id	sid	tid	token	lemma	pos
cana-6016	1	1	communications	communication	NOUN
cana-6016	1	2	on	on	ADP
cana-6016	1	3	applied	apply	VERB
cana-6016	1	4	nonlinear	nonlinear	ADJ
cana-6016	1	5	analysis	analysis	NOUN
cana-6016	1	6	issn	issn	NOUN
cana-6016	1	7	:	:	PUNCT
cana-6016	1	8	1074	1074	NUM
cana-6016	1	9	-	-	PUNCT
cana-6016	1	10	133x	133x	NUM
cana-6016	1	11	vol	vol	NOUN
cana-6016	1	12	32	32	NUM
cana-6016	1	13	no	no	NOUN
cana-6016	1	14	.	.	NOUN
cana-6016	1	15	1	1	NUM
cana-6016	1	16	(	(	PUNCT
cana-6016	1	17	2025	2025	NUM
cana-6016	1	18	)	)	PUNCT
cana-6016	1	19	581	581	NUM
cana-6016	1	20	https://internationalpubls.com	https://internationalpubls.com	X
cana-6016	1	21	evaluating	evaluate	VERB
cana-6016	1	22	modern	modern	ADJ
cana-6016	1	23	cnn	cnn	PROPN
cana-6016	1	24	architectures	architecture	NOUN
cana-6016	1	25	for	for	ADP
cana-6016	1	26	advancements	advancement	NOUN
cana-6016	1	27	in	in	ADP
cana-6016	1	28	healthcare	healthcare	PROPN
cana-6016	1	29	applications	application	NOUN
cana-6016	1	30	payel	payel	PROPN
cana-6016	1	31	sengupta	sengupta	PROPN
cana-6016	1	32	assistant	assistant	PROPN
cana-6016	1	33	professor	professor	NOUN
cana-6016	1	34	,	,	PUNCT
cana-6016	1	35	computer	computer	NOUN
cana-6016	1	36	science	science	NOUN
cana-6016	1	37	and	and	CCONJ
cana-6016	1	38	engineering	engineering	NOUN
cana-6016	1	39	,	,	PUNCT
cana-6016	1	40	brainware	brainware	PROPN
cana-6016	1	41	university	university	PROPN
cana-6016	1	42	payel9433@gmail.com	payel9433@gmail.com	PROPN
cana-6016	1	43	avijit	avijit	PROPN
cana-6016	1	44	kumar	kumar	PROPN
cana-6016	1	45	chaudhuri	chaudhuri	PROPN
cana-6016	1	46	professor	professor	PROPN
cana-6016	1	47	,	,	PUNCT
cana-6016	1	48	computer	computer	NOUN
cana-6016	1	49	science	science	NOUN
cana-6016	1	50	and	and	CCONJ
cana-6016	1	51	engineering	engineering	NOUN
cana-6016	1	52	,	,	PUNCT
cana-6016	1	53	brainware	brainware	NOUN
cana-6016	1	54	university	university	PROPN
cana-6016	1	55	c.avijit@gmail.com	c.avijit@gmail.com	PROPN
cana-6016	1	56	ranjan	ranjan	PROPN
cana-6016	1	57	banerjee	banerjee	PROPN
cana-6016	1	58	assistant	assistant	PROPN
cana-6016	1	59	professor	professor	NOUN
cana-6016	1	60	,	,	PUNCT
cana-6016	1	61	computer	computer	NOUN
cana-6016	1	62	science	science	NOUN
cana-6016	1	63	and	and	CCONJ
cana-6016	1	64	engineering	engineering	NOUN
cana-6016	1	65	,	,	PUNCT
cana-6016	1	66	brainware	brainware	NOUN
cana-6016	1	67	university	university	PROPN
cana-6016	1	68	rnb.cse@brainwareuniversity.ac.in	rnb.cse@brainwareuniversity.ac.in	PROPN
cana-6016	1	69	amartya	amartya	PROPN
cana-6016	1	70	ghosh	ghosh	PROPN
cana-6016	1	71	assistant	assistant	PROPN
cana-6016	1	72	professor	professor	NOUN
cana-6016	1	73	,	,	PUNCT
cana-6016	1	74	computer	computer	NOUN
cana-6016	1	75	science	science	NOUN
cana-6016	1	76	and	and	CCONJ
cana-6016	1	77	engineering	engineering	NOUN
cana-6016	1	78	,	,	PUNCT
cana-6016	1	79	brainware	brainware	PROPN
cana-6016	1	80	university	university	PROPN
cana-6016	1	81	com.amartya@gmail.com	com.amartya@gmail.com	PROPN
cana-6016	1	82	roshni	roshni	PROPN
cana-6016	1	83	ojha	ojha	PROPN
cana-6016	1	84	student	student	PROPN
cana-6016	1	85	,	,	PUNCT
cana-6016	1	86	cse	cse	PROPN
cana-6016	1	87	,	,	PUNCT
cana-6016	1	88	brainware	brainware	NOUN
cana-6016	1	89	university	university	PROPN
cana-6016	1	90	roshniojha16@gmail.com	roshniojha16@gmail.com	PRON
cana-6016	1	91	pranab	pranab	PROPN
cana-6016	1	92	gharai	gharai	ADJ
cana-6016	1	93	research	research	NOUN
cana-6016	1	94	scholar	scholar	NOUN
cana-6016	1	95	,	,	PUNCT
cana-6016	1	96	cse	cse	PROPN
cana-6016	1	97	,	,	PUNCT
cana-6016	1	98	brainware	brainware	PROPN
cana-6016	1	99	university	university	PROPN
cana-6016	1	100	pranab.g10@gmail.com	pranab.g10@gmail.com	PROPN
cana-6016	1	101	dewasish	dewasish	VERB
cana-6016	1	102	pramanik	pramanik	PROPN
cana-6016	1	103	research	research	NOUN
cana-6016	1	104	scholar	scholar	NOUN
cana-6016	1	105	,	,	PUNCT
cana-6016	1	106	cse	cse	PROPN
cana-6016	1	107	,	,	PUNCT
cana-6016	1	108	brainware	brainware	NOUN
cana-6016	1	109	university	university	PROPN
cana-6016	1	110	dewasish.pramanik@gmail.com	dewasish.pramanik@gmail.com	PROPN
cana-6016	1	111	article	article	NOUN
cana-6016	1	112	history	history	NOUN
cana-6016	1	113	:	:	PUNCT
cana-6016	1	114	received	receive	VERB
cana-6016	1	115	:	:	PUNCT
cana-6016	1	116	01/11/2024	01/11/2024	NUM
cana-6016	1	117	revised	revise	VERB
cana-6016	1	118	:	:	PUNCT
cana-6016	1	119	06/12/2024	06/12/2024	NUM
cana-6016	1	120	accepted	accept	VERB
cana-6016	1	121	:	:	PUNCT
cana-6016	1	122	10/01/2025	10/01/2025	NUM
cana-6016	1	123	abstract	abstract	NOUN
cana-6016	1	124	:	:	PUNCT
cana-6016	1	125	convolutional	convolutional	ADJ
cana-6016	1	126	neural	neural	ADJ
cana-6016	1	127	networks	network	NOUN
cana-6016	1	128	(	(	PUNCT
cana-6016	1	129	cnns	cnns	PROPN
cana-6016	1	130	)	)	PUNCT
cana-6016	1	131	have	have	AUX
cana-6016	1	132	become	become	VERB
cana-6016	1	133	a	a	DET
cana-6016	1	134	driving	drive	VERB
cana-6016	1	135	force	force	NOUN
cana-6016	1	136	in	in	ADP
cana-6016	1	137	healthcare	healthcare	PROPN
cana-6016	1	138	ai	ai	VERB
cana-6016	1	139	,	,	PUNCT
cana-6016	1	140	enabling	enable	VERB
cana-6016	1	141	machines	machine	NOUN
cana-6016	1	142	to	to	PART
cana-6016	1	143	analyze	analyze	VERB
cana-6016	1	144	complex	complex	ADJ
cana-6016	1	145	medical	medical	ADJ
cana-6016	1	146	data	datum	NOUN
cana-6016	1	147	with	with	ADP
cana-6016	1	148	remarkable	remarkable	ADJ
cana-6016	1	149	accuracy	accuracy	NOUN
cana-6016	1	150	.	.	PUNCT
cana-6016	2	1	from	from	ADP
cana-6016	2	2	detecting	detect	VERB
cana-6016	2	3	tumors	tumor	NOUN
cana-6016	2	4	in	in	ADP
cana-6016	2	5	mri	mri	NOUN
cana-6016	2	6	scans	scan	NOUN
cana-6016	2	7	to	to	ADP
cana-6016	2	8	classifying	classify	VERB
cana-6016	2	9	skin	skin	NOUN
cana-6016	2	10	conditions	condition	NOUN
cana-6016	2	11	and	and	CCONJ
cana-6016	2	12	diagnosing	diagnose	VERB
cana-6016	2	13	retinal	retinal	ADJ
cana-6016	2	14	diseases	disease	NOUN
cana-6016	2	15	,	,	PUNCT
cana-6016	2	16	cnns	cnn	NOUN
cana-6016	2	17	have	have	AUX
cana-6016	2	18	transformed	transform	VERB
cana-6016	2	19	how	how	SCONJ
cana-6016	2	20	medical	medical	ADJ
cana-6016	2	21	professionals	professional	NOUN
cana-6016	2	22	interpret	interpret	VERB
cana-6016	2	23	visual	visual	ADJ
cana-6016	2	24	information	information	NOUN
cana-6016	2	25	.	.	PUNCT
cana-6016	3	1	this	this	DET
cana-6016	3	2	paper	paper	NOUN
cana-6016	3	3	presents	present	VERB
cana-6016	3	4	a	a	DET
cana-6016	3	5	comparative	comparative	ADJ
cana-6016	3	6	analysis	analysis	NOUN
cana-6016	3	7	of	of	ADP
cana-6016	3	8	modern	modern	ADJ
cana-6016	3	9	cnn	cnn	PROPN
cana-6016	3	10	architectures	architecture	NOUN
cana-6016	3	11	,	,	PUNCT
cana-6016	3	12	examining	examine	VERB
cana-6016	3	13	their	their	PRON
cana-6016	3	14	design	design	NOUN
cana-6016	3	15	principles	principle	NOUN
cana-6016	3	16	,	,	PUNCT
cana-6016	3	17	computational	computational	ADJ
cana-6016	3	18	efficiency	efficiency	NOUN
cana-6016	3	19	,	,	PUNCT
cana-6016	3	20	and	and	CCONJ
cana-6016	3	21	performance	performance	NOUN
cana-6016	3	22	in	in	ADP
cana-6016	3	23	diverse	diverse	ADJ
cana-6016	3	24	healthcare	healthcare	NOUN
cana-6016	3	25	applications	application	NOUN
cana-6016	3	26	.	.	PUNCT
cana-6016	4	1	models	model	NOUN
cana-6016	4	2	such	such	ADJ
cana-6016	4	3	as	as	ADP
cana-6016	4	4	lenet	lenet	NOUN
cana-6016	4	5	,	,	PUNCT
cana-6016	4	6	alexnet	alexnet	NOUN
cana-6016	4	7	,	,	PUNCT
cana-6016	4	8	vggnet	vggnet	NOUN
cana-6016	4	9	,	,	PUNCT
cana-6016	4	10	resnet	resnet	NOUN
cana-6016	4	11	,	,	PUNCT
cana-6016	4	12	densenet	densenet	NOUN
cana-6016	4	13	,	,	PUNCT
cana-6016	4	14	mobilenet	mobilenet	NOUN
cana-6016	4	15	,	,	PUNCT
cana-6016	4	16	and	and	CCONJ
cana-6016	4	17	efficientnet	efficientnet	NOUN
cana-6016	4	18	are	be	AUX
cana-6016	4	19	evaluated	evaluate	VERB
cana-6016	4	20	in	in	ADP
cana-6016	4	21	terms	term	NOUN
cana-6016	4	22	of	of	ADP
cana-6016	4	23	their	their	PRON
cana-6016	4	24	suitability	suitability	NOUN
cana-6016	4	25	for	for	ADP
cana-6016	4	26	tasks	task	NOUN
cana-6016	4	27	like	like	ADP
cana-6016	4	28	radiology	radiology	NOUN
cana-6016	4	29	image	image	NOUN
cana-6016	4	30	classification	classification	NOUN
cana-6016	4	31	,	,	PUNCT
cana-6016	4	32	histopathology	histopathology	NOUN
cana-6016	4	33	segmentation	segmentation	NOUN
cana-6016	4	34	,	,	PUNCT
cana-6016	4	35	and	and	CCONJ
cana-6016	4	36	real	real	ADJ
cana-6016	4	37	-	-	PUNCT
cana-6016	4	38	time	time	NOUN
cana-6016	4	39	mobile	mobile	ADJ
cana-6016	4	40	diagnostics	diagnostic	NOUN
cana-6016	4	41	.	.	PUNCT
cana-6016	5	1	by	by	ADP
cana-6016	5	2	focusing	focus	VERB
cana-6016	5	3	on	on	ADP
cana-6016	5	4	their	their	PRON
cana-6016	5	5	application	application	NOUN
cana-6016	5	6	in	in	ADP
cana-6016	5	7	the	the	DET
cana-6016	5	8	medical	medical	ADJ
cana-6016	5	9	domain	domain	NOUN
cana-6016	5	10	,	,	PUNCT
cana-6016	5	11	this	this	DET
cana-6016	5	12	study	study	NOUN
cana-6016	5	13	highlights	highlight	VERB
cana-6016	5	14	the	the	DET
cana-6016	5	15	strengths	strength	NOUN
cana-6016	5	16	,	,	PUNCT
cana-6016	5	17	limitations	limitation	NOUN
cana-6016	5	18	,	,	PUNCT
cana-6016	5	19	and	and	CCONJ
cana-6016	5	20	practical	practical	ADJ
cana-6016	5	21	trade	trade	NOUN
cana-6016	5	22	-	-	PUNCT
cana-6016	5	23	offs	off	NOUN
cana-6016	5	24	of	of	ADP
cana-6016	5	25	each	each	DET
cana-6016	5	26	architecture	architecture	NOUN
cana-6016	5	27	.	.	PUNCT
cana-6016	6	1	the	the	DET
cana-6016	6	2	paper	paper	NOUN
cana-6016	6	3	also	also	ADV
cana-6016	6	4	discusses	discuss	VERB
cana-6016	6	5	key	key	ADJ
cana-6016	6	6	challenges	challenge	NOUN
cana-6016	6	7	such	such	ADJ
cana-6016	6	8	as	as	ADP
cana-6016	6	9	data	datum	NOUN
cana-6016	6	10	scarcity	scarcity	NOUN
cana-6016	6	11	,	,	PUNCT
cana-6016	6	12	interpretability	interpretability	NOUN
cana-6016	6	13	,	,	PUNCT
cana-6016	6	14	and	and	CCONJ
cana-6016	6	15	ethical	ethical	ADJ
cana-6016	6	16	concerns	concern	NOUN
cana-6016	6	17	,	,	PUNCT
cana-6016	6	18	while	while	SCONJ
cana-6016	6	19	exploring	explore	VERB
cana-6016	6	20	future	future	ADJ
cana-6016	6	21	trends	trend	NOUN
cana-6016	6	22	like	like	ADP
cana-6016	6	23	federated	federated	ADJ
cana-6016	6	24	learning	learning	NOUN
cana-6016	6	25	,	,	PUNCT
cana-6016	6	26	edge	edge	NOUN
cana-6016	6	27	deployment	deployment	NOUN
cana-6016	6	28	,	,	PUNCT
cana-6016	6	29	and	and	CCONJ
cana-6016	6	30	mailto:payel9433@gmail.com	mailto:payel9433@gmail.com	X
cana-6016	6	31	mailto:c.avijit@gmail.com	mailto:c.avijit@gmail.com	X
cana-6016	6	32	mailto:rnb.cse@brainwareuniversity.ac.in	mailto:rnb.cse@brainwareuniversity.ac.in	VERB
cana-6016	6	33	mailto:amg.cse@brainwareuniversity.ac.in	mailto:amg.cse@brainwareuniversity.ac.in	NOUN
cana-6016	6	34	mailto:roshniojha16@gmail.com	mailto:roshniojha16@gmail.com	PROPN
cana-6016	6	35	mailto:dewasish.pramanik@gmail.com#inbox/_blank	mailto:dewasish.pramanik@gmail.com#inbox/_blank	PROPN
cana-6016	6	36	communications	communication	NOUN
cana-6016	6	37	on	on	ADP
cana-6016	6	38	applied	apply	VERB
cana-6016	6	39	nonlinear	nonlinear	ADJ
cana-6016	6	40	analysis	analysis	NOUN
cana-6016	6	41	issn	issn	NOUN
cana-6016	6	42	:	:	PUNCT
cana-6016	6	43	1074	1074	NUM
cana-6016	6	44	-	-	PUNCT
cana-6016	6	45	133x	133x	NUM
cana-6016	6	46	vol	vol	NOUN
cana-6016	6	47	32	32	NUM
cana-6016	6	48	no	no	NOUN
cana-6016	6	49	.	.	NOUN
cana-6016	6	50	1	1	NUM
cana-6016	6	51	(	(	PUNCT
cana-6016	6	52	2025	2025	NUM
cana-6016	6	53	)	)	PUNCT
cana-6016	6	54	582	582	NUM
cana-6016	6	55	https://internationalpubls.com	https://internationalpubls.com	X
cana-6016	6	56	hybrid	hybrid	ADJ
cana-6016	6	57	vision	vision	NOUN
cana-6016	6	58	-	-	PUNCT
cana-6016	6	59	language	language	NOUN
cana-6016	6	60	models	model	NOUN
cana-6016	6	61	in	in	ADP
cana-6016	6	62	clinical	clinical	ADJ
cana-6016	6	63	settings	setting	NOUN
cana-6016	6	64	.	.	PUNCT
cana-6016	7	1	the	the	DET
cana-6016	7	2	goal	goal	NOUN
cana-6016	7	3	is	be	AUX
cana-6016	7	4	to	to	PART
cana-6016	7	5	help	help	VERB
cana-6016	7	6	researchers	researcher	NOUN
cana-6016	7	7	and	and	CCONJ
cana-6016	7	8	healthcare	healthcare	NOUN
cana-6016	7	9	practitioners	practitioner	NOUN
cana-6016	7	10	choose	choose	VERB
cana-6016	7	11	the	the	DET
cana-6016	7	12	most	most	ADV
cana-6016	7	13	appropriate	appropriate	ADJ
cana-6016	7	14	cnn	cnn	NOUN
cana-6016	7	15	architecture	architecture	NOUN
cana-6016	7	16	for	for	ADP
cana-6016	7	17	safe	safe	ADJ
cana-6016	7	18	,	,	PUNCT
cana-6016	7	19	efficient	efficient	ADJ
cana-6016	7	20	,	,	PUNCT
cana-6016	7	21	and	and	CCONJ
cana-6016	7	22	scalable	scalable	ADJ
cana-6016	7	23	medical	medical	ADJ
cana-6016	7	24	ai	ai	PROPN
cana-6016	7	25	solutions	solution	NOUN
cana-6016	7	26	.	.	PUNCT
cana-6016	8	1	1	1	X
cana-6016	8	2	.	.	X
cana-6016	8	3	introduction	introduction	NOUN
cana-6016	8	4	in	in	ADP
cana-6016	8	5	recent	recent	ADJ
cana-6016	8	6	years	year	NOUN
cana-6016	8	7	,	,	PUNCT
cana-6016	8	8	artificial	artificial	ADJ
cana-6016	8	9	intelligence	intelligence	NOUN
cana-6016	8	10	(	(	PUNCT
cana-6016	8	11	ai	ai	NOUN
cana-6016	8	12	)	)	PUNCT
cana-6016	8	13	has	have	AUX
cana-6016	8	14	emerged	emerge	VERB
cana-6016	8	15	as	as	ADP
cana-6016	8	16	a	a	DET
cana-6016	8	17	transformative	transformative	ADJ
cana-6016	8	18	tool	tool	NOUN
cana-6016	8	19	in	in	ADP
cana-6016	8	20	the	the	DET
cana-6016	8	21	healthcare	healthcare	NOUN
cana-6016	8	22	sector	sector	NOUN
cana-6016	8	23	,	,	PUNCT
cana-6016	8	24	offering	offer	VERB
cana-6016	8	25	new	new	ADJ
cana-6016	8	26	possibilities	possibility	NOUN
cana-6016	8	27	in	in	ADP
cana-6016	8	28	diagnostics	diagnostic	NOUN
cana-6016	8	29	,	,	PUNCT
cana-6016	8	30	treatment	treatment	NOUN
cana-6016	8	31	planning	planning	NOUN
cana-6016	8	32	,	,	PUNCT
cana-6016	8	33	and	and	CCONJ
cana-6016	8	34	patient	patient	ADJ
cana-6016	8	35	monitoring	monitoring	NOUN
cana-6016	8	36	.	.	PUNCT
cana-6016	9	1	among	among	ADP
cana-6016	9	2	various	various	ADJ
cana-6016	9	3	ai	ai	PROPN
cana-6016	9	4	technologies	technology	NOUN
cana-6016	9	5	,	,	PUNCT
cana-6016	9	6	deep	deep	ADJ
cana-6016	9	7	learning	learning	NOUN
cana-6016	9	8	—	—	PUNCT
cana-6016	9	9	particularly	particularly	ADV
cana-6016	9	10	convolutional	convolutional	ADJ
cana-6016	9	11	neural	neural	ADJ
cana-6016	9	12	networks	network	NOUN
cana-6016	9	13	(	(	PUNCT
cana-6016	9	14	cnns)—has	cnns)—has	AUX
cana-6016	9	15	shown	show	VERB
cana-6016	9	16	exceptional	exceptional	ADJ
cana-6016	9	17	potential	potential	NOUN
cana-6016	9	18	in	in	ADP
cana-6016	9	19	interpreting	interpret	VERB
cana-6016	9	20	medical	medical	ADJ
cana-6016	9	21	images	image	NOUN
cana-6016	9	22	with	with	ADP
cana-6016	9	23	accuracy	accuracy	NOUN
cana-6016	9	24	that	that	SCONJ
cana-6016	9	25	rivals	rival	VERB
cana-6016	9	26	or	or	CCONJ
cana-6016	9	27	sometimes	sometimes	ADV
cana-6016	9	28	exceeds	exceed	VERB
cana-6016	9	29	human	human	ADJ
cana-6016	9	30	experts	expert	NOUN
cana-6016	9	31	.	.	PUNCT
cana-6016	10	1	from	from	ADP
cana-6016	10	2	radiology	radiology	NOUN
cana-6016	10	3	to	to	ADP
cana-6016	10	4	pathology	pathology	PROPN
cana-6016	10	5	,	,	PUNCT
cana-6016	10	6	cnns	cnn	NOUN
cana-6016	10	7	have	have	AUX
cana-6016	10	8	been	be	AUX
cana-6016	10	9	applied	apply	VERB
cana-6016	10	10	to	to	PART
cana-6016	10	11	extract	extract	VERB
cana-6016	10	12	complex	complex	ADJ
cana-6016	10	13	patterns	pattern	NOUN
cana-6016	10	14	from	from	ADP
cana-6016	10	15	visual	visual	ADJ
cana-6016	10	16	data	datum	NOUN
cana-6016	10	17	,	,	PUNCT
cana-6016	10	18	enabling	enable	VERB
cana-6016	10	19	earlier	early	ADJ
cana-6016	10	20	disease	disease	NOUN
cana-6016	10	21	detection	detection	NOUN
cana-6016	10	22	,	,	PUNCT
cana-6016	10	23	faster	fast	ADJ
cana-6016	10	24	decision	decision	NOUN
cana-6016	10	25	-	-	PUNCT
cana-6016	10	26	making	making	NOUN
cana-6016	10	27	,	,	PUNCT
cana-6016	10	28	and	and	CCONJ
cana-6016	10	29	improved	improve	VERB
cana-6016	10	30	healthcare	healthcare	NOUN
cana-6016	10	31	outcomes[1	outcomes[1	PRON
cana-6016	10	32	]	]	PUNCT
cana-6016	10	33	.	.	PUNCT
cana-6016	11	1	medical	medical	ADJ
cana-6016	11	2	images	image	NOUN
cana-6016	11	3	,	,	PUNCT
cana-6016	11	4	whether	whether	SCONJ
cana-6016	11	5	x	x	NOUN
cana-6016	11	6	-	-	NOUN
cana-6016	11	7	rays	ray	NOUN
cana-6016	11	8	,	,	PUNCT
cana-6016	11	9	ct	ct	NUM
cana-6016	11	10	scans	scan	NOUN
cana-6016	11	11	,	,	PUNCT
cana-6016	11	12	mris	mris	NOUN
cana-6016	11	13	,	,	PUNCT
cana-6016	11	14	or	or	CCONJ
cana-6016	11	15	histopathology	histopathology	NOUN
cana-6016	11	16	slides	slide	NOUN
cana-6016	11	17	,	,	PUNCT
cana-6016	11	18	contain	contain	VERB
cana-6016	11	19	intricate	intricate	ADJ
cana-6016	11	20	spatial	spatial	ADJ
cana-6016	11	21	patterns	pattern	NOUN
cana-6016	11	22	that	that	PRON
cana-6016	11	23	require	require	VERB
cana-6016	11	24	detailed	detailed	ADJ
cana-6016	11	25	analysis	analysis	NOUN
cana-6016	11	26	.	.	PUNCT
cana-6016	12	1	cnns	cnns	PROPN
cana-6016	12	2	are	be	AUX
cana-6016	12	3	uniquely	uniquely	ADV
cana-6016	12	4	equipped	equip	VERB
cana-6016	12	5	for	for	ADP
cana-6016	12	6	this	this	DET
cana-6016	12	7	task	task	NOUN
cana-6016	12	8	due	due	ADP
cana-6016	12	9	to	to	ADP
cana-6016	12	10	their	their	PRON
cana-6016	12	11	hierarchical	hierarchical	ADJ
cana-6016	12	12	structure	structure	NOUN
cana-6016	12	13	,	,	PUNCT
cana-6016	12	14	which	which	PRON
cana-6016	12	15	allows	allow	VERB
cana-6016	12	16	them	they	PRON
cana-6016	12	17	to	to	PART
cana-6016	12	18	learn	learn	VERB
cana-6016	12	19	from	from	ADP
cana-6016	12	20	raw	raw	ADJ
cana-6016	12	21	image	image	NOUN
cana-6016	12	22	pixels	pixel	NOUN
cana-6016	12	23	and	and	CCONJ
cana-6016	12	24	identify	identify	VERB
cana-6016	12	25	both	both	CCONJ
cana-6016	12	26	low	low	ADJ
cana-6016	12	27	-	-	PUNCT
cana-6016	12	28	level	level	NOUN
cana-6016	12	29	features	feature	NOUN
cana-6016	12	30	(	(	PUNCT
cana-6016	12	31	edges	edge	NOUN
cana-6016	12	32	,	,	PUNCT
cana-6016	12	33	textures	texture	NOUN
cana-6016	12	34	)	)	PUNCT
cana-6016	12	35	and	and	CCONJ
cana-6016	12	36	high	high	ADJ
cana-6016	12	37	-	-	PUNCT
cana-6016	12	38	level	level	NOUN
cana-6016	12	39	abstractions	abstraction	NOUN
cana-6016	12	40	(	(	PUNCT
cana-6016	12	41	tumors	tumor	NOUN
cana-6016	12	42	,	,	PUNCT
cana-6016	12	43	lesions	lesion	NOUN
cana-6016	12	44	)	)	PUNCT
cana-6016	12	45	.	.	PUNCT
cana-6016	13	1	unlike	unlike	ADP
cana-6016	13	2	traditional	traditional	ADJ
cana-6016	13	3	machine	machine	NOUN
cana-6016	13	4	learning	learning	NOUN
cana-6016	13	5	models	model	NOUN
cana-6016	13	6	,	,	PUNCT
cana-6016	13	7	cnns	cnn	NOUN
cana-6016	13	8	do	do	AUX
cana-6016	13	9	not	not	PART
cana-6016	13	10	require	require	VERB
cana-6016	13	11	manual	manual	ADJ
cana-6016	13	12	feature	feature	NOUN
cana-6016	13	13	engineering	engineering	NOUN
cana-6016	13	14	,	,	PUNCT
cana-6016	13	15	making	make	VERB
cana-6016	13	16	them	they	PRON
cana-6016	13	17	more	more	ADV
cana-6016	13	18	scalable	scalable	ADJ
cana-6016	13	19	and	and	CCONJ
cana-6016	13	20	adaptable	adaptable	ADJ
cana-6016	13	21	across	across	ADP
cana-6016	13	22	different	different	ADJ
cana-6016	13	23	imaging	imaging	NOUN
cana-6016	13	24	modalities[3	modalities[3	NOUN
cana-6016	13	25	]	]	PUNCT
cana-6016	13	26	.	.	PUNCT
cana-6016	14	1	furthermore	furthermore	ADV
cana-6016	14	2	,	,	PUNCT
cana-6016	14	3	cnns	cnn	NOUN
cana-6016	14	4	have	have	AUX
cana-6016	14	5	been	be	AUX
cana-6016	14	6	at	at	ADP
cana-6016	14	7	the	the	DET
cana-6016	14	8	forefront	forefront	NOUN
cana-6016	14	9	of	of	ADP
cana-6016	14	10	many	many	ADJ
cana-6016	14	11	clinical	clinical	ADJ
cana-6016	14	12	ai	ai	NOUN
cana-6016	14	13	breakthroughs	breakthrough	NOUN
cana-6016	14	14	—	—	PUNCT
cana-6016	14	15	such	such	ADJ
cana-6016	14	16	as	as	ADP
cana-6016	14	17	early	early	ADJ
cana-6016	14	18	detection	detection	NOUN
cana-6016	14	19	of	of	ADP
cana-6016	14	20	lung	lung	NOUN
cana-6016	14	21	cancer	cancer	NOUN
cana-6016	14	22	,	,	PUNCT
cana-6016	14	23	classification	classification	NOUN
cana-6016	14	24	of	of	ADP
cana-6016	14	25	skin	skin	NOUN
cana-6016	14	26	diseases	disease	NOUN
cana-6016	14	27	,	,	PUNCT
cana-6016	14	28	and	and	CCONJ
cana-6016	14	29	diabetic	diabetic	ADJ
cana-6016	14	30	retinopathy	retinopathy	ADJ
cana-6016	14	31	screening	screening	NOUN
cana-6016	14	32	.	.	PUNCT
cana-6016	15	1	their	their	PRON
cana-6016	15	2	ability	ability	NOUN
cana-6016	15	3	to	to	PART
cana-6016	15	4	automate	automate	VERB
cana-6016	15	5	image	image	NOUN
cana-6016	15	6	interpretation	interpretation	NOUN
cana-6016	15	7	has	have	AUX
cana-6016	15	8	made	make	VERB
cana-6016	15	9	them	they	PRON
cana-6016	15	10	especially	especially	ADV
cana-6016	15	11	valuable	valuable	ADJ
cana-6016	15	12	in	in	ADP
cana-6016	15	13	settings	setting	NOUN
cana-6016	15	14	with	with	ADP
cana-6016	15	15	limited	limited	ADJ
cana-6016	15	16	access	access	NOUN
cana-6016	15	17	to	to	ADP
cana-6016	15	18	specialists	specialist	NOUN
cana-6016	15	19	,	,	PUNCT
cana-6016	15	20	such	such	ADJ
cana-6016	15	21	as	as	ADP
cana-6016	15	22	rural	rural	ADJ
cana-6016	15	23	clinics	clinic	NOUN
cana-6016	15	24	or	or	CCONJ
cana-6016	15	25	mobile	mobile	ADJ
cana-6016	15	26	health	health	NOUN
cana-6016	15	27	units	unit	NOUN
cana-6016	15	28	.	.	PUNCT
cana-6016	16	1	the	the	DET
cana-6016	16	2	primary	primary	ADJ
cana-6016	16	3	goal	goal	NOUN
cana-6016	16	4	of	of	ADP
cana-6016	16	5	this	this	DET
cana-6016	16	6	research	research	NOUN
cana-6016	16	7	is	be	AUX
cana-6016	16	8	to	to	PART
cana-6016	16	9	investigate	investigate	VERB
cana-6016	16	10	how	how	SCONJ
cana-6016	16	11	convolutional	convolutional	ADJ
cana-6016	16	12	neural	neural	ADJ
cana-6016	16	13	network	network	NOUN
cana-6016	16	14	(	(	PUNCT
cana-6016	16	15	cnn	cnn	PROPN
cana-6016	16	16	)	)	PUNCT
cana-6016	16	17	architectures	architecture	NOUN
cana-6016	16	18	have	have	AUX
cana-6016	16	19	contributed	contribute	VERB
cana-6016	16	20	to	to	ADP
cana-6016	16	21	the	the	DET
cana-6016	16	22	advancement	advancement	NOUN
cana-6016	16	23	of	of	ADP
cana-6016	16	24	healthcare	healthcare	NOUN
cana-6016	16	25	-	-	PUNCT
cana-6016	16	26	related	relate	VERB
cana-6016	16	27	ai	ai	NOUN
cana-6016	16	28	systems	system	NOUN
cana-6016	16	29	,	,	PUNCT
cana-6016	16	30	and	and	CCONJ
cana-6016	16	31	to	to	PART
cana-6016	16	32	provide	provide	VERB
cana-6016	16	33	a	a	DET
cana-6016	16	34	structured	structured	ADJ
cana-6016	16	35	comparison	comparison	NOUN
cana-6016	16	36	of	of	ADP
cana-6016	16	37	their	their	PRON
cana-6016	16	38	effectiveness	effectiveness	NOUN
cana-6016	16	39	across	across	ADP
cana-6016	16	40	various	various	ADJ
cana-6016	16	41	medical	medical	ADJ
cana-6016	16	42	domains	domain	NOUN
cana-6016	16	43	.	.	PUNCT
cana-6016	17	1	the	the	DET
cana-6016	17	2	specific	specific	ADJ
cana-6016	17	3	objectives	objective	NOUN
cana-6016	17	4	of	of	ADP
cana-6016	17	5	the	the	DET
cana-6016	17	6	study	study	NOUN
cana-6016	17	7	are	be	AUX
cana-6016	17	8	outlined	outline	VERB
cana-6016	17	9	as	as	SCONJ
cana-6016	17	10	follows	follow	VERB
cana-6016	17	11	:	:	PUNCT
cana-6016	17	12	this	this	DET
cana-6016	17	13	objective	objective	NOUN
cana-6016	17	14	focuses	focus	VERB
cana-6016	17	15	on	on	ADP
cana-6016	17	16	tracing	trace	VERB
cana-6016	17	17	the	the	DET
cana-6016	17	18	development	development	NOUN
cana-6016	17	19	of	of	ADP
cana-6016	17	20	key	key	ADJ
cana-6016	17	21	cnn	cnn	PROPN
cana-6016	17	22	architectures	architecture	NOUN
cana-6016	17	23	—	—	PUNCT
cana-6016	17	24	from	from	ADP
cana-6016	17	25	early	early	ADJ
cana-6016	17	26	models	model	NOUN
cana-6016	17	27	like	like	ADP
cana-6016	17	28	lenet	lenet	NOUN
cana-6016	17	29	and	and	CCONJ
cana-6016	17	30	alexnet	alexnet	NOUN
cana-6016	17	31	to	to	ADP
cana-6016	17	32	more	more	ADV
cana-6016	17	33	recent	recent	ADJ
cana-6016	17	34	ones	one	NOUN
cana-6016	17	35	like	like	ADP
cana-6016	17	36	efficientnet	efficientnet	NOUN
cana-6016	17	37	.	.	PUNCT
cana-6016	18	1	the	the	DET
cana-6016	18	2	aim	aim	NOUN
cana-6016	18	3	is	be	AUX
cana-6016	18	4	to	to	PART
cana-6016	18	5	understand	understand	VERB
cana-6016	18	6	how	how	SCONJ
cana-6016	18	7	each	each	DET
cana-6016	18	8	architecture	architecture	NOUN
cana-6016	18	9	was	be	AUX
cana-6016	18	10	designed	design	VERB
cana-6016	18	11	to	to	PART
cana-6016	18	12	overcome	overcome	VERB
cana-6016	18	13	specific	specific	ADJ
cana-6016	18	14	challenges	challenge	NOUN
cana-6016	18	15	,	,	PUNCT
cana-6016	18	16	such	such	ADJ
cana-6016	18	17	as	as	ADP
cana-6016	18	18	improving	improve	VERB
cana-6016	18	19	classification	classification	NOUN
cana-6016	18	20	accuracy	accuracy	NOUN
cana-6016	18	21	,	,	PUNCT
cana-6016	18	22	reducing	reduce	VERB
cana-6016	18	23	overfitting	overfitting	NOUN
cana-6016	18	24	,	,	PUNCT
cana-6016	18	25	or	or	CCONJ
cana-6016	18	26	optimizing	optimize	VERB
cana-6016	18	27	computational	computational	ADJ
cana-6016	18	28	efficiency	efficiency	NOUN
cana-6016	18	29	,	,	PUNCT
cana-6016	18	30	and	and	CCONJ
cana-6016	18	31	how	how	SCONJ
cana-6016	18	32	these	these	DET
cana-6016	18	33	improvements	improvement	NOUN
cana-6016	18	34	have	have	AUX
cana-6016	18	35	translated	translate	VERB
cana-6016	18	36	into	into	ADP
cana-6016	18	37	real	real	ADJ
cana-6016	18	38	-	-	PUNCT
cana-6016	18	39	world	world	NOUN
cana-6016	18	40	medical	medical	NOUN
cana-6016	18	41	applications[6	applications[6	ADV
cana-6016	18	42	]	]	PUNCT
cana-6016	18	43	.	.	PUNCT
cana-6016	19	1	here	here	ADV
cana-6016	19	2	,	,	PUNCT
cana-6016	19	3	the	the	DET
cana-6016	19	4	goal	goal	NOUN
cana-6016	19	5	is	be	AUX
cana-6016	19	6	to	to	PART
cana-6016	19	7	evaluate	evaluate	VERB
cana-6016	19	8	modern	modern	ADJ
cana-6016	19	9	cnn	cnn	PROPN
cana-6016	19	10	models	model	NOUN
cana-6016	19	11	such	such	ADJ
cana-6016	19	12	as	as	ADP
cana-6016	19	13	vggnet	vggnet	NOUN
cana-6016	19	14	,	,	PUNCT
cana-6016	19	15	resnet	resnet	NOUN
cana-6016	19	16	,	,	PUNCT
cana-6016	19	17	densenet	densenet	NOUN
cana-6016	19	18	,	,	PUNCT
cana-6016	19	19	mobilenet	mobilenet	NOUN
cana-6016	19	20	,	,	PUNCT
cana-6016	19	21	and	and	CCONJ
cana-6016	19	22	efficientnet	efficientnet	NOUN
cana-6016	19	23	in	in	ADP
cana-6016	19	24	terms	term	NOUN
cana-6016	19	25	of	of	ADP
cana-6016	19	26	diagnostic	diagnostic	ADJ
cana-6016	19	27	accuracy	accuracy	NOUN
cana-6016	19	28	in	in	ADP
cana-6016	19	29	medical	medical	ADJ
cana-6016	19	30	imaging	imaging	NOUN
cana-6016	19	31	tasks	task	NOUN
cana-6016	19	32	(	(	PUNCT
cana-6016	19	33	e.g.	e.g.	ADV
cana-6016	19	34	,	,	PUNCT
cana-6016	19	35	tumor	tumor	NOUN
cana-6016	19	36	classification	classification	NOUN
cana-6016	19	37	,	,	PUNCT
cana-6016	19	38	lesion	lesion	NOUN
cana-6016	19	39	detection	detection	NOUN
cana-6016	19	40	)	)	PUNCT
cana-6016	19	41	.	.	PUNCT
cana-6016	20	1	model	model	NOUN
cana-6016	20	2	size	size	NOUN
cana-6016	20	3	and	and	CCONJ
cana-6016	20	4	computational	computational	ADJ
cana-6016	20	5	efficiency	efficiency	NOUN
cana-6016	20	6	(	(	PUNCT
cana-6016	20	7	especially	especially	ADV
cana-6016	20	8	relevant	relevant	ADJ
cana-6016	20	9	for	for	ADP
cana-6016	20	10	mobile	mobile	ADJ
cana-6016	20	11	or	or	CCONJ
cana-6016	20	12	edge	edge	NOUN
cana-6016	20	13	-	-	PUNCT
cana-6016	20	14	based	base	VERB
cana-6016	20	15	devices	device	NOUN
