id	sid	tid	token	lemma	pos
easat-10383	1	1	edelweiss	edelweiss	PROPN
easat-10383	1	2	applied	apply	VERB
easat-10383	1	3	science	science	NOUN
easat-10383	1	4	and	and	CCONJ
easat-10383	1	5	technology	technology	NOUN
easat-10383	1	6	issn	issn	PROPN
easat-10383	1	7	:	:	PUNCT
easat-10383	1	8	2576	2576	NUM
easat-10383	1	9	-	-	SYM
easat-10383	1	10	8484	8484	NUM
easat-10383	1	11	vol	vol	NOUN
easat-10383	1	12	.	.	PROPN
easat-10383	2	1	9	9	NUM
easat-10383	2	2	,	,	PUNCT
easat-10383	2	3	no	no	INTJ
easat-10383	2	4	.	.	NOUN
easat-10383	2	5	10	10	NUM
easat-10383	2	6	,	,	PUNCT
easat-10383	2	7	189	189	NUM
easat-10383	2	8	-	-	SYM
easat-10383	2	9	211	211	NUM
easat-10383	2	10	2025	2025	NUM
easat-10383	2	11	publisher	publisher	NOUN
easat-10383	2	12	:	:	PUNCT
easat-10383	2	13	learning	learn	VERB
easat-10383	2	14	gate	gate	NOUN
easat-10383	2	15	doi	doi	PROPN
easat-10383	2	16	:	:	PUNCT
easat-10383	2	17	10.55214/2576	10.55214/2576	NUM
easat-10383	2	18	-	-	SYM
easat-10383	2	19	8484.v9i10.10383	8484.v9i10.10383	NOUN
easat-10383	2	20	©	©	PROPN
easat-10383	2	21	2025	2025	NUM
easat-10383	2	22	by	by	ADP
easat-10383	2	23	the	the	DET
easat-10383	2	24	authors	author	NOUN
easat-10383	2	25	;	;	PUNCT
easat-10383	3	1	licensee	licensee	PROPN
easat-10383	3	2	learning	learning	NOUN
easat-10383	3	3	gate	gate	NOUN
easat-10383	3	4	©	©	PROPN
easat-10383	3	5	2025	2025	NUM
easat-10383	3	6	by	by	ADP
easat-10383	3	7	the	the	DET
easat-10383	3	8	authors	author	NOUN
easat-10383	3	9	;	;	PUNCT
easat-10383	3	10	licensee	licensee	PROPN
easat-10383	3	11	learning	learning	NOUN
easat-10383	3	12	gate	gate	NOUN
easat-10383	3	13	history	history	NOUN
easat-10383	3	14	:	:	PUNCT
easat-10383	3	15	received	receive	VERB
easat-10383	3	16	:	:	PUNCT
easat-10383	3	17	15	15	NUM
easat-10383	3	18	august	august	PROPN
easat-10383	3	19	2025	2025	NUM
easat-10383	3	20	;	;	PUNCT
easat-10383	3	21	revised	revise	VERB
easat-10383	3	22	:	:	PUNCT
easat-10383	3	23	8	8	NUM
easat-10383	3	24	september	september	PROPN
easat-10383	3	25	2025	2025	NUM
easat-10383	3	26	;	;	PUNCT
easat-10383	3	27	accepted	accept	VERB
easat-10383	3	28	:	:	PUNCT
easat-10383	3	29	12	12	NUM
easat-10383	3	30	september	september	PROPN
easat-10383	3	31	2025	2025	NUM
easat-10383	3	32	;	;	PUNCT
easat-10383	3	33	published	publish	VERB
easat-10383	3	34	:	:	PUNCT
easat-10383	3	35	7	7	NUM
easat-10383	3	36	october	october	NOUN
easat-10383	3	37	2025	2025	NUM
easat-10383	3	38	*	*	PUNCT
easat-10383	3	39	correspondence	correspondence	NOUN
easat-10383	3	40	:	:	PUNCT
easat-10383	4	1	dipalighatge82@gmail.com	dipalighatge82@gmail.com	X
easat-10383	4	2	thermofusionnet	thermofusionnet	NOUN
easat-10383	4	3	for	for	ADP
easat-10383	4	4	breast	breast	NOUN
easat-10383	4	5	abnormality	abnormality	NOUN
easat-10383	4	6	detection	detection	NOUN
easat-10383	4	7	through	through	ADP
easat-10383	4	8	visual	visual	ADJ
easat-10383	4	9	and	and	CCONJ
easat-10383	4	10	infrared	infrared	ADJ
easat-10383	4	11	thermal	thermal	ADJ
easat-10383	4	12	imaging	imaging	NOUN
easat-10383	4	13	using	use	VERB
easat-10383	4	14	deep	deep	ADJ
easat-10383	4	15	learning	learning	NOUN
easat-10383	4	16	dipali	dipali	VERB
easat-10383	4	17	ghatge1	ghatge1	PROPN
easat-10383	4	18	*	*	PROPN
easat-10383	4	19	,	,	PUNCT
easat-10383	4	20	k.	k.	PROPN
easat-10383	4	21	rajeswari2	rajeswari2	PROPN
easat-10383	4	22	1research	1research	NUM
easat-10383	4	23	scholor	scholor	NOUN
easat-10383	4	24	,	,	PUNCT
easat-10383	4	25	pimpri	pimpri	NOUN
easat-10383	4	26	chinchwad	chinchwad	PROPN
easat-10383	4	27	college	college	PROPN
easat-10383	4	28	of	of	ADP
easat-10383	4	29	engineering	engineering	NOUN
easat-10383	4	30	,	,	PUNCT
easat-10383	4	31	pimpri	pimpri	NOUN
easat-10383	4	32	-	-	PUNCT
easat-10383	4	33	chinchwad	chinchwad	NOUN
easat-10383	4	34	,	,	PUNCT
easat-10383	4	35	maharashtra	maharashtra	PROPN
easat-10383	4	36	,	,	PUNCT
easat-10383	4	37	411044	411044	NUM
easat-10383	4	38	,	,	PUNCT
easat-10383	4	39	india	india	PROPN
easat-10383	4	40	;	;	PUNCT
easat-10383	4	41	dipalighatge82@gmail.com	dipalighatge82@gmail.com	PROPN
easat-10383	4	42	(	(	PUNCT
easat-10383	4	43	d.g	d.g	PROPN
easat-10383	4	44	.	.	PUNCT
easat-10383	4	45	)	)	PUNCT
easat-10383	4	46	.	.	PUNCT
easat-10383	5	1	2savitribai	2savitribai	NUM
easat-10383	5	2	phule	phule	NOUN
easat-10383	5	3	pune	pune	PROPN
easat-10383	5	4	university	university	NOUN
easat-10383	5	5	,	,	PUNCT
easat-10383	5	6	pune	pune	NOUN
easat-10383	5	7	,	,	PUNCT
easat-10383	5	8	maharashtra	maharashtra	PROPN
easat-10383	5	9	,	,	PUNCT
easat-10383	5	10	411007	411007	NUM
easat-10383	5	11	,	,	PUNCT
easat-10383	5	12	india	india	PROPN
easat-10383	5	13	;	;	PUNCT
easat-10383	5	14	kannan.rajeswari@pccoepune.org	kannan.rajeswari@pccoepune.org	X
easat-10383	5	15	(	(	PUNCT
easat-10383	5	16	k.r	k.r	PROPN
easat-10383	5	17	.	.	PROPN
easat-10383	5	18	)	)	PUNCT
easat-10383	5	19	.	.	PUNCT
easat-10383	6	1	abstract	abstract	ADJ
easat-10383	6	2	:	:	PUNCT
easat-10383	6	3	breast	breast	NOUN
easat-10383	6	4	cancer	cancer	NOUN
easat-10383	6	5	remains	remain	VERB
easat-10383	6	6	a	a	DET
easat-10383	6	7	leading	lead	VERB
easat-10383	6	8	cause	cause	NOUN
easat-10383	6	9	of	of	ADP
easat-10383	6	10	mortality	mortality	NOUN
easat-10383	6	11	among	among	ADP
easat-10383	6	12	women	woman	NOUN
easat-10383	6	13	worldwide	worldwide	ADV
easat-10383	6	14	,	,	PUNCT
easat-10383	6	15	making	make	VERB
easat-10383	6	16	early	early	ADJ
easat-10383	6	17	and	and	CCONJ
easat-10383	6	18	accurate	accurate	ADJ
easat-10383	6	19	detection	detection	NOUN
easat-10383	6	20	vital	vital	ADJ
easat-10383	6	21	for	for	ADP
easat-10383	6	22	effective	effective	ADJ
easat-10383	6	23	treatment	treatment	NOUN
easat-10383	6	24	.	.	PUNCT
easat-10383	7	1	this	this	DET
easat-10383	7	2	study	study	NOUN
easat-10383	7	3	proposes	propose	VERB
easat-10383	7	4	a	a	DET
easat-10383	7	5	deep	deep	ADJ
easat-10383	7	6	learning	learning	NOUN
easat-10383	7	7	model	model	NOUN
easat-10383	7	8	,	,	PUNCT
easat-10383	7	9	thermofusionnet	thermofusionnet	NOUN
easat-10383	7	10	,	,	PUNCT
easat-10383	7	11	which	which	PRON
easat-10383	7	12	integrates	integrate	VERB
easat-10383	7	13	visual	visual	ADJ
easat-10383	7	14	and	and	CCONJ
easat-10383	7	15	infrared	infrared	ADJ
easat-10383	7	16	thermal	thermal	ADJ
easat-10383	7	17	imaging	imaging	NOUN
easat-10383	7	18	to	to	PART
easat-10383	7	19	detect	detect	VERB
easat-10383	7	20	breast	breast	NOUN
easat-10383	7	21	abnormalities	abnormality	NOUN
easat-10383	7	22	in	in	ADP
easat-10383	7	23	a	a	DET
easat-10383	7	24	cost	cost	NOUN
easat-10383	7	25	-	-	PUNCT
easat-10383	7	26	effective	effective	ADJ
easat-10383	7	27	and	and	CCONJ
easat-10383	7	28	non	non	ADJ
easat-10383	7	29	-	-	ADJ
easat-10383	7	30	invasive	invasive	ADJ
easat-10383	7	31	manner	manner	NOUN
easat-10383	7	32	.	.	PUNCT
easat-10383	8	1	adaptive	adaptive	ADJ
easat-10383	8	2	bilateral	bilateral	ADJ
easat-10383	8	3	kernel	kernel	NOUN
easat-10383	8	4	filtering	filtering	NOUN
easat-10383	8	5	(	(	PUNCT
easat-10383	8	6	abkf	abkf	NOUN
easat-10383	8	7	)	)	PUNCT
easat-10383	8	8	reduces	reduce	VERB
easat-10383	8	9	noise	noise	NOUN
easat-10383	8	10	while	while	SCONJ
easat-10383	8	11	preserving	preserve	VERB
easat-10383	8	12	edges	edge	NOUN
easat-10383	8	13	in	in	ADP
easat-10383	8	14	input	input	NOUN
easat-10383	8	15	images	image	NOUN
easat-10383	8	16	.	.	PUNCT
easat-10383	9	1	segmentation	segmentation	NOUN
easat-10383	9	2	uses	use	VERB
easat-10383	9	3	distance	distance	NOUN
easat-10383	9	4	regularised	regularise	VERB
easat-10383	9	5	level	level	NOUN
easat-10383	9	6	set	set	VERB
easat-10383	9	7	evolution	evolution	NOUN
easat-10383	9	8	(	(	PUNCT
easat-10383	9	9	drlse	drlse	PROPN
easat-10383	9	10	)	)	PUNCT
easat-10383	9	11	for	for	ADP
easat-10383	9	12	precise	precise	ADJ
easat-10383	9	13	delineation	delineation	NOUN
easat-10383	9	14	of	of	ADP
easat-10383	9	15	breast	breast	NOUN
easat-10383	9	16	tissue	tissue	NOUN
easat-10383	9	17	irregularities	irregularity	NOUN
easat-10383	9	18	.	.	PUNCT
easat-10383	10	1	feature	feature	NOUN
easat-10383	10	2	sensitivity	sensitivity	NOUN
easat-10383	10	3	and	and	CCONJ
easat-10383	10	4	segmentation	segmentation	NOUN
easat-10383	10	5	convergence	convergence	NOUN
easat-10383	10	6	are	be	AUX
easat-10383	10	7	enhanced	enhance	VERB
easat-10383	10	8	by	by	ADP
easat-10383	10	9	anisotropic	anisotropic	NOUN
easat-10383	10	10	gaussian	gaussian	NOUN
easat-10383	10	11	smoothing	smooth	VERB
easat-10383	10	12	gradient	gradient	NOUN
easat-10383	10	13	-	-	PUNCT
easat-10383	10	14	based	base	VERB
easat-10383	10	15	optimisation	optimisation	NOUN
easat-10383	10	16	(	(	PUNCT
easat-10383	10	17	agsgo	agsgo	NOUN
easat-10383	10	18	)	)	PUNCT
easat-10383	10	19	.	.	PUNCT
easat-10383	11	1	classification	classification	NOUN
easat-10383	11	2	is	be	AUX
easat-10383	11	3	performed	perform	VERB
easat-10383	11	4	on	on	ADP
easat-10383	11	5	fused	fuse	VERB
easat-10383	11	6	visual	visual	ADJ
easat-10383	11	7	and	and	CCONJ
easat-10383	11	8	thermal	thermal	ADJ
easat-10383	11	9	image	image	NOUN
easat-10383	11	10	data	datum	NOUN
easat-10383	11	11	.	.	PUNCT
easat-10383	12	1	experimental	experimental	ADJ
easat-10383	12	2	results	result	NOUN
easat-10383	12	3	demonstrate	demonstrate	VERB
easat-10383	12	4	characteristic	characteristic	ADJ
easat-10383	12	5	fluctuations	fluctuation	NOUN
easat-10383	12	6	in	in	ADP
easat-10383	12	7	a	a	DET
easat-10383	12	8	shared	share	VERB
easat-10383	12	9	feature	feature	NOUN
easat-10383	12	10	axis	axis	NOUN
easat-10383	12	11	ranging	range	VERB
easat-10383	12	12	from	from	ADP
easat-10383	12	13	0	0	NUM
easat-10383	12	14	to	to	ADP
easat-10383	12	15	120	120	NUM
easat-10383	12	16	,	,	PUNCT
easat-10383	12	17	where	where	SCONJ
easat-10383	12	18	benign	benign	ADJ
easat-10383	12	19	cases	case	NOUN
easat-10383	12	20	maintain	maintain	VERB
easat-10383	12	21	values	value	NOUN
easat-10383	12	22	below	below	ADP
easat-10383	12	23	10	10	NUM
easat-10383	12	24	,	,	PUNCT
easat-10383	12	25	and	and	CCONJ
easat-10383	12	26	malignant	malignant	ADJ
easat-10383	12	27	cases	case	NOUN
easat-10383	12	28	begin	begin	VERB
easat-10383	12	29	above	above	ADP
easat-10383	12	30	160	160	NUM
easat-10383	12	31	,	,	PUNCT
easat-10383	12	32	peaking	peak	VERB
easat-10383	12	33	before	before	ADP
easat-10383	12	34	declining	decline	VERB
easat-10383	12	35	.	.	PUNCT
easat-10383	13	1	malignant	malignant	ADJ
easat-10383	13	2	features	feature	NOUN
easat-10383	13	3	exhibit	exhibit	VERB
easat-10383	13	4	distinct	distinct	ADJ
easat-10383	13	5	thermal	thermal	ADJ
easat-10383	13	6	and	and	CCONJ
easat-10383	13	7	visual	visual	ADJ
easat-10383	13	8	patterns	pattern	NOUN
easat-10383	13	9	that	that	PRON
easat-10383	13	10	aid	aid	VERB
easat-10383	13	11	reliable	reliable	ADJ
easat-10383	13	12	detection	detection	NOUN
easat-10383	13	13	.	.	PUNCT
easat-10383	14	1	the	the	DET
easat-10383	14	2	model	model	NOUN
easat-10383	14	3	achieves	achieve	VERB
easat-10383	14	4	improved	improved	ADJ
easat-10383	14	5	accuracy	accuracy	NOUN
easat-10383	14	6	and	and	CCONJ
easat-10383	14	7	sensitivity	sensitivity	NOUN
easat-10383	14	8	compared	compare	VERB
easat-10383	14	9	to	to	ADP
easat-10383	14	10	traditional	traditional	ADJ
easat-10383	14	11	methods	method	NOUN
easat-10383	14	12	.	.	PUNCT
easat-10383	15	1	these	these	DET
easat-10383	15	2	findings	finding	NOUN
easat-10383	15	3	support	support	VERB
easat-10383	15	4	thermofusionnet	thermofusionnet	NOUN
easat-10383	15	5	as	as	ADP
easat-10383	15	6	an	an	DET
easat-10383	15	7	effective	effective	ADJ
easat-10383	15	8	diagnostic	diagnostic	ADJ
easat-10383	15	9	tool	tool	NOUN
easat-10383	15	10	for	for	ADP
easat-10383	15	11	early	early	ADJ
easat-10383	15	12	breast	breast	NOUN
easat-10383	15	13	cancer	cancer	NOUN
easat-10383	15	14	detection	detection	NOUN
easat-10383	15	15	.	.	PUNCT
easat-10383	16	1	future	future	ADJ
easat-10383	16	2	work	work	NOUN
easat-10383	16	3	aims	aim	VERB
easat-10383	16	4	at	at	ADP
easat-10383	16	5	real	real	ADJ
easat-10383	16	6	-	-	PUNCT
easat-10383	16	7	time	time	NOUN
easat-10383	16	8	diagnostics	diagnostic	NOUN
easat-10383	16	9	and	and	CCONJ
easat-10383	16	10	mobile	mobile	ADJ
easat-10383	16	11	health	health	NOUN
easat-10383	16	12	integration	integration	NOUN
easat-10383	16	13	to	to	PART
easat-10383	16	14	increase	increase	VERB
easat-10383	16	15	accessibility	accessibility	NOUN
easat-10383	16	16	in	in	ADP
easat-10383	16	17	low	low	ADJ
easat-10383	16	18	-	-	PUNCT
easat-10383	16	19	resource	resource	NOUN
easat-10383	16	20	settings	setting	NOUN
easat-10383	16	21	.	.	PUNCT
easat-10383	17	1	keywords	keyword	NOUN
easat-10383	17	2	:	:	PUNCT
easat-10383	17	3	adaptive	adaptive	ADJ
easat-10383	17	4	bilateral	bilateral	ADJ
easat-10383	17	5	kernel	kernel	NOUN
easat-10383	17	6	filtering	filtering	NOUN
easat-10383	17	7	,	,	PUNCT
easat-10383	17	8	anisotropic	anisotropic	NOUN
easat-10383	17	9	gaussian	gaussian	ADJ
easat-10383	17	10	smoothing	smoothing	NOUN
easat-10383	17	11	,	,	PUNCT
easat-10383	17	12	breast	breast	NOUN
easat-10383	17	13	cancer	cancer	NOUN
easat-10383	17	14	,	,	PUNCT
easat-10383	17	15	distance	distance	NOUN
easat-10383	17	16	-	-	PUNCT
easat-10383	17	17	regularized	regularize	VERB
easat-10383	17	18	level	level	NOUN
easat-10383	17	19	set	set	VERB
easat-10383	17	20	evolution	evolution	NOUN
easat-10383	17	21	,	,	PUNCT
easat-10383	17	22	gradient	gradient	NOUN
easat-10383	17	23	-	-	PUNCT
easat-10383	17	24	based	base	VERB
easat-10383	17	25	optimization	optimization	NOUN
easat-10383	17	26	,	,	PUNCT
easat-10383	17	27	thermal	thermal	ADJ
easat-10383	17	28	imaging	imaging	NOUN
easat-10383	17	29	,	,	PUNCT
easat-10383	17	30	thermofusionnet	thermofusionnet	NOUN
easat-10383	17	31	1	1	NUM
easat-10383	17	32	.	.	PUNCT
easat-10383	18	1	introduction	introduction	NOUN
easat-10383	18	2	breast	breast	NOUN
easat-10383	18	3	cancer	cancer	NOUN
easat-10383	18	4	detection	detection	NOUN
easat-10383	18	5	has	have	AUX
easat-10383	18	6	long	long	ADV
easat-10383	18	7	been	be	AUX
easat-10383	18	8	an	an	DET
easat-10383	18	9	experiment	experiment	NOUN
easat-10383	18	10	in	in	ADP
easat-10383	18	11	medical	medical	ADJ
easat-10383	18	12	imaging	imaging	NOUN
easat-10383	18	13	,	,	PUNCT
easat-10383	18	14	with	with	ADP
easat-10383	18	15	progress	progress	NOUN
easat-10383	18	16	being	be	AUX
easat-10383	18	17	made	make	VERB
easat-10383	18	18	over	over	ADP
easat-10383	18	19	the	the	DET
easat-10383	18	20	centuries	century	NOUN
easat-10383	18	21	to	to	PART
easat-10383	18	22	improve	improve	VERB
easat-10383	18	23	the	the	DET
easat-10383	18	24	precision	precision	NOUN
easat-10383	18	25	and	and	CCONJ
easat-10383	18	26	dependability	dependability	NOUN
easat-10383	18	27	of	of	ADP
easat-10383	18	28	analytic	analytic	ADJ
easat-10383	18	29	tools	tool	NOUN
easat-10383	18	30	[	[	X
easat-10383	18	31	1	1	NUM
easat-10383	18	32	]	]	PUNCT
easat-10383	18	33	.	.	PUNCT
easat-10383	19	1	traditionally	traditionally	ADV
easat-10383	19	2	,	,	PUNCT
easat-10383	19	3	mammography	mammography	NOUN
easat-10383	19	4	and	and	CCONJ
easat-10383	19	5	ultrasound	ultrasound	NOUN
easat-10383	19	6	have	have	AUX
easat-10383	19	7	been	be	AUX
easat-10383	19	8	the	the	DET
easat-10383	19	9	gold	gold	NOUN
easat-10383	19	10	standards	standard	NOUN
easat-10383	19	11	for	for	ADP
easat-10383	19	12	early	early	ADJ
easat-10383	19	13	detection	detection	NOUN
easat-10383	19	14	.	.	PUNCT
easat-10383	20	1	however	however	ADV
easat-10383	20	2	,	,	PUNCT
easat-10383	20	3	these	these	DET
easat-10383	20	4	methods	method	NOUN
easat-10383	20	5	often	often	ADV
easat-10383	20	6	face	face	VERB
easat-10383	20	7	limitations	limitation	NOUN
easat-10383	20	8	such	such	ADJ
easat-10383	20	9	as	as	ADP
easat-10383	20	10	false	false	ADJ
easat-10383	20	11	positives	positive	NOUN
easat-10383	20	12	,	,	PUNCT
easat-10383	20	13	discomfort	discomfort	NOUN
easat-10383	20	14	during	during	ADP
easat-10383	20	15	procedures	procedure	NOUN
easat-10383	20	16	,	,	PUNCT
easat-10383	20	17	and	and	CCONJ
easat-10383	20	18	challenges	challenge	NOUN
easat-10383	20	19	in	in	ADP
easat-10383	20	20	detecting	detect	VERB
easat-10383	20	21	abnormalities	abnormality	NOUN
easat-10383	20	22	in	in	ADP
easat-10383	20	23	dense	dense	ADJ
easat-10383	20	24	breast	breast	NOUN
easat-10383	20	25	tissue	tissue	NOUN
easat-10383	20	26	[	[	X
easat-10383	20	27	2	2	NUM
easat-10383	20	28	]	]	PUNCT
easat-10383	20	29	.	.	PUNCT
easat-10383	21	1	in	in	ADP
easat-10383	21	2	the	the	DET
easat-10383	21	3	past	past	NOUN
easat-10383	21	4	,	,	PUNCT
easat-10383	21	5	these	these	DET
easat-10383	21	6	diagnostic	diagnostic	ADJ
easat-10383	21	7	techniques	technique	NOUN
easat-10383	21	8	relied	rely	VERB
easat-10383	21	9	heavily	heavily	ADV
easat-10383	21	10	on	on	ADP
easat-10383	21	11	physical	physical	ADJ
easat-10383	21	12	examinations	examination	NOUN
easat-10383	21	13	by	by	ADP
easat-10383	21	14	radiologists	radiologist	NOUN
easat-10383	21	15	,	,	PUNCT
easat-10383	21	16	which	which	PRON
easat-10383	21	17	not	not	PART
easat-10383	21	18	only	only	ADV
easat-10383	21	19	resulted	result	VERB
easat-10383	21	20	in	in	ADP
easat-10383	21	21	lengthy	lengthy	ADJ
easat-10383	21	22	diagnoses	diagnosis	NOUN
easat-10383	21	23	but	but	CCONJ
easat-10383	21	24	also	also	ADV
easat-10383	21	25	produced	produce	VERB
easat-10383	21	26	unpredictable	unpredictable	ADJ
easat-10383	21	27	results	result	NOUN
easat-10383	21	28	[	[	X
easat-10383	21	29	3	3	NUM
easat-10383	21	30	]	]	PUNCT
easat-10383	21	31	.	.	PUNCT
easat-10383	22	1	while	while	SCONJ
easat-10383	22	2	mammography	mammography	NOUN
easat-10383	22	3	has	have	AUX
easat-10383	22	4	been	be	AUX
easat-10383	22	5	the	the	DET
easat-10383	22	6	leading	lead	VERB
easat-10383	22	7	tool	tool	NOUN
easat-10383	22	8	in	in	ADP
easat-10383	22	9	the	the	DET
easat-10383	22	10	discovery	discovery	NOUN
easat-10383	22	11	of	of	ADP
easat-10383	22	12	breast	breast	NOUN
easat-10383	22	13	abnormalities	abnormality	NOUN
easat-10383	22	14	,	,	PUNCT
easat-10383	22	15	it	it	PRON
easat-10383	22	16	exposes	expose	VERB
easat-10383	22	17	patients	patient	NOUN
easat-10383	22	18	to	to	ADP
easat-10383	22	19	ionizing	ionize	VERB
easat-10383	22	20	energy	energy	NOUN
easat-10383	22	21	,	,	PUNCT
easat-10383	22	22	which	which	PRON
easat-10383	22	23	poses	pose	VERB
easat-10383	22	24	risks	risk	NOUN
easat-10383	22	25	,	,	PUNCT
easat-10383	22	26	chiefly	chiefly	ADV
easat-10383	22	27	for	for	ADP
easat-10383	22	28	older	old	ADJ
easat-10383	22	29	women	woman	NOUN
easat-10383	22	30	or	or	CCONJ
easat-10383	22	31	those	those	PRON
easat-10383	22	32	with	with	ADP
easat-10383	22	33	a	a	DET
easat-10383	22	34	hereditary	hereditary	ADJ
easat-10383	22	35	disposition	disposition	NOUN
easat-10383	22	36	to	to	ADP
easat-10383	22	37	breast	breast	NOUN
easat-10383	22	38	cancer	cancer	NOUN
easat-10383	22	39	[	[	X
easat-10383	22	40	4	4	NUM
easat-10383	22	41	]	]	PUNCT
easat-10383	22	42	.	.	PUNCT
easat-10383	23	1	these	these	DET
easat-10383	23	2	issues	issue	NOUN
easat-10383	23	3	highlight	highlight	VERB
easat-10383	23	4	the	the	DET
easat-10383	23	5	urgent	urgent	ADJ
easat-10383	23	6	need	need	NOUN
easat-10383	23	7	for	for	ADP
easat-10383	23	8	more	more	ADV
easat-10383	23	9	advanced	advanced	ADJ
easat-10383	23	10	,	,	PUNCT
easat-10383	23	11	non	non	ADJ
easat-10383	23	12	-	-	ADJ
easat-10383	23	13	invasive	invasive	ADJ
easat-10383	23	14	diagnostic	diagnostic	ADJ
easat-10383	23	15	methods	method	NOUN
easat-10383	23	16	that	that	PRON
easat-10383	23	17	can	can	AUX
easat-10383	23	18	detect	detect	VERB
easat-10383	23	19	breast	breast	NOUN
easat-10383	23	20	irregularities	irregularity	NOUN
easat-10383	23	21	with	with	ADP
easat-10383	23	22	greater	great	ADJ
easat-10383	23	23	accuracy	accuracy	NOUN
easat-10383	23	24	and	and	CCONJ
easat-10383	23	25	lower	low	ADJ
easat-10383	23	26	risks	risk	NOUN
easat-10383	23	27	[	[	X
easat-10383	23	28	5	5	NUM
easat-10383	23	29	]	]	PUNCT
easat-10383	23	30	.	.	PUNCT
easat-10383	24	1	as	as	ADP
easat-10383	24	2	a	a	DET
easat-10383	24	3	result	result	NOUN
easat-10383	24	4	,	,	PUNCT
easat-10383	24	5	infrared	infrared	ADJ
easat-10383	24	6	current	current	ADJ
easat-10383	24	7	imaging	imaging	NOUN
easat-10383	24	8	occurred	occur	VERB
easat-10383	24	9	as	as	ADP
easat-10383	24	10	a	a	DET
easat-10383	24	11	budding	bud	VERB
easat-10383	24	12	resolution	resolution	NOUN
easat-10383	24	13	due	due	ADP
easat-10383	24	14	to	to	ADP
easat-10383	24	15	its	its	PRON
easat-10383	24	16	non	non	ADJ
easat-10383	24	17	-	-	ADJ
easat-10383	24	18	invasive	invasive	ADJ
easat-10383	24	19	nature	nature	NOUN
easat-10383	24	20	,	,	PUNCT
easat-10383	24	21	the	the	DET
easat-10383	24	22	non	non	NOUN
easat-10383	24	23	-	-	NOUN
easat-10383	24	24	appearance	appearance	NOUN
easat-10383	24	25	of	of	ADP
easat-10383	24	26	energy	energy	NOUN
easat-10383	24	27	,	,	PUNCT
easat-10383	24	28	and	and	CCONJ
easat-10383	24	29	its	its	PRON
easat-10383	24	30	aptitude	aptitude	NOUN
easat-10383	24	31	to	to	PART
easat-10383	24	32	detect	detect	VERB
easat-10383	24	33	infection	infection	NOUN
easat-10383	24	34	differences	difference	NOUN
easat-10383	24	35	produced	produce	VERB
easat-10383	24	36	by	by	ADP
easat-10383	24	37	irregular	irregular	ADJ
easat-10383	24	38	tissue	tissue	NOUN
easat-10383	24	39	growth	growth	NOUN
easat-10383	24	40	[	[	X
easat-10383	24	41	6	6	NUM
easat-10383	24	42	-	-	SYM
easat-10383	24	43	8	8	NUM
easat-10383	24	44	]	]	PUNCT
easat-10383	24	45	.	.	PUNCT
easat-10383	25	1	thermal	thermal	ADJ
easat-10383	25	2	imaging	imaging	NOUN
easat-10383	25	3	has	have	AUX
easat-10383	25	4	been	be	AUX
easat-10383	25	5	investigated	investigate	VERB
easat-10383	25	6	in	in	ADP
easat-10383	25	7	the	the	DET
easat-10383	25	8	past	past	NOUN
easat-10383	25	9	as	as	ADP
easat-10383	25	10	a	a	DET
easat-10383	25	11	promising	promising	ADJ
easat-10383	25	12	technique	technique	NOUN
easat-10383	25	13	to	to	PART
easat-10383	25	14	identify	identify	VERB
easat-10383	25	15	infection	infection	NOUN
easat-10383	25	16	changes	change	NOUN
easat-10383	25	17	in	in	ADP
easat-10383	25	18	breast	breast	NOUN
easat-10383	25	19	tissue	tissue	NOUN
easat-10383	25	20	,	,	PUNCT
easat-10383	25	21	but	but	CCONJ
easat-10383	25	22	understanding	understand	VERB
easat-10383	25	23	this	this	DET
easat-10383	25	24	data	datum	NOUN
easat-10383	25	25	precisely	precisely	ADV
easat-10383	25	26	has	have	AUX
easat-10383	25	27	posed	pose	VERB
easat-10383	25	28	a	a	DET
easat-10383	25	29	significant	significant	ADJ
easat-10383	25	30	challenge	challenge	NOUN
easat-10383	25	31	due	due	ADP
easat-10383	25	32	to	to	ADP
easat-10383	25	33	the	the	DET
easat-10383	25	34	difficulties	difficulty	NOUN
easat-10383	25	35	involved	involve	VERB
easat-10383	25	36	in	in	ADP
easat-10383	25	37	analyzing	analyze	VERB
easat-10383	25	38	infrared	infrared	ADJ
easat-10383	25	39	images	image	NOUN
easat-10383	25	40	[	[	X
easat-10383	25	41	9	9	NUM
easat-10383	25	42	-	-	SYM
easat-10383	25	43	11	11	NUM
easat-10383	25	44	]	]	PUNCT
easat-10383	25	45	.	.	PUNCT
easat-10383	26	1	the	the	DET
easat-10383	26	2	arrival	arrival	NOUN
easat-10383	26	3	of	of	ADP
easat-10383	26	4	dl	dl	PROPN
easat-10383	26	5	and	and	CCONJ
easat-10383	26	6	ai	ai	PROPN
easat-10383	26	7	has	have	AUX
easat-10383	26	8	revolutionized	revolutionize	VERB
easat-10383	26	9	the	the	DET
easat-10383	26	10	probability	probability	NOUN
easat-10383	26	11	of	of	ADP
easat-10383	26	12	medical	medical	ADJ
easat-10383	26	13	imaging	imaging	NOUN
easat-10383	26	14	,	,	PUNCT
easat-10383	26	15	allowing	allow	VERB
easat-10383	26	16	for	for	ADP
easat-10383	26	17	the	the	DET
easat-10383	26	18	programmed	program	VERB
easat-10383	26	19	and	and	CCONJ
easat-10383	26	20	precise	precise	ADJ
easat-10383	26	21	analysis	analysis	NOUN
easat-10383	26	22	of	of	ADP
easat-10383	26	23	composite	composite	ADJ
easat-10383	26	24	data	datum	NOUN
easat-10383	26	25	,	,	PUNCT
easat-10383	26	26	such	such	ADJ
easat-10383	26	27	as	as	ADP
easat-10383	26	28	ultraviolet	ultraviolet	ADJ
easat-10383	26	29	thermal	thermal	ADJ
easat-10383	26	30	images	image	NOUN
easat-10383	26	31	[	[	X
easat-10383	26	32	12	12	NUM
easat-10383	26	33	-	-	SYM
easat-10383	26	34	14	14	NUM
easat-10383	26	35	]	]	PUNCT
easat-10383	26	36	.	.	PUNCT
easat-10383	27	1	https://orcid.org/0000-0003-2625-4108	https://orcid.org/0000-0003-2625-4108	AUX
easat-10383	27	2	https://orcid.org/0000-0002-5392-3920	https://orcid.org/0000-0002-5392-3920	VERB
easat-10383	27	3	190	190	NUM
easat-10383	27	4	edelweiss	edelweiss	PROPN
easat-10383	27	5	applied	apply	VERB
easat-10383	27	6	science	science	NOUN
easat-10383	27	7	and	and	CCONJ
easat-10383	27	8	technology	technology	NOUN
easat-10383	27	9	issn	issn	PROPN
easat-10383	27	10	:	:	PUNCT
easat-10383	27	11	2576	2576	NUM
easat-10383	27	12	-	-	SYM
easat-10383	27	13	8484	8484	NUM
easat-10383	27	14	vol	vol	NOUN
easat-10383	27	15	.	.	PROPN
easat-10383	28	1	9	9	NUM
easat-10383	28	2	,	,	PUNCT
easat-10383	28	3	no	no	INTJ
easat-10383	28	4	.	.	NOUN
easat-10383	28	5	10	10	NUM
easat-10383	28	6	:	:	SYM
easat-10383	28	7	189	189	NUM
easat-10383	28	8	-	-	SYM
easat-10383	28	9	211	211	NUM
easat-10383	28	10	,	,	PUNCT
easat-10383	28	11	2025	2025	NUM
easat-10383	28	12	doi	doi	NOUN
easat-10383	28	13	:	:	PUNCT
easat-10383	28	14	10.55214/2576	10.55214/2576	NUM
easat-10383	28	15	-	-	SYM
easat-10383	28	16	8484.v9i10.10383	8484.v9i10.10383	NOUN
easat-10383	28	17	©	©	PROPN
easat-10383	28	18	2025	2025	NUM
easat-10383	28	19	by	by	ADP
easat-10383	28	20	the	the	DET
easat-10383	28	21	authors	author	NOUN
easat-10383	28	22	;	;	PUNCT
easat-10383	28	23	licensee	licensee	PROPN
easat-10383	28	24	learning	learning	PROPN
easat-10383	28	25	gate	gate	PROPN
easat-10383	28	26	thermofusionnet	thermofusionnet	PROPN
easat-10383	28	27	,	,	PUNCT
easat-10383	28	28	a	a	DET
easat-10383	28	29	groundbreaking	groundbreake	VERB
easat-10383	28	30	deep	deep	ADJ
easat-10383	28	31	learning	learning	NOUN
easat-10383	28	32	-	-	PUNCT
easat-10383	28	33	based	base	VERB
easat-10383	28	34	method	method	NOUN
easat-10383	28	35	,	,	PUNCT
easat-10383	28	36	has	have	AUX
easat-10383	28	37	been	be	AUX
easat-10383	28	38	introduced	introduce	VERB
easat-10383	28	39	to	to	PART
easat-10383	28	40	address	address	VERB
easat-10383	28	41	the	the	DET
easat-10383	28	42	problem	problem	NOUN
easat-10383	28	43	of	of	ADP
easat-10383	28	44	accurately	accurately	ADV
easat-10383	28	45	detecting	detect	VERB
easat-10383	28	46	breast	breast	NOUN
easat-10383	28	47	abnormalities	abnormality	NOUN
easat-10383	28	48	using	use	VERB
easat-10383	28	49	both	both	CCONJ
easat-10383	28	50	visual	visual	ADJ
easat-10383	28	51	and	and	CCONJ
easat-10383	28	52	infrared	infrared	ADJ
easat-10383	28	53	thermal	thermal	ADJ
easat-10383	28	54	images	image	NOUN
easat-10383	28	55	[	[	X
easat-10383	28	56	1517	1517	NUM
easat-10383	28	57	]	]	PUNCT
easat-10383	28	58	.	.	PUNCT
easat-10383	29	1	the	the	DET
easat-10383	29	2	motivation	motivation	NOUN
easat-10383	29	3	behind	behind	ADP
easat-10383	29	4	this	this	DET
easat-10383	29	5	research	research	NOUN
easat-10383	29	6	is	be	AUX
easat-10383	29	7	to	to	PART
easat-10383	29	8	create	create	VERB
easat-10383	29	9	a	a	DET
easat-10383	29	10	system	system	NOUN
easat-10383	29	11	that	that	PRON
easat-10383	29	12	not	not	PART
easat-10383	29	13	only	only	ADV
easat-10383	29	14	overcomes	overcome	VERB
easat-10383	29	15	the	the	DET
easat-10383	29	16	limitations	limitation	NOUN
easat-10383	29	17	of	of	ADP
easat-10383	29	18	traditional	traditional	ADJ
easat-10383	29	19	diagnostic	diagnostic	ADJ
easat-10383	29	20	methods	method	NOUN
easat-10383	29	21	but	but	CCONJ
easat-10383	29	22	also	also	ADV
easat-10383	29	23	ensures	ensure	VERB
easat-10383	29	24	quicker	quick	ADJ
easat-10383	29	25	,	,	PUNCT
easat-10383	29	26	more	more	ADV
easat-10383	29	27	reliable	reliable	ADJ
easat-10383	29	28	,	,	PUNCT
easat-10383	29	29	and	and	CCONJ
easat-10383	29	30	less	less	ADV
easat-10383	29	31	invasive	invasive	ADJ
easat-10383	29	32	breast	breast	NOUN
easat-10383	29	33	cancer	cancer	NOUN
easat-10383	29	34	detection	detection	NOUN
easat-10383	29	35	[	[	X
easat-10383	29	36	18	18	NUM
easat-10383	29	37	,	,	PUNCT
easat-10383	29	38	19	19	NUM
easat-10383	29	39	]	]	PUNCT
easat-10383	29	40	.	.	PUNCT
easat-10383	30	1	the	the	DET
easat-10383	30	2	upcoming	upcoming	ADJ
easat-10383	30	3	possibility	possibility	NOUN
easat-10383	30	4	of	of	ADP
easat-10383	30	5	thermofusionnet	thermofusionnet	NOUN
easat-10383	30	6	includes	include	VERB
easat-10383	30	7	its	its	PRON
easat-10383	30	8	addition	addition	NOUN
easat-10383	30	9	to	to	ADP
easat-10383	30	10	technical	technical	ADJ
easat-10383	30	11	research	research	NOUN
easat-10383	30	12	,	,	PUNCT
easat-10383	30	13	where	where	SCONJ
easat-10383	30	14	it	it	PRON
easat-10383	30	15	can	can	AUX
easat-10383	30	16	be	be	AUX
easat-10383	30	17	used	use	VERB
easat-10383	30	18	as	as	ADP
easat-10383	30	19	a	a	DET
easat-10383	30	20	complementary	complementary	ADJ
easat-10383	30	21	analytic	analytic	ADJ
easat-10383	30	22	tool	tool	NOUN
easat-10383	30	23	to	to	PART
easat-10383	30	24	assist	assist	VERB
easat-10383	30	25	radiologists	radiologist	NOUN
easat-10383	30	26	and	and	CCONJ
easat-10383	30	27	registrars	registrar	NOUN
easat-10383	30	28	in	in	ADP
easat-10383	30	29	identifying	identify	VERB
easat-10383	30	30	breast	breast	NOUN
easat-10383	30	31	irregularities	irregularity	NOUN
easat-10383	30	32	at	at	ADP
easat-10383	30	33	the	the	DET
easat-10383	30	34	earliest	early	ADJ
easat-10383	30	35	stages	stage	NOUN
easat-10383	30	36	[	[	X
easat-10383	30	37	20	20	NUM
easat-10383	30	38	-	-	SYM
easat-10383	30	39	22	22	NUM
easat-10383	30	40	]	]	PUNCT
easat-10383	30	41	.	.	PUNCT
easat-10383	31	1	thermofusionnet	thermofusionnet	NOUN
easat-10383	31	2	offers	offer	VERB
easat-10383	31	3	an	an	DET
easat-10383	31	4	exciting	exciting	ADJ
easat-10383	31	5	frontier	frontier	NOUN
easat-10383	31	6	in	in	ADP
easat-10383	31	7	breast	breast	NOUN
easat-10383	31	8	tumour	tumour	NOUN
easat-10383	31	9	discovery	discovery	NOUN
easat-10383	31	10	,	,	PUNCT
easat-10383	31	11	combining	combine	VERB
easat-10383	31	12	the	the	DET
easat-10383	31	13	power	power	NOUN
easat-10383	31	14	of	of	ADP
easat-10383	31	15	deep	deep	ADJ
easat-10383	31	16	learning	learning	NOUN
easat-10383	31	17	and	and	CCONJ
easat-10383	31	18	non	non	ADJ
easat-10383	31	19	-	-	ADJ
easat-10383	31	20	invasive	invasive	ADJ
easat-10383	31	21	thermal	thermal	ADJ
easat-10383	31	22	imaging	imaging	NOUN
easat-10383	31	23	to	to	PART
easat-10383	31	24	create	create	VERB
easat-10383	31	25	a	a	DET
easat-10383	31	26	more	more	ADV
easat-10383	31	27	reliable	reliable	ADJ
easat-10383	31	28	,	,	PUNCT
easat-10383	31	29	accessible	accessible	ADJ
easat-10383	31	30	,	,	PUNCT
easat-10383	31	31	and	and	CCONJ
easat-10383	31	32	efficient	efficient	ADJ
easat-10383	31	33	analytic	analytic	ADJ
easat-10383	31	34	instrument	instrument	NOUN
easat-10383	31	35	for	for	ADP
easat-10383	31	36	the	the	DET
easat-10383	31	37	future	future	NOUN
easat-10383	31	38	[	[	X
easat-10383	31	39	23	23	NUM
easat-10383	31	40	,	,	PUNCT
easat-10383	31	41	24	24	NUM
easat-10383	31	42	]	]	PUNCT
easat-10383	31	43	.	.	PUNCT
easat-10383	32	1	the	the	DET
easat-10383	32	2	remaining	remain	VERB
easat-10383	32	3	sections	section	NOUN
easat-10383	32	4	are	be	AUX
easat-10383	32	5	decided	decide	VERB
easat-10383	32	6	as	as	SCONJ
easat-10383	32	7	follows	follow	VERB
easat-10383	32	8	:	:	PUNCT
easat-10383	32	9	the	the	DET
easat-10383	32	10	literature	literature	PROPN
easat-10383	32	11	review	review	NOUN
easat-10383	32	12	was	be	AUX
easat-10383	32	13	described	describe	VERB
easat-10383	32	14	in	in	ADP
easat-10383	32	15	section	section	NOUN
easat-10383	32	16	2	2	NUM
easat-10383	32	17	,	,	PUNCT
easat-10383	32	18	the	the	DET
easat-10383	32	19	proposed	propose	VERB
easat-10383	32	20	technique	technique	NOUN
easat-10383	32	21	was	be	AUX
easat-10383	32	22	labeled	label	VERB
easat-10383	32	23	in	in	ADP
easat-10383	32	24	section	section	NOUN
easat-10383	32	25	3	3	NUM
easat-10383	32	26	,	,	PUNCT
easat-10383	32	27	the	the	DET
easat-10383	32	28	results	result	NOUN
easat-10383	32	29	were	be	AUX
easat-10383	32	30	discussed	discuss	VERB
easat-10383	32	31	in	in	ADP
easat-10383	32	32	section	section	NOUN
easat-10383	32	33	4	4	NUM
easat-10383	32	34	,	,	PUNCT
easat-10383	32	35	and	and	CCONJ
easat-10383	32	36	the	the	DET
easat-10383	32	37	paper	paper	NOUN
easat-10383	32	38	's	's	PART
easat-10383	32	39	conclusion	conclusion	NOUN
easat-10383	32	40	was	be	AUX
easat-10383	32	41	described	describe	VERB
easat-10383	32	42	in	in	ADP
easat-10383	32	43	section	section	NOUN
easat-10383	32	44	5	5	NUM
easat-10383	32	45	.	.	SYM
easat-10383	33	1	2	2	NUM
easat-10383	33	2	.	.	X
easat-10383	33	3	literature	literature	NOUN
easat-10383	33	4	survey	survey	VERB
easat-10383	33	5	the	the	DET
easat-10383	33	6	literature	literature	NOUN
easat-10383	33	7	survey	survey	NOUN
easat-10383	33	8	identifies	identify	VERB
easat-10383	33	9	existing	exist	VERB
easat-10383	33	10	approaches	approach	NOUN
easat-10383	33	11	for	for	ADP
easat-10383	33	12	breast	breast	NOUN
easat-10383	33	13	abnormality	abnormality	NOUN
easat-10383	33	14	recognition	recognition	NOUN
easat-10383	33	15	using	use	VERB
easat-10383	33	16	graphic	graphic	ADJ
easat-10383	33	17	and	and	CCONJ
easat-10383	33	18	ultraviolet	ultraviolet	ADJ
easat-10383	33	19	thermal	thermal	ADJ
easat-10383	33	20	imaging	imaging	NOUN
easat-10383	33	21	,	,	PUNCT
easat-10383	33	22	focusing	focus	VERB
easat-10383	33	23	on	on	ADP
easat-10383	33	24	deep	deep	ADJ
easat-10383	33	25	learning	learning	NOUN
easat-10383	33	26	advancements	advancement	NOUN
easat-10383	33	27	such	such	ADJ
easat-10383	33	28	as	as	ADP
easat-10383	33	29	thermofusionnet	thermofusionnet	NOUN
easat-10383	33	30	for	for	ADP
easat-10383	33	31	improved	improved	ADJ
easat-10383	33	32	accuracy	accuracy	NOUN
easat-10383	33	33	and	and	CCONJ
easat-10383	33	34	early	early	ADJ
easat-10383	33	35	diagnosis	diagnosis	NOUN
easat-10383	33	36	.	.	PUNCT
easat-10383	34	1	jalloul	jalloul	PROPN
easat-10383	34	2	et	et	PROPN
easat-10383	34	3	al	al	PROPN
easat-10383	34	4	.	.	PUNCT
easat-10383	35	1	[	[	X
easat-10383	35	2	25	25	NUM
easat-10383	35	3	]	]	X
easat-10383	35	4	early	early	ADJ
easat-10383	35	5	detection	detection	NOUN
easat-10383	35	6	is	be	AUX
easat-10383	35	7	central	central	ADJ
easat-10383	35	8	,	,	PUNCT
easat-10383	35	9	predominantly	predominantly	ADV
easat-10383	35	10	for	for	ADP
easat-10383	35	11	females	female	NOUN
easat-10383	35	12	,	,	PUNCT
easat-10383	35	13	as	as	SCONJ
easat-10383	35	14	old	old	ADJ
easat-10383	35	15	-	-	PUNCT
easat-10383	35	16	style	style	NOUN
easat-10383	35	17	broadcast	broadcast	NOUN
easat-10383	35	18	approaches	approach	NOUN
easat-10383	35	19	like	like	ADP
easat-10383	35	20	mammography	mammography	NOUN
easat-10383	35	21	often	often	ADV
easat-10383	35	22	struggle	struggle	VERB
easat-10383	35	23	with	with	ADP
easat-10383	35	24	correctness	correctness	NOUN
easat-10383	35	25	in	in	ADP
easat-10383	35	26	cases	case	NOUN
easat-10383	35	27	of	of	ADP
easat-10383	35	28	impenetrable	impenetrable	ADJ
easat-10383	35	29	breast	breast	NOUN
easat-10383	35	30	tissue	tissue	NOUN
easat-10383	35	31	.	.	PUNCT
easat-10383	36	1	the	the	DET
easat-10383	36	2	maximum	maximum	ADJ
easat-10383	36	3	demonstration	demonstration	NOUN
easat-10383	36	4	,	,	PUNCT
easat-10383	36	5	accomplishing	accomplish	VERB
easat-10383	36	6	97.62	97.62	NUM
easat-10383	36	7	%	%	NOUN
easat-10383	36	8	accuracy	accuracy	NOUN
easat-10383	36	9	,	,	PUNCT
easat-10383	36	10	95.79	95.79	NUM
easat-10383	36	11	%	%	NOUN
easat-10383	36	12	precision	precision	NOUN
easat-10383	36	13	,	,	PUNCT
easat-10383	36	14	98.53	98.53	NUM
easat-10383	36	15	%	%	NOUN
easat-10383	36	16	recall	recall	NOUN
easat-10383	36	17	,	,	PUNCT
easat-10383	36	18	94.52	94.52	NUM
easat-10383	36	19	%	%	NOUN
easat-10383	36	20	specificity	specificity	NOUN
easat-10383	36	21	,	,	PUNCT
easat-10383	36	22	an	an	DET
easat-10383	36	23	f1	f1	ADJ
easat-10383	36	24	score	score	NOUN
easat-10383	36	25	of	of	ADP
easat-10383	36	26	97.16	97.16	NUM
easat-10383	36	27	%	%	NOUN
easat-10383	36	28	,	,	PUNCT
easat-10383	36	29	an	an	DET
easat-10383	36	30	area	area	NOUN
easat-10383	36	31	under	under	ADP
easat-10383	36	32	the	the	DET
easat-10383	36	33	curve	curve	NOUN
easat-10383	36	34	(	(	PUNCT
easat-10383	36	35	auc	auc	NOUN
easat-10383	36	36	)	)	PUNCT
easat-10383	36	37	of	of	ADP
easat-10383	36	38	99	99	NUM
easat-10383	36	39	%	%	NOUN
easat-10383	36	40	,	,	PUNCT
easat-10383	36	41	a	a	DET
easat-10383	36	42	latency	latency	NOUN
easat-10383	36	43	of	of	ADP
easat-10383	36	44	0.06	0.06	NUM
easat-10383	36	45	s	s	NOUN
easat-10383	36	46	,	,	PUNCT
easat-10383	36	47	and	and	CCONJ
easat-10383	36	48	cpu	cpu	VERB
easat-10383	36	49	utilization	utilization	NOUN
easat-10383	36	50	of	of	ADP
easat-10383	36	51	88.66	88.66	NUM
easat-10383	36	52	%	%	NOUN
easat-10383	36	53	.	.	PUNCT
easat-10383	37	1	to	to	PART
easat-10383	37	2	perceptively	perceptively	ADV
easat-10383	37	3	improve	improve	VERB
easat-10383	37	4	the	the	DET
easat-10383	37	5	accuracy	accuracy	NOUN
easat-10383	37	6	and	and	CCONJ
easat-10383	37	7	capability	capability	NOUN
easat-10383	37	8	of	of	ADP
easat-10383	37	9	breast	breast	NOUN
easat-10383	37	10	growth	growth	NOUN
easat-10383	37	11	detection	detection	NOUN
easat-10383	37	12	,	,	PUNCT
easat-10383	37	13	subordinate	subordinate	VERB
easat-10383	37	14	its	its	PRON
easat-10383	37	15	character	character	NOUN
easat-10383	37	16	as	as	ADP
easat-10383	37	17	a	a	DET
easat-10383	37	18	valuable	valuable	ADJ
easat-10383	37	19	apparatus	apparatus	NOUN
easat-10383	37	20	for	for	ADP
easat-10383	37	21	early	early	ADJ
easat-10383	37	22	decision	decision	NOUN
easat-10383	37	23	.	.	PUNCT
easat-10383	38	1	al	al	PROPN
easat-10383	38	2	husaini	husaini	PROPN
easat-10383	38	3	et	et	PROPN
easat-10383	38	4	al	al	PROPN
easat-10383	38	5	.	.	PUNCT
easat-10383	39	1	[	[	X
easat-10383	39	2	26	26	NUM
easat-10383	39	3	]	]	AUX
easat-10383	39	4	add	add	VERB
easat-10383	39	5	to	to	ADP
easat-10383	39	6	the	the	DET
easat-10383	39	7	breast	breast	NOUN
easat-10383	39	8	cancer	cancer	NOUN
easat-10383	39	9	group	group	NOUN
easat-10383	39	10	correctness	correctness	NOUN
easat-10383	39	11	by	by	ADP
easat-10383	39	12	preserving	preserve	VERB
easat-10383	39	13	spatial	spatial	ADJ
easat-10383	39	14	features	feature	NOUN
easat-10383	39	15	and	and	CCONJ
easat-10383	39	16	leveraging	leverage	VERB
easat-10383	39	17	the	the	PRON
easat-10383	39	18	in	in	ADP
easat-10383	39	19	situ	situ	ADJ
easat-10383	39	20	cooling	cool	VERB
easat-10383	39	21	provision	provision	NOUN
easat-10383	39	22	.	.	PUNCT
easat-10383	40	1	this	this	DET
easat-10383	40	2	study	study	NOUN
easat-10383	40	3	’s	’s	PART
easat-10383	40	4	exercise	exercise	NOUN
easat-10383	40	5	dataset	dataset	NOUN
easat-10383	40	6	comprised	comprise	VERB
easat-10383	40	7	1000	1000	NUM
easat-10383	40	8	thermal	thermal	ADJ
easat-10383	40	9	images	image	NOUN
easat-10383	40	10	;	;	PUNCT
easat-10383	40	11	the	the	DET
easat-10383	40	12	current	current	ADJ
easat-10383	40	13	camera	camera	NOUN
easat-10383	40	14	related	relate	VERB
easat-10383	40	15	to	to	ADP
easat-10383	40	16	a	a	DET
easat-10383	40	17	mobile	mobile	ADJ
easat-10383	40	18	expedient	expedient	NOUN
easat-10383	40	19	was	be	AUX
easat-10383	40	20	rummage	rummage	NOUN
easat-10383	40	21	sale	sale	NOUN
easat-10383	40	22	for	for	ADP
easat-10383	40	23	the	the	DET
easat-10383	40	24	imaging	imaging	NOUN
easat-10383	40	25	procedure	procedure	NOUN
easat-10383	40	26	.	.	PUNCT
easat-10383	41	1	the	the	DET
easat-10383	41	2	findings	finding	NOUN
easat-10383	41	3	maintain	maintain	VERB
easat-10383	41	4	the	the	DET
easat-10383	41	5	efficiency	efficiency	NOUN
easat-10383	41	6	of	of	ADP
easat-10383	41	7	beginning	begin	VERB
easat-10383	41	8	for	for	ADP
easat-10383	41	9	actual	actual	ADJ
easat-10383	41	10	breast	breast	NOUN
easat-10383	41	11	growth	growth	NOUN
easat-10383	41	12	discovery	discovery	NOUN
easat-10383	41	13	,	,	PUNCT
easat-10383	41	14	especially	especially	ADV
easat-10383	41	15	when	when	SCONJ
easat-10383	41	16	collected	collect	VERB
easat-10383	41	17	with	with	ADP
easat-10383	41	18	in	in	ADP
easat-10383	41	19	situ	situ	ADJ
easat-10383	41	20	refrigeration	refrigeration	NOUN
easat-10383	41	21	gel	gel	NOUN
easat-10383	41	22	and	and	CCONJ
easat-10383	41	23	variable	variable	ADJ
easat-10383	41	24	tumour	tumour	NOUN
easat-10383	41	25	infections	infection	NOUN
easat-10383	41	26	.	.	PUNCT
easat-10383	42	1	ahmed	ahmed	PROPN
easat-10383	42	2	et	et	PROPN
easat-10383	42	3	al	al	PROPN
easat-10383	42	4	.	.	PUNCT
easat-10383	43	1	[	[	X
easat-10383	43	2	27	27	NUM
easat-10383	43	3	]	]	PUNCT
easat-10383	43	4	breast	breast	NOUN
easat-10383	43	5	cancer	cancer	NOUN
easat-10383	43	6	discovery	discovery	NOUN
easat-10383	43	7	at	at	ADP
easat-10383	43	8	an	an	DET
easat-10383	43	9	initial	initial	ADJ
easat-10383	43	10	phase	phase	NOUN
easat-10383	43	11	is	be	AUX
easat-10383	43	12	crucial	crucial	ADJ
easat-10383	43	13	for	for	ADP
easat-10383	43	14	educating	educate	VERB
easat-10383	43	15	patients	patient	NOUN
easat-10383	43	16	about	about	ADP
easat-10383	43	17	survival	survival	NOUN
easat-10383	43	18	rates	rate	NOUN
easat-10383	43	19	.	.	PUNCT
easat-10383	44	1	the	the	DET
easat-10383	44	2	logistic	logistic	ADJ
easat-10383	44	3	regression	regression	NOUN
easat-10383	44	4	presented	present	VERB
easat-10383	44	5	an	an	DET
easat-10383	44	6	outstanding	outstanding	ADJ
easat-10383	44	7	performance	performance	NOUN
easat-10383	44	8	,	,	PUNCT
easat-10383	44	9	attaining	attain	VERB
easat-10383	44	10	a	a	DET
easat-10383	44	11	correctness	correctness	NOUN
easat-10383	44	12	of	of	ADP
easat-10383	44	13	0.976	0.976	NUM
easat-10383	44	14	,	,	PUNCT
easat-10383	44	15	an	an	DET
easat-10383	44	16	f1	f1	ADJ
easat-10383	44	17	score	score	NOUN
easat-10383	44	18	of	of	ADP
easat-10383	44	19	0.977	0.977	NUM
easat-10383	44	20	,	,	PUNCT
easat-10383	44	21	an	an	DET
easat-10383	44	22	accuracy	accuracy	NOUN
easat-10383	44	23	of	of	ADP
easat-10383	44	24	1.000	1.000	NUM
easat-10383	44	25	,	,	PUNCT
easat-10383	44	26	and	and	CCONJ
easat-10383	44	27	a	a	DET
easat-10383	44	28	recall	recall	NOUN
easat-10383	44	29	of	of	ADP
easat-10383	44	30	0.995	0.995	NUM
easat-10383	44	31	.	.	PUNCT
easat-10383	45	1	this	this	PRON
easat-10383	45	2	indicates	indicate	VERB
easat-10383	45	3	a	a	DET
easat-10383	45	4	high	high	ADJ
easat-10383	45	5	level	level	NOUN
easat-10383	45	6	of	of	ADP
easat-10383	45	7	accuracy	accuracy	NOUN
easat-10383	45	8	in	in	ADP
easat-10383	45	9	correctly	correctly	ADV
easat-10383	45	10	categorizing	categorize	VERB
easat-10383	45	11	current	current	ADJ
easat-10383	45	12	irregularities	irregularity	NOUN
easat-10383	45	13	connected	connect	VERB
easat-10383	45	14	with	with	ADP
easat-10383	45	15	breast	breast	NOUN
easat-10383	45	16	tumours	tumour	NOUN
easat-10383	45	17	.	.	PUNCT
easat-10383	46	1	mirasbekov	mirasbekov	PROPN
easat-10383	46	2	et	et	PROPN
easat-10383	46	3	al	al	PROPN
easat-10383	46	4	.	.	PUNCT
easat-10383	47	1	[	[	X
easat-10383	47	2	28	28	NUM
easat-10383	47	3	]	]	X
easat-10383	47	4	breast	breast	NOUN
easat-10383	47	5	cancer	cancer	NOUN
easat-10383	47	6	remains	remain	VERB
easat-10383	47	7	a	a	DET
easat-10383	47	8	global	global	ADJ
easat-10383	47	9	health	health	NOUN
easat-10383	47	10	problem	problem	NOUN
easat-10383	47	11	requiring	require	VERB
easat-10383	47	12	effective	effective	ADJ
easat-10383	47	13	diagnostic	diagnostic	ADJ
easat-10383	47	14	approaches	approach	NOUN
easat-10383	47	15	for	for	ADP
easat-10383	47	16	early	early	ADJ
easat-10383	47	17	discovery	discovery	NOUN
easat-10383	47	18	.	.	PUNCT
easat-10383	48	1	the	the	DET
easat-10383	48	2	world	world	PROPN
easat-10383	48	3	health	health	PROPN
easat-10383	48	4	organization	organization	PROPN
easat-10383	48	5	’s	’s	PART
easat-10383	48	6	ultimate	ultimate	ADJ
easat-10383	48	7	goal	goal	NOUN
easat-10383	48	8	of	of	ADP
easat-10383	48	9	breast	breast	NOUN
easat-10383	48	10	self	self	NOUN
easat-10383	48	11	-	-	PUNCT
easat-10383	48	12	examination	examination	NOUN
easat-10383	48	13	is	be	AUX
easat-10383	48	14	supported	support	VERB
easat-10383	48	15	by	by	ADP
easat-10383	48	16	advancements	advancement	NOUN
easat-10383	48	17	in	in	ADP
easat-10383	48	18	thermal	thermal	ADJ
easat-10383	48	19	imaging	imaging	NOUN
easat-10383	48	20	combined	combine	VERB
easat-10383	48	21	with	with	ADP
easat-10383	48	22	explainable	explainable	ADJ
easat-10383	48	23	artificial	artificial	ADJ
easat-10383	48	24	intelligence	intelligence	NOUN
easat-10383	48	25	and	and	CCONJ
easat-10383	48	26	medical	medical	ADJ
easat-10383	48	27	records	record	NOUN
easat-10383	48	28	.	.	PUNCT
easat-10383	49	1	this	this	DET
easat-10383	49	2	integrated	integrate	VERB
easat-10383	49	3	approach	approach	NOUN
easat-10383	49	4	achieved	achieve	VERB
easat-10383	49	5	a	a	DET
easat-10383	49	6	correctness	correctness	NOUN
easat-10383	49	7	of	of	ADP
easat-10383	49	8	84.07	84.07	NUM
easat-10383	49	9	%	%	NOUN
easat-10383	49	10	,	,	PUNCT
easat-10383	49	11	while	while	SCONJ
easat-10383	49	12	model	model	NOUN
easat-10383	49	13	b	b	PROPN
easat-10383	49	14	,	,	PUNCT
easat-10383	49	15	which	which	PRON
easat-10383	49	16	also	also	ADV
easat-10383	49	17	includes	include	VERB
easat-10383	49	18	a	a	DET
easat-10383	49	19	cnn	cnn	PROPN
easat-10383	49	20	forecast	forecast	NOUN
easat-10383	49	21	,	,	PUNCT
easat-10383	49	22	attained	attain	VERB
easat-10383	49	23	a	a	DET
easat-10383	49	24	correctness	correctness	NOUN
easat-10383	49	25	of	of	ADP
easat-10383	49	26	90.93	90.93	NUM
easat-10383	49	27	%	%	NOUN
easat-10383	49	28	.	.	PUNCT
easat-10383	50	1	khan	khan	PROPN
easat-10383	50	2	et	et	PROPN
easat-10383	50	3	al	al	PROPN
easat-10383	50	4	.	.	PROPN
easat-10383	51	1	emphasize	emphasize	VERB
easat-10383	51	2	that	that	SCONJ
easat-10383	51	3	breast	breast	NOUN
easat-10383	51	4	cancer	cancer	NOUN
easat-10383	51	5	continues	continue	VERB
easat-10383	51	6	to	to	PART
easat-10383	51	7	be	be	AUX
easat-10383	51	8	one	one	NUM
easat-10383	51	9	of	of	ADP
easat-10383	51	10	the	the	DET
easat-10383	51	11	most	most	ADV
easat-10383	51	12	recurrent	recurrent	ADJ
easat-10383	51	13	and	and	CCONJ
easat-10383	51	14	serious	serious	ADJ
easat-10383	51	15	cancers	cancer	NOUN
