ
futech-336	119	9	model	model	NOUN
futech-336	119	10	,	,	PUNCT
futech-336	119	11	and	and	CCONJ
futech-336	119	12	svm	svm	PROPN
futech-336	119	13	categorized	categorize	VERB
futech-336	119	14	them	they	PRON
futech-336	119	15	.	.	PUNCT
futech-336	120	1	the	the	DET
futech-336	120	2	second	second	ADJ
futech-336	120	3	model	model	NOUN
futech-336	120	4	did	do	AUX
futech-336	120	5	fine	fine	ADV
futech-336	120	6	-	-	PUNCT
futech-336	120	7	tuning	tune	VERB
futech-336	120	8	and	and	CCONJ
futech-336	120	9	added	add	VERB
futech-336	120	10	new	new	ADJ
futech-336	120	11	layers	layer	NOUN
futech-336	120	12	to	to	ADP
futech-336	120	13	the	the	DET
futech-336	120	14	vgg16	vgg16	NOUN
futech-336	120	15	final	final	ADJ
futech-336	120	16	output	output	NOUN
futech-336	120	17	layers	layer	NOUN
futech-336	120	18	.	.	PUNCT
futech-336	121	1	hameed	hameed	PROPN
futech-336	121	2	et	et	PROPN
futech-336	121	3	al	al	PROPN
futech-336	121	4	.	.	PUNCT
futech-336	122	1	[	[	X
futech-336	122	2	16	16	NUM
futech-336	122	3	]	]	PUNCT
futech-336	122	4	used	use	VERB
futech-336	122	5	ct	ct	NUM
futech-336	122	6	images	image	NOUN
futech-336	122	7	from	from	ADP
futech-336	122	8	the	the	DET
futech-336	122	9	kaggle	kaggle	NOUN
futech-336	122	10	dataset	dataset	NOUN
futech-336	122	11	to	to	PART
futech-336	122	12	develop	develop	VERB
futech-336	122	13	a	a	DET
futech-336	122	14	profound	profound	ADJ
futech-336	122	15	model	model	NOUN
futech-336	122	16	for	for	ADP
futech-336	122	17	identifying	identify	VERB
futech-336	122	18	liver	liver	NOUN
futech-336	122	19	malignant	malignant	ADJ
futech-336	122	20	areas	area	NOUN
futech-336	122	21	.	.	PUNCT
futech-336	123	1	ct	ct	PROPN
futech-336	123	2	scans	scan	NOUN
futech-336	123	3	from	from	ADP
futech-336	123	4	the	the	DET
futech-336	123	5	dataset	dataset	NOUN
futech-336	123	6	obtained	obtain	VERB
futech-336	123	7	from	from	ADP
futech-336	123	8	the	the	DET
futech-336	123	9	kaggle	kaggle	ADJ
futech-336	123	10	platform	platform	NOUN
futech-336	123	11	undergo	undergo	VERB
futech-336	123	12	basic	basic	ADJ
futech-336	123	13	preprocessing	preprocessing	NOUN
futech-336	123	14	.	.	PUNCT
futech-336	124	1	an	an	DET
futech-336	124	2	accuracy	accuracy	NOUN
futech-336	124	3	value	value	NOUN
futech-336	124	4	of	of	ADP
futech-336	124	5	94.3	94.3	NUM
futech-336	124	6	%	%	NOUN
futech-336	124	7	was	be	AUX
futech-336	124	8	attained	attain	VERB
futech-336	124	9	in	in	ADP
futech-336	124	10	tumor	tumor	NOUN
futech-336	124	11	detection	detection	NOUN
futech-336	124	12	when	when	SCONJ
futech-336	124	13	the	the	DET
futech-336	124	14	suggested	suggest	VERB
futech-336	124	15	model	model	NOUN
futech-336	124	16	's	's	PART
futech-336	124	17	performance	performance	NOUN
futech-336	124	18	was	be	AUX
futech-336	124	19	assessed	assess	VERB
futech-336	124	20	using	use	VERB
futech-336	124	21	various	various	ADJ
futech-336	124	22	performance	performance	NOUN
futech-336	124	23	criteria	criterion	NOUN
futech-336	124	24	.	.	PUNCT
futech-336	125	1	gedeon	gedeon	NOUN
futech-336	125	2	et	et	PROPN
futech-336	125	3	al	al	PROPN
futech-336	125	4	.	.	PUNCT
futech-336	126	1	[	[	X
futech-336	126	2	17	17	NUM
futech-336	126	3	]	]	X
futech-336	126	4	utilized	utilize	VERB
futech-336	126	5	livlesionet	livlesionet	NOUN
futech-336	126	6	,	,	PUNCT
futech-336	126	7	which	which	PRON
futech-336	126	8	is	be	AUX
futech-336	126	9	based	base	VERB
futech-336	126	10	on	on	ADP
futech-336	126	11	densenet	densenet	NOUN
futech-336	126	12	,	,	PUNCT
futech-336	126	13	to	to	PART
futech-336	126	14	extract	extract	VERB
futech-336	126	15	features	feature	NOUN
futech-336	126	16	from	from	ADP
futech-336	126	17	the	the	DET
futech-336	126	18	input	input	NOUN
futech-336	126	19	.	.	PUNCT
futech-336	127	1	at	at	ADP
futech-336	127	2	each	each	DET
futech-336	127	3	step	step	NOUN
futech-336	127	4	,	,	PUNCT
futech-336	127	5	the	the	DET
futech-336	127	6	model	model	NOUN
futech-336	127	7	produces	produce	VERB
futech-336	127	8	useful	useful	ADJ
futech-336	127	9	feature	feature	NOUN
futech-336	127	10	maps	map	NOUN
futech-336	127	11	.	.	PUNCT
futech-336	128	1	the	the	DET
futech-336	128	2	improved	improved	ADJ
futech-336	128	3	multi	multi	ADJ
futech-336	128	4	-	-	ADJ
futech-336	128	5	scale	scale	ADJ
futech-336	128	6	convolutional	convolutional	ADJ
futech-336	128	7	layer	layer	NOUN
futech-336	128	8	and	and	CCONJ
futech-336	128	9	livlesionet	livlesionet	NOUN
futech-336	128	10	's	's	PART
futech-336	128	11	efforts	effort	NOUN
futech-336	128	12	have	have	AUX
futech-336	128	13	reduced	reduce	VERB
futech-336	128	14	the	the	DET
futech-336	128	15	number	number	NOUN
futech-336	128	16	of	of	ADP
futech-336	128	17	parameters	parameter	NOUN
futech-336	128	18	,	,	PUNCT
futech-336	128	19	making	make	VERB
futech-336	128	20	training	training	NOUN
futech-336	128	21	with	with	ADP
futech-336	128	22	a	a	DET
futech-336	128	23	minimal	minimal	ADJ
futech-336	128	24	dataset	dataset	NOUN
futech-336	128	25	possible	possible	ADJ
futech-336	128	26	.	.	PUNCT
futech-336	129	1	a	a	DET
futech-336	129	2	bridge	bridge	NOUN
futech-336	129	3	scale	scale	NOUN
futech-336	129	4	(	(	PUNCT
futech-336	129	5	bs	bs	NOUN
futech-336	129	6	)	)	PUNCT
futech-336	129	7	is	be	AUX
futech-336	129	8	then	then	ADV
futech-336	129	9	suggested	suggest	VERB
futech-336	129	10	to	to	PART
futech-336	129	11	combine	combine	VERB
futech-336	129	12	multi	multi	ADJ
futech-336	129	13	-	-	ADJ
futech-336	129	14	scale	scale	ADJ
futech-336	129	15	spatial	spatial	ADJ
futech-336	129	16	characteristics	characteristic	NOUN
futech-336	129	17	with	with	ADP
futech-336	129	18	the	the	DET
futech-336	129	19	goal	goal	NOUN
futech-336	129	20	of	of	ADP
futech-336	129	21	eliminating	eliminate	VERB
futech-336	129	22	duplicate	duplicate	ADJ
futech-336	129	23	features	feature	NOUN
futech-336	129	24	and	and	CCONJ
futech-336	129	25	modifying	modify	VERB
futech-336	129	26	feature	feature	NOUN
futech-336	129	27	map	map	NOUN
futech-336	129	28	weights	weight	NOUN
futech-336	129	29	in	in	ADP
futech-336	129	30	order	order	NOUN
futech-336	129	31	to	to	PART
futech-336	129	32	increase	increase	VERB
futech-336	129	33	accuracy	accuracy	NOUN
futech-336	129	34	.	.	PUNCT
futech-336	130	1	furthermore	furthermore	ADV
futech-336	130	2	,	,	PUNCT
futech-336	130	3	a	a	DET
futech-336	130	4	fully	fully	ADV
futech-336	130	5	-	-	PUNCT
futech-336	130	6	connected	connect	VERB
futech-336	130	7	layer	layer	NOUN
futech-336	130	8	and	and	CCONJ
futech-336	130	9	a	a	DET
futech-336	130	10	softmax	softmax	NOUN
futech-336	130	11	classifier	classifier	NOUN
futech-336	130	12	are	be	AUX
futech-336	130	13	coupled	couple	VERB
futech-336	130	14	for	for	ADP
futech-336	130	15	additional	additional	ADJ
futech-336	130	16	classification	classification	NOUN
futech-336	130	17	following	follow	VERB
futech-336	130	18	the	the	DET
futech-336	130	19	concatenation	concatenation	NOUN
futech-336	130	20	layer	layer	NOUN
futech-336	130	21	.	.	PUNCT
futech-336	131	1	bhaskar	bhaskar	NOUN
futech-336	131	2	et	et	PROPN
futech-336	131	3	al	al	PROPN
futech-336	131	4	.	.	PUNCT
futech-336	132	1	[	[	X
futech-336	132	2	18	18	NUM
futech-336	132	3	]	]	PUNCT
futech-336	132	4	proposed	propose	VERB
futech-336	132	5	a	a	DET
futech-336	132	6	method	method	NOUN
futech-336	132	7	that	that	PRON
futech-336	132	8	correctly	correctly	ADV
futech-336	132	9	classifies	classify	VERB
futech-336	132	10	liver	liver	NOUN
futech-336	132	11	histopathology	histopathology	NOUN
futech-336	132	12	images	image	NOUN
futech-336	132	13	as	as	ADP
futech-336	132	14	either	either	CCONJ
futech-336	132	15	malignant	malignant	ADJ
futech-336	132	16	or	or	CCONJ
futech-336	132	17	non	non	ADJ
futech-336	132	18	-	-	ADJ
futech-336	132	19	cancerous	cancerous	ADJ
futech-336	132	20	,	,	PUNCT
futech-336	132	21	supporting	support	VERB
futech-336	132	22	the	the	DET
futech-336	132	23	early	early	ADJ
futech-336	132	24	identification	identification	NOUN
futech-336	132	25	of	of	ADP
futech-336	132	26	the	the	DET
futech-336	132	27	emergence	emergence	NOUN
futech-336	132	28	of	of	ADP
futech-336	132	29	liver	liver	NOUN
futech-336	132	30	cancer	cancer	NOUN
futech-336	132	31	cells	cell	NOUN
futech-336	132	32	that	that	PRON
futech-336	132	33	may	may	AUX
futech-336	132	34	invade	invade	VERB
futech-336	132	35	or	or	CCONJ
futech-336	132	36	disseminate	disseminate	VERB
futech-336	132	37	.	.	PUNCT
futech-336	133	1	although	although	SCONJ
futech-336	133	2	histopathological	histopathological	ADJ
futech-336	133	3	image	image	NOUN
futech-336	133	4	analysis	analysis	NOUN
futech-336	133	5	(	(	PUNCT
futech-336	133	6	hia	hia	NOUN
futech-336	133	7	)	)	PUNCT
futech-336	133	8	is	be	AUX
futech-336	133	9	crucial	crucial	ADJ
futech-336	133	10	for	for	ADP
futech-336	133	11	identifying	identify	VERB
futech-336	133	12	the	the	DET
futech-336	133	13	growth	growth	NOUN
futech-336	133	14	of	of	ADP
futech-336	133	15	cancer	cancer	NOUN
futech-336	133	16	cells	cell	NOUN
futech-336	133	17	,	,	PUNCT
futech-336	133	18	it	it	PRON
futech-336	133	19	is	be	AUX
futech-336	133	20	laborious	laborious	ADJ
futech-336	133	21	,	,	PUNCT
futech-336	133	22	prone	prone	ADJ
futech-336	133	23	to	to	ADP
futech-336	133	24	errors	error	NOUN
futech-336	133	25	,	,	PUNCT
futech-336	133	26	and	and	CCONJ
futech-336	133	27	reliant	reliant	ADJ
futech-336	133	28	on	on	ADP
futech-336	133	29	the	the	DET
futech-336	133	30	skill	skill	NOUN
futech-336	133	31	of	of	ADP
futech-336	133	32	the	the	DET
futech-336	133	33	pathologist	pathologist	NOUN
futech-336	133	34	.	.	PUNCT
futech-336	134	1	in	in	ADP
futech-336	134	2	order	order	NOUN
futech-336	134	3	to	to	PART
futech-336	134	4	increase	increase	VERB
futech-336	134	5	precision	precision	NOUN
futech-336	134	6	as	as	ADV
futech-336	134	7	well	well	ADV
futech-336	134	8	as	as	ADP
futech-336	134	9	effectiveness	effectiveness	NOUN
futech-336	134	10	in	in	ADP
futech-336	134	11	liver	liver	NOUN
futech-336	134	12	cancer	cancer	NOUN
futech-336	134	13	cell	cell	NOUN
futech-336	134	14	proliferation	proliferation	NOUN
futech-336	134	15	,	,	PUNCT
futech-336	134	16	this	this	DET
futech-336	134	17	research	research	NOUN
futech-336	134	18	suggests	suggest	VERB
futech-336	134	19	an	an	DET
futech-336	134	20	automatic	automatic	ADJ
futech-336	134	21	hia	hia	PROPN
futech-336	134	22	that	that	PRON
futech-336	134	23	makes	make	VERB
futech-336	134	24	use	use	NOUN
futech-336	134	25	of	of	ADP
futech-336	134	26	dl	dl	PROPN
futech-336	134	27	.	.	PUNCT
futech-336	135	1	the	the	DET
futech-336	135	2	model	model	NOUN
futech-336	135	3	employs	employ	VERB
futech-336	135	4	multiple	multiple	ADJ
futech-336	135	5	instances	instance	NOUN
futech-336	135	6	learning	learn	VERB
futech-336	135	7	for	for	ADP
futech-336	135	8	picture	picture	NOUN
futech-336	135	9	-	-	PUNCT
futech-336	135	10	level	level	NOUN
futech-336	135	11	classification	classification	NOUN
futech-336	135	12	,	,	PUNCT
futech-336	135	13	resnet50	resnet50	NOUN
futech-336	135	14	for	for	ADP
futech-336	135	15	patch	patch	ADJ
futech-336	135	16	-	-	PUNCT
futech-336	135	17	level	level	NOUN
futech-336	135	18	feature	feature	NOUN
futech-336	135	19	extraction	extraction	NOUN
futech-336	135	20	,	,	PUNCT
futech-336	135	21	opencv	opencv	PROPN
futech-336	135	22	libraries	library	NOUN
futech-336	135	23	for	for	ADP
futech-336	135	24	image	image	NOUN
futech-336	135	25	preprocessing	preprocessing	NOUN
futech-336	135	26	,	,	PUNCT
futech-336	135	27	and	and	CCONJ
futech-336	135	28	whole	whole	ADJ
futech-336	135	29	slide	slide	NOUN
futech-336	135	30	image	image	NOUN
futech-336	135	31	(	(	PUNCT
futech-336	135	32	wsi	wsi	NOUN
futech-336	135	33	)	)	PUNCT
futech-336	135	34	input	input	NOUN
futech-336	135	35	.	.	PUNCT
futech-336	136	1	ma	ma	PROPN
futech-336	136	2	et	et	PROPN
futech-336	136	3	al	al	PROPN
futech-336	136	4	.	.	PUNCT
futech-336	137	1	[	[	X
futech-336	137	2	19	19	NUM
futech-336	137	3	]	]	PUNCT
futech-336	137	4	constructed	construct	VERB
futech-336	137	5	a	a	DET
futech-336	137	6	transformer	transformer	NOUN
futech-336	137	7	structure	structure	NOUN
futech-336	137	8	block	block	NOUN
futech-336	137	9	with	with	ADP
futech-336	137	10	a	a	DET
futech-336	137	11	dense	dense	ADJ
futech-336	137	12	residual	residual	ADJ
futech-336	137	13	attention	attention	NOUN
futech-336	137	14	centernet	centernet	NOUN
futech-336	137	15	network	network	NOUN
futech-336	137	16	to	to	PART
futech-336	137	17	suggest	suggest	VERB
futech-336	137	18	a	a	DET
futech-336	137	19	liver	liver	NOUN
futech-336	137	20	tumor	tumor	NOUN
futech-336	137	21	detection	detection	NOUN
futech-336	137	22	technique	technique	NOUN
futech-336	137	23	called	call	VERB
futech-336	137	24	tdcenternet	tdcenternet	NOUN
futech-336	137	25	.	.	PUNCT
futech-336	138	1	a	a	DET
futech-336	138	2	dense	dense	ADJ
futech-336	138	3	residual	residual	ADJ
futech-336	138	4	attention	attention	NOUN
futech-336	138	5	network	network	NOUN
futech-336	138	6	is	be	AUX
futech-336	138	7	intended	intend	VERB
futech-336	138	8	to	to	PART
futech-336	138	9	improve	improve	VERB
futech-336	138	10	feature	feature	NOUN
futech-336	138	11	flow	flow	NOUN
futech-336	138	12	in	in	ADP
futech-336	138	13	cases	case	NOUN
futech-336	138	14	where	where	SCONJ
futech-336	138	15	lesion	lesion	NOUN
futech-336	138	16	features	feature	NOUN
futech-336	138	17	are	be	AUX
futech-336	138	18	not	not	PART
futech-336	138	19	sufficiently	sufficiently	ADV
futech-336	138	20	extracted	extract	VERB
futech-336	138	21	.	.	PUNCT
futech-336	139	1	the	the	DET
futech-336	139	2	dependencies	dependency	NOUN
futech-336	139	3	between	between	ADP
futech-336	139	4	global	global	ADJ
futech-336	139	5	characteristics	characteristic	NOUN
futech-336	139	6	are	be	AUX
futech-336	139	7	captured	capture	VERB
futech-336	139	8	by	by	ADP
futech-336	139	9	embedding	embed	VERB
futech-336	139	10	priyah	priyah	NOUN
futech-336	139	11	.	.	PUNCT
futech-336	140	1	r	r	NOUN
futech-336	140	2	&	&	CCONJ
futech-336	140	3	s.	s.	PROPN
futech-336	140	4	kamalakkannan	kamalakkannan	PROPN
futech-336	140	5	/	/	SYM
futech-336	140	6	future	future	ADJ
futech-336	140	7	technology	technology	NOUN
futech-336	140	8	august	august	PROPN
futech-336	140	9	2025|	2025|	NUM
futech-336	140	10	volume	volume	NOUN
futech-336	140	11	04	04	NUM
futech-336	141	1	|	|	NOUN
futech-336	141	2	issue	issue	NOUN
futech-336	141	3	03	03	NUM
futech-336	142	1	|	|	ADV
futech-336	142	2	pages	page	VERB
futech-336	142	3	67	67	NUM
futech-336	142	4	-	-	SYM
futech-336	142	5	75	75	NUM
futech-336	142	6	70	70	NUM
futech-336	142	7	transformer	transformer	NOUN
futech-336	142	8	structural	structural	ADJ
futech-336	142	9	blocks	block	NOUN
futech-336	142	10	.	.	PUNCT
futech-336	143	1	to	to	PART
futech-336	143	2	retrieve	retrieve	VERB
futech-336	143	3	lesion	lesion	NOUN
futech-336	143	4	characteristics	characteristic	NOUN
futech-336	143	5	of	of	ADP
futech-336	143	6	varying	vary	VERB
futech-336	143	7	sizes	size	NOUN
futech-336	143	8	,	,	PUNCT
futech-336	143	9	atrous	atrous	ADJ
futech-336	143	10	spatial	spatial	ADJ
futech-336	143	11	pyramid	pyramid	NOUN
futech-336	143	12	pooling	pooling	NOUN
futech-336	143	13	is	be	AUX
futech-336	143	14	incorporated	incorporate	VERB
futech-336	143	15	.	.	PUNCT
futech-336	144	1	a	a	DET
futech-336	144	2	knowledge	knowledge	NOUN
futech-336	144	3	distillation	distillation	NOUN
futech-336	144	4	training	training	NOUN
futech-336	144	5	approach	approach	NOUN
futech-336	144	6	is	be	AUX
futech-336	144	7	created	create	VERB
futech-336	144	8	to	to	PART
futech-336	144	9	enhance	enhance	VERB
futech-336	144	10	tdcenternet	tdcenternet	NOUN
futech-336	144	11	's	's	PART
futech-336	144	12	performance	performance	NOUN
futech-336	144	13	.	.	PUNCT
futech-336	145	1	according	accord	VERB
futech-336	145	2	to	to	ADP
futech-336	145	3	earlier	early	ADJ
futech-336	145	4	research	research	NOUN
futech-336	145	5	investigations	investigation	NOUN
futech-336	145	6	,	,	PUNCT
futech-336	145	7	the	the	DET
futech-336	145	8	most	most	ADV
futech-336	145	9	difficult	difficult	ADJ
futech-336	145	10	jobs	job	NOUN
futech-336	145	11	are	be	AUX
futech-336	145	12	those	those	PRON
futech-336	145	13	involving	involve	VERB
futech-336	145	14	computationally	computationally	ADV
futech-336	145	15	complex	complex	ADJ
futech-336	145	16	,	,	PUNCT
futech-336	145	17	sensitive	sensitive	ADJ
futech-336	145	18	parameter	parameter	NOUN
futech-336	145	19	setups	setup	NOUN
futech-336	145	20	,	,	PUNCT
futech-336	145	21	misdetection	misdetection	NOUN
futech-336	145	22	,	,	PUNCT
futech-336	145	23	and	and	CCONJ
futech-336	145	24	misclassification	misclassification	NOUN
futech-336	145	25	.	.	PUNCT
futech-336	146	1	3	3	X
futech-336	146	2	.	.	X
futech-336	146	3	methodology	methodology	NOUN
futech-336	146	4	the	the	DET
futech-336	146	5	proposed	propose	VERB
futech-336	146	6	approach	approach	NOUN
futech-336	146	7	combines	combine	VERB
futech-336	146	8	clahe	clahe	NOUN
futech-336	146	9	for	for	ADP
futech-336	146	10	image	image	NOUN
futech-336	146	11	enhancement	enhancement	NOUN
futech-336	146	12	,	,	PUNCT
futech-336	146	13	cnn	cnn	PROPN
futech-336	146	14	for	for	ADP
futech-336	146	15	feature	feature	NOUN
futech-336	146	16	extraction	extraction	NOUN
futech-336	146	17	,	,	PUNCT
futech-336	146	18	and	and	CCONJ
futech-336	146	19	transfer	transfer	NOUN
futech-336	146	20	learning	learning	NOUN
futech-336	146	21	for	for	ADP
futech-336	146	22	classification	classification	NOUN
futech-336	146	23	,	,	PUNCT
futech-336	146	24	as	as	SCONJ
futech-336	146	25	shown	show	VERB
futech-336	146	26	in	in	ADP
futech-336	146	27	figure	figure	NOUN
futech-336	146	28	1	1	NUM
futech-336	146	29	.	.	PUNCT
futech-336	147	1	the	the	DET
futech-336	147	2	suggested	suggest	VERB
futech-336	147	3	hybrid	hybrid	NOUN
futech-336	147	4	method	method	NOUN
futech-336	147	5	's	's	PART
futech-336	147	6	deep	deep	ADJ
futech-336	147	7	learning	learning	NOUN
futech-336	147	8	component	component	NOUN
futech-336	147	9	includes	include	VERB
futech-336	147	10	:	:	PUNCT
futech-336	147	11	clahe	clahe	PROPN
futech-336	147	12	,	,	PUNCT
futech-336	147	13	cnn	cnn	PROPN
futech-336	147	14	,	,	PUNCT
futech-336	147	15	data	data	NOUN
futech-336	147	16	augmentation	augmentation	NOUN
futech-336	147	17	,	,	PUNCT
futech-336	147	18	and	and	CCONJ
futech-336	147	19	transfer	transfer	NOUN
futech-336	147	20	learning	learning	NOUN
futech-336	147	21	models	model	NOUN
futech-336	147	22	.	.	PUNCT
futech-336	148	1	the	the	DET
futech-336	148	2	detailed	detailed	ADJ
futech-336	148	3	flow	flow	NOUN
futech-336	148	4	diagram	diagram	NOUN
futech-336	148	5	is	be	AUX
futech-336	148	6	shown	show	VERB
futech-336	148	7	in	in	ADP
futech-336	148	8	figure	figure	NOUN
futech-336	148	9	2	2	NUM
futech-336	148	10	.	.	PUNCT
futech-336	148	11	figure	figure	NOUN
futech-336	148	12	1	1	NUM
futech-336	148	13	.	.	PUNCT
futech-336	148	14	proposed	propose	VERB
futech-336	148	15	method	method	NOUN
futech-336	148	16	figure	figure	NOUN
futech-336	148	17	2	2	NUM
futech-336	148	18	.	.	PUNCT
futech-336	148	19	detailed	detailed	ADJ
futech-336	148	20	workflow	workflow	NOUN
futech-336	148	21	–	–	PUNCT
futech-336	148	22	proposed	propose	VERB
futech-336	148	23	method	method	NOUN
futech-336	148	24	3.1	3.1	NUM
futech-336	148	25	clahe	clahe	NOUN
futech-336	148	26	a	a	DET
futech-336	148	27	histogram	histogram	NOUN
futech-336	148	28	equalization	equalization	NOUN
futech-336	148	29	method	method	NOUN
futech-336	148	30	called	call	VERB
futech-336	148	31	clahe	clahe	PROPN
futech-336	148	32	prevents	prevent	VERB
futech-336	148	33	noise	noise	NOUN
futech-336	148	34	amplification	amplification	NOUN
futech-336	148	35	and	and	CCONJ
futech-336	148	36	over	over	ADP
futech-336	148	37	-	-	PUNCT
futech-336	148	38	enhancement	enhancement	NOUN
futech-336	148	39	by	by	ADP
futech-336	148	40	minimizing	minimize	VERB
futech-336	148	41	amplification	amplification	NOUN
futech-336	148	42	in	in	ADP
futech-336	148	43	homogenous	homogenous	ADJ
futech-336	148	44	areas	area	NOUN
futech-336	148	45	,	,	PUNCT
futech-336	148	46	thereby	thereby	ADV
futech-336	148	47	improving	improve	VERB
futech-336	148	48	image	image	NOUN
futech-336	148	49	contrast	contrast	NOUN
futech-336	148	50	.	.	PUNCT
futech-336	149	1	the	the	DET
futech-336	149	2	suggested	suggest	VERB
futech-336	149	3	approach	approach	NOUN
futech-336	149	4	applies	apply	VERB
futech-336	149	5	clahe	clahe	NOUN
futech-336	149	6	to	to	PART
futech-336	149	7	liver	liver	NOUN
futech-336	149	8	imaging	imaging	NOUN
futech-336	149	9	pre	pre	ADJ
futech-336	149	10	-	-	ADJ
futech-336	149	11	processing	processing	ADJ
futech-336	149	12	data	datum	NOUN
futech-336	149	13	,	,	PUNCT
futech-336	149	14	highlighting	highlight	VERB
futech-336	149	15	tumor	tumor	NOUN
futech-336	149	16	areas	area	NOUN
futech-336	149	17	and	and	CCONJ
futech-336	149	18	enhancing	enhance	VERB
futech-336	149	19	fine	fine	ADJ
futech-336	149	20	detail	detail	NOUN
futech-336	149	21	visibility	visibility	NOUN
futech-336	149	22	.	.	PUNCT
futech-336	150	1	the	the	DET
futech-336	150	2	image	image	NOUN
futech-336	150	3	has	have	AUX
futech-336	150	4	been	be	AUX
futech-336	150	5	split	split	VERB
futech-336	150	6	into	into	ADP
futech-336	150	7	tiles	tile	NOUN
futech-336	150	8	or	or	CCONJ
futech-336	150	9	blocks	block	NOUN
futech-336	150	10	of	of	ADP
futech-336	150	11	a	a	DET
futech-336	150	12	predetermined	predetermine	VERB
futech-336	150	13	size	size	NOUN
futech-336	150	14	(	(	PUNCT
futech-336	150	15	e.g.	e.g.	ADV
futech-336	150	16	,	,	PUNCT
futech-336	150	17	8x8	8x8	NUM
futech-336	150	18	pixels	pixel	NOUN
futech-336	150	19	)	)	PUNCT
futech-336	150	20	that	that	PRON
futech-336	150	21	do	do	AUX
futech-336	150	22	not	not	PART
futech-336	150	23	overlap	overlap	VERB
futech-336	150	24	.	.	PUNCT
futech-336	151	1	each	each	DET
futech-336	151	2	tile	tile	NOUN
futech-336	151	3	undergoes	undergo	VERB
futech-336	151	4	histogram	histogram	NOUN
futech-336	151	5	equalization	equalization	NOUN
futech-336	151	6	to	to	PART
futech-336	151	7	improve	improve	VERB
futech-336	151	8	contrast	contrast	NOUN
futech-336	151	9	by	by	ADP
futech-336	151	10	redistributing	redistribute	VERB
futech-336	151	11	pixel	pixel	ADJ
futech-336	151	12	intensity	intensity	NOUN
futech-336	151	13	levels	level	NOUN
futech-336	151	14	.	.	PUNCT
futech-336	152	1	a	a	DET
futech-336	152	2	clip	clip	NOUN
futech-336	152	3	limit	limit	NOUN
futech-336	152	4	,	,	PUNCT
futech-336	152	5	often	often	ADV
futech-336	152	6	known	know	VERB
futech-336	152	7	as	as	ADP
futech-336	152	8	a	a	DET
futech-336	152	9	contrast	contrast	NOUN
futech-336	152	10	limit	limit	NOUN
futech-336	152	11	,	,	PUNCT
futech-336	152	12	is	be	AUX
futech-336	152	13	used	use	VERB