cana-6016	20	16	)	)	PUNCT
cana-6016	20	17	.	.	PUNCT
cana-6016	21	1	scalability	scalability	NOUN
cana-6016	21	2	and	and	CCONJ
cana-6016	21	3	adaptability	adaptability	NOUN
cana-6016	21	4	to	to	ADP
cana-6016	21	5	different	different	ADJ
cana-6016	21	6	imaging	imaging	NOUN
cana-6016	21	7	modalities	modality	NOUN
cana-6016	21	8	and	and	CCONJ
cana-6016	21	9	healthcare	healthcare	NOUN
cana-6016	21	10	settings	setting	NOUN
cana-6016	21	11	this	this	DET
cana-6016	21	12	comparison	comparison	NOUN
cana-6016	21	13	will	will	AUX
cana-6016	21	14	help	help	VERB
cana-6016	21	15	researchers	researcher	NOUN
cana-6016	21	16	and	and	CCONJ
cana-6016	21	17	clinicians	clinician	NOUN
cana-6016	21	18	choose	choose	VERB
cana-6016	21	19	the	the	DET
cana-6016	21	20	most	most	ADV
cana-6016	21	21	appropriate	appropriate	ADJ
cana-6016	21	22	model	model	NOUN
cana-6016	21	23	based	base	VERB
cana-6016	21	24	on	on	ADP
cana-6016	21	25	clinical	clinical	ADJ
cana-6016	21	26	needs	need	NOUN
cana-6016	21	27	,	,	PUNCT
cana-6016	21	28	available	available	ADJ
cana-6016	21	29	hardware	hardware	NOUN
cana-6016	21	30	,	,	PUNCT
cana-6016	21	31	and	and	CCONJ
cana-6016	21	32	performance	performance	NOUN
cana-6016	21	33	priorities[8	priorities[8	PROPN
cana-6016	21	34	]	]	PUNCT
cana-6016	21	35	.	.	PUNCT
cana-6016	22	1	this	this	DET
cana-6016	22	2	study	study	NOUN
cana-6016	22	3	will	will	AUX
cana-6016	22	4	explore	explore	VERB
cana-6016	22	5	how	how	SCONJ
cana-6016	22	6	cnns	cnn	NOUN
cana-6016	22	7	are	be	AUX
cana-6016	22	8	applied	apply	VERB
cana-6016	22	9	across	across	ADP
cana-6016	22	10	various	various	ADJ
cana-6016	22	11	healthcare	healthcare	NOUN
cana-6016	22	12	domains	domain	NOUN
cana-6016	22	13	,	,	PUNCT
cana-6016	22	14	including	include	VERB
cana-6016	22	15	but	but	CCONJ
cana-6016	22	16	not	not	PART
cana-6016	22	17	limited	limit	VERB
cana-6016	22	18	to	to	ADP
cana-6016	22	19	radiology	radiology	NOUN
cana-6016	22	20	(	(	PUNCT
cana-6016	22	21	x	x	NOUN
cana-6016	22	22	-	-	NOUN
cana-6016	22	23	ray	ray	NOUN
cana-6016	22	24	,	,	PUNCT
cana-6016	22	25	ct	ct	PROPN
cana-6016	22	26	,	,	PUNCT
cana-6016	22	27	mri	mri	NOUN
cana-6016	22	28	interpretation	interpretation	NOUN
cana-6016	22	29	)	)	PUNCT
cana-6016	22	30	,	,	PUNCT
cana-6016	22	31	pathology	pathology	NOUN
cana-6016	22	32	(	(	PUNCT
cana-6016	22	33	microscopy	microscopy	NOUN
cana-6016	22	34	-	-	PUNCT
cana-6016	22	35	based	base	VERB
cana-6016	22	36	cancer	cancer	NOUN
cana-6016	22	37	detection	detection	NOUN
cana-6016	22	38	)	)	PUNCT
cana-6016	22	39	,	,	PUNCT
cana-6016	22	40	ophthalmology(retinal	ophthalmology(retinal	ADJ
cana-6016	22	41	disease	disease	NOUN
cana-6016	22	42	screening	screen	VERB
cana-6016	22	43	)	)	PUNCT
cana-6016	22	44	,	,	PUNCT
cana-6016	22	45	dermatology	dermatology	NOUN
cana-6016	22	46	(	(	PUNCT
cana-6016	22	47	skin	skin	NOUN
cana-6016	22	48	condition	condition	NOUN
cana-6016	22	49	classification	classification	NOUN
cana-6016	22	50	)	)	PUNCT
cana-6016	22	51	,	,	PUNCT
cana-6016	22	52	mobile	mobile	ADJ
cana-6016	22	53	diagnostics	diagnostic	NOUN
cana-6016	22	54	(	(	PUNCT
cana-6016	22	55	point	point	NOUN
cana-6016	22	56	-	-	PUNCT
cana-6016	22	57	of	of	ADP
cana-6016	22	58	-	-	PUNCT
cana-6016	22	59	care	care	NOUN
cana-6016	22	60	tools	tool	NOUN
cana-6016	22	61	using	use	VERB
cana-6016	22	62	portable	portable	ADJ
cana-6016	22	63	cnns)[6	cnns)[6	NOUN
cana-6016	22	64	]	]	PUNCT
cana-6016	22	65	.	.	PUNCT
cana-6016	23	1	real	real	ADJ
cana-6016	23	2	-	-	PUNCT
cana-6016	23	3	world	world	NOUN
cana-6016	23	4	case	case	NOUN
cana-6016	23	5	studies	study	NOUN
cana-6016	23	6	will	will	AUX
cana-6016	23	7	be	be	AUX
cana-6016	23	8	presented	present	VERB
cana-6016	23	9	to	to	PART
cana-6016	23	10	demonstrate	demonstrate	VERB
cana-6016	23	11	their	their	PRON
cana-6016	23	12	clinical	clinical	ADJ
cana-6016	23	13	relevance	relevance	NOUN
cana-6016	23	14	and	and	CCONJ
cana-6016	23	15	impact	impact	NOUN
cana-6016	23	16	on	on	ADP
cana-6016	23	17	patient	patient	ADJ
cana-6016	23	18	care	care	NOUN
cana-6016	23	19	.	.	PUNCT
cana-6016	24	1	communications	communication	NOUN
cana-6016	24	2	on	on	ADP
cana-6016	24	3	applied	apply	VERB
cana-6016	24	4	nonlinear	nonlinear	ADJ
cana-6016	24	5	analysis	analysis	NOUN
cana-6016	24	6	issn	issn	NOUN
cana-6016	24	7	:	:	PUNCT
cana-6016	24	8	1074	1074	NUM
cana-6016	24	9	-	-	PUNCT
cana-6016	24	10	133x	133x	NUM
cana-6016	24	11	vol	vol	NOUN
cana-6016	24	12	32	32	NUM
cana-6016	24	13	no	no	NOUN
cana-6016	24	14	.	.	NOUN
cana-6016	24	15	1	1	NUM
cana-6016	24	16	(	(	PUNCT
cana-6016	24	17	2025	2025	NUM
cana-6016	24	18	)	)	PUNCT
cana-6016	24	19	583	583	NUM
cana-6016	24	20	https://internationalpubls.com	https://internationalpubls.com	X
cana-6016	24	21	despite	despite	SCONJ
cana-6016	24	22	their	their	PRON
cana-6016	24	23	potential	potential	NOUN
cana-6016	24	24	,	,	PUNCT
cana-6016	24	25	cnns	cnn	NOUN
cana-6016	24	26	face	face	VERB
cana-6016	24	27	several	several	ADJ
cana-6016	24	28	hurdles	hurdle	NOUN
cana-6016	24	29	in	in	ADP
cana-6016	24	30	healthcare	healthcare	NOUN
cana-6016	24	31	environments	environment	NOUN
cana-6016	24	32	.	.	PUNCT
cana-6016	25	1	this	this	DET
cana-6016	25	2	objective	objective	NOUN
cana-6016	25	3	focuses	focus	VERB
cana-6016	25	4	on	on	ADP
cana-6016	25	5	discussing	discuss	VERB
cana-6016	25	6	challenges	challenge	NOUN
cana-6016	25	7	such	such	ADJ
cana-6016	25	8	as	as	ADP
cana-6016	25	9	i	i	PRON
cana-6016	25	10	)	)	PUNCT
cana-6016	25	11	limited	limited	ADJ
cana-6016	25	12	and	and	CCONJ
cana-6016	25	13	imbalanced	imbalanced	ADJ
cana-6016	25	14	medical	medical	ADJ
cana-6016	25	15	datasets	dataset	NOUN
cana-6016	25	16	ii	ii	PROPN
cana-6016	25	17	)	)	PUNCT
cana-6016	25	18	model	model	NOUN
cana-6016	25	19	interpretability	interpretability	NOUN
cana-6016	25	20	and	and	CCONJ
cana-6016	25	21	the	the	DET
cana-6016	25	22	need	need	NOUN
cana-6016	25	23	for	for	ADP
cana-6016	25	24	explainable	explainable	ADJ
cana-6016	25	25	ai	ai	NOUN
cana-6016	25	26	(	(	PUNCT
cana-6016	25	27	xai	xai	PROPN
cana-6016	25	28	)	)	PUNCT
cana-6016	25	29	,	,	PUNCT
cana-6016	25	30	iii	iii	X
cana-6016	25	31	)	)	PUNCT
cana-6016	25	32	risks	risk	NOUN
cana-6016	25	33	of	of	ADP
cana-6016	25	34	bias	bias	NOUN
cana-6016	25	35	and	and	CCONJ
cana-6016	25	36	diagnostic	diagnostic	ADJ
cana-6016	25	37	disparity	disparity	NOUN
cana-6016	25	38	,	,	PUNCT
cana-6016	25	39	iv	iv	X
cana-6016	25	40	)	)	PUNCT
cana-6016	25	41	data	datum	NOUN
cana-6016	25	42	privacy	privacy	NOUN
cana-6016	25	43	,	,	PUNCT
cana-6016	25	44	especially	especially	ADV
cana-6016	25	45	with	with	ADP
cana-6016	25	46	patient	patient	NOUN
cana-6016	25	47	-	-	PUNCT
cana-6016	25	48	sensitive	sensitive	ADJ
cana-6016	25	49	images	image	NOUN
cana-6016	25	50	,	,	PUNCT
cana-6016	25	51	v	v	NOUN
cana-6016	25	52	)	)	PUNCT
cana-6016	25	53	regulatory	regulatory	ADJ
cana-6016	25	54	concerns	concern	NOUN
cana-6016	25	55	and	and	CCONJ
cana-6016	25	56	clinical	clinical	ADJ
cana-6016	25	57	validation	validation	NOUN
cana-6016	25	58	.	.	PUNCT
cana-6016	26	1	understanding	understand	VERB
cana-6016	26	2	these	these	DET
cana-6016	26	3	challenges	challenge	NOUN
cana-6016	26	4	is	be	AUX
cana-6016	26	5	crucial	crucial	ADJ
cana-6016	26	6	for	for	ADP
cana-6016	26	7	the	the	DET
cana-6016	26	8	safe	safe	ADJ
cana-6016	26	9	and	and	CCONJ
cana-6016	26	10	ethical	ethical	ADJ
cana-6016	26	11	deployment	deployment	NOUN
cana-6016	26	12	of	of	ADP
cana-6016	26	13	cnns	cnn	NOUN
cana-6016	26	14	in	in	ADP
cana-6016	26	15	real	real	ADJ
cana-6016	26	16	healthcare	healthcare	NOUN
cana-6016	26	17	settings[8	settings[8	PROPN
cana-6016	26	18	]	]	PUNCT
cana-6016	26	19	.	.	PUNCT
cana-6016	27	1	the	the	DET
cana-6016	27	2	final	final	ADJ
cana-6016	27	3	objective	objective	NOUN
cana-6016	27	4	is	be	AUX
cana-6016	27	5	to	to	PART
cana-6016	27	6	outline	outline	VERB
cana-6016	27	7	emerging	emerge	VERB
cana-6016	27	8	research	research	NOUN
cana-6016	27	9	directions	direction	NOUN
cana-6016	27	10	that	that	PRON
cana-6016	27	11	will	will	AUX
cana-6016	27	12	shape	shape	VERB
cana-6016	27	13	the	the	DET
cana-6016	27	14	future	future	NOUN
cana-6016	27	15	of	of	ADP
cana-6016	27	16	cnns	cnn	NOUN
cana-6016	27	17	in	in	ADP
cana-6016	27	18	medicine	medicine	NOUN
cana-6016	27	19	,	,	PUNCT
cana-6016	27	20	including	include	VERB
cana-6016	27	21	integration	integration	NOUN
cana-6016	27	22	of	of	ADP
cana-6016	27	23	cnns	cnns	PROPN
cana-6016	27	24	with	with	ADP
cana-6016	27	25	transformer	transformer	NOUN
cana-6016	27	26	architectures	architecture	NOUN
cana-6016	27	27	for	for	ADP
cana-6016	27	28	multimodal	multimodal	NOUN
cana-6016	27	29	diagnostics	diagnostic	NOUN
cana-6016	27	30	,	,	PUNCT
cana-6016	27	31	use	use	NOUN
cana-6016	27	32	of	of	ADP
cana-6016	27	33	federated	federated	ADJ
cana-6016	27	34	learning	learning	NOUN
cana-6016	27	35	to	to	PART
cana-6016	27	36	train	train	VERB
cana-6016	27	37	models	model	NOUN
cana-6016	27	38	across	across	ADP
cana-6016	27	39	hospitals	hospital	NOUN
cana-6016	27	40	without	without	ADP
cana-6016	27	41	sharing	share	VERB
cana-6016	27	42	patient	patient	ADJ
cana-6016	27	43	data	datum	NOUN
cana-6016	27	44	,	,	PUNCT
cana-6016	27	45	deployment	deployment	NOUN
cana-6016	27	46	of	of	ADP
cana-6016	27	47	edge	edge	NOUN
cana-6016	27	48	-	-	PUNCT
cana-6016	27	49	optimized	optimize	VERB
cana-6016	27	50	cnns	cnn	NOUN
cana-6016	27	51	for	for	ADP
cana-6016	27	52	realtime	realtime	ADJ
cana-6016	27	53	analysis	analysis	NOUN
cana-6016	27	54	in	in	ADP
cana-6016	27	55	remote	remote	ADJ
cana-6016	27	56	or	or	CCONJ
cana-6016	27	57	resource	resource	NOUN
cana-6016	27	58	-	-	PUNCT
cana-6016	27	59	constrained	constrain	VERB
cana-6016	27	60	environments	environment	NOUN
cana-6016	27	61	,	,	PUNCT
cana-6016	27	62	adoption	adoption	NOUN
cana-6016	27	63	of	of	ADP
cana-6016	27	64	self	self	NOUN
cana-6016	27	65	-	-	PUNCT
cana-6016	27	66	supervised	supervise	VERB
cana-6016	27	67	and	and	CCONJ
cana-6016	27	68	few	few	ADJ
cana-6016	27	69	-	-	PUNCT
cana-6016	27	70	shot	shot	NOUN
cana-6016	27	71	learning	learn	VERB
cana-6016	27	72	techniques	technique	NOUN
cana-6016	27	73	to	to	PART
cana-6016	27	74	reduce	reduce	VERB
cana-6016	27	75	data	data	NOUN
cana-6016	27	76	dependency	dependency	NOUN
cana-6016	27	77	.	.	PUNCT
cana-6016	28	1	this	this	DET
cana-6016	28	2	forward	forward	ADV
cana-6016	28	3	-	-	PUNCT
cana-6016	28	4	looking	look	VERB
cana-6016	28	5	goal	goal	NOUN
cana-6016	28	6	aims	aim	VERB
cana-6016	28	7	to	to	PART
cana-6016	28	8	prepare	prepare	VERB
cana-6016	28	9	researchers	researcher	NOUN
cana-6016	28	10	and	and	CCONJ
cana-6016	28	11	developers	developer	NOUN
cana-6016	28	12	for	for	ADP
cana-6016	28	13	the	the	DET
cana-6016	28	14	next	next	ADJ
cana-6016	28	15	wave	wave	NOUN
cana-6016	28	16	of	of	ADP
cana-6016	28	17	ai	ai	NOUN
cana-6016	28	18	-	-	PUNCT
cana-6016	28	19	driven	drive	VERB
cana-6016	28	20	innovations	innovation	NOUN
cana-6016	28	21	in	in	ADP
cana-6016	28	22	healthcare[10	healthcare[10	NOUN
cana-6016	28	23	]	]	X
cana-6016	28	24	.	.	PUNCT
cana-6016	29	1	2	2	X
cana-6016	29	2	.	.	X
cana-6016	29	3	brief	brief	ADJ
cana-6016	29	4	history	history	NOUN
cana-6016	29	5	of	of	ADP
cana-6016	29	6	cnns	cnn	NOUN
cana-6016	29	7	in	in	ADP
cana-6016	29	8	healthcare	healthcare	PROPN
cana-6016	29	9	medical	medical	ADJ
cana-6016	29	10	—	—	PUNCT
cana-6016	29	11	ranging	range	VERB
cana-6016	29	12	from	from	ADP
cana-6016	29	13	chest	chest	NOUN
cana-6016	29	14	x	x	NOUN
cana-6016	29	15	-	-	NOUN
cana-6016	29	16	rays	ray	NOUN
cana-6016	29	17	to	to	ADP
cana-6016	29	18	retinal	retinal	ADJ
cana-6016	29	19	scans	scan	NOUN
cana-6016	29	20	—	—	PUNCT
cana-6016	29	21	contain	contain	VERB
cana-6016	29	22	intricate	intricate	ADJ
cana-6016	29	23	patterns	pattern	NOUN
cana-6016	29	24	that	that	PRON
cana-6016	29	25	are	be	AUX
cana-6016	29	26	often	often	ADV
cana-6016	29	27	too	too	ADV
cana-6016	29	28	images	image	NOUN
cana-6016	29	29	subtle	subtle	ADJ
cana-6016	29	30	for	for	ADP
cana-6016	29	31	traditional	traditional	ADJ
cana-6016	29	32	algorithms	algorithm	NOUN
cana-6016	29	33	or	or	CCONJ
cana-6016	30	1	even	even	ADV
cana-6016	30	2	early	early	ADJ
cana-6016	30	3	-	-	PUNCT
cana-6016	30	4	stage	stage	NOUN
cana-6016	30	5	ai	ai	VERB
cana-6016	30	6	systems	system	NOUN
cana-6016	30	7	to	to	PART
cana-6016	30	8	detect	detect	VERB
cana-6016	30	9	reliably	reliably	ADV
cana-6016	30	10	.	.	PUNCT
cana-6016	31	1	cnns	cnns	PROPN
cana-6016	31	2	have	have	AUX
cana-6016	31	3	proven	prove	VERB
cana-6016	31	4	highly	highly	ADV
cana-6016	31	5	effective	effective	ADJ
cana-6016	31	6	in	in	ADP
cana-6016	31	7	this	this	DET
cana-6016	31	8	domain	domain	NOUN
cana-6016	31	9	for	for	ADP
cana-6016	31	10	several	several	ADJ
cana-6016	31	11	reasons	reason	NOUN
cana-6016	31	12	:	:	PUNCT
cana-6016	31	13	i	i	NOUN
cana-6016	31	14	)	)	PUNCT
cana-6016	31	15	hierarchical	hierarchical	ADJ
cana-6016	31	16	learning	learning	NOUN
cana-6016	31	17	:	:	PUNCT
cana-6016	31	18	cnns	cnn	NOUN
cana-6016	31	19	extract	extract	VERB
cana-6016	31	20	both	both	CCONJ
cana-6016	31	21	fine	fine	ADJ
cana-6016	31	22	and	and	CCONJ
cana-6016	31	23	coarse	coarse	ADJ
cana-6016	31	24	features	feature	NOUN
cana-6016	31	25	,	,	PUNCT
cana-6016	31	26	which	which	PRON
cana-6016	31	27	is	be	AUX
cana-6016	31	28	ideal	ideal	ADJ
cana-6016	31	29	for	for	ADP
cana-6016	31	30	analyzing	analyze	VERB
cana-6016	31	31	varying	vary	VERB
cana-6016	31	32	levels	level	NOUN
cana-6016	31	33	of	of	ADP
cana-6016	31	34	medical	medical	ADJ
cana-6016	31	35	image	image	NOUN
cana-6016	31	36	detail	detail	NOUN
cana-6016	31	37	.	.	PUNCT
cana-6016	32	1	ii	ii	X
cana-6016	32	2	)	)	PUNCT
cana-6016	32	3	no	no	DET
cana-6016	32	4	manual	manual	ADJ
cana-6016	32	5	feature	feature	NOUN
cana-6016	32	6	engineering	engineering	NOUN
cana-6016	32	7	:	:	PUNCT
cana-6016	32	8	cnns	cnn	NOUN
cana-6016	32	9	learn	learn	VERB
cana-6016	32	10	directly	directly	ADV
cana-6016	32	11	from	from	ADP
cana-6016	32	12	raw	raw	ADJ
cana-6016	32	13	image	image	NOUN
cana-6016	32	14	data	datum	NOUN
cana-6016	32	15	,	,	PUNCT
cana-6016	32	16	avoiding	avoid	VERB
cana-6016	32	17	bias	bias	NOUN
cana-6016	32	18	or	or	CCONJ
cana-6016	32	19	oversight	oversight	NOUN
cana-6016	32	20	introduced	introduce	VERB
cana-6016	32	21	by	by	ADP
cana-6016	32	22	manually	manually	ADV
cana-6016	32	23	designed	design	VERB
cana-6016	32	24	features	feature	NOUN
cana-6016	32	25	.	.	PUNCT
cana-6016	33	1	iii	iii	X
cana-6016	33	2	)	)	PUNCT
cana-6016	33	3	cross	cross	ADJ
cana-6016	33	4	-	-	NOUN
cana-6016	33	5	modality	modality	ADJ
cana-6016	33	6	versatility	versatility	NOUN
cana-6016	33	7	:	:	PUNCT
cana-6016	33	8	cnns	cnn	NOUN
cana-6016	33	9	perform	perform	VERB
cana-6016	33	10	well	well	ADV
cana-6016	33	11	across	across	ADP
cana-6016	33	12	different	different	ADJ
cana-6016	33	13	image	image	NOUN
cana-6016	33	14	types	type	NOUN
cana-6016	33	15	,	,	PUNCT
cana-6016	33	16	including	include	VERB
cana-6016	33	17	2d	2d	NUM
cana-6016	33	18	grayscale	grayscale	NOUN
cana-6016	33	19	scans	scan	NOUN
cana-6016	33	20	(	(	PUNCT
cana-6016	33	21	e.g.	e.g.	ADV
cana-6016	33	22	,	,	PUNCT
cana-6016	33	23	x	x	NOUN
cana-6016	33	24	-	-	NOUN
cana-6016	33	25	rays	ray	NOUN
cana-6016	33	26	)	)	PUNCT
cana-6016	33	27	,	,	PUNCT
cana-6016	33	28	color	color	NOUN
cana-6016	33	29	fundus	fundus	NOUN
cana-6016	33	30	images	image	NOUN
cana-6016	33	31	,	,	PUNCT
cana-6016	33	32	and	and	CCONJ
cana-6016	33	33	even	even	ADV
cana-6016	33	34	3d	3d	NUM
cana-6016	33	35	volumetric	volumetric	NOUN
cana-6016	33	36	data	datum	NOUN
cana-6016	33	37	(	(	PUNCT
cana-6016	33	38	e.g.	e.g.	ADV
cana-6016	33	39	,	,	PUNCT
cana-6016	33	40	ct	ct	PROPN
cana-6016	33	41	,	,	PUNCT
cana-6016	33	42	mri	mri	NOUN
cana-6016	33	43	)	)	PUNCT
cana-6016	33	44	.	.	PUNCT
cana-6016	34	1	iv	iv	X
cana-6016	34	2	)	)	PUNCT
cana-6016	34	3	scalability	scalability	NOUN
cana-6016	34	4	:	:	PUNCT
cana-6016	34	5	once	once	ADV
cana-6016	34	6	trained	train	VERB
cana-6016	34	7	,	,	PUNCT
cana-6016	34	8	cnns	cnn	NOUN
cana-6016	34	9	can	can	AUX
cana-6016	34	10	process	process	VERB
cana-6016	34	11	large	large	ADJ
cana-6016	34	12	volumes	volume	NOUN
cana-6016	34	13	of	of	ADP
cana-6016	34	14	medical	medical	ADJ
cana-6016	34	15	images	image	NOUN
cana-6016	34	16	quickly	quickly	ADV
cana-6016	34	17	and	and	CCONJ
cana-6016	34	18	with	with	ADP
cana-6016	34	19	consistent	consistent	ADJ
cana-6016	34	20	accuracy[18	accuracy[18	NOUN
cana-6016	34	21	]	]	PUNCT
cana-6016	34	22	.	.	PUNCT
cana-6016	35	1	despite	despite	SCONJ
cana-6016	35	2	their	their	PRON
cana-6016	35	3	strengths	strength	NOUN
cana-6016	35	4	,	,	PUNCT
cana-6016	35	5	cnns	cnn	NOUN
cana-6016	35	6	face	face	VERB
cana-6016	35	7	unique	unique	ADJ
cana-6016	35	8	obstacles	obstacle	NOUN
cana-6016	35	9	in	in	ADP
cana-6016	35	10	clinical	clinical	ADJ
cana-6016	35	11	environments	environment	NOUN
cana-6016	35	12	.	.	PUNCT
cana-6016	36	1	high	high	ADJ
cana-6016	36	2	-	-	PUNCT
cana-6016	36	3	quality	quality	NOUN
cana-6016	36	4	medical	medical	ADJ
cana-6016	36	5	datasets	dataset	NOUN
cana-6016	36	6	are	be	AUX
cana-6016	36	7	often	often	ADV
cana-6016	36	8	difficult	difficult	ADJ
cana-6016	36	9	to	to	PART
cana-6016	36	10	obtain	obtain	VERB
cana-6016	36	11	due	due	ADP
cana-6016	36	12	to	to	ADP
cana-6016	36	13	privacy	privacy	NOUN
cana-6016	36	14	concerns	concern	NOUN
cana-6016	36	15	,	,	PUNCT
cana-6016	36	16	legal	legal	ADJ
cana-6016	36	17	restrictions	restriction	NOUN
cana-6016	36	18	,	,	PUNCT
cana-6016	36	19	and	and	CCONJ
cana-6016	36	20	the	the	DET
cana-6016	36	21	need	need	NOUN
cana-6016	36	22	for	for	ADP
cana-6016	36	23	expert	expert	NOUN
cana-6016	36	24	annotation	annotation	NOUN
cana-6016	36	25	.	.	PUNCT
cana-6016	37	1	moreover	moreover	ADV
cana-6016	37	2	,	,	PUNCT
cana-6016	37	3	certain	certain	ADJ
cana-6016	37	4	diseases	disease	NOUN
cana-6016	37	5	(	(	PUNCT
cana-6016	37	6	especially	especially	ADV
cana-6016	37	7	rare	rare	ADJ
cana-6016	37	8	conditions	condition	NOUN
cana-6016	37	9	)	)	PUNCT
cana-6016	37	10	may	may	AUX
cana-6016	37	11	be	be	AUX
cana-6016	37	12	underrepresented	underrepresente	VERB
cana-6016	37	13	,	,	PUNCT
cana-6016	37	14	leading	lead	VERB
cana-6016	37	15	to	to	ADP
cana-6016	37	16	class	class	NOUN
cana-6016	37	17	imbalance	imbalance	NOUN
cana-6016	37	18	that	that	PRON
cana-6016	37	19	skews	skews	ADJ
cana-6016	37	20	model	model	NOUN
cana-6016	37	21	performance[24	performance[24	NOUN
cana-6016	37	22	]	]	PUNCT
cana-6016	37	23	.	.	PUNCT
cana-6016	38	1	in	in	ADP
cana-6016	38	2	healthcare	healthcare	PROPN
cana-6016	38	3	,	,	PUNCT
cana-6016	38	4	“	"	PUNCT
cana-6016	38	5	black	black	ADJ
cana-6016	38	6	-	-	PUNCT
cana-6016	38	7	box	box	NOUN
cana-6016	38	8	”	"	PUNCT
cana-6016	38	9	models	model	NOUN
cana-6016	38	10	are	be	AUX
cana-6016	38	11	risky	risky	ADJ
cana-6016	38	12	.	.	PUNCT
cana-6016	39	1	clinicians	clinician	NOUN
cana-6016	39	2	must	must	AUX
cana-6016	39	3	understand	understand	VERB
cana-6016	39	4	why	why	SCONJ
cana-6016	39	5	a	a	DET
cana-6016	39	6	prediction	prediction	NOUN
cana-6016	39	7	was	be	AUX
cana-6016	39	8	made	make	VERB
cana-6016	39	9	,	,	PUNCT
cana-6016	39	10	especially	especially	ADV
cana-6016	39	11	in	in	ADP
cana-6016	39	12	critical	critical	ADJ
cana-6016	39	13	scenarios	scenario	NOUN
cana-6016	39	14	like	like	ADP
cana-6016	39	15	cancer	cancer	NOUN
cana-6016	39	16	diagnosis	diagnosis	NOUN
cana-6016	39	17	.	.	PUNCT
cana-6016	40	1	cnns	cnn	NOUN
cana-6016	40	2	often	often	ADV
cana-6016	40	3	lack	lack	VERB
cana-6016	40	4	intuitive	intuitive	ADJ
cana-6016	40	5	interpretability	interpretability	NOUN
cana-6016	40	6	,	,	PUNCT
cana-6016	40	7	which	which	PRON
cana-6016	40	8	limits	limit	VERB
cana-6016	40	9	their	their	PRON
cana-6016	40	10	clinical	clinical	ADJ
cana-6016	40	11	acceptance[19	acceptance[19	NOUN
cana-6016	40	12	]	]	PUNCT
cana-6016	40	13	.	.	PUNCT
cana-6016	41	1	patient	patient	ADJ
cana-6016	41	2	data	datum	NOUN
cana-6016	41	3	must	must	AUX
cana-6016	41	4	be	be	AUX
cana-6016	41	5	protected	protect	VERB
cana-6016	41	6	under	under	ADP
cana-6016	41	7	regulations	regulation	NOUN
cana-6016	41	8	such	such	ADJ
cana-6016	41	9	as	as	ADP
cana-6016	41	10	hipaa	hipaa	PROPN
cana-6016	41	11	(	(	PUNCT
cana-6016	41	12	usa	usa	PROPN
cana-6016	41	13	)	)	PUNCT
cana-6016	41	14	or	or	CCONJ
cana-6016	41	15	gdpr	gdpr	PROPN
cana-6016	41	16	(	(	PUNCT
cana-6016	41	17	europe	europe	PROPN
cana-6016	41	18	)	)	PUNCT
cana-6016	41	19	.	.	PUNCT
cana-6016	42	1	cnnbased	cnnbase	VERB
cana-6016	42	2	systems	system	NOUN
cana-6016	42	3	must	must	AUX
cana-6016	42	4	ensure	ensure	VERB
cana-6016	42	5	data	datum	NOUN
cana-6016	42	6	privacy	privacy	NOUN
cana-6016	42	7	,	,	PUNCT
cana-6016	42	8	fairness	fairness	NOUN
cana-6016	42	9	across	across	ADP
cana-6016	42	10	demographics	demographic	NOUN
cana-6016	42	11	,	,	PUNCT
cana-6016	42	12	and	and	CCONJ
cana-6016	42	13	compliance	compliance	NOUN
cana-6016	42	14	with	with	ADP
cana-6016	42	15	clinical	clinical	ADJ
cana-6016	42	16	standards	standard	NOUN
cana-6016	42	17	before	before	ADP
cana-6016	42	18	deployment[20	deployment[20	PROPN
cana-6016	42	19	]	]	PUNCT
cana-6016	42	20	.	.	PUNCT
cana-6016	43	1	not	not	PART
cana-6016	43	2	all	all	DET
cana-6016	43	3	clinics	clinic	NOUN
cana-6016	43	4	,	,	PUNCT
cana-6016	43	5	especially	especially	ADV
cana-6016	43	6	in	in	ADP
cana-6016	43	7	remote	remote	ADJ
cana-6016	43	8	or	or	CCONJ
cana-6016	43	9	rural	rural	ADJ
cana-6016	43	10	areas	area	NOUN
cana-6016	43	11	,	,	PUNCT
cana-6016	43	12	have	have	VERB
cana-6016	43	13	access	access	NOUN
cana-6016	43	14	to	to	ADP
cana-6016	43	15	powerful	powerful	ADJ
cana-6016	43	16	gpus	gpu	NOUN
cana-6016	43	17	or	or	CCONJ
cana-6016	43	18	cloud	cloud	NOUN
cana-6016	43	19	platforms	platform	NOUN
cana-6016	43	20	.	.	PUNCT
cana-6016	44	1	this	this	PRON
cana-6016	44	2	calls	call	VERB
cana-6016	44	3	for	for	ADP
cana-6016	44	4	lightweight	lightweight	ADJ
cana-6016	44	5	cnn	cnn	PROPN
cana-6016	44	6	models	model	NOUN
cana-6016	44	7	that	that	PRON
cana-6016	44	8	can	can	AUX
cana-6016	44	9	be	be	AUX
cana-6016	44	10	deployed	deploy	VERB
cana-6016	44	11	on	on	ADP
cana-6016	44	12	portable	portable	ADJ
cana-6016	44	13	devices	device	NOUN
cana-6016	44	14	or	or	CCONJ
cana-6016	44	15	embedded	embed	VERB
cana-6016	44	16	systems[16	systems[16	PROPN
cana-6016	44	17	]	]	PUNCT
cana-6016	44	18	.	.	PUNCT
cana-6016	45	1	a	a	DET
cana-6016	45	2	few	few	ADJ
cana-6016	45	3	milestones	milestone	NOUN
cana-6016	45	4	that	that	PRON
cana-6016	45	5	show	show	VERB
cana-6016	45	6	cnns	cnn	NOUN
cana-6016	45	7	progressing	progress	VERB
cana-6016	45	8	into	into	ADP
cana-6016	45	9	healthcare	healthcare	NOUN
cana-6016	45	10	shown	show	VERB
cana-6016	45	11	in	in	ADP
cana-6016	45	12	table	table	NOUN
cana-6016	45	13	1	1	NUM
cana-6016	45	14	.	.	PUNCT
cana-6016	45	15	year	year	NOUN
cana-6016	45	16	milestone	milestone	NOUN
cana-6016	45	17	description	description	NOUN
cana-6016	45	18	1998	1998	NUM
cana-6016	45	19	lenet	lenet	NOUN
cana-6016	45	20	for	for	ADP
cana-6016	45	21	digit	digit	NOUN
cana-6016	45	22	classification	classification	NOUN
cana-6016	45	23	yann	yann	PROPN
cana-6016	45	24	lecun	lecun	PROPN
cana-6016	45	25	and	and	CCONJ
cana-6016	45	26	colleagues	colleague	NOUN
cana-6016	45	27	introduced	introduce	VERB
cana-6016	45	28	lenet-5	lenet-5	PROPN
cana-6016	45	29	,	,	PUNCT
cana-6016	45	30	a	a	DET
cana-6016	45	31	pioneering	pioneering	ADJ
cana-6016	45	32	cnn	cnn	NOUN
cana-6016	45	33	architecture	architecture	NOUN
cana-6016	45	34	designed	design	VERB
cana-6016	45	35	for	for	ADP
cana-6016	45	36	handwritten	handwritten	ADJ
cana-6016	45	37	digit	digit	NOUN
cana-6016	45	38	recognition	recognition	NOUN
cana-6016	45	39	.	.	PUNCT
cana-6016	46	1	it	it	PRON
cana-6016	46	2	was	be	AUX
cana-6016	46	3	notably	notably	ADV
cana-6016	46	4	applied	apply	VERB
cana-6016	46	5	in	in	ADP
cana-6016	46	6	optical	optical	ADJ
cana-6016	46	7	communications	communication	NOUN
cana-6016	46	8	on	on	ADP
cana-6016	46	9	applied	apply	VERB
cana-6016	46	10	nonlinear	nonlinear	ADJ
cana-6016	46	11	analysis	analysis	NOUN
cana-6016	46	12	issn	issn	NOUN
cana-6016	46	13	:	:	PUNCT
cana-6016	46	14	1074	1074	NUM
cana-6016	46	15	-	-	PUNCT
cana-6016	46	16	133x	133x	NUM
cana-6016	46	17	vol	vol	NOUN
cana-6016	46	18	32	32	NUM
cana-6016	46	19	no	no	NOUN
cana-6016	46	20	.	.	NOUN
cana-6016	46	21	1	1	NUM
cana-6016	46	22	(	(	PUNCT
cana-6016	46	23	2025	2025	NUM
cana-6016	46	24	)	)	PUNCT
cana-6016	46	25	584	584	NUM
cana-6016	46	26	https://internationalpubls.com	https://internationalpubls.com	X
cana-6016	46	27	character	character	NOUN
cana-6016	46	28	recognition	recognition	NOUN
cana-6016	46	29	(	(	PUNCT
cana-6016	46	30	ocr	ocr	ADJ
cana-6016	46	31	)	)	PUNCT
cana-6016	46	32	systems	system	NOUN
cana-6016	46	33	,	,	PUNCT
cana-6016	46	34	such	such	ADJ
cana-6016	46	35	as	as	ADP
cana-6016	46	36	reading	read	VERB
cana-6016	46	37	numerical	numerical	ADJ
cana-6016	46	38	amounts	amount	NOUN
cana-6016	46	39	on	on	ADP
cana-6016	46	40	checks	check	NOUN
cana-6016	46	41	in	in	ADP
cana-6016	46	42	atms	atms	NOUN
cana-6016	46	43	,	,	PUNCT
cana-6016	46	44	laying	lay	VERB
cana-6016	46	45	the	the	DET
cana-6016	46	46	groundwork	groundwork	NOUN
cana-6016	46	47	for	for	ADP
cana-6016	46	48	future	future	ADJ
cana-6016	46	49	applications	application	NOUN
cana-6016	46	50	in	in	ADP
cana-6016	46	51	medical	medical	ADJ
cana-6016	46	52	form	form	NOUN
cana-6016	46	53	digitization	digitization	NOUN
cana-6016	46	54	.	.	PUNCT
cana-6016	47	1	2016	2016	NUM
cana-6016	47	2	deepmind	deepmind	PROPN
cana-6016	47	3	's	's	PART
cana-6016	47	4	cnn	cnn	NOUN
cana-6016	47	5	for	for	ADP
cana-6016	47	6	retinal	retinal	ADJ
cana-6016	47	7	diagnosis	diagnosis	NOUN
cana-6016	47	8	deepmind	deepmind	NOUN
cana-6016	47	9	developed	develop	VERB
cana-6016	47	10	a	a	DET
cana-6016	47	11	cnn	cnn	PROPN
cana-6016	47	12	-	-	PUNCT
cana-6016	47	13	based	base	VERB
cana-6016	47	14	system	system	NOUN
cana-6016	47	15	capable	capable	ADJ
cana-6016	47	16	of	of	ADP
cana-6016	47	17	diagnosing	diagnose	VERB
cana-6016	47	18	over	over	ADP
cana-6016	47	19	50	50	NUM
cana-6016	47	20	eye	eye	NOUN
cana-6016	47	21	diseases	disease	NOUN
cana-6016	47	22	from	from	ADP
cana-6016	47	23	optical	optical	ADJ
cana-6016	47	24	coherence	coherence	NOUN
cana-6016	47	25	tomography	tomography	NOUN
cana-6016	47	26	(	(	PUNCT
cana-6016	47	27	oct	oct	NOUN
cana-6016	47	28	)	)	PUNCT
cana-6016	47	29	scans	scan	NOUN
cana-6016	47	30	with	with	ADP
cana-6016	47	31	an	an	DET
cana-6016	47	32	accuracy	accuracy	NOUN
cana-6016	47	33	of	of	ADP
cana-6016	47	34	94.5	94.5	NUM
cana-6016	47	35	%	%	NOUN
cana-6016	47	36	,	,	PUNCT
cana-6016	47	37	matching	match	VERB
cana-6016	47	38	or	or	CCONJ
cana-6016	47	39	surpassing	surpass	VERB
cana-6016	47	40	expert	expert	ADJ
cana-6016	47	41	ophthalmologists	ophthalmologist	NOUN
cana-6016	47	42	.	.	PUNCT
cana-6016	48	1	this	this	DET
cana-6016	48	2	advancement	advancement	NOUN
cana-6016	48	3	demonstrated	demonstrate	VERB
cana-6016	48	4	the	the	DET
cana-6016	48	5	potential	potential	NOUN
cana-6016	48	6	of	of	ADP
cana-6016	48	7	ai	ai	NOUN
cana-6016	48	8	in	in	ADP
cana-6016	48	9	assisting	assist	VERB
cana-6016	48	10	with	with	ADP
cana-6016	48	11	complex	complex	ADJ