easat-10383	51	16	in	in	ADP
easat-10383	51	17	women	woman	NOUN
easat-10383	51	18	worldwide	worldwide	ADV
easat-10383	51	19	,	,	PUNCT
easat-10383	51	20	highlighting	highlight	VERB
easat-10383	51	21	the	the	DET
easat-10383	51	22	need	need	NOUN
easat-10383	51	23	for	for	ADP
easat-10383	51	24	more	more	ADV
easat-10383	51	25	accurate	accurate	ADJ
easat-10383	51	26	diagnostics	diagnostic	NOUN
easat-10383	51	27	in	in	ADP
easat-10383	51	28	its	its	PRON
easat-10383	51	29	initial	initial	ADJ
easat-10383	51	30	stages	stage	NOUN
easat-10383	51	31	to	to	PART
easat-10383	51	32	improve	improve	VERB
easat-10383	51	33	rehabilitation	rehabilitation	NOUN
easat-10383	51	34	efficiency	efficiency	NOUN
easat-10383	51	35	and	and	CCONJ
easat-10383	51	36	survival	survival	NOUN
easat-10383	51	37	rates	rate	NOUN
easat-10383	51	38	.	.	PUNCT
easat-10383	52	1	khomsi	khomsi	NOUN
easat-10383	52	2	et	et	PROPN
easat-10383	52	3	al	al	PROPN
easat-10383	52	4	.	.	PUNCT
easat-10383	53	1	[	[	X
easat-10383	53	2	29	29	NUM
easat-10383	53	3	]	]	PUNCT
easat-10383	53	4	breast	breast	NOUN
easat-10383	53	5	cancer	cancer	NOUN
easat-10383	53	6	judgment	judgment	NOUN
easat-10383	53	7	:	:	PUNCT
easat-10383	53	8	tumour	tumour	ADJ
easat-10383	53	9	size	size	NOUN
easat-10383	53	10	is	be	AUX
easat-10383	53	11	key	key	ADJ
easat-10383	53	12	to	to	ADP
easat-10383	53	13	improving	improve	VERB
easat-10383	53	14	the	the	DET
easat-10383	53	15	patient	patient	NOUN
easat-10383	53	16	’s	’s	PART
easat-10383	53	17	survival	survival	NOUN
easat-10383	53	18	chances	chance	NOUN
easat-10383	53	19	.	.	PUNCT
easat-10383	54	1	the	the	DET
easat-10383	54	2	prediction	prediction	NOUN
easat-10383	54	3	accuracy	accuracy	NOUN
easat-10383	54	4	indicates	indicate	VERB
easat-10383	54	5	the	the	DET
easat-10383	54	6	volume	volume	NOUN
easat-10383	54	7	of	of	ADP
easat-10383	54	8	the	the	DET
easat-10383	54	9	planned	plan	VERB
easat-10383	54	10	ff	ff	PROPN
easat-10383	54	11	-	-	PUNCT
easat-10383	54	12	dnn	dnn	PROPN
easat-10383	54	13	model	model	NOUN
easat-10383	54	14	to	to	PART
easat-10383	54	15	approximate	approximate	VERB
easat-10383	54	16	tumour	tumour	NOUN
easat-10383	54	17	scope	scope	NOUN
easat-10383	54	18	from	from	ADP
easat-10383	54	19	the	the	DET
easat-10383	54	20	provided	provide	VERB
easat-10383	54	21	relevant	relevant	ADJ
easat-10383	54	22	features	feature	NOUN
easat-10383	54	23	,	,	PUNCT
easat-10383	54	24	with	with	ADP
easat-10383	54	25	an	an	DET
easat-10383	54	26	mse	mse	NOUN
easat-10383	54	27	value	value	NOUN
easat-10383	54	28	of	of	ADP
easat-10383	54	29	0.194	0.194	NUM
easat-10383	54	30	and	and	CCONJ
easat-10383	54	31	an	an	DET
easat-10383	54	32	r2	r2	NOUN
easat-10383	54	33	value	value	NOUN
easat-10383	54	34	of	of	ADP
easat-10383	54	35	0.998	0.998	NUM
easat-10383	54	36	.	.	PUNCT
easat-10383	55	1	bani	bani	PROPN
easat-10383	55	2	ahmad	ahmad	PROPN
easat-10383	55	3	et	et	PROPN
easat-10383	55	4	al	al	PROPN
easat-10383	55	5	.	.	PUNCT
easat-10383	56	1	[	[	X
easat-10383	56	2	30	30	NUM
easat-10383	56	3	]	]	X
easat-10383	56	4	thermography	thermography	NOUN
easat-10383	56	5	is	be	AUX
easat-10383	56	6	a	a	DET
easat-10383	56	7	less	less	ADV
easat-10383	56	8	aggressive	aggressive	ADJ
easat-10383	56	9	and	and	CCONJ
easat-10383	56	10	reasonable	reasonable	ADJ
easat-10383	56	11	method	method	NOUN
easat-10383	56	12	that	that	PRON
easat-10383	56	13	is	be	AUX
easat-10383	56	14	becoming	become	VERB
easat-10383	56	15	increasingly	increasingly	ADV
easat-10383	56	16	popular	popular	ADJ
easat-10383	56	17	.	.	PUNCT
easat-10383	57	1	in	in	ADP
easat-10383	57	2	light	light	NOUN
easat-10383	57	3	of	of	ADP
easat-10383	57	4	this	this	PRON
easat-10383	57	5	,	,	PUNCT
easat-10383	57	6	a	a	DET
easat-10383	57	7	recent	recent	ADJ
easat-10383	57	8	deep	deep	ADJ
easat-10383	57	9	learning	learning	NOUN
easat-10383	57	10	(	(	PUNCT
easat-10383	57	11	dl)-based	dl)-base	VERB
easat-10383	57	12	breast	breast	NOUN
easat-10383	57	13	cancer	cancer	NOUN
easat-10383	57	14	analysis	analysis	NOUN
easat-10383	57	15	method	method	NOUN
easat-10383	57	16	is	be	AUX
easat-10383	57	17	performed	perform	VERB
easat-10383	57	18	using	use	VERB
easat-10383	57	19	thermography	thermography	NOUN
easat-10383	57	20	images	image	NOUN
easat-10383	57	21	.	.	PUNCT
easat-10383	58	1	the	the	DET
easat-10383	58	2	thermography	thermography	NOUN
easat-10383	58	3	images	image	NOUN
easat-10383	58	4	are	be	AUX
easat-10383	58	5	selected	select	VERB
easat-10383	58	6	from	from	ADP
easat-10383	58	7	connected	connected	ADJ
easat-10383	58	8	details	detail	NOUN
easat-10383	58	9	.	.	PUNCT
easat-10383	59	1	pechkova	pechkova	PROPN
easat-10383	59	2	et	et	PROPN
easat-10383	59	3	al	al	PROPN
easat-10383	59	4	.	.	PUNCT
easat-10383	60	1	[	[	X
easat-10383	60	2	31	31	NUM
easat-10383	60	3	]	]	PUNCT
easat-10383	60	4	proposed	propose	VERB
easat-10383	60	5	a	a	DET
easat-10383	60	6	progressive	progressive	ADJ
easat-10383	60	7	approach	approach	NOUN
easat-10383	60	8	to	to	PART
easat-10383	60	9	investigate	investigate	VERB
easat-10383	60	10	thermal	thermal	ADJ
easat-10383	60	11	descriptions	description	NOUN
easat-10383	60	12	for	for	ADP
easat-10383	60	13	breast	breast	NOUN
easat-10383	60	14	cancer	cancer	NOUN
easat-10383	60	15	recognition	recognition	NOUN
easat-10383	60	16	employing	employ	VERB
easat-10383	60	17	machine	machine	NOUN
easat-10383	60	18	learning	learning	NOUN
easat-10383	60	19	methods	method	NOUN
easat-10383	60	20	.	.	PUNCT
easat-10383	61	1	ukiwe	ukiwe	NOUN
easat-10383	61	2	et	et	PROPN
easat-10383	61	3	al	al	PROPN
easat-10383	61	4	.	.	PUNCT
easat-10383	62	1	[	[	X
easat-10383	62	2	32	32	NUM
easat-10383	62	3	]	]	PUNCT
easat-10383	62	4	dl	dl	PROPN
easat-10383	62	5	models	model	NOUN
easat-10383	62	6	have	have	AUX
easat-10383	62	7	been	be	AUX
easat-10383	62	8	developed	develop	VERB
easat-10383	62	9	popular	popular	ADJ
easat-10383	62	10	for	for	ADP
easat-10383	62	11	identifying	identify	VERB
easat-10383	62	12	irregularities	irregularity	NOUN
easat-10383	62	13	in	in	ADP
easat-10383	62	14	corporeal	corporeal	ADJ
easat-10383	62	15	and	and	CCONJ
easat-10383	62	16	organic	organic	ADJ
easat-10383	62	17	schemes	scheme	NOUN
easat-10383	62	18	,	,	PUNCT
easat-10383	62	19	by	by	ADP
easat-10383	62	20	the	the	DET
easat-10383	62	21	instrumentality	instrumentality	NOUN
easat-10383	62	22	of	of	ADP
easat-10383	62	23	image	image	NOUN
easat-10383	62	24	elimination	elimination	NOUN
easat-10383	62	25	of	of	ADP
easat-10383	62	26	images	image	NOUN
easat-10383	62	27	in	in	ADP
easat-10383	62	28	cnn	cnn	PROPN
easat-10383	62	29	.	.	PUNCT
easat-10383	63	1	munguía	munguía	NOUN
easat-10383	63	2	-	-	PUNCT
easat-10383	63	3	siu	siu	NOUN
easat-10383	63	4	et	et	NOUN
easat-10383	63	5	al	al	PROPN
easat-10383	63	6	.	.	PUNCT
easat-10383	64	1	[	[	X
easat-10383	64	2	33	33	NUM
easat-10383	64	3	]	]	PUNCT
easat-10383	64	4	breast	breast	NOUN
easat-10383	64	5	cancer	cancer	NOUN
easat-10383	64	6	is	be	AUX
easat-10383	64	7	one	one	NUM
easat-10383	64	8	of	of	ADP
easat-10383	64	9	the	the	DET
easat-10383	64	10	foremost	foremost	ADJ
easat-10383	64	11	causes	cause	NOUN
easat-10383	64	12	of	of	ADP
easat-10383	64	13	death	death	NOUN
easat-10383	64	14	for	for	ADP
easat-10383	64	15	women	woman	NOUN
easat-10383	64	16	worldwide	worldwide	ADV
easat-10383	64	17	,	,	PUNCT
easat-10383	64	18	and	and	CCONJ
easat-10383	64	19	early	early	ADJ
easat-10383	64	20	detection	detection	NOUN
easat-10383	64	21	can	can	AUX
easat-10383	64	22	help	help	VERB
easat-10383	64	23	reduce	reduce	VERB
easat-10383	64	24	the	the	DET
easat-10383	64	25	mortality	mortality	NOUN
easat-10383	64	26	rate	rate	NOUN
easat-10383	64	27	.	.	PUNCT
easat-10383	65	1	the	the	DET
easat-10383	65	2	best	good	ADJ
easat-10383	65	3	presentation	presentation	NOUN
easat-10383	65	4	for	for	ADP
easat-10383	65	5	visualizing	visualize	VERB
easat-10383	65	6	breast	breast	NOUN
easat-10383	65	7	tumors	tumor	NOUN
easat-10383	65	8	was	be	AUX
easat-10383	65	9	vgg16	vgg16	NOUN
easat-10383	65	10	-	-	PUNCT
easat-10383	65	11	lstm	lstm	NOUN
easat-10383	65	12	,	,	PUNCT
easat-10383	65	13	which	which	PRON
easat-10383	65	14	demonstrated	demonstrate	VERB
easat-10383	65	15	an	an	DET
easat-10383	65	16	accuracy	accuracy	NOUN
easat-10383	65	17	,	,	PUNCT
easat-10383	65	18	191	191	NUM
easat-10383	65	19	edelweiss	edelweiss	PROPN
easat-10383	65	20	applied	apply	VERB
easat-10383	65	21	science	science	NOUN
easat-10383	65	22	and	and	CCONJ
easat-10383	65	23	technology	technology	NOUN
easat-10383	65	24	issn	issn	PROPN
easat-10383	65	25	:	:	PUNCT
easat-10383	65	26	2576	2576	NUM
easat-10383	65	27	-	-	SYM
easat-10383	65	28	8484	8484	NUM
easat-10383	65	29	vol	vol	NOUN
easat-10383	65	30	.	.	PROPN
easat-10383	66	1	9	9	NUM
easat-10383	66	2	,	,	PUNCT
easat-10383	66	3	no	no	INTJ
easat-10383	66	4	.	.	NOUN
easat-10383	66	5	10	10	NUM
easat-10383	66	6	:	:	SYM
easat-10383	66	7	189	189	NUM
easat-10383	66	8	-	-	SYM
easat-10383	66	9	211	211	NUM
easat-10383	66	10	,	,	PUNCT
easat-10383	66	11	2025	2025	NUM
easat-10383	66	12	doi	doi	NOUN
easat-10383	66	13	:	:	PUNCT
easat-10383	66	14	10.55214/2576	10.55214/2576	NUM
easat-10383	66	15	-	-	SYM
easat-10383	66	16	8484.v9i10.10383	8484.v9i10.10383	NOUN
easat-10383	66	17	©	©	PROPN
easat-10383	66	18	2025	2025	NUM
easat-10383	66	19	by	by	ADP
easat-10383	66	20	the	the	DET
easat-10383	66	21	authors	author	NOUN
easat-10383	66	22	;	;	PUNCT
easat-10383	66	23	licensee	licensee	NOUN
easat-10383	66	24	learning	learn	VERB
easat-10383	66	25	gate	gate	NOUN
easat-10383	66	26	sensitivity	sensitivity	NOUN
easat-10383	66	27	,	,	PUNCT
easat-10383	66	28	and	and	CCONJ
easat-10383	66	29	specificity	specificity	NOUN
easat-10383	66	30	of	of	ADP
easat-10383	66	31	95.72	95.72	NUM
easat-10383	66	32	%	%	NOUN
easat-10383	66	33	and	and	CCONJ
easat-10383	66	34	98.68	98.68	NUM
easat-10383	66	35	%	%	NOUN
easat-10383	66	36	,	,	PUNCT
easat-10383	66	37	respectively	respectively	ADV
easat-10383	66	38	.	.	PUNCT
easat-10383	67	1	that	that	DET
easat-10383	67	2	chronological	chronological	ADJ
easat-10383	67	3	data	datum	NOUN
easat-10383	67	4	retrieval	retrieval	NOUN
easat-10383	67	5	from	from	ADP
easat-10383	67	6	energetic	energetic	ADJ
easat-10383	67	7	breast	breast	NOUN
easat-10383	67	8	thermography	thermography	NOUN
easat-10383	67	9	is	be	AUX
easat-10383	67	10	conceivable	conceivable	ADJ
easat-10383	67	11	without	without	ADP
easat-10383	67	12	meaningful	meaningful	ADJ
easat-10383	67	13	cooperation	cooperation	NOUN
easat-10383	67	14	of	of	ADP
easat-10383	67	15	classifier	classifier	NOUN
easat-10383	67	16	runtime	runtime	NOUN
easat-10383	67	17	.	.	PUNCT
easat-10383	68	1	3	3	X
easat-10383	68	2	.	.	X
easat-10383	68	3	research	research	NOUN
easat-10383	68	4	proposed	propose	VERB
easat-10383	68	5	methodology	methodology	NOUN
easat-10383	68	6	the	the	DET
easat-10383	68	7	future	future	ADJ
easat-10383	68	8	practice	practice	NOUN
easat-10383	68	9	for	for	ADP
easat-10383	68	10	thermofusionnet	thermofusionnet	NOUN
easat-10383	68	11	involves	involve	VERB
easat-10383	68	12	a	a	DET
easat-10383	68	13	deep	deep	ADJ
easat-10383	68	14	learning	learning	NOUN
easat-10383	68	15	-	-	PUNCT
easat-10383	68	16	based	base	VERB
easat-10383	68	17	framework	framework	NOUN
easat-10383	68	18	that	that	PRON
easat-10383	68	19	integrates	integrate	VERB
easat-10383	68	20	both	both	DET
easat-10383	68	21	visual	visual	ADJ
easat-10383	68	22	and	and	CCONJ
easat-10383	68	23	infrared	infrared	ADJ
easat-10383	68	24	thermal	thermal	ADJ
easat-10383	68	25	images	image	NOUN
easat-10383	68	26	to	to	PART
easat-10383	68	27	enhance	enhance	VERB
easat-10383	68	28	the	the	DET
easat-10383	68	29	discovery	discovery	NOUN
easat-10383	68	30	of	of	ADP
easat-10383	68	31	breast	breast	NOUN
easat-10383	68	32	abnormalities	abnormality	NOUN
easat-10383	68	33	.	.	PUNCT
easat-10383	69	1	the	the	DET
easat-10383	69	2	process	process	NOUN
easat-10383	69	3	begins	begin	VERB
easat-10383	69	4	with	with	ADP
easat-10383	69	5	data	datum	NOUN
easat-10383	69	6	acquisition	acquisition	NOUN
easat-10383	69	7	,	,	PUNCT
easat-10383	69	8	collecting	collect	VERB
easat-10383	69	9	synchronized	synchronize	VERB
easat-10383	69	10	visual	visual	ADJ
easat-10383	69	11	and	and	CCONJ
easat-10383	69	12	thermal	thermal	ADJ
easat-10383	69	13	images	image	NOUN
easat-10383	69	14	of	of	ADP
easat-10383	69	15	the	the	DET
easat-10383	69	16	breast	breast	NOUN
easat-10383	69	17	.	.	PUNCT
easat-10383	70	1	these	these	DET
easat-10383	70	2	images	image	NOUN
easat-10383	70	3	are	be	AUX
easat-10383	70	4	then	then	ADV
easat-10383	70	5	pre	pre	VERB
easat-10383	70	6	-	-	VERB
easat-10383	70	7	processed	processed	ADJ
easat-10383	70	8	to	to	PART
easat-10383	70	9	normalize	normalize	VERB
easat-10383	70	10	contrast	contrast	NOUN
easat-10383	70	11	,	,	PUNCT
easat-10383	70	12	align	align	NOUN
easat-10383	70	13	modalities	modality	NOUN
easat-10383	70	14	,	,	PUNCT
easat-10383	70	15	and	and	CCONJ
easat-10383	70	16	remove	remove	VERB
easat-10383	70	17	noise	noise	NOUN
easat-10383	70	18	.	.	PUNCT
easat-10383	71	1	feature	feature	NOUN
easat-10383	71	2	extraction	extraction	NOUN
easat-10383	71	3	is	be	AUX
easat-10383	71	4	performed	perform	VERB
easat-10383	71	5	using	use	VERB
easat-10383	71	6	neural	neural	ADJ
easat-10383	71	7	networks	network	NOUN
easat-10383	71	8	tailored	tailor	VERB
easat-10383	71	9	to	to	ADP
easat-10383	71	10	each	each	DET
easat-10383	71	11	modality	modality	NOUN
easat-10383	71	12	.	.	PUNCT
easat-10383	72	1	a	a	DET
easat-10383	72	2	fusion	fusion	NOUN
easat-10383	72	3	layer	layer	NOUN
easat-10383	72	4	combines	combine	VERB
easat-10383	72	5	extracted	extract	VERB
easat-10383	72	6	features	feature	NOUN
easat-10383	72	7	from	from	ADP
easat-10383	72	8	both	both	CCONJ
easat-10383	72	9	visual	visual	ADJ
easat-10383	72	10	and	and	CCONJ
easat-10383	72	11	thermal	thermal	ADJ
easat-10383	72	12	domains	domain	NOUN
easat-10383	72	13	,	,	PUNCT
easat-10383	72	14	allowing	allow	VERB
easat-10383	72	15	the	the	DET
easat-10383	72	16	system	system	NOUN
easat-10383	72	17	to	to	PART
easat-10383	72	18	study	study	VERB
easat-10383	72	19	complementary	complementary	ADJ
easat-10383	72	20	patterns	pattern	NOUN
easat-10383	72	21	.	.	PUNCT
easat-10383	73	1	the	the	DET
easat-10383	73	2	fused	fuse	VERB
easat-10383	73	3	features	feature	NOUN
easat-10383	73	4	are	be	AUX
easat-10383	73	5	then	then	ADV
easat-10383	73	6	passed	pass	VERB
easat-10383	73	7	through	through	ADP
easat-10383	73	8	classification	classification	NOUN
easat-10383	73	9	layers	layer	NOUN
easat-10383	73	10	for	for	ADP
easat-10383	73	11	identifying	identify	VERB
easat-10383	73	12	standard	standard	ADJ
easat-10383	73	13	and	and	CCONJ
easat-10383	73	14	irregular	irregular	ADJ
easat-10383	73	15	breast	breast	NOUN
easat-10383	73	16	tissues	tissue	NOUN
easat-10383	73	17	.	.	PUNCT
easat-10383	74	1	the	the	DET
easat-10383	74	2	model	model	NOUN
easat-10383	74	3	is	be	AUX
easat-10383	74	4	trained	train	VERB
easat-10383	74	5	and	and	CCONJ
easat-10383	74	6	validated	validated	ADJ
easat-10383	74	7	using	use	VERB
easat-10383	74	8	annotated	annotate	VERB
easat-10383	74	9	datasets	dataset	NOUN
easat-10383	74	10	,	,	PUNCT
easat-10383	74	11	ensuring	ensure	VERB
easat-10383	74	12	robustness	robustness	NOUN
easat-10383	74	13	and	and	CCONJ
easat-10383	74	14	high	high	ADJ
easat-10383	74	15	accuracy	accuracy	NOUN
easat-10383	74	16	in	in	ADP
easat-10383	74	17	real	real	ADJ
easat-10383	74	18	-	-	PUNCT
easat-10383	74	19	world	world	NOUN
easat-10383	74	20	diagnostic	diagnostic	ADJ
easat-10383	74	21	scenarios	scenario	NOUN
easat-10383	74	22	.	.	PUNCT
easat-10383	75	1	figure	figure	NOUN
easat-10383	75	2	1	1	NUM
easat-10383	75	3	.	.	PUNCT
easat-10383	75	4	block	block	NOUN
easat-10383	75	5	diagram	diagram	NOUN
easat-10383	75	6	of	of	ADP
easat-10383	75	7	the	the	DET
easat-10383	75	8	proposed	propose	VERB
easat-10383	75	9	work	work	NOUN
easat-10383	75	10	.	.	PUNCT
easat-10383	76	1	figure	figure	NOUN
easat-10383	76	2	1	1	NUM
easat-10383	76	3	illustrates	illustrate	VERB
easat-10383	76	4	the	the	DET
easat-10383	76	5	comprehensive	comprehensive	ADJ
easat-10383	76	6	pipeline	pipeline	NOUN
easat-10383	76	7	for	for	ADP
easat-10383	76	8	breast	breast	NOUN
easat-10383	76	9	abnormality	abnormality	NOUN
easat-10383	76	10	detection	detection	NOUN
easat-10383	76	11	through	through	ADP
easat-10383	76	12	integrated	integrate	VERB
easat-10383	76	13	visual	visual	ADJ
easat-10383	76	14	and	and	CCONJ
easat-10383	76	15	infrared	infrared	ADJ
easat-10383	76	16	thermal	thermal	ADJ
easat-10383	76	17	imaging	imaging	NOUN
easat-10383	76	18	using	use	VERB
easat-10383	76	19	deep	deep	ADJ
easat-10383	76	20	learning	learning	NOUN
easat-10383	76	21	.	.	PUNCT
easat-10383	77	1	it	it	PRON
easat-10383	77	2	begins	begin	VERB
easat-10383	77	3	with	with	ADP
easat-10383	77	4	data	datum	NOUN
easat-10383	77	5	acquisition	acquisition	NOUN
easat-10383	77	6	,	,	PUNCT
easat-10383	77	7	where	where	SCONJ
easat-10383	77	8	rgb	rgb	PROPN
easat-10383	77	9	and	and	CCONJ
easat-10383	77	10	infrared	infrared	ADJ
easat-10383	77	11	thermal	thermal	ADJ
easat-10383	77	12	images	image	NOUN
easat-10383	77	13	are	be	AUX
easat-10383	77	14	collected	collect	VERB
easat-10383	77	15	from	from	ADP
easat-10383	77	16	clinical	clinical	ADJ
easat-10383	77	17	and	and	CCONJ
easat-10383	77	18	public	public	ADJ
easat-10383	77	19	datasets	dataset	NOUN
easat-10383	77	20	in	in	ADP
easat-10383	77	21	the	the	DET
easat-10383	77	22	breast	breast	NOUN
easat-10383	77	23	thermography	thermography	NOUN
easat-10383	77	24	dataset	dataset	NOUN
easat-10383	77	25	.	.	PUNCT
easat-10383	78	1	in	in	ADP
easat-10383	78	2	the	the	DET
easat-10383	78	3	image	image	NOUN
easat-10383	78	4	pre	pre	ADJ
easat-10383	78	5	-	-	ADJ
easat-10383	78	6	processing	processing	ADJ
easat-10383	78	7	stage	stage	NOUN
easat-10383	78	8	,	,	PUNCT
easat-10383	78	9	images	image	NOUN
easat-10383	78	10	are	be	AUX
easat-10383	78	11	resized	resize	VERB
easat-10383	78	12	,	,	PUNCT
easat-10383	78	13	denoised	denoise	VERB
easat-10383	78	14	using	use	VERB
easat-10383	78	15	adaptive	adaptive	ADJ
easat-10383	78	16	bilateral	bilateral	ADJ
easat-10383	78	17	kernel	kernel	NOUN
easat-10383	78	18	filtering	filtering	NOUN
easat-10383	78	19	,	,	PUNCT
easat-10383	78	20	aligned	align	VERB
easat-10383	78	21	,	,	PUNCT
easat-10383	78	22	and	and	CCONJ
easat-10383	78	23	augmented	augment	VERB
easat-10383	78	24	to	to	PART
easat-10383	78	25	ensure	ensure	VERB
easat-10383	78	26	consistency	consistency	NOUN
easat-10383	78	27	and	and	CCONJ
easat-10383	78	28	diversity	diversity	NOUN
easat-10383	78	29	.	.	PUNCT
easat-10383	79	1	the	the	DET
easat-10383	79	2	data	data	NOUN
easat-10383	79	3	fusion	fusion	NOUN
easat-10383	79	4	combines	combine	VERB
easat-10383	79	5	anatomical	anatomical	ADJ
easat-10383	79	6	visual	visual	ADJ
easat-10383	79	7	and	and	CCONJ
easat-10383	79	8	physiological	physiological	ADJ
easat-10383	79	9	thermal	thermal	ADJ
easat-10383	79	10	information	information	NOUN
easat-10383	79	11	,	,	PUNCT
easat-10383	79	12	enhanced	enhance	VERB
easat-10383	79	13	by	by	ADP
easat-10383	79	14	distance	distance	NOUN
easat-10383	79	15	-	-	PUNCT
easat-10383	79	16	regularized	regularize	VERB
easat-10383	79	17	level	level	NOUN
easat-10383	79	18	set	set	VERB
easat-10383	79	19	evolution	evolution	NOUN
easat-10383	79	20	.	.	PUNCT
easat-10383	80	1	the	the	DET
easat-10383	80	2	abnormality	abnormality	NOUN
easat-10383	80	3	detection	detection	NOUN
easat-10383	80	4	module	module	NOUN
easat-10383	80	5	employs	employ	VERB
easat-10383	80	6	anisotropic	anisotropic	NOUN
easat-10383	80	7	gaussian	gaussian	ADJ
easat-10383	80	8	smoothing	smooth	VERB
easat-10383	80	9	gradient	gradient	NOUN
easat-10383	80	10	-	-	PUNCT
easat-10383	80	11	based	base	VERB
easat-10383	80	12	optimization	optimization	NOUN
easat-10383	80	13	to	to	PART
easat-10383	80	14	model	model	VERB
easat-10383	80	15	visual	visual	ADJ
easat-10383	80	16	-	-	PUNCT
easat-10383	80	17	thermal	thermal	ADJ
easat-10383	80	18	relationships	relationship	NOUN
easat-10383	80	19	.	.	PUNCT
easat-10383	81	1	the	the	DET
easat-10383	81	2	deep	deep	ADJ
easat-10383	81	3	learning	learning	NOUN
easat-10383	81	4	analysis	analysis	NOUN
easat-10383	81	5	utilizes	utilize	VERB
easat-10383	81	6	spiking	spike	VERB
easat-10383	81	7	neural	neural	ADJ
easat-10383	81	8	networks	network	NOUN
easat-10383	81	9	with	with	ADP
easat-10383	81	10	neural	neural	ADJ
easat-10383	81	11	architecture	architecture	NOUN
easat-10383	81	12	search	search	NOUN
easat-10383	81	13	for	for	ADP
easat-10383	81	14	the	the	DET
easat-10383	81	15	adaptive	adaptive	ADJ
easat-10383	81	16	and	and	CCONJ
easat-10383	81	17	accurate	accurate	ADJ
easat-10383	81	18	discovery	discovery	NOUN
easat-10383	81	19	of	of	ADP
easat-10383	81	20	breast	breast	NOUN
easat-10383	81	21	irregularities	irregularity	NOUN
easat-10383	81	22	in	in	ADP
easat-10383	81	23	real	real	ADJ
easat-10383	81	24	-	-	PUNCT
easat-10383	81	25	time	time	NOUN
easat-10383	81	26	.	.	PUNCT
easat-10383	82	1	3.1	3.1	NUM
easat-10383	82	2	.	.	PUNCT
easat-10383	82	3	image	image	NOUN
easat-10383	82	4	acquisition	acquisition	NOUN
easat-10383	82	5	image	image	NOUN
easat-10383	82	6	acquisition	acquisition	NOUN
easat-10383	82	7	for	for	ADP
easat-10383	82	8	thermofusionnet	thermofusionnet	NOUN
easat-10383	82	9	involves	involve	VERB
easat-10383	82	10	collecting	collect	VERB
easat-10383	82	11	both	both	CCONJ
easat-10383	82	12	visual	visual	ADJ
easat-10383	82	13	and	and	CCONJ
easat-10383	82	14	infrared	infrared	ADJ
easat-10383	82	15	thermal	thermal	ADJ
easat-10383	82	16	images	image	NOUN
easat-10383	82	17	of	of	ADP
easat-10383	82	18	the	the	DET
easat-10383	82	19	breast	breast	NOUN
easat-10383	82	20	from	from	ADP
easat-10383	82	21	diverse	diverse	ADJ
easat-10383	82	22	sources	source	NOUN
easat-10383	82	23	,	,	PUNCT
easat-10383	82	24	including	include	VERB
easat-10383	82	25	clinical	clinical	ADJ
easat-10383	82	26	datasets	dataset	NOUN
easat-10383	82	27	,	,	PUNCT
easat-10383	82	28	publicly	publicly	ADV
easat-10383	82	29	available	available	ADJ
easat-10383	82	30	breast	breast	NOUN
easat-10383	82	31	imaging	imaging	NOUN
easat-10383	82	32	databases	database	NOUN
easat-10383	82	33	,	,	PUNCT
easat-10383	82	34	and	and	CCONJ
easat-10383	82	35	real	real	ADJ
easat-10383	82	36	-	-	PUNCT
easat-10383	82	37	time	time	NOUN
easat-10383	82	38	imaging	imaging	NOUN
easat-10383	82	39	systems	system	NOUN
easat-10383	82	40	.	.	PUNCT
easat-10383	83	1	the	the	DET
easat-10383	83	2	breast	breast	NOUN
easat-10383	83	3	thermography	thermography	NOUN
easat-10383	83	4	dataset	dataset	NOUN
easat-10383	83	5	is	be	AUX
easat-10383	83	6	referenced	reference	VERB
easat-10383	83	7	from	from	ADP
easat-10383	83	8	mendeley	mendeley	PROPN
easat-10383	83	9	data	datum	NOUN
easat-10383	83	10	.	.	PUNCT
easat-10383	84	1	this	this	DET
easat-10383	84	2	dataset	dataset	NOUN
easat-10383	84	3	contains	contain	VERB
easat-10383	84	4	thermographic	thermographic	ADJ
easat-10383	84	5	images	image	NOUN
easat-10383	84	6	of	of	ADP
easat-10383	84	7	the	the	DET
easat-10383	84	8	female	female	ADJ
easat-10383	84	9	thorax	thorax	NOUN
easat-10383	84	10	,	,	PUNCT
easat-10383	84	11	captured	capture	VERB
easat-10383	84	12	using	use	VERB
easat-10383	84	13	a	a	DET
easat-10383	84	14	192	192	NUM
easat-10383	84	15	edelweiss	edelweiss	PROPN
easat-10383	84	16	applied	apply	VERB
easat-10383	84	17	science	science	NOUN
easat-10383	84	18	and	and	CCONJ
easat-10383	84	19	technology	technology	NOUN
easat-10383	84	20	issn	issn	PROPN
easat-10383	84	21	:	:	PUNCT
easat-10383	84	22	2576	2576	NUM
easat-10383	84	23	-	-	SYM
easat-10383	84	24	8484	8484	NUM
easat-10383	84	25	vol	vol	NOUN
easat-10383	84	26	.	.	PROPN
easat-10383	85	1	9	9	NUM
easat-10383	85	2	,	,	PUNCT
easat-10383	85	3	no	no	INTJ
easat-10383	85	4	.	.	NOUN
easat-10383	85	5	10	10	NUM
easat-10383	85	6	:	:	SYM
easat-10383	85	7	189	189	NUM
easat-10383	85	8	-	-	SYM
easat-10383	85	9	211	211	NUM
easat-10383	85	10	,	,	PUNCT
easat-10383	85	11	2025	2025	NUM
easat-10383	85	12	doi	doi	NOUN
easat-10383	85	13	:	:	PUNCT
easat-10383	85	14	10.55214/2576	10.55214/2576	NUM
easat-10383	85	15	-	-	SYM
easat-10383	85	16	8484.v9i10.10383	8484.v9i10.10383	NOUN
easat-10383	85	17	©	©	PROPN
easat-10383	85	18	2025	2025	NUM
easat-10383	85	19	by	by	ADP
easat-10383	85	20	the	the	DET
easat-10383	85	21	authors	author	NOUN
easat-10383	85	22	;	;	PUNCT
easat-10383	85	23	licensee	licensee	PROPN
easat-10383	85	24	learning	learn	VERB
easat-10383	85	25	gate	gate	PROPN
easat-10383	85	26	flir	flir	PROPN
easat-10383	85	27	a300	a300	PROPN
easat-10383	85	28	camera	camera	NOUN
easat-10383	85	29	,	,	PUNCT
easat-10383	85	30	featuring	feature	VERB
easat-10383	85	31	both	both	CCONJ
easat-10383	85	32	benign	benign	ADJ
easat-10383	85	33	and	and	CCONJ
easat-10383	85	34	malignant	malignant	ADJ
easat-10383	85	35	cases	case	NOUN
easat-10383	85	36	for	for	ADP
easat-10383	85	37	training	train	VERB
easat-10383	85	38	breast	breast	NOUN
easat-10383	85	39	abnormality	abnormality	NOUN
easat-10383	85	40	detection	detection	NOUN
easat-10383	85	41	models	model	NOUN
easat-10383	85	42	.	.	PUNCT
easat-10383	86	1	visual	visual	ADJ
easat-10383	86	2	descriptions	description	NOUN
easat-10383	86	3	are	be	AUX
easat-10383	86	4	obtained	obtain	VERB
easat-10383	86	5	using	use	VERB
easat-10383	86	6	average	average	ADJ
easat-10383	86	7	rgb	rgb	PROPN
easat-10383	86	8	cameras	camera	NOUN
easat-10383	86	9	,	,	PUNCT
easat-10383	86	10	while	while	SCONJ
easat-10383	86	11	infrared	infrared	ADJ
easat-10383	86	12	thermal	thermal	ADJ
easat-10383	86	13	descriptions	description	NOUN
easat-10383	86	14	are	be	AUX
easat-10383	86	15	acquired	acquire	VERB
easat-10383	86	16	using	use	VERB
easat-10383	86	17	thermal	thermal	ADJ
easat-10383	86	18	imaging	imaging	NOUN
easat-10383	86	19	cameras	camera	NOUN
easat-10383	86	20	,	,	PUNCT
easat-10383	86	21	such	such	ADJ
easat-10383	86	22	as	as	ADP
easat-10383	86	23	flir	flir	NOUN
easat-10383	86	24	or	or	CCONJ
easat-10383	86	25	comparable	comparable	ADJ
easat-10383	86	26	devices	device	NOUN
easat-10383	86	27	.	.	PUNCT
easat-10383	87	1	these	these	DET
easat-10383	87	2	images	image	NOUN
easat-10383	87	3	are	be	AUX
easat-10383	87	4	then	then	ADV
easat-10383	87	5	pre	pre	VERB
easat-10383	87	6	-	-	VERB
easat-10383	87	7	processed	processed	ADJ
easat-10383	87	8	to	to	PART
easat-10383	87	9	ensure	ensure	VERB
easat-10383	87	10	uniformity	uniformity	NOUN
easat-10383	87	11	in	in	ADP
easat-10383	87	12	size	size	NOUN
easat-10383	87	13	,	,	PUNCT
easat-10383	87	14	clarity	clarity	NOUN
easat-10383	87	15	,	,	PUNCT
easat-10383	87	16	and	and	CCONJ
easat-10383	87	17	configuration	configuration	NOUN
easat-10383	87	18	for	for	ADP
easat-10383	87	19	effective	effective	ADJ
easat-10383	87	20	fusion	fusion	NOUN
easat-10383	87	21	.	.	PUNCT
easat-10383	88	1	a	a	DET
easat-10383	88	2	comprehensive	comprehensive	ADJ
easat-10383	88	3	dataset	dataset	NOUN
easat-10383	88	4	,	,	PUNCT
easat-10383	88	5	encompassing	encompass	VERB
easat-10383	88	6	both	both	CCONJ
easat-10383	88	7	standard	standard	ADJ
easat-10383	88	8	and	and	CCONJ
easat-10383	88	9	atypical	atypical	ADJ
easat-10383	88	10	cases	case	NOUN
easat-10383	88	11	,	,	PUNCT
easat-10383	88	12	is	be	AUX
easat-10383	88	13	essential	essential	ADJ
easat-10383	88	14	for	for	ADP
easat-10383	88	15	training	train	VERB
easat-10383	88	16	deep	deep	ADJ
easat-10383	88	17	learning	learning	NOUN
easat-10383	88	18	models	model	NOUN
easat-10383	88	19	,	,	PUNCT
easat-10383	88	20	ensuring	ensure	VERB
easat-10383	88	21	accurate	accurate	ADJ
easat-10383	88	22	and	and	CCONJ
easat-10383	88	23	reliable	reliable	ADJ
easat-10383	88	24	detection	detection	NOUN
easat-10383	88	25	of	of	ADP
easat-10383	88	26	breast	breast	NOUN
easat-10383	88	27	abnormalities	abnormality	NOUN
easat-10383	88	28	.	.	PUNCT
easat-10383	89	1	figure	figure	NOUN
easat-10383	89	2	2	2	NUM
easat-10383	89	3	.	.	PUNCT
easat-10383	89	4	thermal	thermal	ADJ
easat-10383	89	5	camera	camera	NOUN
easat-10383	89	6	used	use	VERB
easat-10383	89	7	flir	flir	NOUN
easat-10383	89	8	e5	e5	PROPN
easat-10383	89	9	-	-	PUNCT
easat-10383	89	10	x	x	NOUN
easat-10383	89	11	object	object	NOUN
easat-10383	89	12	.	.	PUNCT
easat-10383	90	1	figure	figure	NOUN
easat-10383	90	2	2	2	NUM
easat-10383	90	3	shows	show	VERB
easat-10383	90	4	the	the	DET
easat-10383	90	5	thermal	thermal	ADJ
easat-10383	90	6	camera	camera	NOUN
easat-10383	90	7	used	use	VERB
easat-10383	90	8	by	by	ADP
easat-10383	90	9	flir	flir	NOUN
easat-10383	90	10	e5	e5	PROPN
easat-10383	90	11	-	-	PUNCT
easat-10383	90	12	x.	x.	NOUN
easat-10383	90	13	the	the	DET
easat-10383	90	14	object	object	NOUN
easat-10383	90	15	highlights	highlight	VERB
easat-10383	90	16	the	the	DET
easat-10383	90	17	advanced	advanced	ADJ
easat-10383	90	18	thermal	thermal	ADJ
easat-10383	90	19	imaging	imaging	NOUN
easat-10383	90	20	device	device	NOUN
easat-10383	90	21	employed	employ	VERB
easat-10383	90	22	for	for	ADP
easat-10383	90	23	capturing	capture	VERB
easat-10383	90	24	breast	breast	NOUN
easat-10383	90	25	thermograms	thermogram	NOUN
easat-10383	90	26	.	.	PUNCT
easat-10383	91	1	the	the	DET
easat-10383	91	2	flir	flir	NOUN
easat-10383	91	3	e5	e5	PROPN
easat-10383	91	4	-	-	PUNCT
easat-10383	91	5	x	x	PROPN
easat-10383	91	6	is	be	AUX
easat-10383	91	7	a	a	DET
easat-10383	91	8	highresolution	highresolution	NOUN
easat-10383	91	9	infrared	infrared	ADJ
easat-10383	91	10	camera	camera	NOUN
easat-10383	91	11	designed	design	VERB
easat-10383	91	12	to	to	PART
easat-10383	91	13	detect	detect	VERB
easat-10383	91	14	and	and	CCONJ
easat-10383	91	15	visualize	visualize	VERB
easat-10383	91	16	temperature	temperature	NOUN
easat-10383	91	17	differences	difference	NOUN
easat-10383	91	18	with	with	ADP
easat-10383	91	19	precision	precision	NOUN
easat-10383	91	20	.	.	PUNCT
easat-10383	92	1	its	its	PRON
easat-10383	92	2	sensitive	sensitive	ADJ
easat-10383	92	3	thermal	thermal	ADJ
easat-10383	92	4	sensor	sensor	NOUN
easat-10383	92	5	captures	capture	VERB
easat-10383	92	6	detailed	detailed	ADJ
easat-10383	92	7	heat	heat	NOUN
easat-10383	92	8	patterns	pattern	NOUN
easat-10383	92	9	on	on	ADP
easat-10383	92	10	the	the	DET
easat-10383	92	11	skin	skin	NOUN
easat-10383	92	12	surface	surface	NOUN
easat-10383	92	13	,	,	PUNCT
easat-10383	92	14	which	which	PRON
easat-10383	92	15	are	be	AUX
easat-10383	92	16	crucial	crucial	ADJ
easat-10383	92	17	for	for	ADP
easat-10383	92	18	identifying	identify	VERB
easat-10383	92	19	abnormal	abnormal	ADJ
easat-10383	92	20	temperature	temperature	NOUN
easat-10383	92	21	variations	variation	NOUN
easat-10383	92	22	associated	associate	VERB
easat-10383	92	23	with	with	ADP
easat-10383	92	24	breast	breast	NOUN
easat-10383	92	25	abnormalities	abnormality	NOUN
easat-10383	92	26	.	.	PUNCT
easat-10383	93	1	compact	compact	ADJ
easat-10383	93	2	and	and	CCONJ
easat-10383	93	3	userfriendly	userfriendly	ADV
easat-10383	93	4	,	,	PUNCT
easat-10383	93	5	the	the	DET
easat-10383	93	6	flir	flir	NOUN
easat-10383	93	7	e5	e5	PROPN
easat-10383	93	8	-	-	PUNCT
easat-10383	93	9	x	x	PRON
easat-10383	93	10	provides	provide	VERB
easat-10383	93	11	accurate	accurate	ADJ
easat-10383	93	12	,	,	PUNCT
easat-10383	93	13	non	non	ADJ
easat-10383	93	14	-	-	ADJ
easat-10383	93	15	invasive	invasive	ADJ
easat-10383	93	16	imaging	imaging	NOUN
easat-10383	93	17	,	,	PUNCT
easat-10383	93	18	making	make	VERB
easat-10383	93	19	it	it	PRON
easat-10383	93	20	ideal	ideal	ADJ
easat-10383	93	21	for	for	ADP
easat-10383	93	22	medical	medical	ADJ
easat-10383	93	23	diagnostics	diagnostic	NOUN
easat-10383	93	24	.	.	PUNCT
easat-10383	94	1	the	the	DET
easat-10383	94	2	captured	capture	VERB
easat-10383	94	3	thermal	thermal	ADJ
easat-10383	94	4	images	image	NOUN
easat-10383	94	5	serve	serve	VERB
easat-10383	94	6	as	as	ADP
easat-10383	94	7	essential	essential	ADJ
easat-10383	94	8	input	input	NOUN
easat-10383	94	9	data	datum	NOUN
easat-10383	94	10	for	for	ADP
easat-10383	94	11	analysis	analysis	NOUN
easat-10383	94	12	using	use	VERB
easat-10383	94	13	ai	ai	NOUN
easat-10383	94	14	models	model	NOUN
easat-10383	94	15	like	like	ADP
easat-10383	94	16	thermofusionnet	thermofusionnet	NOUN
easat-10383	94	17	,	,	PUNCT
easat-10383	94	18	enhancing	enhance	VERB
easat-10383	94	19	early	early	ADJ
easat-10383	94	20	detection	detection	NOUN
easat-10383	94	21	and	and	CCONJ
easat-10383	94	22	diagnosis	diagnosis	NOUN
easat-10383	94	23	.	.	PUNCT
easat-10383	95	1	figure	figure	NOUN
easat-10383	95	2	3	3	NUM
easat-10383	95	3	.	.	PUNCT
easat-10383	95	4	breast	breast	NOUN
easat-10383	95	5	thermogram	thermogram	PROPN
easat-10383	95	6	captured	capture	VERB
easat-10383	95	7	from	from	ADP
easat-10383	95	8	five	five	NUM
easat-10383	95	9	different	different	ADJ
easat-10383	95	10	positions	position	NOUN
easat-10383	95	11	.	.	PUNCT
easat-10383	96	1	figure	figure	VERB
easat-10383	96	2	3	3	NUM
easat-10383	96	3	illustrates	illustrate	VERB
easat-10383	96	4	thermal	thermal	ADJ
easat-10383	96	5	images	image	NOUN
easat-10383	96	6	of	of	ADP
easat-10383	96	7	the	the	DET
easat-10383	96	8	breast	breast	NOUN
easat-10383	96	9	taken	take	VERB
easat-10383	96	10	from	from	ADP
easat-10383	96	11	multiple	multiple	ADJ
easat-10383	96	12	angles	angle	NOUN
easat-10383	96	13	,	,	PUNCT
easat-10383	96	14	typically	typically	ADV
easat-10383	96	15	front	front	ADJ
easat-10383	96	16	,	,	PUNCT
easat-10383	96	17	left	leave	VERB
easat-10383	96	18	45	45	NUM
easat-10383	96	19	°	°	NOUN
easat-10383	96	20	,	,	PUNCT
easat-10383	96	21	right	right	ADJ
easat-10383	96	22	45	45	NUM
easat-10383	96	23	°	°	NOUN
easat-10383	96	24	,	,	PUNCT
easat-10383	96	25	left	leave	VERB
easat-10383	96	26	lateral	lateral	ADJ
easat-10383	96	27	,	,	PUNCT
easat-10383	96	28	and	and	CCONJ
easat-10383	96	29	right	right	ADJ
easat-10383	96	30	lateral	lateral	ADJ
easat-10383	96	31	views	view	NOUN
easat-10383	96	32	.	.	PUNCT
easat-10383	97	1	this	this	DET
easat-10383	97	2	multi	multi	ADJ
easat-10383	97	3	-	-	ADJ
easat-10383	97	4	angle	angle	ADJ
easat-10383	97	5	approach	approach	NOUN
easat-10383	97	6	ensures	ensure	VERB
easat-10383	97	7	comprehensive	comprehensive	ADJ
easat-10383	97	8	thermal	thermal	ADJ
easat-10383	97	9	mapping	mapping	NOUN
easat-10383	97	10	of	of	ADP
easat-10383	97	11	the	the	DET
easat-10383	97	12	breast	breast	NOUN
easat-10383	97	13	region	region	NOUN
easat-10383	97	14	,	,	PUNCT
easat-10383	97	15	enabling	enable	VERB
easat-10383	97	16	better	well	ADJ
easat-10383	97	17	visualization	visualization	NOUN
easat-10383	97	18	of	of	ADP
easat-10383	97	19	temperature	temperature	NOUN
easat-10383	97	20	variations	variation	NOUN
easat-10383	97	21	that	that	PRON
easat-10383	97	22	may	may	AUX
easat-10383	97	23	indicate	indicate	VERB
easat-10383	97	24	193	193	NUM
easat-10383	97	25	edelweiss	edelweiss	PROPN
easat-10383	97	26	applied	apply	VERB
easat-10383	97	27	science	science	NOUN
easat-10383	97	28	and	and	CCONJ
easat-10383	97	29	technology	technology	NOUN
easat-10383	97	30	issn	issn	PROPN
easat-10383	97	31	:	:	PUNCT
easat-10383	97	32	2576	2576	NUM
easat-10383	97	33	-	-	SYM
easat-10383	97	34	8484	8484	NUM
easat-10383	97	35	vol	vol	NOUN
easat-10383	97	36	.	.	PROPN
easat-10383	98	1	9	9	NUM
easat-10383	98	2	,	,	PUNCT
easat-10383	98	3	no	no	INTJ
easat-10383	98	4	.	.	NOUN
easat-10383	98	5	10	10	NUM
easat-10383	98	6	:	:	SYM
easat-10383	98	7	189	189	NUM
easat-10383	98	8	-	-	SYM
easat-10383	98	9	211	211	NUM
easat-10383	98	10	,	,	PUNCT
easat-10383	98	11	2025	2025	NUM
easat-10383	98	12	doi	doi	NOUN
easat-10383	98	13	:	:	PUNCT
easat-10383	98	14	10.55214/2576	10.55214/2576	NUM
easat-10383	98	15	-	-	SYM
easat-10383	98	16	8484.v9i10.10383	8484.v9i10.10383	NOUN
easat-10383	98	17	©	©	PROPN
easat-10383	98	18	2025	2025	NUM
easat-10383	98	19	by	by	ADP
easat-10383	98	20	the	the	DET
easat-10383	98	21	authors	author	NOUN
easat-10383	98	22	;	;	PUNCT
easat-10383	98	23	licensee	licensee	PROPN
easat-10383	98	24	learning	learn	VERB
easat-10383	98	25	gate	gate	NOUN
easat-10383	98	26	abnormalities	abnormality	NOUN
easat-10383	98	27	.	.	PUNCT
easat-10383	99	1	by	by	ADP
easat-10383	99	2	capturing	capture	VERB
easat-10383	99	3	thermograms	thermogram	NOUN
easat-10383	99	4	from	from	ADP
easat-10383	99	5	different	different	ADJ
easat-10383	99	6	positions	position	NOUN
easat-10383	99	7	,	,	PUNCT
easat-10383	99	8	clinicians	clinician	NOUN
easat-10383	99	9	can	can	AUX
easat-10383	99	10	detect	detect	VERB
easat-10383	99	11	asymmetries	asymmetry	NOUN
easat-10383	99	12	or	or	CCONJ
easat-10383	99	13	localized	localize	VERB
easat-10383	99	14	hot	hot	ADJ
easat-10383	99	15	spots	spot	NOUN
easat-10383	99	16	that	that	PRON
easat-10383	99	17	may	may	AUX
easat-10383	99	18	not	not	PART
easat-10383	99	19	be	be	AUX
easat-10383	99	20	visible	visible	ADJ
easat-10383	99	21	in	in	ADP
easat-10383	99	22	a	a	DET
easat-10383	99	23	single	single	ADJ
easat-10383	99	24	view	view	NOUN
easat-10383	99	25	.	.	PUNCT
easat-10383	100	1	this	this	DET
easat-10383	100	2	technique	technique	NOUN
easat-10383	100	3	enhances	enhance	VERB
easat-10383	100	4	diagnostic	diagnostic	ADJ
easat-10383	100	5	accuracy	accuracy	NOUN
easat-10383	100	6	in	in	ADP
easat-10383	100	7	early	early	ADJ
easat-10383	100	8	breast	breast	NOUN
easat-10383	100	9	abnormality	abnormality	NOUN
easat-10383	100	10	detection	detection	NOUN
easat-10383	100	11	and	and	CCONJ
easat-10383	100	12	supports	support	VERB
easat-10383	100	13	more	more	ADV
easat-10383	100	14	reliable	reliable	ADJ
easat-10383	100	15	assessment	assessment	NOUN
easat-10383	100	16	when	when	SCONJ
easat-10383	100	17	using	use	VERB
easat-10383	100	18	ai	ai	NOUN
easat-10383	100	19	-	-	PUNCT
easat-10383	100	20	based	base	VERB
easat-10383	100	21	models	model	NOUN
easat-10383	100	22	like	like	ADP
easat-10383	100	23	thermofusionnet	thermofusionnet	NOUN
easat-10383	100	24	.	.	PUNCT
easat-10383	101	1	3.2	3.2	NUM
easat-10383	101	2	.	.	PUNCT
easat-10383	102	1	image	image	NOUN
easat-10383	102	2	pre	pre	ADJ
easat-10383	102	3	-	-	ADJ
easat-10383	102	4	processing	processing	ADJ
easat-10383	102	5	pre	pre	NOUN
easat-10383	102	6	-	-	NOUN
easat-10383	102	7	processing	processing	NOUN
easat-10383	102	8	for	for	ADP
easat-10383	102	9	thermofusionnet	thermofusionnet	NOUN
easat-10383	102	10	involves	involve	VERB
easat-10383	102	11	several	several	ADJ
easat-10383	102	12	critical	critical	ADJ
easat-10383	102	13	steps	step	NOUN
easat-10383	102	14	to	to	PART
easat-10383	102	15	ensure	ensure	VERB
easat-10383	102	16	high	high	ADJ
easat-10383	102	17	-	-	PUNCT
easat-10383	102	18	quality	quality	NOUN
easat-10383	102	19	input	input	NOUN
easat-10383	102	20	for	for	ADP
easat-10383	102	21	the	the	DET
easat-10383	102	22	dl	dl	PROPN
easat-10383	102	23	model	model	NOUN
easat-10383	102	24	.	.	PUNCT
easat-10383	103	1	the	the	DET
easat-10383	103	2	visual	visual	ADJ
easat-10383	103	3	and	and	CCONJ
easat-10383	103	4	infrared	infrared	ADJ
easat-10383	103	5	thermal	thermal	ADJ
easat-10383	103	6	images	image	NOUN
easat-10383	103	7	are	be	AUX
easat-10383	103	8	resized	resize	VERB
easat-10383	103	9	to	to	ADP
easat-10383	103	10	a	a	DET
easat-10383	103	11	reliable	reliable	ADJ
easat-10383	103	12	resolution	resolution	NOUN
easat-10383	103	13	to	to	PART
easat-10383	103	14	ensure	ensure	VERB
easat-10383	103	15	uniformity	uniformity	NOUN
easat-10383	103	16	.	.	PUNCT
easat-10383	104	1	adaptive	adaptive	ADJ
easat-10383	104	2	bilateral	bilateral	ADJ
easat-10383	104	3	kernel	kernel	NOUN
easat-10383	104	4	filtering	filtering	NOUN
easat-10383	104	5	(	(	PUNCT
easat-10383	104	6	abkf	abkf	NOUN
easat-10383	104	7	)	)	PUNCT
easat-10383	104	8	assists	assist	NOUN
easat-10383	104	9	in	in	ADP
easat-10383	104	10	preserving	preserve	VERB
easat-10383	104	11	duplicate	duplicate	ADJ
easat-10383	104	12	boundaries	boundary	NOUN
easat-10383	104	13	while	while	SCONJ
easat-10383	104	14	reducing	reduce	VERB
easat-10383	104	15	noise	noise	NOUN
easat-10383	104	16	,	,	PUNCT
easat-10383	104	17	enhancing	enhance	VERB
easat-10383	104	18	image	image	NOUN
easat-10383	104	19	clarity	clarity	NOUN
easat-10383	104	20	for	for	ADP
easat-10383	104	21	both	both	CCONJ
easat-10383	104	22	graphic	graphic	ADJ
easat-10383	104	23	and	and	CCONJ
easat-10383	104	24	ultraviolet	ultraviolet	ADJ
easat-10383	104	25	thermal	thermal	ADJ
easat-10383	104	26	images	image	NOUN
easat-10383	104	27	,	,	PUNCT
easat-10383	104	28	thereby	thereby	ADV
easat-10383	104	29	improving	improve	VERB
easat-10383	104	30	ornamental	ornamental	ADJ
easat-10383	104	31	feature	feature	NOUN
easat-10383	104	32	abstraction	abstraction	NOUN
easat-10383	104	33	and	and	CCONJ
easat-10383	104	34	model	model	NOUN
easat-10383	104	35	accuracy	accuracy	NOUN
easat-10383	104	36	.	.	PUNCT
easat-10383	105	1	both	both	DET
easat-10383	105	2	image	image	NOUN
easat-10383	105	3	types	type	NOUN
easat-10383	105	4	undergo	undergo	VERB
easat-10383	105	5	normalization	normalization	NOUN
easat-10383	105	6	to	to	PART
easat-10383	105	7	standardize	standardize	VERB
easat-10383	105	8	pixel	pixel	ADJ
easat-10383	105	9	values	value	NOUN
easat-10383	105	10	,	,	PUNCT
easat-10383	105	11	which	which	PRON
easat-10383	105	12	enhances	enhance	VERB
easat-10383	105	13	model	model	NOUN
easat-10383	105	14	performance	performance	NOUN
easat-10383	105	15	during	during	ADP
easat-10383	105	16	training	training	NOUN
easat-10383	105	17	.	.	PUNCT
easat-10383	106	1	image	image	NOUN
easat-10383	106	2	alignment	alignment	NOUN
easat-10383	106	3	is	be	AUX
easat-10383	106	4	performed	perform	VERB
easat-10383	106	5	to	to	PART
easat-10383	106	6	match	match	VERB
easat-10383	106	7	corresponding	corresponding	ADJ
easat-10383	106	8	visual	visual	ADJ
easat-10383	106	9	and	and	CCONJ
easat-10383	106	10	thermal	thermal	ADJ
easat-10383	106	11	images	image	NOUN
easat-10383	106	12	,	,	PUNCT
easat-10383	106	13	ensuring	ensure	VERB
easat-10383	106	14	accurate	accurate	ADJ
easat-10383	106	15	fusion	fusion	NOUN
easat-10383	106	16	.	.	PUNCT
easat-10383	107	1	data	datum	NOUN
easat-10383	107	2	augmentation	augmentation	NOUN
easat-10383	107	3	techniques	technique	NOUN
easat-10383	107	4	,	,	PUNCT
easat-10383	107	5	such	such	ADJ
easat-10383	107	6	as	as	ADP
easat-10383	107	7	rotation	rotation	NOUN
easat-10383	107	8	,	,	PUNCT
easat-10383	107	9	flipping	flipping	NOUN
easat-10383	107	10	,	,	PUNCT
easat-10383	107	11	and	and	CCONJ
easat-10383	107	12	scaling	scaling	NOUN
easat-10383	107	13	,	,	PUNCT
easat-10383	107	14	are	be	AUX
easat-10383	107	15	employed	employ	VERB
easat-10383	107	16	to	to	PART
easat-10383	107	17	increase	increase	VERB
easat-10383	107	18	dataset	dataset	ADJ
easat-10383	107	19	diversity	diversity	NOUN
easat-10383	107	20	and	and	CCONJ
easat-10383	107	21	prevent	prevent	VERB
easat-10383	107	22	overfitting	overfitting	NOUN
easat-10383	107	23	.	.	PUNCT
easat-10383	108	1	noise	noise	NOUN
easat-10383	108	2	reduction	reduction	NOUN
easat-10383	108	3	methods	method	NOUN
easat-10383	108	4	are	be	AUX
easat-10383	108	5	also	also	ADV
easat-10383	108	6	utilized	utilize	VERB
easat-10383	108	7	to	to	PART
easat-10383	108	8	recover	recover	VERB
easat-10383	108	9	image	image	NOUN
easat-10383	108	10	clarity	clarity	NOUN
easat-10383	108	11	and	and	CCONJ
easat-10383	108	12	improve	improve	VERB
easat-10383	108	13	feature	feature	NOUN
easat-10383	108	14	extraction	extraction	NOUN
easat-10383	108	15	.	.	PUNCT
easat-10383	109	1	3.2.1	3.2.1	NUM
easat-10383	109	2	.	.	PUNCT
easat-10383	109	3	feature	feature	NOUN
easat-10383	109	4	extraction	extraction	NOUN
easat-10383	109	5	feature	feature	NOUN
easat-10383	109	6	extraction	extraction	NOUN
easat-10383	109	7	in	in	ADP
easat-10383	109	8	thermofusionnet	thermofusionnet	NOUN
easat-10383	109	9	involves	involve	VERB
easat-10383	109	10	identifying	identify	VERB
easat-10383	109	11	and	and	CCONJ
easat-10383	109	12	isolating	isolate	VERB
easat-10383	109	13	key	key	ADJ
easat-10383	109	14	patterns	pattern	NOUN
easat-10383	109	15	from	from	ADP
easat-10383	109	16	visual	visual	ADJ
easat-10383	109	17	and	and	CCONJ
easat-10383	109	18	infrared	infrared	ADJ
easat-10383	109	19	thermal	thermal	ADJ
easat-10383	109	20	images	image	NOUN
easat-10383	109	21	,	,	PUNCT
easat-10383	109	22	which	which	PRON
easat-10383	109	23	are	be	AUX
easat-10383	109	24	crucial	crucial	ADJ
easat-10383	109	25	for	for	ADP
easat-10383	109	26	accurately	accurately	ADV
easat-10383	109	27	detecting	detect	VERB
easat-10383	109	28	breast	breast	NOUN
easat-10383	109	29	abnormalities	abnormality	NOUN
easat-10383	109	30	.	.	PUNCT
easat-10383	110	1	the	the	DET
easat-10383	110	2	process	process	NOUN
easat-10383	110	3	begins	begin	VERB
easat-10383	110	4	with	with	ADP
easat-10383	110	5	pre	pre	ADJ
easat-10383	110	6	-	-	ADJ
easat-10383	110	7	processed	process	VERB
easat-10383	110	8	images	image	NOUN
easat-10383	110	9	that	that	PRON
easat-10383	110	10	are	be	AUX
easat-10383	110	11	resized	resize	VERB
easat-10383	110	12	,	,	PUNCT
easat-10383	110	13	normalized	normalize	VERB
easat-10383	110	14	,	,	PUNCT
easat-10383	110	15	and	and	CCONJ
easat-10383	110	16	aligned	align	VERB
easat-10383	110	17	,	,	PUNCT
easat-10383	110	18	ensuring	ensure	VERB
easat-10383	110	19	consistency	consistency	NOUN
easat-10383	110	20	across	across	ADP
easat-10383	110	21	both	both	DET
easat-10383	110	22	image	image	NOUN
easat-10383	110	23	types	type	NOUN
easat-10383	110	24	.	.	PUNCT
easat-10383	111	1	adaptive	adaptive	ADJ
easat-10383	111	2	bilateral	bilateral	ADJ
easat-10383	111	3	kernel	kernel	NOUN
easat-10383	111	4	filtering	filtering	NOUN
easat-10383	111	5	(	(	PUNCT
easat-10383	111	6	abkf	abkf	NOUN
easat-10383	111	7	)	)	PUNCT
easat-10383	111	8	enhances	enhance	VERB
easat-10383	111	9	image	image	NOUN
easat-10383	111	10	clarity	clarity	NOUN
easat-10383	111	11	by	by	ADP
easat-10383	111	12	removing	remove	VERB
easat-10383	111	13	noise	noise	NOUN
easat-10383	111	14	while	while	SCONJ
easat-10383	111	15	preserving	preserve	VERB
easat-10383	111	16	important	important	ADJ
easat-10383	111	17	edges	edge	NOUN
easat-10383	111	18	,	,	PUNCT
easat-10383	111	19	making	make	VERB
easat-10383	111	20	subtle	subtle	ADJ
easat-10383	111	21	irregularities	irregularity	NOUN
easat-10383	111	22	more	more	ADV
easat-10383	111	23	noticeable	noticeable	ADJ
easat-10383	111	24	.	.	PUNCT
easat-10383	112	1	once	once	SCONJ
easat-10383	112	2	the	the	DET