futech-336	152	14	to	to	PART
futech-336	152	15	avoid	avoid	VERB
futech-336	152	16	over	over	ADP
futech-336	152	17	-	-	PUNCT
futech-336	152	18	enhancing	enhance	VERB
futech-336	152	19	noise	noise	NOUN
futech-336	152	20	and	and	CCONJ
futech-336	152	21	artifacts	artifact	NOUN
futech-336	152	22	.	.	PUNCT
futech-336	153	1	to	to	PART
futech-336	153	2	preserve	preserve	VERB
futech-336	153	3	a	a	DET
futech-336	153	4	smooth	smooth	ADJ
futech-336	153	5	contrast	contrast	NOUN
futech-336	153	6	,	,	PUNCT
futech-336	153	7	additional	additional	ADJ
futech-336	153	8	histogram	histogram	NOUN
futech-336	153	9	counts	count	NOUN
futech-336	153	10	are	be	AUX
futech-336	153	11	uniformly	uniformly	ADV
futech-336	153	12	allocated	allocate	VERB
futech-336	153	13	.	.	PUNCT
futech-336	154	1	then	then	ADV
futech-336	154	2	the	the	DET
futech-336	154	3	borders	border	NOUN
futech-336	154	4	of	of	ADP
futech-336	154	5	neighboring	neighboring	NOUN
futech-336	154	6	tiles	tile	NOUN
futech-336	154	7	are	be	AUX
futech-336	154	8	blended	blend	VERB
futech-336	154	9	using	use	VERB
futech-336	154	10	bilinear	bilinear	ADJ
futech-336	154	11	interpolation	interpolation	NOUN
futech-336	154	12	,	,	PUNCT
futech-336	154	13	ensuring	ensure	VERB
futech-336	154	14	seamless	seamless	ADJ
futech-336	154	15	transitions	transition	NOUN
futech-336	154	16	across	across	ADP
futech-336	154	17	the	the	DET
futech-336	154	18	entire	entire	ADJ
futech-336	154	19	image	image	NOUN
futech-336	154	20	.	.	PUNCT
futech-336	155	1	the	the	DET
futech-336	155	2	input	input	NOUN
futech-336	155	3	images	image	NOUN
futech-336	155	4	are	be	AUX
futech-336	155	5	optimized	optimize	VERB
futech-336	155	6	for	for	ADP
futech-336	155	7	further	further	ADJ
futech-336	155	8	dl	dl	PROPN
futech-336	155	9	analysis	analysis	NOUN
futech-336	155	10	because	because	SCONJ
futech-336	155	11	of	of	ADP
futech-336	155	12	this	this	DET
futech-336	155	13	preprocessing	preprocessing	NOUN
futech-336	155	14	phase	phase	NOUN
futech-336	155	15	.	.	PUNCT
futech-336	156	1	the	the	DET
futech-336	156	2	dl	dl	PROPN
futech-336	156	3	model	model	PROPN
futech-336	156	4	uses	use	VERB
futech-336	156	5	the	the	DET
futech-336	156	6	claheenhanced	claheenhance	VERB
futech-336	156	7	images	image	NOUN
futech-336	156	8	as	as	ADP
futech-336	156	9	inputs	input	NOUN
futech-336	156	10	.	.	PUNCT
futech-336	157	1	robust	robust	ADJ
futech-336	157	2	tumor	tumor	NOUN
futech-336	157	3	detection	detection	NOUN
futech-336	157	4	is	be	AUX
futech-336	157	5	achieved	achieve	VERB
futech-336	157	6	by	by	ADP
futech-336	157	7	the	the	DET
futech-336	157	8	hybrid	hybrid	NOUN
futech-336	157	9	approach	approach	NOUN
futech-336	157	10	,	,	PUNCT
futech-336	157	11	which	which	PRON
futech-336	157	12	combines	combine	VERB
futech-336	157	13	the	the	DET
futech-336	157	14	advantages	advantage	NOUN
futech-336	157	15	of	of	ADP
futech-336	157	16	both	both	CCONJ
futech-336	157	17	conventional	conventional	ADJ
futech-336	157	18	and	and	CCONJ
futech-336	157	19	ai	ai	AUX
futech-336	157	20	-	-	PUNCT
futech-336	157	21	driven	drive	VERB
futech-336	157	22	approaches	approach	NOUN
futech-336	157	23	through	through	ADP
futech-336	157	24	improved	improved	ADJ
futech-336	157	25	contrast	contrast	NOUN
futech-336	157	26	and	and	CCONJ
futech-336	157	27	sophisticated	sophisticated	ADJ
futech-336	157	28	feature	feature	NOUN
futech-336	157	29	extraction	extraction	NOUN
futech-336	157	30	.	.	PUNCT
futech-336	158	1	figure	figure	NOUN
futech-336	158	2	3	3	NUM
futech-336	158	3	shows	show	VERB
futech-336	158	4	the	the	DET
futech-336	158	5	images	image	NOUN
futech-336	158	6	of	of	ADP
futech-336	158	7	liver	liver	NOUN
futech-336	158	8	tumors	tumor	NOUN
futech-336	158	9	before	before	ADP
futech-336	158	10	and	and	CCONJ
futech-336	158	11	after	after	ADP
futech-336	158	12	clahe	clahe	PROPN
futech-336	158	13	application	application	NOUN
futech-336	158	14	.	.	PUNCT
futech-336	159	1	tumor	tumor	NOUN
futech-336	159	2	borders	border	NOUN
futech-336	159	3	are	be	AUX
futech-336	159	4	more	more	ADV
futech-336	159	5	obvious	obvious	ADJ
futech-336	159	6	on	on	ADP
futech-336	159	7	the	the	DET
futech-336	159	8	right	right	ADJ
futech-336	159	9	side	side	NOUN
futech-336	159	10	,	,	PUNCT
futech-336	159	11	which	which	PRON
futech-336	159	12	shows	show	VERB
futech-336	159	13	the	the	DET
futech-336	159	14	heightened	heightened	ADJ
futech-336	159	15	contrast	contrast	NOUN
futech-336	159	16	produced	produce	VERB
futech-336	159	17	by	by	ADP
futech-336	159	18	clahe	clahe	PROPN
futech-336	159	19	,	,	PUNCT
futech-336	159	20	whereas	whereas	SCONJ
futech-336	159	21	the	the	DET
futech-336	159	22	left	left	ADJ
futech-336	159	23	side	side	NOUN
futech-336	159	24	shows	show	VERB
futech-336	159	25	the	the	DET
futech-336	159	26	original	original	ADJ
futech-336	159	27	picture	picture	NOUN
futech-336	159	28	with	with	ADP
futech-336	159	29	low	low	ADJ
futech-336	159	30	contrast	contrast	NOUN
futech-336	159	31	.	.	PUNCT
futech-336	160	1	figure	figure	NOUN
futech-336	160	2	3	3	NUM
futech-336	160	3	.	.	PUNCT
futech-336	161	1	sample	sample	NOUN
futech-336	161	2	liver	liver	NOUN
futech-336	161	3	tumour	tumour	NOUN
futech-336	161	4	image	image	NOUN
futech-336	161	5	after	after	ADP
futech-336	161	6	and	and	CCONJ
futech-336	161	7	before	before	ADP
futech-336	161	8	clahe	clahe	PROPN
futech-336	161	9	3.2	3.2	NUM
futech-336	161	10	convolutional	convolutional	ADJ
futech-336	161	11	neural	neural	ADJ
futech-336	161	12	networks	network	NOUN
futech-336	161	13	(	(	PUNCT
futech-336	161	14	cnns	cnns	PROPN
futech-336	161	15	)	)	PUNCT
futech-336	161	16	the	the	DET
futech-336	161	17	basic	basic	ADJ
futech-336	161	18	components	component	NOUN
futech-336	161	19	for	for	ADP
futech-336	161	20	image	image	NOUN
futech-336	161	21	categorization	categorization	NOUN
futech-336	161	22	problems	problem	NOUN
futech-336	161	23	nowadays	nowadays	ADV
futech-336	161	24	are	be	AUX
futech-336	161	25	cnns	cnns	ADJ
futech-336	161	26	.	.	PUNCT
futech-336	162	1	however	however	ADV
futech-336	162	2	,	,	PUNCT
futech-336	162	3	extracting	extract	VERB
futech-336	162	4	pertinent	pertinent	ADJ
futech-336	162	5	information	information	NOUN
futech-336	162	6	from	from	ADP
futech-336	162	7	a	a	DET
futech-336	162	8	picture	picture	NOUN
futech-336	162	9	is	be	AUX
futech-336	162	10	another	another	DET
futech-336	162	11	extremely	extremely	ADV
futech-336	162	12	valuable	valuable	ADJ
futech-336	162	13	task	task	NOUN
futech-336	162	14	that	that	PRON
futech-336	162	15	is	be	AUX
futech-336	162	16	carried	carry	VERB
futech-336	162	17	out	out	ADP
futech-336	162	18	before	before	SCONJ
futech-336	162	19	classification	classification	NOUN
futech-336	162	20	is	be	AUX
futech-336	162	21	performed	perform	VERB
futech-336	162	22	.	.	PUNCT
futech-336	163	1	cnns	cnns	PROPN
futech-336	163	2	use	use	VERB
futech-336	163	3	feature	feature	NOUN
futech-336	163	4	extraction	extraction	NOUN
futech-336	163	5	to	to	PART
futech-336	163	6	identify	identify	VERB
futech-336	163	7	important	important	ADJ
futech-336	163	8	patterns	pattern	NOUN
futech-336	163	9	in	in	ADP
futech-336	163	10	an	an	DET
futech-336	163	11	image	image	NOUN
futech-336	163	12	so	so	SCONJ
futech-336	163	13	they	they	PRON
futech-336	163	14	can	can	AUX
futech-336	163	15	categorize	categorize	VERB
futech-336	163	16	it	it	PRON
futech-336	163	17	.	.	PUNCT
futech-336	164	1	the	the	DET
futech-336	164	2	workflow	workflow	NOUN
futech-336	164	3	for	for	ADP
futech-336	164	4	extracting	extract	VERB
futech-336	164	5	features	feature	NOUN
futech-336	164	6	from	from	ADP
futech-336	164	7	images	image	NOUN
futech-336	164	8	using	use	VERB
futech-336	164	9	cnn	cnn	PROPN
futech-336	164	10	is	be	AUX
futech-336	164	11	shown	show	VERB
futech-336	164	12	in	in	ADP
futech-336	164	13	figure	figure	NOUN
futech-336	164	14	4	4	NUM
futech-336	164	15	.	.	PUNCT
futech-336	165	1	the	the	DET
futech-336	165	2	conv2d	conv2d	ADJ
futech-336	165	3	layer	layer	NOUN
futech-336	165	4	is	be	AUX
futech-336	165	5	the	the	DET
futech-336	165	6	primary	primary	ADJ
futech-336	165	7	component	component	NOUN
futech-336	165	8	of	of	ADP
futech-336	165	9	a	a	DET
futech-336	165	10	cnn	cnn	NOUN
futech-336	165	11	.	.	PUNCT
futech-336	166	1	it	it	PRON
futech-336	166	2	extracts	extract	VERB
futech-336	166	3	key	key	ADJ
futech-336	166	4	characteristics	characteristic	NOUN
futech-336	166	5	and	and	CCONJ
futech-336	166	6	reveals	reveal	VERB
futech-336	166	7	hidden	hide	VERB
futech-336	166	8	patterns	pattern	NOUN
futech-336	166	9	.	.	PUNCT
futech-336	167	1	these	these	DET
futech-336	167	2	characteristics	characteristic	NOUN
futech-336	167	3	serve	serve	VERB
futech-336	167	4	as	as	ADP
futech-336	167	5	building	build	VERB
futech-336	167	6	blocks	block	NOUN
futech-336	167	7	that	that	PRON
futech-336	167	8	enable	enable	VERB
futech-336	167	9	the	the	DET
futech-336	167	10	network	network	NOUN
futech-336	167	11	to	to	PART
futech-336	167	12	comprehend	comprehend	VERB
futech-336	167	13	the	the	DET
futech-336	167	14	content	content	NOUN
futech-336	167	15	of	of	ADP
futech-336	167	16	the	the	DET
futech-336	167	17	image	image	NOUN
futech-336	167	18	.	.	PUNCT
futech-336	168	1	the	the	DET
futech-336	168	2	conv2d	conv2d	ADJ
futech-336	168	3	layer	layer	NOUN
futech-336	168	4	analyzes	analyze	VERB
futech-336	168	5	the	the	DET
futech-336	168	6	picture	picture	NOUN
futech-336	168	7	using	use	VERB
futech-336	168	8	filters	filter	NOUN
futech-336	168	9	,	,	PUNCT
futech-336	168	10	also	also	ADV
futech-336	168	11	known	know	VERB
futech-336	168	12	as	as	ADP
futech-336	168	13	kernels	kernel	NOUN
futech-336	168	14	.	.	PUNCT
futech-336	169	1	these	these	DET
futech-336	169	2	filters	filter	NOUN
futech-336	169	3	examine	examine	VERB
futech-336	169	4	tiny	tiny	ADJ
futech-336	169	5	regions	region	NOUN
futech-336	169	6	of	of	ADP
futech-336	169	7	the	the	DET
futech-336	169	8	image	image	NOUN
futech-336	169	9	at	at	ADP
futech-336	169	10	a	a	DET
futech-336	169	11	time	time	NOUN
futech-336	169	12	as	as	SCONJ
futech-336	169	13	they	they	PRON
futech-336	169	14	move	move	VERB
futech-336	169	15	across	across	ADP
futech-336	169	16	it	it	PRON
futech-336	169	17	.	.	PUNCT
futech-336	170	1	it	it	PRON
futech-336	170	2	converts	convert	VERB
futech-336	170	3	the	the	DET
futech-336	170	4	raw	raw	ADJ
futech-336	170	5	pixels	pixel	NOUN
futech-336	170	6	into	into	ADP
futech-336	170	7	useful	useful	ADJ
futech-336	170	8	visualizations	visualization	NOUN
futech-336	170	9	and	and	CCONJ
futech-336	170	10	retrieves	retrieve	VERB
futech-336	170	11	pertinent	pertinent	ADJ
futech-336	170	12	information	information	NOUN
futech-336	170	13	as	as	SCONJ
futech-336	170	14	it	it	PRON
futech-336	170	15	goes	go	VERB
futech-336	170	16	.	.	PUNCT
futech-336	171	1	this	this	DET
futech-336	171	2	method	method	NOUN
futech-336	171	3	can	can	AUX
futech-336	171	4	identify	identify	VERB
futech-336	171	5	edges	edge	NOUN
futech-336	171	6	,	,	PUNCT
futech-336	171	7	forms	form	NOUN
futech-336	171	8	,	,	PUNCT
futech-336	171	9	and	and	CCONJ
futech-336	171	10	their	their	PRON
futech-336	171	11	significant	significant	ADJ
futech-336	171	12	aspects	aspect	NOUN
futech-336	171	13	in	in	ADP
futech-336	171	14	the	the	DET
futech-336	171	15	image	image	NOUN
futech-336	171	16	.	.	PUNCT
futech-336	172	1	to	to	PART
futech-336	172	2	extract	extract	VERB
futech-336	172	3	features	feature	NOUN
futech-336	172	4	,	,	PUNCT
futech-336	172	5	a	a	DET
futech-336	172	6	specific	specific	ADJ
futech-336	172	7	cnn	cnn	NOUN
futech-336	172	8	architecture	architecture	NOUN
futech-336	172	9	is	be	AUX
futech-336	172	10	created	create	VERB
futech-336	172	11	.	.	PUNCT
futech-336	173	1	the	the	DET
futech-336	173	2	learnt	learnt	PROPN
futech-336	173	3	characteristics	characteristic	NOUN
futech-336	173	4	are	be	AUX
futech-336	173	5	captured	capture	VERB
futech-336	173	6	in	in	ADP
futech-336	173	7	feature	feature	NOUN
futech-336	173	8	maps	map	NOUN
futech-336	173	9	created	create	VERB
futech-336	173	10	by	by	ADP
futech-336	173	11	the	the	DET
futech-336	173	12	conv2d	conv2d	ADJ
futech-336	173	13	layer	layer	NOUN
futech-336	173	14	.	.	PUNCT
futech-336	174	1	the	the	DET
futech-336	174	2	resulting	result	VERB
futech-336	174	3	feature	feature	NOUN
futech-336	174	4	maps	map	NOUN
futech-336	174	5	are	be	AUX
futech-336	174	6	sent	send	VERB
futech-336	174	7	to	to	ADP
futech-336	174	8	the	the	DET
futech-336	174	9	next	next	ADJ
futech-336	174	10	layers	layer	NOUN
futech-336	174	11	(	(	PUNCT
futech-336	174	12	such	such	ADJ
futech-336	174	13	as	as	ADP
futech-336	174	14	dense	dense	ADJ
futech-336	174	15	and	and	CCONJ
futech-336	174	16	pooling	pool	VERB
futech-336	174	17	)	)	PUNCT
futech-336	174	18	for	for	ADP
futech-336	174	19	additional	additional	ADJ
futech-336	174	20	processing	processing	NOUN
futech-336	174	21	.	.	PUNCT
futech-336	175	1	a	a	DET
futech-336	175	2	variety	variety	NOUN
futech-336	175	3	of	of	ADP
futech-336	175	4	liver	liver	NOUN
futech-336	175	5	imaging	imaging	NOUN
futech-336	175	6	datasets	dataset	NOUN
futech-336	175	7	with	with	ADP
futech-336	175	8	tumor	tumor	NOUN
futech-336	175	9	areas	area	NOUN
futech-336	175	10	identified	identify	VERB
futech-336	175	11	are	be	AUX
futech-336	175	12	used	use	VERB
futech-336	175	13	to	to	PART
futech-336	175	14	train	train	VERB
futech-336	175	15	the	the	DET
futech-336	175	16	algorithm	algorithm	NOUN
futech-336	175	17	[	[	X
futech-336	175	18	20,21	20,21	NUM
futech-336	175	19	]	]	PUNCT
futech-336	175	20	.	.	PUNCT
futech-336	176	1	3.3	3.3	NUM
futech-336	176	2	data	datum	NOUN
futech-336	176	3	augmentation	augmentation	NOUN
futech-336	176	4	data	datum	NOUN
futech-336	176	5	augmentation	augmentation	NOUN
futech-336	176	6	is	be	AUX
futech-336	176	7	the	the	DET
futech-336	176	8	process	process	NOUN
futech-336	176	9	of	of	ADP
futech-336	176	10	applying	apply	VERB
futech-336	176	11	several	several	ADJ
futech-336	176	12	alterations	alteration	NOUN
futech-336	176	13	to	to	ADP
futech-336	176	14	the	the	DET
futech-336	176	15	current	current	ADJ
futech-336	176	16	data	datum	NOUN
futech-336	176	17	in	in	ADP
futech-336	176	18	order	order	NOUN
futech-336	176	19	to	to	PART
futech-336	176	20	artificially	artificially	ADV
futech-336	176	21	extend	extend	VERB
futech-336	176	22	it	it	PRON
futech-336	176	23	.	.	PUNCT
futech-336	177	1	current	current	ADJ
futech-336	177	2	data	datum	NOUN
futech-336	177	3	points	point	NOUN
futech-336	177	4	are	be	AUX
futech-336	177	5	changed	change	VERB
futech-336	177	6	into	into	ADP
futech-336	177	7	additional	additional	ADJ
futech-336	177	8	instances	instance	NOUN
futech-336	177	9	of	of	ADP
futech-336	177	10	data	datum	NOUN
futech-336	177	11	with	with	ADP
futech-336	177	12	the	the	DET
futech-336	177	13	same	same	ADJ
futech-336	177	14	semantic	semantic	ADJ
futech-336	177	15	labels	label	NOUN
futech-336	177	16	.	.	PUNCT
futech-336	178	1	gans	gan	NOUN
futech-336	178	2	and	and	CCONJ
futech-336	178	3	autoencoders	autoencoder	NOUN
futech-336	178	4	(	(	PUNCT
futech-336	178	5	aes	aes	PROPN
futech-336	178	6	)	)	PUNCT
futech-336	178	7	are	be	AUX
futech-336	178	8	used	use	VERB
futech-336	178	9	in	in	ADP
futech-336	178	10	this	this	DET
futech-336	178	11	study	study	NOUN
futech-336	178	12	to	to	PART
futech-336	178	13	generate	generate	VERB
futech-336	178	14	the	the	DET
futech-336	178	15	images	image	NOUN
futech-336	178	16	.	.	PUNCT
futech-336	179	1	gan	gan	PROPN
futech-336	179	2	uses	use	VERB
futech-336	179	3	two	two	NUM
futech-336	179	4	neural	neural	ADJ
futech-336	179	5	networks	network	NOUN
futech-336	179	6	:	:	PUNCT
futech-336	179	7	the	the	DET
futech-336	179	8	discriminator	discriminator	NOUN
futech-336	179	9	and	and	CCONJ
futech-336	179	10	the	the	DET
futech-336	179	11	generator	generator	NOUN
futech-336	179	12	.	.	PUNCT
futech-336	180	1	while	while	SCONJ
futech-336	180	2	the	the	DET
futech-336	180	3	discriminator	discriminator	NOUN
futech-336	180	4	's	's	PART
futech-336	180	5	role	role	NOUN
futech-336	180	6	is	be	AUX
futech-336	180	7	to	to	PART
futech-336	180	8	distinguish	distinguish	VERB
futech-336	180	9	between	between	ADP
futech-336	180	10	generated	generate	VERB
futech-336	180	11	and	and	CCONJ
futech-336	180	12	actual	actual	ADJ
futech-336	180	13	data	datum	NOUN
futech-336	180	14	,	,	PUNCT
futech-336	180	15	the	the	DET
futech-336	180	16	generator	generator	NOUN
futech-336	180	17	's	's	PART
futech-336	180	18	goal	goal	NOUN
futech-336	180	19	is	be	AUX
futech-336	180	20	to	to	PART
futech-336	180	21	create	create	VERB
futech-336	180	22	data	datum	NOUN
futech-336	180	23	that	that	PRON
futech-336	180	24	is	be	AUX
futech-336	180	25	indistinguishable	indistinguishable	ADJ
futech-336	180	26	from	from	ADP
futech-336	180	27	actual	actual	ADJ
futech-336	180	28	data	datum	NOUN
futech-336	180	29	.	.	PUNCT
futech-336	181	1	this	this	DET
futech-336	181	2	configuration	configuration	NOUN
futech-336	181	3	allows	allow	VERB
futech-336	181	4	you	you	PRON
futech-336	181	5	to	to	PART
futech-336	181	6	produce	produce	VERB
futech-336	181	7	highly	highly	ADV
futech-336	181	8	realistic	realistic	ADJ
futech-336	181	9	data	data	NOUN
futech-336	181	10	samples	sample	NOUN
futech-336	181	11	.	.	PUNCT
futech-336	182	1	aes	aes	PROPN
futech-336	182	2	,	,	PUNCT
futech-336	182	3	on	on	ADP
futech-336	182	4	the	the	DET
futech-336	182	5	other	other	ADJ
futech-336	182	6	hand	hand	NOUN
futech-336	182	7	,	,	PUNCT
futech-336	182	8	receive	receive	VERB
futech-336	182	9	a	a	DET
futech-336	182	10	reduced	reduce	VERB
futech-336	182	11	version	version	NOUN
futech-336	182	12	of	of	ADP
futech-336	182	13	the	the	DET
futech-336	182	14	data	datum	NOUN
futech-336	182	15	in	in	ADP
futech-336	182	16	a	a	DET
futech-336	182	17	smaller	smaller	ADV
futech-336	182	18	-	-	PUNCT
futech-336	182	19	dimensional	dimensional	ADJ
futech-336	182	20	latent	latent	NOUN
futech-336	182	21	space	space	NOUN
futech-336	182	22	and	and	CCONJ
futech-336	182	23	then	then	ADV
futech-336	182	24	utilize	utilize	VERB
futech-336	182	25	it	it	PRON
futech-336	182	26	to	to	PART
futech-336	182	27	recreate	recreate	VERB
futech-336	182	28	the	the	DET
futech-336	182	29	original	original	ADJ
futech-336	182	30	data	datum	NOUN
futech-336	182	31	.	.	PUNCT
futech-336	183	1	it	it	PRON
futech-336	183	2	is	be	AUX
futech-336	183	3	feasible	feasible	ADJ
futech-336	183	4	to	to	PART
futech-336	183	5	change	change	VERB
futech-336	183	6	the	the	DET
futech-336	183	7	compressed	compressed	ADJ
futech-336	183	8	form	form	NOUN
futech-336	183	9	to	to	PART
futech-336	183	10	generate	generate	VERB
futech-336	183	11	fresh	fresh	ADJ
futech-336	183	12	data	datum	NOUN
futech-336	183	13	points	point	NOUN
futech-336	183	14	.	.	PUNCT
futech-336	184	1	these	these	DET
futech-336	184	2	strategies	strategy	NOUN
futech-336	184	3	enable	enable	VERB
futech-336	184	4	the	the	DET
futech-336	184	5	deliberate	deliberate	NOUN
futech-336	184	6	and	and	CCONJ
futech-336	184	7	priyah	priyah	NOUN
futech-336	184	8	.	.	PUNCT
futech-336	185	1	r	r	NOUN
futech-336	185	2	&	&	CCONJ
futech-336	185	3	s.	s.	PROPN
futech-336	185	4	kamalakkannan	kamalakkannan	PROPN
futech-336	185	5	/	/	SYM
futech-336	185	6	future	future	ADJ
futech-336	185	7	technology	technology	NOUN
futech-336	185	8	august	august	PROPN
futech-336	185	9	2025|	2025|	NUM
futech-336	185	10	volume	volume	NOUN
futech-336	185	11	04	04	NUM
futech-336	186	1	|	|	NOUN
futech-336	186	2	issue	issue	NOUN
futech-336	186	3	03	03	NUM
futech-336	187	1	|	|	ADV
futech-336	187	2	pages	page	VERB
futech-336	187	3	67	67	NUM
futech-336	187	4	-	-	SYM
futech-336	187	5	75	75	NUM
futech-336	187	6	71	71	NUM
futech-336	187	7	nuanced	nuanced	ADJ
futech-336	187	8	creation	creation	NOUN
futech-336	187	9	of	of	ADP
futech-336	187	10	data	datum	NOUN
futech-336	187	11	,	,	PUNCT
futech-336	187	12	which	which	PRON
futech-336	187	13	has	have	VERB
futech-336	187	14	significant	significant	ADJ
futech-336	187	15	benefits	benefit	NOUN
futech-336	187	16	in	in	ADP
futech-336	187	17	terms	term	NOUN
futech-336	187	18	of	of	ADP
futech-336	187	19	increasing	increase	VERB
futech-336	187	20	both	both	DET
futech-336	187	21	the	the	DET
futech-336	187	22	variety	variety	NOUN
futech-336	187	23	and	and	CCONJ
futech-336	187	24	accuracy	accuracy	NOUN
futech-336	187	25	of	of	ADP
futech-336	187	26	training	training	NOUN
futech-336	187	27	datasets	dataset	NOUN
futech-336	188	1	[	[	X
futech-336	188	2	22,23	22,23	NOUN
futech-336	188	3	]	]	PUNCT
futech-336	188	4	.	.	PUNCT
futech-336	189	1	figure	figure	NOUN
futech-336	189	2	4	4	NUM
futech-336	189	3	.	.	PUNCT
futech-336	189	4	feature	feature	NOUN
futech-336	189	5	extraction	extraction	NOUN
futech-336	189	6	using	use	VERB
futech-336	189	7	cnn	cnn	PROPN
futech-336	189	8	3.4	3.4	NUM
futech-336	189	9	inception	inception	NOUN
futech-336	189	10	v3	v3	PROPN
futech-336	189	11	inceptionv3	inceptionv3	NOUN
futech-336	189	12	is	be	AUX
futech-336	189	13	a	a	DET
futech-336	189	14	popular	popular	ADJ
futech-336	189	15	deep	deep	ADJ
futech-336	189	16	cnn	cnn	NOUN
futech-336	189	17	for	for	ADP
futech-336	189	18	image	image	NOUN
futech-336	189	19	categorization	categorization	NOUN
futech-336	189	20	applications	application	NOUN
futech-336	189	21	,	,	PUNCT
futech-336	189	22	including	include	VERB
futech-336	189	23	medical	medical	ADJ
futech-336	189	24	imaging	imaging	NOUN
futech-336	189	25	.	.	PUNCT
futech-336	190	1	its	its	PRON
futech-336	190	2	architecture	architecture	NOUN
futech-336	190	3	,	,	PUNCT
futech-336	190	4	which	which	PRON
futech-336	190	5	was	be	AUX
futech-336	190	6	designed	design	VERB
futech-336	190	7	for	for	ADP
futech-336	190	8	successful	successful	ADJ
futech-336	190	9	feature	feature	NOUN
futech-336	190	10	extraction	extraction	NOUN
futech-336	190	11	,	,	PUNCT
futech-336	190	12	is	be	AUX
futech-336	190	13	particularly	particularly	ADV
futech-336	190	14	suitable	suitable	ADJ
futech-336	190	15	for	for	ADP
futech-336	190	16	complex	complex	ADJ
futech-336	190	17	medical	medical	ADJ
futech-336	190	18	data	datum	NOUN
futech-336	190	19	,	,	PUNCT
futech-336	190	20	such	such	ADJ
futech-336	190	21	as	as	ADP
futech-336	190	22	ultrasound	ultrasound	NOUN
futech-336	190	23	,	,	PUNCT
futech-336	190	24	ct	ct	PROPN
futech-336	190	25	,	,	PUNCT
futech-336	190	26	or	or	CCONJ
futech-336	190	27	mri	mri	NOUN
futech-336	190	28	scans	scan	NOUN
futech-336	190	29	used	use	VERB
futech-336	190	30	to	to	PART
futech-336	190	31	predict	predict	VERB
futech-336	190	32	liver	liver	NOUN
futech-336	190	33	cancer	cancer	NOUN
futech-336	190	34	.	.	PUNCT
futech-336	191	1	inceptionv3	inceptionv3	NOUN
futech-336	191	2	extracts	extract	NOUN
futech-336	191	3	and	and	CCONJ