cana-6016	48	12	medical	medical	ADJ
cana-6016	48	13	image	image	NOUN
cana-6016	48	14	interpretations	interpretation	NOUN
cana-6016	48	15	.	.	PUNCT
cana-6016	49	1	2017	2017	NUM
cana-6016	49	2	esteva	esteva	VERB
cana-6016	49	3	et	et	PROPN
cana-6016	49	4	al	al	PROPN
cana-6016	49	5	.	.	PROPN
cana-6016	49	6	's	's	PART
cana-6016	49	7	cnn	cnn	PROPN
cana-6016	49	8	for	for	ADP
cana-6016	49	9	skin	skin	NOUN
cana-6016	49	10	cancer	cancer	NOUN
cana-6016	49	11	detection	detection	NOUN
cana-6016	49	12	researchers	researcher	NOUN
cana-6016	49	13	at	at	ADP
cana-6016	49	14	stanford	stanford	PROPN
cana-6016	49	15	university	university	PROPN
cana-6016	49	16	trained	train	VERB
cana-6016	49	17	a	a	DET
cana-6016	49	18	cnn	cnn	NOUN
cana-6016	49	19	on	on	ADP
cana-6016	49	20	approximately	approximately	ADV
cana-6016	49	21	130,000	130,000	NUM
cana-6016	49	22	images	image	NOUN
cana-6016	49	23	to	to	PART
cana-6016	49	24	classify	classify	VERB
cana-6016	49	25	skin	skin	NOUN
cana-6016	49	26	lesions	lesion	NOUN
cana-6016	49	27	.	.	PUNCT
cana-6016	50	1	the	the	DET
cana-6016	50	2	model	model	NOUN
cana-6016	50	3	achieved	achieve	VERB
cana-6016	50	4	performance	performance	NOUN
cana-6016	50	5	on	on	ADP
cana-6016	50	6	par	par	NOUN
cana-6016	50	7	with	with	ADP
cana-6016	50	8	boardcertified	boardcertifie	VERB
cana-6016	50	9	dermatologists	dermatologist	NOUN
cana-6016	50	10	in	in	ADP
cana-6016	50	11	identifying	identify	VERB
cana-6016	50	12	skin	skin	NOUN
cana-6016	50	13	cancer	cancer	NOUN
cana-6016	50	14	,	,	PUNCT
cana-6016	50	15	highlighting	highlight	VERB
cana-6016	50	16	the	the	DET
cana-6016	50	17	capability	capability	NOUN
cana-6016	50	18	of	of	ADP
cana-6016	50	19	deep	deep	ADJ
cana-6016	50	20	learning	learning	NOUN
cana-6016	50	21	in	in	ADP
cana-6016	50	22	dermatological	dermatological	ADJ
cana-6016	50	23	diagnostics	diagnostic	NOUN
cana-6016	50	24	.	.	PUNCT
cana-6016	51	1	2020	2020	NUM
cana-6016	51	2	cnns	cnn	NOUN
cana-6016	51	3	in	in	ADP
cana-6016	51	4	covid-19	covid-19	PROPN
cana-6016	51	5	diagnosis	diagnosis	NOUN
cana-6016	51	6	from	from	ADP
cana-6016	51	7	chest	chest	NOUN
cana-6016	51	8	x	x	NOUN
cana-6016	51	9	-	-	NOUN
cana-6016	51	10	rays	ray	NOUN
cana-6016	51	11	during	during	ADP
cana-6016	51	12	the	the	DET
cana-6016	51	13	covid-19	covid-19	PROPN
cana-6016	51	14	pandemic	pandemic	NOUN
cana-6016	51	15	,	,	PUNCT
cana-6016	51	16	various	various	ADJ
cana-6016	51	17	cnn	cnn	PROPN
cana-6016	51	18	architectures	architecture	NOUN
cana-6016	51	19	were	be	AUX
cana-6016	51	20	employed	employ	VERB
cana-6016	51	21	to	to	PART
cana-6016	51	22	analyze	analyze	VERB
cana-6016	51	23	chest	chest	NOUN
cana-6016	51	24	x	x	NOUN
cana-6016	51	25	-	-	NOUN
cana-6016	51	26	ray	ray	NOUN
cana-6016	51	27	images	image	NOUN
cana-6016	51	28	for	for	ADP
cana-6016	51	29	rapid	rapid	ADJ
cana-6016	51	30	diagnosis	diagnosis	NOUN
cana-6016	51	31	.	.	PUNCT
cana-6016	52	1	notably	notably	ADV
cana-6016	52	2	,	,	PUNCT
cana-6016	52	3	densenet169	densenet169	PROPN
cana-6016	52	4	achieved	achieve	VERB
cana-6016	52	5	an	an	DET
cana-6016	52	6	accuracy	accuracy	NOUN
cana-6016	52	7	of	of	ADP
cana-6016	52	8	98.15	98.15	NUM
cana-6016	52	9	%	%	NOUN
cana-6016	52	10	and	and	CCONJ
cana-6016	52	11	an	an	DET
cana-6016	52	12	f1	f1	ADJ
cana-6016	52	13	score	score	NOUN
cana-6016	52	14	of	of	ADP
cana-6016	52	15	98.12	98.12	NUM
cana-6016	52	16	%	%	NOUN
cana-6016	52	17	in	in	ADP
cana-6016	52	18	detecting	detect	VERB
cana-6016	52	19	covid-19	covid-19	PROPN
cana-6016	52	20	cases	case	NOUN
cana-6016	52	21	,	,	PUNCT
cana-6016	52	22	showcasing	showcase	VERB
cana-6016	52	23	the	the	DET
cana-6016	52	24	effectiveness	effectiveness	NOUN
cana-6016	52	25	of	of	ADP
cana-6016	52	26	deep	deep	ADJ
cana-6016	52	27	learning	learning	NOUN
cana-6016	52	28	models	model	NOUN
cana-6016	52	29	in	in	ADP
cana-6016	52	30	emergent	emergent	ADJ
cana-6016	52	31	healthcare	healthcare	NOUN
cana-6016	52	32	crises	crisis	NOUN
cana-6016	52	33	.	.	PUNCT
cana-6016	53	1	2.1	2.1	NUM
cana-6016	53	2	modern	modern	ADJ
cana-6016	53	3	cnn	cnn	PROPN
cana-6016	53	4	architectures	architecture	NOUN
cana-6016	53	5	in	in	ADP
cana-6016	53	6	healthcare	healthcare	PROPN
cana-6016	53	7	context	context	PROPN
cana-6016	53	8	cnns	cnns	PROPN
cana-6016	53	9	are	be	AUX
cana-6016	53	10	a	a	DET
cana-6016	53	11	class	class	NOUN
cana-6016	53	12	of	of	ADP
cana-6016	53	13	deep	deep	ADJ
cana-6016	53	14	learning	learning	NOUN
cana-6016	53	15	models	model	NOUN
cana-6016	53	16	specifically	specifically	ADV
cana-6016	53	17	designed	design	VERB
cana-6016	53	18	for	for	ADP
cana-6016	53	19	processing	process	VERB
cana-6016	53	20	grid	grid	NOUN
cana-6016	53	21	-	-	PUNCT
cana-6016	53	22	like	like	ADJ
cana-6016	53	23	data	datum	NOUN
cana-6016	53	24	such	such	ADJ
cana-6016	53	25	as	as	ADP
cana-6016	53	26	images	image	NOUN
cana-6016	53	27	.	.	PUNCT
cana-6016	54	1	unlike	unlike	ADP
cana-6016	54	2	traditional	traditional	ADJ
cana-6016	54	3	neural	neural	ADJ
cana-6016	54	4	networks	network	NOUN
cana-6016	54	5	,	,	PUNCT
cana-6016	54	6	cnns	cnn	NOUN
cana-6016	54	7	automatically	automatically	ADV
cana-6016	54	8	learn	learn	VERB
cana-6016	54	9	spatial	spatial	ADJ
cana-6016	54	10	hierarchies	hierarchy	NOUN
cana-6016	54	11	of	of	ADP
cana-6016	54	12	features	feature	NOUN
cana-6016	54	13	—	—	PUNCT
cana-6016	54	14	from	from	ADP
cana-6016	54	15	simple	simple	ADJ
cana-6016	54	16	edges	edge	NOUN
cana-6016	54	17	to	to	ADP
cana-6016	54	18	complex	complex	ADJ
cana-6016	54	19	patterns	pattern	NOUN
cana-6016	54	20	—	—	PUNCT
cana-6016	54	21	through	through	ADP
cana-6016	54	22	layers	layer	NOUN
cana-6016	54	23	of	of	ADP
cana-6016	54	24	convolution	convolution	NOUN
cana-6016	54	25	,	,	PUNCT
cana-6016	54	26	activation	activation	NOUN
cana-6016	54	27	,	,	PUNCT
cana-6016	54	28	pooling	pooling	NOUN
cana-6016	54	29	,	,	PUNCT
cana-6016	54	30	and	and	CCONJ
cana-6016	54	31	fully	fully	ADV
cana-6016	54	32	connected	connected	ADJ
cana-6016	54	33	operations	operation	NOUN
cana-6016	54	34	[	[	X
cana-6016	54	35	11	11	NUM
cana-6016	54	36	]	]	PUNCT
cana-6016	54	37	.	.	PUNCT
cana-6016	55	1	convolutional	convolutional	ADJ
cana-6016	55	2	layers	layer	NOUN
cana-6016	55	3	:	:	PUNCT
cana-6016	55	4	these	these	PRON
cana-6016	55	5	apply	apply	VERB
cana-6016	55	6	learnable	learnable	ADJ
cana-6016	55	7	filters	filter	NOUN
cana-6016	55	8	to	to	PART
cana-6016	55	9	input	input	VERB
cana-6016	55	10	images	image	NOUN
cana-6016	55	11	to	to	PART
cana-6016	55	12	detect	detect	VERB
cana-6016	55	13	local	local	ADJ
cana-6016	55	14	patterns	pattern	NOUN
cana-6016	55	15	such	such	ADJ
cana-6016	55	16	as	as	ADP
cana-6016	55	17	textures	texture	NOUN
cana-6016	55	18	or	or	CCONJ
cana-6016	55	19	shapes	shape	NOUN
cana-6016	55	20	.	.	PUNCT
cana-6016	56	1	•	•	NOUN
cana-6016	56	2	pooling	pool	VERB
cana-6016	56	3	layers	layer	NOUN
cana-6016	56	4	:	:	PUNCT
cana-6016	56	5	used	use	VERB
cana-6016	56	6	to	to	PART
cana-6016	56	7	reduce	reduce	VERB
cana-6016	56	8	dimensionality	dimensionality	NOUN
cana-6016	56	9	and	and	CCONJ
cana-6016	56	10	preserve	preserve	VERB
cana-6016	56	11	key	key	ADJ
cana-6016	56	12	features	feature	NOUN
cana-6016	56	13	while	while	SCONJ
cana-6016	56	14	lowering	lower	VERB
cana-6016	56	15	computational	computational	ADJ
cana-6016	56	16	cost	cost	NOUN
cana-6016	56	17	.	.	PUNCT
cana-6016	57	1	•	•	NUM
cana-6016	57	2	activation	activation	NOUN
cana-6016	57	3	functions	function	NOUN
cana-6016	57	4	:	:	PUNCT
cana-6016	57	5	typically	typically	ADV
cana-6016	57	6	relu	relu	NOUN
cana-6016	57	7	(	(	PUNCT
cana-6016	57	8	rectified	rectified	ADJ
cana-6016	57	9	linear	linear	NOUN
cana-6016	57	10	unit	unit	NOUN
cana-6016	57	11	)	)	PUNCT
cana-6016	57	12	is	be	AUX
cana-6016	57	13	used	use	VERB
cana-6016	57	14	to	to	PART
cana-6016	57	15	introduce	introduce	VERB
cana-6016	57	16	non	non	ADJ
cana-6016	57	17	-	-	NOUN
cana-6016	57	18	linearity	linearity	NOUN
cana-6016	57	19	into	into	ADP
cana-6016	57	20	the	the	DET
cana-6016	57	21	learning	learning	NOUN
cana-6016	57	22	process	process	NOUN
cana-6016	57	23	.	.	PUNCT
cana-6016	58	1	•	•	NUM
cana-6016	58	2	fully	fully	ADV
cana-6016	58	3	connected	connected	ADJ
cana-6016	58	4	layers	layer	NOUN
cana-6016	58	5	:	:	PUNCT
cana-6016	58	6	these	these	DET
cana-6016	58	7	layers	layer	NOUN
cana-6016	58	8	make	make	VERB
cana-6016	58	9	the	the	DET
cana-6016	58	10	final	final	ADJ
cana-6016	58	11	prediction	prediction	NOUN
cana-6016	58	12	by	by	ADP
cana-6016	58	13	mapping	map	VERB
cana-6016	58	14	extracted	extract	VERB
cana-6016	58	15	features	feature	NOUN
cana-6016	58	16	to	to	ADP
cana-6016	58	17	output	output	NOUN
cana-6016	58	18	classes	class	NOUN
cana-6016	58	19	or	or	CCONJ
cana-6016	58	20	regression	regression	VERB
cana-6016	58	21	targets	target	NOUN
cana-6016	58	22	.	.	PUNCT
cana-6016	59	1	communications	communication	NOUN
cana-6016	59	2	on	on	ADP
cana-6016	59	3	applied	apply	VERB
cana-6016	59	4	nonlinear	nonlinear	ADJ
cana-6016	59	5	analysis	analysis	NOUN
cana-6016	59	6	issn	issn	NOUN
cana-6016	59	7	:	:	PUNCT
cana-6016	59	8	1074	1074	NUM
cana-6016	59	9	-	-	PUNCT
cana-6016	59	10	133x	133x	NUM
cana-6016	59	11	vol	vol	NOUN
cana-6016	59	12	32	32	NUM
cana-6016	59	13	no	no	NOUN
cana-6016	59	14	.	.	NOUN
cana-6016	59	15	1	1	NUM
cana-6016	59	16	(	(	PUNCT
cana-6016	59	17	2025	2025	NUM
cana-6016	59	18	)	)	PUNCT
cana-6016	59	19	585	585	NUM
cana-6016	59	20	https://internationalpubls.com	https://internationalpubls.com	NUM
cana-6016	59	21	cnns	cnn	NOUN
cana-6016	59	22	are	be	AUX
cana-6016	59	23	typically	typically	ADV
cana-6016	59	24	trained	train	VERB
cana-6016	59	25	using	use	VERB
cana-6016	59	26	backpropagation	backpropagation	NOUN
cana-6016	59	27	and	and	CCONJ
cana-6016	59	28	gradient	gradient	ADJ
cana-6016	59	29	descent	descent	NOUN
cana-6016	59	30	,	,	PUNCT
cana-6016	59	31	where	where	SCONJ
cana-6016	59	32	the	the	DET
cana-6016	59	33	model	model	NOUN
cana-6016	59	34	learns	learn	VERB
cana-6016	59	35	by	by	ADP
cana-6016	59	36	minimizing	minimize	VERB
cana-6016	59	37	the	the	DET
cana-6016	59	38	error	error	NOUN
cana-6016	59	39	between	between	ADP
cana-6016	59	40	predicted	predict	VERB
cana-6016	59	41	outputs	output	NOUN
cana-6016	59	42	and	and	CCONJ
cana-6016	59	43	ground	ground	NOUN
cana-6016	59	44	truth	truth	NOUN
cana-6016	59	45	labels[15	labels[15	NOUN
cana-6016	59	46	]	]	PUNCT
cana-6016	59	47	.	.	PUNCT
cana-6016	60	1	over	over	ADP
cana-6016	60	2	the	the	DET
cana-6016	60	3	years	year	NOUN
cana-6016	60	4	,	,	PUNCT
cana-6016	60	5	various	various	ADJ
cana-6016	60	6	cnn	cnn	PROPN
cana-6016	60	7	architectures	architecture	NOUN
cana-6016	60	8	have	have	AUX
cana-6016	60	9	been	be	AUX
cana-6016	60	10	proposed	propose	VERB
cana-6016	60	11	to	to	PART
cana-6016	60	12	improve	improve	VERB
cana-6016	60	13	accuracy	accuracy	NOUN
cana-6016	60	14	,	,	PUNCT
cana-6016	60	15	depth	depth	NOUN
cana-6016	60	16	,	,	PUNCT
cana-6016	60	17	speed	speed	NOUN
cana-6016	60	18	,	,	PUNCT
cana-6016	60	19	and	and	CCONJ
cana-6016	60	20	efficiency	efficiency	NOUN
cana-6016	60	21	.	.	PUNCT
cana-6016	61	1	while	while	SCONJ
cana-6016	61	2	originally	originally	ADV
cana-6016	61	3	developed	develop	VERB
cana-6016	61	4	for	for	ADP
cana-6016	61	5	general	general	ADJ
cana-6016	61	6	image	image	NOUN
cana-6016	61	7	classification	classification	NOUN
cana-6016	61	8	,	,	PUNCT
cana-6016	61	9	many	many	ADJ
cana-6016	61	10	of	of	ADP
cana-6016	61	11	these	these	DET
cana-6016	61	12	models	model	NOUN
cana-6016	61	13	have	have	AUX
cana-6016	61	14	found	find	VERB
cana-6016	61	15	strong	strong	ADJ
cana-6016	61	16	applicability	applicability	NOUN
cana-6016	61	17	in	in	ADP
cana-6016	61	18	healthcare	healthcare	NOUN
cana-6016	61	19	due	due	ADP
cana-6016	61	20	to	to	ADP
cana-6016	61	21	their	their	PRON
cana-6016	61	22	pattern	pattern	NOUN
cana-6016	61	23	recognition	recognition	NOUN
cana-6016	61	24	capabilities	capability	NOUN
cana-6016	61	25	.	.	PUNCT
cana-6016	62	1	this	this	DET
cana-6016	62	2	section	section	NOUN
cana-6016	62	3	explores	explore	VERB
cana-6016	62	4	how	how	SCONJ
cana-6016	62	5	key	key	ADJ
cana-6016	62	6	cnn	cnn	PROPN
cana-6016	62	7	models	model	NOUN
cana-6016	62	8	have	have	AUX
cana-6016	62	9	been	be	AUX
cana-6016	62	10	utilized	utilize	VERB
cana-6016	62	11	and	and	CCONJ
cana-6016	62	12	adapted	adapt	VERB
cana-6016	62	13	for	for	ADP
cana-6016	62	14	medical	medical	ADJ
cana-6016	62	15	imaging	imaging	NOUN
cana-6016	62	16	and	and	CCONJ
cana-6016	62	17	diagnosis[12][24	diagnosis[12][24	PROPN
cana-6016	62	18	]	]	PUNCT
cana-6016	62	19	.	.	PUNCT
cana-6016	63	1	model	model	PROPN
cana-6016	63	2	develop	develop	VERB
cana-6016	63	3	er	er	INTJ
cana-6016	63	4	&	&	CCONJ
cana-6016	63	5	year	year	NOUN
cana-6016	63	6	original	original	ADJ
cana-6016	63	7	use	use	NOUN
cana-6016	63	8	structure	structure	NOUN
cana-6016	63	9	healthcare	healthcare	PROPN
cana-6016	63	10	applicatio	applicatio	PROPN
cana-6016	63	11	ns	ns	NUM
cana-6016	63	12	advanta	advanta	PROPN
cana-6016	63	13	ges	ge	NOUN
cana-6016	63	14	limitations	limitations	PROPN
cana-6016	63	15	lenet	lenet	PROPN
cana-6016	63	16	yann	yann	PROPN
cana-6016	63	17	lecun	lecun	PROPN
cana-6016	63	18	et	et	PROPN
cana-6016	63	19	al	al	PROPN
cana-6016	63	20	.	.	PROPN
cana-6016	63	21	,	,	PUNCT
cana-6016	63	22	1998	1998	NUM
cana-6016	63	23	handwritt	handwritt	VERB
cana-6016	63	24	en	en	X
cana-6016	63	25	digit	digit	NOUN
cana-6016	63	26	recognitio	recognitio	NOUN
cana-6016	63	27	n	n	CCONJ
cana-6016	63	28	2	2	NUM
cana-6016	63	29	conv	conv	ADJ
cana-6016	63	30	layers	layer	NOUN
cana-6016	63	31	+	+	CCONJ
cana-6016	63	32	pooling	pool	VERB
cana-6016	63	33	+	+	CCONJ
cana-6016	63	34	fully	fully	ADV
cana-6016	63	35	connecte	connecte	ADJ
cana-6016	63	36	d	d	SCONJ
cana-6016	63	37	layers	layer	NOUN
cana-6016	63	38	classify	classify	VERB
cana-6016	63	39	small	small	ADJ
cana-6016	63	40	medical	medical	ADJ
cana-6016	63	41	datasets	dataset	NOUN
cana-6016	63	42	digitize	digitize	VERB
cana-6016	63	43	handwritte	handwritte	PROPN
cana-6016	63	44	n	n	PROPN
cana-6016	63	45	records	record	VERB
cana-6016	63	46	low	low	ADJ
cana-6016	63	47	-	-	PUNCT
cana-6016	63	48	power	power	NOUN
cana-6016	63	49	support	support	NOUN
cana-6016	63	50	fast	fast	ADV
cana-6016	63	51	to	to	PART
cana-6016	63	52	train	train	VERB
cana-6016	63	53	extremel	extremel	PROPN
cana-6016	64	1	y	y	PROPN
cana-6016	64	2	lightweig	lightweig	VERB
cana-6016	64	3	ht	ht	PROPN
cana-6016	64	4	;	;	PUNCT
cana-6016	64	5	deployabl	deployabl	ADJ
cana-6016	64	6	e	e	PROPN
cana-6016	64	7	on	on	ADP
cana-6016	64	8	embedde	embedde	PROPN
cana-6016	64	9	d	d	PROPN
cana-6016	64	10	devices	device	NOUN
cana-6016	64	11	poor	poor	ADJ
cana-6016	64	12	generalization	generalization	NOUN
cana-6016	64	13	on	on	ADP
cana-6016	64	14	complex	complex	ADJ
cana-6016	64	15	images	image	NOUN
cana-6016	64	16	outdated	outdate	VERB
cana-6016	64	17	for	for	ADP
cana-6016	64	18	modern	modern	ADJ
cana-6016	64	19	clinical	clinical	ADJ
cana-6016	64	20	tasks	task	NOUN
cana-6016	64	21	alexnet	alexnet	PROPN
cana-6016	64	22	krizhevs	krizhevs	PROPN
cana-6016	64	23	ky	ky	PROPN
cana-6016	64	24	et	et	PROPN
cana-6016	64	25	al	al	PROPN
cana-6016	64	26	.	.	PROPN
cana-6016	64	27	,	,	PUNCT
cana-6016	64	28	2012	2012	NUM
cana-6016	64	29	imagenet	imagenet	PROPN
cana-6016	64	30	classificat	classificat	PROPN
cana-6016	64	31	ion	ion	NOUN
cana-6016	64	32	5	5	NUM
cana-6016	64	33	conv	conv	ADJ
cana-6016	64	34	+	+	CCONJ
cana-6016	64	35	3	3	NUM
cana-6016	64	36	fully	fully	ADV
cana-6016	64	37	connecte	connecte	NOUN
cana-6016	64	38	d	d	NOUN
cana-6016	64	39	,	,	PUNCT
cana-6016	64	40	relu	relu	NOUN
cana-6016	64	41	,	,	PUNCT
cana-6016	64	42	dropout	dropout	NOUN
cana-6016	64	43	covid19	covid19	NOUN
cana-6016	64	44	detection	detection	NOUN
cana-6016	64	45	(	(	PUNCT
cana-6016	64	46	x	x	NOUN
cana-6016	64	47	-	-	NOUN
cana-6016	64	48	ray	ray	NOUN
cana-6016	64	49	)	)	PUNCT
cana-6016	64	50	brain	brain	NOUN
cana-6016	64	51	tumor	tumor	NOUN
cana-6016	64	52	mri	mri	NOUN
cana-6016	64	53	classificati	classificati	NOUN
cana-6016	64	54	on	on	ADP
cana-6016	64	55	mammogra	mammogra	PROPN
cana-6016	64	56	m	m	PROPN
cana-6016	64	57	analysis	analysis	NOUN
cana-6016	64	58	strong	strong	ADJ
cana-6016	64	59	feature	feature	NOUN
cana-6016	64	60	extraction	extraction	NOUN
cana-6016	64	61	faster	fast	ADJ
cana-6016	64	62	training	training	NOUN
cana-6016	64	63	via	via	ADP
cana-6016	64	64	relu	relu	NOUN
cana-6016	64	65	computationall	computationall	NOUN
cana-6016	64	66	y	y	PROPN
cana-6016	64	67	expensive	expensive	ADJ
cana-6016	64	68	not	not	PART
cana-6016	64	69	flexible	flexible	ADJ
cana-6016	64	70	for	for	ADP
cana-6016	64	71	segmentation	segmentation	NOUN
cana-6016	64	72	/	/	SYM
cana-6016	64	73	m	m	VERB
cana-6016	64	74	ulti	ulti	NOUN
cana-6016	64	75	-	-	ADJ
cana-6016	64	76	label	label	NOUN
cana-6016	64	77	tasks	task	NOUN
cana-6016	64	78	vggnet	vggnet	PROPN
cana-6016	64	79	simonya	simonya	PROPN
cana-6016	64	80	n	n	PROPN
cana-6016	64	81	&	&	CCONJ
cana-6016	64	82	zisserma	zisserma	PROPN
cana-6016	64	83	n	n	CCONJ
cana-6016	64	84	,	,	PUNCT
cana-6016	64	85	2014	2014	NUM
cana-6016	64	86	imagenet	imagenet	PROPN
cana-6016	64	87	classificat	classificat	PROPN
cana-6016	64	88	ion	ion	NOUN
cana-6016	64	89	16–19	16–19	NUM
cana-6016	64	90	conv	conv	ADJ
cana-6016	64	91	layers	layer	NOUN
cana-6016	64	92	(	(	PUNCT
cana-6016	64	93	3×3	3×3	NUM
cana-6016	64	94	filters	filter	NOUN
cana-6016	64	95	)	)	PUNCT
cana-6016	64	96	diabetic	diabetic	ADJ
cana-6016	64	97	retinopathy	retinopathy	ADJ
cana-6016	64	98	skin	skin	NOUN
cana-6016	64	99	cancer	cancer	NOUN
cana-6016	64	100	detection	detection	NOUN
cana-6016	64	101	breast	breast	NOUN
cana-6016	64	102	cancer	cancer	NOUN
cana-6016	64	103	histology	histology	NOUN
cana-6016	64	104	easy	easy	ADJ
cana-6016	64	105	to	to	PART
cana-6016	64	106	customiz	customiz	VERB
cana-6016	64	107	ehigh	ehigh	ADJ
cana-6016	64	108	transfer	transfer	NOUN
cana-6016	64	109	learning	learning	NOUN
cana-6016	64	110	performa	performa	PROPN
cana-6016	64	111	nce	nce	NOUN
cana-6016	64	112	huge	huge	ADJ
cana-6016	64	113	parameter	parameter	NOUN
cana-6016	64	114	size	size	NOUN
cana-6016	64	115	(	(	PUNCT
cana-6016	64	116	~138m)long	~138m)long	X
cana-6016	64	117	training	training	NOUN
cana-6016	64	118	and	and	CCONJ
cana-6016	64	119	inference	inference	NOUN
cana-6016	64	120	times	time	NOUN
cana-6016	64	121	communications	communication	NOUN
cana-6016	64	122	on	on	ADP
cana-6016	64	123	applied	apply	VERB
cana-6016	64	124	nonlinear	nonlinear	ADJ
cana-6016	64	125	analysis	analysis	NOUN
cana-6016	64	126	issn	issn	NOUN
cana-6016	64	127	:	:	PUNCT
cana-6016	64	128	1074	1074	NUM
cana-6016	64	129	-	-	PUNCT
cana-6016	64	130	133x	133x	NUM
cana-6016	64	131	vol	vol	NOUN
cana-6016	64	132	32	32	NUM
cana-6016	64	133	no	no	NOUN
cana-6016	64	134	.	.	NOUN
cana-6016	64	135	1	1	NUM
cana-6016	64	136	(	(	PUNCT
cana-6016	64	137	2025	2025	NUM
cana-6016	64	138	)	)	PUNCT
cana-6016	64	139	586	586	NUM
cana-6016	64	140	https://internationalpubls.com	https://internationalpubls.com	X
cana-6016	64	141	resnet	resnet	VERB
cana-6016	64	142	he	he	PRON
cana-6016	64	143	et	et	PROPN
cana-6016	64	144	al	al	PROPN
cana-6016	64	145	.	.	PROPN
cana-6016	64	146	,	,	PUNCT
cana-6016	64	147	2015	2015	NUM
cana-6016	64	148	deep	deep	ADJ
cana-6016	64	149	imagenet	imagenet	ADJ
cana-6016	64	150	classificat	classificat	NOUN
cana-6016	64	151	ion	ion	NOUN
cana-6016	64	152	residual	residual	ADJ
cana-6016	64	153	blocks	block	NOUN
cana-6016	64	154	with	with	ADP
cana-6016	64	155	skip	skip	ADJ
cana-6016	64	156	connectio	connectio	NOUN
cana-6016	64	157	ns	ns	NUM
cana-6016	64	158	chest	chest	NOUN
cana-6016	64	159	xray	xray	PROPN
cana-6016	64	160	analysis	analysis	NOUN
cana-6016	64	161	tumor	tumor	NOUN
cana-6016	64	162	grading	grade	VERB
cana-6016	64	163	brain	brain	NOUN
cana-6016	64	164	mri	mri	NOUN
cana-6016	64	165	segmentati	segmentati	NOUN
cana-6016	64	166	on	on	ADP
cana-6016	64	167	avoids	avoid	NOUN
cana-6016	64	168	vanishing	vanish	VERB
cana-6016	64	169	gradients	gradient	NOUN
cana-6016	64	170	scalable	scalable	ADJ
cana-6016	64	171	and	and	CCONJ
cana-6016	64	172	accurate	accurate	ADJ
cana-6016	64	173	u	u	ADJ
cana-6016	64	174	-	-	ADJ
cana-6016	64	175	net	net	ADJ
cana-6016	64	176	backbone	backbone	NOUN
cana-6016	64	177	computationall	computationall	NOUN
cana-6016	64	178	y	y	PROPN
cana-6016	64	179	intensive	intensive	ADJ
cana-6016	64	180	overkill	overkill	NOUN
cana-6016	64	181	for	for	ADP
cana-6016	64	182	small	small	ADJ
cana-6016	64	183	/	/	SYM
cana-6016	64	184	simple	simple	ADJ
cana-6016	64	185	tasks	task	NOUN
cana-6016	64	186	densenet	densenet	NOUN
cana-6016	64	187	huang	huang	PROPN
cana-6016	64	188	et	et	PROPN
cana-6016	64	189	al	al	PROPN
cana-6016	64	190	.	.	PROPN
cana-6016	64	191	,	,	PUNCT
cana-6016	64	192	2017	2017	NUM
cana-6016	64	193	image	image	NOUN
cana-6016	64	194	classificat	classificat	NOUN
cana-6016	64	195	ion	ion	NOUN
cana-6016	64	196	dense	dense	ADJ
cana-6016	64	197	connectiv	connectiv	NOUN
cana-6016	64	198	ity	ity	NOUN
cana-6016	64	199	(	(	PUNCT
cana-6016	64	200	each	each	DET
cana-6016	64	201	layer	layer	NOUN
cana-6016	64	202	connected	connect	VERB
cana-6016	64	203	to	to	ADP
cana-6016	64	204	all	all	DET
cana-6016	64	205	others	other	NOUN
cana-6016	64	206	)	)	PUNCT
cana-6016	64	207	skin	skin	NOUN
cana-6016	64	208	cancer	cancer	NOUN
cana-6016	64	209	detection	detection	NOUN
cana-6016	64	210	ct	ct	PROPN
cana-6016	64	211	scan	scan	VERB
cana-6016	64	212	analysis	analysis	NOUN
cana-6016	64	213	retinal	retinal	ADJ
cana-6016	64	214	vessel	vessel	NOUN
cana-6016	64	215	segmentati	segmentati	NOUN
cana-6016	64	216	on	on	ADP
cana-6016	64	217	efficient	efficient	ADJ
cana-6016	64	218	feature	feature	NOUN
cana-6016	64	219	reuse	reuse	VERB
cana-6016	64	220	fewer	few	ADJ
cana-6016	64	221	parameter	parameter	NOUN
cana-6016	64	222	s	s	NOUN
cana-6016	64	223	than	than	SCONJ
cana-6016	64	224	resnet	resnet	NOUN
cana-6016	64	225	robust	robust	ADJ
cana-6016	64	226	on	on	ADP
cana-6016	64	227	small	small	ADJ
cana-6016	64	228	datasets	dataset	NOUN
cana-6016	64	229	high	high	ADJ
cana-6016	64	230	memory	memory	NOUN
cana-6016	64	231	usagehard	usagehard	PROPN
cana-6016	64	232	to	to	PART
cana-6016	64	233	interpret	interpret	VERB
cana-6016	64	234	complex	complex	ADJ
cana-6016	64	235	feature	feature	NOUN
cana-6016	64	236	maps	map	NOUN
cana-6016	64	237	mobilen	mobilen	VERB
cana-6016	64	238	et	et	PROPN
cana-6016	64	239	howard	howard	PROPN
cana-6016	64	240	et	et	PROPN
cana-6016	64	241	al	al	PROPN
cana-6016	64	242	.	.	PROPN
cana-6016	64	243	,	,	PUNCT
cana-6016	64	244	2017	2017	NUM
cana-6016	64	245	efficient	efficient	ADJ
cana-6016	64	246	inference	inference	NOUN
cana-6016	64	247	on	on	ADP
cana-6016	64	248	mobile	mobile	ADJ
cana-6016	64	249	devices	device	NOUN
cana-6016	64	250	depthwis	depthwis	VERB
cana-6016	64	251	e	e	X
cana-6016	64	252	separable	separable	NOUN
cana-6016	64	253	convoluti	convoluti	ADP
cana-6016	64	254	ons	ons	PROPN
cana-6016	64	255	tb	tb	NOUN
cana-6016	64	256	/	/	SYM
cana-6016	64	257	pneum	pneum	NOUN
cana-6016	64	258	onia	onia	NOUN
cana-6016	64	259	detection	detection	NOUN
cana-6016	64	260	on	on	ADP
cana-6016	64	261	phones	phone	NOUN
cana-6016	64	262	ai	ai	VERB
cana-6016	65	1	stethoscope	stethoscope	NOUN
cana-6016	65	2	s	s	PART
cana-6016	65	3	telemedici	telemedici	NOUN
cana-6016	65	4	ne	ne	NOUN
cana-6016	65	5	screening	screen	VERB
cana-6016	65	6	tools	tool	NOUN
cana-6016	65	7	extremel	extremel	X
cana-6016	65	8	y	y	PROPN
cana-6016	65	9	fast	fast	VERB
cana-6016	65	10	and	and	CCONJ
cana-6016	65	11	efficient	efficient	ADJ
cana-6016	65	12	good	good	ADJ
cana-6016	65	13	on	on	ADP
cana-6016	65	14	edge	edge	NOUN
cana-6016	65	15	/	/	SYM
cana-6016	65	16	iot	iot	NOUN
cana-6016	65	17	devices	device	NOUN
cana-6016	65	18	supports	support	VERB
cana-6016	65	19	tf	tf	PROPN
cana-6016	65	20	lite	lite	NOUN
cana-6016	65	21	,	,	PUNCT
cana-6016	65	22	pytorch	pytorch	NOUN
cana-6016	65	23	mobile	mobile	ADJ
cana-6016	65	24	slight	slight	ADJ
cana-6016	65	25	accuracy	accuracy	NOUN
cana-6016	65	26	tradeoff	tradeoff	NOUN
cana-6016	65	27	vs	vs	ADP
cana-6016	65	28	deeper	deep	ADJ
cana-6016	65	29	modelsless	modelsless	ADJ
cana-6016	65	30	effective	effective	ADJ
cana-6016	65	31	on	on	ADP
cana-6016	65	32	complex	complex	ADJ
cana-6016	65	33	,	,	PUNCT
cana-6016	65	34	highres	highre	NOUN
cana-6016	65	35	tasks	task	VERB
cana-6016	65	36	efficient	efficient	ADJ
cana-6016	65	37	net	net	ADJ
cana-6016	65	38	tan	tan	PROPN
cana-6016	65	39	and	and	CCONJ
cana-6016	65	40	le	le	X
cana-6016	65	41	(	(	PUNCT
cana-6016	65	42	google	google	PROPN
cana-6016	65	43	)	)	PUNCT
cana-6016	65	44	,	,	PUNCT
cana-6016	65	45	2019	2019	NUM
cana-6016	65	46	compoun	compoun	NOUN
cana-6016	65	47	d	d	ADJ
cana-6016	65	48	-	-	PUNCT
cana-6016	65	49	scaled	scale	VERB
cana-6016	65	50	image	image	NOUN
cana-6016	65	51	classificat	classificat	NOUN
cana-6016	65	52	ion	ion	NOUN
cana-6016	65	53	compoun	compoun	NOUN
cana-6016	65	54	d	d	ADP
cana-6016	65	55	scaling	scaling	NOUN
cana-6016	65	56	of	of	ADP
cana-6016	65	57	width	width	ADJ
cana-6016	65	58	,	,	PUNCT
cana-6016	65	59	depth	depth	NOUN
cana-6016	65	60	,	,	PUNCT
cana-6016	65	61	and	and	CCONJ
cana-6016	65	62	resolution	resolution	NOUN
cana-6016	65	63	covid19	covid19	NOUN
cana-6016	65	64	&	&	CCONJ
cana-6016	65	65	pneumonia	pneumonia	NOUN
cana-6016	65	66	detection	detection	PROPN
cana-6016	65	67	diabetic	diabetic	ADJ
cana-6016	65	68	retinopathy	retinopathy	ADJ
cana-6016	65	69	breast	breast	NOUN
cana-6016	65	70	cancer	cancer	NOUN
cana-6016	65	71	excellent	excellent	ADJ
cana-6016	65	72	accuracy	accuracy	NOUN
cana-6016	65	73	vs	vs	ADP
cana-6016	65	74	efficiency	efficiency	NOUN
cana-6016	65	75	scales	scale	VERB
cana-6016	65	76	well	well	ADV
cana-6016	65	77	from	from	ADP
cana-6016	65	78	mobile	mobile	NOUN
cana-6016	65	79	to	to	ADP
cana-6016	65	80	cloud	cloud	NOUN
cana-6016	65	81	(	(	PUNCT
cana-6016	65	82	b0	b0	NOUN
cana-6016	65	83	–	–	PUNCT
cana-6016	65	84	b7	b7	PROPN
cana-6016	65	85	)	)	PUNCT
cana-6016	65	86	slightly	slightly	ADV
cana-6016	65	87	harder	hard	ADV
cana-6016	65	88	to	to	ADP
cana-6016	65	89	interpretnasbased	interpretnasbase	VERB
cana-6016	65	90	design	design	NOUN
cana-6016	65	91	is	be	AUX
cana-6016	65	92	less	less	ADV
cana-6016	65	93	customizable	customizable	ADJ
cana-6016	65	94	communications	communication	NOUN
cana-6016	65	95	on	on	ADP
cana-6016	65	96	applied	apply	VERB
cana-6016	65	97	nonlinear	nonlinear	ADJ
cana-6016	65	98	analysis	analysis	NOUN
cana-6016	65	99	issn	issn	NOUN
cana-6016	65	100	:	:	PUNCT
cana-6016	65	101	1074	1074	NUM
cana-6016	65	102	-	-	PUNCT
cana-6016	65	103	133x	133x	NUM
cana-6016	65	104	vol	vol	NOUN
cana-6016	65	105	32	32	NUM
cana-6016	65	106	no	no	NOUN
cana-6016	65	107	.	.	NOUN
cana-6016	65	108	1	1	NUM
cana-6016	65	109	(	(	PUNCT
cana-6016	65	110	2025	2025	NUM
cana-6016	65	111	)	)	PUNCT
cana-6016	65	112	587	587	NUM
cana-6016	65	113	https://internationalpubls.com	https://internationalpubls.com	X
cana-6016	65	114	2.2	2.2	NUM
cana-6016	65	115	cnns	cnn	NOUN
cana-6016	65	116	vs.	vs.	ADP
cana-6016	65	117	traditional	traditional	ADJ
cana-6016	65	118	machine	machine	NOUN