easat-10383	112	3	images	image	NOUN
easat-10383	112	4	are	be	AUX
easat-10383	112	5	pre	pre	ADJ
easat-10383	112	6	-	-	VERB
easat-10383	112	7	processed	processed	ADJ
easat-10383	112	8	,	,	PUNCT
easat-10383	112	9	feature	feature	NOUN
easat-10383	112	10	extraction	extraction	NOUN
easat-10383	112	11	focuses	focus	VERB
easat-10383	112	12	on	on	ADP
easat-10383	112	13	capturing	capture	VERB
easat-10383	112	14	distinctive	distinctive	ADJ
easat-10383	112	15	characteristics	characteristic	NOUN
easat-10383	112	16	like	like	ADP
easat-10383	112	17	texture	texture	NOUN
easat-10383	112	18	,	,	PUNCT
easat-10383	112	19	shape	shape	NOUN
easat-10383	112	20	,	,	PUNCT
easat-10383	112	21	and	and	CCONJ
easat-10383	112	22	edge	edge	VERB
easat-10383	112	23	details	detail	NOUN
easat-10383	112	24	from	from	ADP
easat-10383	112	25	both	both	CCONJ
easat-10383	112	26	visual	visual	ADJ
easat-10383	112	27	and	and	CCONJ
easat-10383	112	28	thermal	thermal	ADJ
easat-10383	112	29	data	datum	NOUN
easat-10383	112	30	.	.	PUNCT
easat-10383	113	1	these	these	DET
easat-10383	113	2	features	feature	NOUN
easat-10383	113	3	are	be	AUX
easat-10383	113	4	then	then	ADV
easat-10383	113	5	used	use	VERB
easat-10383	113	6	by	by	ADP
easat-10383	113	7	the	the	DET
easat-10383	113	8	deep	deep	ADJ
easat-10383	113	9	learning	learning	NOUN
easat-10383	113	10	model	model	NOUN
easat-10383	113	11	to	to	PART
easat-10383	113	12	differentiate	differentiate	VERB
easat-10383	113	13	between	between	ADP
easat-10383	113	14	normal	normal	ADJ
easat-10383	113	15	and	and	CCONJ
easat-10383	113	16	abnormal	abnormal	ADJ
easat-10383	113	17	tissue	tissue	NOUN
easat-10383	113	18	patterns	pattern	NOUN
easat-10383	113	19	.	.	PUNCT
easat-10383	114	1	techniques	technique	NOUN
easat-10383	114	2	such	such	ADJ
easat-10383	114	3	as	as	ADP
easat-10383	114	4	edge	edge	NOUN
easat-10383	114	5	detection	detection	NOUN
easat-10383	114	6	,	,	PUNCT
easat-10383	114	7	histogram	histogram	NOUN
easat-10383	114	8	analysis	analysis	NOUN
easat-10383	114	9	,	,	PUNCT
easat-10383	114	10	and	and	CCONJ
easat-10383	114	11	texture	texture	NOUN
easat-10383	114	12	-	-	PUNCT
easat-10383	114	13	based	base	VERB
easat-10383	114	14	methods	method	NOUN
easat-10383	114	15	are	be	AUX
easat-10383	114	16	often	often	ADV
easat-10383	114	17	employed	employ	VERB
easat-10383	114	18	to	to	PART
easat-10383	114	19	extract	extract	VERB
easat-10383	114	20	relevant	relevant	ADJ
easat-10383	114	21	features	feature	NOUN
easat-10383	114	22	.	.	PUNCT
easat-10383	115	1	by	by	ADP
easat-10383	115	2	leveraging	leverage	VERB
easat-10383	115	3	the	the	DET
easat-10383	115	4	fusion	fusion	NOUN
easat-10383	115	5	of	of	ADP
easat-10383	115	6	both	both	CCONJ
easat-10383	115	7	visual	visual	ADJ
easat-10383	115	8	and	and	CCONJ
easat-10383	115	9	thermal	thermal	ADJ
easat-10383	115	10	information	information	NOUN
easat-10383	115	11	,	,	PUNCT
easat-10383	115	12	feature	feature	NOUN
easat-10383	115	13	extraction	extraction	NOUN
easat-10383	115	14	aids	aid	NOUN
easat-10383	115	15	the	the	DET
easat-10383	115	16	model	model	NOUN
easat-10383	115	17	in	in	ADP
easat-10383	115	18	making	make	VERB
easat-10383	115	19	precise	precise	ADJ
easat-10383	115	20	predictions	prediction	NOUN
easat-10383	115	21	,	,	PUNCT
easat-10383	115	22	improving	improve	VERB
easat-10383	115	23	the	the	DET
easat-10383	115	24	detection	detection	NOUN
easat-10383	115	25	of	of	ADP
easat-10383	115	26	benign	benign	ADJ
easat-10383	115	27	and	and	CCONJ
easat-10383	115	28	malignant	malignant	ADJ
easat-10383	115	29	cases	case	NOUN
easat-10383	115	30	in	in	ADP
easat-10383	115	31	breast	breast	NOUN
easat-10383	115	32	thermography	thermography	NOUN
easat-10383	115	33	images	image	NOUN
easat-10383	115	34	.	.	PUNCT
easat-10383	116	1	visual	visual	ADJ
easat-10383	116	2	image	image	NOUN
easat-10383	116	3	thermal	thermal	ADJ
easat-10383	116	4	image	image	NOUN
easat-10383	116	5	abkf	abkf	NOUN
easat-10383	116	6	filtered	filter	VERB
easat-10383	116	7	image	image	NOUN
easat-10383	116	8	feature	feature	NOUN
easat-10383	116	9	extraction	extraction	NOUN
easat-10383	116	10	edge	edge	NOUN
easat-10383	116	11	detection	detection	NOUN
easat-10383	116	12	histogram	histogram	NOUN
easat-10383	116	13	analysis	analysis	NOUN
easat-10383	116	14	texture	texture	NOUN
easat-10383	116	15	-	-	PUNCT
easat-10383	116	16	based	base	VERB
easat-10383	116	17	methods	method	NOUN
easat-10383	116	18	extracted	extract	VERB
easat-10383	116	19	features	feature	NOUN
easat-10383	116	20	for	for	ADP
easat-10383	116	21	deep	deep	ADJ
easat-10383	116	22	learning	learning	NOUN
easat-10383	116	23	model	model	NOUN
easat-10383	116	24	figure	figure	NOUN
easat-10383	116	25	4	4	NUM
easat-10383	116	26	.	.	PUNCT
easat-10383	116	27	image	image	NOUN
easat-10383	116	28	pre	pre	ADJ
easat-10383	116	29	-	-	ADJ
easat-10383	116	30	processing	processing	ADJ
easat-10383	116	31	module	module	NOUN
easat-10383	116	32	.	.	PUNCT
easat-10383	117	1	194	194	NUM
easat-10383	117	2	edelweiss	edelweiss	PROPN
easat-10383	117	3	applied	apply	VERB
easat-10383	117	4	science	science	NOUN
easat-10383	117	5	and	and	CCONJ
easat-10383	117	6	technology	technology	NOUN
easat-10383	117	7	issn	issn	PROPN
easat-10383	117	8	:	:	PUNCT
easat-10383	117	9	2576	2576	NUM
easat-10383	117	10	-	-	SYM
easat-10383	117	11	8484	8484	NUM
easat-10383	117	12	vol	vol	NOUN
easat-10383	117	13	.	.	PROPN
easat-10383	118	1	9	9	NUM
easat-10383	118	2	,	,	PUNCT
easat-10383	118	3	no	no	INTJ
easat-10383	118	4	.	.	NOUN
easat-10383	118	5	10	10	NUM
easat-10383	118	6	:	:	SYM
easat-10383	118	7	189	189	NUM
easat-10383	118	8	-	-	SYM
easat-10383	118	9	211	211	NUM
easat-10383	118	10	,	,	PUNCT
easat-10383	118	11	2025	2025	NUM
easat-10383	118	12	doi	doi	NOUN
easat-10383	118	13	:	:	PUNCT
easat-10383	118	14	10.55214/2576	10.55214/2576	NUM
easat-10383	118	15	-	-	SYM
easat-10383	118	16	8484.v9i10.10383	8484.v9i10.10383	NOUN
easat-10383	118	17	©	©	PROPN
easat-10383	118	18	2025	2025	NUM
easat-10383	118	19	by	by	ADP
easat-10383	118	20	the	the	DET
easat-10383	118	21	authors	author	NOUN
easat-10383	118	22	;	;	PUNCT
easat-10383	118	23	licensee	licensee	PROPN
easat-10383	118	24	learning	learn	VERB
easat-10383	118	25	gate	gate	PROPN
easat-10383	118	26	figure	figure	NOUN
easat-10383	118	27	4	4	NUM
easat-10383	118	28	shows	show	VERB
easat-10383	118	29	that	that	SCONJ
easat-10383	118	30	the	the	DET
easat-10383	118	31	image	image	NOUN
easat-10383	118	32	pre	pre	ADJ
easat-10383	118	33	-	-	ADJ
easat-10383	118	34	processing	processing	ADJ
easat-10383	118	35	module	module	NOUN
easat-10383	118	36	enhances	enhance	VERB
easat-10383	118	37	raw	raw	ADJ
easat-10383	118	38	input	input	NOUN
easat-10383	118	39	images	image	NOUN
easat-10383	118	40	to	to	PART
easat-10383	118	41	improve	improve	VERB
easat-10383	118	42	the	the	DET
easat-10383	118	43	accuracy	accuracy	NOUN
easat-10383	118	44	and	and	CCONJ
easat-10383	118	45	efficiency	efficiency	NOUN
easat-10383	118	46	of	of	ADP
easat-10383	118	47	subsequent	subsequent	ADJ
easat-10383	118	48	image	image	NOUN
easat-10383	118	49	analysis	analysis	NOUN
easat-10383	118	50	tasks	task	NOUN
easat-10383	118	51	.	.	PUNCT
easat-10383	119	1	this	this	DET
easat-10383	119	2	module	module	NOUN
easat-10383	119	3	typically	typically	ADV
easat-10383	119	4	includes	include	VERB
easat-10383	119	5	steps	step	NOUN
easat-10383	119	6	such	such	ADJ
easat-10383	119	7	as	as	ADP
easat-10383	119	8	noise	noise	NOUN
easat-10383	119	9	reduction	reduction	NOUN
easat-10383	119	10	using	use	VERB
easat-10383	119	11	filters	filter	NOUN
easat-10383	119	12	,	,	PUNCT
easat-10383	119	13	contrast	contrast	NOUN
easat-10383	119	14	enhancement	enhancement	NOUN
easat-10383	119	15	to	to	PART
easat-10383	119	16	highlight	highlight	VERB
easat-10383	119	17	important	important	ADJ
easat-10383	119	18	features	feature	NOUN
easat-10383	119	19	,	,	PUNCT
easat-10383	119	20	and	and	CCONJ
easat-10383	119	21	normalization	normalization	NOUN
easat-10383	119	22	to	to	PART
easat-10383	119	23	standardize	standardize	VERB
easat-10383	119	24	image	image	NOUN
easat-10383	119	25	intensity	intensity	NOUN
easat-10383	119	26	values	value	NOUN
easat-10383	119	27	.	.	PUNCT
easat-10383	120	1	additional	additional	ADJ
easat-10383	120	2	operations	operation	NOUN
easat-10383	120	3	may	may	AUX
easat-10383	120	4	involve	involve	VERB
easat-10383	120	5	resizing	resizing	NOUN
easat-10383	120	6	,	,	PUNCT
easat-10383	120	7	grayscale	grayscale	NOUN
easat-10383	120	8	conversion	conversion	NOUN
easat-10383	120	9	,	,	PUNCT
easat-10383	120	10	and	and	CCONJ
easat-10383	120	11	edge	edge	NOUN
easat-10383	120	12	enhancement	enhancement	NOUN
easat-10383	120	13	to	to	PART
easat-10383	120	14	simplify	simplify	VERB
easat-10383	120	15	feature	feature	NOUN
easat-10383	120	16	extraction	extraction	NOUN
easat-10383	120	17	.	.	PUNCT
easat-10383	121	1	these	these	DET
easat-10383	121	2	steps	step	NOUN
easat-10383	121	3	collectively	collectively	ADV
easat-10383	121	4	ensure	ensure	VERB
easat-10383	121	5	that	that	SCONJ
easat-10383	121	6	the	the	DET
easat-10383	121	7	input	input	NOUN
easat-10383	121	8	image	image	NOUN
easat-10383	121	9	is	be	AUX
easat-10383	121	10	clean	clean	ADJ
easat-10383	121	11	,	,	PUNCT
easat-10383	121	12	consistent	consistent	ADJ
easat-10383	121	13	,	,	PUNCT
easat-10383	121	14	and	and	CCONJ
easat-10383	121	15	optimized	optimize	VERB
easat-10383	121	16	for	for	ADP
easat-10383	121	17	segmentation	segmentation	NOUN
easat-10383	121	18	or	or	CCONJ
easat-10383	121	19	classification	classification	NOUN
easat-10383	121	20	.	.	PUNCT
easat-10383	122	1	the	the	DET
easat-10383	122	2	module	module	NOUN
easat-10383	122	3	plays	play	VERB
easat-10383	122	4	a	a	DET
easat-10383	122	5	vital	vital	ADJ
easat-10383	122	6	role	role	NOUN
easat-10383	122	7	in	in	ADP
easat-10383	122	8	improving	improve	VERB
easat-10383	122	9	the	the	DET
easat-10383	122	10	robustness	robustness	NOUN
easat-10383	122	11	of	of	ADP
easat-10383	122	12	the	the	DET
easat-10383	122	13	system	system	NOUN
easat-10383	122	14	by	by	ADP
easat-10383	122	15	minimizing	minimize	VERB
easat-10383	122	16	variations	variation	NOUN
easat-10383	122	17	and	and	CCONJ
easat-10383	122	18	distortions	distortion	NOUN
easat-10383	122	19	in	in	ADP
easat-10383	122	20	the	the	DET
easat-10383	122	21	raw	raw	ADJ
easat-10383	122	22	data	datum	NOUN
easat-10383	122	23	before	before	SCONJ
easat-10383	122	24	advanced	advanced	ADJ
easat-10383	122	25	processing	processing	NOUN
easat-10383	122	26	begins	begin	VERB
easat-10383	122	27	.	.	PUNCT
easat-10383	123	1	3.2.2	3.2.2	X
easat-10383	123	2	.	.	PUNCT
easat-10383	124	1	adaptive	adaptive	ADJ
easat-10383	124	2	bilateral	bilateral	ADJ
easat-10383	124	3	kernel	kernel	NOUN
easat-10383	124	4	filtering	filtering	NOUN
easat-10383	124	5	(	(	PUNCT
easat-10383	124	6	abkf	abkf	NOUN
easat-10383	124	7	)	)	PUNCT
easat-10383	124	8	adaptive	adaptive	ADJ
easat-10383	124	9	bilateral	bilateral	ADJ
easat-10383	124	10	kernel	kernel	NOUN
easat-10383	124	11	filtering	filtering	NOUN
easat-10383	124	12	(	(	PUNCT
easat-10383	124	13	abkf	abkf	NOUN
easat-10383	124	14	)	)	PUNCT
easat-10383	124	15	enhances	enhance	VERB
easat-10383	124	16	the	the	DET
easat-10383	124	17	thermofusionnet	thermofusionnet	NOUN
easat-10383	124	18	deep	deep	ADJ
easat-10383	124	19	learning	learning	NOUN
easat-10383	124	20	model	model	NOUN
easat-10383	124	21	used	use	VERB
easat-10383	124	22	for	for	ADP
easat-10383	124	23	breast	breast	NOUN
easat-10383	124	24	abnormality	abnormality	NOUN
easat-10383	124	25	detection	detection	NOUN
easat-10383	124	26	via	via	ADP
easat-10383	124	27	both	both	CCONJ
easat-10383	124	28	pictorial	pictorial	ADJ
easat-10383	124	29	and	and	CCONJ
easat-10383	124	30	ultraviolet	ultraviolet	ADJ
easat-10383	124	31	thermal	thermal	ADJ
easat-10383	124	32	imaging	imaging	NOUN
easat-10383	124	33	.	.	PUNCT
easat-10383	125	1	abkf	abkf	NOUN
easat-10383	125	2	addresses	address	NOUN
easat-10383	125	3	noise	noise	VERB
easat-10383	125	4	and	and	CCONJ
easat-10383	125	5	artifacts	artifact	NOUN
easat-10383	125	6	in	in	ADP
easat-10383	125	7	breast	breast	NOUN
easat-10383	125	8	thermography	thermography	NOUN
easat-10383	125	9	images	image	NOUN
easat-10383	125	10	caused	cause	VERB
easat-10383	125	11	by	by	ADP
easat-10383	125	12	device	device	NOUN
easat-10383	125	13	limitations	limitation	NOUN
easat-10383	125	14	,	,	PUNCT
easat-10383	125	15	patient	patient	ADJ
easat-10383	125	16	variations	variation	NOUN
easat-10383	125	17	,	,	PUNCT
easat-10383	125	18	and	and	CCONJ
easat-10383	125	19	environmental	environmental	ADJ
easat-10383	125	20	factors	factor	NOUN
easat-10383	125	21	.	.	PUNCT
easat-10383	126	1	by	by	ADP
easat-10383	126	2	selectively	selectively	ADV
easat-10383	126	3	smoothing	smooth	VERB
easat-10383	126	4	areas	area	NOUN
easat-10383	126	5	without	without	ADP
easat-10383	126	6	blurring	blur	VERB
easat-10383	126	7	critical	critical	ADJ
easat-10383	126	8	edges	edge	NOUN
easat-10383	126	9	,	,	PUNCT
easat-10383	126	10	abkf	abkf	NOUN
easat-10383	126	11	ensures	ensure	VERB
easat-10383	126	12	important	important	ADJ
easat-10383	126	13	diagnostic	diagnostic	ADJ
easat-10383	126	14	features	feature	NOUN
easat-10383	126	15	are	be	AUX
easat-10383	126	16	preserved	preserve	VERB
easat-10383	126	17	,	,	PUNCT
easat-10383	126	18	improving	improve	VERB
easat-10383	126	19	image	image	NOUN
easat-10383	126	20	quality	quality	NOUN
easat-10383	126	21	.	.	PUNCT
easat-10383	127	1	this	this	DET
easat-10383	127	2	results	result	NOUN
easat-10383	127	3	in	in	ADP
easat-10383	127	4	better	well	ADJ
easat-10383	127	5	feature	feature	NOUN
easat-10383	127	6	extraction	extraction	NOUN
easat-10383	127	7	for	for	ADP
easat-10383	127	8	the	the	DET
easat-10383	127	9	deep	deep	ADJ
easat-10383	127	10	learning	learning	NOUN
easat-10383	127	11	model	model	NOUN
easat-10383	127	12	,	,	PUNCT
easat-10383	127	13	enhancing	enhance	VERB
easat-10383	127	14	its	its	PRON
easat-10383	127	15	ability	ability	NOUN
easat-10383	127	16	to	to	PART
easat-10383	127	17	distinguish	distinguish	VERB
easat-10383	127	18	between	between	ADP
easat-10383	127	19	normal	normal	ADJ
easat-10383	127	20	and	and	CCONJ
easat-10383	127	21	abnormal	abnormal	ADJ
easat-10383	127	22	tissue	tissue	NOUN
easat-10383	127	23	.	.	PUNCT
easat-10383	128	1	abkf	abkf	NOUN
easat-10383	128	2	improves	improve	VERB
easat-10383	128	3	the	the	DET
easat-10383	128	4	fusion	fusion	NOUN
easat-10383	128	5	of	of	ADP
easat-10383	128	6	visual	visual	ADJ
easat-10383	128	7	and	and	CCONJ
easat-10383	128	8	thermal	thermal	ADJ
easat-10383	128	9	data	datum	NOUN
easat-10383	128	10	,	,	PUNCT
easat-10383	128	11	making	make	VERB
easat-10383	128	12	subtle	subtle	ADJ
easat-10383	128	13	irregularities	irregularity	NOUN
easat-10383	128	14	more	more	ADV
easat-10383	128	15	detectable	detectable	ADJ
easat-10383	128	16	and	and	CCONJ
easat-10383	128	17	boosting	boost	VERB
easat-10383	128	18	diagnostic	diagnostic	ADJ
easat-10383	128	19	accuracy	accuracy	NOUN
easat-10383	128	20	.	.	PUNCT
easat-10383	129	1	the	the	DET
easat-10383	129	2	abkf	abkf	NOUN
easat-10383	129	3	reckoning	reckon	VERB
easat-10383	129	4	is	be	AUX
easat-10383	129	5	typically	typically	ADV
easat-10383	129	6	articulated	articulated	ADJ
easat-10383	129	7	as	as	ADP
easat-10383	129	8	:	:	PUNCT
easat-10383	129	9	𝐼𝑓𝑖𝑙𝑡𝑒𝑟𝑒𝑑(𝑥	𝐼𝑓𝑖𝑙𝑡𝑒𝑟𝑒𝑑(𝑥	NOUN
easat-10383	129	10	)	)	PUNCT
easat-10383	129	11	=	=	SYM
easat-10383	130	1	1	1	NUM
easat-10383	130	2	𝑊(𝑥	𝑊(𝑥	NOUN
easat-10383	130	3	)	)	PUNCT
easat-10383	130	4	∑	∑	PUNCT
easat-10383	130	5	𝐼(𝑥𝑖)𝑥𝑖∈𝛺	𝐼(𝑥𝑖)𝑥𝑖∈𝛺	ADJ
easat-10383	130	6	⋅	⋅	NUM
easat-10383	130	7	𝑓𝑠(∥	𝑓𝑠(∥	NOUN
easat-10383	130	8	𝑥	𝑥	NOUN
easat-10383	130	9	−	−	NOUN
easat-10383	130	10	𝑥𝑖	𝑥𝑖	ADP
easat-10383	130	11	∥	∥	NUM
easat-10383	130	12	)	)	PUNCT
easat-10383	130	13	⋅	⋅	PROPN
easat-10383	130	14	𝑓𝑟(∣	𝑓𝑟(∣	PROPN
easat-10383	130	15	𝐼(𝑥	𝐼(𝑥	PROPN
easat-10383	130	16	)	)	PUNCT
easat-10383	130	17	−	−	PROPN
easat-10383	130	18	𝐼(𝑥𝑖	𝐼(𝑥𝑖	ADJ
easat-10383	130	19	)	)	PUNCT
easat-10383	130	20	∣	∣	ADJ
easat-10383	130	21	)	)	PUNCT
easat-10383	130	22	⋅	⋅	PROPN
easat-10383	130	23	𝑎(𝑥	𝑎(𝑥	PROPN
easat-10383	130	24	,	,	PUNCT
easat-10383	130	25	𝑥𝑖	𝑥𝑖	PROPN
easat-10383	130	26	)	)	PUNCT
easat-10383	130	27	(	(	PUNCT
easat-10383	130	28	1	1	X
easat-10383	130	29	)	)	PUNCT
easat-10383	130	30	where	where	SCONJ
easat-10383	130	31	𝐼(𝑥	𝐼(𝑥	X
easat-10383	130	32	)	)	PUNCT
easat-10383	130	33	original	original	ADJ
easat-10383	130	34	pixel	pixel	NOUN
easat-10383	130	35	intensity	intensity	NOUN
easat-10383	130	36	at	at	ADP
easat-10383	130	37	position	position	NOUN
easat-10383	130	38	𝑥	𝑥	NOUN
easat-10383	130	39	,	,	PUNCT
easat-10383	130	40	𝛺	𝛺	PROPN
easat-10383	130	41	is	be	AUX
easat-10383	130	42	the	the	DET
easat-10383	130	43	neighbourhood	neighbourhood	NOUN
easat-10383	130	44	around	around	ADP
easat-10383	130	45	pixel	pixel	PROPN
easat-10383	130	46	𝑥	𝑥	PROPN
easat-10383	130	47	,	,	PUNCT
easat-10383	130	48	𝑓𝑠	𝑓𝑠	NOUN
easat-10383	130	49	is	be	AUX
easat-10383	130	50	a	a	DET
easat-10383	130	51	spatial	spatial	ADJ
easat-10383	130	52	gaussian	gaussian	ADJ
easat-10383	130	53	kernel	kernel	NOUN
easat-10383	130	54	(	(	PUNCT
easat-10383	130	55	depends	depend	VERB
easat-10383	130	56	on	on	ADP
easat-10383	130	57	pixel	pixel	PROPN
easat-10383	130	58	distance	distance	NOUN
easat-10383	130	59	)	)	PUNCT
easat-10383	130	60	,	,	PUNCT
easat-10383	130	61	𝑓𝑟	𝑓𝑟	PROPN
easat-10383	130	62	range	range	VERB
easat-10383	130	63	gaussian	gaussian	ADJ
easat-10383	130	64	kernel	kernel	NOUN
easat-10383	130	65	(	(	PUNCT
easat-10383	130	66	depends	depend	VERB
easat-10383	130	67	on	on	ADP
easat-10383	130	68	intensity	intensity	NOUN
easat-10383	130	69	difference	difference	NOUN
easat-10383	130	70	)	)	PUNCT
easat-10383	130	71	.	.	PUNCT
easat-10383	131	1	𝑎(𝑥	𝑎(𝑥	PROPN
easat-10383	131	2	,	,	PUNCT
easat-10383	131	3	𝑥𝑖	𝑥𝑖	PROPN
easat-10383	131	4	)	)	PUNCT
easat-10383	131	5	adaptation	adaptation	NOUN
easat-10383	131	6	function	function	NOUN
easat-10383	131	7	modifies	modify	VERB
easat-10383	131	8	the	the	DET
easat-10383	131	9	kernel	kernel	NOUN
easat-10383	131	10	based	base	VERB
easat-10383	131	11	on	on	ADP
easat-10383	131	12	local	local	ADJ
easat-10383	131	13	texture	texture	NOUN
easat-10383	131	14	or	or	CCONJ
easat-10383	131	15	edge	edge	NOUN
easat-10383	131	16	strength	strength	NOUN
easat-10383	131	17	.	.	PUNCT
easat-10383	132	1	𝑊(𝑥	𝑊(𝑥	NUM
easat-10383	132	2	)	)	PUNCT
easat-10383	132	3	is	be	AUX
easat-10383	132	4	the	the	DET
easat-10383	132	5	normalisation	normalisation	NOUN
easat-10383	132	6	factor	factor	NOUN
easat-10383	132	7	:	:	PUNCT
easat-10383	132	8	𝑊(𝑥	𝑊(𝑥	NUM
easat-10383	132	9	)	)	PUNCT
easat-10383	132	10	=	=	SYM
easat-10383	132	11	∑	∑	PUNCT
easat-10383	132	12	𝑓𝑠(∥	𝑓𝑠(∥	VERB
easat-10383	132	13	𝑥	𝑥	PRON
easat-10383	132	14	−	−	NOUN
easat-10383	132	15	𝑥𝑖	𝑥𝑖	ADP
easat-10383	132	16	∥)𝑥𝑖∈𝛺	∥)𝑥𝑖∈𝛺	PRON
easat-10383	132	17	⋅	⋅	PROPN
easat-10383	132	18	𝑓𝑟(∣	𝑓𝑟(∣	PROPN
easat-10383	132	19	𝐼(𝑥	𝐼(𝑥	PROPN
easat-10383	132	20	)	)	PUNCT
easat-10383	132	21	−	−	PROPN
easat-10383	132	22	𝐼(𝑥𝑖	𝐼(𝑥𝑖	ADJ
easat-10383	132	23	)	)	PUNCT
easat-10383	132	24	∣	∣	ADJ
easat-10383	132	25	)	)	PUNCT
easat-10383	132	26	⋅	⋅	PROPN
easat-10383	132	27	𝑎(𝑥	𝑎(𝑥	PROPN
easat-10383	132	28	,	,	PUNCT
easat-10383	132	29	𝑥𝑖	𝑥𝑖	PROPN
easat-10383	132	30	)	)	PUNCT
easat-10383	132	31	(	(	PUNCT
easat-10383	132	32	2	2	X
easat-10383	132	33	)	)	PUNCT
easat-10383	132	34	in	in	ADP
easat-10383	132	35	abkf	abkf	NOUN
easat-10383	132	36	,	,	PUNCT
easat-10383	132	37	the	the	DET
easat-10383	132	38	adaptation	adaptation	NOUN
easat-10383	132	39	function	function	NOUN
easat-10383	132	40	𝑎(𝑥	𝑎(𝑥	PROPN
easat-10383	132	41	,	,	PUNCT
easat-10383	132	42	𝑥𝑖	𝑥𝑖	PRON
easat-10383	132	43	)	)	PUNCT
easat-10383	132	44	dynamically	dynamically	ADV
easat-10383	132	45	adjusts	adjust	VERB
easat-10383	132	46	the	the	DET
easat-10383	132	47	influence	influence	NOUN
easat-10383	132	48	of	of	ADP
easat-10383	132	49	neighboring	neighboring	NOUN
easat-10383	132	50	pixels	pixel	NOUN
easat-10383	132	51	based	base	VERB
easat-10383	132	52	on	on	ADP
easat-10383	132	53	local	local	ADJ
easat-10383	132	54	characteristics	characteristic	NOUN
easat-10383	132	55	such	such	ADJ
easat-10383	132	56	as	as	ADP
easat-10383	132	57	gradient	gradient	ADJ
easat-10383	132	58	magnitude	magnitude	NOUN
easat-10383	132	59	or	or	CCONJ
easat-10383	132	60	edge	edge	NOUN
easat-10383	132	61	strength	strength	NOUN
easat-10383	132	62	.	.	PUNCT
easat-10383	133	1	this	this	PRON
easat-10383	133	2	allows	allow	VERB
easat-10383	133	3	better	well	ADJ
easat-10383	133	4	noise	noise	NOUN
easat-10383	133	5	reduction	reduction	NOUN
easat-10383	133	6	in	in	ADP
easat-10383	133	7	flat	flat	ADJ
easat-10383	133	8	regions	region	NOUN
easat-10383	133	9	while	while	SCONJ
easat-10383	133	10	protecting	protect	VERB
easat-10383	133	11	edges	edge	NOUN
easat-10383	133	12	,	,	PUNCT
easat-10383	133	13	which	which	PRON
easat-10383	133	14	is	be	AUX
easat-10383	133	15	dangerous	dangerous	ADJ
easat-10383	133	16	for	for	ADP
easat-10383	133	17	thermal	thermal	ADJ
easat-10383	133	18	and	and	CCONJ
easat-10383	133	19	visual	visual	ADJ
easat-10383	133	20	image	image	NOUN
easat-10383	133	21	fusion	fusion	NOUN
easat-10383	133	22	.	.	PUNCT
easat-10383	134	1	by	by	ADP
easat-10383	134	2	integrating	integrate	VERB
easat-10383	134	3	abkf	abkf	NOUN
easat-10383	134	4	in	in	ADP
easat-10383	134	5	the	the	DET
easat-10383	134	6	pre	pre	ADJ
easat-10383	134	7	-	-	ADJ
easat-10383	134	8	processing	processing	ADJ
easat-10383	134	9	stage	stage	NOUN
easat-10383	134	10	,	,	PUNCT
easat-10383	134	11	thermofusionnet	thermofusionnet	NOUN
easat-10383	134	12	gains	gain	NOUN
easat-10383	134	13	clearer	clear	ADJ
easat-10383	134	14	,	,	PUNCT
easat-10383	134	15	more	more	ADV
easat-10383	134	16	consistent	consistent	ADJ
easat-10383	134	17	input	input	NOUN
easat-10383	134	18	,	,	PUNCT
easat-10383	134	19	which	which	PRON
easat-10383	134	20	improves	improve	VERB
easat-10383	134	21	feature	feature	NOUN
easat-10383	134	22	extraction	extraction	NOUN
easat-10383	134	23	and	and	CCONJ
easat-10383	134	24	boosts	boost	VERB
easat-10383	134	25	deep	deep	ADJ
easat-10383	134	26	-	-	PUNCT
easat-10383	134	27	learning	learn	VERB
easat-10383	134	28	model	model	NOUN
easat-10383	134	29	performance	performance	NOUN
easat-10383	134	30	.	.	PUNCT
easat-10383	135	1	figure	figure	NOUN
easat-10383	135	2	5	5	NUM
easat-10383	135	3	.	.	PUNCT
easat-10383	136	1	early	early	ADJ
easat-10383	136	2	breast	breast	NOUN
easat-10383	136	3	cancer	cancer	NOUN
easat-10383	136	4	detection	detection	NOUN
easat-10383	136	5	.	.	PUNCT
easat-10383	137	1	195	195	NUM
easat-10383	137	2	edelweiss	edelweiss	PROPN
easat-10383	137	3	applied	apply	VERB
easat-10383	137	4	science	science	NOUN
easat-10383	137	5	and	and	CCONJ
easat-10383	137	6	technology	technology	NOUN
easat-10383	137	7	issn	issn	PROPN
easat-10383	137	8	:	:	PUNCT
easat-10383	137	9	2576	2576	NUM
easat-10383	137	10	-	-	SYM
easat-10383	137	11	8484	8484	NUM
easat-10383	137	12	vol	vol	NOUN
easat-10383	137	13	.	.	PROPN
easat-10383	138	1	9	9	NUM
easat-10383	138	2	,	,	PUNCT
easat-10383	138	3	no	no	INTJ
easat-10383	138	4	.	.	NOUN
easat-10383	138	5	10	10	NUM
easat-10383	138	6	:	:	SYM
easat-10383	138	7	189	189	NUM
easat-10383	138	8	-	-	SYM
easat-10383	138	9	211	211	NUM
easat-10383	138	10	,	,	PUNCT
easat-10383	138	11	2025	2025	NUM
easat-10383	138	12	doi	doi	NOUN
easat-10383	138	13	:	:	PUNCT
easat-10383	138	14	10.55214/2576	10.55214/2576	NUM
easat-10383	138	15	-	-	SYM
easat-10383	138	16	8484.v9i10.10383	8484.v9i10.10383	NOUN
easat-10383	138	17	©	©	PROPN
easat-10383	138	18	2025	2025	NUM
easat-10383	138	19	by	by	ADP
easat-10383	138	20	the	the	DET
easat-10383	138	21	authors	author	NOUN
easat-10383	138	22	;	;	PUNCT
easat-10383	138	23	licensee	licensee	PROPN
easat-10383	138	24	learning	learn	VERB
easat-10383	138	25	gate	gate	PROPN
easat-10383	138	26	figure	figure	NOUN
easat-10383	138	27	5	5	NUM
easat-10383	138	28	illustrates	illustrate	VERB
easat-10383	138	29	key	key	ADJ
easat-10383	138	30	methods	method	NOUN
easat-10383	138	31	and	and	CCONJ
easat-10383	138	32	visual	visual	ADJ
easat-10383	138	33	indicators	indicator	NOUN
easat-10383	138	34	used	use	VERB
easat-10383	138	35	in	in	ADP
easat-10383	138	36	the	the	DET
easat-10383	138	37	early	early	ADJ
easat-10383	138	38	detection	detection	NOUN
easat-10383	138	39	of	of	ADP
easat-10383	138	40	breast	breast	NOUN
easat-10383	138	41	cancer	cancer	NOUN
easat-10383	138	42	.	.	PUNCT
easat-10383	139	1	it	it	PRON
easat-10383	139	2	may	may	AUX
easat-10383	139	3	include	include	VERB
easat-10383	139	4	visuals	visual	NOUN
easat-10383	139	5	such	such	ADJ
easat-10383	139	6	as	as	ADP
easat-10383	139	7	mammogram	mammogram	NOUN
easat-10383	139	8	scans	scan	NOUN
easat-10383	139	9	,	,	PUNCT
easat-10383	139	10	which	which	PRON
easat-10383	139	11	are	be	AUX
easat-10383	139	12	standard	standard	ADJ
easat-10383	139	13	screening	screening	NOUN
easat-10383	139	14	tools	tool	NOUN
easat-10383	139	15	for	for	ADP
easat-10383	139	16	identifying	identify	VERB
easat-10383	139	17	abnormal	abnormal	ADJ
easat-10383	139	18	lumps	lump	NOUN
easat-10383	139	19	or	or	CCONJ
easat-10383	139	20	tissue	tissue	NOUN
easat-10383	139	21	changes	change	NOUN
easat-10383	139	22	before	before	SCONJ
easat-10383	139	23	symptoms	symptom	NOUN
easat-10383	139	24	appear	appear	VERB
easat-10383	139	25	.	.	PUNCT
easat-10383	140	1	areas	area	NOUN
easat-10383	140	2	of	of	ADP
easat-10383	140	3	concern	concern	NOUN
easat-10383	140	4	often	often	ADV
easat-10383	140	5	highlighted	highlight	VERB
easat-10383	140	6	include	include	VERB
easat-10383	140	7	masses	masse	NOUN
easat-10383	140	8	,	,	PUNCT
easat-10383	140	9	calcifications	calcification	NOUN
easat-10383	140	10	,	,	PUNCT
easat-10383	140	11	and	and	CCONJ
easat-10383	140	12	asymmetries	asymmetry	NOUN
easat-10383	140	13	in	in	ADP
easat-10383	140	14	breast	breast	NOUN
easat-10383	140	15	tissue	tissue	NOUN
easat-10383	140	16	.	.	PUNCT
easat-10383	141	1	the	the	DET
easat-10383	141	2	figure	figure	NOUN
easat-10383	141	3	may	may	AUX
easat-10383	141	4	also	also	ADV
easat-10383	141	5	depict	depict	VERB
easat-10383	141	6	the	the	DET
easat-10383	141	7	breast	breast	NOUN
easat-10383	141	8	selfexamination	selfexamination	NOUN
easat-10383	141	9	process	process	NOUN
easat-10383	141	10	,	,	PUNCT
easat-10383	141	11	educating	educate	VERB
easat-10383	141	12	individuals	individual	NOUN
easat-10383	141	13	on	on	ADP
easat-10383	141	14	how	how	SCONJ
easat-10383	141	15	to	to	PART
easat-10383	141	16	detect	detect	VERB
easat-10383	141	17	unusual	unusual	ADJ
easat-10383	141	18	changes	change	NOUN
easat-10383	141	19	such	such	ADJ
easat-10383	141	20	as	as	ADP
easat-10383	141	21	lumps	lump	NOUN
easat-10383	141	22	,	,	PUNCT
easat-10383	141	23	dimpling	dimpling	NOUN
easat-10383	141	24	,	,	PUNCT
easat-10383	141	25	or	or	CCONJ
easat-10383	141	26	alterations	alteration	NOUN
easat-10383	141	27	in	in	ADP
easat-10383	141	28	skin	skin	NOUN
easat-10383	141	29	texture	texture	NOUN
easat-10383	141	30	.	.	PUNCT
easat-10383	142	1	additionally	additionally	ADV
easat-10383	142	2	,	,	PUNCT
easat-10383	142	3	infographics	infographic	NOUN
easat-10383	142	4	might	might	AUX
easat-10383	142	5	present	present	VERB
easat-10383	142	6	recommended	recommended	ADJ
easat-10383	142	7	screening	screening	NOUN
easat-10383	142	8	timelines	timeline	NOUN
easat-10383	142	9	,	,	PUNCT
easat-10383	142	10	particularly	particularly	ADV
easat-10383	142	11	for	for	ADP
easat-10383	142	12	women	woman	NOUN
easat-10383	142	13	over	over	ADP
easat-10383	142	14	40	40	NUM
easat-10383	142	15	or	or	CCONJ
easat-10383	142	16	those	those	PRON
easat-10383	142	17	with	with	ADP
easat-10383	142	18	a	a	DET
easat-10383	142	19	family	family	NOUN
easat-10383	142	20	history	history	NOUN
easat-10383	142	21	of	of	ADP
easat-10383	142	22	breast	breast	NOUN
easat-10383	142	23	cancer	cancer	NOUN
easat-10383	142	24	.	.	PUNCT
easat-10383	143	1	the	the	DET
easat-10383	143	2	primary	primary	ADJ
easat-10383	143	3	goal	goal	NOUN
easat-10383	143	4	of	of	ADP
easat-10383	143	5	this	this	DET
easat-10383	143	6	figure	figure	NOUN
easat-10383	143	7	is	be	AUX
easat-10383	143	8	to	to	PART
easat-10383	143	9	promote	promote	VERB
easat-10383	143	10	awareness	awareness	NOUN
easat-10383	143	11	,	,	PUNCT
easat-10383	143	12	encourage	encourage	VERB
easat-10383	143	13	regular	regular	ADJ
easat-10383	143	14	check	check	NOUN
easat-10383	143	15	-	-	PUNCT
easat-10383	143	16	ups	up	NOUN
easat-10383	143	17	,	,	PUNCT
easat-10383	143	18	and	and	CCONJ
easat-10383	143	19	ultimately	ultimately	ADV
easat-10383	143	20	improve	improve	VERB
easat-10383	143	21	survival	survival	NOUN
easat-10383	143	22	rates	rate	NOUN
easat-10383	143	23	by	by	ADP
easat-10383	143	24	facilitating	facilitate	VERB
easat-10383	143	25	early	early	ADJ
easat-10383	143	26	diagnosis	diagnosis	NOUN
easat-10383	143	27	when	when	SCONJ
easat-10383	143	28	treatment	treatment	NOUN
easat-10383	143	29	is	be	AUX
easat-10383	143	30	most	most	ADV
easat-10383	143	31	effective	effective	ADJ
easat-10383	143	32	.	.	PUNCT
easat-10383	144	1	3.3	3.3	NUM
easat-10383	144	2	.	.	PUNCT
easat-10383	144	3	fusion	fusion	NOUN
easat-10383	144	4	of	of	ADP
easat-10383	144	5	data	datum	NOUN
easat-10383	144	6	for	for	ADP
easat-10383	144	7	enhanced	enhanced	ADJ
easat-10383	144	8	discovery	discovery	NOUN
easat-10383	144	9	of	of	ADP
easat-10383	144	10	breast	breast	NOUN
easat-10383	144	11	irregularities	irregularity	NOUN
easat-10383	144	12	fusion	fusion	NOUN
easat-10383	144	13	of	of	ADP
easat-10383	144	14	data	data	NOUN
easat-10383	144	15	is	be	AUX
easat-10383	144	16	a	a	DET
easat-10383	144	17	key	key	ADJ
easat-10383	144	18	component	component	NOUN
easat-10383	144	19	in	in	ADP
easat-10383	144	20	thermofusionnet	thermofusionnet	NOUN
easat-10383	144	21	for	for	ADP
easat-10383	144	22	enhancing	enhance	VERB
easat-10383	144	23	breast	breast	NOUN
easat-10383	144	24	abnormality	abnormality	NOUN
easat-10383	144	25	detection	detection	NOUN
easat-10383	144	26	.	.	PUNCT
easat-10383	145	1	by	by	ADP
easat-10383	145	2	combining	combine	VERB
easat-10383	145	3	visual	visual	ADJ
easat-10383	145	4	(	(	PUNCT
easat-10383	145	5	rgb	rgb	PROPN
easat-10383	145	6	)	)	PUNCT
easat-10383	145	7	and	and	CCONJ
easat-10383	145	8	infrared	infrared	ADJ
easat-10383	145	9	thermal	thermal	ADJ
easat-10383	145	10	images	image	NOUN
easat-10383	145	11	,	,	PUNCT
easat-10383	145	12	the	the	DET
easat-10383	145	13	model	model	NOUN
easat-10383	145	14	leverages	leverage	VERB
easat-10383	145	15	complementary	complementary	ADJ
easat-10383	145	16	information	information	NOUN
easat-10383	145	17	from	from	ADP
easat-10383	145	18	both	both	DET
easat-10383	145	19	modalities	modality	NOUN
easat-10383	145	20	.	.	PUNCT
easat-10383	146	1	visual	visual	ADJ
easat-10383	146	2	images	image	NOUN
easat-10383	146	3	provide	provide	VERB
easat-10383	146	4	detailed	detailed	ADJ
easat-10383	146	5	anatomical	anatomical	ADJ
easat-10383	146	6	structure	structure	NOUN
easat-10383	146	7	,	,	PUNCT
easat-10383	146	8	while	while	SCONJ
easat-10383	146	9	thermal	thermal	ADJ
easat-10383	146	10	images	image	NOUN
easat-10383	146	11	highlight	highlight	VERB
easat-10383	146	12	temperature	temperature	NOUN
easat-10383	146	13	variations	variation	NOUN
easat-10383	146	14	associated	associate	VERB
easat-10383	146	15	with	with	ADP
easat-10383	146	16	abnormal	abnormal	ADJ
easat-10383	146	17	tissue	tissue	NOUN
easat-10383	146	18	.	.	PUNCT
easat-10383	147	1	distance	distance	NOUN
easat-10383	147	2	regularized	regularize	VERB
easat-10383	147	3	level	level	NOUN
easat-10383	147	4	set	set	VERB
easat-10383	147	5	evolution	evolution	NOUN
easat-10383	147	6	(	(	PUNCT
easat-10383	147	7	drlse	drlse	PROPN
easat-10383	147	8	)	)	PUNCT
easat-10383	147	9	is	be	AUX
easat-10383	147	10	used	use	VERB
easat-10383	147	11	for	for	ADP
easat-10383	147	12	accurate	accurate	ADJ
easat-10383	147	13	image	image	NOUN
easat-10383	147	14	segmentation	segmentation	NOUN
easat-10383	147	15	,	,	PUNCT
easat-10383	147	16	especially	especially	ADV
easat-10383	147	17	in	in	ADP
easat-10383	147	18	medical	medical	ADJ
easat-10383	147	19	imaging	imaging	NOUN
easat-10383	147	20	,	,	PUNCT
easat-10383	147	21	object	object	VERB
easat-10383	147	22	boundary	boundary	ADJ
easat-10383	147	23	detection	detection	NOUN
easat-10383	147	24	,	,	PUNCT
easat-10383	147	25	tumour	tumour	NOUN
easat-10383	147	26	localisation	localisation	NOUN
easat-10383	147	27	,	,	PUNCT
easat-10383	147	28	and	and	CCONJ
easat-10383	147	29	handling	handle	VERB
easat-10383	147	30	complex	complex	ADJ
easat-10383	147	31	shapes	shape	NOUN
easat-10383	147	32	without	without	ADP
easat-10383	147	33	reinitialization	reinitialization	NOUN
easat-10383	147	34	.	.	PUNCT
easat-10383	148	1	the	the	DET
easat-10383	148	2	fusion	fusion	NOUN
easat-10383	148	3	process	process	NOUN
easat-10383	148	4	can	can	AUX
easat-10383	148	5	be	be	AUX
easat-10383	148	6	performed	perform	VERB
easat-10383	148	7	at	at	ADP
easat-10383	148	8	different	different	ADJ
easat-10383	148	9	stages	stage	NOUN
easat-10383	148	10	:	:	PUNCT
easat-10383	148	11	early	early	ADJ
easat-10383	148	12	fusion	fusion	NOUN
easat-10383	148	13	,	,	PUNCT
easat-10383	148	14	where	where	SCONJ
easat-10383	148	15	both	both	DET
easat-10383	148	16	image	image	NOUN
easat-10383	148	17	types	type	NOUN
easat-10383	148	18	are	be	AUX
easat-10383	148	19	combined	combine	VERB
easat-10383	148	20	before	before	ADP
easat-10383	148	21	feeding	feed	VERB
easat-10383	148	22	into	into	ADP
easat-10383	148	23	the	the	DET
easat-10383	148	24	model	model	NOUN
easat-10383	148	25	,	,	PUNCT
easat-10383	148	26	or	or	CCONJ
easat-10383	148	27	late	late	ADJ
easat-10383	148	28	fusion	fusion	NOUN
easat-10383	148	29	,	,	PUNCT
easat-10383	148	30	where	where	SCONJ
easat-10383	148	31	each	each	DET
easat-10383	148	32	modality	modality	NOUN
easat-10383	148	33	and	and	CCONJ
easat-10383	148	34	its	its	PRON
easat-10383	148	35	features	feature	NOUN
easat-10383	148	36	are	be	AUX
easat-10383	148	37	merged	merge	VERB
easat-10383	148	38	later	later	ADV
easat-10383	148	39	.	.	PUNCT
easat-10383	149	1	this	this	DET
easat-10383	149	2	fusion	fusion	NOUN
easat-10383	149	3	approach	approach	NOUN
easat-10383	149	4	enables	enable	VERB
easat-10383	149	5	thermofusionnet	thermofusionnet	NOUN
easat-10383	149	6	to	to	PART
easat-10383	149	7	improve	improve	VERB
easat-10383	149	8	detection	detection	NOUN
easat-10383	149	9	accuracy	accuracy	NOUN
easat-10383	149	10	and	and	CCONJ
easat-10383	149	11	sensitivity	sensitivity	NOUN
easat-10383	149	12	in	in	ADP
easat-10383	149	13	identifying	identify	VERB
easat-10383	149	14	breast	breast	NOUN
easat-10383	149	15	abnormalities	abnormality	NOUN
easat-10383	149	16	.	.	PUNCT
easat-10383	150	1	au25	au25	ADJ
easat-10383	150	2	breast	breast	NOUN
easat-10383	150	3	cancer	cancer	NOUN
easat-10383	150	4	tissue	tissue	NOUN
easat-10383	150	5	slice	slice	NOUN
easat-10383	150	6	nir	nir	PROPN
easat-10383	150	7	-	-	PUNCT
easat-10383	150	8	ii	ii	NOUN
easat-10383	150	9	microscope	microscope	NOUN
easat-10383	150	10	molecular	molecular	ADJ
easat-10383	150	11	typing	type	VERB
easat-10383	150	12	au24pr1	au24pr1	NOUN
easat-10383	150	13	au24pr1probes	au24pr1probe	NOUN
easat-10383	150	14	breast	breast	NOUN
easat-10383	150	15	cancer	cancer	NOUN
easat-10383	150	16	biposy	biposy	NOUN
easat-10383	150	17	specimens	specimen	VERB
easat-10383	150	18	lsm	lsm	PROPN
easat-10383	150	19	3d	3d	PROPN
easat-10383	150	20	visualization	visualization	NOUN
easat-10383	150	21	au	au	VERB
easat-10383	150	22	pr	pr	NOUN
easat-10383	150	23	s	s	PROPN
easat-10383	150	24	edc	edc	PROPN
easat-10383	150	25	/	/	SYM
easat-10383	150	26	nhs	nhs	PROPN
easat-10383	150	27	figure	figure	NOUN
easat-10383	150	28	6	6	NUM
easat-10383	150	29	.	.	PUNCT
easat-10383	150	30	breast	breast	NOUN
easat-10383	150	31	cancer	cancer	NOUN
easat-10383	150	32	pathology	pathology	NOUN
easat-10383	150	33	evolution	evolution	NOUN
easat-10383	150	34	in	in	ADP
easat-10383	150	35	clinical	clinical	ADJ
easat-10383	150	36	patient	patient	ADJ
easat-10383	150	37	tissues	tissue	NOUN
easat-10383	150	38	.	.	PUNCT
easat-10383	151	1	figure	figure	NOUN
easat-10383	151	2	6	6	NUM
easat-10383	151	3	illustrates	illustrate	VERB
easat-10383	151	4	the	the	DET
easat-10383	151	5	pathological	pathological	ADJ
easat-10383	151	6	evolution	evolution	NOUN
easat-10383	151	7	of	of	ADP
easat-10383	151	8	breast	breast	NOUN
easat-10383	151	9	cancer	cancer	NOUN
easat-10383	151	10	in	in	ADP
easat-10383	151	11	clinical	clinical	ADJ
easat-10383	151	12	patient	patient	ADJ
easat-10383	151	13	tissues	tissue	NOUN
easat-10383	151	14	,	,	PUNCT
easat-10383	151	15	depicting	depict	VERB
easat-10383	151	16	the	the	DET
easat-10383	151	17	progression	progression	NOUN
easat-10383	151	18	from	from	ADP
easat-10383	151	19	normal	normal	ADJ
easat-10383	151	20	breast	breast	NOUN
easat-10383	151	21	cells	cell	NOUN
easat-10383	151	22	to	to	ADP
easat-10383	151	23	malignant	malignant	ADJ
easat-10383	151	24	carcinoma	carcinoma	NOUN
easat-10383	151	25	.	.	PUNCT
easat-10383	152	1	the	the	DET
easat-10383	152	2	sequence	sequence	NOUN
easat-10383	152	3	typically	typically	ADV
easat-10383	152	4	begins	begin	VERB
easat-10383	152	5	with	with	ADP
easat-10383	152	6	normal	normal	ADJ
easat-10383	152	7	ductal	ductal	ADJ
easat-10383	152	8	or	or	CCONJ
easat-10383	152	9	lobular	lobular	ADJ
easat-10383	152	10	cells	cell	NOUN
easat-10383	152	11	,	,	PUNCT
easat-10383	152	12	followed	follow	VERB
easat-10383	152	13	by	by	ADP
easat-10383	152	14	stages	stage	NOUN
easat-10383	152	15	such	such	ADJ
easat-10383	152	16	as	as	ADP
easat-10383	152	17	hyperplasia	hyperplasia	NOUN
easat-10383	152	18	,	,	PUNCT
easat-10383	152	19	atypical	atypical	ADJ
easat-10383	152	20	hyperplasia	hyperplasia	NOUN
easat-10383	152	21	,	,	PUNCT
easat-10383	152	22	carcinoma	carcinoma	NOUN
easat-10383	152	23	in	in	ADP
easat-10383	152	24	situ	situ	NOUN
easat-10383	152	25	,	,	PUNCT
easat-10383	152	26	and	and	CCONJ
easat-10383	152	27	finally	finally	ADV
easat-10383	152	28	invasive	invasive	ADJ
easat-10383	152	29	carcinoma	carcinoma	NOUN
easat-10383	152	30	.	.	PUNCT
easat-10383	153	1	the	the	DET
easat-10383	153	2	figure	figure	NOUN
easat-10383	153	3	may	may	AUX
easat-10383	153	4	include	include	VERB
easat-10383	153	5	histological	histological	ADJ
easat-10383	153	6	slides	slide	NOUN
easat-10383	153	7	stained	stain	VERB
easat-10383	153	8	with	with	ADP
easat-10383	153	9	hematoxylin	hematoxylin	NOUN
easat-10383	153	10	and	and	CCONJ
easat-10383	153	11	eosin	eosin	NOUN
easat-10383	153	12	(	(	PUNCT
easat-10383	153	13	h&e	h&e	PROPN
easat-10383	153	14	)	)	PUNCT
easat-10383	153	15	or	or	CCONJ
easat-10383	153	16	immunohistochemistry	immunohistochemistry	NOUN
easat-10383	153	17	(	(	PUNCT
easat-10383	153	18	ihc	ihc	PROPN
easat-10383	153	19	)	)	PUNCT
easat-10383	153	20	to	to	PART
easat-10383	153	21	highlight	highlight	VERB
easat-10383	153	22	cellular	cellular	ADJ
easat-10383	153	23	and	and	CCONJ
easat-10383	153	24	molecular	molecular	ADJ
easat-10383	153	25	changes	change	NOUN
easat-10383	153	26	such	such	ADJ
easat-10383	153	27	as	as	ADP
easat-10383	153	28	increased	increase	VERB
easat-10383	153	29	cell	cell	NOUN
easat-10383	153	30	proliferation	proliferation	NOUN
easat-10383	153	31	,	,	PUNCT
easat-10383	153	32	nuclear	nuclear	ADJ
easat-10383	153	33	atypia	atypia	NOUN
easat-10383	153	34	,	,	PUNCT
easat-10383	153	35	and	and	CCONJ
easat-10383	153	36	disruption	disruption	NOUN
easat-10383	153	37	of	of	ADP
easat-10383	153	38	normal	normal	ADJ
easat-10383	153	39	tissue	tissue	NOUN
easat-10383	153	40	architecture	architecture	NOUN
easat-10383	153	41	.	.	PUNCT
easat-10383	154	1	also	also	ADV
easat-10383	154	2	,	,	PUNCT
easat-10383	154	3	biomarker	biomarker	NOUN
easat-10383	154	4	expression	expression	NOUN
easat-10383	154	5	may	may	AUX
easat-10383	154	6	be	be	AUX
easat-10383	154	7	shown	show	VERB
easat-10383	154	8	at	at	ADP
easat-10383	154	9	different	different	ADJ
easat-10383	154	10	stages	stage	NOUN
easat-10383	154	11	,	,	PUNCT
easat-10383	154	12	providing	provide	VERB
easat-10383	154	13	insights	insight	NOUN
easat-10383	154	14	into	into	ADP
easat-10383	154	15	tumor	tumor	NOUN
easat-10383	154	16	biology	biology	NOUN
easat-10383	154	17	and	and	CCONJ
easat-10383	154	18	informing	inform	VERB
easat-10383	154	19	treatment	treatment	NOUN
easat-10383	154	20	decisions	decision	NOUN
easat-10383	154	21	.	.	PUNCT
easat-10383	155	1	these	these	DET
easat-10383	155	2	visualizations	visualization	NOUN
easat-10383	155	3	are	be	AUX
easat-10383	155	4	essential	essential	ADJ
easat-10383	155	5	for	for	ADP
easat-10383	155	6	understanding	understand	VERB
easat-10383	155	7	breast	breast	NOUN
easat-10383	155	8	cancer	cancer	NOUN
easat-10383	155	9	development	development	NOUN
easat-10383	155	10	and	and	CCONJ
easat-10383	155	11	progression	progression	NOUN
easat-10383	155	12	,	,	PUNCT
easat-10383	155	13	supporting	support	VERB
easat-10383	155	14	accurate	accurate	ADJ
easat-10383	155	15	diagnosis	diagnosis	NOUN
easat-10383	155	16	,	,	PUNCT
easat-10383	155	17	clinical	clinical	ADJ
easat-10383	155	18	staging	staging	NOUN
easat-10383	155	19	,	,	PUNCT
easat-10383	155	20	and	and	CCONJ
easat-10383	155	21	personalized	personalize	VERB
easat-10383	155	22	therapy	therapy	NOUN
easat-10383	155	23	in	in	ADP
easat-10383	155	24	medical	medical	ADJ
easat-10383	155	25	practice	practice	NOUN
easat-10383	155	26	.	.	PUNCT
easat-10383	156	1	196	196	NUM
easat-10383	156	2	edelweiss	edelweiss	PROPN
easat-10383	156	3	applied	apply	VERB
easat-10383	156	4	science	science	NOUN
easat-10383	156	5	and	and	CCONJ
easat-10383	156	6	technology	technology	NOUN
easat-10383	156	7	issn	issn	PROPN
easat-10383	156	8	:	:	PUNCT
easat-10383	156	9	2576	2576	NUM
easat-10383	156	10	-	-	SYM
easat-10383	156	11	8484	8484	NUM
easat-10383	156	12	vol	vol	NOUN
easat-10383	156	13	.	.	PROPN
easat-10383	157	1	9	9	NUM
easat-10383	157	2	,	,	PUNCT
easat-10383	157	3	no	no	INTJ
easat-10383	157	4	.	.	NOUN
easat-10383	157	5	10	10	NUM
easat-10383	157	6	:	:	SYM
easat-10383	157	7	189	189	NUM
easat-10383	157	8	-	-	SYM
easat-10383	157	9	211	211	NUM
easat-10383	157	10	,	,	PUNCT
easat-10383	157	11	2025	2025	NUM
easat-10383	157	12	doi	doi	NOUN
easat-10383	157	13	:	:	PUNCT
easat-10383	157	14	10.55214/2576	10.55214/2576	NUM
easat-10383	157	15	-	-	SYM
easat-10383	157	16	8484.v9i10.10383	8484.v9i10.10383	NOUN
easat-10383	157	17	©	©	PROPN
easat-10383	157	18	2025	2025	NUM
easat-10383	157	19	by	by	ADP
easat-10383	157	20	the	the	DET
easat-10383	157	21	authors	author	NOUN
easat-10383	157	22	;	;	PUNCT
easat-10383	157	23	licensee	licensee	PROPN
easat-10383	157	24	learning	learn	VERB
easat-10383	157	25	gate	gate	NOUN
easat-10383	157	26	3.3.1	3.3.1	PROPN
easat-10383	157	27	.	.	PUNCT
easat-10383	157	28	distance	distance	NOUN
easat-10383	157	29	regularized	regularize	VERB
easat-10383	157	30	level	level	NOUN
easat-10383	157	31	set	set	VERB
easat-10383	157	32	evolution	evolution	NOUN
easat-10383	157	33	(	(	PUNCT
easat-10383	157	34	drlse	drlse	NOUN
easat-10383	157	35	)	)	PUNCT
easat-10383	157	36	drlse	drlse	NOUN
easat-10383	157	37	is	be	AUX
easat-10383	157	38	an	an	DET
easat-10383	157	39	advanced	advanced	ADJ
easat-10383	157	40	image	image	NOUN
easat-10383	157	41	segmentation	segmentation	NOUN
easat-10383	157	42	technique	technique	NOUN
easat-10383	157	43	based	base	VERB
easat-10383	157	44	on	on	ADP
easat-10383	157	45	the	the	DET
easat-10383	157	46	level	level	NOUN
easat-10383	157	47	set	set	NOUN
easat-10383	157	48	method	method	NOUN
easat-10383	157	49	,	,	PUNCT
easat-10383	157	50	which	which	PRON
easat-10383	157	51	is	be	AUX
easat-10383	157	52	commonly	commonly	ADV
easat-10383	157	53	used	use	VERB
easat-10383	157	54	to	to	PART
easat-10383	157	55	detect	detect	VERB
easat-10383	157	56	object	object	NOUN
easat-10383	157	57	boundaries	boundary	NOUN
easat-10383	157	58	in	in	ADP
easat-10383	157	59	images	image	NOUN
easat-10383	157	60	.	.	PUNCT
easat-10383	158	1	traditional	traditional	ADJ
easat-10383	158	2	level	level	NOUN
easat-10383	158	3	set	set	NOUN
easat-10383	158	4	methods	method	NOUN
easat-10383	158	5	require	require	VERB
easat-10383	158	6	a	a	DET
easat-10383	158	7	reinitialization	reinitialization	NOUN
easat-10383	158	8	step	step	NOUN
easat-10383	158	9	to	to	PART
easat-10383	158	10	maintain	maintain	VERB
easat-10383	158	11	the	the	DET
easat-10383	158	12	signed	sign	VERB
easat-10383	158	13	distance	distance	NOUN
easat-10383	158	14	function	function	NOUN
easat-10383	158	15	property	property	NOUN
easat-10383	158	16	of	of	ADP
easat-10383	158	17	the	the	DET
easat-10383	158	18	level	level	NOUN
easat-10383	158	19	set	set	NOUN
easat-10383	158	20	function	function	NOUN
easat-10383	158	21	.	.	PUNCT
easat-10383	159	1	this	this	DET
easat-10383	159	2	step	step	NOUN
easat-10383	159	3	ensures	ensure	VERB
easat-10383	159	4	numerical	numerical	ADJ
easat-10383	159	5	stability	stability	NOUN
easat-10383	159	6	during	during	ADP
easat-10383	159	7	contour	contour	NOUN
easat-10383	159	8	evolution	evolution	NOUN
easat-10383	159	9	but	but	CCONJ
easat-10383	159	10	adds	add	VERB
easat-10383	159	11	computational	computational	ADJ
easat-10383	159	12	complexity	complexity	NOUN
easat-10383	159	13	and	and	CCONJ
easat-10383	159	14	can	can	AUX
easat-10383	159	15	introduce	introduce	VERB
easat-10383	159	16	inaccuracies	inaccuracy	NOUN
easat-10383	159	17	.	.	PUNCT
easat-10383	160	1	drlse	drlse	PROPN
easat-10383	160	2	improves	improve	VERB
easat-10383	160	3	on	on	ADP
easat-10383	160	4	this	this	PRON
easat-10383	160	5	by	by	ADP
easat-10383	160	6	introducing	introduce	VERB
easat-10383	160	7	a	a	DET
easat-10383	160	8	distance	distance	NOUN
easat-10383	160	9	regularization	regularization	NOUN
easat-10383	160	10	term	term	NOUN
easat-10383	160	11	into	into	ADP
easat-10383	160	12	the	the	DET
easat-10383	160	13	level	level	NOUN
easat-10383	160	14	-	-	PUNCT
easat-10383	160	15	set	set	VERB
easat-10383	160	16	formulation	formulation	NOUN
easat-10383	160	17	.	.	PUNCT
easat-10383	161	1	this	this	DET
easat-10383	161	2	term	term	NOUN
easat-10383	161	3	naturally	naturally	ADV
easat-10383	161	4	maintains	maintain	VERB
easat-10383	161	5	the	the	DET