futech-336	191	4	learns	learn	VERB
futech-336	191	5	meaningful	meaningful	ADJ
futech-336	191	6	information	information	NOUN
futech-336	191	7	from	from	ADP
futech-336	191	8	images	image	NOUN
futech-336	191	9	by	by	ADP
futech-336	191	10	processing	process	VERB
futech-336	191	11	them	they	PRON
futech-336	191	12	across	across	ADP
futech-336	191	13	many	many	ADJ
futech-336	191	14	layers	layer	NOUN
futech-336	191	15	.	.	PUNCT
futech-336	192	1	a	a	DET
futech-336	192	2	number	number	NOUN
futech-336	192	3	of	of	ADP
futech-336	192	4	convolutional	convolutional	ADJ
futech-336	192	5	and	and	CCONJ
futech-336	192	6	pooling	pool	VERB
futech-336	192	7	layers	layer	NOUN
futech-336	192	8	are	be	AUX
futech-336	192	9	applied	apply	VERB
futech-336	192	10	to	to	ADP
futech-336	192	11	the	the	DET
futech-336	192	12	image	image	NOUN
futech-336	192	13	.	.	PUNCT
futech-336	193	1	these	these	DET
futech-336	193	2	layers	layer	NOUN
futech-336	193	3	extract	extract	VERB
futech-336	193	4	low	low	ADJ
futech-336	193	5	-	-	PUNCT
futech-336	193	6	level	level	NOUN
futech-336	193	7	features	feature	NOUN
futech-336	193	8	from	from	ADP
futech-336	193	9	the	the	DET
futech-336	193	10	input	input	NOUN
futech-336	193	11	liver	liver	NOUN
futech-336	193	12	picture	picture	NOUN
futech-336	193	13	,	,	PUNCT
futech-336	193	14	such	such	ADJ
futech-336	193	15	as	as	ADP
futech-336	193	16	edges	edge	NOUN
futech-336	193	17	,	,	PUNCT
futech-336	193	18	textures	texture	NOUN
futech-336	193	19	,	,	PUNCT
futech-336	193	20	and	and	CCONJ
futech-336	193	21	basic	basic	ADJ
futech-336	193	22	shapes	shape	NOUN
futech-336	193	23	.	.	PUNCT
futech-336	194	1	inceptionv3	inceptionv3	NOUN
futech-336	194	2	is	be	AUX
futech-336	194	3	distinguished	distinguish	VERB
futech-336	194	4	by	by	ADP
futech-336	194	5	its	its	PRON
futech-336	194	6	inception	inception	NOUN
futech-336	194	7	modules	module	NOUN
futech-336	194	8	,	,	PUNCT
futech-336	194	9	which	which	PRON
futech-336	194	10	have	have	AUX
futech-336	194	11	been	be	AUX
futech-336	194	12	designed	design	VERB
futech-336	194	13	to	to	PART
futech-336	194	14	:	:	PUNCT
futech-336	194	15	•	•	NUM
futech-336	194	16	extracting	extract	VERB
futech-336	194	17	multi	multi	ADJ
futech-336	194	18	-	-	ADJ
futech-336	194	19	scale	scale	ADJ
futech-336	194	20	features	feature	NOUN
futech-336	194	21	involves	involve	VERB
futech-336	194	22	applying	apply	VERB
futech-336	194	23	many	many	ADJ
futech-336	194	24	convolutional	convolutional	ADJ
futech-336	194	25	filters	filter	NOUN
futech-336	194	26	in	in	ADP
futech-336	194	27	parallel	parallel	NOUN
futech-336	194	28	,	,	PUNCT
futech-336	194	29	each	each	PRON
futech-336	194	30	with	with	ADP
futech-336	194	31	a	a	DET
futech-336	194	32	different	different	ADJ
futech-336	194	33	size	size	NOUN
futech-336	194	34	(	(	PUNCT
futech-336	194	35	e.g.	e.g.	ADV
futech-336	194	36	,	,	PUNCT
futech-336	194	37	1x1	1x1	NUM
futech-336	194	38	,	,	PUNCT
futech-336	194	39	3x3	3x3	NUM
futech-336	194	40	,	,	PUNCT
futech-336	194	41	and	and	CCONJ
futech-336	194	42	5x5	5x5	NUM
futech-336	194	43	)	)	PUNCT
futech-336	194	44	.	.	PUNCT
futech-336	195	1	•	•	NUM
futech-336	195	2	minimize	minimize	VERB
futech-336	195	3	the	the	DET
futech-336	195	4	cost	cost	NOUN
futech-336	195	5	of	of	ADP
futech-336	195	6	computation	computation	NOUN
futech-336	195	7	by	by	ADP
futech-336	195	8	reducing	reduce	VERB
futech-336	195	9	the	the	DET
futech-336	195	10	dimensionality	dimensionality	NOUN
futech-336	195	11	of	of	ADP
futech-336	195	12	feature	feature	NOUN
futech-336	195	13	maps	map	NOUN
futech-336	195	14	through	through	ADP
futech-336	195	15	the	the	DET
futech-336	195	16	use	use	NOUN
futech-336	195	17	of	of	ADP
futech-336	195	18	1x1	1x1	NUM
futech-336	195	19	convolutions	convolution	NOUN
futech-336	195	20	.	.	PUNCT
futech-336	196	1	•	•	NUM
futech-336	196	2	identify	identify	VERB
futech-336	196	3	both	both	CCONJ
futech-336	196	4	large	large	ADJ
futech-336	196	5	lesions	lesion	NOUN
futech-336	196	6	and	and	CCONJ
futech-336	196	7	tiny	tiny	ADJ
futech-336	196	8	cancers	cancer	NOUN
futech-336	196	9	by	by	ADP
futech-336	196	10	examining	examine	VERB
futech-336	196	11	the	the	DET
futech-336	196	12	picture	picture	NOUN
futech-336	196	13	at	at	ADP
futech-336	196	14	various	various	ADJ
futech-336	196	15	dimensions	dimension	NOUN
futech-336	196	16	.	.	PUNCT
futech-336	197	1	the	the	DET
futech-336	197	2	size	size	NOUN
futech-336	197	3	,	,	PUNCT
futech-336	197	4	form	form	NOUN
futech-336	197	5	,	,	PUNCT
futech-336	197	6	and	and	CCONJ
futech-336	197	7	texture	texture	NOUN
futech-336	197	8	of	of	ADP
futech-336	197	9	liver	liver	NOUN
futech-336	197	10	tumors	tumor	NOUN
futech-336	197	11	might	might	AUX
futech-336	197	12	vary	vary	VERB
futech-336	197	13	.	.	PUNCT
futech-336	198	1	tumor	tumor	NOUN
futech-336	198	2	identification	identification	NOUN
futech-336	198	3	is	be	AUX
futech-336	198	4	improved	improve	VERB
futech-336	198	5	by	by	ADP
futech-336	198	6	the	the	DET
futech-336	198	7	inception	inception	PROPN
futech-336	198	8	modules	module	NOUN
futech-336	198	9	'	'	PART
futech-336	198	10	parallel	parallel	ADJ
futech-336	198	11	convolutions	convolution	NOUN
futech-336	198	12	,	,	PUNCT
futech-336	198	13	which	which	PRON
futech-336	198	14	guarantee	guarantee	VERB
futech-336	198	15	that	that	SCONJ
futech-336	198	16	features	feature	NOUN
futech-336	198	17	of	of	ADP
futech-336	198	18	various	various	ADJ
futech-336	198	19	scales	scale	NOUN
futech-336	198	20	are	be	AUX
futech-336	198	21	recorded	record	VERB
futech-336	198	22	.	.	PUNCT
futech-336	199	1	this	this	PRON
futech-336	199	2	enables	enable	VERB
futech-336	199	3	the	the	DET
futech-336	199	4	network	network	NOUN
futech-336	199	5	to	to	PART
futech-336	199	6	focus	focus	VERB
futech-336	199	7	on	on	ADP
futech-336	199	8	the	the	DET
futech-336	199	9	most	most	ADV
futech-336	199	10	significant	significant	ADJ
futech-336	199	11	characteristics	characteristic	NOUN
futech-336	199	12	,	,	PUNCT
futech-336	199	13	including	include	VERB
futech-336	199	14	aberrant	aberrant	NOUN
futech-336	199	15	texturing	texturing	NOUN
futech-336	199	16	or	or	CCONJ
futech-336	199	17	tumor	tumor	NOUN
futech-336	199	18	borders	border	NOUN
futech-336	199	19	.	.	PUNCT
futech-336	200	1	auxiliary	auxiliary	ADJ
futech-336	200	2	classifiers	classifier	NOUN
futech-336	200	3	are	be	AUX
futech-336	200	4	incorporated	incorporate	VERB
futech-336	200	5	into	into	ADP
futech-336	200	6	intermediate	intermediate	ADJ
futech-336	200	7	layers	layer	NOUN
futech-336	200	8	of	of	ADP
futech-336	200	9	inceptionv3	inceptionv3	NOUN
futech-336	200	10	to	to	PART
futech-336	200	11	aid	aid	VERB
futech-336	200	12	with	with	ADP
futech-336	200	13	learning	learning	NOUN
futech-336	200	14	and	and	CCONJ
futech-336	200	15	avoid	avoid	VERB
futech-336	200	16	overfitting	overfitte	VERB
futech-336	200	17	.	.	PUNCT
futech-336	201	1	this	this	PRON
futech-336	201	2	is	be	AUX
futech-336	201	3	especially	especially	ADV
futech-336	201	4	helpful	helpful	ADJ
futech-336	201	5	in	in	ADP
futech-336	201	6	cases	case	NOUN
futech-336	201	7	where	where	SCONJ
futech-336	201	8	the	the	DET
futech-336	201	9	dataset	dataset	NOUN
futech-336	201	10	is	be	AUX
futech-336	201	11	minimal	minimal	ADJ
futech-336	201	12	,	,	PUNCT
futech-336	201	13	such	such	ADJ
futech-336	201	14	in	in	ADP
futech-336	201	15	the	the	DET
futech-336	201	16	diagnosis	diagnosis	NOUN
futech-336	201	17	of	of	ADP
futech-336	201	18	liver	liver	NOUN
futech-336	201	19	cancer	cancer	NOUN
futech-336	201	20	.	.	PUNCT
futech-336	202	1	inceptionv3	inceptionv3	NOUN
futech-336	202	2	utilizes	utilize	VERB
futech-336	202	3	global	global	ADJ
futech-336	202	4	average	average	ADJ
futech-336	202	5	pooling	pooling	NOUN
futech-336	202	6	at	at	ADP
futech-336	202	7	the	the	DET
futech-336	202	8	network	network	NOUN
futech-336	202	9	's	's	PART
futech-336	202	10	end	end	NOUN
futech-336	202	11	,	,	PUNCT
futech-336	202	12	rather	rather	ADV
futech-336	202	13	than	than	ADP
futech-336	202	14	fully	fully	ADV
futech-336	202	15	connected	connected	ADJ
futech-336	202	16	layers	layer	NOUN
futech-336	202	17	,	,	PUNCT
futech-336	202	18	to	to	PART
futech-336	202	19	mitigate	mitigate	VERB
futech-336	202	20	overfitting	overfitting	NOUN
futech-336	202	21	and	and	CCONJ
futech-336	202	22	enhance	enhance	VERB
futech-336	202	23	the	the	DET
futech-336	202	24	model	model	NOUN
futech-336	202	25	's	's	PART
futech-336	202	26	capacity	capacity	NOUN
futech-336	202	27	for	for	ADP
futech-336	202	28	generalization	generalization	NOUN
futech-336	202	29	[	[	X
futech-336	202	30	24	24	NUM
futech-336	202	31	]	]	PUNCT
futech-336	202	32	.	.	PUNCT
futech-336	203	1	4	4	X
futech-336	203	2	.	.	NOUN
futech-336	203	3	results	result	NOUN
futech-336	203	4	and	and	CCONJ
futech-336	203	5	findings	finding	VERB
futech-336	203	6	a	a	DET
futech-336	203	7	hybrid	hybrid	ADJ
futech-336	203	8	approach	approach	NOUN
futech-336	203	9	integrating	integrate	VERB
futech-336	203	10	clahe	clahe	PROPN
futech-336	203	11	,	,	PUNCT
futech-336	203	12	cnn	cnn	PROPN
futech-336	203	13	,	,	PUNCT
futech-336	203	14	gan	gan	PROPN
futech-336	203	15	,	,	PUNCT
futech-336	203	16	and	and	CCONJ
futech-336	203	17	inception	inception	PROPN
futech-336	203	18	v3	v3	PROPN
futech-336	203	19	for	for	ADP
futech-336	203	20	liver	liver	NOUN
futech-336	203	21	tumor	tumor	NOUN
futech-336	203	22	classification	classification	NOUN
futech-336	203	23	is	be	AUX
futech-336	203	24	implemented	implement	VERB
futech-336	203	25	in	in	ADP
futech-336	203	26	python	python	NOUN
futech-336	203	27	using	use	VERB
futech-336	203	28	the	the	DET
futech-336	203	29	tcia	tcia	PROPN
futech-336	203	30	dataset	dataset	VERB
futech-336	203	31	.	.	PUNCT
futech-336	204	1	4.1	4.1	NUM
futech-336	204	2	dataset	dataset	ADJ
futech-336	204	3	description	description	NOUN
futech-336	204	4	the	the	DET
futech-336	204	5	liver	liver	NOUN
futech-336	204	6	tumor	tumor	NOUN
futech-336	204	7	collection	collection	NOUN
futech-336	204	8	is	be	AUX
futech-336	204	9	maintained	maintain	VERB
futech-336	204	10	by	by	ADP
futech-336	204	11	tcia	tcia	NOUN
futech-336	204	12	(	(	PUNCT
futech-336	204	13	the	the	DET
futech-336	204	14	cancer	cancer	NOUN
futech-336	204	15	imaging	imaging	NOUN
futech-336	204	16	archive	archive	NOUN
futech-336	204	17	)	)	PUNCT
futech-336	204	18	.	.	PUNCT
futech-336	205	1	it	it	PRON
futech-336	205	2	is	be	AUX
futech-336	205	3	a	a	DET
futech-336	205	4	database	database	NOUN
futech-336	205	5	of	of	ADP
futech-336	205	6	imaging	imaging	NOUN
futech-336	205	7	results	result	NOUN
futech-336	205	8	for	for	ADP
futech-336	205	9	liver	liver	NOUN
futech-336	205	10	cancer	cancer	NOUN
futech-336	205	11	,	,	PUNCT
futech-336	205	12	together	together	ADV
futech-336	205	13	with	with	ADP
futech-336	205	14	related	related	ADJ
futech-336	205	15	clinical	clinical	ADJ
futech-336	205	16	data	datum	NOUN
futech-336	205	17	.	.	PUNCT
futech-336	206	1	tcia	tcia	PROPN
futech-336	206	2	is	be	AUX
futech-336	206	3	a	a	DET
futech-336	206	4	sizable	sizable	ADJ
futech-336	206	5	collection	collection	NOUN
futech-336	206	6	of	of	ADP
futech-336	206	7	cancer	cancer	NOUN
futech-336	206	8	medical	medical	ADJ
futech-336	206	9	images	image	NOUN
futech-336	206	10	that	that	PRON
futech-336	206	11	are	be	AUX
futech-336	206	12	openly	openly	ADV
futech-336	206	13	accessible	accessible	ADJ
futech-336	206	14	.	.	PUNCT
futech-336	207	1	according	accord	VERB
futech-336	207	2	to	to	ADP
futech-336	207	3	a	a	DET
futech-336	207	4	common	common	ADJ
futech-336	207	5	illness	illness	NOUN
futech-336	207	6	picture	picture	NOUN
futech-336	207	7	modality	modality	NOUN
futech-336	207	8	or	or	CCONJ
futech-336	207	9	kind	kind	NOUN
futech-336	207	10	or	or	CCONJ
futech-336	207	11	study	study	VERB
futech-336	207	12	emphasis	emphasis	NOUN
futech-336	207	13	,	,	PUNCT
futech-336	207	14	the	the	DET
futech-336	207	15	imaging	imaging	NOUN
futech-336	207	16	data	datum	NOUN
futech-336	207	17	are	be	AUX
futech-336	207	18	arranged	arrange	VERB
futech-336	207	19	as	as	ADP
futech-336	207	20	"	"	PUNCT
futech-336	207	21	collections	collection	NOUN
futech-336	207	22	.	.	PUNCT
futech-336	207	23	"	"	PUNCT
futech-336	208	1	tcia	tcia	PROPN
futech-336	208	2	's	's	PART
futech-336	208	3	main	main	ADJ
futech-336	208	4	file	file	NOUN
futech-336	208	5	format	format	NOUN
futech-336	208	6	for	for	ADP
futech-336	208	7	radiological	radiological	ADJ
futech-336	208	8	imaging	imaging	NOUN
futech-336	208	9	is	be	AUX
futech-336	208	10	dicom	dicom	NOUN
futech-336	208	11	.	.	PUNCT
futech-336	209	1	the	the	DET
futech-336	209	2	provision	provision	NOUN
futech-336	209	3	of	of	ADP
futech-336	209	4	image	image	NOUN
futech-336	209	5	-	-	PUNCT
futech-336	209	6	related	relate	VERB
futech-336	209	7	supporting	support	VERB
futech-336	209	8	information	information	NOUN
futech-336	209	9	,	,	PUNCT
futech-336	209	10	such	such	ADJ
futech-336	209	11	as	as	ADP
futech-336	209	12	patient	patient	ADJ
futech-336	209	13	outcomes	outcome	NOUN
futech-336	209	14	,	,	PUNCT
futech-336	209	15	therapy	therapy	NOUN
futech-336	209	16	specifics	specific	NOUN
futech-336	209	17	,	,	PUNCT
futech-336	209	18	genomics	genomics	NOUN
futech-336	209	19	,	,	PUNCT
futech-336	209	20	and	and	CCONJ
futech-336	209	21	expert	expert	NOUN
futech-336	209	22	evaluations	evaluation	NOUN
futech-336	209	23	,	,	PUNCT
futech-336	209	24	is	be	AUX
futech-336	209	25	prioritized	prioritize	VERB
futech-336	209	26	.	.	PUNCT
futech-336	210	1	this	this	DET
futech-336	210	2	dataset	dataset	NOUN
futech-336	210	3	includes	include	VERB
futech-336	210	4	ct	ct	NUM
futech-336	210	5	imaging	image	VERB
futech-336	210	6	investigations	investigation	NOUN
futech-336	210	7	taken	take	VERB
futech-336	210	8	before	before	ADV
futech-336	210	9	and	and	CCONJ
futech-336	210	10	after	after	ADP
futech-336	210	11	tace	tace	NOUN
futech-336	210	12	in	in	ADP
futech-336	210	13	105	105	NUM
futech-336	210	14	confirmed	confirm	VERB
futech-336	210	15	hcc	hcc	PROPN
futech-336	210	16	patients	patient	NOUN
futech-336	210	17	.	.	PUNCT
futech-336	211	1	it	it	PRON
futech-336	211	2	contains	contain	VERB
futech-336	211	3	handselected	handselecte	VERB
futech-336	211	4	semi	semi	ADJ
futech-336	211	5	-	-	ADJ
futech-336	211	6	automated	automated	ADJ
futech-336	211	7	segmentations	segmentation	NOUN
futech-336	211	8	of	of	ADP
futech-336	211	9	the	the	DET
futech-336	211	10	liver	liver	NOUN
futech-336	211	11	,	,	PUNCT
futech-336	211	12	tumor	tumor	NOUN
futech-336	211	13	,	,	PUNCT
futech-336	211	14	and	and	CCONJ
futech-336	211	15	blood	blood	NOUN
futech-336	211	16	arteries	artery	NOUN
futech-336	211	17	.	.	PUNCT
futech-336	212	1	4.2	4.2	NUM
futech-336	212	2	performance	performance	NOUN
futech-336	212	3	analysis	analysis	NOUN
futech-336	212	4	the	the	DET
futech-336	212	5	hybrid	hybrid	ADJ
futech-336	212	6	model	model	NOUN
futech-336	212	7	suggested	suggest	VERB
futech-336	212	8	was	be	AUX
futech-336	212	9	assessed	assess	VERB
futech-336	212	10	through	through	ADP
futech-336	212	11	a	a	DET
futech-336	212	12	5fold	5fold	NUM
futech-336	212	13	cross	cross	NOUN
futech-336	212	14	-	-	NOUN
futech-336	212	15	validation	validation	NOUN
futech-336	212	16	and	and	CCONJ
futech-336	212	17	a	a	DET
futech-336	212	18	70:30	70:30	NUM
futech-336	212	19	train	train	NOUN
futech-336	212	20	-	-	PUNCT
futech-336	212	21	test	test	NOUN
futech-336	212	22	split	split	NOUN
futech-336	212	23	to	to	PART
futech-336	212	24	assess	assess	VERB
futech-336	212	25	the	the	DET
futech-336	212	26	robustness	robustness	NOUN
futech-336	212	27	and	and	CCONJ
futech-336	212	28	reliability	reliability	NOUN
futech-336	212	29	of	of	ADP
futech-336	212	30	the	the	DET
futech-336	212	31	performance	performance	NOUN
futech-336	212	32	assessment	assessment	NOUN
futech-336	212	33	methods	method	NOUN
futech-336	212	34	.	.	PUNCT
futech-336	213	1	final	final	ADJ
futech-336	213	2	metrics	metric	NOUN
futech-336	213	3	were	be	AUX
futech-336	213	4	averaged	average	VERB
futech-336	213	5	across	across	ADP
futech-336	213	6	the	the	DET
futech-336	213	7	folds	fold	NOUN
futech-336	213	8	during	during	ADP
futech-336	213	9	training	training	NOUN
futech-336	213	10	with	with	ADP
futech-336	213	11	cross	cross	NOUN
futech-336	213	12	-	-	NOUN
futech-336	213	13	validation	validation	ADJ
futech-336	213	14	,	,	PUNCT
futech-336	213	15	to	to	PART
futech-336	213	16	allow	allow	VERB
futech-336	213	17	consistency	consistency	NOUN
futech-336	213	18	with	with	ADP
futech-336	213	19	results	result	NOUN
futech-336	213	20	from	from	ADP
futech-336	213	21	the	the	DET
futech-336	213	22	independent	independent	ADJ
futech-336	213	23	test	test	NOUN
futech-336	213	24	set	set	VERB
futech-336	213	25	.	.	PUNCT
futech-336	214	1	table	table	NOUN
futech-336	214	2	1	1	NUM
futech-336	214	3	summarizes	summarize	NOUN
futech-336	214	4	the	the	DET
futech-336	214	5	performance	performance	NOUN
futech-336	214	6	comparison	comparison	NOUN
futech-336	214	7	.	.	PUNCT
futech-336	215	1	the	the	DET
futech-336	215	2	proposed	propose	VERB
futech-336	215	3	hybrid	hybrid	NOUN
futech-336	215	4	approach	approach	NOUN
futech-336	215	5	demonstrated	demonstrate	VERB
futech-336	215	6	superior	superior	ADJ
futech-336	215	7	performance	performance	NOUN
futech-336	215	8	across	across	ADP
futech-336	215	9	all	all	DET
futech-336	215	10	metrics	metric	NOUN
futech-336	215	11	,	,	PUNCT
futech-336	215	12	validating	validate	VERB
futech-336	215	13	its	its	PRON
futech-336	215	14	effectiveness	effectiveness	NOUN
futech-336	215	15	in	in	ADP
futech-336	215	16	liver	liver	NOUN
futech-336	215	17	tumor	tumor	NOUN
futech-336	215	18	detection	detection	NOUN
futech-336	215	19	.	.	PUNCT
futech-336	216	1	the	the	DET
futech-336	216	2	proposed	propose	VERB
futech-336	216	3	framework	framework	NOUN
futech-336	216	4	demonstrates	demonstrate	VERB
futech-336	216	5	notable	notable	ADJ
futech-336	216	6	improvements	improvement	NOUN
futech-336	216	7	in	in	ADP
futech-336	216	8	classification	classification	NOUN
futech-336	216	9	accuracy	accuracy	NOUN
futech-336	216	10	,	,	PUNCT
futech-336	216	11	sensitivity	sensitivity	NOUN
futech-336	216	12	,	,	PUNCT
futech-336	216	13	specificity	specificity	NOUN
futech-336	216	14	,	,	PUNCT
futech-336	216	15	and	and	CCONJ
futech-336	216	16	resilience	resilience	NOUN
futech-336	216	17	across	across	ADP
futech-336	216	18	various	various	ADJ
futech-336	216	19	imaging	imaging	NOUN
futech-336	216	20	settings	setting	NOUN
futech-336	216	21	when	when	SCONJ
futech-336	216	22	evaluated	evaluate	VERB
futech-336	216	23	on	on	ADP
futech-336	216	24	publicly	publicly	ADV
futech-336	216	25	accessible	accessible	ADJ
futech-336	216	26	liver	liver	NOUN
futech-336	216	27	imaging	imaging	NOUN
futech-336	216	28	datasets	dataset	NOUN
futech-336	216	29	[	[	X
futech-336	216	30	25	25	NUM
futech-336	216	31	]	]	PUNCT
futech-336	216	32	.	.	PUNCT
futech-336	217	1	accuracy	accuracy	NOUN
futech-336	217	2	:	:	PUNCT
futech-336	217	3	the	the	DET
futech-336	217	4	percentage	percentage	NOUN
futech-336	217	5	of	of	ADP
futech-336	217	6	cases	case	NOUN
futech-336	217	7	(	(	PUNCT
futech-336	217	8	both	both	CCONJ
futech-336	217	9	tumor	tumor	NOUN
futech-336	217	10	and	and	CCONJ
futech-336	217	11	nontumor	nontumor	NOUN
futech-336	217	12	)	)	PUNCT
futech-336	217	13	that	that	PRON
futech-336	217	14	were	be	AUX
futech-336	217	15	correctly	correctly	ADV
futech-336	217	16	categorized	categorize	VERB
futech-336	217	17	against	against	ADP
futech-336	217	18	the	the	DET
futech-336	217	19	total	total	ADJ
futech-336	217	20	number	number	NOUN
futech-336	217	21	of	of	ADP
futech-336	217	22	cases	case	NOUN
futech-336	217	23	.	.	PUNCT
futech-336	218	1	it	it	PRON
futech-336	218	2	shows	show	VERB
futech-336	218	3	the	the	DET
futech-336	218	4	model	model	NOUN
futech-336	218	5	's	's	PART
futech-336	218	6	overall	overall	ADJ
futech-336	218	7	performance	performance	NOUN
futech-336	218	8	;	;	PUNCT
futech-336	218	9	however	however	ADV
futech-336	218	10	,	,	PUNCT
futech-336	218	11	it	it	PRON
futech-336	218	12	might	might	AUX
futech-336	218	13	not	not	PART
futech-336	218	14	be	be	AUX
futech-336	218	15	enough	enough	ADJ
futech-336	218	16	when	when	SCONJ
futech-336	218	17	working	work	VERB
futech-336	218	18	with	with	ADP
futech-336	218	19	datasets	dataset	NOUN
futech-336	218	20	that	that	PRON
futech-336	218	21	are	be	AUX
futech-336	218	22	unbalanced	unbalanced	ADJ
futech-336	218	23	.	.	PUNCT
futech-336	219	1	(	(	PUNCT
futech-336	219	2	1	1	X
futech-336	219	3	)	)	PUNCT
futech-336	219	4	specificity	specificity	NOUN
futech-336	219	5	:	:	PUNCT
futech-336	219	6	the	the	DET
futech-336	219	7	proportion	proportion	NOUN
futech-336	219	8	of	of	ADP
futech-336	219	9	real	real	ADJ
futech-336	219	10	non	non	ADJ
futech-336	219	11	-	-	ADJ
futech-336	219	12	tumor	tumor	ADJ
futech-336	219	13	instances	instance	NOUN
futech-336	219	14	that	that	PRON
futech-336	219	15	were	be	AUX
futech-336	219	16	accurately	accurately	ADV
futech-336	219	17	classified	classify	VERB
futech-336	219	18	as	as	ADP
futech-336	219	19	such	such	ADJ
futech-336	219	20	.	.	PUNCT
futech-336	220	1	it	it	PRON
futech-336	220	2	assesses	assess	VERB
futech-336	220	3	the	the	DET
futech-336	220	4	model	model	NOUN
futech-336	220	5	's	's	PART
futech-336	220	6	capacity	capacity	NOUN
futech-336	220	7	to	to	PART
futech-336	220	8	prevent	prevent	VERB
futech-336	220	9	false	false	ADJ
futech-336	220	10	alarms	alarm	NOUN
futech-336	220	11	,	,	PUNCT
futech-336	220	12	which	which	PRON
futech-336	220	13	occur	occur	VERB
futech-336	220	14	when	when	SCONJ
futech-336	220	15	benign	benign	ADJ
futech-336	220	16	tissues	tissue	NOUN
futech-336	220	17	are	be	AUX
futech-336	220	18	mistakenly	mistakenly	ADV
futech-336	220	19	identified	identify	VERB
futech-336	220	20	as	as	ADP
futech-336	220	21	cancers	cancer	NOUN
futech-336	220	22	,	,	PUNCT
futech-336	220	23	especially	especially	ADV
futech-336	220	24	crucial	crucial	ADJ
futech-336	220	25	in	in	ADP
futech-336	220	26	medical	medical	ADJ
futech-336	220	27	diagnostics	diagnostic	NOUN
futech-336	220	28	to	to	PART
futech-336	220	29	minimize	minimize	VERB
futech-336	220	30	needless	needless	ADJ
futech-336	220	31	procedures	procedure	NOUN
futech-336	220	32	.	.	PUNCT
futech-336	221	1	(	(	PUNCT
futech-336	221	2	2	2	X
futech-336	221	3	)	)	PUNCT
futech-336	221	4	sensitivity	sensitivity	NOUN
futech-336	221	5	:	:	PUNCT
futech-336	221	6	the	the	DET
futech-336	221	7	proportion	proportion	NOUN
futech-336	221	8	of	of	ADP
futech-336	221	9	real	real	ADJ
futech-336	221	10	tumor	tumor	NOUN
futech-336	221	11	cases	case	NOUN
futech-336	221	12	that	that	PRON
futech-336	221	13	were	be	AUX