cana-6016	65	119	learning	learning	NOUN
cana-6016	65	120	in	in	ADP
cana-6016	65	121	healthcare	healthcare	PROPN
cana-6016	65	122	convolutional	convolutional	ADJ
cana-6016	65	123	neural	neural	ADJ
cana-6016	65	124	networks	network	NOUN
cana-6016	65	125	(	(	PUNCT
cana-6016	65	126	cnns	cnns	PROPN
cana-6016	65	127	)	)	PUNCT
cana-6016	65	128	offer	offer	VERB
cana-6016	65	129	significant	significant	ADJ
cana-6016	65	130	advantages	advantage	NOUN
cana-6016	65	131	over	over	ADP
cana-6016	65	132	traditional	traditional	ADJ
cana-6016	65	133	machine	machine	NOUN
cana-6016	65	134	learning	learning	NOUN
cana-6016	65	135	methods	method	NOUN
cana-6016	65	136	in	in	ADP
cana-6016	65	137	healthcare	healthcare	PROPN
cana-6016	65	138	,	,	PUNCT
cana-6016	65	139	particularly	particularly	ADV
cana-6016	65	140	in	in	ADP
cana-6016	65	141	the	the	DET
cana-6016	65	142	domain	domain	NOUN
cana-6016	65	143	of	of	ADP
cana-6016	65	144	medical	medical	ADJ
cana-6016	65	145	image	image	NOUN
cana-6016	65	146	analysis	analysis	NOUN
cana-6016	65	147	.	.	PUNCT
cana-6016	66	1	traditional	traditional	ADJ
cana-6016	66	2	machine	machine	NOUN
cana-6016	66	3	learning	learning	NOUN
cana-6016	66	4	approaches	approach	NOUN
cana-6016	66	5	typically	typically	ADV
cana-6016	66	6	rely	rely	VERB
cana-6016	66	7	on	on	ADP
cana-6016	66	8	handcrafted	handcraft	VERB
cana-6016	66	9	features	feature	NOUN
cana-6016	66	10	and	and	CCONJ
cana-6016	66	11	manual	manual	ADJ
cana-6016	66	12	preprocessing	preprocessing	NOUN
cana-6016	66	13	steps	step	NOUN
cana-6016	66	14	,	,	PUNCT
cana-6016	66	15	requiring	require	VERB
cana-6016	66	16	domain	domain	NOUN
cana-6016	66	17	expertise	expertise	NOUN
cana-6016	66	18	to	to	PART
cana-6016	66	19	extract	extract	VERB
cana-6016	66	20	relevant	relevant	ADJ
cana-6016	66	21	patterns	pattern	NOUN
cana-6016	66	22	from	from	ADP
cana-6016	66	23	data	datum	NOUN
cana-6016	66	24	.	.	PUNCT
cana-6016	67	1	in	in	ADP
cana-6016	67	2	contrast	contrast	NOUN
cana-6016	67	3	,	,	PUNCT
cana-6016	67	4	cnns	cnn	NOUN
cana-6016	67	5	automatically	automatically	ADV
cana-6016	67	6	learn	learn	VERB
cana-6016	67	7	hierarchical	hierarchical	ADJ
cana-6016	67	8	features	feature	NOUN
cana-6016	67	9	directly	directly	ADV
cana-6016	67	10	from	from	ADP
cana-6016	67	11	raw	raw	ADJ
cana-6016	67	12	images	image	NOUN
cana-6016	67	13	,	,	PUNCT
cana-6016	67	14	making	make	VERB
cana-6016	67	15	them	they	PRON
cana-6016	67	16	far	far	ADV
cana-6016	67	17	more	more	ADV
cana-6016	67	18	effective	effective	ADJ
cana-6016	67	19	at	at	ADP
cana-6016	67	20	capturing	capture	VERB
cana-6016	67	21	spatial	spatial	ADJ
cana-6016	67	22	and	and	CCONJ
cana-6016	67	23	visual	visual	ADJ
cana-6016	67	24	complexities	complexity	NOUN
cana-6016	67	25	in	in	ADP
cana-6016	67	26	medical	medical	ADJ
cana-6016	67	27	scans	scan	NOUN
cana-6016	67	28	such	such	ADJ
cana-6016	67	29	as	as	ADP
cana-6016	67	30	x	x	NOUN
cana-6016	67	31	-	-	NOUN
cana-6016	67	32	rays	ray	NOUN
cana-6016	67	33	,	,	PUNCT
cana-6016	67	34	mris	mris	NOUN
cana-6016	67	35	,	,	PUNCT
cana-6016	67	36	and	and	CCONJ
cana-6016	67	37	ct	ct	NUM
cana-6016	67	38	images	image	NOUN
cana-6016	67	39	.	.	PUNCT
cana-6016	68	1	while	while	SCONJ
cana-6016	68	2	traditional	traditional	ADJ
cana-6016	68	3	models	model	NOUN
cana-6016	68	4	like	like	ADP
cana-6016	68	5	support	support	NOUN
cana-6016	68	6	vector	vector	NOUN
cana-6016	68	7	machines	machine	NOUN
cana-6016	68	8	or	or	CCONJ
cana-6016	68	9	decision	decision	NOUN
cana-6016	68	10	trees	tree	NOUN
cana-6016	68	11	may	may	AUX
cana-6016	68	12	perform	perform	VERB
cana-6016	68	13	well	well	ADV
cana-6016	68	14	on	on	ADP
cana-6016	68	15	structured	structured	ADJ
cana-6016	68	16	data	datum	NOUN
cana-6016	68	17	such	such	ADJ
cana-6016	68	18	as	as	ADP
cana-6016	68	19	lab	lab	NOUN
cana-6016	68	20	reports	report	NOUN
cana-6016	68	21	or	or	CCONJ
cana-6016	68	22	clinical	clinical	ADJ
cana-6016	68	23	records	record	NOUN
cana-6016	68	24	,	,	PUNCT
cana-6016	68	25	they	they	PRON
cana-6016	68	26	often	often	ADV
cana-6016	68	27	struggle	struggle	VERB
cana-6016	68	28	with	with	ADP
cana-6016	68	29	high	high	ADJ
cana-6016	68	30	-	-	PUNCT
cana-6016	68	31	dimensional	dimensional	ADJ
cana-6016	68	32	visual	visual	ADJ
cana-6016	68	33	data	datum	NOUN
cana-6016	68	34	.	.	PUNCT
cana-6016	69	1	cnns	cnns	PROPN
cana-6016	69	2	,	,	PUNCT
cana-6016	69	3	by	by	ADP
cana-6016	69	4	leveraging	leverage	VERB
cana-6016	69	5	deep	deep	ADJ
cana-6016	69	6	architectures	architecture	NOUN
cana-6016	69	7	,	,	PUNCT
cana-6016	69	8	excel	excel	VERB
cana-6016	69	9	in	in	ADP
cana-6016	69	10	tasks	task	NOUN
cana-6016	69	11	like	like	ADP
cana-6016	69	12	tumor	tumor	NOUN
cana-6016	69	13	detection	detection	NOUN
cana-6016	69	14	,	,	PUNCT
cana-6016	69	15	organ	organ	NOUN
cana-6016	69	16	segmentation	segmentation	NOUN
cana-6016	69	17	,	,	PUNCT
cana-6016	69	18	and	and	CCONJ
cana-6016	69	19	disease	disease	NOUN
cana-6016	69	20	classification	classification	NOUN
cana-6016	69	21	.	.	PUNCT
cana-6016	70	1	however	however	ADV
cana-6016	70	2	,	,	PUNCT
cana-6016	70	3	they	they	PRON
cana-6016	70	4	require	require	VERB
cana-6016	70	5	large	large	ADJ
cana-6016	70	6	datasets	dataset	NOUN
cana-6016	70	7	and	and	CCONJ
cana-6016	70	8	significant	significant	ADJ
cana-6016	70	9	computational	computational	ADJ
cana-6016	70	10	resources	resource	NOUN
cana-6016	70	11	,	,	PUNCT
cana-6016	70	12	which	which	PRON
cana-6016	70	13	can	can	AUX
cana-6016	70	14	be	be	AUX
cana-6016	70	15	a	a	DET
cana-6016	70	16	barrier	barrier	NOUN
cana-6016	70	17	in	in	ADP
cana-6016	70	18	certain	certain	ADJ
cana-6016	70	19	healthcare	healthcare	NOUN
cana-6016	70	20	settings	setting	NOUN
cana-6016	70	21	.	.	PUNCT
cana-6016	71	1	despite	despite	SCONJ
cana-6016	71	2	this	this	PRON
cana-6016	71	3	,	,	PUNCT
cana-6016	71	4	the	the	DET
cana-6016	71	5	end	end	NOUN
cana-6016	71	6	-	-	PUNCT
cana-6016	71	7	to	to	ADP
cana-6016	71	8	-	-	PUNCT
cana-6016	71	9	end	end	NOUN
cana-6016	71	10	learning	learning	NOUN
cana-6016	71	11	capability	capability	NOUN
cana-6016	71	12	and	and	CCONJ
cana-6016	71	13	superior	superior	ADJ
cana-6016	71	14	performance	performance	NOUN
cana-6016	71	15	of	of	ADP
cana-6016	71	16	cnns	cnn	NOUN
cana-6016	71	17	have	have	AUX
cana-6016	71	18	made	make	VERB
cana-6016	71	19	them	they	PRON
cana-6016	71	20	the	the	DET
cana-6016	71	21	preferred	preferred	ADJ
cana-6016	71	22	choice	choice	NOUN
cana-6016	71	23	for	for	ADP
cana-6016	71	24	many	many	ADJ
cana-6016	71	25	modern	modern	ADJ
cana-6016	71	26	healthcare	healthcare	NOUN
cana-6016	71	27	ai	ai	VERB
cana-6016	71	28	applications	application	NOUN
cana-6016	71	29	.	.	PUNCT
cana-6016	72	1	expanding	expand	VERB
cana-6016	72	2	further	far	ADV
cana-6016	72	3	,	,	PUNCT
cana-6016	72	4	cnns	cnn	NOUN
cana-6016	72	5	bring	bring	VERB
cana-6016	72	6	a	a	DET
cana-6016	72	7	level	level	NOUN
cana-6016	72	8	of	of	ADP
cana-6016	72	9	precision	precision	NOUN
cana-6016	72	10	and	and	CCONJ
cana-6016	72	11	scalability	scalability	NOUN
cana-6016	72	12	that	that	SCONJ
cana-6016	72	13	traditional	traditional	ADJ
cana-6016	72	14	machine	machine	NOUN
cana-6016	72	15	learning	learning	NOUN
cana-6016	72	16	models	model	NOUN
cana-6016	72	17	often	often	ADV
cana-6016	72	18	can	can	AUX
cana-6016	72	19	not	not	PART
cana-6016	72	20	match	match	VERB
cana-6016	72	21	,	,	PUNCT
cana-6016	72	22	especially	especially	ADV
cana-6016	72	23	in	in	ADP
cana-6016	72	24	complex	complex	ADJ
cana-6016	72	25	diagnostic	diagnostic	ADJ
cana-6016	72	26	workflows	workflow	NOUN
cana-6016	72	27	.	.	PUNCT
cana-6016	73	1	for	for	ADP
cana-6016	73	2	example	example	NOUN
cana-6016	73	3	,	,	PUNCT
cana-6016	73	4	in	in	ADP
cana-6016	73	5	radiology	radiology	NOUN
cana-6016	73	6	,	,	PUNCT
cana-6016	73	7	cnns	cnns	PROPN
cana-6016	73	8	can	can	AUX
cana-6016	73	9	detect	detect	VERB
cana-6016	73	10	subtle	subtle	ADJ
cana-6016	73	11	patterns	pattern	NOUN
cana-6016	73	12	in	in	ADP
cana-6016	73	13	chest	chest	NOUN
cana-6016	73	14	x	x	NOUN
cana-6016	73	15	-	-	NOUN
cana-6016	73	16	rays	ray	NOUN
cana-6016	73	17	or	or	CCONJ
cana-6016	73	18	brain	brain	NOUN
cana-6016	73	19	mris	mris	NOUN
cana-6016	73	20	that	that	PRON
cana-6016	73	21	may	may	AUX
cana-6016	73	22	be	be	AUX
cana-6016	73	23	missed	miss	VERB
cana-6016	73	24	by	by	ADP
cana-6016	73	25	both	both	PRON
cana-6016	73	26	traditional	traditional	ADJ
cana-6016	73	27	algorithms	algorithm	NOUN
cana-6016	73	28	and	and	CCONJ
cana-6016	73	29	even	even	ADV
cana-6016	73	30	trained	train	VERB
cana-6016	73	31	professionals	professional	NOUN
cana-6016	73	32	.	.	PUNCT
cana-6016	74	1	their	their	PRON
cana-6016	74	2	ability	ability	NOUN
cana-6016	74	3	to	to	PART
cana-6016	74	4	perform	perform	VERB
cana-6016	74	5	feature	feature	NOUN
cana-6016	74	6	extraction	extraction	NOUN
cana-6016	74	7	and	and	CCONJ
cana-6016	74	8	classification	classification	NOUN
cana-6016	74	9	simultaneously	simultaneously	ADV
cana-6016	74	10	streamlines	streamline	VERB
cana-6016	74	11	the	the	DET
cana-6016	74	12	diagnostic	diagnostic	ADJ
cana-6016	74	13	process	process	NOUN
cana-6016	74	14	and	and	CCONJ
cana-6016	74	15	reduces	reduce	VERB
cana-6016	74	16	the	the	DET
cana-6016	74	17	risk	risk	NOUN
cana-6016	74	18	of	of	ADP
cana-6016	74	19	human	human	ADJ
cana-6016	74	20	error	error	NOUN
cana-6016	74	21	.	.	PUNCT
cana-6016	75	1	moreover	moreover	ADV
cana-6016	75	2	,	,	PUNCT
cana-6016	75	3	cnns	cnn	NOUN
cana-6016	75	4	are	be	AUX
cana-6016	75	5	highly	highly	ADV
cana-6016	75	6	adaptable	adaptable	ADJ
cana-6016	75	7	through	through	ADP
cana-6016	75	8	transfer	transfer	NOUN
cana-6016	75	9	learning	learning	NOUN
cana-6016	75	10	,	,	PUNCT
cana-6016	75	11	allowing	allow	VERB
cana-6016	75	12	models	model	NOUN
cana-6016	75	13	pre	pre	ADJ
cana-6016	75	14	-	-	VERB
cana-6016	75	15	trained	train	VERB
cana-6016	75	16	on	on	ADP
cana-6016	75	17	large	large	ADJ
cana-6016	75	18	datasets	dataset	NOUN
cana-6016	75	19	like	like	ADP
cana-6016	75	20	imagenet	imagenet	NOUN
cana-6016	75	21	to	to	PART
cana-6016	75	22	be	be	AUX
cana-6016	75	23	fine	fine	ADV
cana-6016	75	24	-	-	PUNCT
cana-6016	75	25	tuned	tune	VERB
cana-6016	75	26	for	for	ADP
cana-6016	75	27	specialized	specialized	ADJ
cana-6016	75	28	medical	medical	ADJ
cana-6016	75	29	tasks	task	NOUN
cana-6016	75	30	such	such	ADJ
cana-6016	75	31	as	as	ADP
cana-6016	75	32	diabetic	diabetic	ADJ
cana-6016	75	33	retinopathy	retinopathy	ADJ
cana-6016	75	34	detection	detection	NOUN
cana-6016	75	35	or	or	CCONJ
cana-6016	75	36	histopathological	histopathological	ADJ
cana-6016	75	37	cancer	cancer	NOUN
cana-6016	75	38	classification	classification	NOUN
cana-6016	75	39	—	—	PUNCT
cana-6016	75	40	something	something	PRON
cana-6016	75	41	traditional	traditional	ADJ
cana-6016	75	42	machine	machine	NOUN
cana-6016	75	43	learning	learning	NOUN
cana-6016	75	44	models	model	NOUN
cana-6016	75	45	can	can	AUX
cana-6016	75	46	not	not	PART
cana-6016	75	47	achieve	achieve	VERB
cana-6016	75	48	without	without	ADP
cana-6016	75	49	extensive	extensive	ADJ
cana-6016	75	50	feature	feature	NOUN
cana-6016	75	51	engineering	engineering	NOUN
cana-6016	75	52	and	and	CCONJ
cana-6016	75	53	data	datum	NOUN
cana-6016	75	54	preparation	preparation	NOUN
cana-6016	75	55	.	.	PUNCT
cana-6016	76	1	traditional	traditional	ADJ
cana-6016	76	2	machine	machine	NOUN
cana-6016	76	3	learning	learning	NOUN
cana-6016	76	4	,	,	PUNCT
cana-6016	76	5	however	however	ADV
cana-6016	76	6	,	,	PUNCT
cana-6016	76	7	still	still	ADV
cana-6016	76	8	has	have	VERB
cana-6016	76	9	relevance	relevance	NOUN
cana-6016	76	10	in	in	ADP
cana-6016	76	11	healthcare	healthcare	NOUN
cana-6016	76	12	.	.	PUNCT
cana-6016	77	1	it	it	PRON
cana-6016	77	2	is	be	AUX
cana-6016	77	3	particularly	particularly	ADV
cana-6016	77	4	effective	effective	ADJ
cana-6016	77	5	for	for	ADP
cana-6016	77	6	smaller	small	ADJ
cana-6016	77	7	datasets	dataset	NOUN
cana-6016	77	8	,	,	PUNCT
cana-6016	77	9	structured	structured	ADJ
cana-6016	77	10	data	datum	NOUN
cana-6016	77	11	,	,	PUNCT
cana-6016	77	12	and	and	CCONJ
cana-6016	77	13	tasks	task	NOUN
cana-6016	77	14	like	like	ADP
cana-6016	77	15	risk	risk	NOUN
cana-6016	77	16	prediction	prediction	NOUN
cana-6016	77	17	or	or	CCONJ
cana-6016	77	18	patient	patient	ADJ
cana-6016	77	19	stratification	stratification	NOUN
cana-6016	77	20	where	where	SCONJ
cana-6016	77	21	interpretability	interpretability	NOUN
cana-6016	77	22	is	be	AUX
cana-6016	77	23	crucial	crucial	ADJ
cana-6016	77	24	.	.	PUNCT
cana-6016	78	1	models	model	NOUN
cana-6016	78	2	like	like	ADP
cana-6016	78	3	logistic	logistic	ADJ
cana-6016	78	4	regression	regression	NOUN
cana-6016	78	5	or	or	CCONJ
cana-6016	78	6	random	random	ADJ
cana-6016	78	7	forests	forest	NOUN
cana-6016	78	8	offer	offer	VERB
cana-6016	78	9	transparency	transparency	NOUN
cana-6016	78	10	and	and	CCONJ
cana-6016	78	11	easier	easy	ADJ
cana-6016	78	12	validation	validation	NOUN
cana-6016	78	13	,	,	PUNCT
cana-6016	78	14	which	which	PRON
cana-6016	78	15	aligns	align	VERB
cana-6016	78	16	well	well	ADV
cana-6016	78	17	with	with	ADP
cana-6016	78	18	regulatory	regulatory	ADJ
cana-6016	78	19	demands	demand	NOUN
cana-6016	78	20	and	and	CCONJ
cana-6016	78	21	clinician	clinician	NOUN
cana-6016	78	22	trust	trust	NOUN
cana-6016	78	23	.	.	PUNCT
cana-6016	79	1	in	in	ADP
cana-6016	79	2	contrast	contrast	NOUN
cana-6016	79	3	,	,	PUNCT
cana-6016	79	4	cnns	cnn	NOUN
cana-6016	79	5	,	,	PUNCT
cana-6016	79	6	while	while	SCONJ
cana-6016	79	7	powerful	powerful	ADJ
cana-6016	79	8	,	,	PUNCT
cana-6016	79	9	often	often	ADV
cana-6016	79	10	operate	operate	VERB
cana-6016	79	11	as	as	ADP
cana-6016	79	12	"	"	PUNCT
cana-6016	79	13	black	black	ADJ
cana-6016	79	14	boxes	box	NOUN
cana-6016	79	15	,	,	PUNCT
cana-6016	79	16	"	"	PUNCT
cana-6016	79	17	raising	raise	VERB
cana-6016	79	18	concerns	concern	NOUN
cana-6016	79	19	about	about	ADP
cana-6016	79	20	interpretability	interpretability	NOUN
cana-6016	79	21	,	,	PUNCT
cana-6016	79	22	bias	bias	NOUN
cana-6016	79	23	,	,	PUNCT
cana-6016	79	24	and	and	CCONJ
cana-6016	79	25	clinical	clinical	ADJ
cana-6016	79	26	accountability	accountability	NOUN
cana-6016	79	27	.	.	PUNCT
cana-6016	80	1	ultimately	ultimately	ADV
cana-6016	80	2	,	,	PUNCT
cana-6016	80	3	the	the	DET
cana-6016	80	4	choice	choice	NOUN
cana-6016	80	5	between	between	ADP
cana-6016	80	6	cnns	cnn	NOUN
cana-6016	80	7	and	and	CCONJ
cana-6016	80	8	traditional	traditional	ADJ
cana-6016	80	9	machine	machine	NOUN
cana-6016	80	10	learning	learning	NOUN
cana-6016	80	11	in	in	ADP
cana-6016	80	12	healthcare	healthcare	NOUN
cana-6016	80	13	depends	depend	VERB
cana-6016	80	14	on	on	ADP
cana-6016	80	15	the	the	DET
cana-6016	80	16	nature	nature	NOUN
cana-6016	80	17	of	of	ADP
cana-6016	80	18	the	the	DET
cana-6016	80	19	data	datum	NOUN
cana-6016	80	20	,	,	PUNCT
cana-6016	80	21	the	the	DET
cana-6016	80	22	complexity	complexity	NOUN
cana-6016	80	23	of	of	ADP
cana-6016	80	24	the	the	DET
cana-6016	80	25	task	task	NOUN
cana-6016	80	26	,	,	PUNCT
cana-6016	80	27	and	and	CCONJ
cana-6016	80	28	the	the	DET
cana-6016	80	29	need	need	NOUN
cana-6016	80	30	for	for	ADP
cana-6016	80	31	explainability	explainability	NOUN
cana-6016	80	32	.	.	PUNCT
cana-6016	81	1	in	in	ADP
cana-6016	81	2	many	many	ADJ
cana-6016	81	3	modern	modern	ADJ
cana-6016	81	4	clinical	clinical	ADJ
cana-6016	81	5	settings	setting	NOUN
cana-6016	81	6	,	,	PUNCT
cana-6016	81	7	a	a	DET
cana-6016	81	8	hybrid	hybrid	ADJ
cana-6016	81	9	approach	approach	NOUN
cana-6016	81	10	is	be	AUX
cana-6016	81	11	emerging	emerge	VERB
cana-6016	81	12	—	—	PUNCT
cana-6016	81	13	combining	combine	VERB
cana-6016	81	14	the	the	DET
cana-6016	81	15	strengths	strength	NOUN
cana-6016	81	16	of	of	ADP
cana-6016	81	17	both	both	DET
cana-6016	81	18	methods	method	NOUN
cana-6016	81	19	to	to	PART
cana-6016	81	20	create	create	VERB
cana-6016	81	21	more	more	ADV
cana-6016	81	22	robust	robust	ADJ
cana-6016	81	23	,	,	PUNCT
cana-6016	81	24	accurate	accurate	ADJ
cana-6016	81	25	,	,	PUNCT
cana-6016	81	26	and	and	CCONJ
cana-6016	81	27	interpretable	interpretable	ADJ
cana-6016	81	28	ai	ai	PROPN
cana-6016	81	29	solutions	solution	NOUN
cana-6016	81	30	.	.	PUNCT
cana-6016	82	1	histopathol	histopathol	NOUN
cana-6016	82	2	ogy	ogy	NOUN
cana-6016	82	3	great	great	ADJ
cana-6016	82	4	for	for	ADP
cana-6016	82	5	large	large	ADJ
cana-6016	82	6	images	image	NOUN
cana-6016	82	7	communications	communication	NOUN
cana-6016	82	8	on	on	ADP
cana-6016	82	9	applied	apply	VERB
cana-6016	82	10	nonlinear	nonlinear	ADJ
cana-6016	82	11	analysis	analysis	NOUN
cana-6016	82	12	issn	issn	NOUN
cana-6016	82	13	:	:	PUNCT
cana-6016	82	14	1074	1074	NUM
cana-6016	82	15	-	-	PUNCT
cana-6016	82	16	133x	133x	NUM
cana-6016	82	17	vol	vol	NOUN
cana-6016	82	18	32	32	NUM
cana-6016	82	19	no	no	NOUN
cana-6016	82	20	.	.	NOUN
cana-6016	82	21	1	1	NUM
cana-6016	82	22	(	(	PUNCT
cana-6016	82	23	2025	2025	NUM
cana-6016	82	24	)	)	PUNCT
cana-6016	82	25	588	588	NUM
cana-6016	82	26	https://internationalpubls.com	https://internationalpubls.com	X
cana-6016	82	27	3	3	X
cana-6016	82	28	.	.	NOUN
cana-6016	82	29	comparative	comparative	ADJ
cana-6016	82	30	evaluation	evaluation	NOUN
cana-6016	82	31	in	in	ADP
cana-6016	82	32	medical	medical	ADJ
cana-6016	82	33	tasks	task	NOUN
cana-6016	82	34	modern	modern	PROPN
cana-6016	82	35	cnn	cnn	PROPN
cana-6016	82	36	architectures	architecture	NOUN
cana-6016	82	37	differ	differ	VERB
cana-6016	82	38	not	not	PART
cana-6016	82	39	only	only	ADV
cana-6016	82	40	in	in	ADP
cana-6016	82	41	structural	structural	ADJ
cana-6016	82	42	design	design	NOUN
cana-6016	82	43	but	but	CCONJ
cana-6016	82	44	also	also	ADV
cana-6016	82	45	in	in	ADP
cana-6016	82	46	their	their	PRON
cana-6016	82	47	suitability	suitability	NOUN
cana-6016	82	48	for	for	ADP
cana-6016	82	49	specific	specific	ADJ
cana-6016	82	50	types	type	NOUN
cana-6016	82	51	of	of	ADP
cana-6016	82	52	medical	medical	ADJ
cana-6016	82	53	tasks	task	NOUN
cana-6016	82	54	.	.	PUNCT
cana-6016	83	1	some	some	PRON
cana-6016	83	2	prioritize	prioritize	VERB
cana-6016	83	3	computational	computational	ADJ
cana-6016	83	4	efficiency	efficiency	NOUN
cana-6016	83	5	,	,	PUNCT
cana-6016	83	6	while	while	SCONJ
cana-6016	83	7	others	other	NOUN
cana-6016	83	8	offer	offer	VERB
cana-6016	83	9	superior	superior	ADJ
cana-6016	83	10	accuracy	accuracy	NOUN
cana-6016	83	11	or	or	CCONJ
cana-6016	83	12	generalizability	generalizability	NOUN
cana-6016	83	13	across	across	ADP
cana-6016	83	14	imaging	imaging	NOUN
cana-6016	83	15	modalities	modality	NOUN
cana-6016	83	16	.	.	PUNCT
cana-6016	84	1	this	this	DET
cana-6016	84	2	section	section	NOUN
cana-6016	84	3	evaluates	evaluate	VERB
cana-6016	84	4	cnn	cnn	PROPN
cana-6016	84	5	models	model	NOUN
cana-6016	84	6	in	in	ADP
cana-6016	84	7	terms	term	NOUN
cana-6016	84	8	of	of	ADP
cana-6016	84	9	their	their	PRON
cana-6016	84	10	performance	performance	NOUN
cana-6016	84	11	,	,	PUNCT
cana-6016	84	12	feasibility	feasibility	NOUN
cana-6016	84	13	,	,	PUNCT
cana-6016	84	14	and	and	CCONJ
cana-6016	84	15	effectiveness	effectiveness	NOUN
cana-6016	84	16	in	in	ADP
cana-6016	84	17	key	key	ADJ
cana-6016	84	18	healthcare	healthcare	NOUN
cana-6016	84	19	domains.[20	domains.[20	NOUN
cana-6016	84	20	]	]	PUNCT
cana-6016	84	21	3.1	3.1	NUM
cana-6016	84	22	radiology	radiology	NOUN
cana-6016	84	23	(	(	PUNCT
cana-6016	84	24	x	x	NOUN
cana-6016	84	25	-	-	NOUN
cana-6016	84	26	rays	ray	NOUN
cana-6016	84	27	,	,	PUNCT
cana-6016	84	28	ct	ct	PROPN
cana-6016	84	29	,	,	PUNCT
cana-6016	84	30	and	and	CCONJ
cana-6016	84	31	mri	mri	NOUN
cana-6016	84	32	)	)	PUNCT
cana-6016	84	33	radiology	radiology	NOUN
cana-6016	84	34	involves	involve	VERB
cana-6016	84	35	interpreting	interpret	VERB
cana-6016	84	36	complex	complex	ADJ
cana-6016	84	37	grayscale	grayscale	NOUN
cana-6016	84	38	images	image	NOUN
cana-6016	84	39	to	to	PART
cana-6016	84	40	identify	identify	VERB
cana-6016	84	41	anomalies	anomaly	NOUN
cana-6016	84	42	such	such	ADJ
cana-6016	84	43	as	as	ADP
cana-6016	84	44	tumors	tumor	NOUN
cana-6016	84	45	,	,	PUNCT
cana-6016	84	46	fractures	fracture	NOUN
cana-6016	84	47	,	,	PUNCT
cana-6016	84	48	and	and	CCONJ
cana-6016	84	49	infections	infection	NOUN
cana-6016	84	50	.	.	PUNCT
cana-6016	85	1	task	task	NOUN
cana-6016	85	2	best	good	ADJ
cana-6016	85	3	performing	performing	NOUN
cana-6016	85	4	models	model	NOUN
cana-6016	85	5	remarks	remark	VERB
cana-6016	85	6	chest	chest	NOUN
cana-6016	85	7	x	x	NOUN
cana-6016	85	8	-	-	NOUN
cana-6016	85	9	ray	ray	NOUN
cana-6016	85	10	classification	classification	NOUN
cana-6016	85	11	resnet	resnet	NOUN
cana-6016	85	12	,	,	PUNCT
cana-6016	85	13	densenet	densenet	NOUN
cana-6016	85	14	,	,	PUNCT
cana-6016	85	15	efficientnet	efficientnet	ADJ
cana-6016	85	16	high	high	ADJ
cana-6016	85	17	accuracy	accuracy	NOUN
cana-6016	85	18	on	on	ADP
cana-6016	85	19	pneumonia	pneumonia	NOUN
cana-6016	85	20	,	,	PUNCT
cana-6016	85	21	tb	tb	NOUN
cana-6016	85	22	,	,	PUNCT
cana-6016	85	23	covid19	covid19	NOUN
cana-6016	85	24	.	.	PUNCT
cana-6016	86	1	resnet-50	resnet-50	PROPN
cana-6016	86	2	is	be	AUX
cana-6016	86	3	widely	widely	ADV
cana-6016	86	4	used	use	VERB
cana-6016	86	5	.	.	PUNCT
cana-6016	87	1	lung	lung	NOUN
cana-6016	87	2	nodule	nodule	NOUN
cana-6016	87	3	detection	detection	NOUN
cana-6016	87	4	(	(	PUNCT
cana-6016	87	5	ct	ct	NOUN
cana-6016	87	6	)	)	PUNCT
cana-6016	87	7	densenet	densenet	NOUN
cana-6016	87	8	,	,	PUNCT
cana-6016	87	9	efficientnet	efficientnet	ADJ
cana-6016	87	10	dense	dense	ADJ
cana-6016	87	11	connections	connection	NOUN
cana-6016	87	12	improve	improve	VERB
cana-6016	87	13	subtle	subtle	ADJ
cana-6016	87	14	pattern	pattern	NOUN
cana-6016	87	15	recognition	recognition	NOUN
cana-6016	87	16	in	in	ADP
cana-6016	87	17	low	low	ADJ
cana-6016	87	18	-	-	PUNCT
cana-6016	87	19	contrast	contrast	NOUN
cana-6016	87	20	cts	cts	PROPN
cana-6016	87	21	.	.	PUNCT
cana-6016	88	1	brain	brain	NOUN
cana-6016	88	2	tumor	tumor	NOUN
cana-6016	88	3	classification	classification	NOUN
cana-6016	88	4	(	(	PUNCT
cana-6016	88	5	mri	mri	NOUN
cana-6016	88	6	)	)	PUNCT
cana-6016	88	7	vggnet	vggnet	NOUN
cana-6016	88	8	,	,	PUNCT
cana-6016	88	9	efficientnet	efficientnet	NOUN
cana-6016	88	10	transfer	transfer	NOUN
cana-6016	88	11	learning	learning	NOUN
cana-6016	88	12	from	from	ADP
cana-6016	88	13	imagenet	imagenet	NOUN
cana-6016	88	14	offers	offer	VERB
cana-6016	88	15	good	good	ADJ
cana-6016	88	16	performance	performance	NOUN
cana-6016	88	17	on	on	ADP
cana-6016	88	18	mri	mri	NOUN
cana-6016	88	19	slices	slice	NOUN
cana-6016	88	20	.	.	PUNCT
cana-6016	89	1	recommendation	recommendation	NOUN
cana-6016	89	2	:	:	PUNCT
cana-6016	89	3	for	for	ADP
cana-6016	89	4	hospital	hospital	NOUN
cana-6016	89	5	pacs	pac	NOUN
cana-6016	89	6	integration	integration	NOUN
cana-6016	89	7	,	,	PUNCT
cana-6016	89	8	efficientnet	efficientnet	NOUN
cana-6016	89	9	(	(	PUNCT
cana-6016	89	10	b4	b4	NOUN
cana-6016	89	11	+	+	NOUN
cana-6016	89	12	)	)	PUNCT
cana-6016	89	13	is	be	AUX
cana-6016	89	14	ideal	ideal	ADJ
cana-6016	89	15	due	due	ADP
cana-6016	89	16	to	to	ADP
cana-6016	89	17	scalability	scalability	NOUN
cana-6016	89	18	;	;	PUNCT
cana-6016	89	19	mobilenet	mobilenet	NOUN
cana-6016	89	20	is	be	AUX
cana-6016	89	21	suitable	suitable	ADJ
cana-6016	89	22	for	for	ADP
cana-6016	89	23	low	low	ADJ
cana-6016	89	24	-	-	PUNCT
cana-6016	89	25	cost	cost	NOUN
cana-6016	89	26	radiology	radiology	NOUN
cana-6016	89	27	centers[18	centers[18	PROPN
cana-6016	89	28	]	]	PUNCT
cana-6016	89	29	.	.	PUNCT
cana-6016	90	1	3.2	3.2	NUM
cana-6016	90	2	histopathology	histopathology	NOUN
cana-6016	90	3	histopathology	histopathology	NOUN
cana-6016	90	4	involves	involve	VERB
cana-6016	90	5	microscopic	microscopic	ADJ
cana-6016	90	6	analysis	analysis	NOUN
cana-6016	90	7	of	of	ADP
cana-6016	90	8	tissue	tissue	NOUN
cana-6016	90	9	samples	sample	NOUN
cana-6016	90	10	—	—	PUNCT
cana-6016	90	11	often	often	ADV
cana-6016	90	12	with	with	ADP
cana-6016	90	13	extremely	extremely	ADV
cana-6016	90	14	highresolution	highresolution	NOUN
cana-6016	90	15	images	image	NOUN
cana-6016	90	16	.	.	PUNCT
cana-6016	91	1	aspect	aspect	NOUN
cana-6016	91	2	traditional	traditional	ADJ
cana-6016	91	3	ml	ml	INTJ
cana-6016	91	4	(	(	PUNCT
cana-6016	91	5	e.g.	e.g.	ADV
cana-6016	91	6	,	,	PUNCT
cana-6016	91	7	svm	svm	ADJ
cana-6016	91	8	,	,	PUNCT
cana-6016	91	9	random	random	ADJ
cana-6016	91	10	forest	forest	NOUN
cana-6016	91	11	)	)	PUNCT
cana-6016	91	12	cnns	cnns	PROPN
cana-6016	91	13	feature	feature	NOUN
cana-6016	91	14	extraction	extraction	NOUN
cana-6016	91	15	manual	manual	NOUN
cana-6016	91	16	(	(	PUNCT
cana-6016	91	17	by	by	ADP
cana-6016	91	18	experts	expert	NOUN
cana-6016	91	19	)	)	PUNCT
cana-6016	91	20	automatic	automatic	ADJ
cana-6016	91	21	(	(	PUNCT
cana-6016	91	22	learned	learn	VERB
cana-6016	91	23	from	from	ADP
cana-6016	91	24	data	data	NOUN
cana-6016	91	25	)	)	PUNCT
cana-6016	91	26	performance	performance	NOUN
cana-6016	91	27	on	on	ADP
cana-6016	91	28	raw	raw	ADJ
cana-6016	91	29	images	image	NOUN
cana-6016	91	30	poor	poor	ADJ
cana-6016	91	31	to	to	PART
cana-6016	91	32	moderate	moderate	VERB
cana-6016	91	33	excellent	excellent	ADJ
cana-6016	91	34	scalability	scalability	NOUN
cana-6016	91	35	limited	limit	VERB
cana-6016	91	36	high	high	ADJ
cana-6016	91	37	data	datum	NOUN
cana-6016	91	38	requirement	requirement	NOUN
cana-6016	91	39	lower	lower	ADV
cana-6016	91	40	higher	high	ADJ
cana-6016	91	41	(	(	PUNCT
cana-6016	91	42	but	but	CCONJ
cana-6016	91	43	generalizable	generalizable	ADJ
cana-6016	91	44	)	)	PUNCT
cana-6016	91	45	interpretability	interpretability	NOUN
cana-6016	91	46	moderate	moderate	ADJ
cana-6016	91	47	(	(	PUNCT
cana-6016	91	48	e.g.	e.g.	ADJ
cana-6016	91	49	,	,	PUNCT
cana-6016	91	50	decision	decision	NOUN
cana-6016	91	51	trees	tree	NOUN
cana-6016	91	52	)	)	PUNCT
cana-6016	91	53	low	low	NOUN
cana-6016	91	54	(	(	PUNCT
cana-6016	91	55	but	but	CCONJ
cana-6016	91	56	improving	improve	VERB
cana-6016	91	57	with	with	ADP
cana-6016	91	58	xai	xai	PROPN
cana-6016	91	59	methods	method	NOUN
cana-6016	91	60	)	)	PUNCT
cana-6016	91	61	communications	communication	NOUN
cana-6016	91	62	on	on	ADP
cana-6016	91	63	applied	apply	VERB
cana-6016	91	64	nonlinear	nonlinear	ADJ
cana-6016	91	65	analysis	analysis	NOUN
cana-6016	91	66	issn	issn	NOUN
cana-6016	91	67	:	:	PUNCT
cana-6016	91	68	1074	1074	NUM
cana-6016	91	69	-	-	PUNCT
cana-6016	91	70	133x	133x	NUM
cana-6016	91	71	vol	vol	NOUN
cana-6016	91	72	32	32	NUM
cana-6016	91	73	no	no	NOUN
cana-6016	91	74	.	.	NOUN
cana-6016	91	75	1	1	NUM
cana-6016	91	76	(	(	PUNCT
cana-6016	91	77	2025	2025	NUM
cana-6016	91	78	)	)	PUNCT
cana-6016	91	79	589	589	NUM
cana-6016	91	80	https://internationalpubls.com	https://internationalpubls.com	X
cana-6016	91	81	task	task	NOUN
cana-6016	91	82	best	well	ADV
cana-6016	91	83	performing	performing	NOUN
cana-6016	91	84	models	model	NOUN
cana-6016	91	85	remarks	remark	VERB
cana-6016	91	86	breast	breast	NOUN
cana-6016	91	87	cancer	cancer	NOUN
cana-6016	91	88	detection	detection	NOUN
cana-6016	91	89	densenet	densenet	NOUN
cana-6016	91	90	,	,	PUNCT
cana-6016	91	91	efficientnet	efficientnet	NOUN
cana-6016	91	92	captures	capture	VERB
cana-6016	91	93	fine	fine	ADV
cana-6016	91	94	-	-	PUNCT