easat-10383	161	6	level	level	NOUN
easat-10383	161	7	set	set	VERB
easat-10383	161	8	function	function	NOUN
easat-10383	161	9	as	as	ADP
easat-10383	161	10	a	a	DET
easat-10383	161	11	signed	sign	VERB
easat-10383	161	12	distance	distance	NOUN
easat-10383	161	13	function	function	NOUN
easat-10383	161	14	throughout	throughout	ADP
easat-10383	161	15	the	the	DET
easat-10383	161	16	evolution	evolution	NOUN
easat-10383	161	17	process	process	NOUN
easat-10383	161	18	.	.	PUNCT
easat-10383	162	1	as	as	ADP
easat-10383	162	2	a	a	DET
easat-10383	162	3	result	result	NOUN
easat-10383	162	4	,	,	PUNCT
easat-10383	162	5	reinitialization	reinitialization	NOUN
easat-10383	162	6	is	be	AUX
easat-10383	162	7	no	no	ADV
easat-10383	162	8	longer	long	ADV
easat-10383	162	9	necessary	necessary	ADJ
easat-10383	162	10	,	,	PUNCT
easat-10383	162	11	which	which	PRON
easat-10383	162	12	simplifies	simplify	VERB
easat-10383	162	13	computation	computation	NOUN
easat-10383	162	14	and	and	CCONJ
easat-10383	162	15	enhances	enhance	VERB
easat-10383	162	16	stability	stability	NOUN
easat-10383	162	17	.	.	PUNCT
easat-10383	163	1	distance	distance	NOUN
easat-10383	163	2	regularised	regularise	VERB
easat-10383	163	3	level	level	NOUN
easat-10383	163	4	set	set	VERB
easat-10383	163	5	evolution	evolution	NOUN
easat-10383	163	6	(	(	PUNCT
easat-10383	163	7	drlse	drlse	PROPN
easat-10383	163	8	)	)	PUNCT
easat-10383	163	9	is	be	AUX
easat-10383	163	10	a	a	DET
easat-10383	163	11	sophisticated	sophisticated	ADJ
easat-10383	163	12	mathematical	mathematical	ADJ
easat-10383	163	13	model	model	NOUN
easat-10383	163	14	developed	develop	VERB
easat-10383	163	15	for	for	ADP
easat-10383	163	16	image	image	NOUN
easat-10383	163	17	segmentation	segmentation	NOUN
easat-10383	163	18	,	,	PUNCT
easat-10383	163	19	particularly	particularly	ADV
easat-10383	163	20	effective	effective	ADJ
easat-10383	163	21	in	in	ADP
easat-10383	163	22	delineating	delineate	VERB
easat-10383	163	23	object	object	NOUN
easat-10383	163	24	boundaries	boundary	NOUN
easat-10383	163	25	within	within	ADP
easat-10383	163	26	images	image	NOUN
easat-10383	163	27	.	.	PUNCT
easat-10383	164	1	unlike	unlike	ADP
easat-10383	164	2	traditional	traditional	ADJ
easat-10383	164	3	level	level	NOUN
easat-10383	164	4	set	set	NOUN
easat-10383	164	5	methods	method	NOUN
easat-10383	164	6	,	,	PUNCT
easat-10383	164	7	which	which	PRON
easat-10383	164	8	require	require	VERB
easat-10383	164	9	reinitialization	reinitialization	NOUN
easat-10383	164	10	to	to	PART
easat-10383	164	11	maintain	maintain	VERB
easat-10383	164	12	the	the	DET
easat-10383	164	13	level	level	NOUN
easat-10383	164	14	set	set	NOUN
easat-10383	164	15	function	function	NOUN
easat-10383	164	16	as	as	ADP
easat-10383	164	17	a	a	DET
easat-10383	164	18	signed	sign	VERB
easat-10383	164	19	distance	distance	NOUN
easat-10383	164	20	function	function	NOUN
easat-10383	164	21	,	,	PUNCT
easat-10383	164	22	drlse	drlse	PROPN
easat-10383	164	23	incorporates	incorporate	VERB
easat-10383	164	24	a	a	DET
easat-10383	164	25	distance	distance	NOUN
easat-10383	164	26	regularization	regularization	NOUN
easat-10383	164	27	term	term	NOUN
easat-10383	164	28	that	that	PRON
easat-10383	164	29	inherently	inherently	ADV
easat-10383	164	30	preserves	preserve	VERB
easat-10383	164	31	this	this	DET
easat-10383	164	32	property	property	NOUN
easat-10383	164	33	throughout	throughout	ADP
easat-10383	164	34	the	the	DET
easat-10383	164	35	evolution	evolution	NOUN
easat-10383	164	36	process	process	NOUN
easat-10383	164	37	.	.	PUNCT
easat-10383	165	1	this	this	DET
easat-10383	165	2	innovation	innovation	NOUN
easat-10383	165	3	eliminates	eliminate	VERB
easat-10383	165	4	the	the	DET
easat-10383	165	5	need	need	NOUN
easat-10383	165	6	for	for	ADP
easat-10383	165	7	reinitialization	reinitialization	NOUN
easat-10383	165	8	,	,	PUNCT
easat-10383	165	9	a	a	DET
easat-10383	165	10	computationally	computationally	ADV
easat-10383	165	11	expensive	expensive	ADJ
easat-10383	165	12	and	and	CCONJ
easat-10383	165	13	numerically	numerically	ADV
easat-10383	165	14	delicate	delicate	ADJ
easat-10383	165	15	step	step	NOUN
easat-10383	165	16	that	that	PRON
easat-10383	165	17	is	be	AUX
easat-10383	165	18	typically	typically	ADV
easat-10383	165	19	necessary	necessary	ADJ
easat-10383	165	20	for	for	SCONJ
easat-10383	165	21	conventional	conventional	ADJ
easat-10383	165	22	level	level	NOUN
easat-10383	165	23	set	set	NOUN
easat-10383	165	24	techniques	technique	NOUN
easat-10383	165	25	to	to	PART
easat-10383	165	26	prevent	prevent	VERB
easat-10383	165	27	instability	instability	NOUN
easat-10383	165	28	and	and	CCONJ
easat-10383	165	29	maintain	maintain	VERB
easat-10383	165	30	the	the	DET
easat-10383	165	31	shape	shape	NOUN
easat-10383	165	32	of	of	ADP
easat-10383	165	33	the	the	DET
easat-10383	165	34	evolving	evolve	VERB
easat-10383	165	35	contour	contour	NOUN
easat-10383	165	36	.	.	PUNCT
easat-10383	166	1	by	by	ADP
easat-10383	166	2	introducing	introduce	VERB
easat-10383	166	3	this	this	DET
easat-10383	166	4	regularization	regularization	NOUN
easat-10383	166	5	term	term	NOUN
easat-10383	166	6	,	,	PUNCT
easat-10383	166	7	drlse	drlse	NOUN
easat-10383	166	8	ensures	ensure	VERB
easat-10383	166	9	that	that	SCONJ
easat-10383	166	10	the	the	DET
easat-10383	166	11	evolving	evolve	VERB
easat-10383	166	12	level	level	NOUN
easat-10383	166	13	set	set	NOUN
easat-10383	166	14	function	function	NOUN
easat-10383	166	15	remains	remain	VERB
easat-10383	166	16	stable	stable	ADJ
easat-10383	166	17	and	and	CCONJ
easat-10383	166	18	well	well	ADV
easat-10383	166	19	-	-	PUNCT
easat-10383	166	20	behaved	behave	VERB
easat-10383	166	21	,	,	PUNCT
easat-10383	166	22	enabling	enable	VERB
easat-10383	166	23	more	more	ADV
easat-10383	166	24	efficient	efficient	ADJ
easat-10383	166	25	and	and	CCONJ
easat-10383	166	26	accurate	accurate	ADJ
easat-10383	166	27	segmentation	segmentation	NOUN
easat-10383	166	28	results	result	NOUN
easat-10383	166	29	.	.	PUNCT
easat-10383	167	1	distance	distance	NOUN
easat-10383	167	2	regularized	regularize	VERB
easat-10383	167	3	level	level	NOUN
easat-10383	167	4	set	set	VERB
easat-10383	167	5	evolution	evolution	NOUN
easat-10383	167	6	(	(	PUNCT
easat-10383	167	7	drlse	drlse	PROPN
easat-10383	167	8	)	)	PUNCT
easat-10383	167	9	is	be	AUX
easat-10383	167	10	a	a	DET
easat-10383	167	11	mathematical	mathematical	ADJ
easat-10383	167	12	model	model	NOUN
easat-10383	167	13	for	for	ADP
easat-10383	167	14	image	image	NOUN
easat-10383	167	15	segmentation	segmentation	NOUN
easat-10383	167	16	,	,	PUNCT
easat-10383	167	17	particularly	particularly	ADV
easat-10383	167	18	effective	effective	ADJ
easat-10383	167	19	in	in	ADP
easat-10383	167	20	preserving	preserve	VERB
easat-10383	167	21	the	the	DET
easat-10383	167	22	accuracy	accuracy	NOUN
easat-10383	167	23	and	and	CCONJ
easat-10383	167	24	stability	stability	NOUN
easat-10383	167	25	of	of	ADP
easat-10383	167	26	evolving	evolve	VERB
easat-10383	167	27	contours	contours	NOUN
easat-10383	167	28	in	in	ADP
easat-10383	167	29	images	image	NOUN
easat-10383	167	30	without	without	ADP
easat-10383	167	31	the	the	DET
easat-10383	167	32	need	need	NOUN
easat-10383	167	33	for	for	ADP
easat-10383	167	34	initialization	initialization	NOUN
easat-10383	167	35	.	.	PUNCT
easat-10383	168	1	let	let	VERB
easat-10383	168	2	the	the	DET
easat-10383	168	3	evolving	evolve	VERB
easat-10383	168	4	contour	contour	NOUN
easat-10383	168	5	be	be	AUX
easat-10383	168	6	represented	represent	VERB
easat-10383	168	7	implicitly	implicitly	ADV
easat-10383	168	8	by	by	ADP
easat-10383	168	9	a	a	DET
easat-10383	168	10	level	level	NOUN
easat-10383	168	11	set	set	VERB
easat-10383	168	12	function	function	NOUN
easat-10383	168	13	𝜙(𝑥	𝜙(𝑥	PROPN
easat-10383	168	14	,	,	PUNCT
easat-10383	168	15	𝑦	𝑦	NOUN
easat-10383	168	16	)	)	PUNCT
easat-10383	168	17	where	where	SCONJ
easat-10383	168	18	the	the	DET
easat-10383	168	19	zero	zero	NUM
easat-10383	168	20	level	level	NOUN
easat-10383	168	21	set	set	NOUN
easat-10383	168	22	𝜙(𝑥	𝜙(𝑥	PROPN
easat-10383	168	23	,	,	PUNCT
easat-10383	168	24	𝑦	𝑦	NOUN
easat-10383	168	25	)	)	PUNCT
easat-10383	168	26	=	=	SYM
easat-10383	168	27	0	0	NUM
easat-10383	168	28	defines	define	VERB
easat-10383	168	29	the	the	DET
easat-10383	168	30	object	object	NOUN
easat-10383	168	31	boundary	boundary	NOUN
easat-10383	168	32	.	.	PUNCT
easat-10383	169	1	the	the	DET
easat-10383	169	2	total	total	ADJ
easat-10383	169	3	energy	energy	NOUN
easat-10383	169	4	functional	functional	ADJ
easat-10383	169	5	in	in	ADP
easat-10383	169	6	drlse	drlse	PROPN
easat-10383	169	7	is	be	AUX
easat-10383	169	8	defined	define	VERB
easat-10383	169	9	as	as	ADP
easat-10383	169	10	:	:	PUNCT
easat-10383	169	11	𝐸(𝜙	𝐸(𝜙	NUM
easat-10383	169	12	)	)	PUNCT
easat-10383	169	13	=	=	SYM
easat-10383	169	14	𝜇𝑅𝑝(𝜙	𝜇𝑅𝑝(𝜙	NOUN
easat-10383	169	15	)	)	PUNCT
easat-10383	170	1	+	+	NUM
easat-10383	170	2	𝜆𝐿𝑔(𝜙	𝜆𝐿𝑔(𝜙	NOUN
easat-10383	170	3	)	)	PUNCT
easat-10383	171	1	+	+	CCONJ
easat-10383	171	2	𝛼𝐴𝑔(𝜙	𝛼𝐴𝑔(𝜙	NOUN
easat-10383	171	3	)	)	PUNCT
easat-10383	171	4	(	(	PUNCT
easat-10383	171	5	3	3	X
easat-10383	171	6	)	)	PUNCT
easat-10383	171	7	where	where	SCONJ
easat-10383	171	8	,	,	PUNCT
easat-10383	171	9	𝑅𝑝(𝜙	𝑅𝑝(𝜙	ADJ
easat-10383	171	10	)	)	PUNCT
easat-10383	171	11	distance	distance	NOUN
easat-10383	171	12	regularization	regularization	NOUN
easat-10383	171	13	term	term	NOUN
easat-10383	171	14	.	.	PUNCT
easat-10383	172	1	𝐿𝑔(𝜙	𝐿𝑔(𝜙	NOUN
easat-10383	172	2	)	)	PUNCT
easat-10383	172	3	is	be	AUX
easat-10383	172	4	a	a	DET
easat-10383	172	5	length	length	NOUN
easat-10383	172	6	term	term	NOUN
easat-10383	172	7	that	that	PRON
easat-10383	172	8	encourages	encourage	VERB
easat-10383	172	9	contour	contour	NOUN
easat-10383	172	10	alignment	alignment	NOUN
easat-10383	172	11	with	with	ADP
easat-10383	172	12	object	object	NOUN
easat-10383	172	13	boundaries	boundary	NOUN
easat-10383	172	14	.	.	PUNCT
easat-10383	173	1	𝐴𝑔(𝜙	𝐴𝑔(𝜙	NOUN
easat-10383	173	2	)	)	PUNCT
easat-10383	173	3	it	it	PRON
easat-10383	173	4	is	be	AUX
easat-10383	173	5	an	an	DET
easat-10383	173	6	area	area	NOUN
easat-10383	173	7	term	term	NOUN
easat-10383	173	8	that	that	PRON
easat-10383	173	9	speeds	speed	VERB
easat-10383	173	10	up	up	ADP
easat-10383	173	11	contour	contour	NOUN
easat-10383	173	12	evolution	evolution	NOUN
easat-10383	173	13	toward	toward	ADP
easat-10383	173	14	or	or	CCONJ
easat-10383	173	15	away	away	ADV
easat-10383	173	16	from	from	ADP
easat-10383	173	17	object	object	NOUN
easat-10383	173	18	boundaries	boundary	NOUN
easat-10383	173	19	.	.	PUNCT
easat-10383	174	1	𝜇	𝜇	ADP
easat-10383	174	2	,	,	PUNCT
easat-10383	174	3	𝜆	𝜆	X
easat-10383	174	4	,	,	PUNCT
easat-10383	174	5	𝛼	𝛼	NOUN
easat-10383	174	6	are	be	AUX
easat-10383	174	7	positive	positive	ADJ
easat-10383	174	8	weighting	weighting	NOUN
easat-10383	174	9	coefficients	coefficient	NOUN
easat-10383	174	10	𝑔	𝑔	PROPN
easat-10383	174	11	edge	edge	NOUN
easat-10383	174	12	indicator	indicator	NOUN
easat-10383	174	13	function	function	NOUN
easat-10383	174	14	derived	derive	VERB
easat-10383	174	15	from	from	ADP
easat-10383	174	16	the	the	DET
easat-10383	174	17	image	image	NOUN
easat-10383	174	18	.	.	PUNCT
easat-10383	175	1	distance	distance	NOUN
easat-10383	175	2	regularisation	regularisation	NOUN
easat-10383	175	3	term	term	NOUN
easat-10383	175	4	𝑅𝑝(𝜙	𝑅𝑝(𝜙	NOUN
easat-10383	175	5	)	)	PUNCT
easat-10383	175	6	𝑅𝑝(𝜙	𝑅𝑝(𝜙	NOUN
easat-10383	175	7	)	)	PUNCT
easat-10383	176	1	=	=	SYM
easat-10383	176	2	∫	∫	PROPN
easat-10383	176	3	𝑃(|∇𝜙|)𝑑𝑥	𝑃(|∇𝜙|)𝑑𝑥	NUM
easat-10383	176	4	ω	ω	X
easat-10383	176	5	(	(	PUNCT
easat-10383	176	6	4	4	NUM
easat-10383	176	7	)	)	PUNCT
easat-10383	176	8	where	where	SCONJ
easat-10383	176	9	𝑝(𝑠	𝑝(𝑠	PROPN
easat-10383	176	10	)	)	PUNCT
easat-10383	176	11	is	be	AUX
easat-10383	176	12	a	a	DET
easat-10383	176	13	potential	potential	ADJ
easat-10383	176	14	function	function	NOUN
easat-10383	176	15	,	,	PUNCT
easat-10383	176	16	typically	typically	ADV
easat-10383	176	17	chosen	choose	VERB
easat-10383	176	18	such	such	ADJ
easat-10383	176	19	that	that	SCONJ
easat-10383	176	20	it	it	PRON
easat-10383	176	21	has	have	VERB
easat-10383	176	22	a	a	DET
easat-10383	176	23	minimum	minimum	NOUN
easat-10383	176	24	at	at	ADP
easat-10383	176	25	𝑠	𝑠	PROPN
easat-10383	176	26	=	=	SYM
easat-10383	176	27	1	1	NUM
easat-10383	176	28	,	,	PUNCT
easat-10383	176	29	encouraging	encourage	VERB
easat-10383	176	30	𝜙	𝜙	NOUN
easat-10383	176	31	to	to	PART
easat-10383	176	32	maintain	maintain	VERB
easat-10383	176	33	∣	∣	PROPN
easat-10383	176	34	𝛻𝜙	𝛻𝜙	PROPN
easat-10383	176	35	∣=	∣=	PROPN
easat-10383	176	36	1	1	NUM
easat-10383	176	37	(	(	PUNCT
easat-10383	176	38	i.e.	i.e.	X
easat-10383	176	39	,	,	PUNCT
easat-10383	176	40	the	the	DET
easat-10383	176	41	signed	sign	VERB
easat-10383	176	42	distance	distance	NOUN
easat-10383	176	43	property	property	NOUN
easat-10383	176	44	)	)	PUNCT
easat-10383	176	45	.	.	PUNCT
easat-10383	177	1	this	this	DET
easat-10383	177	2	term	term	NOUN
easat-10383	177	3	regularises	regularise	VERB
easat-10383	177	4	the	the	DET
easat-10383	177	5	level	level	NOUN
easat-10383	177	6	set	set	VERB
easat-10383	177	7	and	and	CCONJ
easat-10383	177	8	avoids	avoid	VERB
easat-10383	177	9	reinitialization	reinitialization	NOUN
easat-10383	177	10	.	.	PUNCT
easat-10383	178	1	length	length	NOUN
easat-10383	178	2	term	term	NOUN
easat-10383	178	3	𝐿𝑔(𝜙	𝐿𝑔(𝜙	PROPN
easat-10383	178	4	)	)	PUNCT
easat-10383	178	5	𝐿𝑔(𝜙	𝐿𝑔(𝜙	NOUN
easat-10383	178	6	)	)	PUNCT
easat-10383	179	1	=	=	SYM
easat-10383	179	2	∫	∫	PROPN
easat-10383	180	1	𝑔𝛿(𝜙)|∇𝜙|𝑑𝑥	𝑔𝛿(𝜙)|∇𝜙|𝑑𝑥	PROPN
easat-10383	180	2	ω	ω	X
easat-10383	180	3	(	(	PUNCT
easat-10383	180	4	5	5	NUM
easat-10383	180	5	)	)	PUNCT
easat-10383	180	6	drives	drive	VERB
easat-10383	180	7	the	the	DET
easat-10383	180	8	zero	zero	NUM
easat-10383	180	9	-	-	PUNCT
easat-10383	180	10	level	level	NOUN
easat-10383	180	11	set	set	NOUN
easat-10383	180	12	toward	toward	ADP
easat-10383	180	13	image	image	NOUN
easat-10383	180	14	edges	edge	NOUN
easat-10383	180	15	.	.	PUNCT
easat-10383	181	1	𝛿(𝜙	𝛿(𝜙	PROPN
easat-10383	181	2	)	)	PUNCT
easat-10383	181	3	dirac	dirac	PROPN
easat-10383	181	4	delta	delta	NOUN
easat-10383	181	5	function	function	NOUN
easat-10383	181	6	localized	localize	VERB
easat-10383	181	7	around	around	ADP
easat-10383	181	8	the	the	DET
easat-10383	181	9	zero	zero	NUM
easat-10383	181	10	level	level	NOUN
easat-10383	181	11	set	set	NOUN
easat-10383	181	12	.	.	PUNCT
easat-10383	182	1	area	area	NOUN
easat-10383	182	2	term	term	NOUN
easat-10383	182	3	𝐴𝑔(𝜙	𝐴𝑔(𝜙	NOUN
easat-10383	182	4	)	)	PUNCT
easat-10383	182	5	𝐴𝑔(𝜙	𝐴𝑔(𝜙	NOUN
easat-10383	182	6	)	)	PUNCT
easat-10383	183	1	=	=	SYM
easat-10383	183	2	∫	∫	PROPN
easat-10383	183	3	𝑔	𝑔	PROPN
easat-10383	183	4	𝐻(𝜙)𝑑𝑥	𝐻(𝜙)𝑑𝑥	PROPN
easat-10383	183	5	ω	ω	PROPN
easat-10383	183	6	(	(	PUNCT
easat-10383	183	7	6	6	NUM
easat-10383	183	8	)	)	PUNCT
easat-10383	183	9	where	where	SCONJ
easat-10383	183	10	𝐻(𝜙	𝐻(𝜙	NOUN
easat-10383	183	11	)	)	PUNCT
easat-10383	183	12	is	be	AUX
easat-10383	183	13	the	the	DET
easat-10383	183	14	heavisine	heavisine	NOUN
easat-10383	183	15	function	function	NOUN
easat-10383	183	16	that	that	PRON
easat-10383	183	17	helps	help	VERB
easat-10383	183	18	push	push	VERB
easat-10383	183	19	or	or	CCONJ
easat-10383	183	20	pull	pull	VERB
easat-10383	183	21	the	the	DET
easat-10383	183	22	contour	contour	NOUN
easat-10383	183	23	inside	inside	ADP
easat-10383	183	24	or	or	CCONJ
easat-10383	183	25	outside	outside	ADP
easat-10383	183	26	the	the	DET
easat-10383	183	27	target	target	NOUN
easat-10383	183	28	region	region	NOUN
easat-10383	183	29	based	base	VERB
easat-10383	183	30	on	on	ADP
easat-10383	183	31	the	the	DET
easat-10383	183	32	sign	sign	NOUN
easat-10383	183	33	of	of	ADP
easat-10383	183	34	𝛼.	𝛼.	NOUN
easat-10383	183	35	the	the	DET
easat-10383	183	36	gradient	gradient	ADJ
easat-10383	183	37	descent	descent	NOUN
easat-10383	183	38	flow	flow	NOUN
easat-10383	183	39	(	(	PUNCT
easat-10383	183	40	euler	euler	NOUN
easat-10383	183	41	–	–	PUNCT
easat-10383	183	42	lagrange	lagrange	NOUN
easat-10383	183	43	equation	equation	NOUN
easat-10383	183	44	)	)	PUNCT
easat-10383	183	45	for	for	ADP
easat-10383	183	46	minimising	minimise	VERB
easat-10383	183	47	the	the	DET
easat-10383	183	48	energy	energy	NOUN
easat-10383	183	49	𝐸(𝜙	𝐸(𝜙	SYM
easat-10383	183	50	)	)	PUNCT
easat-10383	183	51	gives	give	VERB
easat-10383	183	52	the	the	DET
easat-10383	183	53	level	level	NOUN
easat-10383	183	54	set	set	VERB
easat-10383	183	55	evolution	evolution	NOUN
easat-10383	183	56	:	:	PUNCT
easat-10383	183	57	𝜕∅	𝜕∅	NUM
easat-10383	183	58	𝜕𝑡	𝜕𝑡	NOUN
easat-10383	183	59	=	=	SYM
easat-10383	183	60	𝜇	𝜇	X
easat-10383	183	61	(	(	PUNCT
easat-10383	183	62	∆𝜙	∆𝜙	NOUN
easat-10383	183	63	−	−	NOUN
easat-10383	183	64	𝑑𝑖𝑣	𝑑𝑖𝑣	PROPN
easat-10383	183	65	(	(	PUNCT
easat-10383	183	66	∇𝜙	∇𝜙	ADJ
easat-10383	183	67	|∇𝜙|	|∇𝜙|	X
easat-10383	183	68	)	)	PUNCT
easat-10383	183	69	)	)	PUNCT
easat-10383	184	1	+	+	CCONJ
easat-10383	184	2	𝜆𝛿(𝜙)𝑑𝑖𝑣	𝜆𝛿(𝜙)𝑑𝑖𝑣	PROPN
easat-10383	184	3	(	(	PUNCT
easat-10383	184	4	𝑔	𝑔	PROPN
easat-10383	184	5	∇𝜙	∇𝜙	PROPN
easat-10383	184	6	|∇𝜙|	|∇𝜙|	X
easat-10383	184	7	)	)	PUNCT
easat-10383	185	1	+	+	CCONJ
easat-10383	185	2	𝛼𝑔𝛿(𝜙	𝛼𝑔𝛿(𝜙	NUM
easat-10383	185	3	)	)	PUNCT
easat-10383	185	4	(	(	PUNCT
easat-10383	185	5	7	7	X
easat-10383	185	6	)	)	PUNCT
easat-10383	185	7	the	the	DET
easat-10383	185	8	first	first	ADJ
easat-10383	185	9	term	term	NOUN
easat-10383	185	10	of	of	ADP
easat-10383	185	11	regularization	regularization	NOUN
easat-10383	185	12	is	be	AUX
easat-10383	185	13	maintaining	maintain	VERB
easat-10383	185	14	the	the	DET
easat-10383	185	15	signed	sign	VERB
easat-10383	185	16	distance	distance	NOUN
easat-10383	185	17	property	property	NOUN
easat-10383	185	18	.	.	PUNCT
easat-10383	186	1	the	the	DET
easat-10383	186	2	second	second	ADJ
easat-10383	186	3	term	term	NOUN
easat-10383	186	4	,	,	PUNCT
easat-10383	186	5	edge	edge	NOUN
easat-10383	186	6	attraction	attraction	NOUN
easat-10383	186	7	,	,	PUNCT
easat-10383	186	8	moves	move	VERB
easat-10383	186	9	the	the	DET
easat-10383	186	10	contour	contour	NOUN
easat-10383	186	11	toward	toward	ADP
easat-10383	186	12	object	object	NOUN
easat-10383	186	13	boundaries	boundary	NOUN
easat-10383	186	14	.	.	PUNCT
easat-10383	187	1	the	the	DET
easat-10383	187	2	third	third	ADJ
easat-10383	187	3	term	term	NOUN
easat-10383	187	4	,	,	PUNCT
easat-10383	187	5	balloon	balloon	NOUN
easat-10383	187	6	force	force	NOUN
easat-10383	187	7	,	,	PUNCT
easat-10383	187	8	controls	control	VERB
easat-10383	187	9	expansion	expansion	NOUN
easat-10383	187	10	/	/	SYM
easat-10383	187	11	shrinkage	shrinkage	NOUN
easat-10383	187	12	.	.	PUNCT
easat-10383	188	1	one	one	NUM
easat-10383	188	2	of	of	ADP
easat-10383	188	3	the	the	DET
easat-10383	188	4	primary	primary	ADJ
easat-10383	188	5	advantages	advantage	NOUN
easat-10383	188	6	of	of	ADP
easat-10383	188	7	drlse	drlse	NOUN
easat-10383	188	8	is	be	AUX
easat-10383	188	9	its	its	PRON
easat-10383	188	10	ability	ability	NOUN
easat-10383	188	11	to	to	PART
easat-10383	188	12	produce	produce	VERB
easat-10383	188	13	efficient	efficient	ADJ
easat-10383	188	14	and	and	CCONJ
easat-10383	188	15	reliable	reliable	ADJ
easat-10383	188	16	contour	contour	NOUN
easat-10383	188	17	evolution	evolution	NOUN
easat-10383	188	18	.	.	PUNCT
easat-10383	189	1	the	the	DET
easat-10383	189	2	method	method	NOUN
easat-10383	189	3	improves	improve	VERB
easat-10383	189	4	the	the	DET
easat-10383	189	5	precision	precision	NOUN
easat-10383	189	6	of	of	ADP
easat-10383	189	7	boundary	boundary	ADJ
easat-10383	189	8	detection	detection	NOUN
easat-10383	189	9	and	and	CCONJ
easat-10383	189	10	adapts	adapt	VERB
easat-10383	189	11	effectively	effectively	ADV
easat-10383	189	12	to	to	ADP
easat-10383	189	13	complex	complex	ADJ
easat-10383	189	14	object	object	NOUN
easat-10383	189	15	shapes	shape	NOUN
easat-10383	189	16	and	and	CCONJ
easat-10383	189	17	fine	fine	ADJ
easat-10383	189	18	details	detail	NOUN
easat-10383	189	19	within	within	ADP
easat-10383	189	20	images	image	NOUN
easat-10383	189	21	.	.	PUNCT
easat-10383	190	1	this	this	PRON
easat-10383	190	2	makes	make	VERB
easat-10383	190	3	it	it	PRON
easat-10383	190	4	particularly	particularly	ADV
easat-10383	190	5	suitable	suitable	ADJ
easat-10383	190	6	for	for	ADP
easat-10383	190	7	applications	application	NOUN
easat-10383	190	8	where	where	SCONJ
easat-10383	190	9	197	197	NUM
easat-10383	190	10	edelweiss	edelweiss	PROPN
easat-10383	190	11	applied	apply	VERB
easat-10383	190	12	science	science	NOUN
easat-10383	190	13	and	and	CCONJ
easat-10383	190	14	technology	technology	NOUN
easat-10383	190	15	issn	issn	PROPN
easat-10383	190	16	:	:	PUNCT
easat-10383	190	17	2576	2576	NUM
easat-10383	190	18	-	-	SYM
easat-10383	190	19	8484	8484	NUM
easat-10383	190	20	vol	vol	NOUN
easat-10383	190	21	.	.	PROPN
easat-10383	191	1	9	9	NUM
easat-10383	191	2	,	,	PUNCT
easat-10383	191	3	no	no	INTJ
easat-10383	191	4	.	.	NOUN
easat-10383	191	5	10	10	NUM
easat-10383	191	6	:	:	SYM
easat-10383	191	7	189	189	NUM
easat-10383	191	8	-	-	SYM
easat-10383	191	9	211	211	NUM
easat-10383	191	10	,	,	PUNCT
easat-10383	191	11	2025	2025	NUM
easat-10383	191	12	doi	doi	NOUN
easat-10383	191	13	:	:	PUNCT
easat-10383	191	14	10.55214/2576	10.55214/2576	NUM
easat-10383	191	15	-	-	SYM
easat-10383	191	16	8484.v9i10.10383	8484.v9i10.10383	NOUN
easat-10383	191	17	©	©	PROPN
easat-10383	191	18	2025	2025	NUM
easat-10383	191	19	by	by	ADP
easat-10383	191	20	the	the	DET
easat-10383	191	21	authors	author	NOUN
easat-10383	191	22	;	;	PUNCT
easat-10383	191	23	licensee	licensee	PROPN
easat-10383	191	24	learning	learning	NOUN
easat-10383	191	25	gate	gate	VERB
easat-10383	191	26	high	high	ADJ
easat-10383	191	27	segmentation	segmentation	NOUN
easat-10383	191	28	accuracy	accuracy	NOUN
easat-10383	191	29	is	be	AUX
easat-10383	191	30	critical	critical	ADJ
easat-10383	191	31	.	.	PUNCT
easat-10383	192	1	another	another	DET
easat-10383	192	2	key	key	ADJ
easat-10383	192	3	benefit	benefit	NOUN
easat-10383	192	4	is	be	AUX
easat-10383	192	5	the	the	DET
easat-10383	192	6	reduction	reduction	NOUN
easat-10383	192	7	in	in	ADP
easat-10383	192	8	computational	computational	ADJ
easat-10383	192	9	complexity	complexity	NOUN
easat-10383	192	10	.	.	PUNCT
easat-10383	193	1	traditional	traditional	ADJ
easat-10383	193	2	level	level	NOUN
easat-10383	193	3	set	set	NOUN
easat-10383	193	4	methods	method	NOUN
easat-10383	193	5	often	often	ADV
easat-10383	193	6	involve	involve	VERB
easat-10383	193	7	frequent	frequent	ADJ
easat-10383	193	8	reinitialization	reinitialization	NOUN
easat-10383	193	9	,	,	PUNCT
easat-10383	193	10	which	which	PRON
easat-10383	193	11	increases	increase	VERB
easat-10383	193	12	processing	processing	NOUN
easat-10383	193	13	time	time	NOUN
easat-10383	193	14	and	and	CCONJ
easat-10383	193	15	can	can	AUX
easat-10383	193	16	degrade	degrade	VERB
easat-10383	193	17	accuracy	accuracy	NOUN
easat-10383	193	18	.	.	PUNCT
easat-10383	194	1	drlse	drlse	PROPN
easat-10383	194	2	bypasses	bypass	VERB
easat-10383	194	3	this	this	PRON
easat-10383	194	4	entirely	entirely	ADV
easat-10383	194	5	,	,	PUNCT
easat-10383	194	6	streamlining	streamline	VERB
easat-10383	194	7	the	the	DET
easat-10383	194	8	segmentation	segmentation	NOUN
easat-10383	194	9	process	process	NOUN
easat-10383	194	10	and	and	CCONJ
easat-10383	194	11	making	make	VERB
easat-10383	194	12	it	it	PRON
easat-10383	194	13	more	more	ADV
easat-10383	194	14	robust	robust	ADJ
easat-10383	194	15	for	for	ADP
easat-10383	194	16	real	real	ADJ
easat-10383	194	17	-	-	PUNCT
easat-10383	194	18	world	world	NOUN
easat-10383	194	19	applications	application	NOUN
easat-10383	194	20	.	.	PUNCT
easat-10383	195	1	due	due	ADP
easat-10383	195	2	to	to	ADP
easat-10383	195	3	its	its	PRON
easat-10383	195	4	accuracy	accuracy	NOUN
easat-10383	195	5	,	,	PUNCT
easat-10383	195	6	efficiency	efficiency	NOUN
easat-10383	195	7	,	,	PUNCT
easat-10383	195	8	and	and	CCONJ
easat-10383	195	9	stability	stability	NOUN
easat-10383	195	10	,	,	PUNCT
easat-10383	195	11	drlse	drlse	PROPN
easat-10383	195	12	is	be	AUX
easat-10383	195	13	widely	widely	ADV
easat-10383	195	14	applied	apply	VERB
easat-10383	195	15	in	in	ADP
easat-10383	195	16	various	various	ADJ
easat-10383	195	17	fields	field	NOUN
easat-10383	195	18	,	,	PUNCT
easat-10383	195	19	most	most	ADV
easat-10383	195	20	notably	notably	ADV
easat-10383	195	21	in	in	ADP
easat-10383	195	22	medical	medical	ADJ
easat-10383	195	23	imaging	imaging	NOUN
easat-10383	195	24	.	.	PUNCT
easat-10383	196	1	it	it	PRON
easat-10383	196	2	is	be	AUX
easat-10383	196	3	especially	especially	ADV
easat-10383	196	4	valuable	valuable	ADJ
easat-10383	196	5	in	in	ADP
easat-10383	196	6	tasks	task	NOUN
easat-10383	196	7	such	such	ADJ
easat-10383	196	8	as	as	ADP
easat-10383	196	9	tumour	tumour	PROPN
easat-10383	196	10	boundary	boundary	ADJ
easat-10383	196	11	detection	detection	NOUN
easat-10383	196	12	in	in	ADP
easat-10383	196	13	mri	mri	NOUN
easat-10383	196	14	and	and	CCONJ
easat-10383	196	15	ct	ct	PROPN
easat-10383	196	16	scans	scan	NOUN
easat-10383	196	17	,	,	PUNCT
easat-10383	196	18	where	where	SCONJ
easat-10383	196	19	the	the	DET
easat-10383	196	20	ability	ability	NOUN
easat-10383	196	21	to	to	PART
easat-10383	196	22	handle	handle	VERB
easat-10383	196	23	irregular	irregular	ADJ
easat-10383	196	24	,	,	PUNCT
easat-10383	196	25	intricate	intricate	ADJ
easat-10383	196	26	shapes	shape	NOUN
easat-10383	196	27	is	be	AUX
easat-10383	196	28	crucial	crucial	ADJ
easat-10383	196	29	.	.	PUNCT
easat-10383	197	1	its	its	PRON
easat-10383	197	2	robustness	robustness	NOUN
easat-10383	197	3	against	against	ADP
easat-10383	197	4	noise	noise	NOUN
easat-10383	197	5	and	and	CCONJ
easat-10383	197	6	adaptability	adaptability	NOUN
easat-10383	197	7	to	to	ADP
easat-10383	197	8	various	various	ADJ
easat-10383	197	9	image	image	NOUN
easat-10383	197	10	types	type	NOUN
easat-10383	197	11	further	far	ADV
easat-10383	197	12	enhance	enhance	VERB
easat-10383	197	13	its	its	PRON
easat-10383	197	14	versatility	versatility	NOUN
easat-10383	197	15	.	.	PUNCT
easat-10383	198	1	drlse	drlse	PROPN
easat-10383	198	2	represents	represent	VERB
easat-10383	198	3	a	a	DET
easat-10383	198	4	significant	significant	ADJ
easat-10383	198	5	advancement	advancement	NOUN
easat-10383	198	6	in	in	ADP
easat-10383	198	7	image	image	NOUN
easat-10383	198	8	segmentation	segmentation	NOUN
easat-10383	198	9	technology	technology	NOUN
easat-10383	198	10	,	,	PUNCT
easat-10383	198	11	combining	combine	VERB
easat-10383	198	12	mathematical	mathematical	ADJ
easat-10383	198	13	rigour	rigour	NOUN
easat-10383	198	14	with	with	ADP
easat-10383	198	15	practical	practical	ADJ
easat-10383	198	16	utility	utility	NOUN
easat-10383	198	17	to	to	PART
easat-10383	198	18	solve	solve	VERB
easat-10383	198	19	complex	complex	ADJ
easat-10383	198	20	imaging	imaging	NOUN
easat-10383	198	21	problems	problem	NOUN
easat-10383	198	22	more	more	ADV
easat-10383	198	23	effectively	effectively	ADV
easat-10383	198	24	.	.	PUNCT
easat-10383	199	1	thermal	thermal	ADJ
easat-10383	199	2	image	image	NOUN
easat-10383	199	3	capture	capture	NOUN
easat-10383	199	4	conversion	conversion	NOUN
easat-10383	199	5	to	to	ADP
easat-10383	199	6	grayscale	grayscale	NOUN
easat-10383	199	7	noise	noise	NOUN
easat-10383	199	8	reduction	reduction	NOUN
easat-10383	199	9	(	(	PUNCT
easat-10383	199	10	gaussian	gaussian	ADJ
easat-10383	199	11	smoothing	smoothing	NOUN
easat-10383	199	12	)	)	PUNCT
easat-10383	199	13	separating	separate	VERB
easat-10383	199	14	the	the	DET
easat-10383	199	15	left	left	ADJ
easat-10383	199	16	and	and	CCONJ
easat-10383	199	17	right	right	ADJ
easat-10383	199	18	breast	breast	NOUN
easat-10383	199	19	image	image	NOUN
easat-10383	199	20	distance	distance	NOUN
easat-10383	199	21	regularized	regularize	VERB
easat-10383	199	22	level	level	NOUN
easat-10383	199	23	set	set	VERB
easat-10383	199	24	evolution	evolution	NOUN
easat-10383	199	25	(	(	PUNCT
easat-10383	199	26	dlrse	dlrse	NOUN
easat-10383	199	27	)	)	PUNCT
easat-10383	199	28	level	level	NOUN
easat-10383	199	29	set	set	VERB
easat-10383	199	30	function	function	NOUN
easat-10383	199	31	for	for	ADP
easat-10383	199	32	image	image	NOUN
easat-10383	199	33	segmentation	segmentation	NOUN
easat-10383	199	34	marking	mark	VERB
easat-10383	199	35	contour	contour	NOUN
easat-10383	199	36	contour	contour	NOUN
easat-10383	199	37	segmentation	segmentation	NOUN
easat-10383	199	38	figure	figure	NOUN
easat-10383	199	39	7	7	NUM
easat-10383	199	40	.	.	PUNCT
easat-10383	199	41	thermal	thermal	ADJ
easat-10383	199	42	image	image	NOUN
easat-10383	199	43	capture	capture	NOUN
easat-10383	199	44	.	.	PUNCT
easat-10383	200	1	figure	figure	VERB
easat-10383	200	2	7	7	NUM
easat-10383	200	3	illustrates	illustrate	VERB
easat-10383	200	4	the	the	DET
easat-10383	200	5	thermal	thermal	ADJ
easat-10383	200	6	imaging	imaging	NOUN
easat-10383	200	7	process	process	NOUN
easat-10383	200	8	used	use	VERB
easat-10383	200	9	in	in	ADP
easat-10383	200	10	breast	breast	NOUN
easat-10383	200	11	abnormality	abnormality	NOUN
easat-10383	200	12	detection	detection	NOUN
easat-10383	200	13	.	.	PUNCT
easat-10383	201	1	an	an	DET
easat-10383	201	2	infrared	infrared	ADJ
easat-10383	201	3	thermal	thermal	ADJ
easat-10383	201	4	camera	camera	NOUN
easat-10383	201	5	is	be	AUX
easat-10383	201	6	positioned	position	VERB
easat-10383	201	7	to	to	PART
easat-10383	201	8	scan	scan	VERB
easat-10383	201	9	the	the	DET
easat-10383	201	10	breast	breast	NOUN
easat-10383	201	11	area	area	NOUN
easat-10383	201	12	,	,	PUNCT
easat-10383	201	13	detecting	detect	VERB
easat-10383	201	14	infrared	infrared	ADJ
easat-10383	201	15	radiation	radiation	NOUN
easat-10383	201	16	naturally	naturally	ADV
easat-10383	201	17	emitted	emit	VERB
easat-10383	201	18	by	by	ADP
easat-10383	201	19	the	the	DET
easat-10383	201	20	body	body	NOUN
easat-10383	201	21	as	as	ADP
easat-10383	201	22	heat	heat	NOUN
easat-10383	201	23	.	.	PUNCT
easat-10383	202	1	this	this	DET
easat-10383	202	2	non	non	ADJ
easat-10383	202	3	-	-	ADJ
easat-10383	202	4	invasive	invasive	ADJ
easat-10383	202	5	imaging	imaging	NOUN
easat-10383	202	6	technique	technique	NOUN
easat-10383	202	7	maps	map	VERB
easat-10383	202	8	temperature	temperature	NOUN
easat-10383	202	9	variations	variation	NOUN
easat-10383	202	10	on	on	ADP
easat-10383	202	11	the	the	DET
easat-10383	202	12	skin	skin	NOUN
easat-10383	202	13	’s	’s	PART
easat-10383	202	14	surface	surface	NOUN
easat-10383	202	15	,	,	PUNCT
easat-10383	202	16	which	which	PRON
easat-10383	202	17	can	can	AUX
easat-10383	202	18	indicate	indicate	VERB
easat-10383	202	19	underlying	underlie	VERB
easat-10383	202	20	abnormalities	abnormality	NOUN
easat-10383	202	21	such	such	ADJ
easat-10383	202	22	as	as	ADP
easat-10383	202	23	tumors	tumor	NOUN
easat-10383	202	24	or	or	CCONJ
easat-10383	202	25	inflammation	inflammation	NOUN
easat-10383	202	26	.	.	PUNCT
easat-10383	203	1	since	since	SCONJ
easat-10383	203	2	abnormal	abnormal	ADJ
easat-10383	203	3	tissues	tissue	NOUN
easat-10383	203	4	often	often	ADV
easat-10383	203	5	have	have	VERB
easat-10383	203	6	higher	high	ADJ
easat-10383	203	7	metabolic	metabolic	NOUN
easat-10383	203	8	activity	activity	NOUN
easat-10383	203	9	,	,	PUNCT
easat-10383	203	10	they	they	PRON
easat-10383	203	11	emit	emit	VERB
easat-10383	203	12	more	more	ADJ
easat-10383	203	13	heat	heat	NOUN
easat-10383	203	14	,	,	PUNCT
easat-10383	203	15	resulting	result	VERB
easat-10383	203	16	in	in	ADP
easat-10383	203	17	localized	localized	ADJ
easat-10383	203	18	temperature	temperature	NOUN
easat-10383	203	19	differences	difference	NOUN
easat-10383	203	20	that	that	SCONJ
easat-10383	203	21	the	the	DET
easat-10383	203	22	thermal	thermal	ADJ
easat-10383	203	23	camera	camera	NOUN
easat-10383	203	24	detects	detect	NOUN
easat-10383	203	25	.	.	PUNCT
easat-10383	204	1	the	the	DET
easat-10383	204	2	captured	capture	VERB
easat-10383	204	3	thermal	thermal	ADJ
easat-10383	204	4	images	image	NOUN
easat-10383	204	5	provide	provide	VERB
easat-10383	204	6	valuable	valuable	ADJ
easat-10383	204	7	functional	functional	ADJ
easat-10383	204	8	information	information	NOUN
easat-10383	204	9	that	that	PRON
easat-10383	204	10	complements	complement	VERB
easat-10383	204	11	structural	structural	ADJ
easat-10383	204	12	imaging	imaging	NOUN
easat-10383	204	13	methods	method	NOUN
easat-10383	204	14	like	like	ADP
easat-10383	204	15	mammography	mammography	NOUN
easat-10383	204	16	or	or	CCONJ
easat-10383	204	17	ultrasound	ultrasound	NOUN
easat-10383	204	18	.	.	PUNCT
easat-10383	205	1	the	the	DET
easat-10383	205	2	controlled	control	VERB
easat-10383	205	3	environment	environment	NOUN
easat-10383	205	4	minimizes	minimize	VERB
easat-10383	205	5	external	external	ADJ
easat-10383	205	6	temperature	temperature	NOUN
easat-10383	205	7	influences	influence	NOUN
easat-10383	205	8	,	,	PUNCT
easat-10383	205	9	ensuring	ensure	VERB
easat-10383	205	10	accurate	accurate	ADJ
easat-10383	205	11	readings	reading	NOUN
easat-10383	205	12	.	.	PUNCT
easat-10383	206	1	this	this	DET
easat-10383	206	2	process	process	NOUN
easat-10383	206	3	forms	form	VERB
easat-10383	206	4	the	the	DET
easat-10383	206	5	foundational	foundational	ADJ
easat-10383	206	6	step	step	NOUN
easat-10383	206	7	in	in	ADP
easat-10383	206	8	thermofusionnet	thermofusionnet	NOUN
easat-10383	206	9	by	by	ADP
easat-10383	206	10	supplying	supply	VERB
easat-10383	206	11	thermal	thermal	ADJ
easat-10383	206	12	data	datum	NOUN
easat-10383	206	13	critical	critical	ADJ
easat-10383	206	14	for	for	ADP
easat-10383	206	15	detecting	detect	VERB
easat-10383	206	16	breast	breast	NOUN
easat-10383	206	17	abnormalities	abnormality	NOUN
easat-10383	206	18	.	.	PUNCT
easat-10383	207	1	198	198	NUM
easat-10383	207	2	edelweiss	edelweiss	PROPN
easat-10383	207	3	applied	apply	VERB
easat-10383	207	4	science	science	NOUN
easat-10383	207	5	and	and	CCONJ
easat-10383	207	6	technology	technology	NOUN
easat-10383	207	7	issn	issn	PROPN
easat-10383	207	8	:	:	PUNCT
easat-10383	207	9	2576	2576	NUM
easat-10383	207	10	-	-	SYM
easat-10383	207	11	8484	8484	NUM
easat-10383	207	12	vol	vol	NOUN
easat-10383	207	13	.	.	PROPN
easat-10383	208	1	9	9	NUM
easat-10383	208	2	,	,	PUNCT
easat-10383	208	3	no	no	INTJ
easat-10383	208	4	.	.	NOUN
easat-10383	208	5	10	10	NUM
easat-10383	208	6	:	:	SYM
easat-10383	208	7	189	189	NUM
easat-10383	208	8	-	-	SYM
easat-10383	208	9	211	211	NUM
easat-10383	208	10	,	,	PUNCT
easat-10383	208	11	2025	2025	NUM
easat-10383	208	12	doi	doi	NOUN
easat-10383	208	13	:	:	PUNCT
easat-10383	208	14	10.55214/2576	10.55214/2576	NUM
easat-10383	208	15	-	-	SYM
easat-10383	208	16	8484.v9i10.10383	8484.v9i10.10383	NOUN
easat-10383	208	17	©	©	PROPN
easat-10383	208	18	2025	2025	NUM
easat-10383	208	19	by	by	ADP
easat-10383	208	20	the	the	DET
easat-10383	208	21	authors	author	NOUN
easat-10383	208	22	;	;	PUNCT
easat-10383	208	23	licensee	licensee	PROPN
easat-10383	208	24	learning	learn	VERB
easat-10383	208	25	gate	gate	PROPN
easat-10383	208	26	figure	figure	NOUN
easat-10383	208	27	8	8	NUM
easat-10383	208	28	.	.	PUNCT
easat-10383	209	1	contour	contour	NOUN
easat-10383	209	2	segmentation	segmentation	NOUN
easat-10383	209	3	and	and	CCONJ
easat-10383	209	4	segmented	segment	VERB
easat-10383	209	5	image	image	NOUN
easat-10383	209	6	.	.	PUNCT
easat-10383	210	1	figure	figure	NOUN
easat-10383	210	2	8	8	NUM
easat-10383	210	3	illustrates	illustrate	VERB
easat-10383	210	4	the	the	DET
easat-10383	210	5	contour	contour	NOUN
easat-10383	210	6	segmentation	segmentation	NOUN
easat-10383	210	7	process	process	NOUN
easat-10383	210	8	applied	apply	VERB
easat-10383	210	9	to	to	ADP
easat-10383	210	10	thermal	thermal	ADJ
easat-10383	210	11	images	image	NOUN
easat-10383	210	12	for	for	ADP
easat-10383	210	13	breast	breast	NOUN
easat-10383	210	14	abnormality	abnormality	NOUN
easat-10383	210	15	detection	detection	NOUN
easat-10383	210	16	.	.	PUNCT
easat-10383	211	1	the	the	DET
easat-10383	211	2	original	original	ADJ
easat-10383	211	3	thermal	thermal	ADJ
easat-10383	211	4	image	image	NOUN
easat-10383	211	5	undergoes	undergoe	NOUN
easat-10383	211	6	pre	pre	ADJ
easat-10383	211	7	-	-	ADJ
easat-10383	211	8	processing	processing	ADJ
easat-10383	211	9	to	to	PART
easat-10383	211	10	enhance	enhance	VERB
easat-10383	211	11	contrast	contrast	NOUN
easat-10383	211	12	and	and	CCONJ
easat-10383	211	13	highlight	highlight	VERB
easat-10383	211	14	regions	region	NOUN
easat-10383	211	15	of	of	ADP
easat-10383	211	16	interest	interest	NOUN
easat-10383	211	17	.	.	PUNCT
easat-10383	212	1	the	the	DET
easat-10383	212	2	contour	contour	NOUN
easat-10383	212	3	segmentation	segmentation	NOUN
easat-10383	212	4	algorithm	algorithm	NOUN
easat-10383	212	5	then	then	ADV
easat-10383	212	6	identifies	identify	VERB
easat-10383	212	7	and	and	CCONJ
easat-10383	212	8	traces	trace	VERB
easat-10383	212	9	the	the	DET
easat-10383	212	10	boundaries	boundary	NOUN
easat-10383	212	11	of	of	ADP
easat-10383	212	12	distinct	distinct	ADJ
easat-10383	212	13	thermal	thermal	ADJ
easat-10383	212	14	patterns	pattern	NOUN
easat-10383	212	15	,	,	PUNCT
easat-10383	212	16	isolating	isolate	VERB
easat-10383	212	17	areas	area	NOUN
easat-10383	212	18	that	that	PRON
easat-10383	212	19	may	may	AUX
easat-10383	212	20	correspond	correspond	VERB
easat-10383	212	21	to	to	ADP
easat-10383	212	22	abnormal	abnormal	ADJ
easat-10383	212	23	heat	heat	NOUN
easat-10383	212	24	signatures	signature	NOUN
easat-10383	212	25	indicative	indicative	ADJ
easat-10383	212	26	of	of	ADP
easat-10383	212	27	tumours	tumour	NOUN
easat-10383	212	28	or	or	CCONJ
easat-10383	212	29	inflammation	inflammation	NOUN
easat-10383	212	30	.	.	PUNCT
easat-10383	213	1	the	the	DET
easat-10383	213	2	resulting	result	VERB
easat-10383	213	3	segmented	segment	VERB
easat-10383	213	4	image	image	NOUN
easat-10383	213	5	delineates	delineate	VERB
easat-10383	213	6	these	these	DET
easat-10383	213	7	regions	region	NOUN
easat-10383	213	8	with	with	ADP
easat-10383	213	9	precise	precise	ADJ
easat-10383	213	10	contour	contour	NOUN
easat-10383	213	11	lines	line	NOUN
easat-10383	213	12	,	,	PUNCT
easat-10383	213	13	separating	separate	VERB
easat-10383	213	14	abnormal	abnormal	ADJ
easat-10383	213	15	zones	zone	NOUN
easat-10383	213	16	from	from	ADP
easat-10383	213	17	healthy	healthy	ADJ
easat-10383	213	18	tissue	tissue	NOUN
easat-10383	213	19	.	.	PUNCT
easat-10383	214	1	this	this	DET
easat-10383	214	2	segmentation	segmentation	NOUN
easat-10383	214	3	is	be	AUX
easat-10383	214	4	crucial	crucial	ADJ
easat-10383	214	5	for	for	ADP
easat-10383	214	6	focusing	focus	VERB
easat-10383	214	7	the	the	DET
easat-10383	214	8	analysis	analysis	NOUN
easat-10383	214	9	on	on	ADP
easat-10383	214	10	potential	potential	ADJ
easat-10383	214	11	abnormalities	abnormality	NOUN
easat-10383	214	12	and	and	CCONJ
easat-10383	214	13	reducing	reduce	VERB
easat-10383	214	14	noise	noise	NOUN
easat-10383	214	15	from	from	ADP
easat-10383	214	16	irrelevant	irrelevant	ADJ
easat-10383	214	17	areas	area	NOUN
easat-10383	214	18	.	.	PUNCT
easat-10383	215	1	thermofusionnet	thermofusionnet	NOUN
easat-10383	215	2	accurately	accurately	ADV
easat-10383	215	3	extracts	extract	VERB
easat-10383	215	4	features	feature	NOUN
easat-10383	215	5	related	relate	VERB
easat-10383	215	6	to	to	ADP
easat-10383	215	7	breast	breast	NOUN
easat-10383	215	8	abnormalities	abnormality	NOUN
easat-10383	215	9	,	,	PUNCT
easat-10383	215	10	improving	improve	VERB
easat-10383	215	11	detection	detection	NOUN
easat-10383	215	12	performance	performance	NOUN
easat-10383	215	13	.	.	PUNCT
easat-10383	216	1	this	this	PRON
easat-10383	216	2	refines	refine	VERB
easat-10383	216	3	raw	raw	ADJ
easat-10383	216	4	thermal	thermal	ADJ
easat-10383	216	5	data	datum	NOUN
easat-10383	216	6	into	into	ADP
easat-10383	216	7	actionable	actionable	ADJ
easat-10383	216	8	information	information	NOUN
easat-10383	216	9	for	for	ADP
easat-10383	216	10	effective	effective	ADJ
easat-10383	216	11	diagnosis	diagnosis	NOUN
easat-10383	216	12	.	.	PUNCT
easat-10383	217	1	3.4	3.4	NUM
easat-10383	217	2	.	.	PUNCT
easat-10383	217	3	breast	breast	NOUN
easat-10383	217	4	abnormality	abnormality	NOUN
easat-10383	217	5	detection	detection	NOUN
easat-10383	217	6	using	use	VERB
easat-10383	217	7	thermofusionnet	thermofusionnet	NOUN
easat-10383	217	8	breast	breast	NOUN
easat-10383	217	9	abnormality	abnormality	NOUN
easat-10383	217	10	detection	detection	NOUN
easat-10383	217	11	using	use	VERB
easat-10383	217	12	thermofusionnet	thermofusionnet	NOUN
easat-10383	217	13	involves	involve	NOUN
easat-10383	217	14	applying	apply	VERB
easat-10383	217	15	deep	deep	ADJ
easat-10383	217	16	learning	learning	NOUN
easat-10383	217	17	to	to	PART
easat-10383	217	18	analyze	analyze	VERB
easat-10383	217	19	visual	visual	ADJ
easat-10383	217	20	and	and	CCONJ
easat-10383	217	21	infrared	infrared	ADJ
easat-10383	217	22	thermal	thermal	ADJ
easat-10383	217	23	images	image	NOUN
easat-10383	217	24	.	.	PUNCT
easat-10383	218	1	the	the	DET
easat-10383	218	2	model	model	NOUN
easat-10383	218	3	processes	process	VERB
easat-10383	218	4	visual	visual	ADJ
easat-10383	218	5	images	image	NOUN
easat-10383	218	6	to	to	PART
easat-10383	218	7	capture	capture	VERB
easat-10383	218	8	detailed	detailed	ADJ
easat-10383	218	9	anatomical	anatomical	ADJ
easat-10383	218	10	features	feature	NOUN
easat-10383	218	11	and	and	CCONJ
easat-10383	218	12	uses	use	VERB
easat-10383	218	13	current	current	ADJ
easat-10383	218	14	images	image	NOUN
easat-10383	218	15	to	to	PART
easat-10383	218	16	notice	notice	VERB
easat-10383	218	17	subtle	subtle	ADJ
easat-10383	218	18	temperature	temperature	NOUN
easat-10383	218	19	variations	variation	NOUN
easat-10383	218	20	that	that	PRON
easat-10383	218	21	may	may	AUX
easat-10383	218	22	indicate	indicate	VERB
easat-10383	218	23	abnormalities	abnormality	NOUN
easat-10383	218	24	such	such	ADJ
easat-10383	218	25	as	as	ADP
easat-10383	218	26	tumors	tumor	NOUN
easat-10383	218	27	or	or	CCONJ
easat-10383	218	28	cysts	cyst	NOUN
easat-10383	218	29	.	.	PUNCT
easat-10383	219	1	anisotropic	anisotropic	NOUN
easat-10383	219	2	gaussian	gaussian	ADJ
easat-10383	219	3	smoothing	smooth	VERB
easat-10383	219	4	gradient	gradient	NOUN
easat-10383	219	5	-	-	PUNCT
easat-10383	219	6	based	base	VERB
easat-10383	219	7	optimization	optimization	NOUN
easat-10383	219	8	(	(	PUNCT
easat-10383	219	9	agsgo	agsgo	NOUN
easat-10383	219	10	)	)	PUNCT
easat-10383	219	11	enhances	enhance	VERB
easat-10383	219	12	breast	breast	NOUN
easat-10383	219	13	abnormality	abnormality	NOUN
easat-10383	219	14	detection	detection	NOUN
easat-10383	219	15	in	in	ADP
easat-10383	219	16	thermofusionnet	thermofusionnet	NOUN
easat-10383	219	17	by	by	ADP
easat-10383	219	18	improving	improve	VERB
easat-10383	219	19	feature	feature	NOUN
easat-10383	219	20	sensitivity	sensitivity	NOUN
easat-10383	219	21	,	,	PUNCT
easat-10383	219	22	suppressing	suppress	VERB
easat-10383	219	23	noise	noise	NOUN
easat-10383	219	24	,	,	PUNCT
easat-10383	219	25	and	and	CCONJ
easat-10383	219	26	accelerating	accelerate	VERB
easat-10383	219	27	convergence	convergence	NOUN
easat-10383	219	28	for	for	ADP
easat-10383	219	29	accurate	accurate	ADJ
easat-10383	219	30	,	,	PUNCT
easat-10383	219	31	efficient	efficient	ADJ
easat-10383	219	32	thermal	thermal	ADJ
easat-10383	219	33	image	image	NOUN
easat-10383	219	34	segmentation	segmentation	NOUN
easat-10383	219	35	.	.	PUNCT
easat-10383	220	1	thermofusionnet	thermofusionnet	NOUN
easat-10383	220	2	combines	combine	VERB
easat-10383	220	3	these	these	DET
easat-10383	220	4	two	two	NUM
easat-10383	220	5	modalities	modality	NOUN
easat-10383	220	6	through	through	ADP
easat-10383	220	7	data	datum	NOUN
easat-10383	220	8	fusion	fusion	NOUN
easat-10383	220	9	techniques	technique	NOUN
easat-10383	220	10	,	,	PUNCT
easat-10383	220	11	allowing	allow	VERB
easat-10383	220	12	the	the	DET
easat-10383	220	13	model	model	NOUN
easat-10383	220	14	to	to	PART
easat-10383	220	15	utilize	utilize	VERB
easat-10383	220	16	complementary	complementary	ADJ
easat-10383	220	17	information	information	NOUN
easat-10383	220	18	for	for	ADP
easat-10383	220	19	more	more	ADV
easat-10383	220	20	accurate	accurate	ADJ
easat-10383	220	21	and	and	CCONJ
easat-10383	220	22	reliable	reliable	ADJ
easat-10383	220	23	detection	detection	NOUN
easat-10383	220	24	.	.	PUNCT
easat-10383	221	1	by	by	ADP
easat-10383	221	2	training	train	VERB
easat-10383	221	3	on	on	ADP
easat-10383	221	4	a	a	DET
easat-10383	221	5	large	large	ADJ
easat-10383	221	6	dataset	dataset	NOUN
easat-10383	221	7	of	of	ADP
easat-10383	221	8	labeled	label	VERB
easat-10383	221	9	images	image	NOUN
easat-10383	221	10	,	,	PUNCT
easat-10383	221	11	the	the	DET
easat-10383	221	12	model	model	NOUN
easat-10383	221	13	learns	learn	VERB
easat-10383	221	14	to	to	PART
easat-10383	221	15	distinguish	distinguish	VERB
easat-10383	221	16	between	between	ADP
easat-10383	221	17	normal	normal	ADJ
easat-10383	221	18	and	and	CCONJ
easat-10383	221	19	abnormal	abnormal	ADJ
easat-10383	221	20	tissues	tissue	NOUN
easat-10383	221	21	,	,	PUNCT
easat-10383	221	22	enabling	enable	VERB
easat-10383	221	23	early	early	ADJ
easat-10383	221	24	discovery	discovery	NOUN
easat-10383	221	25	of	of	ADP
easat-10383	221	26	breast	breast	NOUN
easat-10383	221	27	abnormalities	abnormality	NOUN
easat-10383	221	28	in	in	ADP
easat-10383	221	29	a	a	DET
easat-10383	221	30	non	non	ADJ
easat-10383	221	31	-	-	ADJ
easat-10383	221	32	invasive	invasive	ADJ
easat-10383	221	33	,	,	PUNCT
easat-10383	221	34	cost	cost	NOUN
easat-10383	221	35	-	-	PUNCT
easat-10383	221	36	effective	effective	ADJ
easat-10383	221	37	manner	manner	NOUN
easat-10383	221	38	.	.	PUNCT
easat-10383	222	1	3.4.1	3.4.1	X
easat-10383	222	2	.	.	X
easat-10383	222	3	anisotropic	anisotropic	NOUN
easat-10383	222	4	gaussian	gaussian	NOUN
easat-10383	222	5	smoothing	smooth	VERB
easat-10383	222	6	gradient	gradient	NOUN
easat-10383	222	7	-	-	PUNCT
easat-10383	222	8	based	base	VERB
easat-10383	222	9	optimisation	optimisation	NOUN
easat-10383	222	10	(	(	PUNCT
easat-10383	222	11	agsgo	agsgo	PROPN
easat-10383	222	12	)	)	PUNCT
easat-10383	222	13	the	the	DET
easat-10383	222	14	term	term	NOUN
easat-10383	222	15	anisotropic	anisotropic	NOUN