futech-336	221	14	accurately	accurately	ADV
futech-336	221	15	classified	classify	VERB
futech-336	221	16	as	as	ADP
futech-336	221	17	tumors	tumor	NOUN
futech-336	221	18	.	.	PUNCT
futech-336	222	1	it	it	PRON
futech-336	222	2	demonstrates	demonstrate	VERB
futech-336	222	3	the	the	DET
futech-336	222	4	model	model	NOUN
futech-336	222	5	's	's	PART
futech-336	222	6	accuracy	accuracy	NOUN
futech-336	222	7	in	in	ADP
futech-336	222	8	tumor	tumor	NOUN
futech-336	222	9	detection	detection	NOUN
futech-336	222	10	.	.	PUNCT
futech-336	223	1	early	early	ADJ
futech-336	223	2	diagnosis	diagnosis	NOUN
futech-336	223	3	and	and	CCONJ
futech-336	223	4	treatment	treatment	NOUN
futech-336	223	5	depend	depend	VERB
futech-336	223	6	on	on	ADP
futech-336	223	7	fewer	few	ADJ
futech-336	223	8	missed	miss	VERB
futech-336	223	9	instances	instance	NOUN
futech-336	223	10	,	,	PUNCT
futech-336	223	11	which	which	PRON
futech-336	223	12	is	be	AUX
futech-336	223	13	ensured	ensure	VERB
futech-336	223	14	by	by	ADP
futech-336	223	15	high	high	ADJ
futech-336	223	16	sensitivity	sensitivity	NOUN
futech-336	223	17	.	.	PUNCT
futech-336	224	1	sensitivity	sensitivity	NOUN
futech-336	224	2	=	=	PUNCT
futech-336	224	3	tp	tp	X
futech-336	224	4	tp+fn	tp+fn	X
futech-336	224	5	(	(	PUNCT
futech-336	224	6	3	3	NUM
futech-336	224	7	)	)	PUNCT
futech-336	224	8	priyah	priyah	NOUN
futech-336	224	9	.	.	PUNCT
futech-336	225	1	r	r	NOUN
futech-336	225	2	&	&	CCONJ
futech-336	225	3	s.	s.	PROPN
futech-336	225	4	kamalakkannan	kamalakkannan	PROPN
futech-336	225	5	/	/	SYM
futech-336	225	6	future	future	ADJ
futech-336	225	7	technology	technology	NOUN
futech-336	225	8	august	august	PROPN
futech-336	225	9	2025|	2025|	NUM
futech-336	225	10	volume	volume	NOUN
futech-336	225	11	04	04	NUM
futech-336	226	1	|	|	NOUN
futech-336	226	2	issue	issue	NOUN
futech-336	226	3	03	03	NUM
futech-336	227	1	|	|	ADV
futech-336	227	2	pages	page	VERB
futech-336	227	3	67	67	NUM
futech-336	227	4	-	-	SYM
futech-336	227	5	75	75	NUM
futech-336	227	6	72	72	NUM
futech-336	227	7	f1	f1	NOUN
futech-336	227	8	-	-	PUNCT
futech-336	227	9	score	score	NOUN
futech-336	227	10	:	:	PUNCT
futech-336	227	11	it	it	PRON
futech-336	227	12	balances	balance	VERB
futech-336	227	13	false	false	ADJ
futech-336	227	14	positives	positive	NOUN
futech-336	227	15	and	and	CCONJ
futech-336	227	16	false	false	ADJ
futech-336	227	17	negatives	negative	NOUN
futech-336	227	18	.	.	PUNCT
futech-336	228	1	when	when	SCONJ
futech-336	228	2	datasets	dataset	NOUN
futech-336	228	3	are	be	AUX
futech-336	228	4	unbalanced	unbalanced	ADJ
futech-336	228	5	and	and	CCONJ
futech-336	228	6	both	both	DET
futech-336	228	7	false	false	ADJ
futech-336	228	8	positives	positive	NOUN
futech-336	228	9	and	and	CCONJ
futech-336	228	10	false	false	ADJ
futech-336	228	11	negatives	negative	NOUN
futech-336	228	12	are	be	AUX
futech-336	228	13	significant	significant	ADJ
futech-336	228	14	,	,	PUNCT
futech-336	228	15	it	it	PRON
futech-336	228	16	can	can	AUX
futech-336	228	17	be	be	AUX
futech-336	228	18	helpful	helpful	ADJ
futech-336	228	19	.	.	PUNCT
futech-336	229	1	(	(	PUNCT
futech-336	229	2	4	4	X
futech-336	229	3	)	)	PUNCT
futech-336	229	4	w	w	ADP
futech-336	229	5	where	where	SCONJ
futech-336	229	6	(	(	PUNCT
futech-336	229	7	5	5	NUM
futech-336	229	8	)	)	PUNCT
futech-336	229	9	comparisons	comparison	NOUN
futech-336	229	10	were	be	AUX
futech-336	229	11	made	make	VERB
futech-336	229	12	between	between	ADP
futech-336	229	13	the	the	DET
futech-336	229	14	suggested	suggest	VERB
futech-336	229	15	hybrid	hybrid	ADJ
futech-336	229	16	approach	approach	NOUN
futech-336	229	17	and	and	CCONJ
futech-336	229	18	standalone	standalone	NOUN
futech-336	229	19	dl	dl	PROPN
futech-336	229	20	models	model	NOUN
futech-336	229	21	with	with	ADP
futech-336	229	22	and	and	CCONJ
futech-336	229	23	without	without	ADP
futech-336	229	24	clahe	clahe	PROPN
futech-336	229	25	.	.	PUNCT
futech-336	229	26	table	table	NOUN
futech-336	230	1	1	1	NUM
futech-336	230	2	.	.	PUNCT
futech-336	230	3	dl	dl	PROPN
futech-336	230	4	methods	method	NOUN
futech-336	230	5	vs	vs	ADP
futech-336	230	6	metrics(without	metrics(without	PROPN
futech-336	230	7	clahe	clahe	NOUN
futech-336	230	8	)	)	PUNCT
futech-336	230	9	methods	method	NOUN
futech-336	230	10	vs	vs	ADP
futech-336	230	11	measures	measure	NOUN
futech-336	230	12	accuracy	accuracy	NOUN
futech-336	230	13	(	(	PUNCT
futech-336	230	14	%	%	INTJ
futech-336	230	15	)	)	PUNCT
futech-336	230	16	specificity	specificity	NOUN
futech-336	230	17	(	(	PUNCT
futech-336	230	18	%	%	INTJ
futech-336	230	19	)	)	PUNCT
futech-336	230	20	sensitivity	sensitivity	NOUN
futech-336	230	21	(	(	PUNCT
futech-336	230	22	%	%	INTJ
futech-336	230	23	)	)	PUNCT
futech-336	230	24	f1score	f1score	NOUN
futech-336	230	25	(	(	PUNCT
futech-336	230	26	%	%	INTJ
futech-336	230	27	)	)	PUNCT
futech-336	230	28	cnn	cnn	PROPN
futech-336	231	1	inception	inception	PROPN
futech-336	231	2	v3	v3	PROPN
futech-336	231	3	86.7	86.7	NUM
futech-336	231	4	84.2	84.2	NUM
futech-336	231	5	87.6	87.6	NUM
futech-336	231	6	86.3	86.3	NUM
futech-336	231	7	rnn	rnn	VERB
futech-336	231	8	79.5	79.5	NUM
futech-336	231	9	77.6	77.6	NUM
futech-336	231	10	81.3	81.3	NUM
futech-336	231	11	80.4	80.4	NUM
futech-336	231	12	lstm	lstm	NOUN
futech-336	231	13	83.1	83.1	NUM
futech-336	231	14	81.2	81.2	NUM
futech-336	231	15	85.0	85.0	NUM
futech-336	231	16	83.5	83.5	NUM
futech-336	231	17	dbn	dbn	NOUN
futech-336	231	18	80.4	80.4	NUM
futech-336	231	19	78.8	78.8	NUM
futech-336	231	20	81.9	81.9	NUM
futech-336	231	21	81.1	81.1	NUM
futech-336	231	22	from	from	ADP
futech-336	231	23	table	table	NOUN
futech-336	231	24	1	1	NUM
futech-336	231	25	,	,	PUNCT
futech-336	231	26	it	it	PRON
futech-336	231	27	is	be	AUX
futech-336	231	28	clear	clear	ADJ
futech-336	231	29	that	that	SCONJ
futech-336	231	30	all	all	DET
futech-336	231	31	dl	dl	PROPN
futech-336	231	32	models	model	NOUN
futech-336	231	33	perform	perform	VERB
futech-336	231	34	lower	low	ADJ
futech-336	231	35	without	without	ADP
futech-336	231	36	clahe	clahe	NOUN
futech-336	231	37	,	,	PUNCT
futech-336	231	38	most	most	ADV
futech-336	231	39	likely	likely	ADJ
futech-336	231	40	because	because	SCONJ
futech-336	231	41	there	there	PRON
futech-336	231	42	is	be	VERB
futech-336	231	43	less	less	ADJ
futech-336	231	44	contrast	contrast	NOUN
futech-336	231	45	enhancement	enhancement	NOUN
futech-336	231	46	,	,	PUNCT
futech-336	231	47	making	make	VERB
futech-336	231	48	it	it	PRON
futech-336	231	49	more	more	ADV
futech-336	231	50	difficult	difficult	ADJ
futech-336	231	51	to	to	PART
futech-336	231	52	see	see	VERB
futech-336	231	53	faint	faint	ADJ
futech-336	231	54	tumor	tumor	NOUN
futech-336	231	55	characteristics	characteristic	NOUN
futech-336	231	56	in	in	ADP
futech-336	231	57	the	the	DET
futech-336	231	58	input	input	NOUN
futech-336	231	59	images	image	NOUN
futech-336	231	60	.	.	PUNCT
futech-336	232	1	it	it	PRON
futech-336	232	2	is	be	AUX
futech-336	232	3	evident	evident	ADJ
futech-336	232	4	from	from	ADP
futech-336	232	5	table	table	NOUN
futech-336	232	6	2	2	NUM
futech-336	232	7	that	that	PRON
futech-336	232	8	cnn	cnn	PROPN
futech-336	232	9	performs	perform	VERB
futech-336	232	10	better	well	ADJ
futech-336	232	11	than	than	ADP
futech-336	232	12	the	the	DET
futech-336	232	13	other	other	ADJ
futech-336	232	14	models	model	NOUN
futech-336	232	15	.	.	PUNCT
futech-336	233	1	with	with	ADP
futech-336	233	2	an	an	DET
futech-336	233	3	accuracy	accuracy	NOUN
futech-336	233	4	of	of	ADP
futech-336	233	5	93.9.3	93.9.3	NUM
futech-336	233	6	%	%	NOUN
futech-336	233	7	,	,	PUNCT
futech-336	233	8	sensitivity	sensitivity	NOUN
futech-336	233	9	of	of	ADP
futech-336	233	10	92.2	92.2	NUM
futech-336	233	11	%	%	NOUN
futech-336	233	12	,	,	PUNCT
futech-336	233	13	specificity	specificity	NOUN
futech-336	233	14	of	of	ADP
futech-336	233	15	94.5	94.5	NUM
futech-336	233	16	%	%	NOUN
futech-336	233	17	,	,	PUNCT
futech-336	233	18	and	and	CCONJ
futech-336	233	19	f1	f1	NOUN
futech-336	233	20	-	-	PUNCT
futech-336	233	21	score	score	NOUN
futech-336	233	22	of	of	ADP
futech-336	233	23	92.8	92.8	NUM
futech-336	233	24	,	,	PUNCT
futech-336	233	25	the	the	DET
futech-336	233	26	hybrid	hybrid	ADJ
futech-336	233	27	approach	approach	NOUN
futech-336	233	28	significantly	significantly	ADV
futech-336	233	29	outperformed	outperform	VERB
futech-336	233	30	solo	solo	NOUN
futech-336	233	31	approaches	approach	NOUN
futech-336	233	32	.	.	PUNCT
futech-336	234	1	the	the	DET
futech-336	234	2	integration	integration	NOUN
futech-336	234	3	of	of	ADP
futech-336	234	4	cnn	cnn	PROPN
futech-336	234	5	,	,	PUNCT
futech-336	234	6	clahe	clahe	PROPN
futech-336	234	7	,	,	PUNCT
futech-336	234	8	and	and	CCONJ
futech-336	234	9	inceptionv3	inceptionv3	NOUN
futech-336	234	10	contributed	contribute	VERB
futech-336	234	11	to	to	ADP
futech-336	234	12	improved	improved	ADJ
futech-336	234	13	detection	detection	NOUN
futech-336	234	14	and	and	CCONJ
futech-336	234	15	reduced	reduce	VERB
futech-336	234	16	false	false	ADJ
futech-336	234	17	positive	positive	ADJ
futech-336	234	18	rates	rate	NOUN
futech-336	234	19	.	.	PUNCT
futech-336	235	1	table	table	NOUN
futech-336	235	2	2	2	NUM
futech-336	235	3	dl	dl	PROPN
futech-336	235	4	methods	method	NOUN
futech-336	235	5	vs	vs	ADP
futech-336	235	6	metrics(with	metrics(with	PROPN
futech-336	235	7	clahe	clahe	NOUN
futech-336	235	8	)	)	PUNCT
futech-336	235	9	methods	method	NOUN
futech-336	235	10	vs	vs	ADP
futech-336	235	11	measures	measure	NOUN
futech-336	235	12	accuracy	accuracy	NOUN
futech-336	235	13	(	(	PUNCT
futech-336	235	14	%	%	INTJ
futech-336	235	15	)	)	PUNCT
futech-336	235	16	specificity	specificity	NOUN
futech-336	235	17	(	(	PUNCT
futech-336	235	18	%	%	INTJ
futech-336	235	19	)	)	PUNCT
futech-336	236	1	sensitivit	sensitivit	PROPN
futech-336	236	2	y	y	PROPN
futech-336	236	3	(	(	PUNCT
futech-336	236	4	%	%	INTJ
futech-336	236	5	)	)	PUNCT
futech-336	236	6	f1	f1	NOUN
futech-336	236	7	-	-	PUNCT
futech-336	236	8	score	score	NOUN
futech-336	236	9	(	(	PUNCT
futech-336	236	10	%	%	INTJ
futech-336	236	11	)	)	PUNCT
futech-336	236	12	cnn	cnn	PROPN
futech-336	236	13	inception	inception	PROPN
futech-336	236	14	v3	v3	PROPN
futech-336	236	15	93.9	93.9	NUM
futech-336	236	16	92.2	92.2	NUM
futech-336	236	17	94.7	94.7	NUM
futech-336	236	18	92.8	92.8	NUM
futech-336	236	19	rnn	rnn	VERB
futech-336	236	20	87.5	87.5	NUM
futech-336	236	21	83.5	83.5	NUM
futech-336	236	22	87.1	87.1	NUM
futech-336	236	23	86.3	86.3	NUM
futech-336	236	24	lstm	lstm	NOUN
futech-336	236	25	92.7	92.7	NUM
futech-336	236	26	88.6	88.6	NUM
futech-336	236	27	91.7	91.7	NUM
futech-336	236	28	90.9	90.9	NUM
futech-336	236	29	dbn	dbn	NOUN
futech-336	236	30	90.3	90.3	NUM
futech-336	236	31	86.2	86.2	NUM
futech-336	236	32	89.5	89.5	NUM
futech-336	236	33	88.3	88.3	NUM
futech-336	236	34	figure	figure	NOUN
futech-336	236	35	5	5	NUM
futech-336	236	36	shows	show	VERB
futech-336	236	37	the	the	DET
futech-336	236	38	accuracy	accuracy	NOUN
futech-336	236	39	(	(	PUNCT
futech-336	236	40	%	%	NOUN
futech-336	236	41	)	)	PUNCT
futech-336	236	42	of	of	ADP
futech-336	236	43	several	several	ADJ
futech-336	236	44	models	model	NOUN
futech-336	236	45	(	(	PUNCT
futech-336	236	46	cnn	cnn	PROPN
futech-336	236	47	-inception	-inception	PROPN
futech-336	236	48	v3	v3	PROPN
futech-336	236	49	,	,	PUNCT
futech-336	236	50	rnn	rnn	PROPN
futech-336	236	51	,	,	PUNCT
futech-336	236	52	lstm	lstm	NOUN
futech-336	236	53	,	,	PUNCT
futech-336	236	54	and	and	CCONJ
futech-336	236	55	dbn	dbn	PROPN
futech-336	236	56	)	)	PUNCT
futech-336	236	57	in	in	ADP
futech-336	236	58	detecting	detect	VERB
futech-336	236	59	liver	liver	ADJ
futech-336	236	60	tumors	tumor	NOUN
futech-336	236	61	with	with	ADP
futech-336	236	62	and	and	CCONJ
futech-336	236	63	without	without	ADP
futech-336	236	64	the	the	DET
futech-336	236	65	use	use	NOUN
futech-336	236	66	of	of	ADP
futech-336	236	67	clahe	clahe	NOUN
futech-336	236	68	for	for	ADP
futech-336	236	69	image	image	NOUN
futech-336	236	70	enhancement	enhancement	NOUN
futech-336	236	71	.	.	PUNCT
futech-336	237	1	after	after	ADP
futech-336	237	2	applying	apply	VERB
futech-336	237	3	clahe	clahe	NOUN
futech-336	237	4	,	,	PUNCT
futech-336	237	5	all	all	DET
futech-336	237	6	models	model	NOUN
futech-336	237	7	exhibit	exhibit	VERB
futech-336	237	8	a	a	DET
futech-336	237	9	notable	notable	ADJ
futech-336	237	10	increase	increase	NOUN
futech-336	237	11	in	in	ADP
futech-336	237	12	accuracy	accuracy	NOUN
futech-336	237	13	,	,	PUNCT
futech-336	237	14	as	as	SCONJ
futech-336	237	15	seen	see	VERB
futech-336	237	16	by	by	ADP
futech-336	237	17	the	the	DET
futech-336	237	18	larger	large	ADJ
futech-336	237	19	red	red	ADJ
futech-336	237	20	levels	level	NOUN
futech-336	237	21	relative	relative	ADJ
futech-336	237	22	to	to	ADP
futech-336	237	23	the	the	DET
futech-336	237	24	blue	blue	ADJ
futech-336	237	25	levels	level	NOUN
futech-336	237	26	.	.	PUNCT
futech-336	238	1	when	when	SCONJ
futech-336	238	2	compared	compare	VERB
futech-336	238	3	to	to	ADP
futech-336	238	4	the	the	DET
futech-336	238	5	other	other	ADJ
futech-336	238	6	models	model	NOUN
futech-336	238	7	,	,	PUNCT
futech-336	238	8	rnn	rnn	AUX
futech-336	238	9	exhibits	exhibit	VERB
futech-336	238	10	the	the	DET
futech-336	238	11	lowest	low	ADJ
futech-336	238	12	accuracy	accuracy	NOUN
futech-336	238	13	(	(	PUNCT
futech-336	238	14	79.5	79.5	NUM
futech-336	238	15	%	%	NOUN
futech-336	238	16	)	)	PUNCT
futech-336	238	17	without	without	ADP
futech-336	238	18	clahe	clahe	NOUN
futech-336	238	19	and	and	CCONJ
futech-336	238	20	a	a	DET
futech-336	238	21	slight	slight	ADJ
futech-336	238	22	improvement	improvement	NOUN
futech-336	238	23	(	(	PUNCT
futech-336	238	24	87.5	87.5	NUM
futech-336	238	25	%	%	NOUN
futech-336	238	26	)	)	PUNCT
futech-336	238	27	with	with	ADP
futech-336	238	28	clahe	clahe	PROPN
futech-336	238	29	.	.	PUNCT
futech-336	239	1	both	both	DET
futech-336	239	2	dbn	dbn	PROPN
futech-336	239	3	and	and	CCONJ
futech-336	239	4	lstm	lstm	NOUN
futech-336	239	5	exhibit	exhibit	VERB
futech-336	239	6	notable	notable	ADJ
futech-336	239	7	improvements	improvement	NOUN
futech-336	239	8	,	,	PUNCT
futech-336	239	9	with	with	ADP
futech-336	239	10	lstm	lstm	NOUN
futech-336	239	11	attaining	attain	VERB
futech-336	239	12	92.7	92.7	NUM
futech-336	239	13	%	%	NOUN
futech-336	239	14	accuracy	accuracy	NOUN
futech-336	239	15	with	with	ADP
futech-336	239	16	clahe	clahe	PROPN
futech-336	239	17	and	and	CCONJ
futech-336	239	18	dbn	dbn	PROPN
futech-336	239	19	reaching	reach	VERB
futech-336	239	20	90.3	90.3	NUM
futech-336	239	21	%	%	NOUN
futech-336	239	22	.	.	PUNCT
futech-336	240	1	figure	figure	NOUN
futech-336	240	2	6	6	NUM
futech-336	240	3	shows	show	VERB
futech-336	240	4	the	the	DET
futech-336	240	5	specificity	specificity	NOUN
futech-336	240	6	(	(	PUNCT
futech-336	240	7	%	%	NOUN
futech-336	240	8	)	)	PUNCT
futech-336	240	9	of	of	ADP
futech-336	240	10	several	several	ADJ
futech-336	240	11	liver	liver	NOUN
futech-336	240	12	tumor	tumor	NOUN
futech-336	240	13	detection	detection	NOUN
futech-336	240	14	models	model	NOUN
futech-336	240	15	(	(	PUNCT
futech-336	240	16	cnn	cnn	PROPN
futech-336	240	17	-inception	-inception	PROPN
futech-336	240	18	v3	v3	PROPN
futech-336	240	19	,	,	PUNCT
futech-336	240	20	rnn	rnn	PROPN
futech-336	240	21	,	,	PUNCT
futech-336	240	22	lstm	lstm	NOUN
futech-336	240	23	,	,	PUNCT
futech-336	240	24	and	and	CCONJ
futech-336	240	25	dbn	dbn	PROPN
futech-336	240	26	)	)	PUNCT
futech-336	240	27	with	with	ADP
futech-336	240	28	and	and	CCONJ
futech-336	240	29	without	without	ADP
futech-336	240	30	the	the	DET
futech-336	240	31	use	use	NOUN
futech-336	240	32	of	of	ADP
futech-336	240	33	(	(	PUNCT
futech-336	240	34	clahe	clahe	NOUN
futech-336	240	35	)	)	PUNCT
futech-336	240	36	for	for	ADP
futech-336	240	37	image	image	NOUN
futech-336	240	38	enhancement	enhancement	NOUN
futech-336	240	39	is	be	AUX
futech-336	240	40	displayed	display	VERB
futech-336	240	41	in	in	ADP
futech-336	240	42	figure	figure	NOUN
futech-336	240	43	6	6	NUM
futech-336	240	44	.	.	PUNCT
futech-336	241	1	applying	apply	VERB
futech-336	241	2	clahe	clahe	NOUN
futech-336	241	3	significantly	significantly	ADV
futech-336	241	4	improves	improve	VERB
futech-336	241	5	the	the	DET
futech-336	241	6	specificity	specificity	NOUN
futech-336	241	7	of	of	ADP
futech-336	241	8	all	all	DET
futech-336	241	9	models	model	NOUN
futech-336	241	10	.	.	PUNCT
futech-336	242	1	figure	figure	NOUN
futech-336	242	2	5	5	NUM
futech-336	242	3	.	.	PUNCT
futech-336	243	1	accuracyhybrid	accuracyhybrid	NOUN
futech-336	243	2	and	and	CCONJ
futech-336	243	3	standalone	standalone	NOUN
futech-336	243	4	dl	dl	PROPN
futech-336	243	5	methods	method	NOUN
futech-336	243	6	figure	figure	VERB
futech-336	243	7	6	6	NUM
futech-336	243	8	.	.	PUNCT
futech-336	244	1	specificityhybrid	specificityhybrid	NOUN
futech-336	244	2	and	and	CCONJ
futech-336	244	3	standalone	standalone	ADJ
futech-336	244	4	dl	dl	PROPN
futech-336	244	5	methods	method	NOUN
futech-336	244	6	because	because	SCONJ
futech-336	244	7	clahe	clahe	NOUN
futech-336	244	8	increases	increase	VERB
futech-336	244	9	visual	visual	ADJ
futech-336	244	10	contrast	contrast	NOUN
futech-336	244	11	,	,	PUNCT
futech-336	244	12	models	model	NOUN
futech-336	244	13	can	can	AUX
futech-336	244	14	more	more	ADV
futech-336	244	15	easily	easily	ADV
futech-336	244	16	discern	discern	VERB
futech-336	244	17	between	between	ADP
futech-336	244	18	tumor	tumor	NOUN
futech-336	244	19	and	and	CCONJ
futech-336	244	20	non	non	ADJ
futech-336	244	21	-	-	ADJ
futech-336	244	22	tumor	tumor	ADJ
futech-336	244	23	areas	area	NOUN
futech-336	244	24	.	.	PUNCT
futech-336	245	1	cnn	cnn	PROPN
futech-336	245	2	's	's	PART
futech-336	245	3	exceptional	exceptional	ADJ
futech-336	245	4	ability	ability	NOUN
futech-336	245	5	to	to	PART
futech-336	245	6	extract	extract	VERB
futech-336	245	7	spatial	spatial	ADJ
futech-336	245	8	characteristics	characteristic	NOUN
futech-336	245	9	and	and	CCONJ
futech-336	245	10	prevent	prevent	VERB
futech-336	245	11	false	false	ADJ
futech-336	245	12	positives	positive	NOUN
futech-336	245	13	is	be	AUX
futech-336	245	14	demonstrated	demonstrate	VERB
futech-336	245	15	by	by	ADP
futech-336	245	16	its	its	PRON
futech-336	245	17	maximum	maximum	ADJ
futech-336	245	18	specificity	specificity	NOUN
futech-336	245	19	with	with	ADP
futech-336	245	20	clahe	clahe	PROPN
futech-336	245	21	(	(	PUNCT
futech-336	245	22	92.2	92.2	NUM
futech-336	245	23	%	%	NOUN
futech-336	245	24	)	)	PUNCT
futech-336	245	25	.	.	PUNCT
futech-336	246	1	although	although	SCONJ
futech-336	246	2	specificity	specificity	NOUN
futech-336	246	3	is	be	AUX
futech-336	246	4	lower	low	ADJ
futech-336	246	5	(	(	PUNCT
futech-336	246	6	84.2	84.2	NUM
futech-336	246	7	%	%	NOUN
futech-336	246	8	)	)	PUNCT
futech-336	246	9	without	without	ADP
futech-336	246	10	clahe	clahe	PROPN
futech-336	246	11	,	,	PUNCT
futech-336	246	12	it	it	PRON
futech-336	246	13	is	be	AUX
futech-336	246	14	still	still	ADV
futech-336	246	15	superior	superior	ADJ
futech-336	246	16	to	to	ADP
futech-336	246	17	most	most	ADJ
futech-336	246	18	models	model	NOUN
futech-336	246	19	.	.	PUNCT
futech-336	247	1	rnn	rnn	PROPN
futech-336	247	2	has	have	VERB
futech-336	247	3	the	the	DET
futech-336	247	4	lowest	low	ADJ
futech-336	247	5	performance	performance	NOUN
futech-336	247	6	(	(	PUNCT
futech-336	247	7	77.6	77.6	NUM
futech-336	247	8	%	%	NOUN
futech-336	247	9	)	)	PUNCT
futech-336	247	10	of	of	ADP
futech-336	247	11	any	any	DET
futech-336	247	12	model	model	NOUN
futech-336	247	13	without	without	ADP
futech-336	247	14	clahe	clahe	PROPN
futech-336	247	15	.	.	PUNCT
futech-336	248	1	although	although	SCONJ
futech-336	248	2	it	it	PRON
futech-336	248	3	increases	increase	VERB
futech-336	248	4	to	to	ADP
futech-336	248	5	83.5	83.5	NUM
futech-336	248	6	%	%	NOUN
futech-336	248	7	with	with	ADP
futech-336	248	8	clahe	clahe	NOUN
futech-336	248	9	,	,	PUNCT
futech-336	248	10	it	it	PRON
futech-336	248	11	is	be	AUX
futech-336	248	12	still	still	ADV
futech-336	248	13	behind	behind	ADP
futech-336	248	14	cnn	cnn	PROPN
futech-336	248	15	-	-	PUNCT
futech-336	248	16	inception	inception	PROPN
futech-336	248	17	v3	v3	PROPN
futech-336	248	18	,	,	PUNCT
futech-336	248	19	lstm	lstm	NOUN
futech-336	248	20	,	,	PUNCT
futech-336	248	21	and	and	CCONJ
futech-336	248	22	dbn	dbn	PROPN
futech-336	248	23	.	.	PUNCT
futech-336	249	1	with	with	ADP
futech-336	249	2	clahe	clahe	PROPN
futech-336	249	3	,	,	PUNCT
futech-336	249	4	lstm	lstm	NOUN
futech-336	249	5	significantly	significantly	ADV
futech-336	249	6	improves	improve	VERB
futech-336	249	7	from	from	ADP
futech-336	249	8	81.2	81.2	NUM
futech-336	249	9	%	%	NOUN
futech-336	249	10	(	(	PUNCT
futech-336	249	11	without	without	ADP
futech-336	249	12	clahe	clahe	PROPN
futech-336	249	13	)	)	PUNCT
futech-336	249	14	to	to	ADP
futech-336	249	15	88.6	88.6	NUM
futech-336	249	16	%	%	NOUN
futech-336	249	17	.	.	PUNCT
futech-336	250	1	it	it	PRON
futech-336	250	2	can	can	AUX
futech-336	250	3	handle	handle	VERB
futech-336	250	4	improved	improve	VERB
futech-336	250	5	images	image	NOUN
futech-336	250	6	more	more	ADV
futech-336	250	7	efficiently	efficiently	ADV
futech-336	250	8	since	since	SCONJ
futech-336	250	9	it	it	PRON
futech-336	250	10	can	can	AUX
futech-336	250	11	process	process	VERB
futech-336	250	12	sequential	sequential	ADJ
futech-336	250	13	information	information	NOUN
futech-336	250	14	.	.	PUNCT
futech-336	251	1	dbn	dbn	PROPN
futech-336	251	2	increases	increase	VERB
futech-336	251	3	to	to	ADP
futech-336	251	4	86.2	86.2	NUM
futech-336	251	5	%	%	NOUN
futech-336	251	6	(	(	PUNCT
futech-336	251	7	with	with	ADP
futech-336	251	8	clahe	clahe	NOUN
futech-336	251	9	)	)	PUNCT
futech-336	251	10	from	from	ADP
futech-336	251	11	78.8	78.8	NUM
futech-336	251	12	%	%	NOUN
futech-336	251	13	(	(	PUNCT
futech-336	251	14	without	without	ADP
futech-336	251	15	)	)	PUNCT
futech-336	251	16	.	.	PUNCT
futech-336	252	1	despite	despite	SCONJ
futech-336	252	2	having	have	VERB
futech-336	252	3	a	a	DET
futech-336	252	4	simpler	simple	ADJ
futech-336	252	5	design	design	NOUN
futech-336	252	6	than	than	ADP
futech-336	252	7	cnn	cnn	PROPN
futech-336	252	8	,	,	PUNCT
futech-336	252	9	it	it	PRON
futech-336	252	10	still	still	ADV
futech-336	252	11	gains	gain	VERB
futech-336	252	12	a	a	DET
futech-336	252	13	lot	lot	NOUN
futech-336	252	14	from	from	ADP
futech-336	252	15	clahe	clahe	NOUN
futech-336	252	16	.	.	PUNCT
futech-336	253	1	both	both	PRON
futech-336	253	2	with	with	ADP
futech-336	253	3	and	and	CCONJ
futech-336	253	4	without	without	ADP
futech-336	253	5	clahe	clahe	PROPN
futech-336	253	6	,	,	PUNCT