cana-6016	91	95	grained	grain	VERB
cana-6016	91	96	texture	texture	NOUN
cana-6016	91	97	;	;	PUNCT
cana-6016	91	98	efficientnet	efficientnet	NOUN
cana-6016	91	99	gives	give	VERB
cana-6016	91	100	faster	fast	ADJ
cana-6016	91	101	,	,	PUNCT
cana-6016	91	102	reliable	reliable	ADJ
cana-6016	91	103	results	result	NOUN
cana-6016	91	104	.	.	PUNCT
cana-6016	92	1	colon	colon	NOUN
cana-6016	92	2	cancer	cancer	NOUN
cana-6016	92	3	grading	grading	NOUN
cana-6016	92	4	resnet	resnet	NOUN
cana-6016	92	5	,	,	PUNCT
cana-6016	92	6	vggnet	vggnet	PROPN
cana-6016	92	7	resnet-101	resnet-101	NOUN
cana-6016	92	8	performs	perform	VERB
cana-6016	92	9	well	well	ADV
cana-6016	92	10	on	on	ADP
cana-6016	92	11	large	large	ADJ
cana-6016	92	12	histological	histological	ADJ
cana-6016	92	13	datasets	dataset	NOUN
cana-6016	92	14	.	.	PUNCT
cana-6016	93	1	cell	cell	NOUN
cana-6016	93	2	segmentation	segmentation	NOUN
cana-6016	93	3	(	(	PUNCT
cana-6016	93	4	nucleus	nucleus	NOUN
cana-6016	93	5	/	/	SYM
cana-6016	93	6	cytoplasm	cytoplasm	ADJ
cana-6016	93	7	)	)	PUNCT
cana-6016	93	8	u	u	NOUN
cana-6016	93	9	-	-	NOUN
cana-6016	93	10	net	net	ADJ
cana-6016	93	11	(	(	PUNCT
cana-6016	93	12	resnetbased	resnetbase	VERB
cana-6016	93	13	)	)	PUNCT
cana-6016	93	14	resnet	resnet	NOUN
cana-6016	93	15	as	as	ADP
cana-6016	93	16	a	a	DET
cana-6016	93	17	backbone	backbone	NOUN
cana-6016	93	18	for	for	ADP
cana-6016	93	19	u	u	NOUN
cana-6016	93	20	-	-	ADJ
cana-6016	93	21	net	net	ADJ
cana-6016	93	22	yields	yield	NOUN
cana-6016	93	23	top	top	VERB
cana-6016	93	24	results	result	NOUN
cana-6016	93	25	in	in	ADP
cana-6016	93	26	segmentation	segmentation	NOUN
cana-6016	93	27	tasks	task	NOUN
cana-6016	93	28	.	.	PUNCT
cana-6016	94	1	recommendation	recommendation	NOUN
cana-6016	94	2	:	:	PUNCT
cana-6016	94	3	for	for	ADP
cana-6016	94	4	tasks	task	NOUN
cana-6016	94	5	needing	need	VERB
cana-6016	94	6	ultra	ultra	ADJ
cana-6016	94	7	-	-	ADJ
cana-6016	94	8	fine	fine	ADJ
cana-6016	94	9	pattern	pattern	NOUN
cana-6016	94	10	recognition	recognition	NOUN
cana-6016	94	11	,	,	PUNCT
cana-6016	94	12	densenet	densenet	NOUN
cana-6016	94	13	and	and	CCONJ
cana-6016	94	14	efficientnet	efficientnet	NOUN
cana-6016	94	15	provide	provide	VERB
cana-6016	94	16	best	good	ADJ
cana-6016	94	17	balance	balance	NOUN
cana-6016	94	18	of	of	ADP
cana-6016	94	19	sensitivity	sensitivity	NOUN
cana-6016	94	20	and	and	CCONJ
cana-6016	94	21	efficiency[17	efficiency[17	PROPN
cana-6016	94	22	]	]	PUNCT
cana-6016	94	23	.	.	PUNCT
cana-6016	95	1	3.3	3.3	NUM
cana-6016	95	2	ophthalmology	ophthalmology	NOUN
cana-6016	95	3	(	(	PUNCT
cana-6016	95	4	retinal	retinal	ADJ
cana-6016	95	5	and	and	CCONJ
cana-6016	95	6	fundus	fundus	NOUN
cana-6016	95	7	imaging	imaging	NOUN
cana-6016	95	8	)	)	PUNCT
cana-6016	95	9	cnns	cnn	NOUN
cana-6016	95	10	are	be	AUX
cana-6016	95	11	widely	widely	ADV
cana-6016	95	12	used	use	VERB
cana-6016	95	13	in	in	ADP
cana-6016	95	14	diagnosing	diagnose	VERB
cana-6016	95	15	vision	vision	NOUN
cana-6016	95	16	-	-	PUNCT
cana-6016	95	17	threatening	threaten	VERB
cana-6016	95	18	conditions	condition	NOUN
cana-6016	95	19	from	from	ADP
cana-6016	95	20	fundus	fundus	NOUN
cana-6016	95	21	images	image	NOUN
cana-6016	95	22	.	.	PUNCT
cana-6016	96	1	recommendation	recommendation	NOUN
cana-6016	96	2	:	:	PUNCT
cana-6016	96	3	for	for	ADP
cana-6016	96	4	rural	rural	ADJ
cana-6016	96	5	eye	eye	NOUN
cana-6016	96	6	screening	screen	VERB
cana-6016	96	7	programs	program	NOUN
cana-6016	96	8	,	,	PUNCT
cana-6016	96	9	mobilenet	mobilenet	NOUN
cana-6016	96	10	is	be	AUX
cana-6016	96	11	excellent	excellent	ADJ
cana-6016	96	12	;	;	PUNCT
cana-6016	96	13	efficientnet	efficientnet	NOUN
cana-6016	96	14	suits	suit	NOUN
cana-6016	96	15	cloud	cloud	ADV
cana-6016	96	16	-	-	PUNCT
cana-6016	96	17	connected	connect	VERB
cana-6016	96	18	retinal	retinal	ADJ
cana-6016	96	19	diagnosis	diagnosis	NOUN
cana-6016	96	20	tools[15	tools[15	NOUN
cana-6016	96	21	]	]	PUNCT
cana-6016	96	22	.	.	PUNCT
cana-6016	97	1	task	task	NOUN
cana-6016	97	2	best	good	ADJ
cana-6016	97	3	performing	performing	NOUN
cana-6016	97	4	models	model	NOUN
cana-6016	97	5	remarks	remark	VERB
cana-6016	97	6	diabetic	diabetic	ADJ
cana-6016	97	7	retinopathy	retinopathy	ADJ
cana-6016	97	8	detection	detection	NOUN
cana-6016	97	9	vggnet	vggnet	NOUN
cana-6016	97	10	,	,	PUNCT
cana-6016	97	11	resnet	resnet	NOUN
cana-6016	97	12	,	,	PUNCT
cana-6016	97	13	efficientnet	efficientnet	ADJ
cana-6016	97	14	efficientnet	efficientnet	NOUN
cana-6016	97	15	achieves	achieve	VERB
cana-6016	97	16	highest	high	ADJ
cana-6016	97	17	accuracy	accuracy	NOUN
cana-6016	97	18	on	on	ADP
cana-6016	97	19	kaggle	kaggle	ADJ
cana-6016	97	20	eyepacs	eyepac	NOUN
cana-6016	97	21	dataset	dataset	NOUN
cana-6016	97	22	.	.	PUNCT
cana-6016	98	1	glaucoma	glaucoma	NOUN
cana-6016	98	2	classification	classification	NOUN
cana-6016	98	3	mobilenet	mobilenet	NOUN
cana-6016	98	4	,	,	PUNCT
cana-6016	98	5	resnet	resnet	NOUN
cana-6016	98	6	mobilenet	mobilenet	NOUN
cana-6016	98	7	enables	enable	VERB
cana-6016	98	8	real	real	ADJ
cana-6016	98	9	-	-	PUNCT
cana-6016	98	10	time	time	NOUN
cana-6016	98	11	screening	screening	NOUN
cana-6016	98	12	on	on	ADP
cana-6016	98	13	mobile	mobile	ADJ
cana-6016	98	14	eye	eye	NOUN
cana-6016	98	15	exam	exam	NOUN
cana-6016	98	16	tools	tool	NOUN
cana-6016	98	17	.	.	PUNCT
cana-6016	99	1	blood	blood	NOUN
cana-6016	99	2	vessel	vessel	NOUN
cana-6016	99	3	segmentation	segmentation	NOUN
cana-6016	99	4	densenet	densenet	NOUN
cana-6016	99	5	,	,	PUNCT
cana-6016	99	6	resunet	resunet	ADJ
cana-6016	99	7	dense	dense	ADJ
cana-6016	99	8	connections	connection	NOUN
cana-6016	99	9	improve	improve	VERB
cana-6016	99	10	detail	detail	NOUN
cana-6016	99	11	recognition	recognition	NOUN
cana-6016	99	12	in	in	ADP
cana-6016	99	13	retinal	retinal	ADJ
cana-6016	99	14	vasculature	vasculature	NOUN
cana-6016	99	15	.	.	PUNCT
cana-6016	100	1	3.4	3.4	NUM
cana-6016	100	2	dermatology	dermatology	NOUN
cana-6016	100	3	(	(	PUNCT
cana-6016	100	4	skin	skin	NOUN
cana-6016	100	5	disease	disease	NOUN
cana-6016	100	6	classification	classification	NOUN
cana-6016	100	7	)	)	PUNCT
cana-6016	100	8	dermatological	dermatological	ADJ
cana-6016	100	9	diagnosis	diagnosis	NOUN
cana-6016	100	10	requires	require	VERB
cana-6016	100	11	color	color	NOUN
cana-6016	100	12	image	image	NOUN
cana-6016	100	13	analysis	analysis	NOUN
cana-6016	100	14	with	with	ADP
cana-6016	100	15	fine	fine	ADJ
cana-6016	100	16	detail	detail	NOUN
cana-6016	100	17	recognition	recognition	NOUN
cana-6016	100	18	.	.	PUNCT
cana-6016	101	1	task	task	NOUN
cana-6016	101	2	best	good	ADJ
cana-6016	101	3	performing	performing	NOUN
cana-6016	101	4	models	model	NOUN
cana-6016	101	5	remarks	remark	VERB
cana-6016	101	6	skin	skin	NOUN
cana-6016	101	7	cancer	cancer	NOUN
cana-6016	101	8	(	(	PUNCT
cana-6016	101	9	melanoma	melanoma	NOUN
cana-6016	101	10	)	)	PUNCT
cana-6016	101	11	classification	classification	NOUN
cana-6016	101	12	densenet	densenet	NOUN
cana-6016	101	13	,	,	PUNCT
cana-6016	101	14	resnet	resnet	NOUN
cana-6016	101	15	,	,	PUNCT
cana-6016	101	16	efficientnet	efficientnet	ADJ
cana-6016	101	17	efficientnet	efficientnet	NOUN
cana-6016	101	18	and	and	CCONJ
cana-6016	101	19	densenet	densenet	NOUN
cana-6016	101	20	outperform	outperform	NOUN
cana-6016	101	21	traditional	traditional	ADJ
cana-6016	101	22	dermoscopy	dermoscopy	NOUN
cana-6016	101	23	scoring	scoring	NOUN
cana-6016	101	24	.	.	PUNCT
cana-6016	102	1	rash	rash	ADJ
cana-6016	102	2	and	and	CCONJ
cana-6016	102	3	acne	acne	NOUN
cana-6016	102	4	detection	detection	NOUN
cana-6016	102	5	mobilenet	mobilenet	NOUN
cana-6016	102	6	,	,	PUNCT
cana-6016	102	7	vggnet	vggnet	PROPN
cana-6016	102	8	used	use	VERB
cana-6016	102	9	in	in	ADP
cana-6016	102	10	smartphone	smartphone	NOUN
cana-6016	102	11	-	-	PUNCT
cana-6016	102	12	based	base	VERB
cana-6016	102	13	dermatology	dermatology	NOUN
cana-6016	102	14	apps	app	NOUN
cana-6016	102	15	.	.	PUNCT
cana-6016	103	1	communications	communication	NOUN
cana-6016	103	2	on	on	ADP
cana-6016	103	3	applied	apply	VERB
cana-6016	103	4	nonlinear	nonlinear	ADJ
cana-6016	103	5	analysis	analysis	NOUN
cana-6016	103	6	issn	issn	NOUN
cana-6016	103	7	:	:	PUNCT
cana-6016	103	8	1074	1074	NUM
cana-6016	103	9	-	-	PUNCT
cana-6016	103	10	133x	133x	NUM
cana-6016	103	11	vol	vol	NOUN
cana-6016	103	12	32	32	NUM
cana-6016	103	13	no	no	NOUN
cana-6016	103	14	.	.	NOUN
cana-6016	103	15	1	1	NUM
cana-6016	103	16	(	(	PUNCT
cana-6016	103	17	2025	2025	NUM
cana-6016	103	18	)	)	PUNCT
cana-6016	103	19	590	590	NUM
cana-6016	103	20	https://internationalpubls.com	https://internationalpubls.com	X
cana-6016	103	21	recommendation	recommendation	NOUN
cana-6016	103	22	:	:	PUNCT
cana-6016	103	23	mobilenet	mobilenet	NOUN
cana-6016	103	24	enables	enable	VERB
cana-6016	103	25	mobile	mobile	ADJ
cana-6016	103	26	self	self	NOUN
cana-6016	103	27	-	-	PUNCT
cana-6016	103	28	screening	screen	VERB
cana-6016	103	29	apps	app	NOUN
cana-6016	103	30	;	;	PUNCT
cana-6016	103	31	efficientnet	efficientnet	NOUN
cana-6016	103	32	is	be	AUX
cana-6016	103	33	more	more	ADV
cana-6016	103	34	suited	suited	ADJ
cana-6016	103	35	for	for	ADP
cana-6016	103	36	dermatology	dermatology	NOUN
cana-6016	103	37	clinics	clinic	NOUN
cana-6016	103	38	and	and	CCONJ
cana-6016	103	39	remote	remote	ADJ
cana-6016	103	40	consultation	consultation	NOUN
cana-6016	103	41	platforms[21	platforms[21	PROPN
cana-6016	103	42	]	]	X
cana-6016	103	43	.	.	PUNCT
cana-6016	104	1	3.5	3.5	NUM
cana-6016	104	2	covid-19	covid-19	PROPN
cana-6016	104	3	and	and	CCONJ
cana-6016	104	4	pandemic	pandemic	ADJ
cana-6016	104	5	use	use	NOUN
cana-6016	104	6	cases	case	NOUN
cana-6016	104	7	during	during	ADP
cana-6016	104	8	the	the	DET
cana-6016	104	9	covid-19	covid-19	PROPN
cana-6016	104	10	pandemic	pandemic	NOUN
cana-6016	104	11	,	,	PUNCT
cana-6016	104	12	cnns	cnn	NOUN
cana-6016	104	13	played	play	VERB
cana-6016	104	14	a	a	DET
cana-6016	104	15	crucial	crucial	ADJ
cana-6016	104	16	role	role	NOUN
cana-6016	104	17	in	in	ADP
cana-6016	104	18	fast	fast	ADJ
cana-6016	104	19	-	-	PUNCT
cana-6016	104	20	track	track	NOUN
cana-6016	104	21	diagnostics	diagnostic	NOUN
cana-6016	104	22	and	and	CCONJ
cana-6016	104	23	triage	triage	NOUN
cana-6016	104	24	systems	system	NOUN
cana-6016	104	25	.	.	PUNCT
cana-6016	105	1	task	task	NOUN
cana-6016	105	2	best	good	ADJ
cana-6016	105	3	performing	performing	NOUN
cana-6016	105	4	models	model	NOUN
cana-6016	105	5	remarks	remark	VERB
cana-6016	105	6	chest	chest	NOUN
cana-6016	105	7	x	x	NOUN
cana-6016	105	8	-	-	NOUN
cana-6016	105	9	ray	ray	NOUN
cana-6016	105	10	classification	classification	NOUN
cana-6016	105	11	resnet	resnet	NOUN
cana-6016	105	12	,	,	PUNCT
cana-6016	105	13	densenet	densenet	NOUN
cana-6016	105	14	,	,	PUNCT
cana-6016	105	15	efficientnet	efficientnet	NOUN
cana-6016	105	16	used	use	VERB
cana-6016	105	17	for	for	ADP
cana-6016	105	18	rapid	rapid	ADJ
cana-6016	105	19	triaging	triaging	NOUN
cana-6016	105	20	of	of	ADP
cana-6016	105	21	suspected	suspect	VERB
cana-6016	105	22	covid-19	covid-19	PROPN
cana-6016	105	23	patients	patient	NOUN
cana-6016	105	24	.	.	PUNCT
cana-6016	106	1	ct	ct	PROPN
cana-6016	106	2	-	-	PUNCT
cana-6016	106	3	based	base	VERB
cana-6016	106	4	lung	lung	NOUN
cana-6016	106	5	segmentation	segmentation	NOUN
cana-6016	106	6	u	u	NOUN
cana-6016	106	7	-	-	NOUN
cana-6016	106	8	net	net	ADJ
cana-6016	106	9	(	(	PUNCT
cana-6016	106	10	resnet	resnet	NOUN
cana-6016	106	11	/	/	SYM
cana-6016	106	12	densenet	densenet	NOUN
cana-6016	106	13	)	)	PUNCT
cana-6016	106	14	accurate	accurate	ADJ
cana-6016	106	15	lung	lung	NOUN
cana-6016	106	16	boundary	boundary	PROPN
cana-6016	106	17	mapping	mapping	NOUN
cana-6016	106	18	supports	support	VERB
cana-6016	106	19	covid	covid	PROPN
cana-6016	106	20	severity	severity	NOUN
cana-6016	106	21	scoring	scoring	NOUN
cana-6016	106	22	.	.	PUNCT
cana-6016	107	1	recommendation	recommendation	NOUN
cana-6016	107	2	:	:	PUNCT
cana-6016	107	3	efficientnet	efficientnet	NOUN
cana-6016	107	4	and	and	CCONJ
cana-6016	107	5	resnet	resnet	NOUN
cana-6016	107	6	-	-	PUNCT
cana-6016	107	7	based	base	VERB
cana-6016	107	8	pipelines	pipeline	NOUN
cana-6016	107	9	offer	offer	VERB
cana-6016	107	10	excellent	excellent	ADJ
cana-6016	107	11	balance	balance	NOUN
cana-6016	107	12	between	between	ADP
cana-6016	107	13	detection	detection	NOUN
cana-6016	107	14	speed	speed	NOUN
cana-6016	107	15	and	and	CCONJ
cana-6016	107	16	clinical	clinical	ADJ
cana-6016	107	17	accuracy	accuracy	NOUN
cana-6016	107	18	.	.	PUNCT
cana-6016	108	1	4	4	X
cana-6016	108	2	.	.	X
cana-6016	108	3	applications	application	NOUN
cana-6016	108	4	in	in	ADP
cana-6016	108	5	healthcare	healthcare	PROPN
cana-6016	108	6	convolutional	convolutional	ADJ
cana-6016	108	7	neural	neural	ADJ
cana-6016	108	8	networks	network	NOUN
cana-6016	108	9	(	(	PUNCT
cana-6016	108	10	cnns	cnns	PROPN
cana-6016	108	11	)	)	PUNCT
cana-6016	108	12	have	have	AUX
cana-6016	108	13	become	become	VERB
cana-6016	108	14	integral	integral	ADJ
cana-6016	108	15	to	to	ADP
cana-6016	108	16	modern	modern	ADJ
cana-6016	108	17	healthcare	healthcare	NOUN
cana-6016	108	18	,	,	PUNCT
cana-6016	108	19	serving	serve	VERB
cana-6016	108	20	not	not	PART
cana-6016	108	21	only	only	ADV
cana-6016	108	22	as	as	ADP
cana-6016	108	23	research	research	NOUN
cana-6016	108	24	tools	tool	NOUN
cana-6016	108	25	but	but	CCONJ
cana-6016	108	26	also	also	ADV
cana-6016	108	27	as	as	ADP
cana-6016	108	28	practical	practical	ADJ
cana-6016	108	29	,	,	PUNCT
cana-6016	108	30	often	often	ADV
cana-6016	108	31	life	life	NOUN
cana-6016	108	32	-	-	PUNCT
cana-6016	108	33	saving	save	VERB
cana-6016	108	34	systems	system	NOUN
cana-6016	108	35	deployed	deploy	VERB
cana-6016	108	36	in	in	ADP
cana-6016	108	37	clinics	clinic	NOUN
cana-6016	108	38	,	,	PUNCT
cana-6016	108	39	laboratories	laboratory	NOUN
cana-6016	108	40	,	,	PUNCT
cana-6016	108	41	and	and	CCONJ
cana-6016	108	42	mobile	mobile	ADJ
cana-6016	108	43	devices	device	NOUN
cana-6016	108	44	.	.	PUNCT
cana-6016	109	1	their	their	PRON
cana-6016	109	2	impact	impact	NOUN
cana-6016	109	3	spans	span	VERB
cana-6016	109	4	a	a	DET
cana-6016	109	5	wide	wide	ADJ
cana-6016	109	6	range	range	NOUN
cana-6016	109	7	of	of	ADP
cana-6016	109	8	medical	medical	ADJ
cana-6016	109	9	disciplines	discipline	NOUN
cana-6016	109	10	,	,	PUNCT
cana-6016	109	11	significantly	significantly	ADV
cana-6016	109	12	transforming	transform	VERB
cana-6016	109	13	how	how	SCONJ
cana-6016	109	14	data	datum	NOUN
cana-6016	109	15	is	be	AUX
cana-6016	109	16	interpreted	interpret	VERB
cana-6016	109	17	and	and	CCONJ
cana-6016	109	18	healthcare	healthcare	NOUN
cana-6016	109	19	is	be	AUX
cana-6016	109	20	delivered	deliver	VERB
cana-6016	109	21	.	.	PUNCT
cana-6016	110	1	radiology	radiology	NOUN
cana-6016	110	2	and	and	CCONJ
cana-6016	110	3	diagnostic	diagnostic	ADJ
cana-6016	110	4	imaging	imaging	NOUN
cana-6016	110	5	in	in	ADP
cana-6016	110	6	radiology	radiology	NOUN
cana-6016	110	7	,	,	PUNCT
cana-6016	110	8	cnns	cnn	NOUN
cana-6016	110	9	are	be	AUX
cana-6016	110	10	extensively	extensively	ADV
cana-6016	110	11	used	use	VERB
cana-6016	110	12	to	to	PART
cana-6016	110	13	automate	automate	VERB
cana-6016	110	14	the	the	DET
cana-6016	110	15	interpretation	interpretation	NOUN
cana-6016	110	16	of	of	ADP
cana-6016	110	17	imaging	imaging	NOUN
cana-6016	110	18	modalities	modality	NOUN
cana-6016	110	19	such	such	ADJ
cana-6016	110	20	as	as	ADP
cana-6016	110	21	x	x	NOUN
cana-6016	110	22	-	-	NOUN
cana-6016	110	23	rays	ray	NOUN
cana-6016	110	24	,	,	PUNCT
cana-6016	110	25	ct	ct	NUM
cana-6016	110	26	scans	scan	NOUN
cana-6016	110	27	,	,	PUNCT
cana-6016	110	28	and	and	CCONJ
cana-6016	110	29	mris	mris	NOUN
cana-6016	110	30	.	.	PUNCT
cana-6016	111	1	they	they	PRON
cana-6016	111	2	support	support	VERB
cana-6016	111	3	radiologists	radiologist	NOUN
cana-6016	111	4	by	by	ADP
cana-6016	111	5	detecting	detect	VERB
cana-6016	111	6	conditions	condition	NOUN
cana-6016	111	7	like	like	ADP
cana-6016	111	8	pneumonia	pneumonia	NOUN
cana-6016	111	9	,	,	PUNCT
cana-6016	111	10	tuberculosis	tuberculosis	NOUN
cana-6016	111	11	,	,	PUNCT
cana-6016	111	12	and	and	CCONJ
cana-6016	111	13	covid-19	covid-19	PROPN
cana-6016	111	14	from	from	ADP
cana-6016	111	15	chest	chest	NOUN
cana-6016	111	16	x	x	NOUN
cana-6016	111	17	-	-	NOUN
cana-6016	111	18	rays	ray	NOUN
cana-6016	111	19	,	,	PUNCT
cana-6016	111	20	segmenting	segment	VERB
cana-6016	111	21	tumors	tumor	NOUN
cana-6016	111	22	and	and	CCONJ
cana-6016	111	23	anatomical	anatomical	ADJ
cana-6016	111	24	regions	region	NOUN
cana-6016	111	25	in	in	ADP
cana-6016	111	26	ct	ct	NUM
cana-6016	111	27	and	and	CCONJ
cana-6016	111	28	mri	mri	NOUN
cana-6016	111	29	scans	scan	NOUN
cana-6016	111	30	,	,	PUNCT
cana-6016	111	31	and	and	CCONJ
cana-6016	111	32	classifying	classify	VERB
cana-6016	111	33	lesions	lesion	NOUN
cana-6016	111	34	in	in	ADP
cana-6016	111	35	brain	brain	NOUN
cana-6016	111	36	imaging	imaging	NOUN
cana-6016	111	37	.	.	PUNCT
cana-6016	112	1	a	a	DET
cana-6016	112	2	notable	notable	ADJ
cana-6016	112	3	real	real	ADJ
cana-6016	112	4	-	-	PUNCT
cana-6016	112	5	world	world	NOUN
cana-6016	112	6	example	example	NOUN
cana-6016	112	7	is	be	AUX
cana-6016	112	8	the	the	DET
cana-6016	112	9	use	use	NOUN
cana-6016	112	10	of	of	ADP
cana-6016	112	11	computer	computer	NOUN
cana-6016	112	12	-	-	PUNCT
cana-6016	112	13	aided	aid	VERB
cana-6016	112	14	diagnosis	diagnosis	NOUN
cana-6016	112	15	(	(	PUNCT
cana-6016	112	16	cadx	cadx	NOUN
cana-6016	112	17	)	)	PUNCT
cana-6016	112	18	systems	system	NOUN
cana-6016	112	19	based	base	VERB
cana-6016	112	20	on	on	ADP
cana-6016	112	21	models	model	NOUN
cana-6016	112	22	like	like	ADP
cana-6016	112	23	resnet-50	resnet-50	NOUN
cana-6016	112	24	,	,	PUNCT
cana-6016	112	25	which	which	PRON
cana-6016	112	26	have	have	AUX
cana-6016	112	27	demonstrated	demonstrate	VERB
cana-6016	112	28	higher	high	ADJ
cana-6016	112	29	sensitivity	sensitivity	NOUN
cana-6016	112	30	in	in	ADP
cana-6016	112	31	detecting	detect	VERB
cana-6016	112	32	lung	lung	NOUN
cana-6016	112	33	nodules	nodule	NOUN
cana-6016	112	34	during	during	ADP
cana-6016	112	35	early	early	ADJ
cana-6016	112	36	-	-	PUNCT
cana-6016	112	37	stage	stage	NOUN
cana-6016	112	38	cancer	cancer	NOUN
cana-6016	112	39	diagnosis	diagnosis	NOUN
cana-6016	112	40	than	than	ADP
cana-6016	112	41	human	human	ADJ
cana-6016	112	42	experts	expert	NOUN
cana-6016	112	43	.	.	PUNCT
cana-6016	113	1	histopathology	histopathology	NOUN
cana-6016	113	2	and	and	CCONJ
cana-6016	113	3	microscopy	microscopy	PROPN
cana-6016	113	4	cnns	cnn	NOUN
cana-6016	113	5	play	play	VERB
cana-6016	113	6	a	a	DET
cana-6016	113	7	pivotal	pivotal	ADJ
cana-6016	113	8	role	role	NOUN
cana-6016	113	9	in	in	ADP
cana-6016	113	10	histopathology	histopathology	NOUN
cana-6016	113	11	,	,	PUNCT
cana-6016	113	12	where	where	SCONJ
cana-6016	113	13	they	they	PRON
cana-6016	113	14	are	be	AUX
cana-6016	113	15	used	use	VERB
cana-6016	113	16	to	to	PART
cana-6016	113	17	analyze	analyze	VERB
cana-6016	113	18	tissue	tissue	NOUN
cana-6016	113	19	samples	sample	NOUN
cana-6016	113	20	for	for	ADP
cana-6016	113	21	cancer	cancer	NOUN
cana-6016	113	22	diagnosis	diagnosis	NOUN
cana-6016	113	23	and	and	CCONJ
cana-6016	113	24	grading	grading	NOUN
cana-6016	113	25	.	.	PUNCT
cana-6016	114	1	these	these	DET
cana-6016	114	2	models	model	NOUN
cana-6016	114	3	can	can	AUX
cana-6016	114	4	distinguish	distinguish	VERB
cana-6016	114	5	between	between	ADP
cana-6016	114	6	cancerous	cancerous	ADJ
cana-6016	114	7	and	and	CCONJ
cana-6016	114	8	noncancerous	noncancerous	ADJ
cana-6016	114	9	tissues	tissue	NOUN
cana-6016	114	10	,	,	PUNCT
cana-6016	114	11	identify	identify	VERB
cana-6016	114	12	mitotic	mitotic	ADJ
cana-6016	114	13	figures	figure	NOUN
cana-6016	114	14	in	in	ADP
cana-6016	114	15	high	high	ADJ
cana-6016	114	16	-	-	PUNCT
cana-6016	114	17	resolution	resolution	NOUN
cana-6016	114	18	histological	histological	ADJ
cana-6016	114	19	slides	slide	NOUN
cana-6016	114	20	,	,	PUNCT
cana-6016	114	21	and	and	CCONJ
cana-6016	114	22	segment	segment	NOUN
cana-6016	114	23	cellular	cellular	ADJ
cana-6016	114	24	components	component	NOUN
cana-6016	114	25	such	such	ADJ
cana-6016	114	26	as	as	ADP
cana-6016	114	27	nuclei	nucleus	NOUN
cana-6016	114	28	and	and	CCONJ
cana-6016	114	29	cytoplasm	cytoplasm	NOUN
cana-6016	114	30	.	.	PUNCT
cana-6016	115	1	for	for	ADP
cana-6016	115	2	example	example	NOUN
cana-6016	115	3	,	,	PUNCT
cana-6016	115	4	cnns	cnn	NOUN
cana-6016	115	5	trained	train	VERB
cana-6016	115	6	on	on	ADP
cana-6016	115	7	the	the	DET
cana-6016	115	8	bach	bach	NOUN
cana-6016	115	9	dataset	dataset	NOUN
cana-6016	115	10	have	have	AUX
cana-6016	115	11	achieved	achieve	VERB
cana-6016	115	12	high	high	ADJ
cana-6016	115	13	accuracy	accuracy	NOUN
cana-6016	115	14	in	in	ADP
cana-6016	115	15	classifying	classify	VERB
cana-6016	115	16	breast	breast	NOUN
cana-6016	115	17	cancer	cancer	NOUN
cana-6016	115	18	subtypes	subtype	NOUN
cana-6016	115	19	using	use	VERB
cana-6016	115	20	architectures	architecture	NOUN
cana-6016	115	21	like	like	ADP
cana-6016	115	22	efficientnet	efficientnet	NOUN
cana-6016	115	23	and	and	CCONJ
cana-6016	115	24	densenet	densenet	NOUN
cana-6016	115	25	.	.	PUNCT
cana-6016	116	1	ophthalmology	ophthalmology	NOUN
cana-6016	116	2	in	in	ADP
cana-6016	116	3	ophthalmology	ophthalmology	NOUN
cana-6016	116	4	,	,	PUNCT
cana-6016	116	5	cnns	cnn	NOUN
cana-6016	116	6	assist	assist	VERB
cana-6016	116	7	in	in	ADP
cana-6016	116	8	screening	screen	VERB
cana-6016	116	9	for	for	ADP
cana-6016	116	10	vision	vision	NOUN
cana-6016	116	11	-	-	PUNCT
cana-6016	116	12	threatening	threaten	VERB
cana-6016	116	13	conditions	condition	NOUN
cana-6016	116	14	using	use	VERB
cana-6016	116	15	retinal	retinal	ADJ
cana-6016	116	16	images	image	NOUN
cana-6016	116	17	.	.	PUNCT
cana-6016	117	1	this	this	PRON
cana-6016	117	2	is	be	AUX
cana-6016	117	3	especially	especially	ADV
cana-6016	117	4	useful	useful	ADJ
cana-6016	117	5	for	for	ADP
cana-6016	117	6	rural	rural	ADJ
cana-6016	117	7	or	or	CCONJ
cana-6016	117	8	home	home	NOUN
cana-6016	117	9	-	-	PUNCT
cana-6016	117	10	based	base	VERB
cana-6016	117	11	diagnostics	diagnostic	NOUN
cana-6016	117	12	.	.	PUNCT
cana-6016	118	1	applications	application	NOUN
cana-6016	118	2	include	include	VERB
cana-6016	118	3	communications	communication	NOUN
cana-6016	118	4	on	on	ADP
cana-6016	118	5	applied	apply	VERB
cana-6016	118	6	nonlinear	nonlinear	ADJ
cana-6016	118	7	analysis	analysis	NOUN
cana-6016	118	8	issn	issn	NOUN
cana-6016	118	9	:	:	PUNCT
cana-6016	118	10	1074	1074	NUM
cana-6016	118	11	-	-	PUNCT
cana-6016	118	12	133x	133x	NUM
cana-6016	118	13	vol	vol	NOUN
cana-6016	118	14	32	32	NUM
cana-6016	118	15	no	no	NOUN
cana-6016	118	16	.	.	NOUN
cana-6016	118	17	1	1	NUM
cana-6016	118	18	(	(	PUNCT
cana-6016	118	19	2025	2025	NUM
cana-6016	118	20	)	)	PUNCT
cana-6016	118	21	591	591	NUM
cana-6016	118	22	https://internationalpubls.com	https://internationalpubls.com	X
cana-6016	118	23	diabetic	diabetic	ADJ
cana-6016	118	24	retinopathy	retinopathy	ADJ
cana-6016	118	25	classification	classification	NOUN
cana-6016	118	26	,	,	PUNCT
cana-6016	118	27	glaucoma	glaucoma	NOUN
cana-6016	118	28	screening	screen	VERB
cana-6016	118	29	through	through	ADP
cana-6016	118	30	optic	optic	ADJ
cana-6016	118	31	disc	disc	NOUN
cana-6016	118	32	analysis	analysis	NOUN
cana-6016	118	33	,	,	PUNCT
cana-6016	118	34	and	and	CCONJ
cana-6016	118	35	segmentation	segmentation	NOUN
cana-6016	118	36	of	of	ADP
cana-6016	118	37	retinal	retinal	ADJ
cana-6016	118	38	blood	blood	NOUN
cana-6016	118	39	vessels	vessel	NOUN
cana-6016	118	40	to	to	PART
cana-6016	118	41	detect	detect	VERB
cana-6016	118	42	vascular	vascular	ADJ
cana-6016	118	43	diseases	disease	NOUN
cana-6016	118	44	.	.	PUNCT
cana-6016	119	1	a	a	DET
cana-6016	119	2	prominent	prominent	ADJ
cana-6016	119	3	case	case	NOUN
cana-6016	119	4	is	be	AUX
cana-6016	119	5	google	google	PROPN
cana-6016	119	6	’s	’s	PART
cana-6016	119	7	eyepacs	eyepac	NOUN
cana-6016	119	8	project	project	NOUN
cana-6016	119	9	,	,	PUNCT
cana-6016	119	10	which	which	PRON
cana-6016	119	11	utilizes	utilize	VERB
cana-6016	119	12	cnns	cnn	NOUN
cana-6016	119	13	for	for	ADP
cana-6016	119	14	automated	automate	VERB
cana-6016	119	15	diabetic	diabetic	ADJ
cana-6016	119	16	retinopathy	retinopathy	ADJ
cana-6016	119	17	screening	screening	NOUN
cana-6016	119	18	and	and	CCONJ
cana-6016	119	19	is	be	AUX
cana-6016	119	20	already	already	ADV
cana-6016	119	21	operational	operational	ADJ
cana-6016	119	22	in	in	ADP
cana-6016	119	23	clinics	clinic	NOUN
cana-6016	119	24	in	in	ADP
cana-6016	119	25	countries	country	NOUN
cana-6016	119	26	such	such	ADJ
cana-6016	119	27	as	as	ADP
cana-6016	119	28	india	india	PROPN
cana-6016	119	29	and	and	CCONJ
cana-6016	119	30	thailand	thailand	PROPN
cana-6016	119	31	.	.	PUNCT
cana-6016	120	1	dermatology	dermatology	NOUN
cana-6016	120	2	cnns	cnn	NOUN
cana-6016	120	3	are	be	AUX
cana-6016	120	4	widely	widely	ADV
cana-6016	120	5	used	use	VERB
cana-6016	120	6	in	in	ADP
cana-6016	120	7	dermatology	dermatology	NOUN
cana-6016	120	8	to	to	PART
cana-6016	120	9	differentiate	differentiate	VERB
cana-6016	120	10	between	between	ADP
cana-6016	120	11	malignant	malignant	ADJ
cana-6016	120	12	and	and	CCONJ
cana-6016	120	13	benign	benign	ADJ
cana-6016	120	14	skin	skin	NOUN
cana-6016	120	15	lesions	lesion	NOUN
cana-6016	120	16	and	and	CCONJ
cana-6016	120	17	to	to	PART
cana-6016	120	18	identify	identify	VERB
cana-6016	120	19	common	common	ADJ
cana-6016	120	20	skin	skin	NOUN
cana-6016	120	21	conditions	condition	NOUN
cana-6016	120	22	like	like	ADP
cana-6016	120	23	eczema	eczema	NOUN
cana-6016	120	24	,	,	PUNCT
cana-6016	120	25	psoriasis	psoriasis	NOUN
cana-6016	120	26	,	,	PUNCT
cana-6016	120	27	acne	acne	NOUN
cana-6016	120	28	,	,	PUNCT
cana-6016	120	29	and	and	CCONJ
cana-6016	120	30	even	even	ADV
cana-6016	120	31	rare	rare	ADJ
cana-6016	120	32	dermatological	dermatological	ADJ
cana-6016	120	33	disorders	disorder	NOUN
cana-6016	120	34	.	.	PUNCT
cana-6016	121	1	these	these	DET
cana-6016	121	2	models	model	NOUN
cana-6016	121	3	are	be	AUX
cana-6016	121	4	also	also	ADV
cana-6016	121	5	the	the	DET
cana-6016	121	6	driving	drive	VERB
cana-6016	121	7	force	force	NOUN
cana-6016	121	8	behind	behind	ADP
cana-6016	121	9	smartphone	smartphone	NOUN
cana-6016	121	10	-	-	PUNCT
cana-6016	121	11	based	base	VERB
cana-6016	121	12	diagnostic	diagnostic	ADJ
cana-6016	121	13	applications	application	NOUN
cana-6016	121	14	.	.	PUNCT
cana-6016	122	1	for	for	ADP
cana-6016	122	2	instance	instance	NOUN
cana-6016	122	3	,	,	PUNCT
cana-6016	122	4	winning	win	VERB
cana-6016	122	5	models	model	NOUN
cana-6016	122	6	from	from	ADP
cana-6016	122	7	the	the	DET
cana-6016	122	8	isic	isic	PROPN
cana-6016	122	9	challenge	challenge	NOUN
cana-6016	122	10	often	often	ADV
cana-6016	122	11	utilize	utilize	VERB
cana-6016	122	12	ensembles	ensemble	NOUN
cana-6016	122	13	of	of	ADP
cana-6016	122	14	resnet	resnet	NOUN
cana-6016	122	15	and	and	CCONJ
cana-6016	122	16	efficientnet	efficientnet	ADJ
cana-6016	122	17	to	to	PART
cana-6016	122	18	classify	classify	VERB
cana-6016	122	19	melanoma	melanoma	NOUN
cana-6016	122	20	and	and	CCONJ