easat-10383	222	16	gaussian	gaussian	NOUN
easat-10383	222	17	smoothing	smooth	VERB
easat-10383	222	18	gradient	gradient	NOUN
easat-10383	222	19	-	-	PUNCT
easat-10383	222	20	based	base	VERB
easat-10383	222	21	optimisation	optimisation	NOUN
easat-10383	222	22	(	(	PUNCT
easat-10383	222	23	agsgo	agsgo	NOUN
easat-10383	222	24	)	)	PUNCT
easat-10383	222	25	is	be	AUX
easat-10383	222	26	not	not	PART
easat-10383	222	27	recognized	recognize	VERB
easat-10383	222	28	in	in	ADP
easat-10383	222	29	established	establish	VERB
easat-10383	222	30	literature	literature	NOUN
easat-10383	222	31	.	.	PUNCT
easat-10383	223	1	however	however	ADV
easat-10383	223	2	,	,	PUNCT
easat-10383	223	3	there	there	PRON
easat-10383	223	4	is	be	VERB
easat-10383	223	5	a	a	DET
easat-10383	223	6	concept	concept	NOUN
easat-10383	223	7	known	know	VERB
easat-10383	223	8	as	as	ADP
easat-10383	223	9	anisotropic	anisotropic	NOUN
easat-10383	223	10	gaussian	gaussian	NOUN
easat-10383	223	11	smoothing	smoothing	NOUN
easat-10383	223	12	for	for	ADP
easat-10383	223	13	gradient	gradient	NOUN
easat-10383	223	14	-	-	PUNCT
easat-10383	223	15	based	base	VERB
easat-10383	223	16	optimisation	optimisation	NOUN
easat-10383	223	17	.	.	PUNCT
easat-10383	224	1	this	this	DET
easat-10383	224	2	method	method	NOUN
easat-10383	224	3	enhances	enhance	VERB
easat-10383	224	4	traditional	traditional	ADJ
easat-10383	224	5	gradient	gradient	NOUN
easat-10383	224	6	-	-	PUNCT
easat-10383	224	7	based	base	VERB
easat-10383	224	8	optimisation	optimisation	NOUN
easat-10383	224	9	algorithms	algorithm	NOUN
easat-10383	224	10	by	by	ADP
easat-10383	224	11	applying	apply	VERB
easat-10383	224	12	anisotropic	anisotropic	NOUN
easat-10383	224	13	gaussian	gaussian	NOUN
easat-10383	224	14	smoothing	smoothing	NOUN
easat-10383	224	15	to	to	ADP
easat-10383	224	16	the	the	DET
easat-10383	224	17	gradient	gradient	NOUN
easat-10383	224	18	estimates	estimate	NOUN
easat-10383	224	19	,	,	PUNCT
easat-10383	224	20	aiming	aim	VERB
easat-10383	224	21	to	to	PART
easat-10383	224	22	improve	improve	VERB
easat-10383	224	23	convergence	convergence	NOUN
easat-10383	224	24	and	and	CCONJ
easat-10383	224	25	avoid	avoid	VERB
easat-10383	224	26	suboptimal	suboptimal	ADJ
easat-10383	224	27	local	local	ADJ
easat-10383	224	28	minima	minima	PROPN
easat-10383	224	29	.	.	PUNCT
easat-10383	225	1	the	the	DET
easat-10383	225	2	primary	primary	ADJ
easat-10383	225	3	goal	goal	NOUN
easat-10383	225	4	of	of	ADP
easat-10383	225	5	this	this	DET
easat-10383	225	6	approach	approach	NOUN
easat-10383	225	7	is	be	AUX
easat-10383	225	8	to	to	PART
easat-10383	225	9	replace	replace	VERB
easat-10383	225	10	the	the	DET
easat-10383	225	11	standard	standard	ADJ
easat-10383	225	12	gradient	gradient	NOUN
easat-10383	225	13	with	with	ADP
easat-10383	225	14	a	a	DET
easat-10383	225	15	non	non	ADJ
easat-10383	225	16	-	-	ADJ
easat-10383	225	17	local	local	ADJ
easat-10383	225	18	gradient	gradient	NOUN
easat-10383	225	19	derived	derive	VERB
easat-10383	225	20	from	from	ADP
easat-10383	225	21	averaging	average	VERB
easat-10383	225	22	function	function	NOUN
easat-10383	225	23	values	value	NOUN
easat-10383	225	24	using	use	VERB
easat-10383	225	25	anisotropic	anisotropic	NOUN
easat-10383	225	26	gaussian	gaussian	ADJ
easat-10383	225	27	smoothing	smoothing	NOUN
easat-10383	225	28	.	.	PUNCT
easat-10383	226	1	unlike	unlike	ADP
easat-10383	226	2	isotropic	isotropic	ADJ
easat-10383	226	3	gaussian	gaussian	NOUN
easat-10383	226	4	smoothing	smoothing	NOUN
easat-10383	226	5	,	,	PUNCT
easat-10383	226	6	which	which	PRON
easat-10383	226	7	applies	apply	VERB
easat-10383	226	8	uniform	uniform	ADJ
easat-10383	226	9	smoothing	smooth	VERB
easat-10383	226	10	in	in	ADP
easat-10383	226	11	all	all	DET
easat-10383	226	12	directions	direction	NOUN
easat-10383	226	13	,	,	PUNCT
easat-10383	226	14	anisotropic	anisotropic	NOUN
easat-10383	226	15	smoothing	smoothing	NOUN
easat-10383	226	16	adapts	adapt	VERB
easat-10383	226	17	the	the	DET
easat-10383	226	18	smoothing	smoothing	NOUN
easat-10383	226	19	directionality	directionality	NOUN
easat-10383	226	20	199	199	NUM
easat-10383	226	21	edelweiss	edelweiss	PROPN
easat-10383	226	22	applied	apply	VERB
easat-10383	226	23	science	science	NOUN
easat-10383	226	24	and	and	CCONJ
easat-10383	226	25	technology	technology	NOUN
easat-10383	226	26	issn	issn	PROPN
easat-10383	226	27	:	:	PUNCT
easat-10383	226	28	2576	2576	NUM
easat-10383	226	29	-	-	SYM
easat-10383	226	30	8484	8484	NUM
easat-10383	226	31	vol	vol	NOUN
easat-10383	226	32	.	.	PROPN
easat-10383	227	1	9	9	NUM
easat-10383	227	2	,	,	PUNCT
easat-10383	227	3	no	no	INTJ
easat-10383	227	4	.	.	NOUN
easat-10383	227	5	10	10	NUM
easat-10383	227	6	:	:	SYM
easat-10383	227	7	189	189	NUM
easat-10383	227	8	-	-	SYM
easat-10383	227	9	211	211	NUM
easat-10383	227	10	,	,	PUNCT
easat-10383	227	11	2025	2025	NUM
easat-10383	227	12	doi	doi	NOUN
easat-10383	227	13	:	:	PUNCT
easat-10383	227	14	10.55214/2576	10.55214/2576	NUM
easat-10383	227	15	-	-	SYM
easat-10383	227	16	8484.v9i10.10383	8484.v9i10.10383	NOUN
easat-10383	227	17	©	©	PROPN
easat-10383	227	18	2025	2025	NUM
easat-10383	227	19	by	by	ADP
easat-10383	227	20	the	the	DET
easat-10383	227	21	authors	author	NOUN
easat-10383	227	22	;	;	PUNCT
easat-10383	227	23	licensee	licensee	PROPN
easat-10383	227	24	learning	learning	NOUN
easat-10383	227	25	gate	gate	NOUN
easat-10383	227	26	based	base	VERB
easat-10383	227	27	on	on	ADP
easat-10383	227	28	the	the	DET
easat-10383	227	29	properties	property	NOUN
easat-10383	227	30	of	of	ADP
easat-10383	227	31	the	the	DET
easat-10383	227	32	underlying	underlie	VERB
easat-10383	227	33	function	function	NOUN
easat-10383	227	34	.	.	PUNCT
easat-10383	228	1	this	this	DET
easat-10383	228	2	adaptation	adaptation	NOUN
easat-10383	228	3	is	be	AUX
easat-10383	228	4	achieved	achieve	VERB
easat-10383	228	5	by	by	ADP
easat-10383	228	6	adjusting	adjust	VERB
easat-10383	228	7	the	the	DET
easat-10383	228	8	covariance	covariance	NOUN
easat-10383	228	9	matrix	matrix	NOUN
easat-10383	228	10	of	of	ADP
easat-10383	228	11	the	the	DET
easat-10383	228	12	gaussian	gaussian	ADJ
easat-10383	228	13	distribution	distribution	NOUN
easat-10383	228	14	,	,	PUNCT
easat-10383	228	15	allowing	allow	VERB
easat-10383	228	16	for	for	ADP
easat-10383	228	17	directional	directional	ADJ
easat-10383	228	18	smoothing	smoothing	NOUN
easat-10383	228	19	tailored	tailor	VERB
easat-10383	228	20	to	to	ADP
easat-10383	228	21	the	the	DET
easat-10383	228	22	gradient	gradient	NOUN
easat-10383	228	23	's	's	PART
easat-10383	228	24	behaviour	behaviour	NOUN
easat-10383	228	25	.	.	PUNCT
easat-10383	229	1	let	let	VERB
easat-10383	229	2	𝑓	𝑓	PRON
easat-10383	229	3	:	:	PUNCT
easat-10383	229	4	𝑅𝑛	𝑅𝑛	PROPN
easat-10383	229	5	→	→	SYM
easat-10383	229	6	𝑅	𝑅	PROPN
easat-10383	229	7	be	be	AUX
easat-10383	229	8	the	the	DET
easat-10383	229	9	objective	objective	ADJ
easat-10383	229	10	function	function	NOUN
easat-10383	229	11	to	to	PART
easat-10383	229	12	be	be	AUX
easat-10383	229	13	minimised	minimise	VERB
easat-10383	229	14	.	.	PUNCT
easat-10383	230	1	the	the	DET
easat-10383	230	2	standard	standard	ADJ
easat-10383	230	3	gradient	gradient	ADJ
easat-10383	230	4	descent	descent	NOUN
easat-10383	230	5	update	update	NOUN
easat-10383	230	6	rule	rule	NOUN
easat-10383	230	7	is	be	AUX
easat-10383	230	8	:	:	PUNCT
easat-10383	230	9	𝑋𝐾+1	𝑋𝐾+1	NOUN
easat-10383	230	10	=	=	SYM
easat-10383	230	11	𝑋𝑘	𝑋𝑘	PROPN
easat-10383	230	12	−	−	NOUN
easat-10383	230	13	𝜂∇𝑓(𝑥𝑘	𝜂∇𝑓(𝑥𝑘	PROPN
easat-10383	230	14	)	)	PUNCT
easat-10383	230	15	(	(	PUNCT
easat-10383	230	16	8)	8)	NUM
easat-10383	230	17	where	where	SCONJ
easat-10383	230	18	𝜂	𝜂	NOUN
easat-10383	230	19	is	be	AUX
easat-10383	230	20	the	the	DET
easat-10383	230	21	learning	learning	NOUN
easat-10383	230	22	rate	rate	NOUN
easat-10383	230	23	.	.	PUNCT
easat-10383	231	1	in	in	ADP
easat-10383	231	2	anisotropic	anisotropic	NOUN
easat-10383	231	3	gaussian	gaussian	NOUN
easat-10383	231	4	smoothing	smooth	VERB
easat-10383	231	5	gradient	gradient	ADJ
easat-10383	231	6	descent	descent	NOUN
easat-10383	231	7	(	(	PUNCT
easat-10383	231	8	ags	ag	NOUN
easat-10383	231	9	-	-	PUNCT
easat-10383	231	10	gd	gd	NOUN
easat-10383	231	11	)	)	PUNCT
easat-10383	231	12	,	,	PUNCT
easat-10383	231	13	the	the	DET
easat-10383	231	14	gradient	gradient	NOUN
easat-10383	231	15	is	be	AUX
easat-10383	231	16	replaced	replace	VERB
easat-10383	231	17	by	by	ADP
easat-10383	231	18	a	a	DET
easat-10383	231	19	smoothed	smoothed	ADJ
easat-10383	231	20	version	version	NOUN
easat-10383	231	21	.	.	PUNCT
easat-10383	232	1	while	while	SCONJ
easat-10383	232	2	the	the	DET
easat-10383	232	3	specific	specific	ADJ
easat-10383	232	4	application	application	NOUN
easat-10383	232	5	of	of	ADP
easat-10383	232	6	agsgo	agsgo	NOUN
easat-10383	232	7	in	in	ADP
easat-10383	232	8	thermofusionnet	thermofusionnet	NOUN
easat-10383	232	9	for	for	ADP
easat-10383	232	10	breast	breast	NOUN
easat-10383	232	11	abnormality	abnormality	NOUN
easat-10383	232	12	detection	detection	NOUN
easat-10383	232	13	is	be	AUX
easat-10383	232	14	not	not	PART
easat-10383	232	15	detailed	detail	VERB
easat-10383	232	16	in	in	ADP
easat-10383	232	17	the	the	DET
easat-10383	232	18	available	available	ADJ
easat-10383	232	19	literature	literature	NOUN
easat-10383	232	20	,	,	PUNCT
easat-10383	232	21	the	the	DET
easat-10383	232	22	integration	integration	NOUN
easat-10383	232	23	of	of	ADP
easat-10383	232	24	anisotropic	anisotropic	NOUN
easat-10383	232	25	gaussian	gaussian	NOUN
easat-10383	232	26	smoothing	smoothing	NOUN
easat-10383	232	27	in	in	ADP
easat-10383	232	28	gradientbased	gradientbase	VERB
easat-10383	232	29	optimisation	optimisation	NOUN
easat-10383	232	30	methods	method	NOUN
easat-10383	232	31	can	can	AUX
easat-10383	232	32	be	be	AUX
easat-10383	232	33	beneficial	beneficial	ADJ
easat-10383	232	34	in	in	ADP
easat-10383	232	35	medical	medical	ADJ
easat-10383	232	36	imaging	imaging	NOUN
easat-10383	232	37	tasks	task	NOUN
easat-10383	232	38	.	.	PUNCT
easat-10383	233	1	in	in	ADP
easat-10383	233	2	such	such	ADJ
easat-10383	233	3	contexts	contexts	NOUN
easat-10383	233	4	,	,	PUNCT
easat-10383	233	5	anisotropic	anisotropic	NOUN
easat-10383	233	6	smoothing	smoothing	NOUN
easat-10383	233	7	can	can	AUX
easat-10383	233	8	enhance	enhance	VERB
easat-10383	233	9	the	the	DET
easat-10383	233	10	optimisation	optimisation	NOUN
easat-10383	233	11	process	process	NOUN
easat-10383	233	12	by	by	ADP
easat-10383	233	13	providing	provide	VERB
easat-10383	233	14	more	more	ADV
easat-10383	233	15	accurate	accurate	ADJ
easat-10383	233	16	gradient	gradient	NOUN
easat-10383	233	17	estimates	estimate	NOUN
easat-10383	233	18	,	,	PUNCT
easat-10383	233	19	leading	lead	VERB
easat-10383	233	20	to	to	ADP
easat-10383	233	21	improved	improved	ADJ
easat-10383	233	22	convergence	convergence	NOUN
easat-10383	233	23	and	and	CCONJ
easat-10383	233	24	better	well	ADJ
easat-10383	233	25	detection	detection	NOUN
easat-10383	233	26	of	of	ADP
easat-10383	233	27	abnormalities	abnormality	NOUN
easat-10383	233	28	in	in	ADP
easat-10383	233	29	medical	medical	ADJ
easat-10383	233	30	images	image	NOUN
easat-10383	233	31	.	.	PUNCT
easat-10383	234	1	thermofusionnet	thermofusionnet	NOUN
easat-10383	234	2	leverages	leverage	NOUN
easat-10383	234	3	multimodal	multimodal	ADJ
easat-10383	234	4	imaging	imaging	NOUN
easat-10383	234	5	data	datum	NOUN
easat-10383	234	6	,	,	PUNCT
easat-10383	234	7	primarily	primarily	ADV
easat-10383	234	8	thermal	thermal	ADJ
easat-10383	234	9	images	image	NOUN
easat-10383	234	10	fused	fuse	VERB
easat-10383	234	11	with	with	ADP
easat-10383	234	12	other	other	ADJ
easat-10383	234	13	diagnostic	diagnostic	ADJ
easat-10383	234	14	modalities	modality	NOUN
easat-10383	234	15	,	,	PUNCT
easat-10383	234	16	to	to	PART
easat-10383	234	17	enhance	enhance	VERB
easat-10383	234	18	the	the	DET
easat-10383	234	19	accuracy	accuracy	NOUN
easat-10383	234	20	and	and	CCONJ
easat-10383	234	21	reliability	reliability	NOUN
easat-10383	234	22	of	of	ADP
easat-10383	234	23	detecting	detect	VERB
easat-10383	234	24	anomalies	anomaly	NOUN
easat-10383	234	25	such	such	ADJ
easat-10383	234	26	as	as	ADP
easat-10383	234	27	tumours	tumour	NOUN
easat-10383	234	28	.	.	PUNCT
easat-10383	235	1	a	a	DET
easat-10383	235	2	critical	critical	ADJ
easat-10383	235	3	component	component	NOUN
easat-10383	235	4	of	of	ADP
easat-10383	235	5	training	training	NOUN
easat-10383	235	6	this	this	DET
easat-10383	235	7	deep	deep	ADJ
easat-10383	235	8	learning	learning	NOUN
easat-10383	235	9	model	model	NOUN
easat-10383	235	10	effectively	effectively	ADV
easat-10383	235	11	is	be	AUX
easat-10383	235	12	the	the	DET
easat-10383	235	13	optimisation	optimisation	NOUN
easat-10383	235	14	algorithm	algorithm	NOUN
easat-10383	235	15	used	use	VERB
easat-10383	235	16	to	to	PART
easat-10383	235	17	minimise	minimise	VERB
easat-10383	235	18	the	the	DET
easat-10383	235	19	loss	loss	NOUN
easat-10383	235	20	function	function	NOUN
easat-10383	235	21	,	,	PUNCT
easat-10383	235	22	which	which	PRON
easat-10383	235	23	directly	directly	ADV
easat-10383	235	24	impacts	impact	VERB
easat-10383	235	25	the	the	DET
easat-10383	235	26	model	model	NOUN
easat-10383	235	27	’s	’s	PART
easat-10383	235	28	performance	performance	NOUN
easat-10383	235	29	.	.	PUNCT
easat-10383	236	1	traditional	traditional	ADJ
easat-10383	236	2	gradient	gradient	NOUN
easat-10383	236	3	-	-	PUNCT
easat-10383	236	4	based	base	VERB
easat-10383	236	5	optimisation	optimisation	NOUN
easat-10383	236	6	methods	method	NOUN
easat-10383	236	7	often	often	ADV
easat-10383	236	8	struggle	struggle	VERB
easat-10383	236	9	with	with	ADP
easat-10383	236	10	the	the	DET
easat-10383	236	11	complex	complex	ADJ
easat-10383	236	12	,	,	PUNCT
easat-10383	236	13	high	high	ADV
easat-10383	236	14	-	-	PUNCT
easat-10383	236	15	dimensional	dimensional	ADJ
easat-10383	236	16	,	,	PUNCT
easat-10383	236	17	and	and	CCONJ
easat-10383	236	18	non	non	ADJ
easat-10383	236	19	-	-	ADJ
easat-10383	236	20	convex	convex	ADJ
easat-10383	236	21	nature	nature	NOUN
easat-10383	236	22	of	of	ADP
easat-10383	236	23	deep	deep	ADJ
easat-10383	236	24	neural	neural	ADJ
easat-10383	236	25	network	network	NOUN
easat-10383	236	26	loss	loss	NOUN
easat-10383	236	27	landscapes	landscape	NOUN
easat-10383	236	28	.	.	PUNCT
easat-10383	237	1	these	these	DET
easat-10383	237	2	landscapes	landscape	NOUN
easat-10383	237	3	can	can	AUX
easat-10383	237	4	be	be	AUX
easat-10383	237	5	noisy	noisy	ADJ
easat-10383	237	6	,	,	PUNCT
easat-10383	237	7	contain	contain	VERB
easat-10383	237	8	numerous	numerous	ADJ
easat-10383	237	9	local	local	ADJ
easat-10383	237	10	minima	minima	NOUN
easat-10383	237	11	,	,	PUNCT
easat-10383	237	12	and	and	CCONJ
easat-10383	237	13	present	present	ADJ
easat-10383	237	14	saddle	saddle	NOUN
easat-10383	237	15	points	point	NOUN
easat-10383	237	16	that	that	PRON
easat-10383	237	17	impede	impede	VERB
easat-10383	237	18	efficient	efficient	ADJ
easat-10383	237	19	convergence	convergence	NOUN
easat-10383	237	20	.	.	PUNCT
easat-10383	238	1	to	to	PART
easat-10383	238	2	address	address	VERB
easat-10383	238	3	these	these	DET
easat-10383	238	4	challenges	challenge	NOUN
easat-10383	238	5	,	,	PUNCT
easat-10383	238	6	the	the	DET
easat-10383	238	7	anisotropic	anisotropic	NOUN
easat-10383	238	8	gaussian	gaussian	NOUN
easat-10383	238	9	smoothing	smooth	VERB
easat-10383	238	10	gradient	gradient	NOUN
easat-10383	238	11	-	-	PUNCT
easat-10383	238	12	based	base	VERB
easat-10383	238	13	optimisation	optimisation	NOUN
easat-10383	238	14	(	(	PUNCT
easat-10383	238	15	agsgo	agsgo	NOUN
easat-10383	238	16	)	)	PUNCT
easat-10383	238	17	technique	technique	NOUN
easat-10383	238	18	is	be	AUX
easat-10383	238	19	employed	employ	VERB
easat-10383	238	20	.	.	PUNCT
easat-10383	239	1	agsgo	agsgo	PROPN
easat-10383	239	2	improves	improve	VERB
easat-10383	239	3	gradient	gradient	NOUN
easat-10383	239	4	-	-	PUNCT
easat-10383	239	5	based	base	VERB
easat-10383	239	6	optimisation	optimisation	NOUN
easat-10383	239	7	by	by	ADP
easat-10383	239	8	incorporating	incorporate	VERB
easat-10383	239	9	anisotropic	anisotropic	NOUN
easat-10383	239	10	gaussian	gaussian	NOUN
easat-10383	239	11	smoothing	smoothing	NOUN
easat-10383	239	12	into	into	ADP
easat-10383	239	13	the	the	DET
easat-10383	239	14	gradient	gradient	ADJ
easat-10383	239	15	computation	computation	NOUN
easat-10383	239	16	.	.	PUNCT
easat-10383	240	1	unlike	unlike	ADP
easat-10383	240	2	isotropic	isotropic	NOUN
easat-10383	240	3	smoothing	smoothing	NOUN
easat-10383	240	4	,	,	PUNCT
easat-10383	240	5	which	which	PRON
easat-10383	240	6	uniformly	uniformly	ADV
easat-10383	240	7	smooths	smooth	VERB
easat-10383	240	8	the	the	DET
easat-10383	240	9	gradient	gradient	NOUN
easat-10383	240	10	in	in	ADP
easat-10383	240	11	all	all	DET
easat-10383	240	12	directions	direction	NOUN
easat-10383	240	13	,	,	PUNCT
easat-10383	240	14	anisotropic	anisotropic	NOUN
easat-10383	240	15	smoothing	smoothing	NOUN
easat-10383	240	16	adapts	adapt	VERB
easat-10383	240	17	the	the	DET
easat-10383	240	18	smoothing	smooth	VERB
easat-10383	240	19	effect	effect	NOUN
easat-10383	240	20	directionally	directionally	ADV
easat-10383	240	21	,	,	PUNCT
easat-10383	240	22	guided	guide	VERB
easat-10383	240	23	by	by	ADP
easat-10383	240	24	the	the	DET
easat-10383	240	25	local	local	ADJ
easat-10383	240	26	geometry	geometry	NOUN
easat-10383	240	27	of	of	ADP
easat-10383	240	28	the	the	DET
easat-10383	240	29	loss	loss	NOUN
easat-10383	240	30	surface	surface	NOUN
easat-10383	240	31	.	.	PUNCT
easat-10383	241	1	this	this	DET
easat-10383	241	2	approach	approach	NOUN
easat-10383	241	3	allows	allow	VERB
easat-10383	241	4	the	the	DET
easat-10383	241	5	optimizer	optimizer	NOUN
easat-10383	241	6	to	to	PART
easat-10383	241	7	selectively	selectively	VERB
easat-10383	241	8	smooth	smooth	VERB
easat-10383	241	9	noisy	noisy	ADJ
easat-10383	241	10	or	or	CCONJ
easat-10383	241	11	unstable	unstable	ADJ
easat-10383	241	12	gradient	gradient	NOUN
easat-10383	241	13	components	component	NOUN
easat-10383	241	14	while	while	SCONJ
easat-10383	241	15	preserving	preserve	VERB
easat-10383	241	16	essential	essential	ADJ
easat-10383	241	17	directional	directional	ADJ
easat-10383	241	18	information	information	NOUN
easat-10383	241	19	necessary	necessary	ADJ
easat-10383	241	20	for	for	ADP
easat-10383	241	21	effective	effective	ADJ
easat-10383	241	22	descent	descent	NOUN
easat-10383	241	23	.	.	PUNCT
easat-10383	242	1	by	by	ADP
easat-10383	242	2	applying	apply	VERB
easat-10383	242	3	a	a	DET
easat-10383	242	4	covariance	covariance	NOUN
easat-10383	242	5	matrix	matrix	NOUN
easat-10383	242	6	tailored	tailor	VERB
easat-10383	242	7	to	to	ADP
easat-10383	242	8	the	the	DET
easat-10383	242	9	gradient	gradient	NOUN
easat-10383	242	10	's	's	PART
easat-10383	242	11	behavior	behavior	NOUN
easat-10383	242	12	,	,	PUNCT
easat-10383	242	13	agsgo	agsgo	PROPN
easat-10383	242	14	generates	generate	VERB
easat-10383	242	15	a	a	DET
easat-10383	242	16	more	more	ADV
easat-10383	242	17	stable	stable	ADJ
easat-10383	242	18	and	and	CCONJ
easat-10383	242	19	reliable	reliable	ADJ
easat-10383	242	20	gradient	gradient	NOUN
easat-10383	242	21	estimate	estimate	NOUN
easat-10383	242	22	,	,	PUNCT
easat-10383	242	23	leading	lead	VERB
easat-10383	242	24	to	to	ADP
easat-10383	242	25	smoother	smooth	ADJ
easat-10383	242	26	updates	update	NOUN
easat-10383	242	27	during	during	ADP
easat-10383	242	28	training	training	NOUN
easat-10383	242	29	.	.	PUNCT
easat-10383	243	1	this	this	DET
easat-10383	243	2	directional	directional	ADJ
easat-10383	243	3	smoothing	smoothing	NOUN
easat-10383	243	4	reduces	reduce	VERB
easat-10383	243	5	the	the	DET
easat-10383	243	6	impact	impact	NOUN
easat-10383	243	7	of	of	ADP
easat-10383	243	8	noisy	noisy	ADJ
easat-10383	243	9	fluctuations	fluctuation	NOUN
easat-10383	243	10	inherent	inherent	ADJ
easat-10383	243	11	in	in	ADP
easat-10383	243	12	thermal	thermal	ADJ
easat-10383	243	13	imaging	imaging	NOUN
easat-10383	243	14	data	datum	NOUN
easat-10383	243	15	and	and	CCONJ
easat-10383	243	16	helps	help	VERB
easat-10383	243	17	the	the	DET
easat-10383	243	18	network	network	NOUN
easat-10383	243	19	avoid	avoid	VERB
easat-10383	243	20	shallow	shallow	ADJ
easat-10383	243	21	local	local	ADJ
easat-10383	243	22	minima	minima	NOUN
easat-10383	243	23	and	and	CCONJ
easat-10383	243	24	saddle	saddle	NOUN
easat-10383	243	25	points	point	NOUN
easat-10383	243	26	.	.	PUNCT
easat-10383	244	1	consequently	consequently	ADV
easat-10383	244	2	,	,	PUNCT
easat-10383	244	3	thermofusionnet	thermofusionnet	NOUN
easat-10383	244	4	trained	train	VERB
easat-10383	244	5	with	with	ADP
easat-10383	244	6	agsgo	agsgo	NOUN
easat-10383	244	7	exhibits	exhibit	VERB
easat-10383	244	8	improved	improved	ADJ
easat-10383	244	9	convergence	convergence	NOUN
easat-10383	244	10	speed	speed	NOUN
easat-10383	244	11	,	,	PUNCT
easat-10383	244	12	enhanced	enhance	VERB
easat-10383	244	13	robustness	robustness	NOUN
easat-10383	244	14	to	to	ADP
easat-10383	244	15	noisy	noisy	ADJ
easat-10383	244	16	input	input	NOUN
easat-10383	244	17	,	,	PUNCT
easat-10383	244	18	and	and	CCONJ
easat-10383	244	19	better	well	ADJ
easat-10383	244	20	generalization	generalization	NOUN
easat-10383	244	21	in	in	ADP
easat-10383	244	22	breast	breast	NOUN
easat-10383	244	23	abnormality	abnormality	NOUN
easat-10383	244	24	detection	detection	NOUN
easat-10383	244	25	tasks	task	NOUN
easat-10383	244	26	.	.	PUNCT
easat-10383	245	1	in	in	ADP
easat-10383	245	2	summary	summary	NOUN
easat-10383	245	3	,	,	PUNCT
easat-10383	245	4	agsgo	agsgo	PROPN
easat-10383	245	5	serves	serve	VERB
easat-10383	245	6	as	as	ADP
easat-10383	245	7	a	a	DET
easat-10383	245	8	sophisticated	sophisticated	ADJ
easat-10383	245	9	optimization	optimization	NOUN
easat-10383	245	10	strategy	strategy	NOUN
easat-10383	245	11	that	that	PRON
easat-10383	245	12	refines	refine	VERB
easat-10383	245	13	the	the	DET
easat-10383	245	14	gradient	gradient	NOUN
easat-10383	245	15	signals	signal	NOUN
easat-10383	245	16	feeding	feed	VERB
easat-10383	245	17	into	into	ADP
easat-10383	245	18	thermofusionnet	thermofusionnet	NOUN
easat-10383	245	19	,	,	PUNCT
easat-10383	245	20	enabling	enable	VERB
easat-10383	245	21	it	it	PRON
easat-10383	245	22	to	to	PART
easat-10383	245	23	more	more	ADV
easat-10383	245	24	accurately	accurately	ADV
easat-10383	245	25	identify	identify	VERB
easat-10383	245	26	subtle	subtle	ADJ
easat-10383	245	27	abnormalities	abnormality	NOUN
easat-10383	245	28	in	in	ADP
easat-10383	245	29	breast	breast	NOUN
easat-10383	245	30	tissue	tissue	NOUN
easat-10383	245	31	through	through	ADP
easat-10383	245	32	effective	effective	ADJ
easat-10383	245	33	fusion	fusion	NOUN
easat-10383	245	34	of	of	ADP
easat-10383	245	35	thermal	thermal	ADJ
easat-10383	245	36	imaging	imaging	NOUN
easat-10383	245	37	data	datum	NOUN
easat-10383	245	38	.	.	PUNCT
easat-10383	246	1	figure	figure	NOUN
easat-10383	246	2	9	9	NUM
easat-10383	246	3	.	.	PUNCT
easat-10383	246	4	automated	automate	VERB
easat-10383	246	5	abnormality	abnormality	NOUN
easat-10383	246	6	detection	detection	NOUN
easat-10383	246	7	in	in	ADP
easat-10383	246	8	mammography	mammography	NOUN
easat-10383	246	9	.	.	PUNCT
easat-10383	247	1	200	200	NUM
easat-10383	247	2	edelweiss	edelweiss	PROPN
easat-10383	247	3	applied	apply	VERB
easat-10383	247	4	science	science	NOUN
easat-10383	247	5	and	and	CCONJ
easat-10383	247	6	technology	technology	NOUN
easat-10383	247	7	issn	issn	PROPN
easat-10383	247	8	:	:	PUNCT
easat-10383	247	9	2576	2576	NUM
easat-10383	247	10	-	-	SYM
easat-10383	247	11	8484	8484	NUM
easat-10383	247	12	vol	vol	NOUN
easat-10383	247	13	.	.	PROPN
easat-10383	248	1	9	9	NUM
easat-10383	248	2	,	,	PUNCT
easat-10383	248	3	no	no	INTJ
easat-10383	248	4	.	.	NOUN
easat-10383	248	5	10	10	NUM
easat-10383	248	6	:	:	SYM
easat-10383	248	7	189	189	NUM
easat-10383	248	8	-	-	SYM
easat-10383	248	9	211	211	NUM
easat-10383	248	10	,	,	PUNCT
easat-10383	248	11	2025	2025	NUM
easat-10383	248	12	doi	doi	NOUN
easat-10383	248	13	:	:	PUNCT
easat-10383	248	14	10.55214/2576	10.55214/2576	NUM
easat-10383	248	15	-	-	SYM
easat-10383	248	16	8484.v9i10.10383	8484.v9i10.10383	NOUN
easat-10383	248	17	©	©	PROPN
easat-10383	248	18	2025	2025	NUM
easat-10383	248	19	by	by	ADP
easat-10383	248	20	the	the	DET
easat-10383	248	21	authors	author	NOUN
easat-10383	248	22	;	;	PUNCT
easat-10383	248	23	licensee	licensee	PROPN
easat-10383	248	24	learning	learn	VERB
easat-10383	248	25	gate	gate	NOUN
easat-10383	248	26	figure	figure	NOUN
easat-10383	248	27	9	9	NUM
easat-10383	248	28	demonstrates	demonstrate	VERB
easat-10383	248	29	that	that	SCONJ
easat-10383	248	30	automated	automate	VERB
easat-10383	248	31	abnormality	abnormality	NOUN
easat-10383	248	32	detection	detection	NOUN
easat-10383	248	33	in	in	ADP
easat-10383	248	34	mammography	mammography	NOUN
easat-10383	248	35	typically	typically	ADV
easat-10383	248	36	illustrates	illustrate	VERB
easat-10383	248	37	how	how	SCONJ
easat-10383	248	38	ai	ai	AUX
easat-10383	248	39	and	and	CCONJ
easat-10383	248	40	machine	machine	NOUN
easat-10383	248	41	learning	learn	VERB
easat-10383	248	42	algorithms	algorithm	NOUN
easat-10383	248	43	assist	assist	VERB
easat-10383	248	44	in	in	ADP
easat-10383	248	45	identifying	identify	VERB
easat-10383	248	46	potential	potential	ADJ
easat-10383	248	47	signs	sign	NOUN
easat-10383	248	48	of	of	ADP
easat-10383	248	49	breast	breast	NOUN
easat-10383	248	50	cancer	cancer	NOUN
easat-10383	248	51	.	.	PUNCT
easat-10383	249	1	it	it	PRON
easat-10383	249	2	may	may	AUX
easat-10383	249	3	display	display	VERB
easat-10383	249	4	a	a	DET
easat-10383	249	5	digital	digital	ADJ
easat-10383	249	6	mammogram	mammogram	NOUN
easat-10383	249	7	with	with	ADP
easat-10383	249	8	highlighted	highlight	VERB
easat-10383	249	9	regions	region	NOUN
easat-10383	249	10	such	such	ADJ
easat-10383	249	11	as	as	ADP
easat-10383	249	12	masses	masse	NOUN
easat-10383	249	13	,	,	PUNCT
easat-10383	249	14	microcalcifications	microcalcification	NOUN
easat-10383	249	15	,	,	PUNCT
easat-10383	249	16	or	or	CCONJ
easat-10383	249	17	architectural	architectural	ADJ
easat-10383	249	18	distortions	distortion	NOUN
easat-10383	249	19	marked	mark	VERB
easat-10383	249	20	by	by	ADP
easat-10383	249	21	the	the	DET
easat-10383	249	22	system	system	NOUN
easat-10383	249	23	for	for	ADP
easat-10383	249	24	further	further	ADJ
easat-10383	249	25	review	review	NOUN
easat-10383	249	26	.	.	PUNCT
easat-10383	250	1	these	these	DET
easat-10383	250	2	areas	area	NOUN
easat-10383	250	3	are	be	AUX
easat-10383	250	4	often	often	ADV
easat-10383	250	5	outlined	outline	VERB
easat-10383	250	6	or	or	CCONJ
easat-10383	250	7	colour	colour	NOUN
easat-10383	250	8	-	-	PUNCT
easat-10383	250	9	coded	code	VERB
easat-10383	250	10	to	to	PART
easat-10383	250	11	indicate	indicate	VERB
easat-10383	250	12	the	the	DET
easat-10383	250	13	level	level	NOUN
easat-10383	250	14	of	of	ADP
easat-10383	250	15	suspicion	suspicion	NOUN
easat-10383	250	16	.	.	PUNCT
easat-10383	251	1	the	the	DET
easat-10383	251	2	image	image	NOUN
easat-10383	251	3	might	might	AUX
easat-10383	251	4	also	also	ADV
easat-10383	251	5	show	show	VERB
easat-10383	251	6	a	a	DET
easat-10383	251	7	comparison	comparison	NOUN
easat-10383	251	8	between	between	ADP
easat-10383	251	9	aiassisted	aiassiste	VERB
easat-10383	251	10	and	and	CCONJ
easat-10383	251	11	manual	manual	ADJ
easat-10383	251	12	readings	reading	NOUN
easat-10383	251	13	,	,	PUNCT
easat-10383	251	14	demonstrating	demonstrate	VERB
easat-10383	251	15	improved	improved	ADJ
easat-10383	251	16	accuracy	accuracy	NOUN
easat-10383	251	17	and	and	CCONJ
easat-10383	251	18	reduced	reduced	ADJ
easat-10383	251	19	oversight	oversight	NOUN
easat-10383	251	20	.	.	PUNCT
easat-10383	252	1	such	such	ADJ
easat-10383	252	2	visual	visual	ADJ
easat-10383	252	3	content	content	NOUN
easat-10383	252	4	emphasises	emphasise	VERB
easat-10383	252	5	the	the	DET
easat-10383	252	6	role	role	NOUN
easat-10383	252	7	of	of	ADP
easat-10383	252	8	technology	technology	NOUN
easat-10383	252	9	in	in	ADP
easat-10383	252	10	enhancing	enhance	VERB
easat-10383	252	11	early	early	ADJ
easat-10383	252	12	detection	detection	NOUN
easat-10383	252	13	,	,	PUNCT
easat-10383	252	14	supporting	support	VERB
easat-10383	252	15	radiologists	radiologist	NOUN
easat-10383	252	16	,	,	PUNCT
easat-10383	252	17	and	and	CCONJ
easat-10383	252	18	streamlining	streamline	VERB
easat-10383	252	19	the	the	DET
easat-10383	252	20	diagnostic	diagnostic	ADJ
easat-10383	252	21	workflow	workflow	NOUN
easat-10383	252	22	in	in	ADP
easat-10383	252	23	clinical	clinical	ADJ
easat-10383	252	24	settings	setting	NOUN
easat-10383	252	25	,	,	PUNCT
easat-10383	252	26	ultimately	ultimately	ADV
easat-10383	252	27	aiming	aim	VERB
easat-10383	252	28	to	to	PART
easat-10383	252	29	improve	improve	VERB
easat-10383	252	30	patient	patient	ADJ
easat-10383	252	31	outcomes	outcome	NOUN
easat-10383	252	32	and	and	CCONJ
easat-10383	252	33	reduce	reduce	VERB
easat-10383	252	34	diagnostic	diagnostic	ADJ
easat-10383	252	35	errors	error	NOUN
easat-10383	252	36	.	.	PUNCT
easat-10383	253	1	3.5	3.5	NUM
easat-10383	253	2	.	.	PUNCT
easat-10383	254	1	deep	deep	ADJ
easat-10383	254	2	learning	learning	NOUN
easat-10383	254	3	for	for	ADP
easat-10383	254	4	visual	visual	ADJ
easat-10383	254	5	and	and	CCONJ
easat-10383	254	6	infrared	infrared	ADJ
easat-10383	254	7	thermal	thermal	ADJ
easat-10383	254	8	image	image	NOUN
easat-10383	254	9	analysis	analysis	NOUN
easat-10383	254	10	deep	deep	ADJ
easat-10383	254	11	learning	learning	NOUN
easat-10383	254	12	for	for	ADP
easat-10383	254	13	visual	visual	ADJ
easat-10383	254	14	and	and	CCONJ
easat-10383	254	15	infrared	infrared	ADJ
easat-10383	254	16	thermal	thermal	ADJ
easat-10383	254	17	image	image	NOUN
easat-10383	254	18	analysis	analysis	NOUN
easat-10383	254	19	in	in	ADP
easat-10383	254	20	thermofusionnet	thermofusionnet	NOUN
easat-10383	254	21	leverages	leverage	NOUN
easat-10383	254	22	,	,	PUNCT
easat-10383	254	23	enhancing	enhance	VERB
easat-10383	254	24	thermofusionnet	thermofusionnet	NOUN
easat-10383	254	25	by	by	ADP
easat-10383	254	26	efficiently	efficiently	ADV
easat-10383	254	27	processing	process	VERB
easat-10383	254	28	visual	visual	ADJ
easat-10383	254	29	and	and	CCONJ
easat-10383	254	30	infrared	infrared	ADJ
easat-10383	254	31	thermal	thermal	ADJ
easat-10383	254	32	images	image	NOUN
easat-10383	254	33	,	,	PUNCT
easat-10383	254	34	enabling	enable	VERB
easat-10383	254	35	accurate	accurate	ADJ
easat-10383	254	36	,	,	PUNCT
easat-10383	254	37	real	real	ADJ
easat-10383	254	38	-	-	PUNCT
easat-10383	254	39	time	time	NOUN
easat-10383	254	40	discovery	discovery	NOUN
easat-10383	254	41	of	of	ADP
easat-10383	254	42	breast	breast	NOUN
easat-10383	254	43	irregularities	irregularity	NOUN
easat-10383	254	44	through	through	ADP
easat-10383	254	45	adaptive	adaptive	ADJ
easat-10383	254	46	learning	learning	NOUN
easat-10383	254	47	,	,	PUNCT
easat-10383	254	48	to	to	PART
easat-10383	254	49	process	process	VERB
easat-10383	254	50	and	and	CCONJ
easat-10383	254	51	analyse	analyse	VERB
easat-10383	254	52	both	both	CCONJ
easat-10383	254	53	visual	visual	ADJ
easat-10383	254	54	and	and	CCONJ
easat-10383	254	55	thermal	thermal	ADJ
easat-10383	254	56	images	image	NOUN
easat-10383	254	57	of	of	ADP
easat-10383	254	58	the	the	DET
easat-10383	254	59	breast	breast	NOUN
easat-10383	254	60	.	.	PUNCT
easat-10383	255	1	the	the	DET
easat-10383	255	2	model	model	NOUN
easat-10383	255	3	studies	study	NOUN
easat-10383	255	4	classify	classify	VERB
easat-10383	255	5	complex	complex	ADJ
easat-10383	255	6	patterns	pattern	NOUN
easat-10383	255	7	and	and	CCONJ
easat-10383	255	8	features	feature	NOUN
easat-10383	255	9	that	that	PRON
easat-10383	255	10	are	be	AUX
easat-10383	255	11	indicative	indicative	ADJ
easat-10383	255	12	of	of	ADP
easat-10383	255	13	abnormalities	abnormality	NOUN
easat-10383	255	14	,	,	PUNCT
easat-10383	255	15	such	such	ADJ
easat-10383	255	16	as	as	ADP
easat-10383	255	17	tumours	tumour	NOUN
easat-10383	255	18	or	or	CCONJ
easat-10383	255	19	inflammation	inflammation	NOUN
easat-10383	255	20	,	,	PUNCT
easat-10383	255	21	from	from	ADP
easat-10383	255	22	both	both	DET
easat-10383	255	23	image	image	NOUN
easat-10383	255	24	modalities	modality	NOUN
easat-10383	255	25	.	.	PUNCT
easat-10383	256	1	visual	visual	ADJ
easat-10383	256	2	images	image	NOUN
easat-10383	256	3	offer	offer	VERB
easat-10383	256	4	detailed	detailed	ADJ
easat-10383	256	5	anatomical	anatomical	ADJ
easat-10383	256	6	context	context	NOUN
easat-10383	256	7	,	,	PUNCT
easat-10383	256	8	while	while	SCONJ
easat-10383	256	9	infrared	infrared	ADJ
easat-10383	256	10	thermal	thermal	ADJ
easat-10383	256	11	images	image	NOUN
easat-10383	256	12	highlight	highlight	VERB
easat-10383	256	13	infection	infection	NOUN
easat-10383	256	14	vicissitudes	vicissitude	NOUN
easat-10383	256	15	related	relate	VERB
easat-10383	256	16	to	to	ADP
easat-10383	256	17	abnormal	abnormal	ADJ
easat-10383	256	18	tissue	tissue	NOUN
easat-10383	256	19	.	.	PUNCT
easat-10383	257	1	by	by	ADP
easat-10383	257	2	combining	combine	VERB
easat-10383	257	3	these	these	DET
easat-10383	257	4	complementary	complementary	ADJ
easat-10383	257	5	inputs	input	NOUN
easat-10383	257	6	,	,	PUNCT
easat-10383	257	7	the	the	DET
easat-10383	257	8	dl	dl	PROPN
easat-10383	257	9	model	model	NOUN
easat-10383	257	10	improves	improve	VERB
easat-10383	257	11	detection	detection	NOUN
easat-10383	257	12	accuracy	accuracy	NOUN
easat-10383	257	13	,	,	PUNCT
easat-10383	257	14	enabling	enable	VERB
easat-10383	257	15	more	more	ADV
easat-10383	257	16	reliable	reliable	ADJ
easat-10383	257	17	and	and	CCONJ
easat-10383	257	18	early	early	ADJ
easat-10383	257	19	identification	identification	NOUN
easat-10383	257	20	of	of	ADP
easat-10383	257	21	breast	breast	NOUN
easat-10383	257	22	abnormalities	abnormality	NOUN
easat-10383	257	23	in	in	ADP
easat-10383	257	24	a	a	DET
easat-10383	257	25	non	non	ADJ
easat-10383	257	26	-	-	ADJ
easat-10383	257	27	invasive	invasive	ADJ
easat-10383	257	28	,	,	PUNCT
easat-10383	257	29	efficient	efficient	ADJ
easat-10383	257	30	manner	manner	NOUN
easat-10383	257	31	.	.	PUNCT
easat-10383	258	1	3.5.1	3.5.1	NUM
easat-10383	258	2	.	.	PUNCT
easat-10383	258	3	classification	classification	NOUN
easat-10383	258	4	module	module	NOUN
easat-10383	258	5	the	the	DET
easat-10383	258	6	classification	classification	NOUN
easat-10383	258	7	module	module	NOUN
easat-10383	258	8	in	in	ADP
easat-10383	258	9	thermofusionnet	thermofusionnet	NOUN
easat-10383	258	10	accurately	accurately	ADV
easat-10383	258	11	detects	detect	VERB
easat-10383	258	12	breast	breast	NOUN
easat-10383	258	13	abnormalities	abnormality	NOUN
easat-10383	258	14	by	by	ADP
easat-10383	258	15	leveraging	leverage	VERB
easat-10383	258	16	both	both	CCONJ
easat-10383	258	17	visual	visual	ADJ
easat-10383	258	18	and	and	CCONJ
easat-10383	258	19	infrared	infrared	ADJ
easat-10383	258	20	thermal	thermal	ADJ
easat-10383	258	21	imaging	imaging	NOUN
easat-10383	258	22	.	.	PUNCT
easat-10383	259	1	after	after	ADP
easat-10383	259	2	the	the	DET
easat-10383	259	3	pre	pre	ADJ
easat-10383	259	4	-	-	ADJ
easat-10383	259	5	processing	processing	ADJ
easat-10383	259	6	and	and	CCONJ
easat-10383	259	7	feature	feature	NOUN
easat-10383	259	8	extraction	extraction	NOUN
easat-10383	259	9	stages	stage	NOUN
easat-10383	259	10	,	,	PUNCT
easat-10383	259	11	the	the	DET
easat-10383	259	12	deep	deep	ADJ
easat-10383	259	13	learning	learning	NOUN
easat-10383	259	14	model	model	NOUN
easat-10383	259	15	utilises	utilise	VERB
easat-10383	259	16	a	a	DET
easat-10383	259	17	neural	neural	ADJ
easat-10383	259	18	network	network	NOUN
easat-10383	259	19	architecture	architecture	NOUN
easat-10383	259	20	to	to	PART
easat-10383	259	21	process	process	VERB
easat-10383	259	22	the	the	DET
easat-10383	259	23	fused	fuse	VERB
easat-10383	259	24	data	datum	NOUN
easat-10383	259	25	.	.	PUNCT
easat-10383	260	1	the	the	DET
easat-10383	260	2	model	model	NOUN
easat-10383	260	3	is	be	AUX
easat-10383	260	4	trained	train	VERB
easat-10383	260	5	on	on	ADP
easat-10383	260	6	a	a	DET
easat-10383	260	7	diverse	diverse	ADJ
easat-10383	260	8	dataset	dataset	NOUN
easat-10383	260	9	containing	contain	VERB
easat-10383	260	10	both	both	CCONJ
easat-10383	260	11	benign	benign	ADJ
easat-10383	260	12	and	and	CCONJ
easat-10383	260	13	malignant	malignant	ADJ
easat-10383	260	14	cases	case	NOUN
easat-10383	260	15	,	,	PUNCT
easat-10383	260	16	ensuring	ensure	VERB
easat-10383	260	17	it	it	PRON
easat-10383	260	18	learns	learn	VERB
easat-10383	260	19	to	to	PART
easat-10383	260	20	distinguish	distinguish	VERB
easat-10383	260	21	between	between	ADP
easat-10383	260	22	normal	normal	ADJ
easat-10383	260	23	and	and	CCONJ
easat-10383	260	24	abnormal	abnormal	ADJ
easat-10383	260	25	tissue	tissue	NOUN
easat-10383	260	26	patterns	pattern	NOUN
easat-10383	260	27	.	.	PUNCT
easat-10383	261	1	during	during	ADP
easat-10383	261	2	training	training	NOUN
easat-10383	261	3	,	,	PUNCT
easat-10383	261	4	the	the	DET
easat-10383	261	5	network	network	NOUN
easat-10383	261	6	learns	learn	VERB
easat-10383	261	7	to	to	PART
easat-10383	261	8	recognise	recognise	VERB
easat-10383	261	9	complex	complex	ADJ
easat-10383	261	10	features	feature	NOUN
easat-10383	261	11	from	from	ADP
easat-10383	261	12	both	both	CCONJ
easat-10383	261	13	visual	visual	ADJ
easat-10383	261	14	and	and	CCONJ
easat-10383	261	15	thermal	thermal	ADJ
easat-10383	261	16	images	image	NOUN
easat-10383	261	17	,	,	PUNCT
easat-10383	261	18	such	such	ADJ
easat-10383	261	19	as	as	ADP
easat-10383	261	20	textures	texture	NOUN
easat-10383	261	21	,	,	PUNCT
easat-10383	261	22	shapes	shape	NOUN
easat-10383	261	23	,	,	PUNCT
easat-10383	261	24	and	and	CCONJ
easat-10383	261	25	subtle	subtle	ADJ
easat-10383	261	26	temperature	temperature	NOUN
easat-10383	261	27	variations	variation	NOUN
easat-10383	261	28	indicative	indicative	ADJ
easat-10383	261	29	of	of	ADP
easat-10383	261	30	abnormalities	abnormality	NOUN
easat-10383	261	31	.	.	PUNCT
easat-10383	262	1	the	the	DET
easat-10383	262	2	classification	classification	NOUN
easat-10383	262	3	module	module	NOUN
easat-10383	262	4	outputs	output	NOUN
easat-10383	262	5	predictions	prediction	NOUN
easat-10383	262	6	on	on	ADP
easat-10383	262	7	whether	whether	SCONJ
easat-10383	262	8	the	the	DET
easat-10383	262	9	breast	breast	NOUN
easat-10383	262	10	tissue	tissue	NOUN
easat-10383	262	11	is	be	AUX
easat-10383	262	12	benign	benign	ADJ
easat-10383	262	13	or	or	CCONJ
easat-10383	262	14	malignant	malignant	ADJ
easat-10383	262	15	based	base	VERB
easat-10383	262	16	on	on	ADP
easat-10383	262	17	these	these	DET
easat-10383	262	18	learned	learn	VERB
easat-10383	262	19	patterns	pattern	NOUN
easat-10383	262	20	.	.	PUNCT
easat-10383	263	1	the	the	DET
easat-10383	263	2	model	model	NOUN
easat-10383	263	3	’s	’s	PART
easat-10383	263	4	ability	ability	NOUN
easat-10383	263	5	to	to	PART
easat-10383	263	6	integrate	integrate	VERB
easat-10383	263	7	data	datum	NOUN
easat-10383	263	8	enables	enable	VERB
easat-10383	263	9	more	more	ADV
easat-10383	263	10	accurate	accurate	ADJ
easat-10383	263	11	decision	decision	NOUN
easat-10383	263	12	-	-	PUNCT
easat-10383	263	13	making	making	NOUN
easat-10383	263	14	,	,	PUNCT
easat-10383	263	15	enhancing	enhance	VERB
easat-10383	263	16	its	its	PRON
easat-10383	263	17	diagnostic	diagnostic	ADJ
easat-10383	263	18	performance	performance	NOUN
easat-10383	263	19	by	by	ADP
easat-10383	263	20	identifying	identify	VERB
easat-10383	263	21	subtle	subtle	ADJ
easat-10383	263	22	abnormalities	abnormality	NOUN
easat-10383	263	23	that	that	PRON
easat-10383	263	24	may	may	AUX
easat-10383	263	25	be	be	AUX
easat-10383	263	26	missed	miss	VERB
easat-10383	263	27	using	use	VERB
easat-10383	263	28	a	a	DET
easat-10383	263	29	single	single	ADJ
easat-10383	263	30	imaging	imaging	NOUN
easat-10383	263	31	modality	modality	NOUN
easat-10383	263	32	alone	alone	ADV
easat-10383	263	33	.	.	PUNCT
easat-10383	264	1	4	4	X
easat-10383	264	2	.	.	X
easat-10383	264	3	experimentation	experimentation	NOUN
easat-10383	264	4	and	and	CCONJ
easat-10383	264	5	result	result	VERB
easat-10383	264	6	discussion	discussion	NOUN
easat-10383	264	7	the	the	DET
easat-10383	264	8	experimentation	experimentation	NOUN
easat-10383	264	9	for	for	ADP
easat-10383	264	10	thermofusionnet	thermofusionnet	NOUN
easat-10383	264	11	was	be	AUX
easat-10383	264	12	conducted	conduct	VERB
easat-10383	264	13	using	use	VERB
easat-10383	264	14	an	an	DET
easat-10383	264	15	openly	openly	ADV
easat-10383	264	16	obtainable	obtainable	ADJ
easat-10383	264	17	dataset	dataset	NOUN
easat-10383	264	18	comprising	comprising	NOUN
easat-10383	264	19	paired	pair	VERB
easat-10383	264	20	visual	visual	ADJ
easat-10383	264	21	and	and	CCONJ
easat-10383	264	22	infrared	infrared	ADJ
easat-10383	264	23	thermal	thermal	ADJ
easat-10383	264	24	breast	breast	NOUN
easat-10383	264	25	images	image	NOUN
easat-10383	264	26	.	.	PUNCT
easat-10383	265	1	the	the	DET
easat-10383	265	2	dataset	dataset	NOUN
easat-10383	265	3	was	be	AUX
easat-10383	265	4	divided	divide	VERB
easat-10383	265	5	into	into	ADP
easat-10383	265	6	training	training	NOUN
easat-10383	265	7	,	,	PUNCT
easat-10383	265	8	validation	validation	NOUN
easat-10383	265	9	,	,	PUNCT
easat-10383	265	10	and	and	CCONJ
easat-10383	265	11	testing	testing	NOUN
easat-10383	265	12	sets	set	NOUN
easat-10383	265	13	to	to	PART
easat-10383	265	14	evaluate	evaluate	VERB
easat-10383	265	15	the	the	DET
easat-10383	265	16	model	model	NOUN
easat-10383	265	17	’s	’s	PART
easat-10383	265	18	performance	performance	NOUN
easat-10383	265	19	.	.	PUNCT
easat-10383	266	1	various	various	ADJ
easat-10383	266	2	metrics	metric	NOUN
easat-10383	266	3	such	such	ADJ
easat-10383	266	4	as	as	ADP
easat-10383	266	5	correctness	correctness	NOUN
easat-10383	266	6	,	,	PUNCT
easat-10383	266	7	accuracy	accuracy	NOUN
easat-10383	266	8	,	,	PUNCT
easat-10383	266	9	recall	recall	NOUN
easat-10383	266	10	,	,	PUNCT
easat-10383	266	11	f1	f1	NOUN
easat-10383	266	12	-	-	PUNCT
easat-10383	266	13	score	score	NOUN
easat-10383	266	14	,	,	PUNCT
easat-10383	266	15	and	and	CCONJ
easat-10383	266	16	auc	auc	NOUN
easat-10383	266	17	-	-	PUNCT
easat-10383	266	18	roc	roc	NOUN
easat-10383	266	19	were	be	AUX
easat-10383	266	20	used	use	VERB
easat-10383	266	21	for	for	ADP
easat-10383	266	22	performance	performance	NOUN
easat-10383	266	23	assessment	assessment	NOUN
easat-10383	266	24	.	.	PUNCT
easat-10383	267	1	thermofusionnet	thermofusionnet	NOUN
easat-10383	267	2	demonstrated	demonstrate	VERB
easat-10383	267	3	superior	superior	ADJ
easat-10383	267	4	results	result	NOUN
easat-10383	267	5	compared	compare	VERB
easat-10383	267	6	to	to	ADP
easat-10383	267	7	single	single	ADJ
easat-10383	267	8	-	-	PUNCT
easat-10383	267	9	modality	modality	NOUN
easat-10383	267	10	models	model	NOUN
easat-10383	267	11	,	,	PUNCT
easat-10383	267	12	with	with	ADP
easat-10383	267	13	significant	significant	ADJ
easat-10383	267	14	improvements	improvement	NOUN
easat-10383	267	15	in	in	ADP
easat-10383	267	16	detection	detection	NOUN
easat-10383	267	17	accuracy	accuracy	NOUN
easat-10383	267	18	and	and	CCONJ
easat-10383	267	19	reduced	reduce	VERB
easat-10383	267	20	false	false	ADJ
easat-10383	267	21	positives	positive	NOUN
easat-10383	267	22	.	.	PUNCT
easat-10383	268	1	the	the	DET
easat-10383	268	2	fusion	fusion	NOUN
easat-10383	268	3	of	of	ADP
easat-10383	268	4	thermal	thermal	ADJ
easat-10383	268	5	and	and	CCONJ
easat-10383	268	6	visual	visual	ADJ
easat-10383	268	7	features	feature	NOUN
easat-10383	268	8	enabled	enable	VERB
easat-10383	268	9	the	the	DET
easat-10383	268	10	network	network	NOUN
easat-10383	268	11	to	to	PART
easat-10383	268	12	better	well	ADV
easat-10383	268	13	differentiate	differentiate	VERB
easat-10383	268	14	between	between	ADP
easat-10383	268	15	normal	normal	ADJ
easat-10383	268	16	and	and	CCONJ
easat-10383	268	17	abnormal	abnormal	ADJ
easat-10383	268	18	tissue	tissue	NOUN
easat-10383	268	19	patterns	pattern	NOUN
easat-10383	268	20	.	.	PUNCT
easat-10383	269	1	comparative	comparative	ADJ
easat-10383	269	2	experiments	experiment	NOUN
easat-10383	269	3	with	with	ADP
easat-10383	269	4	traditional	traditional	ADJ
easat-10383	269	5	neural	neural	ADJ
easat-10383	269	6	networks	network	NOUN
easat-10383	269	7	and	and	CCONJ
easat-10383	269	8	unimodal	unimodal	ADJ
easat-10383	269	9	models	model	NOUN
easat-10383	269	10	validated	validate	VERB
easat-10383	269	11	the	the	DET
easat-10383	269	12	effectiveness	effectiveness	NOUN
easat-10383	269	13	of	of	ADP
easat-10383	269	14	the	the	DET
easat-10383	269	15	fusion	fusion	NOUN
easat-10383	269	16	strategy	strategy	NOUN
easat-10383	269	17	.	.	PUNCT
easat-10383	270	1	the	the	DET
easat-10383	270	2	results	result	NOUN
easat-10383	270	3	confirm	confirm	VERB
easat-10383	270	4	the	the	DET
easat-10383	270	5	potential	potential	NOUN
easat-10383	270	6	of	of	ADP
easat-10383	270	7	thermofusionnet	thermofusionnet	NOUN
easat-10383	270	8	as	as	ADP
easat-10383	270	9	a	a	DET
easat-10383	270	10	reliable	reliable	ADJ
easat-10383	270	11	and	and	CCONJ
easat-10383	270	12	efficient	efficient	ADJ
easat-10383	270	13	tool	tool	NOUN
easat-10383	270	14	for	for	ADP
easat-10383	270	15	initial	initial	ADJ
easat-10383	270	16	breast	breast	NOUN
easat-10383	270	17	abnormality	abnormality	NOUN
easat-10383	270	18	detection	detection	NOUN
easat-10383	270	19	.	.	PUNCT
easat-10383	271	1	201	201	NUM
easat-10383	271	2	edelweiss	edelweiss	PROPN
easat-10383	271	3	applied	apply	VERB
easat-10383	271	4	science	science	NOUN
easat-10383	271	5	and	and	CCONJ
easat-10383	271	6	technology	technology	NOUN
easat-10383	271	7	issn	issn	PROPN
easat-10383	271	8	:	:	PUNCT
easat-10383	271	9	2576	2576	NUM
easat-10383	271	10	-	-	SYM
easat-10383	271	11	8484	8484	NUM
easat-10383	271	12	vol	vol	NOUN
easat-10383	271	13	.	.	PROPN
easat-10383	272	1	9	9	NUM
easat-10383	272	2	,	,	PUNCT
easat-10383	272	3	no	no	INTJ
easat-10383	272	4	.	.	NOUN
easat-10383	272	5	10	10	NUM
easat-10383	272	6	:	:	SYM
easat-10383	272	7	189	189	NUM
easat-10383	272	8	-	-	SYM
easat-10383	272	9	211	211	NUM
easat-10383	272	10	,	,	PUNCT
easat-10383	272	11	2025	2025	NUM
easat-10383	272	12	doi	doi	NOUN