futech-336	253	7	cnn	cnn	PROPN
futech-336	253	8	-inception	-inception	PROPN
futech-336	253	9	v3	v3	PROPN
futech-336	253	10	has	have	VERB
futech-336	253	11	the	the	DET
futech-336	253	12	maximum	maximum	ADJ
futech-336	253	13	specificity	specificity	NOUN
futech-336	253	14	,	,	PUNCT
futech-336	253	15	proving	prove	VERB
futech-336	253	16	its	its	PRON
futech-336	253	17	advantage	advantage	NOUN
futech-336	253	18	in	in	ADP
futech-336	253	19	precisely	precisely	ADV
futech-336	253	20	detecting	detect	VERB
futech-336	253	21	negative	negative	ADJ
futech-336	253	22	situations	situation	NOUN
futech-336	253	23	.	.	PUNCT
futech-336	254	1	figure	figure	NOUN
futech-336	254	2	7	7	NUM
futech-336	254	3	shows	show	VERB
futech-336	254	4	the	the	DET
futech-336	254	5	sensitivity	sensitivity	NOUN
futech-336	254	6	of	of	ADP
futech-336	254	7	many	many	ADJ
futech-336	254	8	dl	dl	PROPN
futech-336	254	9	models	model	NOUN
futech-336	254	10	(	(	PUNCT
futech-336	254	11	cnn	cnn	PROPN
futech-336	254	12	-inception	-inception	PROPN
futech-336	254	13	v3	v3	PROPN
futech-336	254	14	,	,	PUNCT
futech-336	254	15	rnn	rnn	PROPN
futech-336	254	16	,	,	PUNCT
futech-336	254	17	lstm	lstm	NOUN
futech-336	254	18	,	,	PUNCT
futech-336	254	19	and	and	CCONJ
futech-336	254	20	dbn	dbn	PROPN
futech-336	254	21	)	)	PUNCT
futech-336	254	22	with	with	ADP
futech-336	254	23	and	and	CCONJ
futech-336	254	24	without	without	ADP
futech-336	254	25	the	the	DET
futech-336	254	26	use	use	NOUN
futech-336	254	27	of	of	ADP
futech-336	254	28	clahe	clahe	PROPN
futech-336	254	29	.	.	PUNCT
futech-336	255	1	cnn	cnn	PROPN
futech-336	255	2	has	have	VERB
futech-336	255	3	a	a	DET
futech-336	255	4	sensitivity	sensitivity	NOUN
futech-336	255	5	of	of	ADP
futech-336	255	6	94.7	94.7	NUM
futech-336	255	7	%	%	NOUN
futech-336	255	8	with	with	ADP
futech-336	255	9	clahe	clahe	NOUN
futech-336	255	10	and	and	CCONJ
futech-336	255	11	87.6	87.6	NUM
futech-336	255	12	%	%	NOUN
futech-336	255	13	without	without	ADP
futech-336	255	14	it	it	PRON
futech-336	255	15	.	.	PUNCT
futech-336	256	1	with	with	ADP
futech-336	256	2	clahe	clahe	PROPN
futech-336	256	3	,	,	PUNCT
futech-336	256	4	sensitivity	sensitivity	NOUN
futech-336	256	5	rises	rise	VERB
futech-336	256	6	noticeably	noticeably	ADV
futech-336	256	7	.	.	PUNCT
futech-336	257	1	all	all	PRON
futech-336	257	2	of	of	ADP
futech-336	257	3	the	the	DET
futech-336	257	4	models	model	NOUN
futech-336	257	5	'	'	PART
futech-336	257	6	sensitivity	sensitivity	NOUN
futech-336	257	7	is	be	AUX
futech-336	257	8	increased	increase	VERB
futech-336	257	9	by	by	ADP
futech-336	257	10	using	use	VERB
futech-336	257	11	clahe	clahe	PROPN
futech-336	257	12	.	.	PUNCT
futech-336	258	1	for	for	ADP
futech-336	258	2	cnn	cnn	PROPN
futech-336	258	3	-inception	-inception	PROPN
futech-336	258	4	v3	v3	PROPN
futech-336	258	5	,	,	PUNCT
futech-336	258	6	the	the	DET
futech-336	258	7	improvement	improvement	NOUN
futech-336	258	8	is	be	AUX
futech-336	258	9	very	very	ADV
futech-336	258	10	noticeable	noticeable	ADJ
futech-336	258	11	.	.	PUNCT
futech-336	259	1	this	this	PRON
futech-336	259	2	implies	imply	VERB
futech-336	259	3	that	that	SCONJ
futech-336	259	4	clahe	clahe	PROPN
futech-336	259	5	preprocessing	preprocessing	NOUN
futech-336	259	6	improves	improve	VERB
futech-336	259	7	the	the	DET
futech-336	259	8	quality	quality	NOUN
futech-336	259	9	of	of	ADP
futech-336	259	10	input	input	NOUN
futech-336	259	11	data	datum	NOUN
futech-336	259	12	,	,	PUNCT
futech-336	259	13	which	which	PRON
futech-336	259	14	in	in	ADP
futech-336	259	15	turn	turn	NOUN
futech-336	259	16	helps	help	VERB
futech-336	259	17	dl	dl	PROPN
futech-336	259	18	models	model	NOUN
futech-336	259	19	perform	perform	VERB
futech-336	259	20	better	well	ADV
futech-336	259	21	.	.	PUNCT
futech-336	260	1	figure	figure	VERB
futech-336	260	2	8	8	NUM
futech-336	260	3	shows	show	VERB
futech-336	260	4	the	the	DET
futech-336	260	5	f1	f1	NOUN
futech-336	260	6	-	-	PUNCT
futech-336	260	7	score	score	NOUN
futech-336	260	8	(	(	PUNCT
futech-336	260	9	in	in	ADP
futech-336	260	10	%	%	NOUN
futech-336	260	11	)	)	PUNCT
futech-336	260	12	of	of	ADP
futech-336	260	13	dl	dl	PROPN
futech-336	260	14	models	model	NOUN
futech-336	260	15	like	like	ADP
futech-336	260	16	cnn	cnn	PROPN
futech-336	260	17	inception	inception	PROPN
futech-336	260	18	v3	v3	PROPN
futech-336	260	19	,	,	PUNCT
futech-336	260	20	rnn	rnn	PROPN
futech-336	260	21	,	,	PUNCT
futech-336	260	22	lstm	lstm	NOUN
futech-336	260	23	,	,	PUNCT
futech-336	260	24	and	and	CCONJ
futech-336	260	25	dbn	dbn	PROPN
futech-336	260	26	,	,	PUNCT
futech-336	260	27	which	which	PRON
futech-336	260	28	contrasts	contrast	VERB
futech-336	260	29	them	they	PRON
futech-336	260	30	in	in	ADP
futech-336	260	31	two	two	NUM
futech-336	260	32	scenarios	scenario	NOUN
futech-336	260	33	:	:	PUNCT
futech-336	260	34	one	one	NUM
futech-336	260	35	without	without	ADP
futech-336	260	36	clahe	clahe	NOUN
futech-336	260	37	and	and	CCONJ
futech-336	260	38	one	one	NUM
futech-336	260	39	with	with	ADP
futech-336	260	40	clahe	clahe	PROPN
futech-336	260	41	.	.	PUNCT
futech-336	261	1	cnn	cnn	PROPN
futech-336	261	2	demonstrates	demonstrate	VERB
futech-336	261	3	a	a	DET
futech-336	261	4	notable	notable	ADJ
futech-336	261	5	improvement	improvement	NOUN
futech-336	261	6	in	in	ADP
futech-336	261	7	f1score	f1score	NOUN
futech-336	261	8	of	of	ADP
futech-336	261	9	86.3	86.3	NUM
futech-336	261	10	%	%	NOUN
futech-336	261	11	without	without	ADP
futech-336	261	12	clahe	clahe	NOUN
futech-336	261	13	and	and	CCONJ
futech-336	261	14	92.8	92.8	NUM
futech-336	261	15	%	%	NOUN
futech-336	261	16	with	with	ADP
futech-336	261	17	clahe	clahe	PROPN
futech-336	261	18	.	.	PUNCT
futech-336	262	1	cnn	cnn	PROPN
futech-336	262	2	priyah	priyah	NOUN
futech-336	262	3	.	.	PUNCT
futech-336	263	1	r	r	NOUN
futech-336	263	2	&	&	CCONJ
futech-336	263	3	s.	s.	PROPN
futech-336	263	4	kamalakkannan	kamalakkannan	PROPN
futech-336	263	5	/	/	SYM
futech-336	263	6	future	future	ADJ
futech-336	263	7	technology	technology	NOUN
futech-336	263	8	august	august	PROPN
futech-336	263	9	2025|	2025|	NUM
futech-336	263	10	volume	volume	NOUN
futech-336	263	11	04	04	NUM
futech-336	264	1	|	|	NOUN
futech-336	264	2	issue	issue	NOUN
futech-336	264	3	03	03	NUM
futech-336	265	1	|	|	ADV
futech-336	265	2	pages	page	VERB
futech-336	265	3	67	67	NUM
futech-336	265	4	-	-	SYM
futech-336	265	5	75	75	NUM
futech-336	265	6	73	73	NUM
futech-336	265	7	and	and	CCONJ
futech-336	265	8	lstm	lstm	NOUN
futech-336	265	9	models	model	NOUN
futech-336	265	10	show	show	VERB
futech-336	265	11	the	the	DET
futech-336	265	12	highest	high	ADJ
futech-336	265	13	gain	gain	NOUN
futech-336	265	14	,	,	PUNCT
futech-336	265	15	indicating	indicate	VERB
futech-336	265	16	that	that	SCONJ
futech-336	265	17	clahe	clahe	PROPN
futech-336	265	18	improves	improve	VERB
futech-336	265	19	both	both	DET
futech-336	265	20	models	model	NOUN
futech-336	265	21	'	'	PART
futech-336	265	22	performance	performance	NOUN
futech-336	265	23	and	and	CCONJ
futech-336	265	24	data	datum	NOUN
futech-336	265	25	quality	quality	NOUN
futech-336	265	26	.	.	PUNCT
futech-336	266	1	this	this	PRON
futech-336	266	2	is	be	AUX
futech-336	266	3	consistent	consistent	ADJ
futech-336	266	4	with	with	ADP
futech-336	266	5	clahe	clahe	PROPN
futech-336	266	6	's	's	PART
futech-336	266	7	objective	objective	NOUN
futech-336	266	8	of	of	ADP
futech-336	266	9	enhancing	enhance	VERB
futech-336	266	10	feature	feature	NOUN
futech-336	266	11	clarity	clarity	NOUN
futech-336	266	12	for	for	ADP
futech-336	266	13	tasks	task	NOUN
futech-336	266	14	using	use	VERB
futech-336	266	15	images	image	NOUN
futech-336	266	16	or	or	CCONJ
futech-336	266	17	data	datum	NOUN
futech-336	266	18	.	.	PUNCT
futech-336	267	1	this	this	DET
futech-336	267	2	study	study	NOUN
futech-336	267	3	proposes	propose	VERB
futech-336	267	4	a	a	DET
futech-336	267	5	novel	novel	ADJ
futech-336	267	6	approach	approach	NOUN
futech-336	267	7	to	to	PART
futech-336	267	8	liver	liver	NOUN
futech-336	267	9	tumor	tumor	NOUN
futech-336	267	10	detection	detection	NOUN
futech-336	267	11	using	use	VERB
futech-336	267	12	a	a	DET
futech-336	267	13	hybrid	hybrid	ADJ
futech-336	267	14	framework	framework	NOUN
futech-336	267	15	that	that	PRON
futech-336	267	16	integrates	integrate	VERB
futech-336	267	17	task	task	NOUN
futech-336	267	18	-	-	PUNCT
futech-336	267	19	specific	specific	ADJ
futech-336	267	20	gans	gan	NOUN
futech-336	267	21	to	to	PART
futech-336	267	22	generate	generate	VERB
futech-336	267	23	realistic	realistic	ADJ
futech-336	267	24	tumor	tumor	NOUN
futech-336	267	25	patterns	pattern	NOUN
futech-336	267	26	with	with	ADP
futech-336	267	27	clahe	clahe	NOUN
futech-336	267	28	for	for	ADP
futech-336	267	29	contrast	contrast	NOUN
futech-336	267	30	enhancement	enhancement	NOUN
futech-336	267	31	of	of	ADP
futech-336	267	32	liver	liver	NOUN
futech-336	267	33	tumor	tumor	NOUN
futech-336	267	34	images	image	NOUN
futech-336	267	35	.	.	PUNCT
futech-336	268	1	transfer	transfer	NOUN
futech-336	268	2	learning	learning	NOUN
futech-336	268	3	uses	use	VERB
futech-336	268	4	inception	inception	PROPN
futech-336	268	5	v3	v3	PROPN
futech-336	268	6	,	,	PUNCT
futech-336	268	7	which	which	PRON
futech-336	268	8	is	be	AUX
futech-336	268	9	identified	identify	VERB
futech-336	268	10	as	as	ADP
futech-336	268	11	one	one	NUM
futech-336	268	12	of	of	ADP
futech-336	268	13	the	the	DET
futech-336	268	14	most	most	ADV
futech-336	268	15	effective	effective	ADJ
futech-336	268	16	models	model	NOUN
futech-336	268	17	for	for	ADP
futech-336	268	18	medical	medical	ADJ
futech-336	268	19	image	image	NOUN
futech-336	268	20	classification	classification	NOUN
futech-336	268	21	.	.	PUNCT
futech-336	269	1	rather	rather	ADV
futech-336	269	2	than	than	ADP
futech-336	269	3	relying	rely	VERB
futech-336	269	4	on	on	ADP
futech-336	269	5	existing	exist	VERB
futech-336	269	6	isolated	isolated	ADJ
futech-336	269	7	techniques	technique	NOUN
futech-336	269	8	,	,	PUNCT
futech-336	269	9	the	the	DET
futech-336	269	10	aforementioned	aforementioned	ADJ
futech-336	269	11	components	component	NOUN
futech-336	269	12	are	be	AUX
futech-336	269	13	integrated	integrate	VERB
futech-336	269	14	into	into	ADP
futech-336	269	15	an	an	DET
futech-336	269	16	optimized	optimize	VERB
futech-336	269	17	workflow	workflow	NOUN
futech-336	269	18	that	that	PRON
futech-336	269	19	respects	respect	VERB
futech-336	269	20	their	their	PRON
futech-336	269	21	interdependencies	interdependency	NOUN
futech-336	269	22	.	.	PUNCT
futech-336	270	1	the	the	DET
futech-336	270	2	combination	combination	NOUN
futech-336	270	3	of	of	ADP
futech-336	270	4	these	these	DET
futech-336	270	5	integrated	integrate	VERB
futech-336	270	6	elements	element	NOUN
futech-336	270	7	has	have	AUX
futech-336	270	8	led	lead	VERB
futech-336	270	9	to	to	ADP
futech-336	270	10	a	a	DET
futech-336	270	11	significant	significant	ADJ
futech-336	270	12	improvement	improvement	NOUN
futech-336	270	13	in	in	ADP
futech-336	270	14	accuracy	accuracy	NOUN
futech-336	270	15	,	,	PUNCT
futech-336	270	16	sensitivity	sensitivity	NOUN
futech-336	270	17	,	,	PUNCT
futech-336	270	18	and	and	CCONJ
futech-336	270	19	specificity	specificity	NOUN
futech-336	270	20	with	with	ADP
futech-336	270	21	regard	regard	NOUN
futech-336	270	22	to	to	ADP
futech-336	270	23	correctly	correctly	ADV
futech-336	270	24	identifying	identify	VERB
futech-336	270	25	liver	liver	NOUN
futech-336	270	26	tumors	tumor	NOUN
futech-336	270	27	.	.	PUNCT
futech-336	271	1	figure	figure	VERB
futech-336	271	2	7	7	NUM
futech-336	271	3	.	.	PUNCT
futech-336	271	4	sensitivityhybrid	sensitivityhybrid	VERB
futech-336	271	5	and	and	CCONJ
futech-336	271	6	standalone	standalone	ADJ
futech-336	271	7	dl	dl	PROPN
futech-336	271	8	methods	method	NOUN
futech-336	271	9	figure	figure	VERB
futech-336	271	10	8	8	NUM
futech-336	271	11	.	.	PUNCT
futech-336	272	1	f1	f1	NOUN
futech-336	272	2	-	-	PUNCT
futech-336	272	3	scorehybrid	scorehybrid	NOUN
futech-336	272	4	and	and	CCONJ
futech-336	272	5	standalone	standalone	ADJ
futech-336	272	6	dl	dl	PROPN
futech-336	272	7	methods	method	NOUN
futech-336	272	8	table	table	NOUN
futech-336	272	9	3	3	NUM
futech-336	272	10	presents	present	VERB
futech-336	272	11	a	a	DET
futech-336	272	12	comparison	comparison	NOUN
futech-336	272	13	table	table	NOUN
futech-336	272	14	that	that	PRON
futech-336	272	15	highlights	highlight	VERB
futech-336	272	16	the	the	DET
futech-336	272	17	positive	positive	ADJ
futech-336	272	18	aspects	aspect	NOUN
futech-336	272	19	and	and	CCONJ
futech-336	272	20	drawbacks	drawback	NOUN
futech-336	272	21	of	of	ADP
futech-336	272	22	the	the	DET
futech-336	272	23	suggested	suggest	VERB
futech-336	272	24	approach	approach	NOUN
futech-336	272	25	in	in	ADP
futech-336	272	26	contrast	contrast	NOUN
futech-336	272	27	to	to	ADP
futech-336	272	28	the	the	DET
futech-336	272	29	current	current	ADJ
futech-336	272	30	methods	method	NOUN
futech-336	272	31	.	.	PUNCT
futech-336	273	1	this	this	DET
futech-336	273	2	hybrid	hybrid	ADJ
futech-336	273	3	technique	technique	NOUN
futech-336	273	4	paves	pave	VERB
futech-336	273	5	the	the	DET
futech-336	273	6	path	path	NOUN
futech-336	273	7	for	for	ADP
futech-336	273	8	more	more	ADV
futech-336	273	9	efficient	efficient	ADJ
futech-336	273	10	and	and	CCONJ
futech-336	273	11	scalable	scalable	ADJ
futech-336	273	12	medical	medical	ADJ
futech-336	273	13	imaging	imaging	NOUN
futech-336	273	14	solutions	solution	NOUN
futech-336	273	15	by	by	ADP
futech-336	273	16	highlighting	highlight	VERB
futech-336	273	17	the	the	DET
futech-336	273	18	complementary	complementary	ADJ
futech-336	273	19	abilities	ability	NOUN
futech-336	273	20	of	of	ADP
futech-336	273	21	image	image	NOUN
futech-336	273	22	enhancement	enhancement	NOUN
futech-336	273	23	,	,	PUNCT
futech-336	273	24	feature	feature	NOUN
futech-336	273	25	extraction	extraction	NOUN
futech-336	273	26	,	,	PUNCT
futech-336	273	27	data	datum	NOUN
futech-336	273	28	augmentation	augmentation	NOUN
futech-336	273	29	,	,	PUNCT
futech-336	273	30	and	and	CCONJ
futech-336	273	31	transfer	transfer	VERB
futech-336	273	32	learning	learning	NOUN
futech-336	273	33	in	in	ADP
futech-336	273	34	addressing	address	VERB
futech-336	273	35	the	the	DET
futech-336	273	36	complexity	complexity	NOUN
futech-336	273	37	of	of	ADP
futech-336	273	38	liver	liver	NOUN
futech-336	273	39	tumor	tumor	NOUN
futech-336	273	40	identification	identification	NOUN
futech-336	273	41	.	.	PUNCT
futech-336	274	1	cnn	cnn	PROPN
futech-336	274	2	inception	inception	PROPN
futech-336	274	3	v3	v3	PROPN
futech-336	274	4	techniques	technique	NOUN
futech-336	274	5	have	have	AUX
futech-336	274	6	revolutionized	revolutionize	VERB
futech-336	274	7	the	the	DET
futech-336	274	8	detection	detection	NOUN
futech-336	274	9	of	of	ADP
futech-336	274	10	liver	liver	NOUN
futech-336	274	11	cancer	cancer	NOUN
futech-336	274	12	by	by	ADP
futech-336	274	13	providing	provide	VERB
futech-336	274	14	automated	automate	VERB
futech-336	274	15	,	,	PUNCT
futech-336	274	16	high	high	ADJ
futech-336	274	17	-	-	PUNCT
futech-336	274	18	accuracy	accuracy	NOUN
futech-336	274	19	lesion	lesion	NOUN
futech-336	274	20	detection	detection	NOUN
futech-336	274	21	,	,	PUNCT
futech-336	274	22	categorization	categorization	NOUN
futech-336	274	23	,	,	PUNCT
futech-336	274	24	and	and	CCONJ
futech-336	274	25	segmentation	segmentation	NOUN
futech-336	274	26	solutions	solution	NOUN
futech-336	274	27	.	.	PUNCT
futech-336	275	1	cnn	cnn	PROPN
futech-336	275	2	inception	inception	PROPN
futech-336	275	3	v3	v3	PROPN
futech-336	275	4	will	will	AUX
futech-336	275	5	remain	remain	VERB
futech-336	275	6	essential	essential	ADJ
futech-336	275	7	in	in	ADP
futech-336	275	8	enhancing	enhance	VERB
futech-336	275	9	liver	liver	NOUN
futech-336	275	10	cancer	cancer	NOUN
futech-336	275	11	detection	detection	NOUN
futech-336	275	12	and	and	CCONJ
futech-336	275	13	improving	improve	VERB
futech-336	275	14	patient	patient	ADJ
futech-336	275	15	outcomes	outcome	NOUN
futech-336	275	16	as	as	ADP
futech-336	275	17	artificial	artificial	ADJ
futech-336	275	18	intelligence	intelligence	NOUN
futech-336	275	19	and	and	CCONJ
futech-336	275	20	computing	computing	NOUN
futech-336	275	21	power	power	NOUN
futech-336	275	22	continue	continue	VERB
futech-336	275	23	to	to	PART
futech-336	275	24	advance	advance	VERB
futech-336	275	25	.	.	PUNCT
futech-336	276	1	table	table	NOUN
futech-336	276	2	3	3	NUM
futech-336	276	3	.	.	PUNCT
futech-336	276	4	strengths	strength	NOUN
futech-336	276	5	and	and	CCONJ
futech-336	276	6	limitations	limitation	NOUN
futech-336	276	7	of	of	ADP
futech-336	276	8	the	the	DET
futech-336	276	9	proposed	propose	VERB
futech-336	276	10	method	method	NOUN
futech-336	276	11	compared	compare	VERB
futech-336	276	12	to	to	ADP
futech-336	276	13	existing	exist	VERB
futech-336	276	14	methods	method	NOUN
futech-336	276	15	method	method	NOUN
futech-336	276	16	strengths	strength	NOUN
futech-336	276	17	limitations	limitation	NOUN
futech-336	276	18	proposed	propose	VERB
futech-336	276	19	hybrid	hybrid	NOUN
futech-336	276	20	(	(	PUNCT
futech-336	276	21	clahe	clahe	NOUN
futech-336	276	22	+	+	CCONJ
futech-336	276	23	gan	gan	ADJ
futech-336	276	24	+	+	CCONJ
futech-336	276	25	inception	inception	PROPN
futech-336	276	26	v3	v3	PROPN
futech-336	276	27	)	)	PUNCT
futech-336	276	28	improves	improve	VERB
futech-336	276	29	image	image	NOUN
futech-336	276	30	contrast	contrast	NOUN
futech-336	276	31	with	with	ADP
futech-336	276	32	clahe	clahe	NOUN
futech-336	276	33	,	,	PUNCT
futech-336	276	34	enhancing	enhance	VERB
futech-336	276	35	tumor	tumor	NOUN
futech-336	276	36	visibility.taskspecific	visibility.taskspecific	PROPN
futech-336	276	37	gan	gan	PROPN
futech-336	276	38	generates	generate	VERB
futech-336	276	39	realistic	realistic	ADJ
futech-336	276	40	,	,	PUNCT
futech-336	276	41	tumor	tumor	NOUN
futech-336	276	42	-	-	PUNCT
futech-336	276	43	like	like	ADJ
futech-336	276	44	images.inception	images.inception	NOUN
futech-336	276	45	v3	v3	PROPN
futech-336	277	1	efficiently	efficiently	ADV
futech-336	277	2	handles	handle	VERB
futech-336	277	3	fine	fine	ADV
futech-336	277	4	-	-	PUNCT
futech-336	277	5	grained	grain	VERB
futech-336	277	6	features	feature	NOUN
futech-336	277	7	with	with	ADP
futech-336	277	8	transfer	transfer	NOUN
futech-336	277	9	learning.integrated	learning.integrate	VERB
futech-336	277	10	,	,	PUNCT
futech-336	277	11	cohesive	cohesive	ADJ
futech-336	277	12	workflow	workflow	NOUN
futech-336	277	13	improves	improve	VERB
futech-336	277	14	accuracy	accuracy	NOUN
futech-336	277	15	and	and	CCONJ
futech-336	277	16	consistency	consistency	NOUN
futech-336	277	17	.	.	PUNCT
futech-336	278	1	computationally	computationally	ADV
futech-336	278	2	intensive	intensive	ADJ
futech-336	278	3	due	due	ADP
futech-336	278	4	to	to	ADP
futech-336	278	5	multi	multi	ADJ
futech-336	278	6	-	-	ADJ
futech-336	278	7	step	step	ADJ
futech-336	278	8	processing.requires	processing.require	NOUN
futech-336	278	9	careful	careful	ADJ
futech-336	278	10	hyperparameter	hyperparameter	NOUN
futech-336	278	11	tuning	tune	VERB
futech-336	278	12	for	for	ADP
futech-336	278	13	gan	gan	NOUN
futech-336	278	14	and	and	CCONJ
futech-336	278	15	clahe	clahe	PROPN
futech-336	278	16	settings.still	settings.still	NUM
futech-336	278	17	dependent	dependent	ADJ
futech-336	278	18	on	on	ADP
futech-336	278	19	availability	availability	NOUN
futech-336	278	20	of	of	ADP
futech-336	278	21	quality	quality	NOUN
futech-336	278	22	annotated	annotate	VERB
futech-336	278	23	baseline	baseline	NOUN
futech-336	278	24	images	image	NOUN
futech-336	278	25	for	for	ADP
futech-336	278	26	gan	gan	ADJ
futech-336	278	27	training	training	NOUN
futech-336	278	28	.	.	PUNCT
futech-336	279	1	cnn	cnn	PROPN
futech-336	279	2	-	-	PUNCT
futech-336	279	3	based	base	VERB
futech-336	279	4	methods	method	NOUN
futech-336	279	5	learns	learn	VERB
futech-336	279	6	hierarchical	hierarchical	ADJ
futech-336	279	7	image	image	NOUN
futech-336	279	8	features	feature	VERB
futech-336	279	9	directly	directly	ADV
futech-336	279	10	from	from	ADP
futech-336	279	11	data.flexible	data.flexible	ADJ
futech-336	279	12	architecture	architecture	NOUN
futech-336	279	13	customization	customization	NOUN
futech-336	279	14	.	.	PUNCT
futech-336	280	1	requires	require	VERB
futech-336	280	2	large	large	ADJ
futech-336	280	3	annotated	annotated	ADJ
futech-336	280	4	datasets.prone	datasets.prone	NOUN
futech-336	280	5	to	to	ADP
futech-336	280	6	overfitting	overfitte	VERB
futech-336	280	7	on	on	ADP
futech-336	280	8	small	small	ADJ
futech-336	280	9	datasets.poor	datasets.poor	ADJ
futech-336	280	10	generalization	generalization	NOUN
futech-336	280	11	without	without	ADP
futech-336	280	12	data	datum	NOUN
futech-336	280	13	augmentation	augmentation	NOUN
futech-336	280	14	.	.	PUNCT
futech-336	281	1	cnn	cnn	PROPN
futech-336	282	1	+	+	CCONJ
futech-336	282	2	tl	tl	PROPN
futech-336	282	3	utilizes	utilize	VERB
futech-336	282	4	pre	pre	ADJ
futech-336	282	5	-	-	ADJ
futech-336	282	6	trained	train	VERB
futech-336	282	7	models	model	NOUN
futech-336	282	8	,	,	PUNCT
futech-336	282	9	reducing	reduce	VERB
futech-336	282	10	training	training	NOUN
futech-336	282	11	time	time	NOUN
futech-336	282	12	and	and	CCONJ
futech-336	282	13	data	datum	NOUN
futech-336	282	14	requirements	requirement	NOUN
futech-336	282	15	.	.	PUNCT
futech-336	283	1	improved	improve	VERB
futech-336	283	2	feature	feature	NOUN
futech-336	283	3	extraction	extraction	NOUN
futech-336	283	4	from	from	ADP
futech-336	283	5	medical	medical	ADJ
futech-336	283	6	images	image	NOUN
futech-336	283	7	.	.	PUNCT
futech-336	284	1	limited	limit	VERB
futech-336	284	2	to	to	ADP
futech-336	284	3	features	feature	NOUN
futech-336	284	4	learned	learn	VERB
futech-336	284	5	from	from	ADP
futech-336	284	6	nonmedical	nonmedical	ADJ
futech-336	284	7	(	(	PUNCT
futech-336	284	8	generic	generic	ADJ
futech-336	284	9	)	)	PUNCT
futech-336	284	10	images.may	images.may	PUNCT
futech-336	284	11	not	not	PART
futech-336	284	12	capture	capture	VERB
futech-336	284	13	fine	fine	ADV
futech-336	284	14	-	-	PUNCT
futech-336	284	15	grained	grain	VERB
futech-336	284	16	tumor	tumor	NOUN
futech-336	284	17	-	-	PUNCT
futech-336	284	18	specific	specific	ADJ
futech-336	284	19	patterns	pattern	NOUN
futech-336	284	20	effectively	effectively	ADV
futech-336	284	21	.	.	PUNCT
futech-336	285	1	cnn	cnn	PROPN
futech-336	285	2	+	+	CCONJ
futech-336	285	3	gan	gan	PROPN
futech-336	285	4	addresses	address	NOUN
futech-336	285	5	data	data	VERB
futech-336	285	6	scarcity	scarcity	NOUN
futech-336	285	7	by	by	ADP