cana-6016	122	21	other	other	ADJ
cana-6016	122	22	skin	skin	NOUN
cana-6016	122	23	conditions	condition	NOUN
cana-6016	122	24	with	with	ADP
cana-6016	122	25	accuracy	accuracy	NOUN
cana-6016	122	26	comparable	comparable	ADJ
cana-6016	122	27	to	to	ADP
cana-6016	122	28	that	that	PRON
cana-6016	122	29	of	of	ADP
cana-6016	122	30	expert	expert	NOUN
cana-6016	122	31	dermatologists	dermatologist	NOUN
cana-6016	122	32	.	.	PUNCT
cana-6016	122	33	neurology	neurology	NOUN
cana-6016	122	34	in	in	ADP
cana-6016	122	35	neurology	neurology	NOUN
cana-6016	122	36	,	,	PUNCT
cana-6016	122	37	cnns	cnn	NOUN
cana-6016	122	38	contribute	contribute	VERB
cana-6016	122	39	to	to	ADP
cana-6016	122	40	various	various	ADJ
cana-6016	122	41	diagnostic	diagnostic	ADJ
cana-6016	122	42	processes	process	NOUN
cana-6016	122	43	by	by	ADP
cana-6016	122	44	identifying	identify	VERB
cana-6016	122	45	alzheimer'srelated	alzheimer'srelated	ADJ
cana-6016	122	46	changes	change	NOUN
cana-6016	122	47	in	in	ADP
cana-6016	122	48	brain	brain	NOUN
cana-6016	122	49	mri	mri	NOUN
cana-6016	122	50	scans	scan	NOUN
cana-6016	122	51	,	,	PUNCT
cana-6016	122	52	analyzing	analyze	VERB
cana-6016	122	53	eeg	eeg	PROPN
cana-6016	122	54	and	and	CCONJ
cana-6016	122	55	fmri	fmri	ADJ
cana-6016	122	56	data	datum	NOUN
cana-6016	122	57	for	for	ADP
cana-6016	122	58	seizure	seizure	NOUN
cana-6016	122	59	detection	detection	NOUN
cana-6016	122	60	or	or	CCONJ
cana-6016	122	61	brain	brain	NOUN
cana-6016	122	62	activity	activity	NOUN
cana-6016	122	63	mapping	mapping	NOUN
cana-6016	122	64	,	,	PUNCT
cana-6016	122	65	and	and	CCONJ
cana-6016	122	66	localizing	localize	VERB
cana-6016	122	67	brain	brain	NOUN
cana-6016	122	68	lesions	lesion	NOUN
cana-6016	122	69	or	or	CCONJ
cana-6016	122	70	atrophied	atrophied	ADJ
cana-6016	122	71	regions	region	NOUN
cana-6016	122	72	.	.	PUNCT
cana-6016	123	1	one	one	NUM
cana-6016	123	2	impactful	impactful	ADJ
cana-6016	123	3	use	use	NOUN
cana-6016	123	4	case	case	NOUN
cana-6016	123	5	involves	involve	VERB
cana-6016	123	6	3d	3d	PROPN
cana-6016	123	7	cnns	cnn	NOUN
cana-6016	123	8	that	that	PRON
cana-6016	123	9	predict	predict	VERB
cana-6016	123	10	the	the	DET
cana-6016	123	11	progression	progression	NOUN
cana-6016	123	12	of	of	ADP
cana-6016	123	13	alzheimer	alzheimer	PROPN
cana-6016	123	14	’s	’s	PART
cana-6016	123	15	disease	disease	NOUN
cana-6016	123	16	by	by	ADP
cana-6016	123	17	analyzing	analyze	VERB
cana-6016	123	18	shrinkage	shrinkage	NOUN
cana-6016	123	19	of	of	ADP
cana-6016	123	20	the	the	DET
cana-6016	123	21	hippocampus	hippocampus	NOUN
cana-6016	123	22	in	in	ADP
cana-6016	123	23	volumetric	volumetric	NOUN
cana-6016	123	24	mri	mri	NOUN
cana-6016	123	25	scans	scan	NOUN
cana-6016	123	26	.	.	PUNCT
cana-6016	124	1	remote	remote	ADJ
cana-6016	124	2	monitoring	monitoring	NOUN
cana-6016	124	3	and	and	CCONJ
cana-6016	124	4	mobile	mobile	ADJ
cana-6016	124	5	diagnostics	diagnostic	NOUN
cana-6016	124	6	cnns	cnn	NOUN
cana-6016	124	7	designed	design	VERB
cana-6016	124	8	for	for	ADP
cana-6016	124	9	edge	edge	NOUN
cana-6016	124	10	computing	computing	NOUN
cana-6016	124	11	enable	enable	ADJ
cana-6016	124	12	healthcare	healthcare	NOUN
cana-6016	124	13	delivery	delivery	NOUN
cana-6016	124	14	in	in	ADP
cana-6016	124	15	remote	remote	ADJ
cana-6016	124	16	and	and	CCONJ
cana-6016	124	17	resource	resource	NOUN
cana-6016	124	18	-	-	PUNCT
cana-6016	124	19	limited	limit	VERB
cana-6016	124	20	settings	setting	NOUN
cana-6016	124	21	.	.	PUNCT
cana-6016	125	1	these	these	DET
cana-6016	125	2	systems	system	NOUN
cana-6016	125	3	power	power	VERB
cana-6016	125	4	smartphone	smartphone	NOUN
cana-6016	125	5	-	-	PUNCT
cana-6016	125	6	based	base	VERB
cana-6016	125	7	diagnostics	diagnostic	NOUN
cana-6016	125	8	for	for	ADP
cana-6016	125	9	diseases	disease	NOUN
cana-6016	125	10	such	such	ADJ
cana-6016	125	11	as	as	ADP
cana-6016	125	12	malaria	malaria	NOUN
cana-6016	125	13	,	,	PUNCT
cana-6016	125	14	tuberculosis	tuberculosis	NOUN
cana-6016	125	15	,	,	PUNCT
cana-6016	125	16	and	and	CCONJ
cana-6016	125	17	respiratory	respiratory	ADJ
cana-6016	125	18	illnesses	illness	NOUN
cana-6016	125	19	,	,	PUNCT
cana-6016	125	20	support	support	NOUN
cana-6016	125	21	wearables	wearable	NOUN
cana-6016	125	22	that	that	PRON
cana-6016	125	23	detect	detect	VERB
cana-6016	125	24	abnormal	abnormal	ADJ
cana-6016	125	25	ecg	ecg	PROPN
cana-6016	125	26	or	or	CCONJ
cana-6016	125	27	gait	gait	ADJ
cana-6016	125	28	patterns	pattern	NOUN
cana-6016	125	29	,	,	PUNCT
cana-6016	125	30	and	and	CCONJ
cana-6016	125	31	are	be	AUX
cana-6016	125	32	embedded	embed	VERB
cana-6016	125	33	in	in	ADP
cana-6016	125	34	telemedicine	telemedicine	NOUN
cana-6016	125	35	kits	kit	NOUN
cana-6016	125	36	for	for	ADP
cana-6016	125	37	real	real	ADJ
cana-6016	125	38	-	-	PUNCT
cana-6016	125	39	time	time	NOUN
cana-6016	125	40	image	image	NOUN
cana-6016	125	41	classification	classification	NOUN
cana-6016	125	42	.	.	PUNCT
cana-6016	126	1	a	a	DET
cana-6016	126	2	notable	notable	ADJ
cana-6016	126	3	deployment	deployment	NOUN
cana-6016	126	4	involves	involve	VERB
cana-6016	126	5	mobilenet	mobilenet	NOUN
cana-6016	126	6	models	model	NOUN
cana-6016	126	7	integrated	integrate	VERB
cana-6016	126	8	into	into	ADP
cana-6016	126	9	ai	ai	ADJ
cana-6016	126	10	-	-	PUNCT
cana-6016	126	11	enabled	enable	VERB
cana-6016	126	12	stethoscopes	stethoscope	NOUN
cana-6016	126	13	that	that	PRON
cana-6016	126	14	can	can	AUX
cana-6016	126	15	detect	detect	VERB
cana-6016	126	16	abnormal	abnormal	ADJ
cana-6016	126	17	heart	heart	NOUN
cana-6016	126	18	or	or	CCONJ
cana-6016	126	19	lung	lung	NOUN
cana-6016	126	20	sounds	sound	VERB
cana-6016	126	21	in	in	ADP
cana-6016	126	22	real	real	ADJ
cana-6016	126	23	time	time	NOUN
cana-6016	126	24	.	.	PUNCT
cana-6016	127	1	pandemic	pandemic	ADJ
cana-6016	127	2	response	response	NOUN
cana-6016	127	3	during	during	ADP
cana-6016	127	4	the	the	DET
cana-6016	127	5	covid-19	covid-19	PROPN
cana-6016	127	6	pandemic	pandemic	NOUN
cana-6016	127	7	,	,	PUNCT
cana-6016	127	8	cnns	cnn	NOUN
cana-6016	127	9	played	play	VERB
cana-6016	127	10	a	a	DET
cana-6016	127	11	crucial	crucial	ADJ
cana-6016	127	12	role	role	NOUN
cana-6016	127	13	in	in	ADP
cana-6016	127	14	easing	ease	VERB
cana-6016	127	15	the	the	DET
cana-6016	127	16	burden	burden	NOUN
cana-6016	127	17	on	on	ADP
cana-6016	127	18	healthcare	healthcare	NOUN
cana-6016	127	19	systems	system	NOUN
cana-6016	127	20	.	.	PUNCT
cana-6016	128	1	they	they	PRON
cana-6016	128	2	were	be	AUX
cana-6016	128	3	employed	employ	VERB
cana-6016	128	4	to	to	PART
cana-6016	128	5	detect	detect	VERB
cana-6016	128	6	signs	sign	NOUN
cana-6016	128	7	of	of	ADP
cana-6016	128	8	infection	infection	NOUN
cana-6016	128	9	in	in	ADP
cana-6016	128	10	chest	chest	NOUN
cana-6016	128	11	radiographs	radiograph	NOUN
cana-6016	128	12	and	and	CCONJ
cana-6016	128	13	ct	ct	NUM
cana-6016	128	14	scans	scan	NOUN
cana-6016	128	15	,	,	PUNCT
cana-6016	128	16	prioritize	prioritize	VERB
cana-6016	128	17	patients	patient	NOUN
cana-6016	128	18	through	through	ADP
cana-6016	128	19	ai	ai	ADV
cana-6016	128	20	-	-	PUNCT
cana-6016	128	21	based	base	VERB
cana-6016	128	22	severity	severity	NOUN
cana-6016	128	23	scoring	scoring	NOUN
cana-6016	128	24	systems	system	NOUN
cana-6016	128	25	,	,	PUNCT
cana-6016	128	26	and	and	CCONJ
cana-6016	128	27	facilitate	facilitate	VERB
cana-6016	128	28	contactless	contactless	NOUN
cana-6016	128	29	triage	triage	NOUN
cana-6016	128	30	in	in	ADP
cana-6016	128	31	mobile	mobile	ADJ
cana-6016	128	32	or	or	CCONJ
cana-6016	128	33	drive	drive	VERB
cana-6016	128	34	-	-	PUNCT
cana-6016	128	35	through	through	ADP
cana-6016	128	36	test	test	NOUN
cana-6016	128	37	centers	center	NOUN
cana-6016	128	38	.	.	PUNCT
cana-6016	129	1	an	an	DET
cana-6016	129	2	example	example	NOUN
cana-6016	129	3	of	of	ADP
cana-6016	129	4	this	this	PRON
cana-6016	129	5	is	be	AUX
cana-6016	129	6	covid	covid	NOUN
cana-6016	129	7	-	-	ADJ
cana-6016	129	8	net	net	NOUN
cana-6016	129	9	,	,	PUNCT
cana-6016	129	10	a	a	DET
cana-6016	129	11	cnn	cnn	NOUN
cana-6016	129	12	trained	train	VERB
cana-6016	129	13	on	on	ADP
cana-6016	129	14	publicly	publicly	ADV
cana-6016	129	15	available	available	ADJ
cana-6016	129	16	chest	chest	NOUN
cana-6016	129	17	x	x	NOUN
cana-6016	129	18	-	-	NOUN
cana-6016	129	19	ray	ray	NOUN
cana-6016	129	20	data	datum	NOUN
cana-6016	129	21	that	that	PRON
cana-6016	129	22	helped	help	VERB
cana-6016	129	23	frontline	frontline	VERB
cana-6016	129	24	healthcare	healthcare	NOUN
cana-6016	129	25	workers	worker	NOUN
cana-6016	129	26	make	make	VERB
cana-6016	129	27	faster	fast	ADJ
cana-6016	129	28	triage	triage	NOUN
cana-6016	129	29	decisions	decision	NOUN
cana-6016	129	30	in	in	ADP
cana-6016	129	31	the	the	DET
cana-6016	129	32	early	early	ADJ
cana-6016	129	33	stages	stage	NOUN
cana-6016	129	34	of	of	ADP
cana-6016	129	35	the	the	DET
cana-6016	129	36	pandemic	pandemic	ADJ
cana-6016	129	37	.	.	PUNCT
cana-6016	130	1	health	health	NOUN
cana-6016	130	2	informatics	informatic	NOUN
cana-6016	130	3	and	and	CCONJ
cana-6016	130	4	document	document	NOUN
cana-6016	130	5	processing	processing	NOUN
cana-6016	130	6	cnns	cnn	NOUN
cana-6016	130	7	also	also	ADV
cana-6016	130	8	contribute	contribute	VERB
cana-6016	130	9	to	to	ADP
cana-6016	130	10	health	health	NOUN
cana-6016	130	11	informatics	informatic	NOUN
cana-6016	130	12	by	by	ADP
cana-6016	130	13	enabling	enable	VERB
cana-6016	130	14	the	the	DET
cana-6016	130	15	automated	automate	VERB
cana-6016	130	16	reading	reading	NOUN
cana-6016	130	17	and	and	CCONJ
cana-6016	130	18	classification	classification	NOUN
cana-6016	130	19	of	of	ADP
cana-6016	130	20	medical	medical	ADJ
cana-6016	130	21	charts	chart	NOUN
cana-6016	130	22	,	,	PUNCT
cana-6016	130	23	prescriptions	prescription	NOUN
cana-6016	130	24	,	,	PUNCT
cana-6016	130	25	and	and	CCONJ
cana-6016	130	26	radiology	radiology	NOUN
cana-6016	130	27	reports	report	NOUN
cana-6016	130	28	.	.	PUNCT
cana-6016	131	1	they	they	PRON
cana-6016	131	2	support	support	VERB
cana-6016	131	3	optical	optical	ADJ
cana-6016	131	4	character	character	NOUN
cana-6016	131	5	recognition	recognition	NOUN
cana-6016	131	6	(	(	PUNCT
cana-6016	131	7	ocr	ocr	NOUN
cana-6016	131	8	)	)	PUNCT
cana-6016	131	9	in	in	ADP
cana-6016	131	10	digitizing	digitize	VERB
cana-6016	131	11	handwritten	handwritten	ADJ
cana-6016	131	12	or	or	CCONJ
cana-6016	131	13	scanned	scan	VERB
cana-6016	131	14	medical	medical	ADJ
cana-6016	131	15	documents	document	NOUN
cana-6016	131	16	.	.	PUNCT
cana-6016	132	1	cnn	cnn	PROPN
cana-6016	132	2	and	and	CCONJ
cana-6016	132	3	ocr	ocr	ADJ
cana-6016	132	4	pipelines	pipeline	NOUN
cana-6016	132	5	are	be	AUX
cana-6016	132	6	now	now	ADV
cana-6016	132	7	commonly	commonly	ADV
cana-6016	132	8	used	use	VERB
cana-6016	132	9	in	in	ADP
cana-6016	132	10	electronic	electronic	ADJ
cana-6016	132	11	medical	medical	ADJ
cana-6016	132	12	record	record	NOUN
cana-6016	132	13	(	(	PUNCT
cana-6016	132	14	emr	emr	NOUN
cana-6016	132	15	)	)	PUNCT
cana-6016	132	16	digitization	digitization	NOUN
cana-6016	132	17	initiatives	initiative	NOUN
cana-6016	132	18	across	across	ADP
cana-6016	132	19	hospitals	hospital	NOUN
cana-6016	132	20	in	in	ADP
cana-6016	132	21	regions	region	NOUN
cana-6016	132	22	like	like	ADP
cana-6016	132	23	europe	europe	PROPN
cana-6016	132	24	and	and	CCONJ
cana-6016	132	25	southeast	southeast	PROPN
cana-6016	132	26	asia	asia	PROPN
cana-6016	132	27	.	.	PUNCT
cana-6016	133	1	communications	communication	NOUN
cana-6016	133	2	on	on	ADP
cana-6016	133	3	applied	apply	VERB
cana-6016	133	4	nonlinear	nonlinear	ADJ
cana-6016	133	5	analysis	analysis	NOUN
cana-6016	133	6	issn	issn	NOUN
cana-6016	133	7	:	:	PUNCT
cana-6016	133	8	1074	1074	NUM
cana-6016	133	9	-	-	PUNCT
cana-6016	133	10	133x	133x	NUM
cana-6016	133	11	vol	vol	NOUN
cana-6016	133	12	32	32	NUM
cana-6016	133	13	no	no	NOUN
cana-6016	133	14	.	.	NOUN
cana-6016	133	15	1	1	NUM
cana-6016	133	16	(	(	PUNCT
cana-6016	133	17	2025	2025	NUM
cana-6016	133	18	)	)	PUNCT
cana-6016	133	19	592	592	NUM
cana-6016	133	20	https://internationalpubls.com	https://internationalpubls.com	X
cana-6016	133	21	challenges	challenge	NOUN
cana-6016	133	22	and	and	CCONJ
cana-6016	133	23	ethical	ethical	ADJ
cana-6016	133	24	concerns	concern	NOUN
cana-6016	133	25	despite	despite	SCONJ
cana-6016	133	26	the	the	DET
cana-6016	133	27	successes	success	NOUN
cana-6016	133	28	of	of	ADP
cana-6016	133	29	cnns	cnn	NOUN
cana-6016	133	30	in	in	ADP
cana-6016	133	31	medical	medical	ADJ
cana-6016	133	32	imaging	imaging	NOUN
cana-6016	133	33	and	and	CCONJ
cana-6016	133	34	diagnostics	diagnostic	NOUN
cana-6016	133	35	,	,	PUNCT
cana-6016	133	36	their	their	PRON
cana-6016	133	37	broader	broad	ADJ
cana-6016	133	38	clinical	clinical	ADJ
cana-6016	133	39	adoption	adoption	NOUN
cana-6016	133	40	introduces	introduce	VERB
cana-6016	133	41	several	several	ADJ
cana-6016	133	42	technical	technical	ADJ
cana-6016	133	43	,	,	PUNCT
cana-6016	133	44	practical	practical	ADJ
cana-6016	133	45	,	,	PUNCT
cana-6016	133	46	and	and	CCONJ
cana-6016	133	47	ethical	ethical	ADJ
cana-6016	133	48	challenges	challenge	NOUN
cana-6016	133	49	.	.	PUNCT
cana-6016	134	1	ensuring	ensure	VERB
cana-6016	134	2	that	that	SCONJ
cana-6016	134	3	these	these	DET
cana-6016	134	4	models	model	NOUN
cana-6016	134	5	are	be	AUX
cana-6016	134	6	accurate	accurate	ADJ
cana-6016	134	7	,	,	PUNCT
cana-6016	134	8	fair	fair	ADJ
cana-6016	134	9	,	,	PUNCT
cana-6016	134	10	interpretable	interpretable	ADJ
cana-6016	134	11	,	,	PUNCT
cana-6016	134	12	and	and	CCONJ
cana-6016	134	13	trustworthy	trustworthy	ADJ
cana-6016	134	14	is	be	AUX
cana-6016	134	15	vital	vital	ADJ
cana-6016	134	16	,	,	PUNCT
cana-6016	134	17	especially	especially	ADV
cana-6016	134	18	when	when	SCONJ
cana-6016	134	19	patient	patient	ADJ
cana-6016	134	20	safety	safety	NOUN
cana-6016	134	21	is	be	AUX
cana-6016	134	22	involved	involve	VERB
cana-6016	134	23	.	.	PUNCT
cana-6016	135	1	data	datum	NOUN
cana-6016	135	2	limitations	limitation	NOUN
cana-6016	135	3	and	and	CCONJ
cana-6016	135	4	imbalance	imbalance	NOUN
cana-6016	135	5	one	one	NUM
cana-6016	135	6	major	major	ADJ
cana-6016	135	7	challenge	challenge	NOUN
cana-6016	135	8	lies	lie	VERB
cana-6016	135	9	in	in	ADP
cana-6016	135	10	the	the	DET
cana-6016	135	11	scarcity	scarcity	NOUN
cana-6016	135	12	and	and	CCONJ
cana-6016	135	13	imbalance	imbalance	NOUN
cana-6016	135	14	of	of	ADP
cana-6016	135	15	medical	medical	ADJ
cana-6016	135	16	datasets	dataset	NOUN
cana-6016	135	17	.	.	PUNCT
cana-6016	136	1	rare	rare	ADJ
cana-6016	136	2	conditions	condition	NOUN
cana-6016	136	3	are	be	AUX
cana-6016	136	4	underrepresented	underrepresente	VERB
cana-6016	136	5	,	,	PUNCT
cana-6016	136	6	leading	lead	VERB
cana-6016	136	7	to	to	ADP
cana-6016	136	8	small	small	ADJ
cana-6016	136	9	sample	sample	NOUN
cana-6016	136	10	sizes	size	NOUN
cana-6016	136	11	and	and	CCONJ
cana-6016	136	12	a	a	DET
cana-6016	136	13	disproportionate	disproportionate	ADJ
cana-6016	136	14	number	number	NOUN
cana-6016	136	15	of	of	ADP
cana-6016	136	16	negative	negative	ADJ
cana-6016	136	17	cases	case	NOUN
cana-6016	136	18	,	,	PUNCT
cana-6016	136	19	which	which	PRON
cana-6016	136	20	can	can	AUX
cana-6016	136	21	bias	bias	VERB
cana-6016	136	22	model	model	NOUN
cana-6016	136	23	performance	performance	NOUN
cana-6016	136	24	.	.	PUNCT
cana-6016	137	1	additionally	additionally	ADV
cana-6016	137	2	,	,	PUNCT
cana-6016	137	3	annotation	annotation	NOUN
cana-6016	137	4	of	of	ADP
cana-6016	137	5	medical	medical	ADJ
cana-6016	137	6	images	image	NOUN
cana-6016	137	7	requires	require	VERB
cana-6016	137	8	specialized	specialized	ADJ
cana-6016	137	9	knowledge	knowledge	NOUN
cana-6016	137	10	,	,	PUNCT
cana-6016	137	11	making	make	VERB
cana-6016	137	12	the	the	DET
cana-6016	137	13	labeling	labeling	NOUN
cana-6016	137	14	process	process	NOUN
cana-6016	137	15	both	both	CCONJ
cana-6016	137	16	costly	costly	ADJ
cana-6016	137	17	and	and	CCONJ
cana-6016	137	18	time	time	NOUN
cana-6016	137	19	-	-	PUNCT
cana-6016	137	20	consuming	consume	VERB
cana-6016	137	21	.	.	PUNCT
cana-6016	138	1	as	as	ADP
cana-6016	138	2	a	a	DET
cana-6016	138	3	result	result	NOUN
cana-6016	138	4	,	,	PUNCT
cana-6016	138	5	cnns	cnn	NOUN
cana-6016	138	6	may	may	AUX
cana-6016	138	7	excel	excel	VERB
cana-6016	138	8	at	at	ADP
cana-6016	138	9	recognizing	recognize	VERB
cana-6016	138	10	common	common	ADJ
cana-6016	138	11	patterns	pattern	NOUN
cana-6016	138	12	but	but	CCONJ
cana-6016	138	13	fail	fail	VERB
cana-6016	138	14	to	to	PART
cana-6016	138	15	detect	detect	VERB
cana-6016	138	16	rare	rare	ADJ
cana-6016	138	17	or	or	CCONJ
cana-6016	138	18	subtle	subtle	ADJ
cana-6016	138	19	anomalies	anomaly	NOUN
cana-6016	138	20	.	.	PUNCT
cana-6016	139	1	interpretability	interpretability	NOUN
cana-6016	139	2	and	and	CCONJ
cana-6016	139	3	trust	trust	VERB
cana-6016	139	4	the	the	DET
cana-6016	139	5	opaque	opaque	NOUN
cana-6016	139	6	,	,	PUNCT
cana-6016	139	7	"	"	PUNCT
cana-6016	139	8	black	black	ADJ
cana-6016	139	9	-	-	PUNCT
cana-6016	139	10	box	box	NOUN
cana-6016	139	11	"	"	PUNCT
cana-6016	139	12	nature	nature	NOUN
cana-6016	139	13	of	of	ADP
cana-6016	139	14	cnns	cnns	PROPN
cana-6016	139	15	presents	present	VERB
cana-6016	139	16	a	a	DET
cana-6016	139	17	significant	significant	ADJ
cana-6016	139	18	barrier	barrier	NOUN
cana-6016	139	19	to	to	ADP
cana-6016	139	20	clinical	clinical	ADJ
cana-6016	139	21	adoption	adoption	NOUN
cana-6016	139	22	.	.	PUNCT
cana-6016	140	1	clinicians	clinician	NOUN
cana-6016	140	2	often	often	ADV
cana-6016	140	3	need	need	VERB
cana-6016	140	4	transparent	transparent	ADJ
cana-6016	140	5	reasoning	reasoning	NOUN
cana-6016	140	6	behind	behind	ADP
cana-6016	140	7	predictions	prediction	NOUN
cana-6016	140	8	,	,	PUNCT
cana-6016	140	9	especially	especially	ADV
cana-6016	140	10	in	in	ADP
cana-6016	140	11	high	high	ADJ
cana-6016	140	12	-	-	PUNCT
cana-6016	140	13	risk	risk	NOUN
cana-6016	140	14	situations	situation	NOUN
cana-6016	140	15	such	such	ADJ
cana-6016	140	16	as	as	ADP
cana-6016	140	17	cancer	cancer	NOUN
cana-6016	140	18	diagnosis	diagnosis	NOUN
cana-6016	140	19	or	or	CCONJ
cana-6016	140	20	surgical	surgical	ADJ
cana-6016	140	21	planning	planning	NOUN
cana-6016	140	22	.	.	PUNCT
cana-6016	141	1	although	although	SCONJ
cana-6016	141	2	tools	tool	NOUN
cana-6016	141	3	like	like	ADP
cana-6016	141	4	grad	grad	NOUN
cana-6016	141	5	-	-	PUNCT
cana-6016	141	6	cam	cam	PROPN
cana-6016	141	7	,	,	PUNCT
cana-6016	141	8	saliency	saliency	NOUN
cana-6016	141	9	maps	map	NOUN
cana-6016	141	10	,	,	PUNCT
cana-6016	141	11	and	and	CCONJ
cana-6016	141	12	rule	rule	NOUN
cana-6016	141	13	-	-	PUNCT
cana-6016	141	14	based	base	VERB
cana-6016	141	15	post	post	ADJ
cana-6016	141	16	-	-	ADJ
cana-6016	141	17	processing	processing	ADJ
cana-6016	141	18	help	help	NOUN
cana-6016	141	19	explain	explain	VERB
cana-6016	141	20	model	model	NOUN
cana-6016	141	21	outputs	output	NOUN
cana-6016	141	22	,	,	PUNCT
cana-6016	141	23	these	these	DET
cana-6016	141	24	methods	method	NOUN
cana-6016	141	25	still	still	ADV
cana-6016	141	26	offer	offer	VERB
cana-6016	141	27	limited	limited	ADJ
cana-6016	141	28	insight	insight	NOUN
cana-6016	141	29	into	into	ADP
cana-6016	141	30	the	the	DET
cana-6016	141	31	deeper	deep	ADJ
cana-6016	141	32	workings	working	NOUN
cana-6016	141	33	of	of	ADP
cana-6016	141	34	complex	complex	ADJ
cana-6016	141	35	cnns	cnn	NOUN
cana-6016	141	36	,	,	PUNCT
cana-6016	141	37	making	make	VERB
cana-6016	141	38	trust	trust	NOUN
cana-6016	141	39	and	and	CCONJ
cana-6016	141	40	accountability	accountability	NOUN
cana-6016	141	41	ongoing	ongoing	ADJ
cana-6016	141	42	issues	issue	NOUN
cana-6016	141	43	.	.	PUNCT
cana-6016	142	1	bias	bias	NOUN
cana-6016	142	2	and	and	CCONJ
cana-6016	142	3	fairness	fairness	NOUN
cana-6016	142	4	cnns	cnn	NOUN
cana-6016	142	5	can	can	AUX
cana-6016	142	6	reflect	reflect	VERB
cana-6016	142	7	and	and	CCONJ
cana-6016	142	8	even	even	ADV
cana-6016	142	9	amplify	amplify	VERB
cana-6016	142	10	biases	bias	NOUN
cana-6016	142	11	present	present	ADJ
cana-6016	142	12	in	in	ADP
cana-6016	142	13	their	their	PRON
cana-6016	142	14	training	training	NOUN
cana-6016	142	15	data	datum	NOUN
cana-6016	142	16	.	.	PUNCT
cana-6016	143	1	for	for	ADP
cana-6016	143	2	instance	instance	NOUN
cana-6016	143	3	,	,	PUNCT
cana-6016	143	4	a	a	DET
cana-6016	143	5	dermatology	dermatology	NOUN
cana-6016	143	6	model	model	NOUN
cana-6016	143	7	trained	train	VERB
cana-6016	143	8	predominantly	predominantly	ADV
cana-6016	143	9	on	on	ADP
cana-6016	143	10	images	image	NOUN
cana-6016	143	11	of	of	ADP
cana-6016	143	12	lighter	light	ADJ
cana-6016	143	13	skin	skin	NOUN
cana-6016	143	14	tones	tone	NOUN
cana-6016	143	15	may	may	AUX
cana-6016	143	16	underperform	underperform	VERB
cana-6016	143	17	on	on	ADP
cana-6016	143	18	darker	dark	ADJ
cana-6016	143	19	skin	skin	NOUN
cana-6016	143	20	,	,	PUNCT
cana-6016	143	21	while	while	SCONJ
cana-6016	143	22	a	a	DET
cana-6016	143	23	chest	chest	NOUN
cana-6016	143	24	x	x	NOUN
cana-6016	143	25	-	-	NOUN
cana-6016	143	26	ray	ray	NOUN
cana-6016	143	27	classifier	classifier	NOUN
cana-6016	143	28	trained	train	VERB
cana-6016	143	29	on	on	ADP
cana-6016	143	30	data	datum	NOUN
cana-6016	143	31	from	from	ADP
cana-6016	143	32	a	a	DET
cana-6016	143	33	single	single	ADJ
cana-6016	143	34	hospital	hospital	NOUN
cana-6016	143	35	might	might	AUX
cana-6016	143	36	fail	fail	VERB
cana-6016	143	37	to	to	PART
cana-6016	143	38	generalize	generalize	VERB
cana-6016	143	39	to	to	ADP
cana-6016	143	40	other	other	ADJ
cana-6016	143	41	populations	population	NOUN
cana-6016	143	42	.	.	PUNCT
cana-6016	144	1	these	these	DET
cana-6016	144	2	biases	bias	NOUN
cana-6016	144	3	pose	pose	VERB
cana-6016	144	4	serious	serious	ADJ
cana-6016	144	5	ethical	ethical	ADJ
cana-6016	144	6	concerns	concern	NOUN
cana-6016	144	7	,	,	PUNCT
cana-6016	144	8	as	as	SCONJ
cana-6016	144	9	they	they	PRON
cana-6016	144	10	risk	risk	VERB
cana-6016	144	11	reinforcing	reinforce	VERB
cana-6016	144	12	existing	exist	VERB
cana-6016	144	13	disparities	disparity	NOUN
cana-6016	144	14	in	in	ADP
cana-6016	144	15	healthcare	healthcare	NOUN
cana-6016	144	16	access	access	NOUN
cana-6016	144	17	and	and	CCONJ
cana-6016	144	18	outcomes	outcome	NOUN
cana-6016	144	19	.	.	PUNCT
cana-6016	145	1	data	datum	NOUN
cana-6016	145	2	privacy	privacy	NOUN
cana-6016	145	3	and	and	CCONJ
cana-6016	145	4	security	security	NOUN
cana-6016	145	5	medical	medical	ADJ
cana-6016	145	6	imaging	imaging	NOUN
cana-6016	145	7	data	datum	NOUN
cana-6016	145	8	is	be	AUX
cana-6016	145	9	highly	highly	ADV
cana-6016	145	10	sensitive	sensitive	ADJ
cana-6016	145	11	and	and	CCONJ
cana-6016	145	12	governed	govern	VERB
cana-6016	145	13	by	by	ADP
cana-6016	145	14	strict	strict	ADJ
cana-6016	145	15	regulations	regulation	NOUN
cana-6016	145	16	such	such	ADJ
cana-6016	145	17	as	as	ADP
cana-6016	145	18	hipaa	hipaa	NOUN
cana-6016	145	19	in	in	ADP
cana-6016	145	20	the	the	DET
cana-6016	145	21	united	united	PROPN
cana-6016	145	22	states	states	PROPN
cana-6016	145	23	,	,	PUNCT
cana-6016	145	24	gdpr	gdpr	VERB
cana-6016	145	25	in	in	ADP
cana-6016	145	26	the	the	DET
cana-6016	145	27	european	european	PROPN
cana-6016	145	28	union	union	PROPN
cana-6016	145	29	,	,	PUNCT
cana-6016	145	30	and	and	CCONJ
cana-6016	145	31	the	the	DET
cana-6016	145	32	dpdp	dpdp	ADJ
cana-6016	145	33	act	act	NOUN
cana-6016	145	34	in	in	ADP
cana-6016	145	35	india	india	PROPN
cana-6016	145	36	.	.	PUNCT
cana-6016	146	1	training	training	NOUN
cana-6016	146	2	and	and	CCONJ
cana-6016	146	3	sharing	share	VERB
cana-6016	146	4	such	such	ADJ
cana-6016	146	5	data	datum	NOUN
cana-6016	146	6	across	across	ADP
cana-6016	146	7	institutions	institution	NOUN
cana-6016	146	8	raise	raise	VERB
cana-6016	146	9	privacy	privacy	NOUN
cana-6016	146	10	concerns	concern	NOUN
cana-6016	146	11	.	.	PUNCT
cana-6016	147	1	mitigation	mitigation	NOUN
cana-6016	147	2	strategies	strategy	NOUN
cana-6016	147	3	include	include	VERB
cana-6016	147	4	anonymization	anonymization	NOUN
cana-6016	147	5	,	,	PUNCT
cana-6016	147	6	federated	federated	ADJ
cana-6016	147	7	learning	learning	NOUN
cana-6016	147	8	—	—	PUNCT
cana-6016	147	9	where	where	SCONJ
cana-6016	147	10	models	model	NOUN
cana-6016	147	11	are	be	AUX
cana-6016	147	12	trained	train	VERB
cana-6016	147	13	across	across	ADP
cana-6016	147	14	institutions	institution	NOUN
cana-6016	147	15	without	without	ADP
cana-6016	147	16	exchanging	exchange	VERB
cana-6016	147	17	data	datum	NOUN
cana-6016	147	18	—	—	PUNCT
cana-6016	147	19	and	and	CCONJ
cana-6016	147	20	secure	secure	ADJ
cana-6016	147	21	computation	computation	NOUN
cana-6016	147	22	methods	method	NOUN
cana-6016	147	23	like	like	ADP
cana-6016	147	24	homomorphic	homomorphic	ADJ
cana-6016	147	25	encryption	encryption	NOUN
cana-6016	147	26	and	and	CCONJ
cana-6016	147	27	secure	secure	ADJ
cana-6016	147	28	enclaves	enclave	NOUN
cana-6016	147	29	.	.	PUNCT
cana-6016	148	1	regulatory	regulatory	ADJ
cana-6016	148	2	and	and	CCONJ
cana-6016	148	3	clinical	clinical	ADJ
cana-6016	148	4	integration	integration	NOUN
cana-6016	148	5	before	before	SCONJ
cana-6016	148	6	cnns	cnns	PROPN
cana-6016	148	7	can	can	AUX
cana-6016	148	8	be	be	AUX
cana-6016	148	9	used	use	VERB
cana-6016	148	10	clinically	clinically	ADV
cana-6016	148	11	,	,	PUNCT
cana-6016	148	12	they	they	PRON
cana-6016	148	13	must	must	AUX
cana-6016	148	14	undergo	undergo	VERB
cana-6016	148	15	rigorous	rigorous	ADJ
cana-6016	148	16	regulatory	regulatory	ADJ
cana-6016	148	17	approval	approval	NOUN
cana-6016	148	18	processes	process	NOUN
cana-6016	148	19	,	,	PUNCT
cana-6016	148	20	including	include	VERB
cana-6016	148	21	validation	validation	NOUN
cana-6016	148	22	across	across	ADP
cana-6016	148	23	diverse	diverse	ADJ
cana-6016	148	24	patient	patient	ADJ
cana-6016	148	25	groups	group	NOUN
cana-6016	148	26	and	and	CCONJ
cana-6016	148	27	seamless	seamless	ADJ
cana-6016	148	28	integration	integration	NOUN
cana-6016	148	29	into	into	ADP
cana-6016	148	30	hospital	hospital	NOUN
cana-6016	148	31	workflows	workflow	NOUN
cana-6016	148	32	and	and	CCONJ
cana-6016	148	33	emr	emr	PROPN
cana-6016	148	34	systems	system	NOUN
cana-6016	148	35	.	.	PUNCT
cana-6016	149	1	human	human	NOUN
cana-6016	149	2	-	-	PUNCT
cana-6016	149	3	in	in	ADP
cana-6016	149	4	-	-	PUNCT
cana-6016	149	5	the	the	DET
cana-6016	149	6	-	-	PUNCT
cana-6016	149	7	loop	loop	NOUN
cana-6016	149	8	designs	design	NOUN
cana-6016	149	9	that	that	PRON
cana-6016	149	10	assist	assist	VERB
cana-6016	149	11	rather	rather	ADV
cana-6016	149	12	than	than	ADP
cana-6016	149	13	replace	replace	VERB
cana-6016	149	14	physicians	physician	NOUN
cana-6016	149	15	are	be	AUX
cana-6016	149	16	often	often	ADV
cana-6016	149	17	necessary	necessary	ADJ
cana-6016	149	18	.	.	PUNCT
cana-6016	150	1	however	however	ADV
cana-6016	150	2	,	,	PUNCT
cana-6016	150	3	clinical	clinical	ADJ
cana-6016	150	4	validation	validation	NOUN
cana-6016	150	5	is	be	AUX
cana-6016	150	6	a	a	DET
cana-6016	150	7	slow	slow	ADJ
cana-6016	150	8	,	,	PUNCT
cana-6016	150	9	region	region	NOUN
cana-6016	150	10	-	-	PUNCT
cana-6016	150	11	specific	specific	ADJ
cana-6016	150	12	process	process	NOUN