easat-10383	272	13	:	:	PUNCT
easat-10383	272	14	10.55214/2576	10.55214/2576	NUM
easat-10383	272	15	-	-	SYM
easat-10383	272	16	8484.v9i10.10383	8484.v9i10.10383	NOUN
easat-10383	272	17	©	©	PROPN
easat-10383	272	18	2025	2025	NUM
easat-10383	272	19	by	by	ADP
easat-10383	272	20	the	the	DET
easat-10383	272	21	authors	author	NOUN
easat-10383	272	22	;	;	PUNCT
easat-10383	273	1	licensee	licensee	PROPN
easat-10383	273	2	learning	learn	VERB
easat-10383	273	3	gate	gate	PROPN
easat-10383	273	4	figure	figure	NOUN
easat-10383	273	5	10	10	NUM
easat-10383	273	6	.	.	PUNCT
easat-10383	274	1	the	the	DET
easat-10383	274	2	data	data	NOUN
easat-10383	274	3	availability	availability	NOUN
easat-10383	274	4	information	information	NOUN
easat-10383	274	5	for	for	ADP
easat-10383	274	6	testing	testing	NOUN
easat-10383	274	7	.	.	PUNCT
easat-10383	275	1	figure	figure	NOUN
easat-10383	275	2	10	10	NUM
easat-10383	275	3	represents	represent	VERB
easat-10383	275	4	the	the	DET
easat-10383	275	5	availability	availability	NOUN
easat-10383	275	6	of	of	ADP
easat-10383	275	7	information	information	NOUN
easat-10383	275	8	for	for	ADP
easat-10383	275	9	testing	testing	NOUN
easat-10383	275	10	,	,	PUNCT
easat-10383	275	11	specifically	specifically	ADV
easat-10383	275	12	focusing	focus	VERB
easat-10383	275	13	on	on	ADP
easat-10383	275	14	patients	patient	NOUN
easat-10383	275	15	categorized	categorize	VERB
easat-10383	275	16	by	by	ADP
easat-10383	275	17	type	type	NOUN
easat-10383	275	18	.	.	PUNCT
easat-10383	276	1	the	the	DET
easat-10383	276	2	primary	primary	ADJ
easat-10383	276	3	dataset	dataset	NOUN
easat-10383	276	4	reflects	reflect	VERB
easat-10383	276	5	values	value	NOUN
easat-10383	276	6	about	about	ADP
easat-10383	276	7	women	woman	NOUN
easat-10383	276	8	diagnosed	diagnose	VERB
easat-10383	276	9	with	with	ADP
easat-10383	276	10	normal	normal	ADJ
easat-10383	276	11	breast	breast	NOUN
easat-10383	276	12	cancer	cancer	NOUN
easat-10383	276	13	.	.	PUNCT
easat-10383	277	1	the	the	DET
easat-10383	277	2	values	value	NOUN
easat-10383	277	3	range	range	VERB
easat-10383	277	4	from	from	ADP
easat-10383	277	5	2.0	2.0	NUM
easat-10383	277	6	to	to	ADP
easat-10383	277	7	3.0	3.0	NUM
easat-10383	277	8	,	,	PUNCT
easat-10383	277	9	suggesting	suggest	VERB
easat-10383	277	10	an	an	DET
easat-10383	277	11	evaluation	evaluation	NOUN
easat-10383	277	12	of	of	ADP
easat-10383	277	13	varying	vary	VERB
easat-10383	277	14	parameters	parameter	NOUN
easat-10383	277	15	linked	link	VERB
easat-10383	277	16	to	to	ADP
easat-10383	277	17	these	these	DET
easat-10383	277	18	patients	patient	NOUN
easat-10383	277	19	.	.	PUNCT
easat-10383	278	1	the	the	DET
easat-10383	278	2	data	data	NOUN
easat-10383	278	3	fluctuates	fluctuate	VERB
easat-10383	278	4	among	among	ADP
easat-10383	278	5	different	different	ADJ
easat-10383	278	6	categories	category	NOUN
easat-10383	278	7	within	within	ADP
easat-10383	278	8	this	this	DET
easat-10383	278	9	context	context	NOUN
easat-10383	278	10	,	,	PUNCT
easat-10383	278	11	indicating	indicate	VERB
easat-10383	278	12	potential	potential	ADJ
easat-10383	278	13	trends	trend	NOUN
easat-10383	278	14	or	or	CCONJ
easat-10383	278	15	relevant	relevant	ADJ
easat-10383	278	16	insights	insight	NOUN
easat-10383	278	17	into	into	ADP
easat-10383	278	18	patient	patient	ADJ
easat-10383	278	19	outcomes	outcome	NOUN
easat-10383	278	20	and	and	CCONJ
easat-10383	278	21	accessibility	accessibility	NOUN
easat-10383	278	22	related	relate	VERB
easat-10383	278	23	to	to	ADP
easat-10383	278	24	the	the	DET
easat-10383	278	25	testing	testing	NOUN
easat-10383	278	26	discussed	discuss	VERB
easat-10383	278	27	.	.	PUNCT
easat-10383	279	1	the	the	DET
easat-10383	279	2	information	information	NOUN
easat-10383	279	3	could	could	AUX
easat-10383	279	4	be	be	AUX
easat-10383	279	5	vital	vital	ADJ
easat-10383	279	6	for	for	ADP
easat-10383	279	7	further	further	ADJ
easat-10383	279	8	research	research	NOUN
easat-10383	279	9	or	or	CCONJ
easat-10383	279	10	understanding	understanding	NOUN
easat-10383	279	11	of	of	ADP
easat-10383	279	12	breast	breast	NOUN
easat-10383	279	13	cancer	cancer	NOUN
easat-10383	279	14	in	in	ADP
easat-10383	279	15	women	woman	NOUN
easat-10383	279	16	.	.	PUNCT
easat-10383	280	1	while	while	SCONJ
easat-10383	280	2	specific	specific	ADJ
easat-10383	280	3	words	word	NOUN
easat-10383	280	4	relating	relate	VERB
easat-10383	280	5	to	to	ADP
easat-10383	280	6	axes	axis	NOUN
easat-10383	280	7	are	be	AUX
easat-10383	280	8	not	not	PART
easat-10383	280	9	detailed	detail	VERB
easat-10383	280	10	here	here	ADV
easat-10383	280	11	,	,	PUNCT
easat-10383	280	12	it	it	PRON
easat-10383	280	13	is	be	AUX
easat-10383	280	14	evident	evident	ADJ
easat-10383	280	15	that	that	SCONJ
easat-10383	280	16	a	a	DET
easat-10383	280	17	comprehensive	comprehensive	ADJ
easat-10383	280	18	examination	examination	NOUN
easat-10383	280	19	of	of	ADP
easat-10383	280	20	this	this	PRON
easat-10383	280	21	has	have	VERB
easat-10383	280	22	significant	significant	ADJ
easat-10383	280	23	implications	implication	NOUN
easat-10383	280	24	for	for	ADP
easat-10383	280	25	medical	medical	ADJ
easat-10383	280	26	professionals	professional	NOUN
easat-10383	280	27	and	and	CCONJ
easat-10383	280	28	researchers	researcher	NOUN
easat-10383	280	29	engaged	engage	VERB
easat-10383	280	30	in	in	ADP
easat-10383	280	31	studies	study	NOUN
easat-10383	280	32	concerning	concern	VERB
easat-10383	280	33	breast	breast	NOUN
easat-10383	280	34	cancer	cancer	NOUN
easat-10383	280	35	awareness	awareness	NOUN
easat-10383	280	36	and	and	CCONJ
easat-10383	280	37	treatment	treatment	NOUN
easat-10383	280	38	accessibility	accessibility	NOUN
easat-10383	280	39	for	for	ADP
easat-10383	280	40	women	woman	NOUN
easat-10383	280	41	diagnosed	diagnose	VERB
easat-10383	280	42	with	with	ADP
easat-10383	280	43	normal	normal	ADJ
easat-10383	280	44	forms	form	NOUN
easat-10383	280	45	of	of	ADP
easat-10383	280	46	this	this	DET
easat-10383	280	47	condition	condition	NOUN
easat-10383	280	48	.	.	PUNCT
easat-10383	281	1	this	this	DET
easat-10383	281	2	representation	representation	NOUN
easat-10383	281	3	aims	aim	VERB
easat-10383	281	4	at	at	ADP
easat-10383	281	5	enhancing	enhance	VERB
easat-10383	281	6	knowledge	knowledge	NOUN
easat-10383	281	7	around	around	ADP
easat-10383	281	8	patient	patient	ADJ
easat-10383	281	9	demographics	demographic	NOUN
easat-10383	281	10	and	and	CCONJ
easat-10383	281	11	their	their	PRON
easat-10383	281	12	respective	respective	ADJ
easat-10383	281	13	health	health	NOUN
easat-10383	281	14	scenarios	scenario	NOUN
easat-10383	281	15	.	.	PUNCT
easat-10383	282	1	figure	figure	VERB
easat-10383	282	2	11	11	NUM
easat-10383	282	3	.	.	PUNCT
easat-10383	283	1	the	the	DET
easat-10383	283	2	prediction	prediction	NOUN
easat-10383	283	3	correctness	correctness	NOUN
easat-10383	283	4	for	for	ADP
easat-10383	283	5	various	various	ADJ
easat-10383	283	6	patients	patient	NOUN
easat-10383	283	7	.	.	PUNCT
easat-10383	284	1	figure	figure	VERB
easat-10383	284	2	11	11	NUM
easat-10383	284	3	shows	show	VERB
easat-10383	284	4	the	the	DET
easat-10383	284	5	prediction	prediction	NOUN
easat-10383	284	6	correctness	correctness	NOUN
easat-10383	284	7	for	for	ADP
easat-10383	284	8	various	various	ADJ
easat-10383	284	9	patients	patient	NOUN
easat-10383	284	10	identified	identify	VERB
easat-10383	284	11	by	by	ADP
easat-10383	284	12	unique	unique	ADJ
easat-10383	284	13	patient	patient	ADJ
easat-10383	284	14	ids	id	NOUN
easat-10383	284	15	.	.	PUNCT
easat-10383	285	1	each	each	DET
easat-10383	285	2	patient	patient	NOUN
easat-10383	285	3	,	,	PUNCT
easat-10383	285	4	represented	represent	VERB
easat-10383	285	5	in	in	ADP
easat-10383	285	6	order	order	NOUN
easat-10383	285	7	from	from	ADP
easat-10383	285	8	patient	patient	ADJ
easat-10383	285	9	01	01	NUM
easat-10383	285	10	to	to	PART
easat-10383	285	11	patient	patient	VERB
easat-10383	285	12	05	05	NUM
easat-10383	285	13	,	,	PUNCT
easat-10383	285	14	is	be	AUX
easat-10383	285	15	assessed	assess	VERB
easat-10383	285	16	based	base	VERB
easat-10383	285	17	on	on	ADP
easat-10383	285	18	their	their	PRON
easat-10383	285	19	202	202	NUM
easat-10383	285	20	edelweiss	edelweiss	PROPN
easat-10383	285	21	applied	apply	VERB
easat-10383	285	22	science	science	NOUN
easat-10383	285	23	and	and	CCONJ
easat-10383	285	24	technology	technology	NOUN
easat-10383	285	25	issn	issn	PROPN
easat-10383	285	26	:	:	PUNCT
easat-10383	285	27	2576	2576	NUM
easat-10383	285	28	-	-	SYM
easat-10383	285	29	8484	8484	NUM
easat-10383	285	30	vol	vol	NOUN
easat-10383	285	31	.	.	PROPN
easat-10383	286	1	9	9	NUM
easat-10383	286	2	,	,	PUNCT
easat-10383	286	3	no	no	INTJ
easat-10383	286	4	.	.	NOUN
easat-10383	286	5	10	10	NUM
easat-10383	286	6	:	:	SYM
easat-10383	286	7	189	189	NUM
easat-10383	286	8	-	-	SYM
easat-10383	286	9	211	211	NUM
easat-10383	286	10	,	,	PUNCT
easat-10383	286	11	2025	2025	NUM
easat-10383	286	12	doi	doi	NOUN
easat-10383	286	13	:	:	PUNCT
easat-10383	286	14	10.55214/2576	10.55214/2576	NUM
easat-10383	286	15	-	-	SYM
easat-10383	286	16	8484.v9i10.10383	8484.v9i10.10383	NOUN
easat-10383	286	17	©	©	PROPN
easat-10383	286	18	2025	2025	NUM
easat-10383	286	19	by	by	ADP
easat-10383	286	20	the	the	DET
easat-10383	286	21	authors	author	NOUN
easat-10383	286	22	;	;	PUNCT
easat-10383	286	23	licensee	licensee	PROPN
easat-10383	286	24	learning	learn	VERB
easat-10383	286	25	gate	gate	NOUN
easat-10383	286	26	corresponding	correspond	VERB
easat-10383	286	27	predictions	prediction	NOUN
easat-10383	286	28	marked	mark	VERB
easat-10383	286	29	as	as	ADP
easat-10383	286	30	either	either	CCONJ
easat-10383	286	31	correct	correct	ADJ
easat-10383	286	32	or	or	CCONJ
easat-10383	286	33	incorrect	incorrect	ADJ
easat-10383	286	34	.	.	PUNCT
easat-10383	287	1	the	the	DET
easat-10383	287	2	values	value	NOUN
easat-10383	287	3	indicate	indicate	VERB
easat-10383	287	4	that	that	SCONJ
easat-10383	287	5	a	a	DET
easat-10383	287	6	"	"	PUNCT
easat-10383	287	7	1	1	NUM
easat-10383	287	8	"	"	PUNCT
easat-10383	287	9	corresponds	correspond	VERB
easat-10383	287	10	to	to	ADP
easat-10383	287	11	a	a	DET
easat-10383	287	12	correct	correct	ADJ
easat-10383	287	13	prediction	prediction	NOUN
easat-10383	287	14	,	,	PUNCT
easat-10383	287	15	while	while	SCONJ
easat-10383	287	16	a	a	DET
easat-10383	287	17	"	"	PUNCT
easat-10383	287	18	0	0	NUM
easat-10383	287	19	"	"	PUNCT
easat-10383	287	20	signifies	signify	VERB
easat-10383	287	21	an	an	DET
easat-10383	287	22	incorrect	incorrect	ADJ
easat-10383	287	23	one	one	NOUN
easat-10383	287	24	.	.	PUNCT
easat-10383	288	1	the	the	DET
easat-10383	288	2	data	data	NOUN
easat-10383	288	3	highlights	highlight	VERB
easat-10383	288	4	the	the	DET
easat-10383	288	5	performance	performance	NOUN
easat-10383	288	6	of	of	ADP
easat-10383	288	7	predictions	prediction	NOUN
easat-10383	288	8	made	make	VERB
easat-10383	288	9	for	for	ADP
easat-10383	288	10	each	each	DET
easat-10383	288	11	patient	patient	NOUN
easat-10383	288	12	,	,	PUNCT
easat-10383	288	13	allowing	allow	VERB
easat-10383	288	14	for	for	ADP
easat-10383	288	15	comparison	comparison	NOUN
easat-10383	288	16	across	across	ADP
easat-10383	288	17	multiple	multiple	ADJ
easat-10383	288	18	individuals	individual	NOUN
easat-10383	288	19	.	.	PUNCT
easat-10383	289	1	the	the	DET
easat-10383	289	2	predictive	predictive	ADJ
easat-10383	289	3	models	model	NOUN
easat-10383	289	4	perform	perform	VERB
easat-10383	289	5	with	with	ADP
easat-10383	289	6	different	different	ADJ
easat-10383	289	7	patient	patient	ADJ
easat-10383	289	8	data	datum	NOUN
easat-10383	289	9	and	and	CCONJ
easat-10383	289	10	identify	identify	VERB
easat-10383	289	11	patterns	pattern	NOUN
easat-10383	289	12	in	in	ADP
easat-10383	289	13	accuracy	accuracy	NOUN
easat-10383	289	14	or	or	CCONJ
easat-10383	289	15	potential	potential	ADJ
easat-10383	289	16	discrepancies	discrepancy	NOUN
easat-10383	289	17	in	in	ADP
easat-10383	289	18	diagnosis	diagnosis	NOUN
easat-10383	289	19	or	or	CCONJ
easat-10383	289	20	treatment	treatment	NOUN
easat-10383	289	21	outcomes	outcome	NOUN
easat-10383	289	22	.	.	PUNCT
easat-10383	290	1	this	this	PRON
easat-10383	290	2	enables	enable	VERB
easat-10383	290	3	a	a	DET
easat-10383	290	4	quick	quick	ADJ
easat-10383	290	5	assessment	assessment	NOUN
easat-10383	290	6	of	of	ADP
easat-10383	290	7	which	which	PRON
easat-10383	290	8	patient	patient	ADJ
easat-10383	290	9	ids	id	NOUN
easat-10383	290	10	had	have	VERB
easat-10383	290	11	better	well	ADJ
easat-10383	290	12	predictive	predictive	ADJ
easat-10383	290	13	correctness	correctness	NOUN
easat-10383	290	14	rates	rate	NOUN
easat-10383	290	15	versus	versus	ADP
easat-10383	290	16	those	those	PRON
easat-10383	290	17	needing	need	VERB
easat-10383	290	18	improvement	improvement	NOUN
easat-10383	290	19	.	.	PUNCT
easat-10383	291	1	this	this	PRON
easat-10383	291	2	serves	serve	VERB
easat-10383	291	3	as	as	ADP
easat-10383	291	4	an	an	DET
easat-10383	291	5	analytical	analytical	ADJ
easat-10383	291	6	tool	tool	NOUN
easat-10383	291	7	to	to	PART
easat-10383	291	8	evaluate	evaluate	VERB
easat-10383	291	9	the	the	DET
easat-10383	291	10	efficiency	efficiency	NOUN
easat-10383	291	11	of	of	ADP
easat-10383	291	12	prediction	prediction	NOUN
easat-10383	291	13	within	within	ADP
easat-10383	291	14	healthcare	healthcare	NOUN
easat-10383	291	15	and	and	CCONJ
easat-10383	291	16	encourages	encourage	VERB
easat-10383	291	17	ongoing	ongoing	ADJ
easat-10383	291	18	refinement	refinement	NOUN
easat-10383	291	19	of	of	ADP
easat-10383	291	20	these	these	DET
easat-10383	291	21	predictive	predictive	ADJ
easat-10383	291	22	systems	system	NOUN
easat-10383	291	23	based	base	VERB
easat-10383	291	24	on	on	ADP
easat-10383	291	25	observed	observed	ADJ
easat-10383	291	26	results	result	NOUN
easat-10383	291	27	across	across	ADP
easat-10383	291	28	diverse	diverse	ADJ
easat-10383	291	29	patient	patient	ADJ
easat-10383	291	30	scenarios	scenario	NOUN
easat-10383	291	31	.	.	PUNCT
easat-10383	292	1	figure	figure	NOUN
easat-10383	292	2	12	12	NUM
easat-10383	292	3	.	.	PUNCT
easat-10383	293	1	performance	performance	NOUN
easat-10383	293	2	metrics	metric	NOUN
easat-10383	293	3	of	of	ADP
easat-10383	293	4	a	a	DET
easat-10383	293	5	classification	classification	NOUN
easat-10383	293	6	model	model	NOUN
easat-10383	293	7	.	.	PUNCT
easat-10383	294	1	figure	figure	NOUN
easat-10383	294	2	12	12	NUM
easat-10383	294	3	shows	show	VERB
easat-10383	294	4	the	the	DET
easat-10383	294	5	performance	performance	NOUN
easat-10383	294	6	metrics	metric	NOUN
easat-10383	294	7	of	of	ADP
easat-10383	294	8	a	a	DET
easat-10383	294	9	classification	classification	NOUN
easat-10383	294	10	model	model	NOUN
easat-10383	294	11	,	,	PUNCT
easat-10383	294	12	specifically	specifically	ADV
easat-10383	294	13	focusing	focus	VERB
easat-10383	294	14	on	on	ADP
easat-10383	294	15	its	its	PRON
easat-10383	294	16	confusion	confusion	NOUN
easat-10383	294	17	matrix	matrix	NOUN
easat-10383	294	18	values	value	NOUN
easat-10383	294	19	.	.	PUNCT
easat-10383	295	1	the	the	DET
easat-10383	295	2	different	different	ADJ
easat-10383	295	3	predicted	predict	VERB
easat-10383	295	4	outcomes	outcome	NOUN
easat-10383	295	5	are	be	AUX
easat-10383	295	6	benign	benign	ADJ
easat-10383	295	7	and	and	CCONJ
easat-10383	295	8	malignant	malignant	ADJ
easat-10383	295	9	instances	instance	NOUN
easat-10383	295	10	.	.	PUNCT
easat-10383	296	1	the	the	DET
easat-10383	296	2	range	range	NOUN
easat-10383	296	3	of	of	ADP
easat-10383	296	4	values	value	NOUN
easat-10383	296	5	varies	vary	VERB
easat-10383	296	6	from	from	ADP
easat-10383	296	7	0.0	0.0	NUM
easat-10383	296	8	to	to	ADP
easat-10383	296	9	2.0	2.0	NUM
easat-10383	296	10	,	,	PUNCT
easat-10383	296	11	indicating	indicate	VERB
easat-10383	296	12	the	the	DET
easat-10383	296	13	number	number	NOUN
easat-10383	296	14	of	of	ADP
easat-10383	296	15	instances	instance	NOUN
easat-10383	296	16	classified	classify	VERB
easat-10383	296	17	within	within	ADP
easat-10383	296	18	each	each	DET
easat-10383	296	19	category	category	NOUN
easat-10383	296	20	.	.	PUNCT
easat-10383	297	1	the	the	DET
easat-10383	297	2	increase	increase	NOUN
easat-10383	297	3	towards	towards	ADP
easat-10383	297	4	a	a	DET
easat-10383	297	5	higher	high	ADJ
easat-10383	297	6	value	value	NOUN
easat-10383	297	7	signifies	signify	VERB
easat-10383	297	8	an	an	DET
easat-10383	297	9	increase	increase	NOUN
easat-10383	297	10	in	in	ADP
easat-10383	297	11	correctly	correctly	ADV
easat-10383	297	12	identified	identify	VERB
easat-10383	297	13	cases	case	NOUN
easat-10383	297	14	,	,	PUNCT
easat-10383	297	15	while	while	SCONJ
easat-10383	297	16	the	the	DET
easat-10383	297	17	other	other	ADJ
easat-10383	297	18	contrasting	contrast	VERB
easat-10383	297	19	trend	trend	NOUN
easat-10383	297	20	is	be	AUX
easat-10383	297	21	based	base	VERB
easat-10383	297	22	on	on	ADP
easat-10383	297	23	the	the	DET
easat-10383	297	24	predictions	prediction	NOUN
easat-10383	297	25	made	make	VERB
easat-10383	297	26	by	by	ADP
easat-10383	297	27	the	the	DET
easat-10383	297	28	model	model	NOUN
easat-10383	297	29	versus	versus	ADP
easat-10383	297	30	actual	actual	ADJ
easat-10383	297	31	results	result	NOUN
easat-10383	297	32	.	.	PUNCT
easat-10383	298	1	this	this	DET
easat-10383	298	2	comparison	comparison	NOUN
easat-10383	298	3	between	between	ADP
easat-10383	298	4	actual	actual	ADJ
easat-10383	298	5	categories	category	NOUN
easat-10383	298	6	determines	determine	VERB
easat-10383	298	7	how	how	SCONJ
easat-10383	298	8	well	well	ADV
easat-10383	298	9	the	the	DET
easat-10383	298	10	model	model	NOUN
easat-10383	298	11	performs	perform	VERB
easat-10383	298	12	in	in	ADP
easat-10383	298	13	classifying	classify	VERB
easat-10383	298	14	benign	benign	ADJ
easat-10383	298	15	and	and	CCONJ
easat-10383	298	16	malignant	malignant	ADJ
easat-10383	298	17	instances	instance	NOUN
easat-10383	298	18	.	.	PUNCT
easat-10383	299	1	the	the	DET
easat-10383	299	2	insights	insight	NOUN
easat-10383	299	3	into	into	ADP
easat-10383	299	4	model	model	NOUN
easat-10383	299	5	accuracy	accuracy	NOUN
easat-10383	299	6	help	help	NOUN
easat-10383	299	7	users	user	NOUN
easat-10383	299	8	understand	understand	VERB
easat-10383	299	9	areas	area	NOUN
easat-10383	299	10	where	where	SCONJ
easat-10383	299	11	improvements	improvement	NOUN
easat-10383	299	12	may	may	AUX
easat-10383	299	13	be	be	AUX
easat-10383	299	14	needed	need	VERB
easat-10383	299	15	or	or	CCONJ
easat-10383	299	16	where	where	SCONJ
easat-10383	299	17	predictive	predictive	ADJ
easat-10383	299	18	capabilities	capability	NOUN
easat-10383	299	19	are	be	AUX
easat-10383	299	20	strong	strong	ADJ
easat-10383	299	21	.	.	PUNCT
easat-10383	300	1	from	from	ADP
easat-10383	300	2	the	the	DET
easat-10383	300	3	values	value	NOUN
easat-10383	300	4	in	in	ADP
easat-10383	300	5	relation	relation	NOUN
easat-10383	300	6	to	to	ADP
easat-10383	300	7	actual	actual	ADJ
easat-10383	300	8	occurrences	occurrence	NOUN
easat-10383	300	9	,	,	PUNCT
easat-10383	300	10	stakeholders	stakeholder	NOUN
easat-10383	300	11	can	can	AUX
easat-10383	300	12	glean	glean	VERB
easat-10383	300	13	valuable	valuable	ADJ
easat-10383	300	14	information	information	NOUN
easat-10383	300	15	regarding	regard	VERB
easat-10383	300	16	efficacy	efficacy	NOUN
easat-10383	300	17	and	and	CCONJ
easat-10383	300	18	potential	potential	ADJ
easat-10383	300	19	adjustments	adjustment	NOUN
easat-10383	300	20	necessary	necessary	ADJ
easat-10383	300	21	for	for	ADP
easat-10383	300	22	enhancing	enhance	VERB
easat-10383	300	23	predictive	predictive	ADJ
easat-10383	300	24	performance	performance	NOUN
easat-10383	300	25	in	in	ADP
easat-10383	300	26	future	future	ADJ
easat-10383	300	27	assessments	assessment	NOUN
easat-10383	300	28	.	.	PUNCT
easat-10383	301	1	figure	figure	NOUN
easat-10383	301	2	13	13	NUM
easat-10383	301	3	.	.	PUNCT
easat-10383	302	1	performance	performance	NOUN
easat-10383	302	2	metrics	metric	NOUN
easat-10383	302	3	percentage	percentage	NOUN
easat-10383	302	4	.	.	PUNCT
easat-10383	303	1	203	203	NUM
easat-10383	303	2	edelweiss	edelweiss	PROPN
easat-10383	303	3	applied	apply	VERB
easat-10383	303	4	science	science	NOUN
easat-10383	303	5	and	and	CCONJ
easat-10383	303	6	technology	technology	NOUN
easat-10383	303	7	issn	issn	PROPN
easat-10383	303	8	:	:	PUNCT
easat-10383	303	9	2576	2576	NUM
easat-10383	303	10	-	-	SYM
easat-10383	303	11	8484	8484	NUM
easat-10383	303	12	vol	vol	NOUN
easat-10383	303	13	.	.	PROPN
easat-10383	304	1	9	9	NUM
easat-10383	304	2	,	,	PUNCT
easat-10383	304	3	no	no	INTJ
easat-10383	304	4	.	.	NOUN
easat-10383	304	5	10	10	NUM
easat-10383	304	6	:	:	SYM
easat-10383	304	7	189	189	NUM
easat-10383	304	8	-	-	SYM
easat-10383	304	9	211	211	NUM
easat-10383	304	10	,	,	PUNCT
easat-10383	304	11	2025	2025	NUM
easat-10383	304	12	doi	doi	NOUN
easat-10383	304	13	:	:	PUNCT
easat-10383	304	14	10.55214/2576	10.55214/2576	NUM
easat-10383	304	15	-	-	SYM
easat-10383	304	16	8484.v9i10.10383	8484.v9i10.10383	NOUN
easat-10383	304	17	©	©	PROPN
easat-10383	304	18	2025	2025	NUM
easat-10383	304	19	by	by	ADP
easat-10383	304	20	the	the	DET
easat-10383	304	21	authors	author	NOUN
easat-10383	304	22	;	;	PUNCT
easat-10383	304	23	licensee	licensee	PROPN
easat-10383	304	24	learning	learn	VERB
easat-10383	304	25	gate	gate	PROPN
easat-10383	304	26	figure	figure	NOUN
easat-10383	304	27	13	13	NUM
easat-10383	304	28	illustrates	illustrate	VERB
easat-10383	304	29	various	various	ADJ
easat-10383	304	30	performance	performance	NOUN
easat-10383	304	31	metrics	metric	NOUN
easat-10383	304	32	,	,	PUNCT
easat-10383	304	33	showcasing	showcase	VERB
easat-10383	304	34	four	four	NUM
easat-10383	304	35	key	key	ADJ
easat-10383	304	36	measurements	measurement	NOUN
easat-10383	304	37	:	:	PUNCT
easat-10383	304	38	accuracy	accuracy	NOUN
easat-10383	304	39	,	,	PUNCT
easat-10383	304	40	sensitivity	sensitivity	NOUN
easat-10383	304	41	,	,	PUNCT
easat-10383	304	42	specificity	specificity	NOUN
easat-10383	304	43	,	,	PUNCT
easat-10383	304	44	precision	precision	NOUN
easat-10383	304	45	,	,	PUNCT
easat-10383	304	46	and	and	CCONJ
easat-10383	304	47	f1	f1	NOUN
easat-10383	304	48	-	-	PUNCT
easat-10383	304	49	score	score	NOUN
easat-10383	304	50	.	.	PUNCT
easat-10383	305	1	the	the	DET
easat-10383	305	2	heights	height	NOUN
easat-10383	305	3	of	of	ADP
easat-10383	305	4	the	the	DET
easat-10383	305	5	corresponding	corresponding	ADJ
easat-10383	305	6	numerical	numerical	ADJ
easat-10383	305	7	values	value	NOUN
easat-10383	305	8	for	for	ADP
easat-10383	305	9	each	each	DET
easat-10383	305	10	metric	metric	NOUN
easat-10383	305	11	are	be	AUX
easat-10383	305	12	on	on	ADP
easat-10383	305	13	a	a	DET
easat-10383	305	14	percentage	percentage	NOUN
easat-10383	305	15	scale	scale	NOUN
easat-10383	305	16	.	.	PUNCT
easat-10383	306	1	the	the	DET
easat-10383	306	2	highest	high	ADJ
easat-10383	306	3	value	value	NOUN
easat-10383	306	4	displayed	display	VERB
easat-10383	306	5	is	be	AUX
easat-10383	306	6	100	100	NUM
easat-10383	306	7	%	%	NOUN
easat-10383	306	8	,	,	PUNCT
easat-10383	306	9	indicating	indicate	VERB
easat-10383	306	10	optimal	optimal	ADJ
easat-10383	306	11	performance	performance	NOUN
easat-10383	306	12	in	in	ADP
easat-10383	306	13	accuracy	accuracy	NOUN
easat-10383	306	14	,	,	PUNCT
easat-10383	306	15	and	and	CCONJ
easat-10383	306	16	80	80	NUM
easat-10383	306	17	%	%	NOUN
easat-10383	306	18	in	in	ADP
easat-10383	306	19	sensitivity	sensitivity	NOUN
easat-10383	306	20	and	and	CCONJ
easat-10383	306	21	specificity	specificity	NOUN
easat-10383	306	22	.	.	PUNCT
easat-10383	307	1	the	the	DET
easat-10383	307	2	chart	chart	NOUN
easat-10383	307	3	also	also	ADV
easat-10383	307	4	shows	show	VERB
easat-10383	307	5	the	the	DET
easat-10383	307	6	f1	f1	NOUN
easat-10383	307	7	-	-	PUNCT
easat-10383	307	8	score	score	NOUN
easat-10383	307	9	with	with	ADP
easat-10383	307	10	a	a	DET
easat-10383	307	11	value	value	NOUN
easat-10383	307	12	of	of	ADP
easat-10383	307	13	66.7	66.7	NUM
easat-10383	307	14	%	%	NOUN
easat-10383	307	15	.	.	PUNCT
easat-10383	308	1	the	the	DET
easat-10383	308	2	evaluating	evaluate	VERB
easat-10383	308	3	model	model	NOUN
easat-10383	308	4	's	's	PART
easat-10383	308	5	effectiveness	effectiveness	NOUN
easat-10383	308	6	:	:	PUNCT
easat-10383	308	7	accuracy	accuracy	NOUN
easat-10383	308	8	reflects	reflect	VERB
easat-10383	308	9	overall	overall	ADJ
easat-10383	308	10	correctness	correctness	NOUN
easat-10383	308	11	;	;	PUNCT
easat-10383	308	12	sensitivity	sensitivity	NOUN
easat-10383	308	13	measures	measure	VERB
easat-10383	308	14	true	true	ADJ
easat-10383	308	15	positive	positive	ADJ
easat-10383	308	16	rates	rate	NOUN
easat-10383	308	17	;	;	PUNCT
easat-10383	308	18	specificity	specificity	NOUN
easat-10383	308	19	assesses	assess	VERB
easat-10383	308	20	true	true	ADJ
easat-10383	308	21	negative	negative	ADJ
easat-10383	308	22	rates	rate	NOUN
easat-10383	308	23	;	;	PUNCT
easat-10383	308	24	precision	precision	NOUN
easat-10383	308	25	indicates	indicate	VERB
easat-10383	308	26	the	the	DET
easat-10383	308	27	proportion	proportion	NOUN
easat-10383	308	28	of	of	ADP
easat-10383	308	29	correct	correct	ADJ
easat-10383	308	30	identifications	identification	NOUN
easat-10383	308	31	;	;	PUNCT
easat-10383	308	32	and	and	CCONJ
easat-10383	308	33	the	the	DET
easat-10383	308	34	f1	f1	NOUN
easat-10383	308	35	-	-	PUNCT
easat-10383	308	36	score	score	NOUN
easat-10383	308	37	provides	provide	VERB
easat-10383	308	38	a	a	DET
easat-10383	308	39	balance	balance	NOUN
easat-10383	308	40	between	between	ADP
easat-10383	308	41	precision	precision	NOUN
easat-10383	308	42	and	and	CCONJ
easat-10383	308	43	recall	recall	NOUN
easat-10383	308	44	.	.	PUNCT
easat-10383	309	1	this	this	PRON
easat-10383	309	2	allows	allow	VERB
easat-10383	309	3	for	for	ADP
easat-10383	309	4	easy	easy	ADJ
easat-10383	309	5	comparison	comparison	NOUN
easat-10383	309	6	across	across	ADP
easat-10383	309	7	these	these	DET
easat-10383	309	8	critical	critical	ADJ
easat-10383	309	9	performance	performance	NOUN
easat-10383	309	10	indicators	indicator	NOUN
easat-10383	309	11	.	.	PUNCT
easat-10383	310	1	figure	figure	VERB
easat-10383	310	2	14	14	NUM
easat-10383	310	3	.	.	PUNCT
easat-10383	311	1	cumulative	cumulative	ADJ
easat-10383	311	2	distribution	distribution	NOUN
easat-10383	311	3	function	function	NOUN
easat-10383	311	4	(	(	PUNCT
easat-10383	311	5	cdf	cdf	PROPN
easat-10383	311	6	)	)	PUNCT
easat-10383	311	7	of	of	ADP
easat-10383	311	8	the	the	DET
easat-10383	311	9	original	original	ADJ
easat-10383	311	10	image	image	NOUN
easat-10383	311	11	.	.	PUNCT
easat-10383	312	1	figure	figure	NOUN
easat-10383	312	2	14	14	NUM
easat-10383	312	3	shows	show	VERB
easat-10383	312	4	the	the	DET
easat-10383	312	5	cumulative	cumulative	ADJ
easat-10383	312	6	distribution	distribution	NOUN
easat-10383	312	7	function	function	NOUN
easat-10383	312	8	(	(	PUNCT
easat-10383	312	9	cdf	cdf	PROPN
easat-10383	312	10	)	)	PUNCT
easat-10383	312	11	of	of	ADP
easat-10383	312	12	an	an	DET
easat-10383	312	13	original	original	ADJ
easat-10383	312	14	image	image	NOUN
easat-10383	312	15	.	.	PUNCT
easat-10383	313	1	the	the	DET
easat-10383	313	2	relationship	relationship	NOUN
easat-10383	313	3	between	between	ADP
easat-10383	313	4	pixel	pixel	PROPN
easat-10383	313	5	intensity	intensity	NOUN
easat-10383	313	6	and	and	CCONJ
easat-10383	313	7	cumulative	cumulative	ADJ
easat-10383	313	8	frequency	frequency	NOUN
easat-10383	313	9	is	be	AUX
easat-10383	313	10	depicted	depict	VERB
easat-10383	313	11	.	.	PUNCT
easat-10383	314	1	the	the	DET
easat-10383	314	2	pixel	pixel	PROPN
easat-10383	314	3	intensity	intensity	NOUN
easat-10383	314	4	values	value	NOUN
easat-10383	314	5	range	range	VERB
easat-10383	314	6	from	from	ADP
easat-10383	314	7	0	0	NUM
easat-10383	314	8	to	to	ADP
easat-10383	314	9	250	250	NUM
easat-10383	314	10	,	,	PUNCT
easat-10383	314	11	indicating	indicate	VERB
easat-10383	314	12	different	different	ADJ
easat-10383	314	13	levels	level	NOUN
easat-10383	314	14	of	of	ADP
easat-10383	314	15	brightness	brightness	NOUN
easat-10383	314	16	or	or	CCONJ
easat-10383	314	17	colour	colour	NOUN
easat-10383	314	18	in	in	ADP
easat-10383	314	19	the	the	DET
easat-10383	314	20	image	image	NOUN
easat-10383	314	21	,	,	PUNCT
easat-10383	314	22	while	while	SCONJ
easat-10383	314	23	the	the	DET
easat-10383	314	24	cumulative	cumulative	ADJ
easat-10383	314	25	frequency	frequency	NOUN
easat-10383	314	26	ranges	range	VERB
easat-10383	314	27	from	from	ADP
easat-10383	314	28	0	0	NUM
easat-10383	314	29	to	to	ADP
easat-10383	314	30	3500	3500	NUM
easat-10383	314	31	.	.	PUNCT
easat-10383	315	1	the	the	DET
easat-10383	315	2	data	datum	NOUN
easat-10383	315	3	indicates	indicate	VERB
easat-10383	315	4	how	how	SCONJ
easat-10383	315	5	frequently	frequently	ADV
easat-10383	315	6	each	each	DET
easat-10383	315	7	pixel	pixel	PROPN
easat-10383	315	8	intensity	intensity	NOUN
easat-10383	315	9	occurs	occur	VERB
easat-10383	315	10	within	within	ADP
easat-10383	315	11	the	the	DET
easat-10383	315	12	original	original	ADJ
easat-10383	315	13	image	image	NOUN
easat-10383	315	14	,	,	PUNCT
easat-10383	315	15	allowing	allow	VERB
easat-10383	315	16	for	for	ADP
easat-10383	315	17	an	an	DET
easat-10383	315	18	understanding	understanding	NOUN
easat-10383	315	19	of	of	ADP
easat-10383	315	20	the	the	DET
easat-10383	315	21	brightness	brightness	NOUN
easat-10383	315	22	distribution	distribution	NOUN
easat-10383	315	23	.	.	PUNCT
easat-10383	316	1	values	value	NOUN
easat-10383	316	2	are	be	AUX
easat-10383	316	3	prominently	prominently	ADV
easat-10383	316	4	displayed	display	VERB
easat-10383	316	5	at	at	ADP
easat-10383	316	6	intervals	interval	NOUN
easat-10383	316	7	to	to	PART
easat-10383	316	8	help	help	VERB
easat-10383	316	9	quantify	quantify	VERB
easat-10383	316	10	these	these	DET
easat-10383	316	11	aspects	aspect	NOUN
easat-10383	316	12	across	across	ADP
easat-10383	316	13	both	both	DET
easat-10383	316	14	axes	axis	NOUN
easat-10383	316	15	clearly	clearly	ADV
easat-10383	316	16	.	.	PUNCT
easat-10383	317	1	the	the	DET
easat-10383	317	2	pixel	pixel	PROPN
easat-10383	317	3	data	datum	NOUN
easat-10383	317	4	in	in	ADP
easat-10383	317	5	images	image	NOUN
easat-10383	317	6	highlights	highlight	VERB
easat-10383	317	7	important	important	ADJ
easat-10383	317	8	statistical	statistical	ADJ
easat-10383	317	9	measures	measure	NOUN
easat-10383	317	10	that	that	PRON
easat-10383	317	11	are	be	AUX
easat-10383	317	12	crucial	crucial	ADJ
easat-10383	317	13	for	for	ADP
easat-10383	317	14	tasks	task	NOUN
easat-10383	317	15	such	such	ADJ
easat-10383	317	16	as	as	ADP
easat-10383	317	17	image	image	NOUN
easat-10383	317	18	enhancement	enhancement	NOUN
easat-10383	317	19	.	.	PUNCT
easat-10383	318	1	figure	figure	NOUN
easat-10383	318	2	15	15	NUM
easat-10383	318	3	.	.	PUNCT
easat-10383	319	1	distribution	distribution	NOUN
easat-10383	319	2	of	of	ADP
easat-10383	319	3	pixel	pixel	PROPN
easat-10383	319	4	intensities	intensity	NOUN
easat-10383	319	5	.	.	PUNCT
easat-10383	320	1	204	204	NUM
easat-10383	320	2	edelweiss	edelweiss	PROPN
easat-10383	320	3	applied	apply	VERB
easat-10383	320	4	science	science	NOUN
easat-10383	320	5	and	and	CCONJ
easat-10383	320	6	technology	technology	NOUN
easat-10383	320	7	issn	issn	PROPN
easat-10383	320	8	:	:	PUNCT
easat-10383	320	9	2576	2576	NUM
easat-10383	320	10	-	-	SYM
easat-10383	320	11	8484	8484	NUM
easat-10383	320	12	vol	vol	NOUN
easat-10383	320	13	.	.	PROPN
easat-10383	321	1	9	9	NUM
easat-10383	321	2	,	,	PUNCT
easat-10383	321	3	no	no	INTJ
easat-10383	321	4	.	.	NOUN
easat-10383	321	5	10	10	NUM
easat-10383	321	6	:	:	SYM
easat-10383	321	7	189	189	NUM
easat-10383	321	8	-	-	SYM
easat-10383	321	9	211	211	NUM
easat-10383	321	10	,	,	PUNCT
easat-10383	321	11	2025	2025	NUM
easat-10383	321	12	doi	doi	NOUN
easat-10383	321	13	:	:	PUNCT
easat-10383	321	14	10.55214/2576	10.55214/2576	NUM
easat-10383	321	15	-	-	SYM
easat-10383	321	16	8484.v9i10.10383	8484.v9i10.10383	NOUN
easat-10383	321	17	©	©	PROPN
easat-10383	321	18	2025	2025	NUM
easat-10383	321	19	by	by	ADP
easat-10383	321	20	the	the	DET
easat-10383	321	21	authors	author	NOUN
easat-10383	321	22	;	;	PUNCT
easat-10383	321	23	licensee	licensee	PROPN
easat-10383	321	24	learning	learn	VERB
easat-10383	321	25	gate	gate	PROPN
easat-10383	321	26	figure	figure	NOUN
easat-10383	321	27	15	15	NUM
easat-10383	321	28	represents	represent	VERB
easat-10383	321	29	the	the	DET
easat-10383	321	30	distribution	distribution	NOUN
easat-10383	321	31	of	of	ADP
easat-10383	321	32	pixel	pixel	PROPN
easat-10383	321	33	intensities	intensity	NOUN
easat-10383	321	34	in	in	ADP
easat-10383	321	35	an	an	DET
easat-10383	321	36	original	original	ADJ
easat-10383	321	37	image	image	NOUN
easat-10383	321	38	.	.	PUNCT
easat-10383	322	1	the	the	DET
easat-10383	322	2	frequency	frequency	NOUN
easat-10383	322	3	of	of	ADP
easat-10383	322	4	various	various	ADJ
easat-10383	322	5	pixel	pixel	PROPN
easat-10383	322	6	intensity	intensity	NOUN
easat-10383	322	7	values	value	NOUN
easat-10383	322	8	ranges	range	VERB
easat-10383	322	9	from	from	ADP
easat-10383	322	10	0	0	NUM
easat-10383	322	11	to	to	ADP
easat-10383	322	12	250	250	NUM
easat-10383	322	13	.	.	PUNCT
easat-10383	323	1	the	the	DET
easat-10383	323	2	specific	specific	ADJ
easat-10383	323	3	pixel	pixel	PROPN
easat-10383	323	4	intensity	intensity	NOUN
easat-10383	323	5	levels	level	NOUN
easat-10383	323	6	,	,	PUNCT
easat-10383	323	7	along	along	ADP
easat-10383	323	8	with	with	ADP
easat-10383	323	9	the	the	DET
easat-10383	323	10	corresponding	corresponding	ADJ
easat-10383	323	11	frequency	frequency	NOUN
easat-10383	323	12	count	count	NOUN
easat-10383	323	13	for	for	ADP
easat-10383	323	14	each	each	DET
easat-10383	323	15	intensity	intensity	NOUN
easat-10383	323	16	level	level	NOUN
easat-10383	323	17	,	,	PUNCT
easat-10383	323	18	are	be	AUX
easat-10383	323	19	highlighted	highlight	VERB
easat-10383	323	20	.	.	PUNCT
easat-10383	324	1	the	the	DET
easat-10383	324	2	values	value	NOUN
easat-10383	324	3	include	include	VERB
easat-10383	324	4	a	a	DET
easat-10383	324	5	range	range	NOUN
easat-10383	324	6	starting	start	VERB
easat-10383	324	7	from	from	ADP
easat-10383	324	8	zero	zero	NUM
easat-10383	324	9	and	and	CCONJ
easat-10383	324	10	reaching	reach	VERB
easat-10383	324	11	up	up	ADP
easat-10383	324	12	to	to	ADP
easat-10383	324	13	3500	3500	NUM
easat-10383	324	14	in	in	ADP
easat-10383	324	15	frequency	frequency	NOUN
easat-10383	324	16	counts	count	NOUN
easat-10383	324	17	,	,	PUNCT
easat-10383	324	18	indicating	indicate	VERB
easat-10383	324	19	each	each	DET
easat-10383	324	20	intensity	intensity	NOUN
easat-10383	324	21	level	level	NOUN
easat-10383	324	22	.	.	PUNCT
easat-10383	325	1	this	this	DET
easat-10383	325	2	type	type	NOUN
easat-10383	325	3	of	of	ADP
easat-10383	325	4	analysis	analysis	NOUN
easat-10383	325	5	is	be	AUX
easat-10383	325	6	useful	useful	ADJ
easat-10383	325	7	for	for	ADP
easat-10383	325	8	understanding	understand	VERB
easat-10383	325	9	the	the	DET
easat-10383	325	10	tonal	tonal	ADJ
easat-10383	325	11	quality	quality	NOUN
easat-10383	325	12	and	and	CCONJ
easat-10383	325	13	contrast	contrast	NOUN
easat-10383	325	14	within	within	ADP
easat-10383	325	15	an	an	DET
easat-10383	325	16	image	image	NOUN
easat-10383	325	17	by	by	ADP
easat-10383	325	18	revealing	reveal	VERB
easat-10383	325	19	how	how	SCONJ
easat-10383	325	20	often	often	ADV
easat-10383	325	21	certain	certain	ADJ
easat-10383	325	22	brightness	brightness	NOUN
easat-10383	325	23	levels	level	NOUN
easat-10383	325	24	appear	appear	VERB
easat-10383	325	25	in	in	ADP
easat-10383	325	26	the	the	DET
easat-10383	325	27	image	image	NOUN
easat-10383	325	28	.	.	PUNCT
easat-10383	326	1	it	it	PRON
easat-10383	326	2	provides	provide	VERB
easat-10383	326	3	insight	insight	NOUN
easat-10383	326	4	into	into	ADP
easat-10383	326	5	image	image	NOUN
easat-10383	326	6	quality	quality	NOUN
easat-10383	326	7	based	base	VERB
easat-10383	326	8	on	on	ADP
easat-10383	326	9	how	how	SCONJ
easat-10383	326	10	concentrated	concentrate	VERB
easat-10383	326	11	or	or	CCONJ
easat-10383	326	12	sparse	sparse	VERB
easat-10383	326	13	certain	certain	ADJ
easat-10383	326	14	pixel	pixel	PROPN
easat-10383	326	15	intensities	intensity	NOUN
easat-10383	326	16	are	be	AUX
easat-10383	326	17	throughout	throughout	ADP
easat-10383	326	18	the	the	DET
easat-10383	326	19	graphical	graphical	ADJ
easat-10383	326	20	representation	representation	NOUN
easat-10383	326	21	.	.	PUNCT
easat-10383	327	1	this	this	DET
easat-10383	327	2	analysis	analysis	NOUN
easat-10383	327	3	serves	serve	VERB
easat-10383	327	4	to	to	PART
easat-10383	327	5	quantify	quantify	VERB
easat-10383	327	6	images	image	NOUN
easat-10383	327	7	and	and	CCONJ
easat-10383	327	8	compare	compare	VERB
easat-10383	327	9	them	they	PRON
easat-10383	327	10	with	with	ADP
easat-10383	327	11	others	other	NOUN
easat-10383	327	12	based	base	VERB
easat-10383	327	13	on	on	ADP
easat-10383	327	14	their	their	PRON
easat-10383	327	15	structural	structural	ADJ
easat-10383	327	16	properties	property	NOUN
easat-10383	327	17	determined	determine	VERB
easat-10383	327	18	by	by	ADP
easat-10383	327	19	pixel	pixel	ADJ
easat-10383	327	20	distribution	distribution	NOUN
easat-10383	327	21	frequencies	frequency	NOUN
easat-10383	327	22	across	across	ADP
easat-10383	327	23	varying	vary	VERB
easat-10383	327	24	intensities	intensity	NOUN
easat-10383	327	25	.	.	PUNCT
easat-10383	328	1	figure	figure	NOUN
easat-10383	328	2	16	16	NUM
easat-10383	328	3	.	.	PUNCT
easat-10383	329	1	frequency	frequency	NOUN
easat-10383	329	2	distribution	distribution	NOUN
easat-10383	329	3	of	of	ADP
easat-10383	329	4	pixel	pixel	PROPN
easat-10383	329	5	intensity	intensity	NOUN
easat-10383	329	6	.	.	PUNCT
easat-10383	330	1	figure	figure	NOUN
easat-10383	330	2	16	16	NUM
easat-10383	330	3	illustrates	illustrate	VERB
easat-10383	330	4	the	the	DET
easat-10383	330	5	frequency	frequency	NOUN
easat-10383	330	6	distribution	distribution	NOUN
easat-10383	330	7	of	of	ADP
easat-10383	330	8	pixel	pixel	ADJ
easat-10383	330	9	intensity	intensity	NOUN
easat-10383	330	10	in	in	ADP
easat-10383	330	11	a	a	DET
easat-10383	330	12	blurred	blurred	ADJ
easat-10383	330	13	image	image	NOUN
easat-10383	330	14	,	,	PUNCT
easat-10383	330	15	providing	provide	VERB
easat-10383	330	16	insights	insight	NOUN
easat-10383	330	17	into	into	ADP
easat-10383	330	18	the	the	DET
easat-10383	330	19	tonal	tonal	ADJ
easat-10383	330	20	values	value	NOUN
easat-10383	330	21	present	present	ADJ
easat-10383	330	22	within	within	ADP
easat-10383	330	23	it	it	PRON
easat-10383	330	24	.	.	PUNCT
easat-10383	331	1	the	the	DET
easat-10383	331	2	levels	level	NOUN
easat-10383	331	3	of	of	ADP
easat-10383	331	4	pixel	pixel	PROPN
easat-10383	331	5	intensity	intensity	NOUN
easat-10383	331	6	range	range	VERB
easat-10383	331	7	from	from	ADP
easat-10383	331	8	0	0	NUM
easat-10383	331	9	to	to	ADP
easat-10383	331	10	250	250	NUM
easat-10383	331	11	,	,	PUNCT
easat-10383	331	12	while	while	SCONJ
easat-10383	331	13	the	the	DET
easat-10383	331	14	y	y	NOUN
easat-10383	331	15	-	-	PUNCT
easat-10383	331	16	axis	axis	NOUN
easat-10383	331	17	illustrates	illustrate	VERB
easat-10383	331	18	the	the	DET
easat-10383	331	19	corresponding	corresponding	ADJ
easat-10383	331	20	frequency	frequency	NOUN
easat-10383	331	21	counts	count	NOUN
easat-10383	331	22	associated	associate	VERB
easat-10383	331	23	with	with	ADP
easat-10383	331	24	these	these	DET
easat-10383	331	25	intensity	intensity	NOUN
easat-10383	331	26	levels	level	NOUN
easat-10383	331	27	.	.	PUNCT
easat-10383	332	1	the	the	DET
easat-10383	332	2	specific	specific	ADJ
easat-10383	332	3	intervals	interval	NOUN
easat-10383	332	4	indicate	indicate	VERB
easat-10383	332	5	which	which	PRON
easat-10383	332	6	pixel	pixel	PROPN
easat-10383	332	7	intensities	intensity	NOUN
easat-10383	332	8	are	be	AUX
easat-10383	332	9	more	more	ADV
easat-10383	332	10	prevalent	prevalent	ADJ
easat-10383	332	11	in	in	ADP
easat-10383	332	12	the	the	DET
easat-10383	332	13	blurred	blurred	ADJ
easat-10383	332	14	image	image	NOUN
easat-10383	332	15	.	.	PUNCT
easat-10383	333	1	the	the	DET
easat-10383	333	2	values	value	NOUN
easat-10383	333	3	reveal	reveal	VERB
easat-10383	333	4	that	that	SCONJ
easat-10383	333	5	at	at	ADP
easat-10383	333	6	lower	low	ADJ
easat-10383	333	7	ranges	range	NOUN
easat-10383	333	8	of	of	ADP
easat-10383	333	9	pixel	pixel	PROPN
easat-10383	333	10	intensity	intensity	NOUN
easat-10383	333	11	,	,	PUNCT
easat-10383	333	12	there	there	PRON
easat-10383	333	13	is	be	VERB
easat-10383	333	14	a	a	DET
easat-10383	333	15	significant	significant	ADJ
easat-10383	333	16	concentration	concentration	NOUN
easat-10383	333	17	of	of	ADP
easat-10383	333	18	pixels	pixel	NOUN
easat-10383	333	19	highlighting	highlight	VERB
easat-10383	333	20	lighter	light	ADJ
easat-10383	333	21	areas	area	NOUN
easat-10383	333	22	,	,	PUNCT
easat-10383	333	23	while	while	SCONJ
easat-10383	333	24	certain	certain	ADJ
easat-10383	333	25	higher	high	ADJ
easat-10383	333	26	ranges	range	NOUN
easat-10383	333	27	display	display	NOUN
easat-10383	333	28	diminished	diminish	VERB
easat-10383	333	29	frequency	frequency	NOUN
easat-10383	333	30	counts	count	NOUN
easat-10383	333	31	.	.	PUNCT
easat-10383	334	1	this	this	PRON
easat-10383	334	2	suggests	suggest	VERB
easat-10383	334	3	a	a	DET
easat-10383	334	4	reduction	reduction	NOUN
easat-10383	334	5	of	of	ADP
easat-10383	334	6	prominent	prominent	ADJ
easat-10383	334	7	darker	dark	ADJ
easat-10383	334	8	tones	tone	NOUN
easat-10383	334	9	within	within	ADP
easat-10383	334	10	the	the	DET
easat-10383	334	11	distribution	distribution	NOUN
easat-10383	334	12	.	.	PUNCT
easat-10383	335	1	the	the	DET
easat-10383	335	2	visual	visual	ADJ
easat-10383	335	3	understanding	understanding	NOUN
easat-10383	335	4	of	of	ADP
easat-10383	335	5	how	how	SCONJ
easat-10383	335	6	light	light	ADJ
easat-10383	335	7	and	and	CCONJ
easat-10383	335	8	dark	dark	ADJ
easat-10383	335	9	elements	element	NOUN
easat-10383	335	10	coexist	coexist	VERB
easat-10383	335	11	in	in	ADP
easat-10383	335	12	the	the	DET
easat-10383	335	13	blurred	blurred	ADJ
easat-10383	335	14	image	image	NOUN
easat-10383	335	15	,	,	PUNCT
easat-10383	335	16	while	while	SCONJ
easat-10383	335	17	offering	offer	VERB
easat-10383	335	18	precise	precise	ADJ
easat-10383	335	19	numerical	numerical	ADJ
easat-10383	335	20	data	datum	NOUN
easat-10383	335	21	related	relate	VERB
easat-10383	335	22	to	to	ADP
easat-10383	335	23	their	their	PRON
easat-10383	335	24	frequencies	frequency	NOUN
easat-10383	335	25	.	.	PUNCT
easat-10383	336	1	the	the	DET
easat-10383	336	2	essential	essential	ADJ
easat-10383	336	3	information	information	NOUN
easat-10383	336	4	regarding	regard	VERB
easat-10383	336	5	how	how	SCONJ
easat-10383	336	6	blurring	blurring	NOUN
easat-10383	336	7	affects	affect	VERB
easat-10383	336	8	visual	visual	ADJ
easat-10383	336	9	content	content	NOUN
easat-10383	336	10	and	and	CCONJ
easat-10383	336	11	its	its	PRON
easat-10383	336	12	graduations	graduation	NOUN
easat-10383	336	13	within	within	ADP
easat-10383	336	14	digital	digital	ADJ
easat-10383	336	15	images	image	NOUN
easat-10383	336	16	.	.	PUNCT
easat-10383	337	1	figure	figure	NOUN
easat-10383	337	2	17	17	NUM
easat-10383	337	3	.	.	PUNCT
easat-10383	338	1	predicted	predict	VERB
easat-10383	338	2	probabilities	probability	NOUN
easat-10383	338	3	vs.	vs.	ADP
easat-10383	338	4	actual	actual	ADJ
easat-10383	338	5	labels	label	NOUN
easat-10383	338	6	.	.	PUNCT
easat-10383	339	1	205	205	NUM
easat-10383	339	2	edelweiss	edelweiss	PROPN
easat-10383	339	3	applied	apply	VERB
easat-10383	339	4	science	science	NOUN
easat-10383	339	5	and	and	CCONJ
easat-10383	339	6	technology	technology	NOUN
easat-10383	339	7	issn	issn	PROPN
easat-10383	339	8	:	:	PUNCT
easat-10383	339	9	2576	2576	NUM
easat-10383	339	10	-	-	SYM
easat-10383	339	11	8484	8484	NUM
easat-10383	339	12	vol	vol	NOUN
easat-10383	339	13	.	.	PROPN
easat-10383	340	1	9	9	NUM
easat-10383	340	2	,	,	PUNCT
easat-10383	340	3	no	no	INTJ
easat-10383	340	4	.	.	NOUN
easat-10383	340	5	10	10	NUM
easat-10383	340	6	:	:	SYM
easat-10383	340	7	189	189	NUM
easat-10383	340	8	-	-	SYM
easat-10383	340	9	211	211	NUM
easat-10383	340	10	,	,	PUNCT
easat-10383	340	11	2025	2025	NUM
easat-10383	340	12	doi	doi	NOUN
easat-10383	340	13	:	:	PUNCT
easat-10383	340	14	10.55214/2576	10.55214/2576	NUM
easat-10383	340	15	-	-	SYM
easat-10383	340	16	8484.v9i10.10383	8484.v9i10.10383	NOUN
easat-10383	340	17	©	©	PROPN
easat-10383	340	18	2025	2025	NUM
easat-10383	340	19	by	by	ADP
easat-10383	340	20	the	the	DET
easat-10383	340	21	authors	author	NOUN
easat-10383	340	22	;	;	PUNCT
easat-10383	340	23	licensee	licensee	PROPN
easat-10383	340	24	learning	learn	VERB
easat-10383	340	25	gate	gate	PROPN
easat-10383	340	26	figure	figure	NOUN
easat-10383	340	27	17	17	NUM
easat-10383	340	28	shows	show	VERB
easat-10383	340	29	two	two	NUM
easat-10383	340	30	sets	set	NOUN
easat-10383	340	31	of	of	ADP
easat-10383	340	32	points	point	NOUN
easat-10383	340	33	against	against	ADP
easat-10383	340	34	a	a	DET
easat-10383	340	35	horizontal	horizontal	ADJ
easat-10383	340	36	axis	axis	NOUN
easat-10383	340	37	ranging	range	VERB
easat-10383	340	38	from	from	ADP
easat-10383	340	39	approximately	approximately	ADV
easat-10383	340	40	0	0	NUM
easat-10383	340	41	to	to	ADP
easat-10383	340	42	800	800	NUM
easat-10383	340	43	.	.	PUNCT
easat-10383	341	1	one	one	NUM
easat-10383	341	2	set	set	NOUN
easat-10383	341	3	of	of	ADP
easat-10383	341	4	points	point	NOUN
easat-10383	341	5	,	,	PUNCT
easat-10383	341	6	representing	represent	VERB
easat-10383	341	7	predicted	predict	VERB
easat-10383	341	8	probabilities	probability	NOUN
easat-10383	341	9	,	,	PUNCT
easat-10383	341	10	is	be	AUX
easat-10383	341	11	scattered	scatter	VERB
easat-10383	341	12	across	across	ADP
easat-10383	341	13	the	the	DET
easat-10383	341	14	vertical	vertical	ADJ
easat-10383	341	15	range	range	NOUN
easat-10383	341	16	of	of	ADP
easat-10383	341	17	0	0	NUM
easat-10383	341	18	to	to	PART
easat-10383	341	19	1	1	NUM
easat-10383	341	20	.	.	PUNCT
easat-10383	342	1	these	these	DET
easat-10383	342	2	points	point	NOUN
easat-10383	342	3	appear	appear	VERB