futech-336	285	8	generating	generate	VERB
futech-336	285	9	synthetic	synthetic	ADJ
futech-336	285	10	images	image	NOUN
futech-336	285	11	.	.	PUNCT
futech-336	286	1	enhances	enhance	VERB
futech-336	286	2	model	model	NOUN
futech-336	286	3	robustness	robustness	NOUN
futech-336	286	4	with	with	ADP
futech-336	286	5	diverse	diverse	ADJ
futech-336	286	6	training	training	NOUN
futech-336	286	7	data	datum	NOUN
futech-336	286	8	.	.	PUNCT
futech-336	287	1	gans	gan	NOUN
futech-336	287	2	may	may	AUX
futech-336	287	3	produce	produce	VERB
futech-336	287	4	unrealistic	unrealistic	ADJ
futech-336	287	5	or	or	CCONJ
futech-336	287	6	noisy	noisy	ADJ
futech-336	287	7	images	image	NOUN
futech-336	287	8	without	without	ADP
futech-336	287	9	careful	careful	ADJ
futech-336	287	10	tuning.often	tuning.often	NUM
futech-336	287	11	lacks	lack	NOUN
futech-336	287	12	tailored	tailor	VERB
futech-336	287	13	tumor	tumor	NOUN
futech-336	287	14	-	-	PUNCT
futech-336	287	15	specific	specific	ADJ
futech-336	287	16	image	image	NOUN
futech-336	287	17	characteristics	characteristic	NOUN
futech-336	287	18	.	.	PUNCT
futech-336	288	1	priyah	priyah	NOUN
futech-336	288	2	.	.	PUNCT
futech-336	289	1	r	r	NOUN
futech-336	289	2	&	&	CCONJ
futech-336	289	3	s.	s.	PROPN
futech-336	289	4	kamalakkannan	kamalakkannan	PROPN
futech-336	289	5	/	/	SYM
futech-336	289	6	future	future	ADJ
futech-336	289	7	technology	technology	NOUN
futech-336	289	8	august	august	PROPN
futech-336	289	9	2025|	2025|	NUM
futech-336	289	10	volume	volume	NOUN
futech-336	289	11	04	04	NUM
futech-336	290	1	|	|	NOUN
futech-336	290	2	issue	issue	NOUN
futech-336	290	3	03	03	NUM
futech-336	291	1	|	|	ADV
futech-336	291	2	pages	page	VERB
futech-336	291	3	67	67	NUM
futech-336	291	4	-	-	SYM
futech-336	291	5	75	75	NUM
futech-336	291	6	74	74	NUM
futech-336	291	7	overfitting	overfitting	NOUN
futech-336	291	8	,	,	PUNCT
futech-336	291	9	a	a	DET
futech-336	291	10	common	common	ADJ
futech-336	291	11	machine	machine	NOUN
futech-336	291	12	learning	learn	VERB
futech-336	291	13	issue	issue	NOUN
futech-336	291	14	where	where	SCONJ
futech-336	291	15	models	model	NOUN
futech-336	291	16	trained	train	VERB
futech-336	291	17	on	on	ADP
futech-336	291	18	sparse	sparse	ADJ
futech-336	291	19	data	datum	NOUN
futech-336	291	20	perform	perform	VERB
futech-336	291	21	well	well	ADV
futech-336	291	22	on	on	ADP
futech-336	291	23	training	training	NOUN
futech-336	291	24	data	datum	NOUN
futech-336	291	25	but	but	CCONJ
futech-336	291	26	poorly	poorly	ADV
futech-336	291	27	on	on	ADP
futech-336	291	28	unknown	unknown	ADJ
futech-336	291	29	data	datum	NOUN
futech-336	291	30	,	,	PUNCT
futech-336	291	31	is	be	AUX
futech-336	291	32	what	what	PRON
futech-336	291	33	data	datum	NOUN
futech-336	291	34	augmentation	augmentation	NOUN
futech-336	291	35	attempts	attempt	VERB
futech-336	291	36	to	to	PART
futech-336	291	37	minimize	minimize	VERB
futech-336	291	38	.	.	PUNCT
futech-336	292	1	clahe	clahe	PROPN
futech-336	292	2	greatly	greatly	ADV
futech-336	292	3	improves	improve	VERB
futech-336	292	4	contrast	contrast	NOUN
futech-336	292	5	and	and	CCONJ
futech-336	292	6	the	the	DET
futech-336	292	7	identification	identification	NOUN
futech-336	292	8	of	of	ADP
futech-336	292	9	critical	critical	ADJ
futech-336	292	10	traits	trait	NOUN
futech-336	292	11	in	in	ADP
futech-336	292	12	every	every	DET
futech-336	292	13	model	model	NOUN
futech-336	292	14	,	,	PUNCT
futech-336	292	15	resulting	result	VERB
futech-336	292	16	in	in	ADP
futech-336	292	17	better	well	ADJ
futech-336	292	18	outcomes	outcome	NOUN
futech-336	292	19	across	across	ADP
futech-336	292	20	every	every	DET
futech-336	292	21	metric	metric	NOUN
futech-336	292	22	.	.	PUNCT
futech-336	293	1	cnn	cnn	PROPN
futech-336	293	2	-	-	PUNCT
futech-336	293	3	inception	inception	PROPN
futech-336	293	4	v3	v3	PROPN
futech-336	293	5	outperforms	outperform	NOUN
futech-336	293	6	in	in	ADP
futech-336	293	7	all	all	DET
futech-336	293	8	statistics	statistic	NOUN
futech-336	293	9	due	due	ADP
futech-336	293	10	to	to	ADP
futech-336	293	11	its	its	PRON
futech-336	293	12	superior	superior	ADJ
futech-336	293	13	spatial	spatial	ADJ
futech-336	293	14	feature	feature	NOUN
futech-336	293	15	extraction	extraction	NOUN
futech-336	293	16	capabilities	capability	NOUN
futech-336	293	17	.	.	PUNCT
futech-336	294	1	because	because	SCONJ
futech-336	294	2	of	of	ADP
futech-336	294	3	its	its	PRON
futech-336	294	4	picture	picture	NOUN
futech-336	294	5	data	datum	NOUN
futech-336	294	6	optimization	optimization	NOUN
futech-336	294	7	,	,	PUNCT
futech-336	294	8	cnn	cnn	PROPN
futech-336	294	9	routinely	routinely	ADV
futech-336	294	10	outperforms	outperform	VERB
futech-336	294	11	rnn	rnn	PROPN
futech-336	294	12	,	,	PUNCT
futech-336	294	13	lstm	lstm	NOUN
futech-336	294	14	,	,	PUNCT
futech-336	294	15	and	and	CCONJ
futech-336	294	16	dbn	dbn	PROPN
futech-336	294	17	.	.	PUNCT
futech-336	295	1	because	because	SCONJ
futech-336	295	2	it	it	PRON
futech-336	295	3	can	can	AUX
futech-336	295	4	handle	handle	VERB
futech-336	295	5	long	long	ADJ
futech-336	295	6	-	-	PUNCT
futech-336	295	7	term	term	NOUN
futech-336	295	8	dependencies	dependency	NOUN
futech-336	295	9	,	,	PUNCT
futech-336	295	10	lstm	lstm	NOUN
futech-336	295	11	beats	beat	VERB
futech-336	295	12	rnn	rnn	VERB
futech-336	295	13	and	and	CCONJ
futech-336	295	14	might	might	AUX
futech-336	295	15	be	be	AUX
futech-336	295	16	beneficial	beneficial	ADJ
futech-336	295	17	for	for	ADP
futech-336	295	18	processing	process	VERB
futech-336	295	19	sequential	sequential	ADJ
futech-336	295	20	image	image	NOUN
futech-336	295	21	data	datum	NOUN
futech-336	295	22	.	.	PUNCT
futech-336	296	1	because	because	SCONJ
futech-336	296	2	of	of	ADP
futech-336	296	3	its	its	PRON
futech-336	296	4	simplistic	simplistic	ADJ
futech-336	296	5	design	design	NOUN
futech-336	296	6	and	and	CCONJ
futech-336	296	7	lack	lack	NOUN
futech-336	296	8	of	of	ADP
futech-336	296	9	complicated	complicated	ADJ
futech-336	296	10	sequential	sequential	ADJ
futech-336	296	11	or	or	CCONJ
futech-336	296	12	spatial	spatial	ADJ
futech-336	296	13	feature	feature	NOUN
futech-336	296	14	training	training	NOUN
futech-336	296	15	capabilities	capability	NOUN
futech-336	296	16	,	,	PUNCT
futech-336	296	17	dbn	dbn	PROPN
futech-336	296	18	performs	perform	VERB
futech-336	296	19	just	just	ADV
futech-336	296	20	marginally	marginally	ADV
futech-336	296	21	higher	high	ADJ
futech-336	296	22	than	than	ADP
futech-336	296	23	cnninception	cnninception	NOUN
futech-336	296	24	v3	v3	PROPN
futech-336	296	25	.	.	PUNCT
futech-336	297	1	a	a	DET
futech-336	297	2	revolutionary	revolutionary	ADJ
futech-336	297	3	method	method	NOUN
futech-336	297	4	for	for	ADP
futech-336	297	5	detecting	detect	VERB
futech-336	297	6	liver	liver	NOUN
futech-336	297	7	cancer	cancer	NOUN
futech-336	297	8	,	,	PUNCT
futech-336	297	9	transfer	transfer	NOUN
futech-336	297	10	learning	learning	NOUN
futech-336	297	11	tackles	tackle	VERB
futech-336	297	12	important	important	ADJ
futech-336	297	13	issues	issue	NOUN
futech-336	297	14	in	in	ADP
futech-336	297	15	medical	medical	ADJ
futech-336	297	16	imaging	imaging	NOUN
futech-336	297	17	such	such	ADJ
futech-336	297	18	as	as	ADP
futech-336	297	19	data	datum	NOUN
futech-336	297	20	variability	variability	NOUN
futech-336	297	21	and	and	CCONJ
futech-336	297	22	shortage	shortage	NOUN
futech-336	297	23	.	.	PUNCT
futech-336	298	1	better	well	ADJ
futech-336	298	2	patient	patient	ADJ
futech-336	298	3	care	care	NOUN
futech-336	298	4	is	be	AUX
futech-336	298	5	made	make	VERB
futech-336	298	6	possible	possible	ADJ
futech-336	298	7	by	by	ADP
futech-336	298	8	using	use	VERB
futech-336	298	9	pre	pre	ADJ
futech-336	298	10	-	-	ADJ
futech-336	298	11	trained	train	VERB
futech-336	298	12	models	model	NOUN
futech-336	298	13	to	to	PART
futech-336	298	14	enable	enable	VERB
futech-336	298	15	quicker	quick	ADV
futech-336	298	16	and	and	CCONJ
futech-336	298	17	more	more	ADV
futech-336	298	18	accurate	accurate	ADJ
futech-336	298	19	diagnosis	diagnosis	NOUN
futech-336	298	20	.	.	PUNCT
futech-336	299	1	the	the	DET
futech-336	299	2	outcomes	outcome	NOUN
futech-336	299	3	validated	validate	VERB
futech-336	299	4	inception	inception	ADJ
futech-336	299	5	v3	v3	PROPN
futech-336	299	6	high	high	ADJ
futech-336	299	7	liver	liver	NOUN
futech-336	299	8	/	/	SYM
futech-336	299	9	tumor	tumor	NOUN
futech-336	299	10	segmentation	segmentation	NOUN
futech-336	299	11	precision	precision	NOUN
futech-336	299	12	,	,	PUNCT
futech-336	299	13	which	which	PRON
futech-336	299	14	would	would	AUX
futech-336	299	15	be	be	AUX
futech-336	299	16	helpful	helpful	ADJ
futech-336	299	17	for	for	SCONJ
futech-336	299	18	physicians	physician	NOUN
futech-336	299	19	to	to	PART
futech-336	299	20	get	get	VERB
futech-336	299	21	adequate	adequate	ADJ
futech-336	299	22	diagnostic	diagnostic	ADJ
futech-336	299	23	improvement	improvement	NOUN
futech-336	299	24	.	.	PUNCT
futech-336	300	1	inception	inception	ADJ
futech-336	300	2	v3	v3	PROPN
futech-336	300	3	architecture	architecture	NOUN
futech-336	300	4	,	,	PUNCT
futech-336	300	5	which	which	PRON
futech-336	300	6	was	be	AUX
futech-336	300	7	created	create	VERB
futech-336	300	8	especially	especially	ADV
futech-336	300	9	for	for	ADP
futech-336	300	10	the	the	DET
futech-336	300	11	medical	medical	ADJ
futech-336	300	12	imaging	imaging	NOUN
futech-336	300	13	segmentation	segmentation	NOUN
futech-336	300	14	tasks	task	NOUN
futech-336	300	15	in	in	ADP
futech-336	300	16	this	this	DET
futech-336	300	17	study	study	NOUN
futech-336	300	18	,	,	PUNCT
futech-336	300	19	shows	show	VERB
futech-336	300	20	promise	promise	NOUN
futech-336	300	21	as	as	ADP
futech-336	300	22	a	a	DET
futech-336	300	23	flexible	flexible	ADJ
futech-336	300	24	framework	framework	NOUN
futech-336	300	25	that	that	PRON
futech-336	300	26	might	might	AUX
futech-336	300	27	be	be	AUX
futech-336	300	28	integrated	integrate	VERB
futech-336	300	29	into	into	ADP
futech-336	300	30	automated	automate	VERB
futech-336	300	31	oncological	oncological	ADJ
futech-336	300	32	diagnostic	diagnostic	ADJ
futech-336	300	33	tools	tool	NOUN
futech-336	300	34	and	and	CCONJ
futech-336	300	35	drastically	drastically	ADV
futech-336	300	36	alter	alter	VERB
futech-336	300	37	the	the	DET
futech-336	300	38	identification	identification	NOUN
futech-336	300	39	of	of	ADP
futech-336	300	40	liver	liver	NOUN
futech-336	300	41	cancer	cancer	NOUN
futech-336	300	42	.	.	PUNCT
futech-336	301	1	this	this	DET
futech-336	301	2	hybrid	hybrid	ADJ
futech-336	301	3	method	method	NOUN
futech-336	301	4	improves	improve	VERB
futech-336	301	5	the	the	DET
futech-336	301	6	accuracy	accuracy	NOUN
futech-336	301	7	and	and	CCONJ
futech-336	301	8	durability	durability	NOUN
futech-336	301	9	of	of	ADP
futech-336	301	10	liver	liver	NOUN
futech-336	301	11	tumor	tumor	NOUN
futech-336	301	12	detection	detection	NOUN
futech-336	301	13	systems	system	NOUN
futech-336	301	14	by	by	ADP
futech-336	301	15	combining	combine	VERB
futech-336	301	16	the	the	DET
futech-336	301	17	benefits	benefit	NOUN
futech-336	301	18	of	of	ADP
futech-336	301	19	contrast	contrast	NOUN
futech-336	301	20	enhancement	enhancement	NOUN
futech-336	301	21	,	,	PUNCT
futech-336	301	22	complex	complex	ADJ
futech-336	301	23	feature	feature	NOUN
futech-336	301	24	extraction	extraction	NOUN
futech-336	301	25	,	,	PUNCT
futech-336	301	26	and	and	CCONJ
futech-336	301	27	categorization	categorization	NOUN
futech-336	301	28	.	.	PUNCT
futech-336	302	1	while	while	SCONJ
futech-336	302	2	the	the	DET
futech-336	302	3	hybrid	hybrid	NOUN
futech-336	302	4	technique	technique	NOUN
futech-336	302	5	produced	produce	VERB
futech-336	302	6	promising	promising	ADJ
futech-336	302	7	results	result	NOUN
futech-336	302	8	,	,	PUNCT
futech-336	302	9	drawbacks	drawback	NOUN
futech-336	302	10	such	such	ADJ
futech-336	302	11	as	as	ADP
futech-336	302	12	higher	high	ADJ
futech-336	302	13	computational	computational	ADJ
futech-336	302	14	difficulty	difficulty	NOUN
futech-336	302	15	and	and	CCONJ
futech-336	302	16	reliance	reliance	NOUN
futech-336	302	17	on	on	ADP
futech-336	302	18	high	high	ADJ
futech-336	302	19	-	-	PUNCT
futech-336	302	20	quality	quality	NOUN
futech-336	302	21	annotations	annotation	NOUN
futech-336	302	22	were	be	AUX
futech-336	302	23	discovered	discover	VERB
futech-336	302	24	.	.	PUNCT
futech-336	303	1	future	future	ADJ
futech-336	303	2	study	study	NOUN
futech-336	303	3	will	will	AUX
futech-336	303	4	look	look	VERB
futech-336	303	5	at	at	ADP
futech-336	303	6	optimization	optimization	NOUN
futech-336	303	7	approaches	approach	NOUN
futech-336	303	8	and	and	CCONJ
futech-336	303	9	unsupervised	unsupervised	ADJ
futech-336	303	10	learning	learning	NOUN
futech-336	303	11	to	to	PART
futech-336	303	12	improve	improve	VERB
futech-336	303	13	scalability	scalability	NOUN
futech-336	303	14	and	and	CCONJ
futech-336	303	15	usability	usability	NOUN
futech-336	303	16	to	to	ADP
futech-336	303	17	larger	large	ADJ
futech-336	303	18	datasets	dataset	NOUN
futech-336	303	19	.	.	PUNCT
futech-336	304	1	5	5	X
futech-336	304	2	.	.	X
futech-336	304	3	conclusion	conclusion	NOUN
futech-336	304	4	this	this	DET
futech-336	304	5	study	study	NOUN
futech-336	304	6	presented	present	VERB
futech-336	304	7	a	a	DET
futech-336	304	8	hybrid	hybrid	ADJ
futech-336	304	9	framework	framework	NOUN
futech-336	304	10	that	that	PRON
futech-336	304	11	included	include	VERB
futech-336	304	12	clahe	clahe	NOUN
futech-336	304	13	for	for	ADP
futech-336	304	14	image	image	NOUN
futech-336	304	15	enhancement	enhancement	NOUN
futech-336	304	16	,	,	PUNCT
futech-336	304	17	cnn	cnn	PROPN
futech-336	304	18	for	for	ADP
futech-336	304	19	feature	feature	NOUN
futech-336	304	20	extraction	extraction	NOUN
futech-336	304	21	,	,	PUNCT
futech-336	304	22	and	and	CCONJ
futech-336	304	23	inception	inception	PROPN
futech-336	304	24	v3	v3	PROPN
futech-336	304	25	for	for	ADP
futech-336	304	26	tumor	tumor	NOUN
futech-336	304	27	diagnosis	diagnosis	NOUN
futech-336	304	28	.	.	PUNCT
futech-336	305	1	integrating	integrate	VERB
futech-336	305	2	classical	classical	ADJ
futech-336	305	3	image	image	NOUN
futech-336	305	4	processing	processing	NOUN
futech-336	305	5	with	with	ADP
futech-336	305	6	cutting	cut	VERB
futech-336	305	7	-	-	PUNCT
futech-336	305	8	edge	edge	NOUN
futech-336	305	9	ai	ai	NOUN
futech-336	305	10	technologies	technology	NOUN
futech-336	305	11	provides	provide	VERB
futech-336	305	12	an	an	DET
futech-336	305	13	effective	effective	ADJ
futech-336	305	14	approach	approach	NOUN
futech-336	305	15	to	to	ADP
futech-336	305	16	addressing	address	VERB
futech-336	305	17	obstacles	obstacle	NOUN
futech-336	305	18	in	in	ADP
futech-336	305	19	medical	medical	ADJ
futech-336	305	20	imaging	imaging	NOUN
futech-336	305	21	diagnosis	diagnosis	NOUN
futech-336	305	22	.	.	PUNCT
futech-336	306	1	the	the	DET
futech-336	306	2	results	result	NOUN
futech-336	306	3	highlight	highlight	VERB
futech-336	306	4	the	the	DET
futech-336	306	5	promise	promise	NOUN
futech-336	306	6	of	of	ADP
futech-336	306	7	hybrid	hybrid	ADJ
futech-336	306	8	approaches	approach	NOUN
futech-336	306	9	for	for	ADP
futech-336	306	10	improving	improve	VERB
futech-336	306	11	detection	detection	NOUN
futech-336	306	12	accuracy	accuracy	NOUN
futech-336	306	13	and	and	CCONJ
futech-336	306	14	patient	patient	ADJ
futech-336	306	15	outcomes	outcome	NOUN
futech-336	306	16	.	.	PUNCT
futech-336	307	1	clahe	clahe	PROPN
futech-336	307	2	effectively	effectively	ADV
futech-336	307	3	increases	increase	VERB
futech-336	307	4	contrast	contrast	NOUN
futech-336	307	5	in	in	ADP
futech-336	307	6	liver	liver	NOUN
futech-336	307	7	images	image	NOUN
futech-336	307	8	,	,	PUNCT
futech-336	307	9	making	make	VERB
futech-336	307	10	tumors	tumor	NOUN
futech-336	307	11	more	more	ADV
futech-336	307	12	apparent	apparent	ADJ
futech-336	307	13	and	and	CCONJ
futech-336	307	14	improving	improve	VERB
futech-336	307	15	feature	feature	NOUN
futech-336	307	16	extraction	extraction	NOUN
futech-336	307	17	.	.	PUNCT
futech-336	308	1	cnns	cnns	PROPN
futech-336	308	2	extract	extract	VERB
futech-336	308	3	strong	strong	ADJ
futech-336	308	4	features	feature	NOUN
futech-336	308	5	by	by	ADP
futech-336	308	6	recording	record	VERB
futech-336	308	7	the	the	DET
futech-336	308	8	textural	textural	ADJ
futech-336	308	9	and	and	CCONJ
futech-336	308	10	spatial	spatial	ADJ
futech-336	308	11	information	information	NOUN
futech-336	308	12	required	require	VERB
futech-336	308	13	to	to	PART
futech-336	308	14	identify	identify	VERB
futech-336	308	15	liver	liver	NOUN
futech-336	308	16	cancers	cancer	NOUN
futech-336	308	17	.	.	PUNCT
futech-336	309	1	because	because	SCONJ
futech-336	309	2	of	of	ADP
futech-336	309	3	its	its	PRON
futech-336	309	4	efficient	efficient	ADJ
futech-336	309	5	design	design	NOUN
futech-336	309	6	and	and	CCONJ
futech-336	309	7	multi	multi	ADJ
futech-336	309	8	-	-	ADJ
futech-336	309	9	scale	scale	ADJ
futech-336	309	10	feature	feature	NOUN
futech-336	309	11	extraction	extraction	NOUN
futech-336	309	12	capabilities	capability	NOUN
futech-336	309	13	,	,	PUNCT
futech-336	309	14	inceptionv3	inceptionv3	NOUN
futech-336	309	15	detects	detect	NOUN
futech-336	309	16	liver	liver	NOUN
futech-336	309	17	cancer	cancer	NOUN
futech-336	309	18	with	with	ADP
futech-336	309	19	high	high	ADJ
futech-336	309	20	accuracy	accuracy	NOUN
futech-336	309	21	,	,	PUNCT
futech-336	309	22	sensitivity	sensitivity	NOUN
futech-336	309	23	,	,	PUNCT
futech-336	309	24	specificity	specificity	NOUN
futech-336	309	25	,	,	PUNCT
futech-336	309	26	and	and	CCONJ
futech-336	309	27	f1score	f1score	NOUN
futech-336	309	28	.	.	PUNCT
futech-336	310	1	the	the	DET
futech-336	310	2	hybrid	hybrid	ADJ
futech-336	310	3	framework	framework	NOUN
futech-336	310	4	outperforms	outperform	VERB
futech-336	310	5	conventional	conventional	ADJ
futech-336	310	6	algorithms	algorithm	NOUN
futech-336	310	7	in	in	ADP
futech-336	310	8	terms	term	NOUN
futech-336	310	9	of	of	ADP
futech-336	310	10	overall	overall	ADJ
futech-336	310	11	classification	classification	NOUN
futech-336	310	12	accuracy	accuracy	NOUN
futech-336	310	13	,	,	PUNCT
futech-336	310	14	f1score	f1score	NOUN
futech-336	310	15	,	,	PUNCT
futech-336	310	16	and	and	CCONJ
futech-336	310	17	sensitivity	sensitivity	NOUN
futech-336	310	18	.	.	PUNCT
futech-336	311	1	this	this	DET
futech-336	311	2	improvement	improvement	NOUN
futech-336	311	3	is	be	AUX
futech-336	311	4	due	due	ADJ
futech-336	311	5	to	to	ADP
futech-336	311	6	an	an	DET
futech-336	311	7	effective	effective	ADJ
futech-336	311	8	combination	combination	NOUN
futech-336	311	9	of	of	ADP
futech-336	311	10	dl	dl	NOUN
futech-336	311	11	techniques	technique	NOUN
futech-336	311	12	and	and	CCONJ
futech-336	311	13	clahe	clahe	NOUN
futech-336	311	14	.	.	PUNCT
futech-336	312	1	the	the	DET
futech-336	312	2	current	current	ADJ
futech-336	312	3	work	work	NOUN
futech-336	312	4	might	might	AUX
futech-336	312	5	be	be	AUX
futech-336	312	6	expanded	expand	VERB
futech-336	312	7	to	to	PART
futech-336	312	8	incorporate	incorporate	VERB
futech-336	312	9	automatic	automatic	ADJ
futech-336	312	10	liver	liver	NOUN
futech-336	312	11	and	and	CCONJ
futech-336	312	12	tumor	tumor	NOUN
futech-336	312	13	segmentation	segmentation	NOUN
futech-336	312	14	,	,	PUNCT
futech-336	312	15	allowing	allow	VERB
futech-336	312	16	for	for	ADP
futech-336	312	17	exact	exact	ADJ
futech-336	312	18	localization	localization	NOUN
futech-336	312	19	and	and	CCONJ
futech-336	312	20	tumor	tumor	NOUN
futech-336	312	21	size	size	NOUN
futech-336	312	22	estimation	estimation	NOUN
futech-336	312	23	.	.	PUNCT
futech-336	313	1	more	more	ADJ
futech-336	313	2	studies	study	NOUN
futech-336	313	3	and	and	CCONJ
futech-336	313	4	clinical	clinical	ADJ
futech-336	313	5	validation	validation	NOUN
futech-336	313	6	are	be	AUX
futech-336	313	7	required	require	VERB
futech-336	313	8	to	to	PART
futech-336	313	9	turn	turn	VERB
futech-336	313	10	these	these	DET
futech-336	313	11	developments	development	NOUN
futech-336	313	12	into	into	ADP
futech-336	313	13	realworld	realworld	PROPN
futech-336	313	14	applications	application	NOUN
futech-336	313	15	.	.	PUNCT
futech-336	314	1	future	future	ADJ
futech-336	314	2	research	research	NOUN
futech-336	314	3	could	could	AUX
futech-336	314	4	work	work	VERB
futech-336	314	5	around	around	ADP
futech-336	314	6	these	these	DET
futech-336	314	7	limitations	limitation	NOUN
futech-336	314	8	with	with	ADP
futech-336	314	9	the	the	DET
futech-336	314	10	inclusion	inclusion	NOUN
futech-336	314	11	of	of	ADP
futech-336	314	12	automatic	automatic	ADJ
futech-336	314	13	liver	liver	NOUN
futech-336	314	14	and	and	CCONJ
futech-336	314	15	tumor	tumor	NOUN
futech-336	314	16	segmentation	segmentation	NOUN
futech-336	314	17	modules	module	NOUN
futech-336	314	18	,	,	PUNCT
futech-336	314	19	allowing	allow	VERB
futech-336	314	20	for	for	ADP
futech-336	314	21	precise	precise	ADJ
futech-336	314	22	tumor	tumor	NOUN
futech-336	314	23	localization	localization	NOUN
futech-336	314	24	and	and	CCONJ
futech-336	314	25	size	size	NOUN
futech-336	314	26	estimation	estimation	NOUN
futech-336	314	27	for	for	ADP
futech-336	314	28	increased	increase	VERB
futech-336	314	29	clinical	clinical	ADJ
futech-336	314	30	applicability	applicability	NOUN
futech-336	314	31	.	.	PUNCT
futech-336	315	1	the	the	DET
futech-336	315	2	dataset	dataset	NOUN
futech-336	315	3	may	may	AUX
futech-336	315	4	be	be	AUX
futech-336	315	5	enlarged	enlarge	VERB
futech-336	315	6	by	by	ADP
futech-336	315	7	collaborating	collaborate	VERB
futech-336	315	8	with	with	ADP
futech-336	315	9	multiple	multiple	ADJ
futech-336	315	10	centers	center	NOUN
futech-336	315	11	to	to	PART
futech-336	315	12	regularly	regularly	ADV
futech-336	315	13	add	add	VERB
futech-336	315	14	a	a	DET
futech-336	315	15	diverse	diverse	ADJ
futech-336	315	16	cohort	cohort	NOUN
futech-336	315	17	of	of	ADP
futech-336	315	18	cases	case	NOUN
futech-336	315	19	to	to	ADP
futech-336	315	20	their	their	PRON
futech-336	315	21	overall	overall	ADJ
futech-336	315	22	model	model	NOUN
futech-336	315	23	years	year	NOUN
futech-336	315	24	.	.	PUNCT
futech-336	316	1	furthermore	furthermore	ADV
futech-336	316	2	,	,	PUNCT
futech-336	316	3	a	a	DET
futech-336	316	4	lightweight	lightweight	ADJ
futech-336	316	5	model	model	NOUN
futech-336	316	6	architectures	architecture	NOUN
futech-336	316	7	or	or	CCONJ
futech-336	316	8	optimization	optimization	NOUN
futech-336	316	9	techniques	technique	NOUN
futech-336	316	10	that	that	PRON
futech-336	316	11	conserves	conserve	VERB
futech-336	316	12	computational	computational	ADJ