cana-6016	150	13	that	that	PRON
cana-6016	150	14	can	can	AUX
cana-6016	150	15	delay	delay	VERB
cana-6016	150	16	innovation	innovation	NOUN
cana-6016	150	17	and	and	CCONJ
cana-6016	150	18	make	make	VERB
cana-6016	150	19	global	global	ADJ
cana-6016	150	20	deployment	deployment	NOUN
cana-6016	150	21	challenging	challenging	ADJ
cana-6016	150	22	.	.	PUNCT
cana-6016	151	1	communications	communication	NOUN
cana-6016	151	2	on	on	ADP
cana-6016	151	3	applied	apply	VERB
cana-6016	151	4	nonlinear	nonlinear	ADJ
cana-6016	151	5	analysis	analysis	NOUN
cana-6016	151	6	issn	issn	NOUN
cana-6016	151	7	:	:	PUNCT
cana-6016	151	8	1074	1074	NUM
cana-6016	151	9	-	-	PUNCT
cana-6016	151	10	133x	133x	NUM
cana-6016	151	11	vol	vol	NOUN
cana-6016	151	12	32	32	NUM
cana-6016	151	13	no	no	NOUN
cana-6016	151	14	.	.	NOUN
cana-6016	151	15	1	1	NUM
cana-6016	151	16	(	(	PUNCT
cana-6016	151	17	2025	2025	NUM
cana-6016	151	18	)	)	PUNCT
cana-6016	151	19	593	593	NUM
cana-6016	151	20	https://internationalpubls.com	https://internationalpubls.com	X
cana-6016	151	21	technical	technical	ADJ
cana-6016	151	22	barriers	barrier	NOUN
cana-6016	151	23	in	in	ADP
cana-6016	151	24	deployment	deployment	NOUN
cana-6016	151	25	finally	finally	ADV
cana-6016	151	26	,	,	PUNCT
cana-6016	151	27	deployment	deployment	NOUN
cana-6016	151	28	challenges	challenge	NOUN
cana-6016	151	29	persist	persist	VERB
cana-6016	151	30	,	,	PUNCT
cana-6016	151	31	particularly	particularly	ADV
cana-6016	151	32	in	in	ADP
cana-6016	151	33	rural	rural	ADJ
cana-6016	151	34	or	or	CCONJ
cana-6016	151	35	resource	resource	NOUN
cana-6016	151	36	-	-	PUNCT
cana-6016	151	37	poor	poor	ADJ
cana-6016	151	38	environments	environment	NOUN
cana-6016	151	39	.	.	PUNCT
cana-6016	152	1	many	many	ADJ
cana-6016	152	2	cnns	cnn	NOUN
cana-6016	152	3	require	require	VERB
cana-6016	152	4	substantial	substantial	ADJ
cana-6016	152	5	computational	computational	ADJ
cana-6016	152	6	power	power	NOUN
cana-6016	152	7	,	,	PUNCT
cana-6016	152	8	including	include	VERB
cana-6016	152	9	gpus	gpu	NOUN
cana-6016	152	10	,	,	PUNCT
cana-6016	152	11	which	which	PRON
cana-6016	152	12	may	may	AUX
cana-6016	152	13	not	not	PART
cana-6016	152	14	be	be	AUX
cana-6016	152	15	available	available	ADJ
cana-6016	152	16	in	in	ADP
cana-6016	152	17	these	these	DET
cana-6016	152	18	settings	setting	NOUN
cana-6016	152	19	.	.	PUNCT
cana-6016	153	1	additionally	additionally	ADV
cana-6016	153	2	,	,	PUNCT
cana-6016	153	3	data	datum	NOUN
cana-6016	153	4	inconsistencies	inconsistency	NOUN
cana-6016	153	5	across	across	ADP
cana-6016	153	6	institutions	institution	NOUN
cana-6016	153	7	—	—	PUNCT
cana-6016	153	8	such	such	ADJ
cana-6016	153	9	as	as	ADP
cana-6016	153	10	different	different	ADJ
cana-6016	153	11	image	image	NOUN
cana-6016	153	12	formats	format	NOUN
cana-6016	153	13	—	—	PUNCT
cana-6016	153	14	further	further	ADJ
cana-6016	153	15	complicate	complicate	NOUN
cana-6016	153	16	integration	integration	NOUN
cana-6016	153	17	and	and	CCONJ
cana-6016	153	18	real	real	ADJ
cana-6016	153	19	-	-	PUNCT
cana-6016	153	20	world	world	NOUN
cana-6016	153	21	application	application	NOUN
cana-6016	153	22	.	.	PUNCT
cana-6016	154	1	5	5	X
cana-6016	154	2	.	.	X
cana-6016	154	3	future	future	ADJ
cana-6016	154	4	trends	trend	NOUN
cana-6016	154	5	in	in	ADP
cana-6016	154	6	cnns	cnn	NOUN
cana-6016	154	7	for	for	ADP
cana-6016	154	8	healthcare	healthcare	NOUN
cana-6016	154	9	as	as	SCONJ
cana-6016	154	10	healthcare	healthcare	PROPN
cana-6016	154	11	ai	ai	VERB
cana-6016	154	12	continues	continue	VERB
cana-6016	154	13	to	to	PART
cana-6016	154	14	evolve	evolve	VERB
cana-6016	154	15	,	,	PUNCT
cana-6016	154	16	convolutional	convolutional	ADJ
cana-6016	154	17	neural	neural	ADJ
cana-6016	154	18	networks	network	NOUN
cana-6016	154	19	are	be	AUX
cana-6016	154	20	expected	expect	VERB
cana-6016	154	21	to	to	PART
cana-6016	154	22	become	become	VERB
cana-6016	154	23	even	even	ADV
cana-6016	154	24	more	more	ADV
cana-6016	154	25	capable	capable	ADJ
cana-6016	154	26	,	,	PUNCT
cana-6016	154	27	adaptable	adaptable	ADJ
cana-6016	154	28	,	,	PUNCT
cana-6016	154	29	and	and	CCONJ
cana-6016	154	30	accessible	accessible	ADJ
cana-6016	154	31	.	.	PUNCT
cana-6016	155	1	future	future	ADJ
cana-6016	155	2	cnn	cnn	PROPN
cana-6016	155	3	developments	development	NOUN
cana-6016	155	4	will	will	AUX
cana-6016	155	5	not	not	PART
cana-6016	155	6	only	only	ADV
cana-6016	155	7	enhance	enhance	VERB
cana-6016	155	8	diagnostic	diagnostic	ADJ
cana-6016	155	9	performance	performance	NOUN
cana-6016	155	10	but	but	CCONJ
cana-6016	155	11	also	also	ADV
cana-6016	155	12	improve	improve	VERB
cana-6016	155	13	how	how	SCONJ
cana-6016	155	14	these	these	DET
cana-6016	155	15	systems	system	NOUN
cana-6016	155	16	integrate	integrate	VERB
cana-6016	155	17	into	into	ADP
cana-6016	155	18	clinical	clinical	ADJ
cana-6016	155	19	workflows	workflow	NOUN
cana-6016	155	20	,	,	PUNCT
cana-6016	155	21	support	support	NOUN
cana-6016	155	22	patients	patient	NOUN
cana-6016	155	23	in	in	ADP
cana-6016	155	24	remote	remote	ADJ
cana-6016	155	25	areas	area	NOUN
cana-6016	155	26	,	,	PUNCT
cana-6016	155	27	and	and	CCONJ
cana-6016	155	28	protect	protect	VERB
cana-6016	155	29	sensitive	sensitive	ADJ
cana-6016	155	30	medical	medical	ADJ
cana-6016	155	31	data[8][23	data[8][23	PROPN
cana-6016	155	32	]	]	X
cana-6016	155	33	.	.	PUNCT
cana-6016	156	1	future	future	ADJ
cana-6016	156	2	trends	trend	NOUN
cana-6016	156	3	in	in	ADP
cana-6016	156	4	cnns	cnn	NOUN
cana-6016	156	5	for	for	ADP
cana-6016	156	6	healthcare	healthcare	NOUN
cana-6016	156	7	convolutional	convolutional	ADJ
cana-6016	156	8	neural	neural	ADJ
cana-6016	156	9	networks	network	NOUN
cana-6016	156	10	(	(	PUNCT
cana-6016	156	11	cnns	cnns	PROPN
cana-6016	156	12	)	)	PUNCT
cana-6016	156	13	have	have	AUX
cana-6016	156	14	already	already	ADV
cana-6016	156	15	established	establish	VERB
cana-6016	156	16	themselves	themselves	PRON
cana-6016	156	17	as	as	ADP
cana-6016	156	18	powerful	powerful	ADJ
cana-6016	156	19	tools	tool	NOUN
cana-6016	156	20	in	in	ADP
cana-6016	156	21	medical	medical	ADJ
cana-6016	156	22	imaging	imaging	NOUN
cana-6016	156	23	and	and	CCONJ
cana-6016	156	24	diagnostics	diagnostic	NOUN
cana-6016	156	25	,	,	PUNCT
cana-6016	156	26	but	but	CCONJ
cana-6016	156	27	their	their	PRON
cana-6016	156	28	role	role	NOUN
cana-6016	156	29	is	be	AUX
cana-6016	156	30	set	set	VERB
cana-6016	156	31	to	to	PART
cana-6016	156	32	evolve	evolve	VERB
cana-6016	156	33	dramatically	dramatically	ADV
cana-6016	156	34	in	in	ADP
cana-6016	156	35	the	the	DET
cana-6016	156	36	coming	come	VERB
cana-6016	156	37	years	year	NOUN
cana-6016	156	38	.	.	PUNCT
cana-6016	157	1	as	as	SCONJ
cana-6016	157	2	healthcare	healthcare	PROPN
cana-6016	157	3	systems	system	NOUN
cana-6016	157	4	globally	globally	ADV
cana-6016	157	5	grapple	grapple	VERB
cana-6016	157	6	with	with	ADP
cana-6016	157	7	increasing	increase	VERB
cana-6016	157	8	patient	patient	ADJ
cana-6016	157	9	loads	load	NOUN
cana-6016	157	10	,	,	PUNCT
cana-6016	157	11	diagnostic	diagnostic	ADJ
cana-6016	157	12	complexity	complexity	NOUN
cana-6016	157	13	,	,	PUNCT
cana-6016	157	14	and	and	CCONJ
cana-6016	157	15	the	the	DET
cana-6016	157	16	demand	demand	NOUN
cana-6016	157	17	for	for	ADP
cana-6016	157	18	equitable	equitable	ADJ
cana-6016	157	19	access	access	NOUN
cana-6016	157	20	to	to	ADP
cana-6016	157	21	care	care	NOUN
cana-6016	157	22	,	,	PUNCT
cana-6016	157	23	cnns	cnn	NOUN
cana-6016	157	24	are	be	AUX
cana-6016	157	25	expected	expect	VERB
cana-6016	157	26	to	to	PART
cana-6016	157	27	lead	lead	VERB
cana-6016	157	28	the	the	DET
cana-6016	157	29	charge	charge	NOUN
cana-6016	157	30	in	in	ADP
cana-6016	157	31	enabling	enable	VERB
cana-6016	157	32	intelligent	intelligent	ADJ
cana-6016	157	33	,	,	PUNCT
cana-6016	157	34	scalable	scalable	ADJ
cana-6016	157	35	,	,	PUNCT
cana-6016	157	36	and	and	CCONJ
cana-6016	157	37	personalized	personalize	VERB
cana-6016	157	38	healthcare	healthcare	NOUN
cana-6016	157	39	solutions	solution	NOUN
cana-6016	157	40	.	.	PUNCT
cana-6016	158	1	beyond	beyond	ADP
cana-6016	158	2	improving	improve	VERB
cana-6016	158	3	diagnostic	diagnostic	ADJ
cana-6016	158	4	accuracy	accuracy	NOUN
cana-6016	158	5	,	,	PUNCT
cana-6016	158	6	the	the	DET
cana-6016	158	7	future	future	ADJ
cana-6016	158	8	trajectory	trajectory	NOUN
cana-6016	158	9	of	of	ADP
cana-6016	158	10	cnns	cnn	NOUN
cana-6016	158	11	will	will	AUX
cana-6016	158	12	focus	focus	VERB
cana-6016	158	13	on	on	ADP
cana-6016	158	14	multimodal	multimodal	ADJ
cana-6016	158	15	learning	learning	NOUN
cana-6016	158	16	,	,	PUNCT
cana-6016	158	17	privacy	privacy	NOUN
cana-6016	158	18	-	-	PUNCT
cana-6016	158	19	preserving	preserve	VERB
cana-6016	158	20	computation	computation	NOUN
cana-6016	158	21	,	,	PUNCT
cana-6016	158	22	real	real	ADJ
cana-6016	158	23	-	-	PUNCT
cana-6016	158	24	time	time	NOUN
cana-6016	158	25	edge	edge	NOUN
cana-6016	158	26	deployment	deployment	NOUN
cana-6016	158	27	,	,	PUNCT
cana-6016	158	28	explainability	explainability	NOUN
cana-6016	158	29	,	,	PUNCT
cana-6016	158	30	learning	learn	VERB
cana-6016	158	31	efficiency	efficiency	NOUN
cana-6016	158	32	,	,	PUNCT
cana-6016	158	33	and	and	CCONJ
cana-6016	158	34	governance	governance	NOUN
cana-6016	158	35	.	.	PUNCT
cana-6016	159	1	together	together	ADV
cana-6016	159	2	,	,	PUNCT
cana-6016	159	3	these	these	DET
cana-6016	159	4	trends	trend	NOUN
cana-6016	159	5	aim	aim	VERB
cana-6016	159	6	to	to	PART
cana-6016	159	7	create	create	VERB
cana-6016	159	8	clinical	clinical	ADJ
cana-6016	159	9	ai	ai	NOUN
cana-6016	159	10	systems	system	NOUN
cana-6016	159	11	that	that	PRON
cana-6016	159	12	are	be	AUX
cana-6016	159	13	not	not	PART
cana-6016	159	14	only	only	ADV
cana-6016	159	15	technically	technically	ADV
cana-6016	159	16	proficient	proficient	ADJ
cana-6016	159	17	but	but	CCONJ
cana-6016	159	18	also	also	ADV
cana-6016	159	19	trustworthy	trustworthy	ADJ
cana-6016	159	20	,	,	PUNCT
cana-6016	159	21	interpretable	interpretable	ADJ
cana-6016	159	22	,	,	PUNCT
cana-6016	159	23	and	and	CCONJ
cana-6016	159	24	ethically	ethically	ADV
cana-6016	159	25	aligned	align	VERB
cana-6016	159	26	.	.	PUNCT
cana-6016	160	1	one	one	NUM
cana-6016	160	2	of	of	ADP
cana-6016	160	3	the	the	DET
cana-6016	160	4	most	most	ADV
cana-6016	160	5	significant	significant	ADJ
cana-6016	160	6	innovations	innovation	NOUN
cana-6016	160	7	is	be	AUX
cana-6016	160	8	the	the	DET
cana-6016	160	9	integration	integration	NOUN
cana-6016	160	10	of	of	ADP
cana-6016	160	11	cnns	cnns	PROPN
cana-6016	160	12	with	with	ADP
cana-6016	160	13	transformer	transformer	NOUN
cana-6016	160	14	-	-	PUNCT
cana-6016	160	15	based	base	VERB
cana-6016	160	16	architectures	architecture	NOUN
cana-6016	160	17	to	to	PART
cana-6016	160	18	support	support	VERB
cana-6016	160	19	multimodal	multimodal	ADJ
cana-6016	160	20	learning	learning	NOUN
cana-6016	160	21	.	.	PUNCT
cana-6016	161	1	while	while	SCONJ
cana-6016	161	2	cnns	cnn	NOUN
cana-6016	161	3	are	be	AUX
cana-6016	161	4	inherently	inherently	ADV
cana-6016	161	5	designed	design	VERB
cana-6016	161	6	to	to	PART
cana-6016	161	7	handle	handle	VERB
cana-6016	161	8	spatial	spatial	ADJ
cana-6016	161	9	features	feature	NOUN
cana-6016	161	10	in	in	ADP
cana-6016	161	11	images	image	NOUN
cana-6016	161	12	,	,	PUNCT
cana-6016	161	13	transformers	transformer	NOUN
cana-6016	161	14	—	—	PUNCT
cana-6016	161	15	originally	originally	ADV
cana-6016	161	16	built	build	VERB
cana-6016	161	17	for	for	ADP
cana-6016	161	18	natural	natural	ADJ
cana-6016	161	19	language	language	NOUN
cana-6016	161	20	processing	processing	NOUN
cana-6016	161	21	—	—	PUNCT
cana-6016	161	22	are	be	AUX
cana-6016	161	23	exceptional	exceptional	ADJ
cana-6016	161	24	at	at	ADP
cana-6016	161	25	modeling	model	VERB
cana-6016	161	26	sequential	sequential	ADJ
cana-6016	161	27	and	and	CCONJ
cana-6016	161	28	contextual	contextual	ADJ
cana-6016	161	29	data	datum	NOUN
cana-6016	161	30	.	.	PUNCT
cana-6016	162	1	when	when	SCONJ
cana-6016	162	2	these	these	DET
cana-6016	162	3	two	two	NUM
cana-6016	162	4	are	be	AUX
cana-6016	162	5	combined	combine	VERB
cana-6016	162	6	,	,	PUNCT
cana-6016	162	7	the	the	DET
cana-6016	162	8	result	result	NOUN
cana-6016	162	9	is	be	AUX
cana-6016	162	10	a	a	DET
cana-6016	162	11	robust	robust	ADJ
cana-6016	162	12	system	system	NOUN
cana-6016	162	13	capable	capable	ADJ
cana-6016	162	14	of	of	ADP
cana-6016	162	15	analyzing	analyze	VERB
cana-6016	162	16	and	and	CCONJ
cana-6016	162	17	correlating	correlate	VERB
cana-6016	162	18	multiple	multiple	ADJ
cana-6016	162	19	types	type	NOUN
cana-6016	162	20	of	of	ADP
cana-6016	162	21	medical	medical	ADJ
cana-6016	162	22	data	datum	NOUN
cana-6016	162	23	simultaneously	simultaneously	ADV
cana-6016	162	24	.	.	PUNCT
cana-6016	163	1	for	for	ADP
cana-6016	163	2	instance	instance	NOUN
cana-6016	163	3	,	,	PUNCT
cana-6016	163	4	in	in	ADP
cana-6016	163	5	real	real	ADJ
cana-6016	163	6	-	-	PUNCT
cana-6016	163	7	world	world	NOUN
cana-6016	163	8	diagnostics	diagnostic	NOUN
cana-6016	163	9	,	,	PUNCT
cana-6016	163	10	clinicians	clinician	NOUN
cana-6016	163	11	rely	rely	VERB
cana-6016	163	12	on	on	ADP
cana-6016	163	13	more	more	ADJ
cana-6016	163	14	than	than	ADP
cana-6016	163	15	just	just	ADV
cana-6016	163	16	imaging	imaging	NOUN
cana-6016	163	17	—	—	PUNCT
cana-6016	163	18	they	they	PRON
cana-6016	163	19	also	also	ADV
cana-6016	163	20	consider	consider	VERB
cana-6016	163	21	lab	lab	NOUN
cana-6016	163	22	reports	report	NOUN
cana-6016	163	23	,	,	PUNCT
cana-6016	163	24	patient	patient	ADJ
cana-6016	163	25	histories	history	NOUN
cana-6016	163	26	,	,	PUNCT
cana-6016	163	27	symptoms	symptom	NOUN
cana-6016	163	28	,	,	PUNCT
cana-6016	163	29	and	and	CCONJ
cana-6016	163	30	genetic	genetic	ADJ
cana-6016	163	31	information	information	NOUN
cana-6016	163	32	.	.	PUNCT
cana-6016	164	1	future	future	ADJ
cana-6016	164	2	hybrid	hybrid	NOUN
cana-6016	164	3	models	model	NOUN
cana-6016	164	4	will	will	AUX
cana-6016	164	5	replicate	replicate	VERB
cana-6016	164	6	this	this	PRON
cana-6016	164	7	by	by	ADP
cana-6016	164	8	allowing	allow	VERB
cana-6016	164	9	cnns	cnn	NOUN
cana-6016	164	10	to	to	PART
cana-6016	164	11	extract	extract	VERB
cana-6016	164	12	visual	visual	ADJ
cana-6016	164	13	features	feature	NOUN
cana-6016	164	14	from	from	ADP
cana-6016	164	15	imaging	imaging	NOUN
cana-6016	164	16	,	,	PUNCT
cana-6016	164	17	while	while	SCONJ
cana-6016	164	18	transformers	transformer	NOUN
cana-6016	164	19	process	process	VERB
cana-6016	164	20	accompanying	accompany	VERB
cana-6016	164	21	clinical	clinical	ADJ
cana-6016	164	22	text	text	NOUN
cana-6016	164	23	,	,	PUNCT
cana-6016	164	24	facilitating	facilitate	VERB
cana-6016	164	25	a	a	DET
cana-6016	164	26	more	more	ADV
cana-6016	164	27	comprehensive	comprehensive	ADJ
cana-6016	164	28	decision	decision	NOUN
cana-6016	164	29	-	-	PUNCT
cana-6016	164	30	making	make	VERB
cana-6016	164	31	process	process	NOUN
cana-6016	164	32	.	.	PUNCT
cana-6016	165	1	projects	project	NOUN
cana-6016	165	2	like	like	ADP
cana-6016	165	3	clip	clip	NOUN
cana-6016	165	4	and	and	CCONJ
cana-6016	165	5	blip	blip	ADJ
cana-6016	165	6	,	,	PUNCT
cana-6016	165	7	originally	originally	ADV
cana-6016	165	8	applied	apply	VERB
cana-6016	165	9	to	to	ADP
cana-6016	165	10	general	general	ADJ
cana-6016	165	11	image	image	NOUN
cana-6016	165	12	-	-	PUNCT
cana-6016	165	13	text	text	NOUN
cana-6016	165	14	tasks	task	NOUN
cana-6016	165	15	,	,	PUNCT
cana-6016	165	16	are	be	AUX
cana-6016	165	17	being	be	AUX
cana-6016	165	18	adapted	adapt	VERB
cana-6016	165	19	to	to	ADP
cana-6016	165	20	radiology	radiology	NOUN
cana-6016	165	21	and	and	CCONJ
cana-6016	165	22	pathology	pathology	NOUN
cana-6016	165	23	to	to	PART
cana-6016	165	24	bridge	bridge	VERB
cana-6016	165	25	the	the	DET
cana-6016	165	26	gap	gap	NOUN
cana-6016	165	27	between	between	ADP
cana-6016	165	28	visual	visual	ADJ
cana-6016	165	29	and	and	CCONJ
cana-6016	165	30	textual	textual	ADJ
cana-6016	165	31	data	datum	NOUN
cana-6016	165	32	in	in	ADP
cana-6016	165	33	diagnosis	diagnosis	NOUN
cana-6016	165	34	.	.	PUNCT
cana-6016	166	1	these	these	DET
cana-6016	166	2	models	model	NOUN
cana-6016	166	3	are	be	AUX
cana-6016	166	4	being	be	AUX
cana-6016	166	5	fine	fine	ADV
cana-6016	166	6	-	-	PUNCT
cana-6016	166	7	tuned	tune	VERB
cana-6016	166	8	to	to	PART
cana-6016	166	9	perform	perform	VERB
cana-6016	166	10	tasks	task	NOUN
cana-6016	166	11	such	such	ADJ
cana-6016	166	12	as	as	ADP
cana-6016	166	13	predicting	predict	VERB
cana-6016	166	14	diagnoses	diagnosis	NOUN
cana-6016	166	15	based	base	VERB
cana-6016	166	16	on	on	ADP
cana-6016	166	17	an	an	DET
cana-6016	166	18	image	image	NOUN
cana-6016	166	19	and	and	CCONJ
cana-6016	166	20	its	its	PRON
cana-6016	166	21	radiologist	radiologist	NOUN
cana-6016	166	22	's	's	PART
cana-6016	166	23	report	report	NOUN
cana-6016	166	24	,	,	PUNCT
cana-6016	166	25	or	or	CCONJ
cana-6016	166	26	automatically	automatically	ADV
cana-6016	166	27	generating	generate	VERB
cana-6016	166	28	a	a	DET
cana-6016	166	29	diagnostic	diagnostic	ADJ
cana-6016	166	30	summary	summary	NOUN
cana-6016	166	31	from	from	ADP
cana-6016	166	32	imaging	imaging	NOUN
cana-6016	166	33	findings	finding	NOUN
cana-6016	166	34	.	.	PUNCT
cana-6016	167	1	equally	equally	ADV
cana-6016	167	2	transformative	transformative	ADJ
cana-6016	167	3	is	be	AUX
cana-6016	167	4	the	the	DET
cana-6016	167	5	rise	rise	NOUN
cana-6016	167	6	of	of	ADP
cana-6016	167	7	federated	federated	ADJ
cana-6016	167	8	learning	learning	NOUN
cana-6016	167	9	in	in	ADP
cana-6016	167	10	medical	medical	ADJ
cana-6016	167	11	ai	ai	PROPN
cana-6016	167	12	,	,	PUNCT
cana-6016	167	13	aimed	aim	VERB
cana-6016	167	14	at	at	ADP
cana-6016	167	15	solving	solve	VERB
cana-6016	167	16	the	the	DET
cana-6016	167	17	pressing	press	VERB
cana-6016	167	18	issue	issue	NOUN
cana-6016	167	19	of	of	ADP
cana-6016	167	20	data	datum	NOUN
cana-6016	167	21	privacy	privacy	NOUN
cana-6016	167	22	and	and	CCONJ
cana-6016	167	23	regulatory	regulatory	ADJ
cana-6016	167	24	compliance	compliance	NOUN
cana-6016	167	25	.	.	PUNCT
cana-6016	168	1	centralizing	centralize	VERB
cana-6016	168	2	patient	patient	ADJ
cana-6016	168	3	data	datum	NOUN
cana-6016	168	4	to	to	PART
cana-6016	168	5	train	train	VERB
cana-6016	168	6	ai	ai	NOUN
cana-6016	168	7	models	model	NOUN
cana-6016	168	8	presents	present	VERB
cana-6016	168	9	legal	legal	ADJ
cana-6016	168	10	,	,	PUNCT
cana-6016	168	11	ethical	ethical	ADJ
cana-6016	168	12	,	,	PUNCT
cana-6016	168	13	and	and	CCONJ
cana-6016	168	14	practical	practical	ADJ
cana-6016	168	15	challenges	challenge	NOUN
cana-6016	168	16	,	,	PUNCT
cana-6016	168	17	particularly	particularly	ADV
cana-6016	168	18	with	with	ADP
cana-6016	168	19	stringent	stringent	ADJ
cana-6016	168	20	data	datum	NOUN
cana-6016	168	21	protection	protection	NOUN
cana-6016	168	22	laws	law	NOUN
cana-6016	168	23	like	like	ADP
cana-6016	168	24	gdpr	gdpr	NOUN
cana-6016	168	25	,	,	PUNCT
cana-6016	168	26	hipaa	hipaa	NOUN
cana-6016	168	27	,	,	PUNCT
cana-6016	168	28	and	and	CCONJ
cana-6016	168	29	the	the	DET
cana-6016	168	30	dpdp	dpdp	ADJ
cana-6016	168	31	act	act	NOUN
cana-6016	168	32	.	.	PUNCT
cana-6016	169	1	federated	federated	ADJ
cana-6016	169	2	learning	learning	NOUN
cana-6016	169	3	circumvents	circumvent	VERB
cana-6016	169	4	this	this	PRON
cana-6016	169	5	by	by	ADP
cana-6016	169	6	allowing	allow	VERB
cana-6016	169	7	models	model	NOUN
cana-6016	169	8	to	to	PART
cana-6016	169	9	be	be	AUX
cana-6016	169	10	trained	train	VERB
cana-6016	169	11	locally	locally	ADV
cana-6016	169	12	within	within	ADP
cana-6016	169	13	each	each	DET
cana-6016	169	14	hospital	hospital	NOUN
cana-6016	169	15	or	or	CCONJ
cana-6016	169	16	institution	institution	NOUN
cana-6016	169	17	.	.	PUNCT
cana-6016	170	1	instead	instead	ADV
cana-6016	170	2	of	of	ADP
cana-6016	170	3	sharing	share	VERB
cana-6016	170	4	data	datum	NOUN
cana-6016	170	5	,	,	PUNCT
cana-6016	170	6	only	only	ADV
cana-6016	170	7	the	the	DET
cana-6016	170	8	learned	learn	VERB
cana-6016	170	9	parameters	parameter	NOUN
cana-6016	170	10	are	be	AUX
cana-6016	170	11	sent	send	VERB
cana-6016	170	12	to	to	ADP
cana-6016	170	13	a	a	DET
cana-6016	170	14	central	central	ADJ
cana-6016	170	15	server	server	NOUN
cana-6016	170	16	and	and	CCONJ
cana-6016	170	17	aggregated	aggregate	VERB
cana-6016	170	18	.	.	PUNCT
cana-6016	171	1	this	this	DET
cana-6016	171	2	approach	approach	NOUN
cana-6016	171	3	ensures	ensure	VERB
cana-6016	171	4	patient	patient	ADJ
cana-6016	171	5	data	datum	NOUN
cana-6016	171	6	never	never	ADV
cana-6016	171	7	leaves	leave	VERB
cana-6016	171	8	its	its	PRON
cana-6016	171	9	source	source	NOUN
cana-6016	171	10	,	,	PUNCT
cana-6016	171	11	drastically	drastically	ADV
cana-6016	171	12	improving	improve	VERB
cana-6016	171	13	security	security	NOUN
cana-6016	171	14	while	while	SCONJ
cana-6016	171	15	enabling	enable	VERB
cana-6016	171	16	collaboration	collaboration	NOUN
cana-6016	171	17	across	across	ADP
cana-6016	171	18	institutions	institution	NOUN
cana-6016	171	19	.	.	PUNCT
cana-6016	172	1	with	with	ADP
cana-6016	172	2	this	this	DET
cana-6016	172	3	method	method	NOUN
cana-6016	172	4	,	,	PUNCT
cana-6016	172	5	cnns	cnn	NOUN
cana-6016	172	6	trained	train	VERB
cana-6016	172	7	on	on	ADP
cana-6016	172	8	diverse	diverse	ADJ
cana-6016	172	9	,	,	PUNCT
cana-6016	172	10	distributed	distribute	VERB
cana-6016	172	11	datasets	dataset	NOUN
cana-6016	172	12	can	can	AUX
cana-6016	172	13	generalize	generalize	VERB
cana-6016	172	14	communications	communication	NOUN
cana-6016	172	15	on	on	ADP
cana-6016	172	16	applied	apply	VERB
cana-6016	172	17	nonlinear	nonlinear	ADJ
cana-6016	172	18	analysis	analysis	NOUN
cana-6016	172	19	issn	issn	NOUN
cana-6016	172	20	:	:	PUNCT
cana-6016	172	21	1074	1074	NUM
cana-6016	172	22	-	-	PUNCT
cana-6016	172	23	133x	133x	NUM
cana-6016	172	24	vol	vol	NOUN
cana-6016	172	25	32	32	NUM
cana-6016	172	26	no	no	NOUN
cana-6016	172	27	.	.	NOUN
cana-6016	172	28	1	1	NUM
cana-6016	172	29	(	(	PUNCT
cana-6016	172	30	2025	2025	NUM
cana-6016	172	31	)	)	PUNCT
cana-6016	172	32	594	594	NUM
cana-6016	172	33	https://internationalpubls.com	https://internationalpubls.com	X
cana-6016	172	34	better	well	ADV
cana-6016	172	35	across	across	ADP
cana-6016	172	36	populations	population	NOUN
cana-6016	172	37	,	,	PUNCT
cana-6016	172	38	demographics	demographic	NOUN
cana-6016	172	39	,	,	PUNCT
cana-6016	172	40	and	and	CCONJ
cana-6016	172	41	imaging	imaging	NOUN
cana-6016	172	42	equipment	equipment	NOUN
cana-6016	172	43	.	.	PUNCT
cana-6016	173	1	frameworks	framework	NOUN
cana-6016	173	2	like	like	ADP
cana-6016	173	3	flower	flower	NOUN
cana-6016	173	4	and	and	CCONJ
cana-6016	173	5	fedml	fedml	NOUN
cana-6016	173	6	are	be	AUX
cana-6016	173	7	now	now	ADV
cana-6016	173	8	at	at	ADP
cana-6016	173	9	the	the	DET
cana-6016	173	10	forefront	forefront	NOUN
cana-6016	173	11	of	of	ADP
cana-6016	173	12	this	this	DET
cana-6016	173	13	transformation	transformation	NOUN
cana-6016	173	14	,	,	PUNCT
cana-6016	173	15	being	be	AUX
cana-6016	173	16	deployed	deploy	VERB
cana-6016	173	17	in	in	ADP
cana-6016	173	18	multi	multi	ADJ
cana-6016	173	19	-	-	ADJ
cana-6016	173	20	center	center	ADJ
cana-6016	173	21	studies	study	NOUN
cana-6016	173	22	across	across	ADP
cana-6016	173	23	radiology	radiology	NOUN
cana-6016	173	24	and	and	CCONJ
cana-6016	173	25	digital	digital	ADJ
cana-6016	173	26	pathology	pathology	NOUN
cana-6016	173	27	domains	domain	NOUN
cana-6016	173	28	to	to	PART
cana-6016	173	29	build	build	VERB
cana-6016	173	30	cnns	cnn	NOUN
cana-6016	173	31	that	that	PRON
cana-6016	173	32	are	be	AUX
cana-6016	173	33	both	both	ADV
cana-6016	173	34	accurate	accurate	ADJ
cana-6016	173	35	and	and	CCONJ
cana-6016	173	36	ethically	ethically	ADV
cana-6016	173	37	compliant	compliant	ADJ
cana-6016	173	38	.	.	PUNCT
cana-6016	174	1	another	another	DET
cana-6016	174	2	crucial	crucial	ADJ
cana-6016	174	3	direction	direction	NOUN
cana-6016	174	4	is	be	AUX
cana-6016	174	5	the	the	DET
cana-6016	174	6	development	development	NOUN
cana-6016	174	7	of	of	ADP
cana-6016	174	8	edge	edge	NOUN
cana-6016	174	9	ai	ai	VERB
cana-6016	174	10	for	for	ADP
cana-6016	174	11	real	real	ADJ
cana-6016	174	12	-	-	PUNCT
cana-6016	174	13	time	time	NOUN
cana-6016	174	14	,	,	PUNCT
cana-6016	174	15	point	point	NOUN
cana-6016	174	16	-	-	PUNCT
cana-6016	174	17	of	of	ADP
cana-6016	174	18	-	-	PUNCT
cana-6016	174	19	care	care	NOUN
cana-6016	174	20	diagnostics	diagnostic	NOUN
cana-6016	174	21	.	.	PUNCT
cana-6016	175	1	future	future	ADJ
cana-6016	175	2	cnn	cnn	PROPN
cana-6016	175	3	models	model	NOUN
cana-6016	175	4	are	be	AUX
cana-6016	175	5	being	be	AUX
cana-6016	175	6	heavily	heavily	ADV
cana-6016	175	7	optimized	optimize	VERB
cana-6016	175	8	for	for	ADP
cana-6016	175	9	deployment	deployment	NOUN
cana-6016	175	10	on	on	ADP
cana-6016	175	11	low	low	ADJ
cana-6016	175	12	-	-	PUNCT
cana-6016	175	13	resource	resource	NOUN
cana-6016	175	14	hardware	hardware	NOUN
cana-6016	175	15	such	such	ADJ
cana-6016	175	16	as	as	ADP
cana-6016	175	17	smartphones	smartphone	NOUN
cana-6016	175	18	,	,	PUNCT
cana-6016	175	19	wearables	wearable	NOUN
cana-6016	175	20	,	,	PUNCT
cana-6016	175	21	or	or	CCONJ
cana-6016	175	22	handheld	handheld	ADJ
cana-6016	175	23	imaging	imaging	NOUN
cana-6016	175	24	devices	device	NOUN
cana-6016	175	25	.	.	PUNCT
cana-6016	176	1	this	this	DET
cana-6016	176	2	evolution	evolution	NOUN
cana-6016	176	3	is	be	AUX
cana-6016	176	4	especially	especially	ADV
cana-6016	176	5	critical	critical	ADJ
cana-6016	176	6	for	for	ADP
cana-6016	176	7	global	global	ADJ
cana-6016	176	8	health	health	NOUN
cana-6016	176	9	,	,	PUNCT
cana-6016	176	10	rural	rural	ADJ
cana-6016	176	11	outreach	outreach	NOUN
cana-6016	176	12	,	,	PUNCT
cana-6016	176	13	and	and	CCONJ
cana-6016	176	14	disaster	disaster	NOUN
cana-6016	176	15	response	response	NOUN
cana-6016	176	16	scenarios	scenario	NOUN
cana-6016	176	17	,	,	PUNCT
cana-6016	176	18	where	where	SCONJ
cana-6016	176	19	access	access	NOUN
cana-6016	176	20	to	to	ADP
cana-6016	176	21	cloud	cloud	NOUN
cana-6016	176	22	infrastructure	infrastructure	NOUN
cana-6016	176	23	is	be	AUX
cana-6016	176	24	limited	limited	ADJ
cana-6016	176	25	or	or	CCONJ
cana-6016	176	26	nonexistent	nonexistent	ADJ
cana-6016	176	27	.	.	PUNCT
cana-6016	177	1	models	model	NOUN
cana-6016	177	2	like	like	ADP
cana-6016	177	3	efficientnet	efficientnet	NOUN
cana-6016	177	4	-	-	PUNCT
cana-6016	177	5	lite	lite	NOUN
cana-6016	177	6	and	and	CCONJ
cana-6016	177	7	mobilenetv3	mobilenetv3	PROPN
cana-6016	177	8	,	,	PUNCT
cana-6016	177	9	with	with	ADP
cana-6016	177	10	their	their	PRON
cana-6016	177	11	lightweight	lightweight	NOUN
cana-6016	177	12	and	and	CCONJ
cana-6016	177	13	power	power	NOUN
cana-6016	177	14	-	-	PUNCT
cana-6016	177	15	efficient	efficient	ADJ
cana-6016	177	16	architecture	architecture	NOUN
cana-6016	177	17	,	,	PUNCT
cana-6016	177	18	are	be	AUX
cana-6016	177	19	enabling	enable	VERB
cana-6016	177	20	diagnostic	diagnostic	ADJ
cana-6016	177	21	tools	tool	NOUN
cana-6016	177	22	to	to	PART
cana-6016	177	23	function	function	VERB
cana-6016	177	24	directly	directly	ADV
cana-6016	177	25	at	at	ADP
cana-6016	177	26	the	the	DET