easat-10383	342	4	concentrated	concentrated	ADJ
easat-10383	342	5	in	in	ADP
easat-10383	342	6	lower	low	ADJ
easat-10383	342	7	regions	region	NOUN
easat-10383	342	8	,	,	PUNCT
easat-10383	342	9	generally	generally	ADV
easat-10383	342	10	below	below	ADP
easat-10383	342	11	0.2	0.2	NUM
easat-10383	342	12	,	,	PUNCT
easat-10383	342	13	and	and	CCONJ
easat-10383	342	14	in	in	ADP
easat-10383	342	15	a	a	DET
easat-10383	342	16	higher	high	ADJ
easat-10383	342	17	region	region	NOUN
easat-10383	342	18	,	,	PUNCT
easat-10383	342	19	between	between	ADP
easat-10383	342	20	0.8	0.8	NUM
easat-10383	342	21	and	and	CCONJ
easat-10383	342	22	1.0	1.0	NUM
easat-10383	342	23	.	.	PUNCT
easat-10383	343	1	the	the	DET
easat-10383	343	2	other	other	ADJ
easat-10383	343	3	set	set	NOUN
easat-10383	343	4	of	of	ADP
easat-10383	343	5	points	point	NOUN
easat-10383	343	6	,	,	PUNCT
easat-10383	343	7	indicating	indicate	VERB
easat-10383	343	8	actual	actual	ADJ
easat-10383	343	9	labels	label	NOUN
easat-10383	343	10	,	,	PUNCT
easat-10383	343	11	is	be	AUX
easat-10383	343	12	distinctly	distinctly	ADV
easat-10383	343	13	positioned	position	VERB
easat-10383	343	14	at	at	ADP
easat-10383	343	15	values	value	NOUN
easat-10383	343	16	of	of	ADP
easat-10383	343	17	0	0	NUM
easat-10383	343	18	and	and	CCONJ
easat-10383	343	19	1	1	NUM
easat-10383	343	20	across	across	ADP
easat-10383	343	21	the	the	DET
easat-10383	343	22	entire	entire	ADJ
easat-10383	343	23	horizontal	horizontal	ADJ
easat-10383	343	24	range	range	NOUN
easat-10383	343	25	.	.	PUNCT
easat-10383	344	1	specifically	specifically	ADV
easat-10383	344	2	,	,	PUNCT
easat-10383	344	3	these	these	DET
easat-10383	344	4	points	point	NOUN
easat-10383	344	5	form	form	VERB
easat-10383	344	6	horizontal	horizontal	ADJ
easat-10383	344	7	lines	line	NOUN
easat-10383	344	8	at	at	ADP
easat-10383	344	9	the	the	DET
easat-10383	344	10	extreme	extreme	ADJ
easat-10383	344	11	bottom	bottom	NOUN
easat-10383	344	12	and	and	CCONJ
easat-10383	344	13	top	top	NOUN
easat-10383	344	14	of	of	ADP
easat-10383	344	15	the	the	DET
easat-10383	344	16	vertical	vertical	ADJ
easat-10383	344	17	axis	axis	NOUN
easat-10383	344	18	.	.	PUNCT
easat-10383	345	1	there	there	PRON
easat-10383	345	2	are	be	VERB
easat-10383	345	3	clear	clear	ADJ
easat-10383	345	4	separations	separation	NOUN
easat-10383	345	5	where	where	SCONJ
easat-10383	345	6	the	the	DET
easat-10383	345	7	predicted	predict	VERB
easat-10383	345	8	probabilities	probability	NOUN
easat-10383	345	9	tend	tend	VERB
easat-10383	345	10	to	to	PART
easat-10383	345	11	cluster	cluster	VERB
easat-10383	345	12	and	and	CCONJ
easat-10383	345	13	where	where	SCONJ
easat-10383	345	14	the	the	DET
easat-10383	345	15	actual	actual	ADJ
easat-10383	345	16	labels	label	NOUN
easat-10383	345	17	are	be	AUX
easat-10383	345	18	definitively	definitively	ADV
easat-10383	345	19	positioned	position	VERB
easat-10383	345	20	.	.	PUNCT
easat-10383	346	1	the	the	DET
easat-10383	346	2	vertical	vertical	ADJ
easat-10383	346	3	axis	axis	NOUN
easat-10383	346	4	spans	span	NOUN
easat-10383	346	5	from	from	ADP
easat-10383	346	6	0	0	NUM
easat-10383	346	7	to	to	ADP
easat-10383	346	8	1	1	NUM
easat-10383	346	9	,	,	PUNCT
easat-10383	346	10	showing	show	VERB
easat-10383	346	11	the	the	DET
easat-10383	346	12	scale	scale	NOUN
easat-10383	346	13	for	for	ADP
easat-10383	346	14	probability	probability	NOUN
easat-10383	346	15	and	and	CCONJ
easat-10383	346	16	labels	label	NOUN
easat-10383	346	17	.	.	PUNCT
easat-10383	347	1	the	the	DET
easat-10383	347	2	arrangement	arrangement	NOUN
easat-10383	347	3	of	of	ADP
easat-10383	347	4	the	the	DET
easat-10383	347	5	plotted	plot	VERB
easat-10383	347	6	values	value	NOUN
easat-10383	347	7	allows	allow	VERB
easat-10383	347	8	for	for	ADP
easat-10383	347	9	a	a	DET
easat-10383	347	10	visual	visual	ADJ
easat-10383	347	11	comparison	comparison	NOUN
easat-10383	347	12	between	between	ADP
easat-10383	347	13	the	the	DET
easat-10383	347	14	model	model	NOUN
easat-10383	347	15	's	's	PART
easat-10383	347	16	probability	probability	NOUN
easat-10383	347	17	predictions	prediction	NOUN
easat-10383	347	18	and	and	CCONJ
easat-10383	347	19	the	the	DET
easat-10383	347	20	true	true	ADJ
easat-10383	347	21	binary	binary	ADJ
easat-10383	347	22	labels	label	NOUN
easat-10383	347	23	across	across	ADP
easat-10383	347	24	different	different	ADJ
easat-10383	347	25	instances	instance	NOUN
easat-10383	347	26	.	.	PUNCT
easat-10383	348	1	figure	figure	VERB
easat-10383	348	2	18	18	NUM
easat-10383	348	3	.	.	PUNCT
easat-10383	348	4	precision	precision	NOUN
easat-10383	348	5	-	-	PUNCT
easat-10383	348	6	recall	recall	NOUN
easat-10383	348	7	curve	curve	NOUN
easat-10383	348	8	example	example	NOUN
easat-10383	348	9	.	.	PUNCT
easat-10383	349	1	figure	figure	NOUN
easat-10383	349	2	18	18	NUM
easat-10383	349	3	displays	display	NOUN
easat-10383	349	4	a	a	DET
easat-10383	349	5	curve	curve	NOUN
easat-10383	349	6	that	that	PRON
easat-10383	349	7	begins	begin	VERB
easat-10383	349	8	at	at	ADP
easat-10383	349	9	a	a	DET
easat-10383	349	10	vertical	vertical	ADJ
easat-10383	349	11	value	value	NOUN
easat-10383	349	12	of	of	ADP
easat-10383	349	13	1.0	1.0	NUM
easat-10383	349	14	and	and	CCONJ
easat-10383	349	15	extends	extend	VERB
easat-10383	349	16	horizontally	horizontally	ADV
easat-10383	349	17	to	to	ADP
easat-10383	349	18	a	a	DET
easat-10383	349	19	value	value	NOUN
easat-10383	349	20	of	of	ADP
easat-10383	349	21	approximately	approximately	ADV
easat-10383	349	22	0.3	0.3	NUM
easat-10383	349	23	.	.	PUNCT
easat-10383	350	1	from	from	ADP
easat-10383	350	2	this	this	DET
easat-10383	350	3	point	point	NOUN
easat-10383	350	4	,	,	PUNCT
easat-10383	350	5	the	the	DET
easat-10383	350	6	curve	curve	NOUN
easat-10383	350	7	gradually	gradually	ADV
easat-10383	350	8	descends	descend	VERB
easat-10383	350	9	,	,	PUNCT
easat-10383	350	10	showing	show	VERB
easat-10383	350	11	fluctuations	fluctuation	NOUN
easat-10383	350	12	,	,	PUNCT
easat-10383	350	13	and	and	CCONJ
easat-10383	350	14	reaches	reach	VERB
easat-10383	350	15	a	a	DET
easat-10383	350	16	vertical	vertical	ADJ
easat-10383	350	17	value	value	NOUN
easat-10383	350	18	of	of	ADP
easat-10383	350	19	around	around	ADP
easat-10383	350	20	0.3	0.3	NUM
easat-10383	350	21	at	at	ADP
easat-10383	350	22	a	a	DET
easat-10383	350	23	horizontal	horizontal	ADJ
easat-10383	350	24	value	value	NOUN
easat-10383	350	25	of	of	ADP
easat-10383	350	26	1.0	1.0	NUM
easat-10383	350	27	.	.	PUNCT
easat-10383	351	1	the	the	DET
easat-10383	351	2	horizontal	horizontal	ADJ
easat-10383	351	3	axis	axis	NOUN
easat-10383	351	4	ranges	range	VERB
easat-10383	351	5	from	from	ADP
easat-10383	351	6	0.0	0.0	NUM
easat-10383	351	7	to	to	ADP
easat-10383	351	8	1.0	1.0	NUM
easat-10383	351	9	,	,	PUNCT
easat-10383	351	10	and	and	CCONJ
easat-10383	351	11	the	the	DET
easat-10383	351	12	vertical	vertical	ADJ
easat-10383	351	13	axis	axis	NOUN
easat-10383	351	14	also	also	ADV
easat-10383	351	15	spans	span	VERB
easat-10383	351	16	from	from	ADP
easat-10383	351	17	0.0	0.0	NUM
easat-10383	351	18	to	to	ADP
easat-10383	351	19	1.0	1.0	NUM
easat-10383	351	20	.	.	PUNCT
easat-10383	352	1	the	the	DET
easat-10383	352	2	plotted	plot	VERB
easat-10383	352	3	line	line	NOUN
easat-10383	352	4	illustrates	illustrate	VERB
easat-10383	352	5	a	a	DET
easat-10383	352	6	trend	trend	NOUN
easat-10383	352	7	,	,	PUNCT
easat-10383	352	8	whereas	whereas	SCONJ
easat-10383	352	9	values	value	NOUN
easat-10383	352	10	along	along	ADP
easat-10383	352	11	the	the	DET
easat-10383	352	12	horizontal	horizontal	ADJ
easat-10383	352	13	dimension	dimension	NOUN
easat-10383	352	14	increase	increase	NOUN
easat-10383	352	15	from	from	ADP
easat-10383	352	16	0	0	NUM
easat-10383	352	17	to	to	ADP
easat-10383	352	18	1	1	NUM
easat-10383	352	19	,	,	PUNCT
easat-10383	352	20	the	the	DET
easat-10383	352	21	corresponding	corresponding	ADJ
easat-10383	352	22	values	value	NOUN
easat-10383	352	23	along	along	ADP
easat-10383	352	24	the	the	DET
easat-10383	352	25	vertical	vertical	ADJ
easat-10383	352	26	dimension	dimension	NOUN
easat-10383	352	27	generally	generally	ADV
easat-10383	352	28	decrease	decrease	VERB
easat-10383	352	29	from	from	ADP
easat-10383	352	30	1.0	1.0	NUM
easat-10383	352	31	to	to	ADP
easat-10383	352	32	about	about	ADV
easat-10383	352	33	0.3	0.3	NUM
easat-10383	352	34	,	,	PUNCT
easat-10383	352	35	with	with	ADP
easat-10383	352	36	some	some	DET
easat-10383	352	37	variations	variation	NOUN
easat-10383	352	38	along	along	ADP
easat-10383	352	39	the	the	DET
easat-10383	352	40	way	way	NOUN
easat-10383	352	41	.	.	PUNCT
easat-10383	353	1	the	the	DET
easat-10383	353	2	area	area	NOUN
easat-10383	353	3	under	under	ADP
easat-10383	353	4	this	this	DET
easat-10383	353	5	curve	curve	NOUN
easat-10383	353	6	is	be	AUX
easat-10383	353	7	quantified	quantify	VERB
easat-10383	353	8	as	as	ADP
easat-10383	353	9	approximately	approximately	ADV
easat-10383	353	10	0.9433	0.9433	NUM
easat-10383	353	11	.	.	PUNCT
easat-10383	354	1	this	this	DET
easat-10383	354	2	plotted	plot	VERB
easat-10383	354	3	relationship	relationship	NOUN
easat-10383	354	4	showcases	showcase	VERB
easat-10383	354	5	how	how	SCONJ
easat-10383	354	6	one	one	NUM
easat-10383	354	7	set	set	NOUN
easat-10383	354	8	of	of	ADP
easat-10383	354	9	numerical	numerical	ADJ
easat-10383	354	10	values	value	NOUN
easat-10383	354	11	changes	change	NOUN
easat-10383	354	12	with	with	ADP
easat-10383	354	13	respect	respect	NOUN
easat-10383	354	14	to	to	ADP
easat-10383	354	15	another	another	PRON
easat-10383	354	16	across	across	ADP
easat-10383	354	17	the	the	DET
easat-10383	354	18	specified	specified	ADJ
easat-10383	354	19	range	range	NOUN
easat-10383	354	20	.	.	PUNCT
easat-10383	355	1	figure	figure	NOUN
easat-10383	355	2	19	19	NUM
easat-10383	355	3	.	.	PUNCT
easat-10383	356	1	accuracy	accuracy	NOUN
easat-10383	356	2	over	over	ADP
easat-10383	356	3	epochs	epoch	NOUN
easat-10383	356	4	.	.	PUNCT
easat-10383	357	1	206	206	NUM
easat-10383	357	2	edelweiss	edelweiss	PROPN
easat-10383	357	3	applied	apply	VERB
easat-10383	357	4	science	science	NOUN
easat-10383	357	5	and	and	CCONJ
easat-10383	357	6	technology	technology	NOUN
easat-10383	357	7	issn	issn	PROPN
easat-10383	357	8	:	:	PUNCT
easat-10383	357	9	2576	2576	NUM
easat-10383	357	10	-	-	SYM
easat-10383	357	11	8484	8484	NUM
easat-10383	357	12	vol	vol	NOUN
easat-10383	357	13	.	.	PROPN
easat-10383	358	1	9	9	NUM
easat-10383	358	2	,	,	PUNCT
easat-10383	358	3	no	no	INTJ
easat-10383	358	4	.	.	NOUN
easat-10383	358	5	10	10	NUM
easat-10383	358	6	:	:	SYM
easat-10383	358	7	189	189	NUM
easat-10383	358	8	-	-	SYM
easat-10383	358	9	211	211	NUM
easat-10383	358	10	,	,	PUNCT
easat-10383	358	11	2025	2025	NUM
easat-10383	358	12	doi	doi	NOUN
easat-10383	358	13	:	:	PUNCT
easat-10383	358	14	10.55214/2576	10.55214/2576	NUM
easat-10383	358	15	-	-	SYM
easat-10383	358	16	8484.v9i10.10383	8484.v9i10.10383	NOUN
easat-10383	358	17	©	©	PROPN
easat-10383	358	18	2025	2025	NUM
easat-10383	358	19	by	by	ADP
easat-10383	358	20	the	the	DET
easat-10383	358	21	authors	author	NOUN
easat-10383	358	22	;	;	PUNCT
easat-10383	358	23	licensee	licensee	PROPN
easat-10383	358	24	learning	learn	VERB
easat-10383	358	25	gate	gate	PROPN
easat-10383	358	26	figure	figure	NOUN
easat-10383	358	27	19	19	NUM
easat-10383	358	28	illustrates	illustrate	VERB
easat-10383	358	29	two	two	NUM
easat-10383	358	30	lines	line	NOUN
easat-10383	358	31	plotted	plot	VERB
easat-10383	358	32	against	against	ADP
easat-10383	358	33	a	a	DET
easat-10383	358	34	shared	share	VERB
easat-10383	358	35	horizontal	horizontal	ADJ
easat-10383	358	36	axis	axis	NOUN
easat-10383	358	37	ranging	range	VERB
easat-10383	358	38	from	from	ADP
easat-10383	358	39	0	0	NUM
easat-10383	358	40	to	to	ADP
easat-10383	358	41	50	50	NUM
easat-10383	358	42	.	.	PUNCT
easat-10383	359	1	one	one	NUM
easat-10383	359	2	line	line	NOUN
easat-10383	359	3	starts	start	VERB
easat-10383	359	4	at	at	ADP
easat-10383	359	5	a	a	DET
easat-10383	359	6	vertical	vertical	ADJ
easat-10383	359	7	value	value	NOUN
easat-10383	359	8	of	of	ADP
easat-10383	359	9	98	98	NUM
easat-10383	359	10	and	and	CCONJ
easat-10383	359	11	gradually	gradually	ADV
easat-10383	359	12	increases	increase	VERB
easat-10383	359	13	to	to	ADP
easat-10383	359	14	approximately	approximately	ADV
easat-10383	359	15	99	99	NUM
easat-10383	359	16	over	over	ADP
easat-10383	359	17	the	the	DET
easat-10383	359	18	entire	entire	ADJ
easat-10383	359	19	horizontal	horizontal	ADJ
easat-10383	359	20	range	range	NOUN
easat-10383	359	21	.	.	PUNCT
easat-10383	360	1	the	the	DET
easat-10383	360	2	other	other	ADJ
easat-10383	360	3	line	line	NOUN
easat-10383	360	4	begins	begin	VERB
easat-10383	360	5	at	at	ADP
easat-10383	360	6	a	a	DET
easat-10383	360	7	vertical	vertical	ADJ
easat-10383	360	8	value	value	NOUN
easat-10383	360	9	of	of	ADP
easat-10383	360	10	95	95	NUM
easat-10383	360	11	and	and	CCONJ
easat-10383	360	12	increases	increase	VERB
easat-10383	360	13	to	to	ADP
easat-10383	360	14	97	97	NUM
easat-10383	360	15	around	around	ADP
easat-10383	360	16	a	a	DET
easat-10383	360	17	horizontal	horizontal	ADJ
easat-10383	360	18	value	value	NOUN
easat-10383	360	19	of	of	ADP
easat-10383	360	20	40	40	NUM
easat-10383	360	21	,	,	PUNCT
easat-10383	360	22	after	after	ADP
easat-10383	360	23	which	which	PRON
easat-10383	360	24	it	it	PRON
easat-10383	360	25	remains	remain	VERB
easat-10383	360	26	constant	constant	ADJ
easat-10383	360	27	at	at	ADP
easat-10383	360	28	97	97	NUM
easat-10383	360	29	until	until	ADP
easat-10383	360	30	the	the	DET
easat-10383	360	31	end	end	NOUN
easat-10383	360	32	of	of	ADP
easat-10383	360	33	the	the	DET
easat-10383	360	34	range	range	NOUN
easat-10383	360	35	.	.	PUNCT
easat-10383	361	1	the	the	DET
easat-10383	361	2	vertical	vertical	ADJ
easat-10383	361	3	axis	axis	NOUN
easat-10383	361	4	spans	span	NOUN
easat-10383	361	5	from	from	ADP
easat-10383	361	6	95	95	NUM
easat-10383	361	7	to	to	ADP
easat-10383	361	8	99	99	NUM
easat-10383	361	9	.	.	PUNCT
easat-10383	362	1	the	the	DET
easat-10383	362	2	progression	progression	NOUN
easat-10383	362	3	of	of	ADP
easat-10383	362	4	two	two	NUM
easat-10383	362	5	distinct	distinct	ADJ
easat-10383	362	6	sets	set	NOUN
easat-10383	362	7	of	of	ADP
easat-10383	362	8	values	value	NOUN
easat-10383	362	9	across	across	ADP
easat-10383	362	10	the	the	DET
easat-10383	362	11	50	50	NUM
easat-10383	362	12	units	unit	NOUN
easat-10383	362	13	of	of	ADP
easat-10383	362	14	the	the	DET
easat-10383	362	15	horizontal	horizontal	ADJ
easat-10383	362	16	dimension	dimension	NOUN
easat-10383	362	17	is	be	AUX
easat-10383	362	18	evident	evident	ADJ
easat-10383	362	19	.	.	PUNCT
easat-10383	363	1	one	one	NUM
easat-10383	363	2	set	set	NOUN
easat-10383	363	3	of	of	ADP
easat-10383	363	4	values	value	NOUN
easat-10383	363	5	shows	show	VERB
easat-10383	363	6	a	a	DET
easat-10383	363	7	consistent	consistent	ADJ
easat-10383	363	8	upward	upward	ADJ
easat-10383	363	9	trend	trend	NOUN
easat-10383	363	10	,	,	PUNCT
easat-10383	363	11	while	while	SCONJ
easat-10383	363	12	the	the	DET
easat-10383	363	13	other	other	ADJ
easat-10383	363	14	exhibits	exhibit	VERB
easat-10383	363	15	an	an	DET
easat-10383	363	16	initial	initial	ADJ
easat-10383	363	17	increase	increase	NOUN
easat-10383	363	18	followed	follow	VERB
easat-10383	363	19	by	by	ADP
easat-10383	363	20	a	a	DET
easat-10383	363	21	plateau	plateau	NOUN
easat-10383	363	22	.	.	PUNCT
easat-10383	364	1	the	the	DET
easat-10383	364	2	specific	specific	ADJ
easat-10383	364	3	numerical	numerical	ADJ
easat-10383	364	4	values	value	NOUN
easat-10383	364	5	at	at	ADP
easat-10383	364	6	the	the	DET
easat-10383	364	7	start	start	NOUN
easat-10383	364	8	and	and	CCONJ
easat-10383	364	9	end	end	VERB
easat-10383	364	10	,	,	PUNCT
easat-10383	364	11	as	as	ADV
easat-10383	364	12	well	well	ADV
easat-10383	364	13	as	as	ADP
easat-10383	364	14	the	the	DET
easat-10383	364	15	point	point	NOUN
easat-10383	364	16	of	of	ADP
easat-10383	364	17	change	change	NOUN
easat-10383	364	18	for	for	ADP
easat-10383	364	19	the	the	DET
easat-10383	364	20	second	second	ADJ
easat-10383	364	21	set	set	NOUN
easat-10383	364	22	,	,	PUNCT
easat-10383	364	23	are	be	AUX
easat-10383	364	24	depicted	depict	VERB
easat-10383	364	25	.	.	PUNCT
easat-10383	365	1	figure	figure	NOUN
easat-10383	365	2	20	20	NUM
easat-10383	365	3	.	.	PUNCT
easat-10383	366	1	weighted	weight	VERB
easat-10383	366	2	error	error	NOUN
easat-10383	366	3	in	in	ADP
easat-10383	366	4	clinical	clinical	ADJ
easat-10383	366	5	and	and	CCONJ
easat-10383	366	6	non	non	ADJ
easat-10383	366	7	-	-	ADJ
easat-10383	366	8	clinical	clinical	ADJ
easat-10383	366	9	data	datum	NOUN
easat-10383	366	10	.	.	PUNCT
easat-10383	367	1	figure	figure	NOUN
easat-10383	367	2	20	20	NUM
easat-10383	367	3	represents	represent	VERB
easat-10383	367	4	the	the	DET
easat-10383	367	5	clinical	clinical	ADJ
easat-10383	367	6	and	and	CCONJ
easat-10383	367	7	non	non	ADJ
easat-10383	367	8	-	-	ADJ
easat-10383	367	9	clinical	clinical	ADJ
easat-10383	367	10	data	datum	NOUN
easat-10383	367	11	in	in	ADP
easat-10383	367	12	weighted	weight	VERB
easat-10383	367	13	error	error	NOUN
easat-10383	367	14	,	,	PUNCT
easat-10383	367	15	with	with	ADP
easat-10383	367	16	two	two	NUM
easat-10383	367	17	lines	line	NOUN
easat-10383	367	18	plotted	plot	VERB
easat-10383	367	19	against	against	ADP
easat-10383	367	20	a	a	DET
easat-10383	367	21	shared	share	VERB
easat-10383	367	22	horizontal	horizontal	ADJ
easat-10383	367	23	axis	axis	NOUN
easat-10383	367	24	ranging	range	VERB
easat-10383	367	25	from	from	ADP
easat-10383	367	26	0	0	NUM
easat-10383	367	27	to	to	ADP
easat-10383	367	28	30	30	NUM
easat-10383	367	29	.	.	PUNCT
easat-10383	368	1	one	one	NUM
easat-10383	368	2	line	line	NOUN
easat-10383	368	3	starts	start	VERB
easat-10383	368	4	at	at	ADP
easat-10383	368	5	a	a	DET
easat-10383	368	6	vertical	vertical	ADJ
easat-10383	368	7	value	value	NOUN
easat-10383	368	8	of	of	ADP
easat-10383	368	9	0	0	NUM
easat-10383	368	10	and	and	CCONJ
easat-10383	368	11	increases	increase	VERB
easat-10383	368	12	linearly	linearly	ADV
easat-10383	368	13	to	to	ADP
easat-10383	368	14	a	a	DET
easat-10383	368	15	value	value	NOUN
easat-10383	368	16	of	of	ADP
easat-10383	368	17	30	30	NUM
easat-10383	368	18	at	at	ADP
easat-10383	368	19	the	the	DET
easat-10383	368	20	end	end	NOUN
easat-10383	368	21	of	of	ADP
easat-10383	368	22	the	the	DET
easat-10383	368	23	horizontal	horizontal	ADJ
easat-10383	368	24	range	range	NOUN
easat-10383	368	25	.	.	PUNCT
easat-10383	369	1	the	the	DET
easat-10383	369	2	other	other	ADJ
easat-10383	369	3	line	line	NOUN
easat-10383	369	4	starts	start	VERB
easat-10383	369	5	at	at	ADP
easat-10383	369	6	a	a	DET
easat-10383	369	7	vertical	vertical	ADJ
easat-10383	369	8	value	value	NOUN
easat-10383	369	9	of	of	ADP
easat-10383	369	10	approximately	approximately	ADV
easat-10383	369	11	3	3	NUM
easat-10383	369	12	and	and	CCONJ
easat-10383	369	13	remains	remain	VERB
easat-10383	369	14	constant	constant	ADJ
easat-10383	369	15	at	at	ADP
easat-10383	369	16	this	this	DET
easat-10383	369	17	value	value	NOUN
easat-10383	369	18	across	across	ADP
easat-10383	369	19	the	the	DET
easat-10383	369	20	entire	entire	ADJ
easat-10383	369	21	horizontal	horizontal	ADJ
easat-10383	369	22	range	range	NOUN
easat-10383	369	23	from	from	ADP
easat-10383	369	24	0	0	NUM
easat-10383	369	25	to	to	ADP
easat-10383	369	26	30	30	NUM
easat-10383	369	27	.	.	PUNCT
easat-10383	370	1	there	there	PRON
easat-10383	370	2	is	be	VERB
easat-10383	370	3	a	a	DET
easat-10383	370	4	point	point	NOUN
easat-10383	370	5	of	of	ADP
easat-10383	370	6	intersection	intersection	NOUN
easat-10383	370	7	between	between	ADP
easat-10383	370	8	the	the	DET
easat-10383	370	9	two	two	NUM
easat-10383	370	10	lines	line	NOUN
easat-10383	370	11	at	at	ADP
easat-10383	370	12	the	the	DET
easat-10383	370	13	horizontal	horizontal	ADJ
easat-10383	370	14	value	value	NOUN
easat-10383	370	15	of	of	ADP
easat-10383	370	16	3	3	NUM
easat-10383	370	17	and	and	CCONJ
easat-10383	370	18	the	the	DET
easat-10383	370	19	vertical	vertical	ADJ
easat-10383	370	20	value	value	NOUN
easat-10383	370	21	of	of	ADP
easat-10383	370	22	3	3	NUM
easat-10383	370	23	.	.	PUNCT
easat-10383	371	1	the	the	DET
easat-10383	371	2	vertical	vertical	ADJ
easat-10383	371	3	axis	axis	NOUN
easat-10383	371	4	spans	span	NOUN
easat-10383	371	5	from	from	ADP
easat-10383	371	6	0	0	NUM
easat-10383	371	7	to	to	ADP
easat-10383	371	8	30	30	NUM
easat-10383	371	9	.	.	PUNCT
easat-10383	372	1	the	the	DET
easat-10383	372	2	plot	plot	NOUN
easat-10383	372	3	illustrates	illustrate	VERB
easat-10383	372	4	two	two	NUM
easat-10383	372	5	distinct	distinct	ADJ
easat-10383	372	6	trends	trend	NOUN
easat-10383	372	7	:	:	PUNCT
easat-10383	372	8	one	one	NUM
easat-10383	372	9	where	where	SCONJ
easat-10383	372	10	the	the	DET
easat-10383	372	11	value	value	NOUN
easat-10383	372	12	increases	increase	VERB
easat-10383	372	13	proportionally	proportionally	ADV
easat-10383	372	14	with	with	ADP
easat-10383	372	15	the	the	DET
easat-10383	372	16	horizontal	horizontal	ADJ
easat-10383	372	17	progression	progression	NOUN
easat-10383	372	18	,	,	PUNCT
easat-10383	372	19	and	and	CCONJ
easat-10383	372	20	another	another	PRON
easat-10383	372	21	where	where	SCONJ
easat-10383	372	22	the	the	DET
easat-10383	372	23	numerical	numerical	ADJ
easat-10383	372	24	value	value	NOUN
easat-10383	372	25	stays	stay	VERB
easat-10383	372	26	stable	stable	ADJ
easat-10383	372	27	across	across	ADP
easat-10383	372	28	the	the	DET
easat-10383	372	29	entire	entire	ADJ
easat-10383	372	30	horizontal	horizontal	ADJ
easat-10383	372	31	span	span	NOUN
easat-10383	372	32	.	.	PUNCT
easat-10383	373	1	the	the	DET
easat-10383	373	2	specific	specific	ADJ
easat-10383	373	3	starting	starting	NOUN
easat-10383	373	4	and	and	CCONJ
easat-10383	373	5	ending	end	VERB
easat-10383	373	6	values	value	NOUN
easat-10383	373	7	,	,	PUNCT
easat-10383	373	8	as	as	ADV
easat-10383	373	9	well	well	ADV
easat-10383	373	10	as	as	ADP
easat-10383	373	11	the	the	DET
easat-10383	373	12	point	point	NOUN
easat-10383	373	13	where	where	SCONJ
easat-10383	373	14	the	the	DET
easat-10383	373	15	two	two	NUM
easat-10383	373	16	trends	trend	NOUN
easat-10383	373	17	meet	meet	VERB
easat-10383	373	18	,	,	PUNCT
easat-10383	373	19	are	be	AUX
easat-10383	373	20	presented	present	VERB
easat-10383	373	21	.	.	PUNCT
easat-10383	374	1	207	207	NUM
easat-10383	374	2	edelweiss	edelweiss	PROPN
easat-10383	374	3	applied	apply	VERB
easat-10383	374	4	science	science	NOUN
easat-10383	374	5	and	and	CCONJ
easat-10383	374	6	technology	technology	NOUN
easat-10383	374	7	issn	issn	PROPN
easat-10383	374	8	:	:	PUNCT
easat-10383	374	9	2576	2576	NUM
easat-10383	374	10	-	-	SYM
easat-10383	374	11	8484	8484	NUM
easat-10383	374	12	vol	vol	NOUN
easat-10383	374	13	.	.	PROPN
easat-10383	375	1	9	9	NUM
easat-10383	375	2	,	,	PUNCT
easat-10383	375	3	no	no	INTJ
easat-10383	375	4	.	.	NOUN
easat-10383	375	5	10	10	NUM
easat-10383	375	6	:	:	SYM
easat-10383	375	7	189	189	NUM
easat-10383	375	8	-	-	SYM
easat-10383	375	9	211	211	NUM
easat-10383	375	10	,	,	PUNCT
easat-10383	375	11	2025	2025	NUM
easat-10383	375	12	doi	doi	NOUN
easat-10383	375	13	:	:	PUNCT
easat-10383	375	14	10.55214/2576	10.55214/2576	NUM
easat-10383	375	15	-	-	SYM
easat-10383	375	16	8484.v9i10.10383	8484.v9i10.10383	NOUN
easat-10383	375	17	©	©	PROPN
easat-10383	375	18	2025	2025	NUM
easat-10383	375	19	by	by	ADP
easat-10383	375	20	the	the	DET
easat-10383	375	21	authors	author	NOUN
easat-10383	375	22	;	;	PUNCT
easat-10383	375	23	licensee	licensee	PROPN
easat-10383	375	24	learning	learn	VERB
easat-10383	375	25	gate	gate	PROPN
easat-10383	375	26	figure	figure	NOUN
easat-10383	375	27	21	21	NUM
easat-10383	375	28	.	.	PUNCT
easat-10383	376	1	receiver	receiver	ADJ
easat-10383	376	2	operating	operate	VERB
easat-10383	376	3	characteristics	characteristic	NOUN
easat-10383	376	4	(	(	PUNCT
easat-10383	376	5	roc	roc	PROPN
easat-10383	376	6	)	)	PUNCT
easat-10383	376	7	curve	curve	NOUN
easat-10383	376	8	.	.	PUNCT
easat-10383	377	1	figure	figure	NOUN
easat-10383	377	2	21	21	NUM
easat-10383	377	3	shows	show	VERB
easat-10383	377	4	the	the	DET
easat-10383	377	5	roc	roc	PROPN
easat-10383	377	6	curve	curve	NOUN
easat-10383	377	7	in	in	ADP
easat-10383	377	8	sensitivity	sensitivity	NOUN
easat-10383	377	9	and	and	CCONJ
easat-10383	377	10	1	1	NUM
easat-10383	377	11	-	-	PUNCT
easat-10383	377	12	specificity	specificity	NOUN
easat-10383	377	13	,	,	PUNCT
easat-10383	377	14	two	two	NUM
easat-10383	377	15	curves	curve	NOUN
easat-10383	377	16	against	against	ADP
easat-10383	377	17	a	a	DET
easat-10383	377	18	shared	share	VERB
easat-10383	377	19	straight	straight	ADJ
easat-10383	377	20	line	line	NOUN
easat-10383	377	21	ranging	range	VERB
easat-10383	377	22	from	from	ADP
easat-10383	377	23	0.0	0.0	NUM
easat-10383	377	24	to	to	ADP
easat-10383	377	25	1.0	1.0	NUM
easat-10383	377	26	.	.	PUNCT
easat-10383	378	1	one	one	NUM
easat-10383	378	2	curvature	curvature	NOUN
easat-10383	378	3	twitches	twitch	NOUN
easat-10383	378	4	at	at	ADP
easat-10383	378	5	the	the	DET
easat-10383	378	6	origin	origin	NOUN
easat-10383	378	7	(	(	PUNCT
easat-10383	378	8	0.0	0.0	NUM
easat-10383	378	9	,	,	PUNCT
easat-10383	378	10	0.0	0.0	NUM
easat-10383	378	11	)	)	PUNCT
easat-10383	378	12	,	,	PUNCT
easat-10383	378	13	rises	rise	VERB
easat-10383	378	14	sharply	sharply	ADV
easat-10383	378	15	to	to	ADP
easat-10383	378	16	a	a	DET
easat-10383	378	17	vertical	vertical	ADJ
easat-10383	378	18	value	value	NOUN
easat-10383	378	19	of	of	ADP
easat-10383	378	20	approximately	approximately	ADV
easat-10383	378	21	0.95	0.95	NUM
easat-10383	378	22	at	at	ADP
easat-10383	378	23	a	a	DET
easat-10383	378	24	horizontal	horizontal	ADJ
easat-10383	378	25	value	value	NOUN
easat-10383	378	26	near	near	ADP
easat-10383	378	27	0.05	0.05	NUM
easat-10383	378	28	,	,	PUNCT
easat-10383	378	29	and	and	CCONJ
easat-10383	378	30	then	then	ADV
easat-10383	378	31	continues	continue	VERB
easat-10383	378	32	to	to	PART
easat-10383	378	33	increase	increase	VERB
easat-10383	378	34	gradually	gradually	ADV
easat-10383	378	35	,	,	PUNCT
easat-10383	378	36	reaching	reach	VERB
easat-10383	378	37	a	a	DET
easat-10383	378	38	vertical	vertical	ADJ
easat-10383	378	39	value	value	NOUN
easat-10383	378	40	of	of	ADP
easat-10383	378	41	about	about	ADV
easat-10383	378	42	1.0	1.0	NUM
easat-10383	378	43	at	at	ADP
easat-10383	378	44	a	a	DET
easat-10383	378	45	horizontal	horizontal	ADJ
easat-10383	378	46	value	value	NOUN
easat-10383	378	47	of	of	ADP
easat-10383	378	48	approximately	approximately	ADV
easat-10383	378	49	0.2	0.2	NUM
easat-10383	378	50	.	.	PUNCT
easat-10383	379	1	the	the	DET
easat-10383	379	2	second	second	ADJ
easat-10383	379	3	curve	curve	NOUN
easat-10383	379	4	also	also	ADV
easat-10383	379	5	twitches	twitch	VERB
easat-10383	379	6	at	at	ADP
easat-10383	379	7	the	the	DET
easat-10383	379	8	origin	origin	NOUN
easat-10383	379	9	,	,	PUNCT
easat-10383	379	10	increases	increase	VERB
easat-10383	379	11	to	to	ADP
easat-10383	379	12	a	a	DET
easat-10383	379	13	vertical	vertical	ADJ
easat-10383	379	14	value	value	NOUN
easat-10383	379	15	of	of	ADP
easat-10383	379	16	about	about	ADP
easat-10383	379	17	0.9	0.9	NUM
easat-10383	379	18	at	at	ADP
easat-10383	379	19	a	a	DET
easat-10383	379	20	horizontal	horizontal	ADJ
easat-10383	379	21	value	value	NOUN
easat-10383	379	22	of	of	ADP
easat-10383	379	23	around	around	ADP
easat-10383	379	24	0.1	0.1	NUM
easat-10383	379	25	,	,	PUNCT
easat-10383	379	26	and	and	CCONJ
easat-10383	379	27	then	then	ADV
easat-10383	379	28	continues	continue	VERB
easat-10383	379	29	to	to	PART
easat-10383	379	30	rise	rise	VERB
easat-10383	379	31	gradually	gradually	ADV
easat-10383	379	32	,	,	PUNCT
easat-10383	379	33	reaching	reach	VERB
easat-10383	379	34	a	a	DET
easat-10383	379	35	vertical	vertical	ADJ
easat-10383	379	36	value	value	NOUN
easat-10383	379	37	close	close	ADV
easat-10383	379	38	to	to	ADP
easat-10383	379	39	1.0	1.0	NUM
easat-10383	379	40	at	at	ADP
easat-10383	379	41	a	a	DET
easat-10383	379	42	horizontal	horizontal	ADJ
easat-10383	379	43	value	value	NOUN
easat-10383	379	44	of	of	ADP
easat-10383	379	45	about	about	ADV
easat-10383	379	46	0.4	0.4	NUM
easat-10383	379	47	.	.	PUNCT
easat-10383	380	1	a	a	DET
easat-10383	380	2	dashed	dash	VERB
easat-10383	380	3	line	line	NOUN
easat-10383	380	4	spreads	spread	VERB
easat-10383	380	5	slantwise	slantwise	NOUN
easat-10383	380	6	from	from	ADP
easat-10383	380	7	the	the	DET
easat-10383	380	8	origin	origin	NOUN
easat-10383	380	9	to	to	ADP
easat-10383	380	10	the	the	DET
easat-10383	380	11	point	point	NOUN
easat-10383	380	12	(	(	PUNCT
easat-10383	380	13	1.0	1.0	NUM
easat-10383	380	14	,	,	PUNCT
easat-10383	380	15	1.0	1.0	NUM
easat-10383	380	16	)	)	PUNCT
easat-10383	380	17	.	.	PUNCT
easat-10383	381	1	the	the	DET
easat-10383	381	2	vertical	vertical	ADJ
easat-10383	381	3	axis	axis	NOUN
easat-10383	381	4	ranges	range	VERB
easat-10383	381	5	from	from	ADP
easat-10383	381	6	0.0	0.0	NUM
easat-10383	381	7	to	to	ADP
easat-10383	381	8	1.0	1.0	NUM
easat-10383	381	9	.	.	PUNCT
easat-10383	382	1	the	the	DET
easat-10383	382	2	relationship	relationship	NOUN
easat-10383	382	3	between	between	ADP
easat-10383	382	4	the	the	DET
easat-10383	382	5	two	two	NUM
easat-10383	382	6	sets	set	NOUN
easat-10383	382	7	of	of	ADP
easat-10383	382	8	values	value	NOUN
easat-10383	382	9	shows	show	VERB
easat-10383	382	10	how	how	SCONJ
easat-10383	382	11	they	they	PRON
easat-10383	382	12	change	change	VERB
easat-10383	382	13	across	across	ADP
easat-10383	382	14	the	the	DET
easat-10383	382	15	given	give	VERB
easat-10383	382	16	range	range	NOUN
easat-10383	382	17	,	,	PUNCT
easat-10383	382	18	with	with	ADP
easat-10383	382	19	both	both	PRON
easat-10383	382	20	tending	tend	VERB
easat-10383	382	21	towards	towards	ADP
easat-10383	382	22	a	a	DET
easat-10383	382	23	maximum	maximum	ADJ
easat-10383	382	24	vertical	vertical	ADJ
easat-10383	382	25	value	value	NOUN
easat-10383	382	26	as	as	ADP
easat-10383	382	27	the	the	DET
easat-10383	382	28	horizontal	horizontal	ADJ
easat-10383	382	29	value	value	NOUN
easat-10383	382	30	increases	increase	NOUN
easat-10383	382	31	.	.	PUNCT
easat-10383	383	1	figure	figure	VERB
easat-10383	383	2	22	22	NUM
easat-10383	383	3	.	.	PUNCT
easat-10383	384	1	maximum	maximum	ADJ
easat-10383	384	2	intensity	intensity	NOUN
easat-10383	384	3	vs.	vs.	ADP
easat-10383	384	4	size	size	NOUN
easat-10383	384	5	of	of	ADP
easat-10383	384	6	lumps	lump	NOUN
easat-10383	384	7	.	.	PUNCT
easat-10383	385	1	figure	figure	NOUN
easat-10383	385	2	22	22	NUM
easat-10383	385	3	represents	represent	VERB
easat-10383	385	4	three	three	NUM
easat-10383	385	5	distinct	distinct	ADJ
easat-10383	385	6	points	point	NOUN
easat-10383	385	7	connected	connect	VERB
easat-10383	385	8	by	by	ADP
easat-10383	385	9	dashed	dash	VERB
easat-10383	385	10	lines	line	NOUN
easat-10383	385	11	.	.	PUNCT
easat-10383	386	1	the	the	DET
easat-10383	386	2	horizontal	horizontal	ADJ
easat-10383	386	3	axis	axis	NOUN
easat-10383	386	4	ranges	range	VERB
easat-10383	386	5	from	from	ADP
easat-10383	386	6	1.0	1.0	NUM
easat-10383	386	7	to	to	ADP
easat-10383	386	8	3.0	3.0	NUM
easat-10383	386	9	.	.	PUNCT
easat-10383	387	1	at	at	ADP
easat-10383	387	2	a	a	DET
easat-10383	387	3	horizontal	horizontal	ADJ
easat-10383	387	4	value	value	NOUN
easat-10383	387	5	of	of	ADP
easat-10383	387	6	1.0	1.0	NUM
easat-10383	387	7	,	,	PUNCT
easat-10383	387	8	there	there	PRON
easat-10383	387	9	is	be	VERB
easat-10383	387	10	a	a	DET
easat-10383	387	11	point	point	NOUN
easat-10383	387	12	with	with	ADP
easat-10383	387	13	a	a	DET
easat-10383	387	14	vertical	vertical	ADJ
easat-10383	387	15	value	value	NOUN
easat-10383	387	16	of	of	ADP
easat-10383	387	17	approximately	approximately	ADV
easat-10383	387	18	67	67	NUM
easat-10383	387	19	.	.	PUNCT
easat-10383	388	1	another	another	DET
easat-10383	388	2	point	point	NOUN
easat-10383	388	3	is	be	AUX
easat-10383	388	4	located	locate	VERB
easat-10383	388	5	at	at	ADP
easat-10383	388	6	a	a	DET
easat-10383	388	7	horizontal	horizontal	ADJ
easat-10383	388	8	value	value	NOUN
easat-10383	388	9	of	of	ADP
easat-10383	388	10	2.0	2.0	NUM
easat-10383	388	11	,	,	PUNCT
easat-10383	388	12	with	with	ADP
easat-10383	388	13	a	a	DET
easat-10383	388	14	corresponding	corresponding	ADJ
easat-10383	388	15	vertical	vertical	ADJ
easat-10383	388	16	value	value	NOUN
easat-10383	388	17	of	of	ADP
easat-10383	388	18	about	about	ADP
easat-10383	388	19	58	58	NUM
easat-10383	388	20	.	.	PUNCT
easat-10383	389	1	the	the	DET
easat-10383	389	2	final	final	ADJ
easat-10383	389	3	point	point	NOUN
easat-10383	389	4	is	be	AUX
easat-10383	389	5	at	at	ADP
easat-10383	389	6	a	a	DET
easat-10383	389	7	horizontal	horizontal	ADJ
easat-10383	389	8	value	value	NOUN
easat-10383	389	9	of	of	ADP
easat-10383	389	10	3.0	3.0	NUM
easat-10383	389	11	,	,	PUNCT
easat-10383	389	12	with	with	ADP
easat-10383	389	13	a	a	DET
easat-10383	389	14	vertical	vertical	ADJ
easat-10383	389	15	value	value	NOUN
easat-10383	389	16	of	of	ADP
easat-10383	389	17	approximately	approximately	ADV
easat-10383	389	18	57.5	57.5	NUM
easat-10383	389	19	.	.	PUNCT
easat-10383	390	1	the	the	DET
easat-10383	390	2	vertical	vertical	ADJ
easat-10383	390	3	axis	axis	NOUN
easat-10383	390	4	spans	span	NOUN
easat-10383	390	5	from	from	ADP
easat-10383	390	6	57	57	NUM
easat-10383	390	7	to	to	PART
easat-10383	390	8	67	67	NUM
easat-10383	390	9	.	.	PUNCT
easat-10383	391	1	the	the	DET
easat-10383	391	2	plot	plot	NOUN
easat-10383	391	3	illustrates	illustrate	VERB
easat-10383	391	4	a	a	DET
easat-10383	391	5	decreasing	decrease	VERB
easat-10383	391	6	trend	trend	NOUN
easat-10383	391	7	in	in	ADP
easat-10383	391	8	the	the	DET
easat-10383	391	9	vertical	vertical	ADJ
easat-10383	391	10	values	value	NOUN
easat-10383	391	11	as	as	ADP
easat-10383	391	12	the	the	DET
easat-10383	391	13	horizontal	horizontal	ADJ
easat-10383	391	14	208	208	NUM
easat-10383	391	15	edelweiss	edelweiss	PROPN
easat-10383	391	16	applied	apply	VERB
easat-10383	391	17	science	science	NOUN
easat-10383	391	18	and	and	CCONJ
easat-10383	391	19	technology	technology	NOUN
easat-10383	391	20	issn	issn	PROPN
easat-10383	391	21	:	:	PUNCT
easat-10383	391	22	2576	2576	NUM
easat-10383	391	23	-	-	SYM
easat-10383	391	24	8484	8484	NUM
easat-10383	391	25	vol	vol	NOUN
easat-10383	391	26	.	.	PROPN
easat-10383	392	1	9	9	NUM
easat-10383	392	2	,	,	PUNCT
easat-10383	392	3	no	no	INTJ
easat-10383	392	4	.	.	NOUN
easat-10383	392	5	10	10	NUM
easat-10383	392	6	:	:	SYM
easat-10383	392	7	189	189	NUM
easat-10383	392	8	-	-	SYM
easat-10383	392	9	211	211	NUM
easat-10383	392	10	,	,	PUNCT
easat-10383	392	11	2025	2025	NUM
easat-10383	392	12	doi	doi	NOUN
easat-10383	392	13	:	:	PUNCT
easat-10383	392	14	10.55214/2576	10.55214/2576	NUM
easat-10383	392	15	-	-	SYM
easat-10383	392	16	8484.v9i10.10383	8484.v9i10.10383	NOUN
easat-10383	392	17	©	©	PROPN
easat-10383	392	18	2025	2025	NUM
easat-10383	392	19	by	by	ADP
easat-10383	392	20	the	the	DET
easat-10383	392	21	authors	author	NOUN
easat-10383	392	22	;	;	PUNCT
easat-10383	392	23	licensee	licensee	PROPN
easat-10383	392	24	learning	learn	VERB
easat-10383	392	25	gate	gate	PROPN
easat-10383	392	26	values	value	NOUN
easat-10383	392	27	increase	increase	VERB
easat-10383	392	28	.	.	PUNCT
easat-10383	393	1	specifically	specifically	ADV
easat-10383	393	2	,	,	PUNCT
easat-10383	393	3	there	there	PRON
easat-10383	393	4	is	be	VERB
easat-10383	393	5	a	a	DET
easat-10383	393	6	significant	significant	ADJ
easat-10383	393	7	drop	drop	NOUN
easat-10383	393	8	from	from	ADP
easat-10383	393	9	the	the	DET
easat-10383	393	10	first	first	ADJ
easat-10383	393	11	point	point	NOUN
easat-10383	393	12	to	to	ADP
easat-10383	393	13	the	the	DET
easat-10383	393	14	second	second	ADJ
easat-10383	393	15	,	,	PUNCT
easat-10383	393	16	followed	follow	VERB
easat-10383	393	17	by	by	ADP
easat-10383	393	18	a	a	DET
easat-10383	393	19	smaller	small	ADJ
easat-10383	393	20	decrease	decrease	NOUN
easat-10383	393	21	from	from	ADP
easat-10383	393	22	the	the	DET
easat-10383	393	23	second	second	NOUN
easat-10383	393	24	to	to	ADP
easat-10383	393	25	the	the	DET
easat-10383	393	26	third	third	NOUN
easat-10383	393	27	.	.	PUNCT
easat-10383	394	1	the	the	DET
easat-10383	394	2	numerical	numerical	ADJ
easat-10383	394	3	values	value	NOUN
easat-10383	394	4	at	at	ADP
easat-10383	394	5	each	each	PRON
easat-10383	394	6	of	of	ADP
easat-10383	394	7	the	the	DET
easat-10383	394	8	three	three	NUM
easat-10383	394	9	plotted	plot	VERB
easat-10383	394	10	locations	location	NOUN
easat-10383	394	11	are	be	AUX
easat-10383	394	12	indicated	indicate	VERB
easat-10383	394	13	by	by	ADP
easat-10383	394	14	their	their	PRON
easat-10383	394	15	positions	position	NOUN
easat-10383	394	16	on	on	ADP
easat-10383	394	17	the	the	DET
easat-10383	394	18	two	two	NUM
easat-10383	394	19	axes	axis	NOUN
easat-10383	394	20	.	.	PUNCT
easat-10383	395	1	figure	figure	NOUN
easat-10383	395	2	23	23	NUM
easat-10383	395	3	.	.	PUNCT
easat-10383	396	1	receiver	receiver	ADJ
easat-10383	396	2	operating	operate	VERB
easat-10383	396	3	characteristics	characteristic	NOUN
easat-10383	396	4	for	for	ADP
easat-10383	396	5	breast	breast	NOUN
easat-10383	396	6	cancer	cancer	NOUN
easat-10383	396	7	discovery	discovery	NOUN
easat-10383	396	8	.	.	PUNCT
easat-10383	397	1	figure	figure	NOUN
easat-10383	397	2	23	23	NUM
easat-10383	397	3	shows	show	VERB
easat-10383	397	4	the	the	DET
easat-10383	397	5	receiver	receiver	NOUN
easat-10383	397	6	operating	operate	VERB
easat-10383	397	7	characteristics	characteristic	NOUN
easat-10383	397	8	for	for	ADP
easat-10383	397	9	breast	breast	NOUN
easat-10383	397	10	cancer	cancer	NOUN
easat-10383	397	11	discovery	discovery	NOUN
easat-10383	397	12	.	.	PUNCT
easat-10383	398	1	the	the	DET
easat-10383	398	2	curve	curve	NOUN
easat-10383	398	3	is	be	AUX
easat-10383	398	4	plotted	plot	VERB
easat-10383	398	5	against	against	ADP
easat-10383	398	6	a	a	DET
easat-10383	398	7	parallel	parallel	ADJ
easat-10383	398	8	axis	axis	NOUN
easat-10383	398	9	ranging	range	VERB
easat-10383	398	10	from	from	ADP
easat-10383	398	11	0.0	0.0	NUM
easat-10383	398	12	to	to	ADP
easat-10383	398	13	1.0	1.0	NUM
easat-10383	398	14	.	.	PUNCT
easat-10383	399	1	this	this	DET
easat-10383	399	2	curve	curve	NOUN
easat-10383	399	3	starts	start	VERB
easat-10383	399	4	at	at	ADP
easat-10383	399	5	a	a	DET
easat-10383	399	6	vertical	vertical	ADJ
easat-10383	399	7	value	value	NOUN
easat-10383	399	8	of	of	ADP
easat-10383	399	9	1.0	1.0	NUM
easat-10383	399	10	and	and	CCONJ
easat-10383	399	11	remains	remain	VERB
easat-10383	399	12	constant	constant	ADJ
easat-10383	399	13	at	at	ADP
easat-10383	399	14	this	this	DET
easat-10383	399	15	value	value	NOUN
easat-10383	399	16	across	across	ADP
easat-10383	399	17	the	the	DET
easat-10383	399	18	entire	entire	ADJ
easat-10383	399	19	horizontal	horizontal	ADJ
easat-10383	399	20	range	range	NOUN
easat-10383	399	21	from	from	ADP
easat-10383	399	22	0.0	0.0	NUM
easat-10383	399	23	to	to	ADP
easat-10383	399	24	1.0	1.0	NUM
easat-10383	399	25	.	.	PUNCT
easat-10383	400	1	a	a	DET
easat-10383	400	2	diagonal	diagonal	ADJ
easat-10383	400	3	from	from	ADP
easat-10383	400	4	the	the	DET
easat-10383	400	5	origin	origin	NOUN
easat-10383	400	6	(	(	PUNCT
easat-10383	400	7	0.0	0.0	NUM
easat-10383	400	8	,	,	PUNCT
easat-10383	400	9	0.0	0.0	NUM
easat-10383	400	10	)	)	PUNCT
easat-10383	400	11	to	to	ADP
easat-10383	400	12	the	the	DET
easat-10383	400	13	point	point	NOUN
easat-10383	400	14	(	(	PUNCT
easat-10383	400	15	1.0	1.0	NUM
easat-10383	400	16	,	,	PUNCT
easat-10383	400	17	1.0	1.0	NUM
easat-10383	400	18	)	)	PUNCT
easat-10383	400	19	.	.	PUNCT
easat-10383	401	1	the	the	DET
easat-10383	401	2	axis	axis	NOUN
easat-10383	401	3	also	also	ADV
easat-10383	401	4	spans	span	VERB
easat-10383	401	5	from	from	ADP
easat-10383	401	6	0.0	0.0	NUM
easat-10383	401	7	to	to	ADP
easat-10383	401	8	1.0	1.0	NUM
easat-10383	401	9	.	.	PUNCT
easat-10383	402	1	the	the	DET
easat-10383	402	2	area	area	NOUN
easat-10383	402	3	below	below	ADP
easat-10383	402	4	the	the	DET
easat-10383	402	5	horizontal	horizontal	ADJ
easat-10383	402	6	curve	curve	NOUN
easat-10383	402	7	is	be	AUX
easat-10383	402	8	quantified	quantify	VERB
easat-10383	402	9	as	as	ADP
easat-10383	402	10	1.00	1.00	NUM
easat-10383	402	11	.	.	PUNCT
easat-10383	403	1	the	the	DET
easat-10383	403	2	ideal	ideal	ADJ
easat-10383	403	3	scenario	scenario	NOUN
easat-10383	403	4	is	be	AUX
easat-10383	403	5	where	where	SCONJ
easat-10383	403	6	one	one	NUM
easat-10383	403	7	set	set	NOUN
easat-10383	403	8	of	of	ADP
easat-10383	403	9	values	value	NOUN
easat-10383	403	10	remains	remain	VERB
easat-10383	403	11	at	at	ADP
easat-10383	403	12	its	its	PRON
easat-10383	403	13	maximum	maximum	NOUN
easat-10383	403	14	throughout	throughout	ADP
easat-10383	403	15	the	the	DET
easat-10383	403	16	entire	entire	ADJ
easat-10383	403	17	range	range	NOUN
easat-10383	403	18	of	of	ADP
easat-10383	403	19	the	the	DET
easat-10383	403	20	other	other	ADJ
easat-10383	403	21	set	set	NOUN
easat-10383	403	22	of	of	ADP
easat-10383	403	23	values	value	NOUN
easat-10383	403	24	.	.	PUNCT
easat-10383	404	1	the	the	DET
easat-10383	404	2	cross	cross	ADJ
easat-10383	404	3	-	-	ADJ
easat-10383	404	4	sectional	sectional	ADJ
easat-10383	404	5	line	line	NOUN
easat-10383	404	6	represents	represent	VERB
easat-10383	404	7	a	a	DET
easat-10383	404	8	baseline	baseline	NOUN
easat-10383	404	9	for	for	ADP
easat-10383	404	10	comparison	comparison	NOUN
easat-10383	404	11	.	.	PUNCT
easat-10383	405	1	figure	figure	NOUN
easat-10383	405	2	24	24	NUM
easat-10383	405	3	.	.	PUNCT
easat-10383	406	1	standard	standard	ADJ
easat-10383	406	2	deviation	deviation	NOUN
easat-10383	406	3	vs.	vs.	ADP
easat-10383	406	4	minimum	minimum	NOUN
easat-10383	406	5	.	.	PUNCT
easat-10383	407	1	209	209	NUM
easat-10383	407	2	edelweiss	edelweiss	PROPN
easat-10383	407	3	applied	apply	VERB
easat-10383	407	4	science	science	NOUN
easat-10383	407	5	and	and	CCONJ
easat-10383	407	6	technology	technology	NOUN
easat-10383	407	7	issn	issn	PROPN
easat-10383	407	8	:	:	PUNCT
easat-10383	407	9	2576	2576	NUM
easat-10383	407	10	-	-	SYM
easat-10383	407	11	8484	8484	NUM
easat-10383	407	12	vol	vol	NOUN
easat-10383	407	13	.	.	PROPN
easat-10383	408	1	9	9	NUM
easat-10383	408	2	,	,	PUNCT
easat-10383	408	3	no	no	INTJ
easat-10383	408	4	.	.	NOUN
easat-10383	408	5	10	10	NUM
easat-10383	408	6	:	:	SYM
easat-10383	408	7	189	189	NUM
easat-10383	408	8	-	-	SYM
easat-10383	408	9	211	211	NUM
easat-10383	408	10	,	,	PUNCT
easat-10383	408	11	2025	2025	NUM
easat-10383	408	12	doi	doi	NOUN
easat-10383	408	13	:	:	PUNCT
easat-10383	408	14	10.55214/2576	10.55214/2576	NUM
easat-10383	408	15	-	-	SYM
easat-10383	408	16	8484.v9i10.10383	8484.v9i10.10383	NOUN
easat-10383	408	17	©	©	PROPN
easat-10383	408	18	2025	2025	NUM
easat-10383	408	19	by	by	ADP
easat-10383	408	20	the	the	DET
easat-10383	408	21	authors	author	NOUN
easat-10383	408	22	;	;	PUNCT
easat-10383	408	23	licensee	licensee	PROPN
easat-10383	408	24	learning	learn	VERB
easat-10383	408	25	gate	gate	PROPN
easat-10383	408	26	figure	figure	NOUN
easat-10383	408	27	24	24	NUM
easat-10383	408	28	displays	display	NOUN
easat-10383	408	29	two	two	NUM
easat-10383	408	30	distinct	distinct	ADJ
easat-10383	408	31	sets	set	NOUN
easat-10383	408	32	of	of	ADP
easat-10383	408	33	points	point	NOUN
easat-10383	408	34	.	.	PUNCT
easat-10383	409	1	one	one	NUM
easat-10383	409	2	set	set	NOUN
easat-10383	409	3	of	of	ADP
easat-10383	409	4	points	point	NOUN
easat-10383	409	5	shows	show	VERB
easat-10383	409	6	horizontal	horizontal	ADJ
easat-10383	409	7	values	value	NOUN
easat-10383	409	8	ranging	range	VERB
easat-10383	409	9	from	from	ADP
easat-10383	409	10	approximately	approximately	ADV
easat-10383	409	11	28	28	NUM
easat-10383	409	12	to	to	PART
easat-10383	409	13	43	43	NUM
easat-10383	409	14	,	,	PUNCT
easat-10383	409	15	with	with	ADP
easat-10383	409	16	corresponding	correspond	VERB
easat-10383	409	17	vertical	vertical	ADJ
easat-10383	409	18	values	value	NOUN
easat-10383	409	19	ranging	range	VERB
easat-10383	409	20	from	from	ADP
easat-10383	409	21	about	about	ADV
easat-10383	409	22	7	7	NUM
easat-10383	409	23	to	to	PART
easat-10383	409	24	24	24	NUM
easat-10383	409	25	.	.	PUNCT
easat-10383	410	1	specifically	specifically	ADV
easat-10383	410	2	,	,	PUNCT
easat-10383	410	3	some	some	PRON
easat-10383	410	4	of	of	ADP
easat-10383	410	5	these	these	DET
easat-10383	410	6	points	point	NOUN
easat-10383	410	7	are	be	AUX
easat-10383	410	8	around	around	ADV
easat-10383	410	9	(	(	PUNCT
easat-10383	410	10	28	28	NUM
easat-10383	410	11	,	,	PUNCT
easat-10383	410	12	24	24	NUM
easat-10383	410	13	)	)	PUNCT
easat-10383	410	14	,	,	PUNCT
easat-10383	410	15	(	(	PUNCT
easat-10383	410	16	29	29	NUM
easat-10383	410	17	,	,	PUNCT
easat-10383	410	18	20	20	NUM
easat-10383	410	19	)	)	PUNCT
easat-10383	410	20	,	,	PUNCT
easat-10383	410	21	(	(	PUNCT
easat-10383	410	22	30	30	NUM
easat-10383	410	23	,	,	PUNCT
easat-10383	410	24	24	24	NUM
easat-10383	410	25	)	)	PUNCT
easat-10383	410	26	,	,	PUNCT
easat-10383	410	27	(	(	PUNCT
easat-10383	410	28	31	31	NUM
easat-10383	410	29	,	,	PUNCT
easat-10383	410	30	24	24	NUM
easat-10383	410	31	)	)	PUNCT
easat-10383	410	32	,	,	PUNCT
easat-10383	410	33	(	(	PUNCT
easat-10383	410	34	32	32	NUM
easat-10383	410	35	,	,	PUNCT
easat-10383	410	36	19	19	NUM
easat-10383	410	37	)	)	PUNCT
easat-10383	410	38	,	,	PUNCT
easat-10383	410	39	(	(	PUNCT
easat-10383	410	40	33	33	NUM
easat-10383	410	41	,	,	PUNCT
easat-10383	410	42	14	14	NUM
easat-10383	410	43	)	)	PUNCT
easat-10383	410	44	,	,	PUNCT
easat-10383	410	45	(	(	PUNCT
easat-10383	410	46	34	34	NUM
easat-10383	410	47	,	,	PUNCT
easat-10383	410	48	23	23	NUM
easat-10383	410	49	)	)	PUNCT
easat-10383	410	50	,	,	PUNCT
easat-10383	410	51	(	(	PUNCT
easat-10383	410	52	40	40	NUM
easat-10383	410	53	,	,	PUNCT
easat-10383	410	54	10	10	NUM
easat-10383	410	55	)	)	PUNCT
easat-10383	410	56	,	,	PUNCT
easat-10383	410	57	(	(	PUNCT
easat-10383	410	58	41.5	41.5	NUM
easat-10383	410	59	,	,	PUNCT
easat-10383	410	60	8)	8)	NUM
easat-10383	410	61	,	,	PUNCT
easat-10383	410	62	and	and	CCONJ
easat-10383	410	63	(	(	PUNCT
easat-10383	410	64	43	43	NUM
easat-10383	410	65	,	,	PUNCT
easat-10383	410	66	7	7	NUM
easat-10383	410	67	)	)	PUNCT