futech-336	316	13	expense	expense	NOUN
futech-336	316	14	and	and	CCONJ
futech-336	316	15	can	can	AUX
futech-336	316	16	be	be	AUX
futech-336	316	17	adopted	adopt	VERB
futech-336	316	18	in	in	ADP
futech-336	316	19	clinical	clinical	ADJ
futech-336	316	20	settings	setting	NOUN
futech-336	316	21	,	,	PUNCT
futech-336	316	22	along	along	ADP
futech-336	316	23	with	with	ADP
futech-336	316	24	the	the	DET
futech-336	316	25	auto	auto	NOUN
futech-336	316	26	-	-	PUNCT
futech-336	316	27	segmentation	segmentation	NOUN
futech-336	316	28	and	and	CCONJ
futech-336	316	29	the	the	DET
futech-336	316	30	dataset	dataset	NOUN
futech-336	316	31	.	.	PUNCT
futech-336	317	1	generally	generally	ADV
futech-336	317	2	,	,	PUNCT
futech-336	317	3	the	the	DET
futech-336	317	4	framework	framework	NOUN
futech-336	317	5	will	will	AUX
futech-336	317	6	need	need	VERB
futech-336	317	7	longitudinal	longitudinal	ADJ
futech-336	317	8	clinical	clinical	ADJ
futech-336	317	9	validation	validation	NOUN
futech-336	317	10	and	and	CCONJ
futech-336	317	11	randomized	randomize	VERB
futech-336	317	12	trials	trial	NOUN
futech-336	317	13	to	to	PART
futech-336	317	14	prove	prove	VERB
futech-336	317	15	that	that	SCONJ
futech-336	317	16	it	it	PRON
futech-336	317	17	works	work	VERB
futech-336	317	18	and	and	CCONJ
futech-336	317	19	is	be	AUX
futech-336	317	20	safe	safe	ADJ
futech-336	317	21	in	in	ADP
futech-336	317	22	practice	practice	NOUN
futech-336	317	23	.	.	PUNCT
futech-336	318	1	ethical	ethical	ADJ
futech-336	318	2	issue	issue	NOUN
futech-336	318	3	the	the	DET
futech-336	318	4	authors	author	NOUN
futech-336	318	5	are	be	AUX
futech-336	318	6	aware	aware	ADJ
futech-336	318	7	of	of	ADP
futech-336	318	8	and	and	CCONJ
futech-336	318	9	comply	comply	ADJ
futech-336	318	10	with	with	ADP
futech-336	318	11	best	good	ADJ
futech-336	318	12	practices	practice	NOUN
futech-336	318	13	in	in	ADP
futech-336	318	14	publication	publication	NOUN
futech-336	318	15	ethics	ethic	NOUN
futech-336	318	16	,	,	PUNCT
futech-336	318	17	specifically	specifically	ADV
futech-336	318	18	with	with	ADP
futech-336	318	19	regard	regard	NOUN
futech-336	318	20	to	to	ADP
futech-336	318	21	authorship	authorship	NOUN
futech-336	318	22	(	(	PUNCT
futech-336	318	23	avoidance	avoidance	NOUN
futech-336	318	24	of	of	ADP
futech-336	318	25	guest	guest	NOUN
futech-336	318	26	authorship	authorship	NOUN
futech-336	318	27	)	)	PUNCT
futech-336	318	28	,	,	PUNCT
futech-336	318	29	dual	dual	ADJ
futech-336	318	30	submission	submission	NOUN
futech-336	318	31	,	,	PUNCT
futech-336	318	32	manipulation	manipulation	NOUN
futech-336	318	33	of	of	ADP
futech-336	318	34	figures	figure	NOUN
futech-336	318	35	,	,	PUNCT
futech-336	318	36	competing	compete	VERB
futech-336	318	37	interests	interest	NOUN
futech-336	318	38	,	,	PUNCT
futech-336	318	39	and	and	CCONJ
futech-336	318	40	compliance	compliance	NOUN
futech-336	318	41	with	with	ADP
futech-336	318	42	policies	policy	NOUN
futech-336	318	43	on	on	ADP
futech-336	318	44	research	research	NOUN
futech-336	318	45	ethics	ethic	NOUN
futech-336	318	46	.	.	PUNCT
futech-336	319	1	the	the	DET
futech-336	319	2	author	author	NOUN
futech-336	319	3	adheres	adhere	VERB
futech-336	319	4	to	to	ADP
futech-336	319	5	publication	publication	NOUN
futech-336	319	6	requirements	requirement	NOUN
futech-336	319	7	that	that	SCONJ
futech-336	319	8	the	the	DET
futech-336	319	9	submitted	submit	VERB
futech-336	319	10	work	work	NOUN
futech-336	319	11	is	be	AUX
futech-336	319	12	original	original	ADJ
futech-336	319	13	and	and	CCONJ
futech-336	319	14	has	have	AUX
futech-336	319	15	not	not	PART
futech-336	319	16	been	be	AUX
futech-336	319	17	published	publish	VERB
futech-336	319	18	elsewhere	elsewhere	ADV
futech-336	319	19	.	.	PUNCT
futech-336	320	1	data	datum	NOUN
futech-336	320	2	availability	availability	NOUN
futech-336	320	3	statement	statement	NOUN
futech-336	320	4	the	the	DET
futech-336	320	5	manuscript	manuscript	NOUN
futech-336	320	6	contains	contain	VERB
futech-336	320	7	all	all	DET
futech-336	320	8	the	the	DET
futech-336	320	9	data	datum	NOUN
futech-336	320	10	.	.	PUNCT
futech-336	321	1	however	however	ADV
futech-336	321	2	,	,	PUNCT
futech-336	321	3	more	more	ADJ
futech-336	321	4	data	datum	NOUN
futech-336	321	5	will	will	AUX
futech-336	321	6	be	be	AUX
futech-336	321	7	available	available	ADJ
futech-336	321	8	upon	upon	SCONJ
futech-336	321	9	request	request	NOUN
futech-336	321	10	from	from	ADP
futech-336	321	11	the	the	DET
futech-336	321	12	authors	author	NOUN
futech-336	321	13	.	.	PUNCT
futech-336	322	1	conflict	conflict	NOUN
futech-336	322	2	of	of	ADP
futech-336	322	3	interest	interest	NOUN
futech-336	322	4	the	the	DET
futech-336	322	5	authors	author	NOUN
futech-336	322	6	declare	declare	VERB
futech-336	322	7	no	no	DET
futech-336	322	8	potential	potential	ADJ
futech-336	322	9	conflict	conflict	NOUN
futech-336	322	10	of	of	ADP
futech-336	322	11	interest	interest	NOUN
futech-336	322	12	.	.	PUNCT
futech-336	323	1	references	reference	NOUN
futech-336	323	2	[	[	X
futech-336	323	3	1	1	NUM
futech-336	323	4	]	]	PUNCT
futech-336	323	5	siegel	siegel	NOUN
futech-336	323	6	,	,	PUNCT
futech-336	323	7	r.	r.	PROPN
futech-336	323	8	l.	l.	PROPN
futech-336	323	9	,	,	PUNCT
futech-336	323	10	giaquinto	giaquinto	NOUN
futech-336	323	11	,	,	PUNCT
futech-336	323	12	a.	a.	NOUN
futech-336	323	13	n.	n.	PROPN
futech-336	323	14	,	,	PUNCT
futech-336	323	15	&	&	CCONJ
futech-336	323	16	jemal	jemal	ADJ
futech-336	323	17	,	,	PUNCT
futech-336	323	18	a.	a.	NOUN
futech-336	323	19	(	(	PUNCT
futech-336	323	20	2024	2024	NUM
futech-336	323	21	)	)	PUNCT
futech-336	323	22	.	.	PUNCT
futech-336	324	1	cancer	cancer	NOUN
futech-336	324	2	statistics	statistic	NOUN
futech-336	324	3	,	,	PUNCT
futech-336	324	4	2024	2024	NUM
futech-336	324	5	.	.	PUNCT
futech-336	325	1	ca	ca	NOUN
futech-336	325	2	:	:	PUNCT
futech-336	325	3	a	a	DET
futech-336	325	4	cancer	cancer	NOUN
futech-336	325	5	journal	journal	NOUN
futech-336	325	6	for	for	ADP
futech-336	325	7	clinicians	clinician	NOUN
futech-336	325	8	,	,	PUNCT
futech-336	325	9	74(1	74(1	NOUN
futech-336	325	10	)	)	PUNCT
futech-336	325	11	,	,	PUNCT
futech-336	325	12	12	12	NUM
futech-336	325	13	-	-	SYM
futech-336	325	14	49	49	NUM
futech-336	325	15	.	.	PUNCT
futech-336	326	1	[	[	X
futech-336	326	2	2	2	NUM
futech-336	326	3	]	]	X
futech-336	326	4	dumachi	dumachi	NOUN
futech-336	326	5	,	,	PUNCT
futech-336	326	6	a.	a.	NOUN
futech-336	326	7	i.	i.	PROPN
futech-336	326	8	,	,	PUNCT
futech-336	326	9	&	&	CCONJ
futech-336	326	10	buiu	buiu	PROPN
futech-336	326	11	,	,	PUNCT
futech-336	326	12	c.	c.	PROPN
futech-336	326	13	(	(	PUNCT
futech-336	326	14	2024	2024	NUM
futech-336	326	15	)	)	PUNCT
futech-336	326	16	.	.	PUNCT
futech-336	327	1	applications	application	NOUN
futech-336	327	2	of	of	ADP
futech-336	327	3	machine	machine	NOUN
futech-336	327	4	learning	learn	VERB
futech-336	327	5	in	in	ADP
futech-336	327	6	cancer	cancer	NOUN
futech-336	327	7	imaging	imaging	NOUN
futech-336	327	8	:	:	PUNCT
futech-336	327	9	a	a	DET
futech-336	327	10	review	review	NOUN
futech-336	327	11	of	of	ADP
futech-336	327	12	diagnostic	diagnostic	ADJ
futech-336	327	13	methods	method	NOUN
futech-336	327	14	for	for	ADP
futech-336	327	15	six	six	NUM
futech-336	327	16	major	major	ADJ
futech-336	327	17	cancer	cancer	NOUN
futech-336	327	18	types	type	NOUN
futech-336	327	19	.	.	PUNCT
futech-336	328	1	electronics	electronic	NOUN
futech-336	328	2	,	,	PUNCT
futech-336	328	3	13(23	13(23	NOUN
futech-336	328	4	)	)	PUNCT
futech-336	328	5	,	,	PUNCT
futech-336	328	6	4697	4697	NUM
futech-336	328	7	.	.	PUNCT
futech-336	329	1	https://doi.org/10.3390/electronics13234697	https://doi.org/10.3390/electronics13234697	PROPN
futech-336	330	1	[	[	X
futech-336	330	2	3	3	X
futech-336	330	3	]	]	X
futech-336	330	4	tejaswi	tejaswi	PROPN
futech-336	330	5	vs	vs	ADP
futech-336	330	6	,	,	PUNCT
futech-336	330	7	rachapudi	rachapudi	ADJ
futech-336	330	8	v.	v.	ADP
futech-336	330	9	liver	liver	NOUN
futech-336	330	10	cancer	cancer	NOUN
futech-336	330	11	classification	classification	NOUN
futech-336	330	12	via	via	ADP
futech-336	330	13	deep	deep	ADJ
futech-336	330	14	hybrid	hybrid	NOUN
futech-336	330	15	model	model	NOUN
futech-336	330	16	from	from	ADP
futech-336	330	17	ct	ct	NUM
futech-336	330	18	image	image	NOUN
futech-336	330	19	with	with	ADP
futech-336	330	20	improved	improved	ADJ
futech-336	330	21	texture	texture	ADJ
futech-336	330	22	feature	feature	NOUN
futech-336	330	23	set	set	VERB
futech-336	330	24	and	and	CCONJ
futech-336	330	25	fuzzy	fuzzy	ADJ
futech-336	330	26	clustering	clustering	ADJ
futech-336	330	27	based	base	VERB
futech-336	330	28	segmentation	segmentation	NOUN
futech-336	330	29	.	.	PUNCT
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futech-336	331	2	intelligence	intelligence	NOUN
futech-336	331	3	2024	2024	NUM
futech-336	331	4	sep	sep	PROPN
futech-336	331	5	13	13	NUM
futech-336	331	6	(	(	PUNCT
futech-336	331	7	vol	vol	NOUN
futech-336	331	8	.	.	PROPN
futech-336	331	9	22	22	NUM
futech-336	331	10	,	,	PUNCT
futech-336	331	11	no	no	INTJ
futech-336	331	12	.	.	NOUN
futech-336	331	13	3	3	NUM
futech-336	331	14	,	,	PUNCT
futech-336	331	15	pp	pp	ADJ
futech-336	331	16	.	.	PUNCT
futech-336	331	17	291	291	NUM
futech-336	331	18	-	-	SYM
futech-336	331	19	314	314	NUM
futech-336	331	20	)	)	PUNCT
futech-336	331	21	.	.	PUNCT
futech-336	332	1	sage	sage	NOUN
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futech-336	332	3	:	:	PUNCT
futech-336	332	4	london	london	PROPN
futech-336	332	5	,	,	PUNCT
futech-336	332	6	england	england	PROPN
futech-336	332	7	:	:	PUNCT
futech-336	332	8	sage	sage	NOUN
futech-336	332	9	publications	publication	NOUN
futech-336	332	10	.	.	PUNCT
futech-336	333	1	[	[	X
futech-336	333	2	4	4	NUM
futech-336	333	3	]	]	X
futech-336	333	4	nasir	nasir	PROPN
futech-336	333	5	,	,	PUNCT
futech-336	333	6	m.	m.	NOUN
futech-336	333	7	u.	u.	PROPN
futech-336	333	8	,	,	PUNCT
futech-336	333	9	zubair	zubair	PROPN
futech-336	333	10	,	,	PUNCT
futech-336	333	11	m.	m.	NOUN
futech-336	333	12	,	,	PUNCT
futech-336	333	13	ghazal	ghazal	PROPN
futech-336	333	14	,	,	PUNCT
futech-336	333	15	t.	t.	PROPN
futech-336	333	16	m.	m.	PROPN
futech-336	333	17	,	,	PUNCT
futech-336	333	18	khan	khan	PROPN
futech-336	333	19	,	,	PUNCT
futech-336	333	20	m.	m.	PROPN
futech-336	333	21	f.	f.	PROPN
futech-336	333	22	,	,	PUNCT
futech-336	333	23	ahmad	ahmad	PROPN
futech-336	333	24	,	,	PUNCT
futech-336	333	25	m.	m.	NOUN
futech-336	333	26	,	,	PUNCT
futech-336	333	27	rahman	rahman	PROPN
futech-336	333	28	,	,	PUNCT
futech-336	333	29	a.	a.	NOUN
futech-336	333	30	u.	u.	PROPN
futech-336	333	31	,	,	PUNCT
futech-336	333	32	...	...	PUNCT
futech-336	333	33	&	&	CCONJ
futech-336	333	34	mansoor	mansoor	PROPN
futech-336	333	35	,	,	PUNCT
futech-336	333	36	w.	w.	PROPN
futech-336	333	37	(	(	PUNCT
futech-336	333	38	2022	2022	NUM
futech-336	333	39	)	)	PUNCT
futech-336	333	40	.	.	PUNCT
futech-336	334	1	kidney	kidney	NOUN
futech-336	334	2	cancer	cancer	NOUN
futech-336	334	3	prediction	prediction	NOUN
futech-336	334	4	empowered	empower	VERB
futech-336	334	5	with	with	ADP
futech-336	334	6	blockchain	blockchain	PROPN
futech-336	334	7	security	security	NOUN
futech-336	334	8	using	use	VERB
futech-336	334	9	transfer	transfer	NOUN
futech-336	334	10	learning	learning	NOUN
futech-336	334	11	.	.	PUNCT
futech-336	335	1	sensors	sensor	NOUN
futech-336	335	2	,	,	PUNCT
futech-336	335	3	22(19	22(19	NUM
futech-336	335	4	)	)	PUNCT
futech-336	335	5	,	,	PUNCT
futech-336	335	6	7483	7483	NUM
futech-336	335	7	.	.	PUNCT
futech-336	336	1	[	[	X
futech-336	336	2	5	5	NUM
futech-336	336	3	]	]	X
futech-336	336	4	wan	wan	PROPN
futech-336	336	5	,	,	PUNCT
futech-336	336	6	y.	y.	PROPN
futech-336	336	7	,	,	PUNCT
futech-336	336	8	wang	wang	PROPN
futech-336	336	9	,	,	PUNCT
futech-336	336	10	d.	d.	PROPN
futech-336	336	11	,	,	PUNCT
futech-336	336	12	li	li	PROPN
futech-336	336	13	,	,	PUNCT
futech-336	336	14	h.	h.	PROPN
futech-336	336	15	,	,	PUNCT
futech-336	336	16	&	&	CCONJ
futech-336	336	17	xu	xu	PROPN
futech-336	336	18	,	,	PUNCT
futech-336	336	19	y.	y.	PROPN
futech-336	336	20	(	(	PUNCT
futech-336	336	21	2023	2023	NUM
futech-336	336	22	)	)	PUNCT
futech-336	336	23	.	.	PUNCT
futech-336	337	1	the	the	DET
futech-336	337	2	imaging	imaging	NOUN
futech-336	337	3	techniques	technique	NOUN
futech-336	337	4	and	and	CCONJ
futech-336	337	5	diagnostic	diagnostic	ADJ
futech-336	337	6	performance	performance	NOUN
futech-336	337	7	of	of	ADP
futech-336	337	8	ultrasound	ultrasound	PROPN
futech-336	337	9	,	,	PUNCT
futech-336	337	10	ct	ct	PROPN
futech-336	337	11	,	,	PUNCT
futech-336	337	12	and	and	CCONJ
futech-336	337	13	mri	mri	NOUN
futech-336	337	14	in	in	ADP
futech-336	337	15	detecting	detect	VERB
futech-336	337	16	liver	liver	NOUN
futech-336	337	17	steatosis	steatosis	NOUN
futech-336	337	18	and	and	CCONJ
futech-336	337	19	fat	fat	ADJ
futech-336	337	20	quantification	quantification	NOUN
futech-336	337	21	:	:	PUNCT
futech-336	337	22	a	a	DET
futech-336	337	23	systematic	systematic	ADJ
futech-336	337	24	review	review	NOUN
futech-336	337	25	.	.	PUNCT
futech-336	338	1	journal	journal	PROPN
futech-336	338	2	of	of	ADP
futech-336	338	3	radiation	radiation	NOUN
futech-336	338	4	research	research	NOUN
futech-336	338	5	and	and	CCONJ
futech-336	338	6	applied	apply	VERB
futech-336	338	7	sciences	science	NOUN
futech-336	338	8	,	,	PUNCT
futech-336	338	9	16(4	16(4	NUM
futech-336	338	10	)	)	PUNCT
futech-336	338	11	,	,	PUNCT
futech-336	338	12	100658	100658	NUM
futech-336	338	13	.	.	PUNCT
futech-336	339	1	[	[	X
futech-336	339	2	6	6	NUM
futech-336	339	3	]	]	X
futech-336	339	4	buriboev	buriboev	NOUN
futech-336	339	5	,	,	PUNCT
futech-336	339	6	a.	a.	PROPN
futech-336	339	7	s.	s.	PROPN
futech-336	339	8	,	,	PUNCT
futech-336	339	9	khashimov	khashimov	PROPN
futech-336	339	10	,	,	PUNCT
futech-336	339	11	a.	a.	NOUN
futech-336	339	12	,	,	PUNCT
futech-336	339	13	abduvaitov	abduvaitov	NOUN
futech-336	339	14	,	,	PUNCT
futech-336	339	15	a.	a.	NOUN
futech-336	339	16	,	,	PUNCT
futech-336	339	17	&	&	CCONJ
futech-336	339	18	jeon	jeon	PROPN
futech-336	339	19	,	,	PUNCT
futech-336	339	20	h.	h.	PROPN
futech-336	339	21	s.	s.	PROPN
futech-336	339	22	(	(	PUNCT
futech-336	339	23	2024	2024	NUM
futech-336	339	24	)	)	PUNCT
futech-336	339	25	.	.	PUNCT
futech-336	340	1	cnn	cnn	PROPN
futech-336	340	2	-	-	PUNCT
futech-336	340	3	based	base	VERB
futech-336	340	4	kidney	kidney	NOUN
futech-336	340	5	segmentation	segmentation	NOUN
futech-336	340	6	using	use	VERB
futech-336	340	7	a	a	DET
futech-336	340	8	modified	modified	ADJ
futech-336	340	9	clahe	clahe	NOUN
futech-336	340	10	algorithm	algorithm	NOUN
futech-336	340	11	.	.	PUNCT
futech-336	341	1	sensors	sensor	NOUN
futech-336	341	2	,	,	PUNCT
futech-336	341	3	24(23	24(23	NOUN
futech-336	341	4	)	)	PUNCT
futech-336	341	5	,	,	PUNCT
futech-336	341	6	7703	7703	NUM
futech-336	341	7	.	.	PUNCT
futech-336	342	1	[	[	X
futech-336	342	2	7	7	NUM
futech-336	342	3	]	]	X
futech-336	342	4	scherer	scherer	PROPN
futech-336	342	5	,	,	PUNCT
futech-336	342	6	r.	r.	PROPN
futech-336	342	7	,	,	PUNCT
futech-336	342	8	da	da	PROPN
futech-336	342	9	costa	costa	PROPN
futech-336	342	10	,	,	PUNCT
futech-336	342	11	d.	d.	PROPN
futech-336	342	12	r.	r.	PROPN
futech-336	342	13	,	,	PUNCT
futech-336	342	14	malek	malek	PROPN
futech-336	342	15	,	,	PUNCT
futech-336	342	16	d.	d.	PROPN
futech-336	342	17	a.	a.	PROPN
futech-336	342	18	,	,	PUNCT
futech-336	342	19	jammal	jammal	NOUN
futech-336	342	20	,	,	PUNCT
futech-336	342	21	a.	a.	NOUN
futech-336	342	22	a.	a.	PROPN
futech-336	342	23	,	,	PUNCT
futech-336	342	24	&	&	CCONJ
futech-336	342	25	medeiros	medeiros	PROPN
futech-336	342	26	,	,	PUNCT
futech-336	342	27	f.	f.	PROPN
futech-336	342	28	a.	a.	PROPN
futech-336	342	29	(	(	PUNCT
futech-336	342	30	2024	2024	NUM
futech-336	342	31	)	)	PUNCT
futech-336	342	32	.	.	PUNCT
futech-336	343	1	contrast	contrast	NOUN
futech-336	343	2	-	-	PUNCT
futech-336	343	3	limited	limit	VERB
futech-336	343	4	adaptive	adaptive	ADJ
futech-336	343	5	histogram	histogram	NOUN
futech-336	343	6	equalization	equalization	NOUN
futech-336	343	7	filters	filter	NOUN
futech-336	343	8	for	for	ADP
futech-336	343	9	quality	quality	NOUN
futech-336	343	10	enhancement	enhancement	NOUN
futech-336	343	11	for	for	ADP
futech-336	343	12	glaucoma	glaucoma	NOUN
futech-336	343	13	fundus	fundus	NOUN
futech-336	343	14	imaging	imaging	NOUN
futech-336	343	15	.	.	PUNCT
futech-336	344	1	investigative	investigative	ADJ
futech-336	344	2	ophthalmology	ophthalmology	NOUN
futech-336	344	3	&	&	CCONJ
futech-336	344	4	visual	visual	ADJ
futech-336	344	5	science	science	PROPN
futech-336	344	6	,	,	PUNCT
futech-336	344	7	65(7	65(7	NUM
futech-336	344	8	)	)	PUNCT
futech-336	344	9	,	,	PUNCT
futech-336	344	10	6476	6476	NUM
futech-336	344	11	-	-	SYM
futech-336	344	12	6476	6476	NUM
futech-336	344	13	.	.	PUNCT
futech-336	345	1	[	[	X
futech-336	345	2	8	8	NUM
futech-336	345	3	]	]	PUNCT
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futech-336	346	2	in	in	ADP
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futech-336	346	4	approaches	approach	NOUN
futech-336	346	5	for	for	ADP
futech-336	346	6	brain	brain	NOUN
futech-336	346	7	tumor	tumor	NOUN
futech-336	346	8	segmentation	segmentation	NOUN
futech-336	346	9	in	in	ADP
futech-336	346	10	mri	mri	NOUN
futech-336	346	11	:	:	PUNCT
futech-336	346	12	a	a	DET
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futech-336	346	14	review	review	NOUN
futech-336	346	15	of	of	ADP
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futech-336	347	8	august	august	PROPN
futech-336	347	9	2025|	2025|	NUM
futech-336	347	10	volume	volume	NOUN
futech-336	347	11	04	04	NUM
futech-336	348	1	|	|	NOUN
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futech-336	348	3	03	03	NUM
futech-336	349	1	|	|	ADV
futech-336	349	2	pages	page	VERB
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futech-336	349	4	-	-	SYM
futech-336	349	5	75	75	NUM
futech-336	349	6	75	75	NUM
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futech-336	349	8	deep	deep	ADJ
futech-336	349	9	learning	learning	NOUN
futech-336	349	10	techniques	technique	NOUN
futech-336	349	11	.	.	PUNCT
futech-336	350	1	multimedia	multimedia	NOUN
futech-336	350	2	tools	tool	NOUN
futech-336	350	3	and	and	CCONJ
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futech-336	351	1	2024	2024	NUM
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futech-336	351	4	39	39	NUM
futech-336	351	5	.	.	PUNCT
futech-336	352	1	[	[	X
futech-336	352	2	9	9	NUM
futech-336	352	3	]	]	X
futech-336	352	4	huang	huang	PROPN
futech-336	352	5	d	d	PROPN
futech-336	352	6	,	,	PUNCT
futech-336	352	7	liu	liu	PROPN
futech-336	352	8	z	z	PROPN
futech-336	352	9	,	,	PUNCT
futech-336	352	10	li	li	PROPN
futech-336	352	11	y.	y.	PROPN
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futech-336	352	13	on	on	ADP
futech-336	352	14	tumors	tumor	NOUN
futech-336	352	15	segmentation	segmentation	NOUN
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futech-336	352	17	on	on	ADP
futech-336	352	18	image	image	NOUN
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futech-336	352	20	method	method	NOUN
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futech-336	355	1	[	[	X
futech-336	355	2	10	10	NUM
futech-336	355	3	]	]	X
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futech-336	355	13	"	"	PUNCT
futech-336	355	14	a	a	DET
futech-336	355	15	comparative	comparative	ADJ
futech-336	355	16	study	study	NOUN
futech-336	355	17	of	of	ADP
futech-336	355	18	image	image	NOUN
futech-336	355	19	enhancement	enhancement	NOUN
futech-336	355	20	algorithms	algorithm	NOUN
futech-336	355	21	for	for	ADP
futech-336	355	22	abdomen	abdomen	NOUN
futech-336	355	23	ct	ct	NUM
futech-336	355	24	images	image	NOUN
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futech-336	355	26	"	"	PUNCT
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futech-336	355	28	ieee	ieee	PROPN
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futech-336	355	30	conference	conference	NOUN
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futech-336	355	32	interdisciplinary	interdisciplinary	ADJ
futech-336	355	33	approaches	approach	NOUN
futech-336	355	34	in	in	ADP
futech-336	355	35	technology	technology	NOUN
futech-336	355	36	and	and	CCONJ
futech-336	355	37	management	management	NOUN
futech-336	355	38	for	for	ADP
futech-336	355	39	social	social	ADJ
futech-336	355	40	innovation	innovation	NOUN
futech-336	355	41	(	(	PUNCT
futech-336	355	42	iatmsi	iatmsi	NOUN
futech-336	355	43	)	)	PUNCT
futech-336	355	44	,	,	PUNCT
futech-336	355	45	gwalior	gwalior	PROPN
futech-336	355	46	,	,	PUNCT
futech-336	355	47	india	india	PROPN
futech-336	355	48	,	,	PUNCT
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futech-336	355	50	,	,	PUNCT
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futech-336	356	2	-	-	SYM
futech-336	356	3	6	6	NUM
futech-336	356	4	,	,	PUNCT
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futech-336	357	3	]	]	X
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futech-336	357	5	,	,	PUNCT
futech-336	357	6	r.	r.	PROPN
futech-336	357	7	m.	m.	PROPN
futech-336	357	8	,	,	PUNCT
futech-336	357	9	dwarakanath	dwarakanath	NOUN
futech-336	357	10	,	,	PUNCT
futech-336	357	11	b.	b.	PROPN
futech-336	357	12	,	,	PUNCT
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futech-336	357	14	,	,	PUNCT
futech-336	357	15	m.	m.	NOUN
futech-336	357	16	,	,	PUNCT
futech-336	357	17	murugesan	murugesan	ADJ
futech-336	357	18	,	,	PUNCT
futech-336	357	19	s.	s.	PROPN
futech-336	357	20	,	,	PUNCT
futech-336	357	21	bharathiraja	bharathiraja	PROPN
futech-336	357	22	,	,	PUNCT
futech-336	357	23	n.	n.	NOUN
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futech-336	357	25	&	&	CCONJ
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futech-336	357	30	(	(	PUNCT
futech-336	357	31	2024	2024	NUM
futech-336	357	32	)	)	PUNCT
futech-336	357	33	.	.	PUNCT
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futech-336	358	2	artificial	artificial	ADJ
futech-336	358	3	intelligence	intelligence	NOUN
futech-336	358	4	method	method	NOUN
futech-336	358	5	for	for	ADP
futech-336	358	6	abnormality	abnormality	NOUN
futech-336	358	7	detection	detection	NOUN
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futech-336	358	9	ct	ct	NUM
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futech-336	358	11	images	image	NOUN
futech-336	358	12	.	.	PUNCT
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futech-336	359	4	&	&	CCONJ
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futech-336	359	6	systems	system	NOUN
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futech-336	359	8	(	(	PUNCT
futech-336	359	9	preprint	preprint	NOUN
futech-336	359	10	)	)	PUNCT
futech-336	359	11	,	,	PUNCT
futech-336	359	12	1	1	NUM
futech-336	359	13	-	-	SYM
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futech-336	359	15	.	.	PUNCT
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futech-336	360	2	12	12	NUM
futech-336	360	3	]	]	X
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futech-336	360	5	,	,	PUNCT
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futech-336	360	7	,	,	PUNCT
futech-336	360	8	qiyao	qiyao	PROPN
futech-336	360	9	chen	chen	PROPN
futech-336	360	10	,	,	PUNCT
futech-336	360	11	haoyu	haoyu	PROPN
futech-336	360	12	wang	wang	PROPN
futech-336	360	13	,	,	PUNCT
futech-336	360	14	yu	yu	PROPN
futech-336	360	15	guan	guan	PROPN
futech-336	360	16	,	,	PUNCT
futech-336	360	17	zhangyang	zhangyang	PROPN
futech-336	360	18	mian	mian	PROPN
futech-336	360	19	,	,	PUNCT
futech-336	360	20	cong	cong	PROPN
futech-336	360	21	huang	huang	PROPN
futech-336	360	22	,	,	PUNCT
futech-336	360	23	changli	changli	PROPN
futech-336	360	24	ruan	ruan	PROPN
futech-336	360	25	et	et	PROPN
futech-336	360	26	al	al	PROPN
futech-336	360	27	.	.	PUNCT
futech-336	361	1	"	"	PUNCT
futech-336	361	2	a	a	DET
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futech-336	361	4	of	of	ADP
futech-336	361	5	deep	deep	ADJ
futech-336	361	6	learning	learning	NOUN
futech-336	361	7	approaches	approach	NOUN
futech-336	361	8	for	for	ADP
futech-336	361	9	multimodal	multimodal	NOUN
futech-336	361	10	image	image	NOUN
futech-336	361	11	segmentation	segmentation	NOUN
futech-336	361	12	of	of	ADP
futech-336	361	13	liver	liver	NOUN
futech-336	361	14	cancer	cancer	NOUN
futech-336	361	15	.	.	PUNCT
futech-336	361	16	"	"	PUNCT
futech-336	362	1	journal	journal	NOUN
futech-336	362	2	of	of	ADP
futech-336	362	3	applied	apply	VERB
futech-336	362	4	clinical	clinical	ADJ
futech-336	362	5	medical	medical	ADJ
futech-336	362	6	physics	physics	NOUN
futech-336	362	7	25	25	NUM
futech-336	362	8	,	,	PUNCT
futech-336	362	9	no	no	INTJ
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futech-336	362	12	(	(	PUNCT
futech-336	362	13	2024	2024	NUM
futech-336	362	14	):	):	PUNCT
futech-336	362	15	e14540	e14540	PROPN
futech-336	362	16	.	.	PUNCT
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futech-336	364	1	[	[	X
futech-336	364	2	13	13	NUM
futech-336	364	3	]	]	PUNCT
futech-336	364	4	p.	p.	NOUN
futech-336	364	5	singh	singh	PROPN
futech-336	364	6	,	,	PUNCT
futech-336	364	7	s.	s.	PROPN
futech-336	364	8	k.	k.	PROPN
futech-336	364	9	mishra	mishra	PROPN
futech-336	364	10	,	,	PUNCT
futech-336	364	11	nidhi	nidhi	PROPN
futech-336	364	12	,	,	PUNCT
futech-336	364	13	j.	j.	PROPN
futech-336	364	14	singh	singh	PROPN
futech-336	364	15	,	,	PUNCT
futech-336	364	16	m.	m.	NOUN
futech-336	364	17	agrawal	agrawal	PROPN
futech-336	364	18	and	and	CCONJ
futech-336	364	19	p.	p.	PROPN
futech-336	364	20	joshi	joshi	PROPN
futech-336	364	21	,	,	PUNCT
futech-336	364	22	"	"	PUNCT
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futech-336	364	24	liver	liver	NOUN
futech-336	364	25	and	and	CCONJ
futech-336	364	26	tumor	tumor	NOUN
futech-336	364	27	segmentation	segmentation	NOUN
futech-336	364	28	from	from	ADP
futech-336	364	29	ct	ct	NUM
futech-336	364	30	images	image	NOUN
futech-336	364	31	using	use	VERB
futech-336	364	32	a	a	DET
futech-336	364	33	hybrid	hybrid	ADJ
futech-336	364	34	resunet	resunet	ADJ
futech-336	364	35	model	model	NOUN
futech-336	364	36	,	,	PUNCT
futech-336	364	37	"	"	PUNCT
futech-336	364	38	2024	2024	NUM
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futech-336	364	40	north	north	PROPN
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futech-336	364	42	subsection	subsection	NOUN
futech-336	364	43	flagship	flagship	NOUN
futech-336	364	44	international	international	ADJ
futech-336	364	45	conference	conference	NOUN
futech-336	364	46	(	(	PUNCT
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futech-336	364	48	)	)	PUNCT
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futech-336	364	51	,	,	PUNCT
futech-336	364	52	india	india	PROPN
futech-336	364	53	,	,	PUNCT
futech-336	364	54	2024	2024	NUM
futech-336	364	55	,	,	PUNCT
futech-336	364	56	pp	pp	ADJ
futech-336	364	57	.	.	PUNCT
futech-336	365	1	1	1	NUM
futech-336	365	2	-	-	SYM
futech-336	365	3	6	6	NUM
futech-336	365	4	,	,	PUNCT
futech-336	365	5	doi	doi	NOUN
futech-336	365	6	:	:	PUNCT
futech-336	365	7	10.1109	10.1109	NUM
futech-336	365	8	/	/	SYM
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futech-336	365	10	[	[	SYM
futech-336	365	11	14	14	NUM
futech-336	365	12	]	]	X
futech-336	365	13	jesi	jesi	PROPN
futech-336	365	14	,	,	PUNCT
futech-336	365	15	p.	p.	PROPN
futech-336	365	16	m.	m.	NOUN
futech-336	365	17	,	,	PUNCT
futech-336	365	18	&	&	CCONJ
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futech-336	365	20	,	,	PUNCT
futech-336	365	21	v.	v.	ADP
futech-336	365	22	a.	a.	PROPN
futech-336	365	23	a.	a.	PROPN
futech-336	365	24	(	(	PUNCT
futech-336	365	25	2024	2024	NUM
futech-336	365	26	)	)	PUNCT
futech-336	365	27	.	.	PUNCT
futech-336	366	1	differential	differential	PROPN
futech-336	366	2	cnn	cnn	PROPN
futech-336	366	3	and	and	CCONJ
futech-336	366	4	kelm	kelm	NOUN
futech-336	366	5	integration	integration	NOUN
futech-336	366	6	for	for	ADP
futech-336	366	7	accurate	accurate	ADJ
futech-336	366	8	liver	liver	NOUN
futech-336	366	9	cancer	cancer	NOUN
futech-336	366	10	detection	detection	NOUN
futech-336	366	11	.	.	PUNCT
futech-336	367	1	biomedical	biomedical	ADJ
futech-336	367	2	signal	signal	NOUN
futech-336	367	3	processing	processing	NOUN
futech-336	367	4	and	and	CCONJ
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futech-336	367	6	,	,	PUNCT
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futech-336	367	8	,	,	PUNCT
futech-336	367	9	106419	106419	NUM
futech-336	367	10	.	.	PUNCT
futech-336	368	1	[	[	X
futech-336	368	2	15	15	NUM
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futech-336	368	5	,	,	PUNCT
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futech-336	368	7	,	,	PUNCT
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futech-336	368	14	)	)	PUNCT
futech-336	368	15	.	.	PUNCT
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futech-336	369	2	transfer	transfer	NOUN
futech-336	369	3	learning	learn	VERB
futech-336	369	4	for	for	ADP
futech-336	369	5	automated	automate	VERB
futech-336	369	6	liver	liver	NOUN
futech-336	369	7	cancer	cancer	NOUN
futech-336	369	8	gene	gene	NOUN
futech-336	369	9	recognition	recognition	NOUN
futech-336	369	10	using	use	VERB
futech-336	369	11	spectrogram	spectrogram	NOUN
futech-336	369	12	images	image	NOUN
futech-336	369	13	of	of	ADP
futech-336	369	14	digitized	digitize	VERB
futech-336	369	15	dna	dna	PROPN
futech-336	369	16	sequences	sequence	NOUN
futech-336	369	17	.	.	PUNCT
futech-336	370	1	biomedical	biomedical	ADJ
futech-336	370	2	signal	signal	NOUN
futech-336	370	3	processing	processing	NOUN
futech-336	370	4	and	and	CCONJ
futech-336	370	5	control	control	NOUN
futech-336	370	6	,	,	PUNCT
futech-336	370	7	72	72	NUM
futech-336	370	8	,	,	PUNCT
futech-336	370	9	103317	103317	NUM
futech-336	370	10	.	.	PUNCT
futech-336	371	1	[	[	X
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futech-336	371	5	,	,	PUNCT
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futech-336	371	7	,	,	PUNCT
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futech-336	371	19	r.	r.	PROPN
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futech-336	371	31	)	)	PUNCT
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futech-336	372	1	a	a	DET
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futech-336	373	8	:	:	PUNCT
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futech-336	373	13	11(7	11(7	NUM
futech-336	373	14	)	)	PUNCT
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futech-336	373	17	.	.	PUNCT
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futech-336	374	9	&	&	CCONJ
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futech-336	374	11	,	,	PUNCT
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futech-336	374	15	)	)	PUNCT
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futech-336	375	5	in	in	ADP
futech-336	375	6	ct	ct	NUM
futech-336	375	7	images	image	NOUN
futech-336	375	8	based	base	VERB
futech-336	375	9	on	on	ADP
futech-336	375	10	livlesionet	livlesionet	NOUN
futech-336	375	11	,	,	PUNCT
futech-336	375	12	modified	modify	VERB
futech-336	375	13	multi	multi	ADJ
futech-336	375	14	-	-	ADJ
futech-336	375	15	scale	scale	ADJ
futech-336	375	16	cnn	cnn	PROPN
futech-336	375	17	with	with	ADP
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futech-336	375	19	scale	scale	NOUN
futech-336	375	20	method	method	NOUN
futech-336	375	21	.	.	PUNCT
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futech-336	376	2	tools	tool	NOUN
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futech-336	376	5	,	,	PUNCT
futech-336	376	6	83(3	83(3	NUM
futech-336	376	7	)	)	PUNCT
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futech-336	376	9	89118929	89118929	NUM
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futech-336	377	3	]	]	PUNCT
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futech-336	377	9	,	,	PUNCT
futech-336	377	10	j.	j.	PROPN
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futech-336	377	20	,	,	PUNCT
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futech-336	377	28	m.	m.	NOUN
futech-336	377	29	,	,	PUNCT
futech-336	377	30	&	&	CCONJ
futech-336	377	31	patra	patra	PROPN
futech-336	377	32	,	,	PUNCT
futech-336	377	33	r.	r.	PROPN
futech-336	377	34	k.	k.	PROPN
futech-336	377	35	(	(	PUNCT
futech-336	377	36	2024	2024	NUM
futech-336	377	37	)	)	PUNCT
futech-336	377	38	.	.	PUNCT
futech-336	378	1	an	an	DET
futech-336	378	2	approach	approach	NOUN
futech-336	378	3	for	for	ADP
futech-336	378	4	liver	liver	NOUN
futech-336	378	5	cancer	cancer	NOUN
futech-336	378	6	detection	detection	NOUN
futech-336	378	7	from	from	ADP
futech-336	378	8	histopathology	histopathology	NOUN
futech-336	378	9	images	image	NOUN
futech-336	378	10	using	use	VERB
futech-336	378	11	hybrid	hybrid	ADJ
futech-336	378	12	pre	pre	ADJ
futech-336	378	13	-	-	ADJ
futech-336	378	14	trained	train	VERB
futech-336	378	15	models	model	NOUN
futech-336	378	16	.	.	PUNCT
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futech-336	379	2	(	(	PUNCT
futech-336	379	3	telecommunication	telecommunication	NOUN
futech-336	379	4	computing	computing	NOUN
futech-336	379	5	electronics	electronic	NOUN
futech-336	379	6	and	and	CCONJ
futech-336	379	7	control	control	NOUN
futech-336	379	8	)	)	PUNCT
futech-336	379	9	,	,	PUNCT
futech-336	379	10	22(2	22(2	NUM
futech-336	379	11	)	)	PUNCT
futech-336	379	12	,	,	PUNCT
futech-336	379	13	401	401	NUM
futech-336	379	14	-	-	SYM
futech-336	379	15	412	412	NUM
futech-336	379	16	.	.	PUNCT
futech-336	380	1	[	[	X
futech-336	380	2	19	19	NUM
futech-336	380	3	]	]	SYM
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futech-336	380	6	ke	ke	PROPN
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futech-336	380	8	,	,	PUNCT
futech-336	380	9	ziping	ziping	PROPN
futech-336	380	10	ma	ma	PROPN
futech-336	380	11	,	,	PUNCT
futech-336	380	12	mingge	mingge	NOUN
futech-336	380	13	xia	xia	PROPN
futech-336	380	14	,	,	PUNCT
futech-336	380	15	silong	silong	PROPN
futech-336	380	16	xu	xu	PROPN
futech-336	380	17	,	,	PUNCT
futech-336	380	18	ke	ke	PROPN
futech-336	380	19	lu	lu	PROPN
futech-336	380	20	,	,	PUNCT
futech-336	380	21	transformer	transformer	ADJ
futech-336	380	22	dense	dense	ADJ
futech-336	380	23	center	center	NOUN
futech-336	380	24	network	network	NOUN
futech-336	380	25	for	for	ADP
futech-336	380	26	liver	liver	NOUN
futech-336	380	27	tumor	tumor	NOUN
futech-336	380	28	detection	detection	NOUN
futech-336	380	29	,	,	PUNCT
futech-336	380	30	biomedical	biomedical	ADJ
futech-336	380	31	signal	signal	NOUN
futech-336	380	32	processing	processing	NOUN
futech-336	380	33	and	and	CCONJ
futech-336	380	34	control	control	NOUN
futech-336	380	35	,	,	PUNCT
futech-336	380	36	volume	volume	NOUN
futech-336	380	37	91	91	NUM
futech-336	380	38	,	,	PUNCT
futech-336	380	39	2024	2024	NUM
futech-336	380	40	,	,	PUNCT
futech-336	380	41	106066	106066	NUM
futech-336	380	42	,	,	PUNCT
futech-336	380	43	issn	issn	PROPN
futech-336	380	44	1746	1746	NUM
futech-336	380	45	-	-	SYM
futech-336	380	46	8094	8094	NUM
futech-336	380	47	,	,	PUNCT
futech-336	380	48	https://doi.org/10.1016/j.bspc.2024.106066	https://doi.org/10.1016/j.bspc.2024.106066	NOUN
futech-336	380	49	.	.	PUNCT
futech-336	381	1	[	[	X
futech-336	381	2	20	20	NUM
futech-336	381	3	]	]	X
futech-336	381	4	kavitha	kavitha	PROPN
futech-336	381	5	,	,	PUNCT
futech-336	381	6	v.	v.	PROPN
futech-336	381	7	r.	r.	PROPN
futech-336	381	8	,	,	PUNCT
futech-336	381	9	jahir	jahir	PROPN
futech-336	381	10	hussain	hussain	PROPN
futech-336	381	11	,	,	PUNCT
futech-336	381	12	f.	f.	PROPN
futech-336	381	13	b.	b.	PROPN
futech-336	381	14	,	,	PUNCT
futech-336	381	15	chillakuru	chillakuru	PROPN
futech-336	381	16	,	,	PUNCT
futech-336	381	17	p.	p.	NOUN
futech-336	381	18	,	,	PUNCT
futech-336	381	19	&	&	CCONJ
futech-336	381	20	shanmugam	shanmugam	PROPN
futech-336	381	21	,	,	PUNCT
futech-336	381	22	p.	p.	NOUN
futech-336	381	23	(	(	PUNCT
futech-336	381	24	2024	2024	NUM
futech-336	381	25	)	)	PUNCT
futech-336	381	26	.	.	PUNCT
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futech-336	382	2	classification	classification	NOUN
futech-336	382	3	of	of	ADP
futech-336	382	4	liver	liver	NOUN
futech-336	382	5	cancer	cancer	NOUN
futech-336	382	6	stages	stage	NOUN
futech-336	382	7	using	use	VERB
futech-336	382	8	deep	deep	ADJ
futech-336	382	9	learning	learning	NOUN
futech-336	382	10	on	on	ADP
futech-336	382	11	histopathological	histopathological	ADJ
futech-336	382	12	images	image	NOUN
futech-336	382	13	.	.	PUNCT
futech-336	383	1	traitement	traitement	ADJ
futech-336	383	2	du	du	PROPN
futech-336	383	3	signal	signal	PROPN
futech-336	383	4	,	,	PUNCT
futech-336	383	5	41(1	41(1	NUM
futech-336	383	6	)	)	PUNCT
futech-336	383	7	.	.	PUNCT
futech-336	384	1	[	[	X
futech-336	384	2	21	21	NUM
futech-336	384	3	]	]	X
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futech-336	384	5	,	,	PUNCT
futech-336	384	6	m.	m.	PROPN
futech-336	384	7	h.	h.	PROPN
futech-336	384	8	,	,	PUNCT
futech-336	384	9	ghous	ghous	ADJ
futech-336	384	10	,	,	PUNCT
futech-336	384	11	h.	h.	PROPN
futech-336	384	12	,	,	PUNCT
futech-336	384	13	rashid	rashid	PROPN
futech-336	384	14	,	,	PUNCT
futech-336	384	15	t.	t.	PROPN
futech-336	384	16	,	,	PUNCT
futech-336	384	17	maryum	maryum	PROPN
futech-336	384	18	,	,	PUNCT
futech-336	384	19	b.	b.	PROPN
futech-336	384	20	,	,	PUNCT
futech-336	384	21	hao	hao	PROPN
futech-336	384	22	,	,	PUNCT
futech-336	384	23	z.	z.	PROPN
futech-336	384	24	,	,	PUNCT
futech-336	384	25	&	&	CCONJ
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futech-336	384	29	(	(	PUNCT
futech-336	384	30	2024	2024	NUM
futech-336	384	31	)	)	PUNCT
futech-336	384	32	.	.	PUNCT
futech-336	385	1	feature	feature	NOUN
futech-336	385	2	extraction	extraction	NOUN
futech-336	385	3	-	-	PUNCT
futech-336	385	4	based	base	VERB
futech-336	385	5	liver	liver	NOUN
futech-336	385	6	tumor	tumor	NOUN
futech-336	385	7	classification	classification	NOUN
futech-336	385	8	using	use	VERB
futech-336	385	9	machine	machine	NOUN
futech-336	385	10	learning	learning	NOUN
futech-336	385	11	and	and	CCONJ
futech-336	385	12	deep	deep	ADJ
futech-336	385	13	learning	learning	NOUN
futech-336	385	14	methods	method	NOUN
futech-336	385	15	of	of	ADP
futech-336	385	16	computed	compute	VERB
futech-336	385	17	tomography	tomography	NOUN
futech-336	385	18	images	image	NOUN
futech-336	385	19	.	.	PUNCT
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futech-336	386	3	,	,	PUNCT
futech-336	386	4	11(1	11(1	NUM
futech-336	386	5	)	)	PUNCT
futech-336	386	6	,	,	PUNCT
futech-336	386	7	2338994	2338994	NUM
futech-336	386	8	.	.	PUNCT
futech-336	387	1	[	[	X
futech-336	387	2	22	22	NUM
futech-336	387	3	]	]	X
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futech-336	387	5	,	,	PUNCT
futech-336	387	6	y.	y.	PROPN
futech-336	387	7	,	,	PUNCT
futech-336	387	8	lin	lin	PROPN
futech-336	387	9	,	,	PUNCT
futech-336	387	10	h.	h.	PROPN
futech-336	387	11	,	,	PUNCT
futech-336	387	12	zhang	zhang	PROPN
futech-336	387	13	,	,	PUNCT
futech-336	387	14	w.	w.	PROPN
futech-336	387	15	,	,	PUNCT
futech-336	387	16	chen	chen	PROPN
futech-336	387	17	,	,	PUNCT
futech-336	387	18	w.	w.	PROPN
futech-336	387	19	,	,	PUNCT
futech-336	387	20	zhou	zhou	PROPN
futech-336	387	21	,	,	PUNCT
futech-336	387	22	z.	z.	PROPN
futech-336	387	23	,	,	PUNCT
futech-336	387	24	heidari	heidari	PROPN
futech-336	387	25	,	,	PUNCT
futech-336	387	26	a.	a.	NOUN
futech-336	387	27	a.	a.	PROPN
futech-336	387	28	,	,	PUNCT
futech-336	387	29	...	...	PUNCT
futech-336	387	30	&	&	CCONJ
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futech-336	387	32	,	,	PUNCT
futech-336	387	33	g.	g.	PROPN
futech-336	387	34	(	(	PUNCT
futech-336	387	35	2024	2024	NUM
futech-336	387	36	)	)	PUNCT
futech-336	387	37	.	.	PUNCT
futech-336	388	1	icycle	icycle	NOUN
futech-336	388	2	-	-	PUNCT
futech-336	388	3	gan	gan	PROPN
futech-336	388	4	:	:	PUNCT
futech-336	388	5	improved	improved	ADJ
futech-336	388	6	cycle	cycle	NOUN
futech-336	388	7	generative	generative	ADJ
futech-336	388	8	adversarial	adversarial	ADJ
futech-336	388	9	networks	network	NOUN
futech-336	388	10	for	for	ADP
futech-336	388	11	liver	liver	NOUN
futech-336	388	12	medical	medical	ADJ
futech-336	388	13	image	image	NOUN
futech-336	388	14	generation	generation	NOUN
futech-336	388	15	.	.	PUNCT
futech-336	389	1	biomedical	biomedical	ADJ
futech-336	389	2	signal	signal	NOUN
futech-336	389	3	processing	processing	NOUN
futech-336	389	4	and	and	CCONJ
futech-336	389	5	control	control	NOUN
futech-336	389	6	,	,	PUNCT
futech-336	389	7	92	92	NUM
futech-336	389	8	,	,	PUNCT
futech-336	389	9	106100	106100	NUM
futech-336	389	10	.	.	PUNCT
futech-336	390	1	[	[	X
futech-336	390	2	23	23	NUM
futech-336	390	3	]	]	X
futech-336	390	4	bandaru	bandaru	NOUN
futech-336	390	5	,	,	PUNCT
futech-336	390	6	s.	s.	PROPN
futech-336	390	7	c.	c.	PROPN
futech-336	390	8	,	,	PUNCT
futech-336	390	9	mohan	mohan	PROPN
futech-336	390	10	,	,	PUNCT
futech-336	390	11	g.	g.	PROPN
futech-336	390	12	b.	b.	PROPN
futech-336	390	13	,	,	PUNCT
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futech-336	390	16	r.	r.	PROPN
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futech-336	390	19	&	&	CCONJ
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futech-336	390	21	,	,	PUNCT
futech-336	390	22	a.	a.	NOUN
futech-336	390	23	(	(	PUNCT
futech-336	390	24	2024	2024	NUM
futech-336	390	25	)	)	PUNCT
futech-336	390	26	.	.	PUNCT
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futech-336	391	2	:	:	PUNCT
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futech-336	391	7	and	and	CCONJ
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futech-336	391	9	mechanism	mechanism	NOUN
futech-336	391	10	for	for	ADP
futech-336	391	11	gan	gan	NOUN
futech-336	391	12	-	-	PUNCT
futech-336	391	13	augmented	augment	VERB
futech-336	391	14	liver	liver	NOUN
futech-336	391	15	tumor	tumor	NOUN
futech-336	391	16	classification	classification	NOUN
futech-336	391	17	with	with	ADP
futech-336	391	18	enhanced	enhanced	ADJ
futech-336	391	19	deep	deep	ADJ
futech-336	391	20	learning	learning	NOUN
futech-336	391	21	.	.	PUNCT
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futech-336	392	2	journal	journal	PROPN
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futech-336	392	7	16(8	16(8	NUM
futech-336	392	8	)	)	PUNCT
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futech-336	392	11	-	-	SYM
futech-336	392	12	5369	5369	NUM
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futech-336	392	14	24	24	NUM
futech-336	392	15	]	]	X
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futech-336	392	19	,	,	PUNCT
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futech-336	392	25	&	&	CCONJ
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futech-336	392	31	2024	2024	NUM
futech-336	392	32	)	)	PUNCT
futech-336	392	33	.	.	PUNCT
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futech-336	393	2	-	-	PUNCT
futech-336	393	3	v3	v3	PROPN
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futech-336	393	8	for	for	ADP
futech-336	393	9	optimization	optimization	NOUN
futech-336	393	10	of	of	ADP
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futech-336	393	13	histopathology	histopathology	NOUN
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futech-336	393	15	.	.	PUNCT
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futech-336	394	6	29(2	29(2	NUM
futech-336	394	7	)	)	PUNCT
futech-336	394	8	.	.	PUNCT
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futech-336	395	3	]	]	X
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futech-336	395	14	,	,	PUNCT
futech-336	395	15	july	july	PROPN
futech-336	395	16	)	)	PUNCT
futech-336	395	17	.	.	PUNCT
futech-336	396	1	deep	deep	ADJ
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futech-336	396	8	.	.	PUNCT
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futech-336	397	2	2024	2024	NUM
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futech-336	397	4	methods	method	NOUN
futech-336	397	5	,	,	PUNCT
futech-336	397	6	systems	system	NOUN
futech-336	397	7	,	,	PUNCT
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futech-336	397	9	applications	application	NOUN
futech-336	397	10	(	(	PUNCT
futech-336	397	11	imsa	imsa	NOUN
futech-336	397	12	)	)	PUNCT
futech-336	397	13	(	(	PUNCT
futech-336	397	14	pp	pp	X
futech-336	397	15	.	.	PUNCT
futech-336	397	16	312	312	NUM
futech-336	397	17	-	-	SYM
futech-336	397	18	318	318	NUM
futech-336	397	19	)	)	PUNCT
futech-336	397	20	.	.	PUNCT
futech-336	398	1	ieee	ieee	PROPN
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futech-336	399	1	this	this	DET
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futech-336	399	6	-	-	PUNCT
futech-336	399	7	access	access	NOUN
futech-336	399	8	article	article	NOUN
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futech-336	399	12	terms	term	NOUN
futech-336	399	13	and	and	CCONJ
futech-336	399	14	conditions	condition	NOUN
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futech-336	399	16	the	the	DET
futech-336	399	17	creative	creative	ADJ
futech-336	399	18	commons	common	NOUN
futech-336	399	19	attribution	attribution	NOUN
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