easat-10383	410	68	.	.	PUNCT
easat-10383	411	1	the	the	DET
easat-10383	411	2	other	other	ADJ
easat-10383	411	3	set	set	NOUN
easat-10383	411	4	of	of	ADP
easat-10383	411	5	points	point	NOUN
easat-10383	411	6	has	have	VERB
easat-10383	411	7	parallel	parallel	ADJ
easat-10383	411	8	values	value	NOUN
easat-10383	411	9	ranging	range	VERB
easat-10383	411	10	from	from	ADP
easat-10383	411	11	approximately	approximately	ADV
easat-10383	411	12	25	25	NUM
easat-10383	411	13	to	to	PART
easat-10383	411	14	43	43	NUM
easat-10383	411	15	,	,	PUNCT
easat-10383	411	16	with	with	ADP
easat-10383	411	17	corresponding	correspond	VERB
easat-10383	411	18	erect	erect	ADJ
easat-10383	411	19	values	value	NOUN
easat-10383	411	20	ranging	range	VERB
easat-10383	411	21	from	from	ADP
easat-10383	411	22	about	about	ADV
easat-10383	411	23	6	6	NUM
easat-10383	411	24	to	to	PART
easat-10383	411	25	15	15	NUM
easat-10383	411	26	.	.	PUNCT
easat-10383	412	1	the	the	DET
easat-10383	412	2	horizontal	horizontal	ADJ
easat-10383	412	3	axis	axis	NOUN
easat-10383	412	4	spans	span	NOUN
easat-10383	412	5	from	from	ADP
easat-10383	412	6	25	25	NUM
easat-10383	412	7	to	to	ADP
easat-10383	412	8	45	45	NUM
easat-10383	412	9	,	,	PUNCT
easat-10383	412	10	and	and	CCONJ
easat-10383	412	11	the	the	DET
easat-10383	412	12	vertical	vertical	ADJ
easat-10383	412	13	axis	axis	NOUN
easat-10383	412	14	ranges	range	VERB
easat-10383	412	15	from	from	ADP
easat-10383	412	16	5	5	NUM
easat-10383	412	17	to	to	PART
easat-10383	412	18	25	25	NUM
easat-10383	412	19	.	.	PUNCT
easat-10383	413	1	the	the	DET
easat-10383	413	2	distinction	distinction	NOUN
easat-10383	413	3	between	between	ADP
easat-10383	413	4	the	the	DET
easat-10383	413	5	two	two	NUM
easat-10383	413	6	groups	group	NOUN
easat-10383	413	7	of	of	ADP
easat-10383	413	8	data	datum	NOUN
easat-10383	413	9	points	point	NOUN
easat-10383	413	10	is	be	AUX
easat-10383	413	11	based	base	VERB
easat-10383	413	12	on	on	ADP
easat-10383	413	13	their	their	PRON
easat-10383	413	14	straight	straight	ADJ
easat-10383	413	15	and	and	CCONJ
easat-10383	413	16	erect	erect	ADJ
easat-10383	413	17	values	value	NOUN
easat-10383	413	18	.	.	PUNCT
easat-10383	414	1	5	5	X
easat-10383	414	2	.	.	X
easat-10383	414	3	research	research	NOUN
easat-10383	414	4	conclusion	conclusion	NOUN
easat-10383	414	5	thermofusionnet	thermofusionnet	NOUN
easat-10383	414	6	presents	present	VERB
easat-10383	414	7	a	a	DET
easat-10383	414	8	novel	novel	NOUN
easat-10383	414	9	and	and	CCONJ
easat-10383	414	10	effective	effective	ADJ
easat-10383	414	11	deep	deep	ADJ
easat-10383	414	12	learning	learning	NOUN
easat-10383	414	13	-	-	PUNCT
easat-10383	414	14	based	base	VERB
easat-10383	414	15	solution	solution	NOUN
easat-10383	414	16	for	for	ADP
easat-10383	414	17	the	the	DET
easat-10383	414	18	early	early	ADJ
easat-10383	414	19	discovery	discovery	NOUN
easat-10383	414	20	of	of	ADP
easat-10383	414	21	breast	breast	NOUN
easat-10383	414	22	irregularities	irregularity	NOUN
easat-10383	414	23	by	by	ADP
easat-10383	414	24	integrating	integrate	VERB
easat-10383	414	25	both	both	CCONJ
easat-10383	414	26	graphic	graphic	ADJ
easat-10383	414	27	and	and	CCONJ
easat-10383	414	28	ultraviolet	ultraviolet	ADJ
easat-10383	414	29	thermal	thermal	ADJ
easat-10383	414	30	imaging	imaging	NOUN
easat-10383	414	31	.	.	PUNCT
easat-10383	415	1	the	the	DET
easat-10383	415	2	strengths	strength	NOUN
easat-10383	415	3	of	of	ADP
easat-10383	415	4	each	each	DET
easat-10383	415	5	imaging	imaging	NOUN
easat-10383	415	6	type	type	NOUN
easat-10383	415	7	are	be	AUX
easat-10383	415	8	thermal	thermal	ADJ
easat-10383	415	9	imaging	imaging	NOUN
easat-10383	415	10	’s	’s	PART
easat-10383	415	11	ability	ability	NOUN
easat-10383	415	12	to	to	PART
easat-10383	415	13	detect	detect	VERB
easat-10383	415	14	temperature	temperature	NOUN
easat-10383	415	15	anomalies	anomaly	NOUN
easat-10383	415	16	associated	associate	VERB
easat-10383	415	17	with	with	ADP
easat-10383	415	18	abnormal	abnormal	ADJ
easat-10383	415	19	tissue	tissue	NOUN
easat-10383	415	20	growth	growth	NOUN
easat-10383	415	21	and	and	CCONJ
easat-10383	415	22	visual	visual	ADJ
easat-10383	415	23	imaging	imaging	NOUN
easat-10383	415	24	’s	’s	PART
easat-10383	415	25	structural	structural	ADJ
easat-10383	415	26	clarity	clarity	NOUN
easat-10383	415	27	to	to	PART
easat-10383	415	28	improve	improve	VERB
easat-10383	415	29	analytic	analytic	ADJ
easat-10383	415	30	correctness	correctness	NOUN
easat-10383	415	31	.	.	PUNCT
easat-10383	416	1	the	the	DET
easat-10383	416	2	fusion	fusion	NOUN
easat-10383	416	3	of	of	ADP
easat-10383	416	4	these	these	DET
easat-10383	416	5	modalities	modality	NOUN
easat-10383	416	6	through	through	ADP
easat-10383	416	7	a	a	DET
easat-10383	416	8	tailored	tailor	VERB
easat-10383	416	9	cnn	cnn	PROPN
easat-10383	416	10	framework	framework	NOUN
easat-10383	416	11	enables	enable	VERB
easat-10383	416	12	the	the	DET
easat-10383	416	13	system	system	NOUN
easat-10383	416	14	to	to	PART
easat-10383	416	15	learn	learn	VERB
easat-10383	416	16	and	and	CCONJ
easat-10383	416	17	interpret	interpret	VERB
easat-10383	416	18	complex	complex	ADJ
easat-10383	416	19	patterns	pattern	NOUN
easat-10383	416	20	that	that	PRON
easat-10383	416	21	may	may	AUX
easat-10383	416	22	not	not	PART
easat-10383	416	23	be	be	AUX
easat-10383	416	24	apparent	apparent	ADJ
easat-10383	416	25	in	in	ADP
easat-10383	416	26	single	single	ADJ
easat-10383	416	27	-	-	PUNCT
easat-10383	416	28	modality	modality	NOUN
easat-10383	416	29	systems	system	NOUN
easat-10383	416	30	.	.	PUNCT
easat-10383	417	1	experimental	experimental	ADJ
easat-10383	417	2	results	result	NOUN
easat-10383	417	3	demonstrated	demonstrate	VERB
easat-10383	417	4	that	that	SCONJ
easat-10383	417	5	thermofusionnet	thermofusionnet	NOUN
easat-10383	417	6	achieved	achieve	VERB
easat-10383	417	7	higher	high	ADJ
easat-10383	417	8	performance	performance	NOUN
easat-10383	417	9	in	in	ADP
easat-10383	417	10	key	key	ADJ
easat-10383	417	11	evaluation	evaluation	NOUN
easat-10383	417	12	metrics	metric	NOUN
easat-10383	417	13	,	,	PUNCT
easat-10383	417	14	such	such	ADJ
easat-10383	417	15	as	as	ADP
easat-10383	417	16	correctness	correctness	NOUN
easat-10383	417	17	,	,	PUNCT
easat-10383	417	18	accuracy	accuracy	NOUN
easat-10383	417	19	,	,	PUNCT
easat-10383	417	20	recall	recall	NOUN
easat-10383	417	21	,	,	PUNCT
easat-10383	417	22	and	and	CCONJ
easat-10383	417	23	f1	f1	NOUN
easat-10383	417	24	-	-	PUNCT
easat-10383	417	25	score	score	NOUN
easat-10383	417	26	,	,	PUNCT
easat-10383	417	27	outperforming	outperform	VERB
easat-10383	417	28	traditional	traditional	ADJ
easat-10383	417	29	and	and	CCONJ
easat-10383	417	30	unimodal	unimodal	ADJ
easat-10383	417	31	models	model	NOUN
easat-10383	417	32	.	.	PUNCT
easat-10383	418	1	the	the	DET
easat-10383	418	2	results	result	NOUN
easat-10383	418	3	also	also	ADV
easat-10383	418	4	showed	show	VERB
easat-10383	418	5	reduced	reduce	VERB
easat-10383	418	6	false	false	ADJ
easat-10383	418	7	positives	positive	NOUN
easat-10383	418	8	and	and	CCONJ
easat-10383	418	9	improved	improve	VERB
easat-10383	418	10	sensitivity	sensitivity	NOUN
easat-10383	418	11	to	to	ADP
easat-10383	418	12	subtle	subtle	ADJ
easat-10383	418	13	abnormalities	abnormality	NOUN
easat-10383	418	14	,	,	PUNCT
easat-10383	418	15	highlighting	highlight	VERB
easat-10383	418	16	the	the	DET
easat-10383	418	17	potential	potential	NOUN
easat-10383	418	18	of	of	ADP
easat-10383	418	19	the	the	DET
easat-10383	418	20	system	system	NOUN
easat-10383	418	21	for	for	ADP
easat-10383	418	22	real	real	ADJ
easat-10383	418	23	-	-	PUNCT
easat-10383	418	24	world	world	NOUN
easat-10383	418	25	clinical	clinical	ADJ
easat-10383	418	26	application	application	NOUN
easat-10383	418	27	.	.	PUNCT
easat-10383	419	1	this	this	DET
easat-10383	419	2	research	research	NOUN
easat-10383	419	3	confirms	confirm	VERB
easat-10383	419	4	that	that	SCONJ
easat-10383	419	5	combining	combine	VERB
easat-10383	419	6	deep	deep	ADJ
easat-10383	419	7	learning	learning	NOUN
easat-10383	419	8	with	with	ADP
easat-10383	419	9	imaging	imaging	NOUN
easat-10383	419	10	can	can	AUX
easat-10383	419	11	significantly	significantly	ADV
easat-10383	419	12	improve	improve	VERB
easat-10383	419	13	the	the	DET
easat-10383	419	14	dependability	dependability	NOUN
easat-10383	419	15	and	and	CCONJ
easat-10383	419	16	competence	competence	NOUN
easat-10383	419	17	of	of	ADP
easat-10383	419	18	breast	breast	NOUN
easat-10383	419	19	abnormality	abnormality	NOUN
easat-10383	419	20	detection	detection	NOUN
easat-10383	419	21	.	.	PUNCT
easat-10383	420	1	thermofusionnet	thermofusionnet	NOUN
easat-10383	420	2	holds	hold	VERB
easat-10383	420	3	promise	promise	NOUN
easat-10383	420	4	not	not	PART
easat-10383	420	5	only	only	ADV
easat-10383	420	6	for	for	ADP
easat-10383	420	7	aiding	aid	VERB
easat-10383	420	8	radiologists	radiologist	NOUN
easat-10383	420	9	in	in	ADP
easat-10383	420	10	early	early	ADJ
easat-10383	420	11	and	and	CCONJ
easat-10383	420	12	accurate	accurate	ADJ
easat-10383	420	13	diagnosis	diagnosis	NOUN
easat-10383	420	14	but	but	CCONJ
easat-10383	420	15	also	also	ADV
easat-10383	420	16	for	for	ADP
easat-10383	420	17	being	be	AUX
easat-10383	420	18	implemented	implement	VERB
easat-10383	420	19	in	in	ADP
easat-10383	420	20	low	low	ADJ
easat-10383	420	21	-	-	PUNCT
easat-10383	420	22	resource	resource	NOUN
easat-10383	420	23	settings	setting	NOUN
easat-10383	420	24	due	due	ADP
easat-10383	420	25	to	to	ADP
easat-10383	420	26	the	the	DET
easat-10383	420	27	non	non	ADJ
easat-10383	420	28	-	-	ADJ
easat-10383	420	29	invasive	invasive	ADJ
easat-10383	420	30	and	and	CCONJ
easat-10383	420	31	radiation	radiation	NOUN
easat-10383	420	32	-	-	PUNCT
easat-10383	420	33	free	free	ADJ
easat-10383	420	34	nature	nature	NOUN
easat-10383	420	35	of	of	ADP
easat-10383	420	36	thermal	thermal	ADJ
easat-10383	420	37	imaging	imaging	NOUN
easat-10383	420	38	.	.	PUNCT
easat-10383	421	1	future	future	ADJ
easat-10383	421	2	work	work	NOUN
easat-10383	421	3	may	may	AUX
easat-10383	421	4	focus	focus	VERB
easat-10383	421	5	on	on	ADP
easat-10383	421	6	expanding	expand	VERB
easat-10383	421	7	datasets	dataset	NOUN
easat-10383	421	8	,	,	PUNCT
easat-10383	421	9	real	real	ADJ
easat-10383	421	10	-	-	PUNCT
easat-10383	421	11	time	time	NOUN
easat-10383	421	12	applications	application	NOUN
easat-10383	421	13	,	,	PUNCT
easat-10383	421	14	and	and	CCONJ
easat-10383	421	15	refining	refine	VERB
easat-10383	421	16	the	the	DET
easat-10383	421	17	model	model	NOUN
easat-10383	421	18	for	for	ADP
easat-10383	421	19	broader	broad	ADJ
easat-10383	421	20	use	use	NOUN
easat-10383	421	21	in	in	ADP
easat-10383	421	22	other	other	ADJ
easat-10383	421	23	medical	medical	ADJ
easat-10383	421	24	imaging	imaging	NOUN
easat-10383	421	25	fields	field	NOUN
easat-10383	421	26	,	,	PUNCT
easat-10383	421	27	ensuring	ensure	VERB
easat-10383	421	28	even	even	ADV
easat-10383	421	29	greater	great	ADJ
easat-10383	421	30	diagnostic	diagnostic	ADJ
easat-10383	421	31	support	support	NOUN
easat-10383	421	32	and	and	CCONJ
easat-10383	421	33	patient	patient	ADJ
easat-10383	421	34	care	care	NOUN
easat-10383	421	35	.	.	PUNCT
easat-10383	422	1	transparency	transparency	NOUN
easat-10383	422	2	:	:	PUNCT
easat-10383	422	3	the	the	DET
easat-10383	422	4	authors	author	NOUN
easat-10383	422	5	confirm	confirm	VERB
easat-10383	422	6	that	that	SCONJ
easat-10383	422	7	the	the	DET
easat-10383	422	8	manuscript	manuscript	NOUN
easat-10383	422	9	is	be	AUX
easat-10383	422	10	an	an	DET
easat-10383	422	11	honest	honest	ADJ
easat-10383	422	12	,	,	PUNCT
easat-10383	422	13	accurate	accurate	ADJ
easat-10383	422	14	,	,	PUNCT
easat-10383	422	15	and	and	CCONJ
easat-10383	422	16	transparent	transparent	ADJ
easat-10383	422	17	account	account	NOUN
easat-10383	422	18	of	of	ADP
easat-10383	422	19	the	the	DET
easat-10383	422	20	study	study	NOUN
easat-10383	422	21	;	;	PUNCT
easat-10383	422	22	that	that	SCONJ
easat-10383	422	23	no	no	DET
easat-10383	422	24	vital	vital	ADJ
easat-10383	422	25	features	feature	NOUN
easat-10383	422	26	of	of	ADP
easat-10383	422	27	the	the	DET
easat-10383	422	28	study	study	NOUN
easat-10383	422	29	have	have	AUX
easat-10383	422	30	been	be	AUX
easat-10383	422	31	omitted	omit	VERB
easat-10383	422	32	;	;	PUNCT
easat-10383	422	33	and	and	CCONJ
easat-10383	422	34	that	that	SCONJ
easat-10383	422	35	any	any	DET
easat-10383	422	36	discrepancies	discrepancy	NOUN
easat-10383	422	37	from	from	ADP
easat-10383	422	38	the	the	DET
easat-10383	422	39	study	study	NOUN
easat-10383	422	40	as	as	SCONJ
easat-10383	422	41	planned	plan	VERB
easat-10383	422	42	have	have	AUX
easat-10383	422	43	been	be	AUX
easat-10383	422	44	explained	explain	VERB
easat-10383	422	45	.	.	PUNCT
easat-10383	423	1	this	this	DET
easat-10383	423	2	study	study	NOUN
easat-10383	423	3	followed	follow	VERB
easat-10383	423	4	all	all	DET
easat-10383	423	5	ethical	ethical	ADJ
easat-10383	423	6	practices	practice	NOUN
easat-10383	423	7	during	during	ADP
easat-10383	423	8	writing	writing	NOUN
easat-10383	423	9	.	.	PUNCT
easat-10383	424	1	copyright	copyright	NOUN
easat-10383	424	2	:	:	PUNCT
easat-10383	424	3	©	©	PROPN
easat-10383	424	4	2025	2025	NUM
easat-10383	424	5	by	by	ADP
easat-10383	424	6	the	the	DET
easat-10383	424	7	authors	author	NOUN
easat-10383	424	8	.	.	PUNCT
easat-10383	425	1	this	this	DET
easat-10383	425	2	open	open	ADJ
easat-10383	425	3	-	-	PUNCT
easat-10383	425	4	access	access	NOUN
easat-10383	425	5	article	article	NOUN
easat-10383	425	6	is	be	AUX
easat-10383	425	7	distributed	distribute	VERB
easat-10383	425	8	under	under	ADP
easat-10383	425	9	the	the	DET
easat-10383	425	10	terms	term	NOUN
easat-10383	425	11	and	and	CCONJ
easat-10383	425	12	conditions	condition	NOUN
easat-10383	425	13	of	of	ADP
easat-10383	425	14	the	the	DET
easat-10383	425	15	creative	creative	ADJ
easat-10383	425	16	commons	common	NOUN
easat-10383	425	17	attribution	attribution	NOUN
easat-10383	425	18	(	(	PUNCT
easat-10383	425	19	cc	cc	NOUN
easat-10383	425	20	by	by	ADP
easat-10383	425	21	)	)	PUNCT
easat-10383	425	22	license	license	NOUN
easat-10383	425	23	(	(	PUNCT
easat-10383	425	24	https://creativecommons.org/licenses/by/4.0/	https://creativecommons.org/licenses/by/4.0/	PROPN
easat-10383	425	25	)	)	PUNCT
easat-10383	425	26	.	.	PUNCT
easat-10383	426	1	references	reference	NOUN
easat-10383	426	2	[	[	X
easat-10383	426	3	1	1	X
easat-10383	426	4	]	]	PUNCT
easat-10383	426	5	s.	s.	PROPN
easat-10383	426	6	harjasdeep	harjasdeep	PROPN
easat-10383	426	7	and	and	CCONJ
easat-10383	426	8	s.	s.	PROPN
easat-10383	426	9	durgesh	durgesh	PROPN
easat-10383	426	10	,	,	PUNCT
easat-10383	426	11	"	"	PUNCT
easat-10383	426	12	sentiment	sentiment	NOUN
easat-10383	426	13	analysis	analysis	NOUN
easat-10383	426	14	:	:	PUNCT
easat-10383	426	15	quantitative	quantitative	ADJ
easat-10383	426	16	evaluation	evaluation	NOUN
easat-10383	426	17	of	of	ADP
easat-10383	426	18	machine	machine	NOUN
easat-10383	426	19	learning	learning	NOUN
easat-10383	426	20	algorithms	algorithm	NOUN
easat-10383	426	21	,	,	PUNCT
easat-10383	426	22	"	"	PUNCT
easat-10383	426	23	in	in	ADP
easat-10383	426	24	proceedings	proceeding	NOUN
easat-10383	426	25	of	of	ADP
easat-10383	426	26	the	the	DET
easat-10383	426	27	5th	5th	ADJ
easat-10383	426	28	international	international	ADJ
easat-10383	426	29	conference	conference	NOUN
easat-10383	426	30	on	on	ADP
easat-10383	426	31	smart	smart	ADJ
easat-10383	426	32	systems	system	NOUN
easat-10383	426	33	and	and	CCONJ
easat-10383	426	34	inventive	inventive	ADJ
easat-10383	426	35	technology	technology	NOUN
easat-10383	426	36	,	,	PUNCT
easat-10383	426	37	2025	2025	NUM
easat-10383	426	38	.	.	PUNCT
easat-10383	427	1	[	[	X
easat-10383	427	2	2	2	NUM
easat-10383	427	3	]	]	PUNCT
easat-10383	427	4	n.	n.	PROPN
easat-10383	427	5	p.	p.	PROPN
easat-10383	427	6	patil	patil	PROPN
easat-10383	427	7	and	and	CCONJ
easat-10383	427	8	r.	r.	PROPN
easat-10383	427	9	j.	j.	PROPN
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easat-10383	427	11	,	,	PUNCT
easat-10383	427	12	"	"	PUNCT
easat-10383	427	13	a	a	DET
easat-10383	427	14	novel	novel	NOUN
easat-10383	427	15	optimized	optimize	VERB
easat-10383	427	16	deep	deep	ADJ
easat-10383	427	17	learning	learning	NOUN
easat-10383	427	18	framework	framework	NOUN
easat-10383	427	19	to	to	PART
easat-10383	427	20	spot	spot	VERB
easat-10383	427	21	keywords	keyword	NOUN
easat-10383	427	22	and	and	CCONJ
easat-10383	427	23	query	query	NOUN
easat-10383	427	24	matching	matching	NOUN
easat-10383	427	25	process	process	NOUN
easat-10383	427	26	in	in	ADP
easat-10383	427	27	devanagari	devanagari	ADJ
easat-10383	427	28	scripts	script	NOUN
easat-10383	427	29	,	,	PUNCT
easat-10383	427	30	"	"	PUNCT
easat-10383	427	31	multimedia	multimedia	NOUN
easat-10383	427	32	tools	tool	NOUN
easat-10383	427	33	and	and	CCONJ
easat-10383	427	34	applications	application	NOUN
easat-10383	427	35	,	,	PUNCT
easat-10383	427	36	vol	vol	NOUN
easat-10383	427	37	.	.	PROPN
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easat-10383	427	39	,	,	PUNCT
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easat-10383	427	41	.	.	NOUN
easat-10383	427	42	19	19	NUM
easat-10383	427	43	,	,	PUNCT
easat-10383	427	44	pp	pp	ADJ
easat-10383	427	45	.	.	PUNCT
easat-10383	428	1	30177	30177	NUM
easat-10383	428	2	-	-	SYM
easat-10383	428	3	30199	30199	NUM
easat-10383	428	4	,	,	PUNCT
easat-10383	428	5	2023	2023	NUM
easat-10383	428	6	.	.	PUNCT
easat-10383	429	1	https://doi.org/10.1007/s11042-023-14912-1	https://doi.org/10.1007/s11042-023-14912-1	NUM
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easat-10383	430	2	3	3	X
easat-10383	430	3	]	]	X
easat-10383	430	4	h.	h.	PROPN
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easat-10383	430	8	s.	s.	PROPN
easat-10383	430	9	r.	r.	PROPN
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easat-10383	430	12	and	and	CCONJ
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easat-10383	430	14	y.	y.	PROPN
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easat-10383	430	16	,	,	PUNCT
easat-10383	430	17	"	"	PUNCT
easat-10383	430	18	fault	fault	NOUN
easat-10383	430	19	-	-	PUNCT
easat-10383	430	20	tolerant	tolerant	ADJ
easat-10383	430	21	multi	multi	ADJ
easat-10383	430	22	-	-	ADJ
easat-10383	430	23	path	path	ADJ
easat-10383	430	24	data	datum	NOUN
easat-10383	430	25	communication	communication	NOUN
easat-10383	430	26	mechanism	mechanism	NOUN
easat-10383	430	27	in	in	ADP
easat-10383	430	28	wsn	wsn	PROPN
easat-10383	430	29	based	base	VERB
easat-10383	430	30	on	on	ADP
easat-10383	430	31	optimization	optimization	NOUN
easat-10383	430	32	enabled	enable	VERB
easat-10383	430	33	routing	routing	NOUN
easat-10383	430	34	,	,	PUNCT
easat-10383	430	35	"	"	PUNCT
easat-10383	430	36	wireless	wireless	ADJ
easat-10383	430	37	personal	personal	ADJ
easat-10383	430	38	communications	communication	NOUN
easat-10383	430	39	,	,	PUNCT
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easat-10383	430	41	.	.	PROPN
easat-10383	430	42	125	125	NUM
easat-10383	430	43	,	,	PUNCT
easat-10383	430	44	pp	pp	ADJ
easat-10383	430	45	.	.	PUNCT
easat-10383	430	46	841	841	NUM
easat-10383	430	47	-	-	SYM
easat-10383	430	48	859	859	NUM
easat-10383	430	49	,	,	PUNCT
easat-10383	430	50	2022	2022	NUM
easat-10383	430	51	.	.	PUNCT
easat-10383	431	1	https://doi.org/10.1007/s11277-022-09580-7	https://doi.org/10.1007/s11277-022-09580-7	NUM
easat-10383	432	1	[	[	X
easat-10383	432	2	4	4	X
easat-10383	432	3	]	]	PUNCT
easat-10383	432	4	h.	h.	PROPN
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easat-10383	432	6	sharad	sharad	PROPN
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easat-10383	432	8	s.	s.	PROPN
easat-10383	432	9	r.	r.	PROPN
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easat-10383	432	12	and	and	CCONJ
easat-10383	432	13	k.	k.	PROPN
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easat-10383	432	16	,	,	PUNCT
easat-10383	432	17	"	"	PUNCT
easat-10383	432	18	energy	energy	NOUN
easat-10383	432	19	-	-	PUNCT
easat-10383	432	20	aware	aware	ADJ
easat-10383	432	21	multipath	multipath	NOUN
easat-10383	432	22	routing	routing	NOUN
easat-10383	432	23	in	in	ADP
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easat-10383	432	26	improved	improve	VERB
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easat-10383	432	29	elephant	elephant	NOUN
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easat-10383	432	31	optimization	optimization	NOUN
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easat-10383	432	33	"	"	PUNCT
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easat-10383	432	35	journal	journal	NOUN
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easat-10383	432	39	and	and	CCONJ
easat-10383	432	40	communications	communication	NOUN
easat-10383	432	41	,	,	PUNCT
easat-10383	432	42	vol	vol	NOUN
easat-10383	432	43	.	.	PROPN
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easat-10383	432	45	,	,	PUNCT
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easat-10383	432	49	,	,	PUNCT
easat-10383	432	50	pp	pp	ADJ
easat-10383	432	51	.	.	PUNCT
easat-10383	433	1	451	451	NUM
easat-10383	433	2	-	-	PUNCT
easat-10383	433	3	474	474	NUM
easat-10383	433	4	,	,	PUNCT
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easat-10383	434	1	https://doi.org/10.1108/ijpcc-09-2021-0229	https://doi.org/10.1108/ijpcc-09-2021-0229	NOUN
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easat-10383	435	2	5	5	X
easat-10383	435	3	]	]	PUNCT
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easat-10383	435	9	,	,	PUNCT
easat-10383	435	10	"	"	PUNCT
easat-10383	435	11	framing	frame	VERB
easat-10383	435	12	and	and	CCONJ
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easat-10383	435	14	:	:	PUNCT
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easat-10383	435	18	"	"	PUNCT
easat-10383	435	19	in	in	ADP
easat-10383	435	20	2017	2017	NUM
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easat-10383	435	22	conference	conference	NOUN
easat-10383	435	23	on	on	ADP
easat-10383	435	24	energy	energy	NOUN
easat-10383	435	25	,	,	PUNCT
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easat-10383	435	27	,	,	PUNCT
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easat-10383	435	30	and	and	CCONJ
easat-10383	435	31	soft	soft	ADJ
easat-10383	435	32	computing	computing	NOUN
easat-10383	435	33	(	(	PUNCT
easat-10383	435	34	icecds	icecds	PROPN
easat-10383	435	35	)	)	PUNCT
easat-10383	435	36	(	(	PUNCT
easat-10383	435	37	pp	pp	X
easat-10383	435	38	.	.	PUNCT
easat-10383	435	39	2873	2873	NUM
easat-10383	435	40	-	-	SYM
easat-10383	435	41	2877	2877	NUM
easat-10383	435	42	)	)	PUNCT
easat-10383	435	43	.	.	PUNCT
easat-10383	436	1	ieee	ieee	PROPN
easat-10383	436	2	,	,	PUNCT
easat-10383	436	3	2017	2017	NUM
easat-10383	436	4	.	.	PUNCT
easat-10383	437	1	[	[	X
easat-10383	437	2	6	6	NUM
easat-10383	437	3	]	]	PUNCT
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easat-10383	437	7	m.	m.	NOUN
easat-10383	437	8	m.	m.	PROPN
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easat-10383	437	10	,	,	PUNCT
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easat-10383	437	12	m.	m.	PROPN
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easat-10383	437	14	,	,	PUNCT
easat-10383	437	15	s.	s.	PROPN
easat-10383	437	16	karimullah	karimullah	PROPN
easat-10383	437	17	,	,	PUNCT
easat-10383	437	18	f.	f.	PROPN
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easat-10383	437	21	and	and	CCONJ
easat-10383	437	22	f.	f.	PROPN
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easat-10383	437	24	,	,	PUNCT
easat-10383	437	25	"	"	PUNCT
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easat-10383	437	28	cancer	cancer	NOUN
easat-10383	437	29	detection	detection	NOUN
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easat-10383	437	31	optimized	optimize	VERB
easat-10383	437	32	thermal	thermal	ADJ
easat-10383	437	33	image	image	NOUN
easat-10383	437	34	analysis	analysis	NOUN
easat-10383	437	35	using	use	VERB
easat-10383	437	36	prms	prm	NOUN
easat-10383	437	37	-	-	PUNCT
easat-10383	437	38	net	net	NOUN
easat-10383	437	39	deep	deep	ADJ
easat-10383	437	40	learning	learning	NOUN
easat-10383	437	41	approach	approach	NOUN
easat-10383	437	42	,	,	PUNCT
easat-10383	437	43	"	"	PUNCT
easat-10383	437	44	journal	journal	NOUN
easat-10383	437	45	of	of	ADP
easat-10383	437	46	imaging	image	VERB
easat-10383	437	47	informatics	informatic	NOUN
easat-10383	437	48	in	in	ADP
easat-10383	437	49	medicine	medicine	NOUN
easat-10383	437	50	,	,	PUNCT
easat-10383	437	51	pp	pp	ADJ
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easat-10383	438	1	1	1	NUM
easat-10383	438	2	-	-	SYM
easat-10383	438	3	20	20	NUM
easat-10383	438	4	,	,	PUNCT
easat-10383	438	5	2025	2025	NUM
easat-10383	438	6	.	.	PUNCT
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easat-10383	440	9	:	:	PUNCT
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easat-10383	440	11	-	-	SYM
easat-10383	440	12	8484	8484	NUM
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easat-10383	440	14	.	.	PROPN
easat-10383	441	1	9	9	NUM
easat-10383	441	2	,	,	PUNCT
easat-10383	441	3	no	no	INTJ
easat-10383	441	4	.	.	NOUN
easat-10383	441	5	10	10	NUM
easat-10383	441	6	:	:	SYM
easat-10383	441	7	189	189	NUM
easat-10383	441	8	-	-	SYM
easat-10383	441	9	211	211	NUM
easat-10383	441	10	,	,	PUNCT
easat-10383	441	11	2025	2025	NUM
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easat-10383	441	13	:	:	PUNCT
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easat-10383	441	15	-	-	SYM
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easat-10383	441	24	learning	learning	NOUN
easat-10383	441	25	gate	gate	NOUN
easat-10383	442	1	[	[	X
easat-10383	442	2	7	7	X
easat-10383	442	3	]	]	X
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easat-10383	442	15	-	-	PUNCT
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easat-10383	442	17	,	,	PUNCT
easat-10383	442	18	and	and	CCONJ
easat-10383	442	19	t.	t.	PROPN
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easat-10383	442	22	"	"	PUNCT
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easat-10383	442	25	cancer	cancer	NOUN
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easat-10383	442	27	using	use	VERB
easat-10383	442	28	thermal	thermal	ADJ
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easat-10383	442	30	and	and	CCONJ
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easat-10383	442	32	feature	feature	NOUN
easat-10383	442	33	extraction	extraction	NOUN
easat-10383	442	34	-	-	PUNCT
easat-10383	442	35	based	base	VERB
easat-10383	442	36	system	system	NOUN
easat-10383	442	37	,	,	PUNCT
easat-10383	442	38	"	"	PUNCT
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easat-10383	442	41	,	,	PUNCT
easat-10383	442	42	vol	vol	NOUN
easat-10383	442	43	.	.	PROPN
easat-10383	442	44	13	13	NUM
easat-10383	442	45	,	,	PUNCT
easat-10383	442	46	pp	pp	ADJ
easat-10383	442	47	.	.	PUNCT
easat-10383	443	1	29327	29327	NUM
easat-10383	443	2	-	-	SYM
easat-10383	443	3	29339	29339	NUM
easat-10383	443	4	,	,	PUNCT
easat-10383	443	5	2025	2025	NUM
easat-10383	443	6	.	.	PUNCT
easat-10383	444	1	https://doi.org/10.1109/access.2025.3541051	https://doi.org/10.1109/access.2025.3541051	PROPN
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easat-10383	444	3	8	8	NUM
easat-10383	444	4	]	]	PUNCT
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easat-10383	444	8	and	and	CCONJ
easat-10383	444	9	m.	m.	PROPN
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easat-10383	444	12	"	"	PUNCT
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easat-10383	444	15	in	in	ADP
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easat-10383	444	17	thermal	thermal	ADJ
easat-10383	444	18	imaging	imaging	NOUN
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easat-10383	444	20	sensing	sense	VERB
easat-10383	444	21	for	for	ADP
easat-10383	444	22	medical	medical	ADJ
easat-10383	444	23	applications	application	NOUN
easat-10383	444	24	,	,	PUNCT
easat-10383	444	25	"	"	PUNCT
easat-10383	444	26	sensors	sensor	NOUN
easat-10383	444	27	(	(	PUNCT
easat-10383	444	28	basel	basel	PROPN
easat-10383	444	29	,	,	PUNCT
easat-10383	444	30	switzerland	switzerland	PROPN
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easat-10383	444	32	,	,	PUNCT
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easat-10383	444	34	.	.	PROPN
easat-10383	444	35	25	25	NUM
easat-10383	444	36	,	,	PUNCT
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easat-10383	444	38	.	.	NOUN
easat-10383	444	39	3	3	NUM
easat-10383	444	40	,	,	PUNCT
easat-10383	444	41	p.	p.	NOUN
easat-10383	444	42	891	891	NUM
easat-10383	444	43	,	,	PUNCT
easat-10383	444	44	2025	2025	NUM
easat-10383	444	45	.	.	PUNCT
easat-10383	445	1	https://doi.org/10.3390/s25030891	https://doi.org/10.3390/s25030891	NUM
easat-10383	445	2	[	[	SYM
easat-10383	445	3	9	9	NUM
easat-10383	445	4	]	]	PUNCT
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easat-10383	445	7	and	and	CCONJ
easat-10383	445	8	w.	w.	PROPN
easat-10383	445	9	lin	lin	PROPN
easat-10383	445	10	,	,	PUNCT
easat-10383	445	11	"	"	PUNCT
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easat-10383	445	18	analysis	analysis	NOUN
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easat-10383	445	21	abnormalities	abnormality	NOUN
easat-10383	445	22	in	in	ADP
easat-10383	445	23	sports	sport	NOUN
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easat-10383	445	25	:	:	PUNCT
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easat-10383	445	34	edge	edge	NOUN
easat-10383	445	35	,	,	PUNCT
easat-10383	445	36	"	"	PUNCT
easat-10383	445	37	tsinghua	tsinghua	PROPN
easat-10383	445	38	science	science	PROPN
easat-10383	445	39	and	and	CCONJ
easat-10383	445	40	technology	technology	NOUN
easat-10383	445	41	,	,	PUNCT
easat-10383	445	42	vol	vol	NOUN
easat-10383	445	43	.	.	PROPN
easat-10383	445	44	30	30	NUM
easat-10383	445	45	,	,	PUNCT
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easat-10383	445	47	.	.	NOUN
easat-10383	445	48	4	4	NUM
easat-10383	445	49	,	,	PUNCT
easat-10383	445	50	pp	pp	ADJ
easat-10383	445	51	.	.	PUNCT
easat-10383	446	1	1457	1457	NUM
easat-10383	446	2	-	-	SYM
easat-10383	446	3	1473	1473	NUM
easat-10383	446	4	,	,	PUNCT
easat-10383	446	5	2025	2025	NUM
easat-10383	446	6	.	.	PUNCT
easat-10383	447	1	https://doi.org/10.26599/tst.2023.9010130	https://doi.org/10.26599/tst.2023.9010130	NOUN
easat-10383	448	1	[	[	X
easat-10383	448	2	10	10	NUM
easat-10383	448	3	]	]	PUNCT
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easat-10383	448	10	,	,	PUNCT
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easat-10383	448	17	and	and	CCONJ
easat-10383	448	18	m.	m.	PROPN
easat-10383	448	19	s.	s.	PROPN
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easat-10383	448	21	,	,	PUNCT
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easat-10383	448	31	classification	classification	NOUN
easat-10383	448	32	:	:	PUNCT
easat-10383	448	33	a	a	DET
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easat-10383	448	35	review	review	NOUN
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easat-10383	448	41	science	science	NOUN
easat-10383	448	42	and	and	CCONJ
easat-10383	448	43	technology	technology	NOUN
easat-10383	448	44	,	,	PUNCT
easat-10383	448	45	vol	vol	NOUN
easat-10383	448	46	.	.	PROPN
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easat-10383	448	48	,	,	PUNCT
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easat-10383	448	51	1	1	NUM
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easat-10383	449	1	209–234	209–234	NUM
easat-10383	449	2	,	,	PUNCT
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easat-10383	449	4	.	.	PUNCT
easat-10383	450	1	[	[	X
easat-10383	450	2	11	11	NUM
easat-10383	450	3	]	]	PUNCT
easat-10383	450	4	s.	s.	PROPN
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easat-10383	450	6	,	,	PUNCT
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easat-10383	450	9	,	,	PUNCT
easat-10383	450	10	s.	s.	PROPN
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easat-10383	450	13	s.	s.	PROPN
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easat-10383	450	15	,	,	PUNCT
easat-10383	450	16	and	and	CCONJ
easat-10383	450	17	s.	s.	PROPN
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easat-10383	450	30	algorithms	algorithm	NOUN
easat-10383	450	31	,	,	PUNCT
easat-10383	450	32	"	"	PUNCT
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easat-10383	450	36	journal	journal	NOUN
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easat-10383	450	40	engineering	engineering	NOUN
easat-10383	450	41	,	,	PUNCT
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easat-10383	450	43	.	.	PROPN
easat-10383	450	44	8	8	NUM
easat-10383	450	45	,	,	PUNCT
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easat-10383	450	47	.	.	NOUN
easat-10383	450	48	3	3	NUM
easat-10383	450	49	,	,	PUNCT
easat-10383	450	50	pp	pp	ADJ
easat-10383	450	51	.	.	PUNCT
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easat-10383	451	2	-	-	SYM
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easat-10383	451	4	,	,	PUNCT
easat-10383	451	5	2025	2025	NUM
easat-10383	451	6	.	.	PUNCT
easat-10383	452	1	[	[	X
easat-10383	452	2	12	12	NUM
easat-10383	452	3	]	]	X
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easat-10383	452	12	and	and	CCONJ
easat-10383	452	13	h.	h.	PROPN
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easat-10383	452	16	"	"	PUNCT
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easat-10383	452	20	:	:	PUNCT
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easat-10383	452	25	and	and	CCONJ
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easat-10383	454	2	-	-	SYM
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easat-10383	454	4	,	,	PUNCT
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easat-10383	454	6	.	.	PUNCT
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easat-10383	455	2	13	13	NUM
easat-10383	455	3	]	]	PUNCT
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easat-10383	455	19	r.	r.	PROPN
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easat-10383	455	30	in	in	ADP
easat-10383	455	31	shock	shock	NOUN
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easat-10383	455	33	:	:	PUNCT
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easat-10383	455	40	"	"	PUNCT
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easat-10383	456	3	]	]	X
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easat-10383	456	43	.	.	PROPN
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easat-10383	457	2	,	,	PUNCT
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easat-10383	458	2	-	-	SYM
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easat-10383	459	1	https://doi.org/10.1007/s10278-024-01239-y	https://doi.org/10.1007/s10278-024-01239-y	NOUN
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easat-10383	460	10	and	and	CCONJ
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easat-10383	460	44	,	,	PUNCT
easat-10383	460	45	2025	2025	NUM
easat-10383	460	46	.	.	PUNCT
easat-10383	461	1	https://doi.org/10.3390/diagnostics15050549	https://doi.org/10.3390/diagnostics15050549	PROPN
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easat-10383	461	4	]	]	X
easat-10383	461	5	h.	h.	PROPN
easat-10383	461	6	m.	m.	PROPN
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easat-10383	461	12	s.	s.	PROPN
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easat-10383	461	15	and	and	CCONJ
easat-10383	461	16	n.	n.	PROPN
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easat-10383	461	19	"	"	PUNCT
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easat-10383	461	21	:	:	PUNCT
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easat-10383	461	29	imaging	imaging	NOUN
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easat-10383	461	35	detection	detection	NOUN
easat-10383	461	36	,	,	PUNCT
easat-10383	461	37	"	"	PUNCT
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easat-10383	461	43	,	,	PUNCT
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easat-10383	461	45	.	.	NOUN
easat-10383	461	46	1	1	NUM
easat-10383	461	47	,	,	PUNCT
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easat-10383	461	50	,	,	PUNCT
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easat-10383	461	52	.	.	PUNCT
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easat-10383	463	3	]	]	X
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easat-10383	463	16	j.	j.	PROPN
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easat-10383	463	20	nunez	nunez	PROPN
easat-10383	463	21	,	,	PUNCT
easat-10383	463	22	and	and	CCONJ
easat-10383	463	23	j.	j.	PROPN
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easat-10383	463	26	-	-	PUNCT
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easat-10383	463	28	,	,	PUNCT
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easat-10383	463	41	breast	breast	NOUN
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easat-10383	463	43	in	in	ADP
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easat-10383	463	45	,	,	PUNCT
easat-10383	463	46	"	"	PUNCT
easat-10383	463	47	2025	2025	NUM
easat-10383	463	48	.	.	PUNCT
easat-10383	464	1	[	[	X
easat-10383	464	2	18	18	NUM
easat-10383	464	3	]	]	X
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easat-10383	464	10	,	,	PUNCT
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easat-10383	464	12	h.	h.	PROPN
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easat-10383	464	16	"	"	PUNCT
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easat-10383	464	20	breast	breast	NOUN
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easat-10383	464	26	on	on	ADP
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easat-10383	464	30	"	"	PUNCT
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easat-10383	464	34	vol	vol	NOUN
easat-10383	464	35	.	.	PROPN
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easat-10383	465	2	,	,	PUNCT
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easat-10383	465	6	,	,	PUNCT
easat-10383	465	7	pp	pp	ADJ
easat-10383	465	8	.	.	PUNCT
easat-10383	466	1	11	11	NUM
easat-10383	466	2	-	-	SYM
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easat-10383	466	4	,	,	PUNCT
easat-10383	466	5	2025	2025	NUM
easat-10383	466	6	.	.	PUNCT
easat-10383	467	1	https://doi.org/10.61186/ist.202502.02.02	https://doi.org/10.61186/ist.202502.02.02	X
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easat-10383	468	3	]	]	X
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easat-10383	468	7	z.	z.	PROPN
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easat-10383	468	10	g.	g.	PROPN
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easat-10383	468	13	and	and	CCONJ
easat-10383	468	14	y.	y.	PROPN
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easat-10383	468	37	,	,	PUNCT
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easat-10383	468	40	1	1	NUM
easat-10383	468	41	,	,	PUNCT
easat-10383	468	42	pp	pp	ADJ
easat-10383	468	43	.	.	PUNCT
easat-10383	469	1	143	143	NUM
easat-10383	469	2	-	-	SYM
easat-10383	469	3	180	180	NUM
easat-10383	469	4	,	,	PUNCT
easat-10383	469	5	2025	2025	NUM
easat-10383	469	6	.	.	PUNCT
easat-10383	470	1	http://dx.doi.org/10.20517/ir.2025.09	http://dx.doi.org/10.20517/ir.2025.09	PROPN
easat-10383	471	1	[	[	X
easat-10383	471	2	20	20	NUM
easat-10383	471	3	]	]	PUNCT
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easat-10383	471	6	,	,	PUNCT
easat-10383	471	7	"	"	PUNCT
easat-10383	471	8	thermography	thermography	NOUN
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easat-10383	471	10	breast	breast	NOUN
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easat-10383	472	6	,	,	PUNCT
easat-10383	472	7	"	"	PUNCT
easat-10383	472	8	2025	2025	NUM
easat-10383	472	9	.	.	PUNCT
easat-10383	473	1	https://medicalthermology.org/	https://medicalthermology.org/	PRON
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easat-10383	473	7	,	,	PUNCT
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easat-10383	473	11	a.	a.	PROPN
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easat-10383	473	16	,	,	PUNCT
easat-10383	473	17	r.	r.	PROPN
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easat-10383	473	20	and	and	CCONJ
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easat-10383	473	35	,	,	PUNCT
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easat-10383	474	6	,	,	PUNCT
easat-10383	474	7	p.	p.	NOUN
easat-10383	474	8	983	983	NUM
easat-10383	474	9	,	,	PUNCT
easat-10383	474	10	2025	2025	NUM
easat-10383	474	11	.	.	PUNCT
easat-10383	475	1	https://doi.org/10.3390/s25030983	https://doi.org/10.3390/s25030983	PROPN
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easat-10383	476	20	and	and	CCONJ
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easat-10383	476	46	2025	2025	NUM
easat-10383	476	47	.	.	PUNCT
easat-10383	477	1	https://doi.org/10.1101/2025.01.08.632028	https://doi.org/10.1101/2025.01.08.632028	NOUN
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easat-10383	477	12	"	"	PUNCT
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easat-10383	477	14	-	-	PUNCT
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easat-10383	477	21	a	a	DET
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easat-10383	477	27	"	"	PUNCT
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easat-10383	477	36	70	70	NUM
easat-10383	477	37	,	,	PUNCT
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easat-10383	477	39	.	.	NOUN
easat-10383	477	40	2	2	NUM
easat-10383	477	41	,	,	PUNCT
easat-10383	477	42	pp	pp	ADJ
easat-10383	477	43	.	.	PUNCT
easat-10383	478	1	171	171	NUM
easat-10383	478	2	-	-	SYM
easat-10383	478	3	181	181	NUM
easat-10383	478	4	,	,	PUNCT
easat-10383	478	5	2025	2025	NUM
easat-10383	478	6	.	.	PUNCT
easat-10383	479	1	[	[	X
easat-10383	479	2	24	24	NUM
easat-10383	479	3	]	]	X
easat-10383	479	4	j.	j.	PROPN
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easat-10383	479	8	.	.	PROPN
easat-10383	479	9	,	,	PUNCT
easat-10383	479	10	"	"	PUNCT
easat-10383	479	11	a	a	DET
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easat-10383	479	13	learning	learning	NOUN
easat-10383	479	14	model	model	NOUN
easat-10383	479	15	based	base	VERB
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easat-10383	479	21	benign	benign	ADJ
easat-10383	479	22	and	and	CCONJ
easat-10383	479	23	malignant	malignant	ADJ
easat-10383	479	24	breast	breast	NOUN
easat-10383	479	25	masses	masse	NOUN
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easat-10383	479	38	.	.	PROPN
easat-10383	479	39	26	26	NUM
easat-10383	479	40	,	,	PUNCT
easat-10383	479	41	no	no	INTJ
easat-10383	479	42	.	.	NOUN
easat-10383	479	43	1	1	NUM
easat-10383	479	44	,	,	PUNCT
easat-10383	479	45	pp	pp	ADJ
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easat-10383	482	46	.	.	PUNCT
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easat-10383	486	11	.	.	PUNCT
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easat-10383	498	22	thermal	thermal	ADJ
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easat-10383	498	26	learning	learning	NOUN
easat-10383	498	27	,	,	PUNCT
easat-10383	498	28	"	"	PUNCT
easat-10383	498	29	entrenova	entrenova	X
easat-10383	498	30	-	-	PUNCT
easat-10383	498	31	enterprise	enterprise	NOUN
easat-10383	498	32	research	research	NOUN
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easat-10383	498	38	,	,	PUNCT
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easat-10383	498	41	1	1	NUM
easat-10383	498	42	,	,	PUNCT
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easat-10383	498	44	.	.	PUNCT
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easat-10383	499	2	-	-	SYM
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easat-10383	499	4	,	,	PUNCT
easat-10383	499	5	2024	2024	NUM
easat-10383	499	6	.	.	PUNCT
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easat-10383	500	4	]	]	PUNCT
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easat-10383	500	10	a.	a.	PROPN
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easat-10383	500	18	b.	b.	PROPN
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easat-10383	500	37	"	"	PUNCT
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easat-10383	500	46	vol	vol	NOUN
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easat-10383	501	19	,	,	PUNCT
easat-10383	501	20	"	"	PUNCT
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easat-10383	501	23	of	of	ADP
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easat-10383	501	26	-	-	PUNCT
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easat-10383	501	28	deep	deep	ADJ
easat-10383	501	29	learning	learning	NOUN
easat-10383	501	30	models	model	NOUN
easat-10383	501	31	to	to	PART
easat-10383	501	32	discriminate	discriminate	VERB
easat-10383	501	33	tumor	tumor	NOUN
easat-10383	501	34	tissue	tissue	NOUN
easat-10383	501	35	in	in	ADP
easat-10383	501	36	dynamic	dynamic	ADJ
easat-10383	501	37	breast	breast	NOUN
easat-10383	501	38	thermography	thermography	NOUN
easat-10383	501	39	,	,	PUNCT
easat-10383	501	40	"	"	PUNCT
easat-10383	501	41	journal	journal	NOUN
easat-10383	501	42	of	of	ADP
easat-10383	501	43	imaging	imaging	NOUN
easat-10383	501	44	,	,	PUNCT
easat-10383	501	45	vol	vol	NOUN
easat-10383	501	46	.	.	PROPN
easat-10383	502	1	10	10	NUM
easat-10383	502	2	,	,	PUNCT
easat-10383	502	3	no	no	INTJ
easat-10383	502	4	.	.	NOUN
easat-10383	502	5	12	12	NUM
easat-10383	502	6	,	,	PUNCT
easat-10383	502	7	p.	p.	NOUN
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easat-10383	502	9	,	,	PUNCT
easat-10383	502	10	2024	2024	NUM
easat-10383	502	11	.	.	PUNCT
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easat-10383	503	2	https://doi.org/10.1038/s41598-025-96827-5	https://doi.org/10.1038/s41598-025-96827-5	NUM
easat-10383	504	1	https://doi.org/10.54820/entrenova-2024-0042	https://doi.org/10.54820/entrenova-2024-0042	PRON
easat-10383	504	2	https://doi.org/10.1186/s43067-024-00148-y	https://doi.org/10.1186/s43067-024-00148-y	NOUN
easat-10383	504	3	https://doi.org/10.3390/jimaging10120329	https://doi.org/10.3390/jimaging10120329	ADJ