cana-6016	177	27	point	point	NOUN
cana-6016	177	28	of	of	ADP
cana-6016	177	29	care	care	NOUN
cana-6016	177	30	.	.	PUNCT
cana-6016	178	1	portable	portable	ADJ
cana-6016	178	2	ultrasound	ultrasound	NOUN
cana-6016	178	3	scanners	scanner	NOUN
cana-6016	178	4	equipped	equip	VERB
cana-6016	178	5	with	with	ADP
cana-6016	178	6	embedded	embed	VERB
cana-6016	178	7	cnn	cnn	PROPN
cana-6016	178	8	processors	processor	NOUN
cana-6016	178	9	are	be	AUX
cana-6016	178	10	already	already	ADV
cana-6016	178	11	being	be	AUX
cana-6016	178	12	used	use	VERB
cana-6016	178	13	in	in	ADP
cana-6016	178	14	remote	remote	ADJ
cana-6016	178	15	areas	area	NOUN
cana-6016	178	16	for	for	ADP
cana-6016	178	17	maternal	maternal	ADJ
cana-6016	178	18	health	health	NOUN
cana-6016	178	19	assessments	assessment	NOUN
cana-6016	178	20	,	,	PUNCT
cana-6016	178	21	while	while	SCONJ
cana-6016	178	22	ai	ai	AUX
cana-6016	178	23	-	-	PUNCT
cana-6016	178	24	powered	power	VERB
cana-6016	178	25	stethoscopes	stethoscope	NOUN
cana-6016	178	26	are	be	AUX
cana-6016	178	27	assisting	assist	VERB
cana-6016	178	28	frontline	frontline	NOUN
cana-6016	178	29	workers	worker	NOUN
cana-6016	178	30	in	in	ADP
cana-6016	178	31	detecting	detect	VERB
cana-6016	178	32	pneumonia	pneumonia	NOUN
cana-6016	178	33	,	,	PUNCT
cana-6016	178	34	heart	heart	NOUN
cana-6016	178	35	murmurs	murmur	VERB
cana-6016	178	36	,	,	PUNCT
cana-6016	178	37	and	and	CCONJ
cana-6016	178	38	other	other	ADJ
cana-6016	178	39	conditions	condition	NOUN
cana-6016	178	40	in	in	ADP
cana-6016	178	41	real	real	ADJ
cana-6016	178	42	-	-	PUNCT
cana-6016	178	43	time	time	NOUN
cana-6016	178	44	.	.	PUNCT
cana-6016	179	1	as	as	SCONJ
cana-6016	179	2	hardware	hardware	NOUN
cana-6016	179	3	continues	continue	VERB
cana-6016	179	4	to	to	PART
cana-6016	179	5	improve	improve	VERB
cana-6016	179	6	and	and	CCONJ
cana-6016	179	7	5	5	NUM
cana-6016	179	8	g	g	NOUN
cana-6016	179	9	networks	network	NOUN
cana-6016	179	10	become	become	VERB
cana-6016	179	11	more	more	ADV
cana-6016	179	12	widespread	widespread	ADJ
cana-6016	179	13	,	,	PUNCT
cana-6016	179	14	cnns	cnn	NOUN
cana-6016	179	15	will	will	AUX
cana-6016	179	16	increasingly	increasingly	ADV
cana-6016	179	17	function	function	VERB
cana-6016	179	18	as	as	ADP
cana-6016	179	19	realtime	realtime	NOUN
cana-6016	179	20	assistants	assistant	NOUN
cana-6016	179	21	to	to	ADP
cana-6016	179	22	healthcare	healthcare	NOUN
cana-6016	179	23	professionals	professional	NOUN
cana-6016	179	24	in	in	ADP
cana-6016	179	25	the	the	DET
cana-6016	179	26	field	field	NOUN
cana-6016	179	27	,	,	PUNCT
cana-6016	179	28	saving	save	VERB
cana-6016	179	29	critical	critical	ADJ
cana-6016	179	30	time	time	NOUN
cana-6016	179	31	and	and	CCONJ
cana-6016	179	32	improving	improve	VERB
cana-6016	179	33	outcomes	outcome	NOUN
cana-6016	179	34	.	.	PUNCT
cana-6016	180	1	alongside	alongside	ADP
cana-6016	180	2	deployment	deployment	NOUN
cana-6016	180	3	efficiency	efficiency	NOUN
cana-6016	180	4	,	,	PUNCT
cana-6016	180	5	there	there	PRON
cana-6016	180	6	is	be	VERB
cana-6016	180	7	a	a	DET
cana-6016	180	8	growing	grow	VERB
cana-6016	180	9	emphasis	emphasis	NOUN
cana-6016	180	10	on	on	ADP
cana-6016	180	11	explainability	explainability	NOUN
cana-6016	180	12	and	and	CCONJ
cana-6016	180	13	certification	certification	NOUN
cana-6016	180	14	of	of	ADP
cana-6016	180	15	cnns	cnn	NOUN
cana-6016	180	16	in	in	ADP
cana-6016	180	17	clinical	clinical	ADJ
cana-6016	180	18	environments	environment	NOUN
cana-6016	180	19	.	.	PUNCT
cana-6016	181	1	as	as	SCONJ
cana-6016	181	2	these	these	DET
cana-6016	181	3	models	model	NOUN
cana-6016	181	4	influence	influence	VERB
cana-6016	181	5	life	life	NOUN
cana-6016	181	6	-	-	PUNCT
cana-6016	181	7	altering	alter	VERB
cana-6016	181	8	decisions	decision	NOUN
cana-6016	181	9	,	,	PUNCT
cana-6016	181	10	clinicians	clinician	NOUN
cana-6016	181	11	and	and	CCONJ
cana-6016	181	12	regulators	regulator	NOUN
cana-6016	181	13	alike	alike	ADP
cana-6016	181	14	demand	demand	NOUN
cana-6016	181	15	transparency	transparency	NOUN
cana-6016	181	16	.	.	PUNCT
cana-6016	182	1	future	future	ADJ
cana-6016	182	2	cnns	cnn	NOUN
cana-6016	182	3	will	will	AUX
cana-6016	182	4	include	include	VERB
cana-6016	182	5	mechanisms	mechanism	NOUN
cana-6016	182	6	that	that	PRON
cana-6016	182	7	clearly	clearly	ADV
cana-6016	182	8	illustrate	illustrate	VERB
cana-6016	182	9	what	what	PRON
cana-6016	182	10	factors	factor	NOUN
cana-6016	182	11	led	lead	VERB
cana-6016	182	12	to	to	ADP
cana-6016	182	13	a	a	DET
cana-6016	182	14	specific	specific	ADJ
cana-6016	182	15	diagnosis	diagnosis	NOUN
cana-6016	182	16	or	or	CCONJ
cana-6016	182	17	recommendation	recommendation	NOUN
cana-6016	182	18	.	.	PUNCT
cana-6016	183	1	visual	visual	ADJ
cana-6016	183	2	tools	tool	NOUN
cana-6016	183	3	like	like	ADP
cana-6016	183	4	saliency	saliency	NOUN
cana-6016	183	5	maps	map	NOUN
cana-6016	183	6	and	and	CCONJ
cana-6016	183	7	grad	grad	NOUN
cana-6016	183	8	-	-	PUNCT
cana-6016	183	9	cam	cam	NOUN
cana-6016	183	10	,	,	PUNCT
cana-6016	183	11	while	while	SCONJ
cana-6016	183	12	already	already	ADV
cana-6016	183	13	in	in	ADP
cana-6016	183	14	use	use	NOUN
cana-6016	183	15	,	,	PUNCT
cana-6016	183	16	are	be	AUX
cana-6016	183	17	being	be	AUX
cana-6016	183	18	enhanced	enhance	VERB
cana-6016	183	19	to	to	PART
cana-6016	183	20	provide	provide	VERB
cana-6016	183	21	richer	rich	ADJ
cana-6016	183	22	,	,	PUNCT
cana-6016	183	23	case	case	NOUN
cana-6016	183	24	-	-	PUNCT
cana-6016	183	25	specific	specific	ADJ
cana-6016	183	26	explanations	explanation	NOUN
cana-6016	183	27	.	.	PUNCT
cana-6016	184	1	in	in	ADP
cana-6016	184	2	parallel	parallel	NOUN
cana-6016	184	3	,	,	PUNCT
cana-6016	184	4	emerging	emerge	VERB
cana-6016	184	5	architectures	architecture	NOUN
cana-6016	184	6	like	like	ADP
cana-6016	184	7	counterfactual	counterfactual	ADJ
cana-6016	184	8	cnns	cnn	NOUN
cana-6016	184	9	generate	generate	VERB
cana-6016	184	10	alternative	alternative	ADJ
cana-6016	184	11	scenarios	scenario	NOUN
cana-6016	184	12	to	to	PART
cana-6016	184	13	show	show	VERB
cana-6016	184	14	how	how	SCONJ
cana-6016	184	15	slight	slight	ADJ
cana-6016	184	16	changes	change	NOUN
cana-6016	184	17	in	in	ADP
cana-6016	184	18	input	input	NOUN
cana-6016	184	19	data	datum	NOUN
cana-6016	184	20	might	might	AUX
cana-6016	184	21	have	have	AUX
cana-6016	184	22	altered	alter	VERB
cana-6016	184	23	the	the	DET
cana-6016	184	24	outcome	outcome	NOUN
cana-6016	184	25	,	,	PUNCT
cana-6016	184	26	offering	offer	VERB
cana-6016	184	27	deep	deep	ADJ
cana-6016	184	28	insights	insight	NOUN
cana-6016	184	29	into	into	ADP
cana-6016	184	30	model	model	NOUN
cana-6016	184	31	reasoning	reasoning	NOUN
cana-6016	184	32	.	.	PUNCT
cana-6016	185	1	furthermore	furthermore	ADV
cana-6016	185	2	,	,	PUNCT
cana-6016	185	3	there	there	PRON
cana-6016	185	4	is	be	VERB
cana-6016	185	5	increasing	increase	VERB
cana-6016	185	6	pressure	pressure	NOUN
cana-6016	185	7	from	from	ADP
cana-6016	185	8	regulators	regulator	NOUN
cana-6016	185	9	such	such	ADJ
cana-6016	185	10	as	as	ADP
cana-6016	185	11	the	the	DET
cana-6016	185	12	fda	fda	PROPN
cana-6016	185	13	(	(	PUNCT
cana-6016	185	14	usa	usa	PROPN
cana-6016	185	15	)	)	PUNCT
cana-6016	185	16	,	,	PUNCT
cana-6016	185	17	mhra	mhra	NOUN
cana-6016	185	18	(	(	PUNCT
cana-6016	185	19	uk	uk	PROPN
cana-6016	185	20	)	)	PUNCT
cana-6016	185	21	,	,	PUNCT
cana-6016	185	22	and	and	CCONJ
cana-6016	185	23	ema	ema	PROPN
cana-6016	185	24	(	(	PUNCT
cana-6016	185	25	eu	eu	PROPN
cana-6016	185	26	)	)	PUNCT
cana-6016	185	27	to	to	PART
cana-6016	185	28	certify	certify	VERB
cana-6016	185	29	ai	ai	VERB
cana-6016	185	30	tools	tool	NOUN
cana-6016	185	31	before	before	SCONJ
cana-6016	185	32	they	they	PRON
cana-6016	185	33	are	be	AUX
cana-6016	185	34	integrated	integrate	VERB
cana-6016	185	35	into	into	ADP
cana-6016	185	36	hospital	hospital	NOUN
cana-6016	185	37	workflows	workflow	NOUN
cana-6016	185	38	.	.	PUNCT
cana-6016	186	1	the	the	DET
cana-6016	186	2	next	next	ADJ
cana-6016	186	3	generation	generation	NOUN
cana-6016	186	4	of	of	ADP
cana-6016	186	5	cnns	cnn	NOUN
cana-6016	186	6	will	will	AUX
cana-6016	186	7	be	be	AUX
cana-6016	186	8	designed	design	VERB
cana-6016	186	9	not	not	PART
cana-6016	186	10	just	just	ADV
cana-6016	186	11	for	for	ADP
cana-6016	186	12	accuracy	accuracy	NOUN
cana-6016	186	13	but	but	CCONJ
cana-6016	186	14	also	also	ADV
cana-6016	186	15	for	for	ADP
cana-6016	186	16	auditability	auditability	NOUN
cana-6016	186	17	,	,	PUNCT
cana-6016	186	18	traceability	traceability	NOUN
cana-6016	186	19	,	,	PUNCT
cana-6016	186	20	and	and	CCONJ
cana-6016	186	21	alignment	alignment	NOUN
cana-6016	186	22	with	with	ADP
cana-6016	186	23	clinical	clinical	ADJ
cana-6016	186	24	standards	standard	NOUN
cana-6016	186	25	and	and	CCONJ
cana-6016	186	26	documentation	documentation	NOUN
cana-6016	186	27	.	.	PUNCT
cana-6016	187	1	in	in	ADP
cana-6016	187	2	environments	environment	NOUN
cana-6016	187	3	where	where	SCONJ
cana-6016	187	4	labeled	label	VERB
cana-6016	187	5	data	datum	NOUN
cana-6016	187	6	is	be	AUX
cana-6016	187	7	scarce	scarce	ADJ
cana-6016	187	8	or	or	CCONJ
cana-6016	187	9	expensive	expensive	ADJ
cana-6016	187	10	,	,	PUNCT
cana-6016	187	11	few	few	ADJ
cana-6016	187	12	-	-	PUNCT
cana-6016	187	13	shot	shot	NOUN
cana-6016	187	14	learning	learning	NOUN
cana-6016	187	15	and	and	CCONJ
cana-6016	187	16	self	self	NOUN
cana-6016	187	17	-	-	PUNCT
cana-6016	187	18	supervised	supervise	VERB
cana-6016	187	19	learning	learning	NOUN
cana-6016	187	20	(	(	PUNCT
cana-6016	187	21	ssl	ssl	ADJ
cana-6016	187	22	)	)	PUNCT
cana-6016	187	23	are	be	AUX
cana-6016	187	24	becoming	become	VERB
cana-6016	187	25	essential	essential	ADJ
cana-6016	187	26	.	.	PUNCT
cana-6016	188	1	traditional	traditional	ADJ
cana-6016	188	2	cnns	cnn	NOUN
cana-6016	188	3	typically	typically	ADV
cana-6016	188	4	require	require	VERB
cana-6016	188	5	thousands	thousand	NOUN
cana-6016	188	6	of	of	ADP
cana-6016	188	7	labeled	label	VERB
cana-6016	188	8	images	image	NOUN
cana-6016	188	9	to	to	PART
cana-6016	188	10	achieve	achieve	VERB
cana-6016	188	11	good	good	ADJ
cana-6016	188	12	performance	performance	NOUN
cana-6016	188	13	,	,	PUNCT
cana-6016	188	14	which	which	PRON
cana-6016	188	15	is	be	AUX
cana-6016	188	16	impractical	impractical	ADJ
cana-6016	188	17	for	for	ADP
cana-6016	188	18	rare	rare	ADJ
cana-6016	188	19	diseases	disease	NOUN
cana-6016	188	20	or	or	CCONJ
cana-6016	188	21	underserved	underserved	ADJ
cana-6016	188	22	populations	population	NOUN
cana-6016	188	23	.	.	PUNCT
cana-6016	189	1	selfsupervised	selfsupervise	VERB
cana-6016	189	2	learning	learning	NOUN
cana-6016	189	3	,	,	PUNCT
cana-6016	189	4	by	by	ADP
cana-6016	189	5	contrast	contrast	NOUN
cana-6016	189	6	,	,	PUNCT
cana-6016	189	7	enables	enable	VERB
cana-6016	189	8	cnns	cnn	NOUN
cana-6016	189	9	to	to	PART
cana-6016	189	10	pretrain	pretrain	VERB
cana-6016	189	11	on	on	ADP
cana-6016	189	12	vast	vast	ADJ
cana-6016	189	13	collections	collection	NOUN
cana-6016	189	14	of	of	ADP
cana-6016	189	15	unlabeled	unlabele	VERB
cana-6016	189	16	images	image	NOUN
cana-6016	189	17	by	by	ADP
cana-6016	189	18	solving	solve	VERB
cana-6016	189	19	proxy	proxy	NOUN
cana-6016	189	20	tasks	task	NOUN
cana-6016	189	21	(	(	PUNCT
cana-6016	189	22	e.g.	e.g.	ADV
cana-6016	189	23	,	,	PUNCT
cana-6016	189	24	predicting	predict	VERB
cana-6016	189	25	missing	miss	VERB
cana-6016	189	26	parts	part	NOUN
cana-6016	189	27	of	of	ADP
cana-6016	189	28	an	an	DET
cana-6016	189	29	image	image	NOUN
cana-6016	189	30	,	,	PUNCT
cana-6016	189	31	identifying	identify	VERB
cana-6016	189	32	image	image	NOUN
cana-6016	189	33	orientation	orientation	NOUN
cana-6016	189	34	)	)	PUNCT
cana-6016	189	35	.	.	PUNCT
cana-6016	190	1	later	later	ADV
cana-6016	190	2	,	,	PUNCT
cana-6016	190	3	they	they	PRON
cana-6016	190	4	can	can	AUX
cana-6016	190	5	be	be	AUX
cana-6016	190	6	fine	fine	ADV
cana-6016	190	7	-	-	PUNCT
cana-6016	190	8	tuned	tune	VERB
cana-6016	190	9	using	use	VERB
cana-6016	190	10	just	just	ADV
cana-6016	190	11	a	a	DET
cana-6016	190	12	small	small	ADJ
cana-6016	190	13	number	number	NOUN
cana-6016	190	14	of	of	ADP
cana-6016	190	15	annotated	annotate	VERB
cana-6016	190	16	examples	example	NOUN
cana-6016	190	17	.	.	PUNCT
cana-6016	191	1	techniques	technique	NOUN
cana-6016	191	2	like	like	ADP
cana-6016	191	3	simclr	simclr	NOUN
cana-6016	191	4	(	(	PUNCT
cana-6016	191	5	simple	simple	ADJ
cana-6016	191	6	contrastive	contrastive	ADJ
cana-6016	191	7	learning	learning	NOUN
cana-6016	191	8	of	of	ADP
cana-6016	191	9	representations	representation	NOUN
cana-6016	191	10	)	)	PUNCT
cana-6016	191	11	and	and	CCONJ
cana-6016	191	12	byol	byol	NOUN
cana-6016	191	13	(	(	PUNCT
cana-6016	191	14	bootstrap	bootstrap	VERB
cana-6016	191	15	your	your	PRON
cana-6016	191	16	own	own	ADJ
cana-6016	191	17	latent	latent	NOUN
cana-6016	191	18	)	)	PUNCT
cana-6016	191	19	have	have	AUX
cana-6016	191	20	shown	show	VERB
cana-6016	191	21	promising	promising	ADJ
cana-6016	191	22	results	result	NOUN
cana-6016	191	23	in	in	ADP
cana-6016	191	24	pretraining	pretraine	VERB
cana-6016	191	25	medical	medical	ADJ
cana-6016	191	26	cnns	cnn	NOUN
cana-6016	191	27	for	for	ADP
cana-6016	191	28	tasks	task	NOUN
cana-6016	191	29	like	like	ADP
cana-6016	191	30	tumor	tumor	NOUN
cana-6016	191	31	detection	detection	NOUN
cana-6016	191	32	or	or	CCONJ
cana-6016	191	33	organ	organ	NOUN
cana-6016	191	34	segmentation	segmentation	NOUN
cana-6016	191	35	.	.	PUNCT
cana-6016	192	1	few	few	ADJ
cana-6016	192	2	-	-	PUNCT
cana-6016	192	3	shot	shot	NOUN
cana-6016	192	4	learning	learning	NOUN
cana-6016	192	5	goes	go	VERB
cana-6016	192	6	a	a	DET
cana-6016	192	7	step	step	NOUN
cana-6016	192	8	further	far	ADV
cana-6016	192	9	by	by	ADP
cana-6016	192	10	enabling	enable	VERB
cana-6016	192	11	generalization	generalization	NOUN
cana-6016	192	12	from	from	ADP
cana-6016	192	13	as	as	ADV
cana-6016	192	14	few	few	ADJ
cana-6016	192	15	as	as	ADP
cana-6016	192	16	five	five	NUM
cana-6016	192	17	to	to	PART
cana-6016	192	18	ten	ten	NUM
cana-6016	192	19	examples	example	NOUN
cana-6016	192	20	.	.	PUNCT
cana-6016	193	1	these	these	DET
cana-6016	193	2	capabilities	capability	NOUN
cana-6016	193	3	will	will	AUX
cana-6016	193	4	significantly	significantly	ADV
cana-6016	193	5	democratize	democratize	VERB
cana-6016	193	6	ai	ai	VERB
cana-6016	193	7	in	in	ADP
cana-6016	193	8	healthcare	healthcare	NOUN
cana-6016	193	9	,	,	PUNCT
cana-6016	193	10	allowing	allow	VERB
cana-6016	193	11	robust	robust	ADJ
cana-6016	193	12	models	model	NOUN
cana-6016	193	13	to	to	PART
cana-6016	193	14	be	be	AUX
cana-6016	193	15	built	build	VERB
cana-6016	193	16	even	even	ADV
cana-6016	193	17	in	in	ADP
cana-6016	193	18	datapoor	datapoor	NOUN
cana-6016	193	19	environments	environment	NOUN
cana-6016	193	20	.	.	PUNCT
cana-6016	194	1	communications	communication	NOUN
cana-6016	194	2	on	on	ADP
cana-6016	194	3	applied	apply	VERB
cana-6016	194	4	nonlinear	nonlinear	ADJ
cana-6016	194	5	analysis	analysis	NOUN
cana-6016	194	6	issn	issn	NOUN
cana-6016	194	7	:	:	PUNCT
cana-6016	194	8	1074	1074	NUM
cana-6016	194	9	-	-	PUNCT
cana-6016	194	10	133x	133x	NUM
cana-6016	194	11	vol	vol	NOUN
cana-6016	194	12	32	32	NUM
cana-6016	194	13	no	no	NOUN
cana-6016	194	14	.	.	NOUN
cana-6016	194	15	1	1	NUM
cana-6016	194	16	(	(	PUNCT
cana-6016	194	17	2025	2025	NUM
cana-6016	194	18	)	)	PUNCT
cana-6016	194	19	595	595	NUM
cana-6016	194	20	https://internationalpubls.com	https://internationalpubls.com	X
cana-6016	195	1	finally	finally	ADV
cana-6016	195	2	,	,	PUNCT
cana-6016	195	3	the	the	DET
cana-6016	195	4	widespread	widespread	ADJ
cana-6016	195	5	adoption	adoption	NOUN
cana-6016	195	6	of	of	ADP
cana-6016	195	7	cnns	cnn	NOUN
cana-6016	195	8	in	in	ADP
cana-6016	195	9	clinical	clinical	ADJ
cana-6016	195	10	practice	practice	NOUN
cana-6016	195	11	necessitates	necessitate	VERB
cana-6016	195	12	a	a	DET
cana-6016	195	13	robust	robust	ADJ
cana-6016	195	14	framework	framework	NOUN
cana-6016	195	15	for	for	ADP
cana-6016	195	16	ai	ai	PROPN
cana-6016	195	17	governance	governance	NOUN
cana-6016	195	18	,	,	PUNCT
cana-6016	195	19	risk	risk	NOUN
cana-6016	195	20	management	management	NOUN
cana-6016	195	21	,	,	PUNCT
cana-6016	195	22	and	and	CCONJ
cana-6016	195	23	responsible	responsible	ADJ
cana-6016	195	24	deployment	deployment	NOUN
cana-6016	195	25	.	.	PUNCT
cana-6016	196	1	institutions	institution	NOUN
cana-6016	196	2	will	will	AUX
cana-6016	196	3	need	need	VERB
cana-6016	196	4	systems	system	NOUN
cana-6016	196	5	that	that	PRON
cana-6016	196	6	track	track	VERB
cana-6016	196	7	and	and	CCONJ
cana-6016	196	8	audit	audit	VERB
cana-6016	196	9	cnn	cnn	PROPN
cana-6016	196	10	decision	decision	NOUN
cana-6016	196	11	-	-	PUNCT
cana-6016	196	12	making	making	NOUN
cana-6016	196	13	,	,	PUNCT
cana-6016	196	14	manage	manage	VERB
cana-6016	196	15	version	version	NOUN
cana-6016	196	16	control	control	NOUN
cana-6016	196	17	,	,	PUNCT
cana-6016	196	18	and	and	CCONJ
cana-6016	196	19	ensure	ensure	VERB
cana-6016	196	20	fair	fair	ADJ
cana-6016	196	21	treatment	treatment	NOUN
cana-6016	196	22	across	across	ADP
cana-6016	196	23	different	different	ADJ
cana-6016	196	24	patient	patient	ADJ
cana-6016	196	25	subgroups	subgroup	NOUN
cana-6016	196	26	.	.	PUNCT
cana-6016	197	1	the	the	DET
cana-6016	197	2	role	role	NOUN
cana-6016	197	3	of	of	ADP
cana-6016	197	4	ai	ai	PROPN
cana-6016	197	5	ethics	ethic	NOUN
cana-6016	197	6	committees	committee	NOUN
cana-6016	197	7	and	and	CCONJ
cana-6016	197	8	algorithmic	algorithmic	ADJ
cana-6016	197	9	auditors	auditor	NOUN
cana-6016	197	10	will	will	AUX
cana-6016	197	11	expand	expand	VERB
cana-6016	197	12	,	,	PUNCT
cana-6016	197	13	focusing	focus	VERB
cana-6016	197	14	on	on	ADP
cana-6016	197	15	monitoring	monitor	VERB
cana-6016	197	16	model	model	NOUN
cana-6016	197	17	drift	drift	NOUN
cana-6016	197	18	,	,	PUNCT
cana-6016	197	19	identifying	identify	VERB
cana-6016	197	20	potential	potential	ADJ
cana-6016	197	21	biases	bias	NOUN
cana-6016	197	22	,	,	PUNCT
cana-6016	197	23	and	and	CCONJ
cana-6016	197	24	ensuring	ensure	VERB
cana-6016	197	25	compliance	compliance	NOUN
cana-6016	197	26	with	with	ADP
cana-6016	197	27	evolving	evolve	VERB
cana-6016	197	28	legal	legal	ADJ
cana-6016	197	29	frameworks	framework	NOUN
cana-6016	197	30	.	.	PUNCT
cana-6016	198	1	hospitals	hospital	NOUN
cana-6016	198	2	will	will	AUX
cana-6016	198	3	increasingly	increasingly	ADV
cana-6016	198	4	incorporate	incorporate	VERB
cana-6016	198	5	governance	governance	NOUN
cana-6016	198	6	protocols	protocol	NOUN
cana-6016	198	7	that	that	PRON
cana-6016	198	8	dictate	dictate	VERB
cana-6016	198	9	when	when	SCONJ
cana-6016	198	10	and	and	CCONJ
cana-6016	198	11	how	how	SCONJ
cana-6016	198	12	cnns	cnn	NOUN
cana-6016	198	13	can	can	AUX
cana-6016	198	14	be	be	AUX
cana-6016	198	15	used	use	VERB
cana-6016	198	16	,	,	PUNCT
cana-6016	198	17	what	what	DET
cana-6016	198	18	type	type	NOUN
cana-6016	198	19	of	of	ADP
cana-6016	198	20	human	human	ADJ
cana-6016	198	21	oversight	oversight	NOUN
cana-6016	198	22	is	be	AUX
cana-6016	198	23	required	require	VERB
cana-6016	198	24	,	,	PUNCT
cana-6016	198	25	and	and	CCONJ
cana-6016	198	26	how	how	SCONJ
cana-6016	198	27	models	model	NOUN
cana-6016	198	28	should	should	AUX
cana-6016	198	29	be	be	AUX
cana-6016	198	30	retrained	retrain	VERB
cana-6016	198	31	or	or	CCONJ
cana-6016	198	32	decommissioned	decommission	VERB
cana-6016	198	33	over	over	ADP
cana-6016	198	34	time	time	NOUN
cana-6016	198	35	.	.	PUNCT
cana-6016	199	1	transparency	transparency	NOUN
cana-6016	199	2	will	will	AUX
cana-6016	199	3	also	also	ADV
cana-6016	199	4	extend	extend	VERB
cana-6016	199	5	to	to	ADP
cana-6016	199	6	patients	patient	NOUN
cana-6016	199	7	,	,	PUNCT
cana-6016	199	8	who	who	PRON
cana-6016	199	9	may	may	AUX
cana-6016	199	10	demand	demand	VERB
cana-6016	199	11	to	to	PART
cana-6016	199	12	know	know	VERB
cana-6016	199	13	whether	whether	SCONJ
cana-6016	199	14	an	an	DET
cana-6016	199	15	ai	ai	NOUN
cana-6016	199	16	tool	tool	NOUN
cana-6016	199	17	contributed	contribute	VERB
cana-6016	199	18	to	to	ADP
cana-6016	199	19	their	their	PRON
cana-6016	199	20	diagnosis	diagnosis	NOUN
cana-6016	199	21	or	or	CCONJ
cana-6016	199	22	treatment	treatment	NOUN
cana-6016	199	23	,	,	PUNCT
cana-6016	199	24	and	and	CCONJ
cana-6016	199	25	on	on	ADP
cana-6016	199	26	what	what	DET
cana-6016	199	27	basis	basis	NOUN
cana-6016	199	28	.	.	PUNCT
cana-6016	200	1	in	in	ADP
cana-6016	200	2	summary	summary	NOUN
cana-6016	200	3	,	,	PUNCT
cana-6016	200	4	the	the	DET
cana-6016	200	5	future	future	NOUN
cana-6016	200	6	of	of	ADP
cana-6016	200	7	cnns	cnn	NOUN
cana-6016	200	8	in	in	ADP
cana-6016	200	9	healthcare	healthcare	PROPN
cana-6016	200	10	is	be	AUX
cana-6016	200	11	incredibly	incredibly	ADV
cana-6016	200	12	promising	promising	ADJ
cana-6016	200	13	,	,	PUNCT
cana-6016	200	14	marked	mark	VERB
cana-6016	200	15	by	by	ADP
cana-6016	200	16	a	a	DET
cana-6016	200	17	transition	transition	NOUN
cana-6016	200	18	from	from	ADP
cana-6016	200	19	isolated	isolate	VERB
cana-6016	200	20	,	,	PUNCT
cana-6016	200	21	task	task	NOUN
cana-6016	200	22	-	-	PUNCT
cana-6016	200	23	specific	specific	ADJ
cana-6016	200	24	tools	tool	NOUN
cana-6016	200	25	to	to	PART
cana-6016	200	26	integrated	integrate	VERB
cana-6016	200	27	,	,	PUNCT
cana-6016	200	28	intelligent	intelligent	ADJ
cana-6016	200	29	systems	system	NOUN
cana-6016	200	30	that	that	PRON
cana-6016	200	31	support	support	VERB
cana-6016	200	32	holistic	holistic	ADJ
cana-6016	200	33	,	,	PUNCT
cana-6016	200	34	safe	safe	ADJ
cana-6016	200	35	,	,	PUNCT
cana-6016	200	36	and	and	CCONJ
cana-6016	200	37	personalized	personalized	ADJ
cana-6016	200	38	care	care	NOUN
cana-6016	200	39	.	.	PUNCT
cana-6016	201	1	hybrid	hybrid	ADJ
cana-6016	201	2	multimodal	multimodal	NOUN
cana-6016	201	3	models	model	NOUN
cana-6016	201	4	,	,	PUNCT
cana-6016	201	5	federated	federated	ADJ
cana-6016	201	6	learning	learning	NOUN
cana-6016	201	7	,	,	PUNCT
cana-6016	201	8	edge	edge	NOUN
cana-6016	201	9	deployment	deployment	NOUN
cana-6016	201	10	,	,	PUNCT
cana-6016	201	11	interpretability	interpretability	NOUN
cana-6016	201	12	,	,	PUNCT
cana-6016	201	13	few	few	ADJ
cana-6016	201	14	-	-	PUNCT
cana-6016	201	15	shot	shot	NOUN
cana-6016	201	16	learning	learning	NOUN
cana-6016	201	17	,	,	PUNCT
cana-6016	201	18	and	and	CCONJ
cana-6016	201	19	governance	governance	NOUN
cana-6016	201	20	will	will	AUX
cana-6016	201	21	define	define	VERB
cana-6016	201	22	the	the	DET
cana-6016	201	23	next	next	ADJ
cana-6016	201	24	wave	wave	NOUN
cana-6016	201	25	of	of	ADP
cana-6016	201	26	innovations	innovation	NOUN
cana-6016	201	27	.	.	PUNCT
cana-6016	202	1	these	these	DET
cana-6016	202	2	advancements	advancement	NOUN
cana-6016	202	3	will	will	AUX
cana-6016	202	4	ensure	ensure	VERB
cana-6016	202	5	cnns	cnn	NOUN
cana-6016	202	6	are	be	AUX
cana-6016	202	7	not	not	PART
cana-6016	202	8	only	only	ADV
cana-6016	202	9	accurate	accurate	ADJ
cana-6016	202	10	but	but	CCONJ
cana-6016	202	11	also	also	ADV
cana-6016	202	12	ethical	ethical	ADJ
cana-6016	202	13	,	,	PUNCT
cana-6016	202	14	accessible	accessible	ADJ
cana-6016	202	15	,	,	PUNCT
cana-6016	202	16	and	and	CCONJ
cana-6016	202	17	aligned	align	VERB
cana-6016	202	18	with	with	ADP
cana-6016	202	19	the	the	DET
cana-6016	202	20	realities	reality	NOUN
cana-6016	202	21	of	of	ADP
cana-6016	202	22	clinical	clinical	ADJ
cana-6016	202	23	medicine	medicine	NOUN
cana-6016	202	24	.	.	PUNCT
cana-6016	203	1	as	as	ADP
cana-6016	203	2	the	the	DET
cana-6016	203	3	technology	technology	NOUN
cana-6016	203	4	matures	mature	NOUN
cana-6016	203	5	,	,	PUNCT
cana-6016	203	6	cnns	cnn	NOUN
cana-6016	203	7	will	will	AUX
cana-6016	203	8	become	become	VERB
cana-6016	203	9	indispensable	indispensable	ADJ
cana-6016	203	10	allies	ally	NOUN
cana-6016	203	11	in	in	ADP
cana-6016	203	12	diagnosing	diagnose	VERB
cana-6016	203	13	diseases	disease	NOUN
cana-6016	203	14	,	,	PUNCT
cana-6016	203	15	monitoring	monitor	VERB
cana-6016	203	16	health	health	NOUN
cana-6016	203	17	,	,	PUNCT
cana-6016	203	18	and	and	CCONJ
cana-6016	203	19	delivering	deliver	VERB
cana-6016	203	20	care	care	NOUN
cana-6016	203	21	—	—	PUNCT
cana-6016	203	22	bridging	bridge	VERB
cana-6016	203	23	gaps	gap	NOUN
cana-6016	203	24	in	in	ADP
cana-6016	203	25	global	global	ADJ
cana-6016	203	26	health	health	NOUN
cana-6016	203	27	infrastructure	infrastructure	NOUN
cana-6016	203	28	and	and	CCONJ
cana-6016	203	29	enabling	enable	VERB
cana-6016	203	30	better	well	ADJ
cana-6016	203	31	outcomes	outcome	NOUN
cana-6016	203	32	for	for	ADP
cana-6016	203	33	all	all	PRON
cana-6016	203	34	.	.	PUNCT
cana-6016	204	1	6	6	X
cana-6016	204	2	.	.	X
cana-6016	204	3	conclusion	conclusion	NOUN
cana-6016	204	4	convolutional	convolutional	ADJ
cana-6016	204	5	neural	neural	ADJ
cana-6016	204	6	networks	network	NOUN
cana-6016	204	7	have	have	AUX
cana-6016	204	8	emerged	emerge	VERB
cana-6016	204	9	as	as	ADP
cana-6016	204	10	one	one	NUM
cana-6016	204	11	of	of	ADP
cana-6016	204	12	the	the	DET
cana-6016	204	13	most	most	ADV
cana-6016	204	14	impactful	impactful	ADJ
cana-6016	204	15	technologies	technology	NOUN
cana-6016	204	16	in	in	ADP
cana-6016	204	17	modern	modern	ADJ
cana-6016	204	18	healthcare	healthcare	NOUN
cana-6016	204	19	,	,	PUNCT
cana-6016	204	20	offering	offer	VERB
cana-6016	204	21	new	new	ADJ
cana-6016	204	22	avenues	avenue	NOUN
cana-6016	204	23	for	for	ADP
cana-6016	204	24	faster	fast	ADJ
cana-6016	204	25	,	,	PUNCT
cana-6016	204	26	more	more	ADV
cana-6016	204	27	accurate	accurate	ADJ
cana-6016	204	28	,	,	PUNCT
cana-6016	204	29	and	and	CCONJ
cana-6016	204	30	more	more	ADV
cana-6016	204	31	scalable	scalable	ADJ
cana-6016	204	32	diagnostics	diagnostic	NOUN
cana-6016	204	33	.	.	PUNCT
cana-6016	205	1	from	from	ADP
cana-6016	205	2	radiology	radiology	NOUN
cana-6016	205	3	and	and	CCONJ
cana-6016	205	4	pathology	pathology	NOUN
cana-6016	205	5	to	to	ADP
cana-6016	205	6	ophthalmology	ophthalmology	NOUN
cana-6016	205	7	and	and	CCONJ
cana-6016	205	8	dermatology	dermatology	NOUN
cana-6016	205	9	,	,	PUNCT
cana-6016	205	10	cnns	cnn	NOUN
cana-6016	205	11	have	have	AUX
cana-6016	205	12	proven	prove	VERB
cana-6016	205	13	capable	capable	ADJ
cana-6016	205	14	of	of	ADP
cana-6016	205	15	detecting	detect	VERB
cana-6016	205	16	intricate	intricate	ADJ
cana-6016	205	17	patterns	pattern	NOUN
cana-6016	205	18	in	in	ADP
cana-6016	205	19	medical	medical	ADJ
cana-6016	205	20	images	image	NOUN
cana-6016	205	21	that	that	PRON
cana-6016	205	22	even	even	ADV
cana-6016	205	23	trained	train	VERB
cana-6016	205	24	professionals	professional	NOUN
cana-6016	205	25	may	may	AUX
cana-6016	205	26	overlook	overlook	VERB
cana-6016	205	27	.	.	PUNCT
cana-6016	206	1	their	their	PRON
cana-6016	206	2	ability	ability	NOUN
cana-6016	206	3	to	to	PART
cana-6016	206	4	automate	automate	VERB
cana-6016	206	5	visual	visual	ADJ
cana-6016	206	6	interpretation	interpretation	NOUN
cana-6016	206	7	has	have	AUX
cana-6016	206	8	not	not	PART
cana-6016	206	9	only	only	ADV
cana-6016	206	10	enhanced	enhance	VERB
cana-6016	206	11	clinical	clinical	ADJ
cana-6016	206	12	workflows	workflow	NOUN
cana-6016	206	13	but	but	CCONJ
cana-6016	206	14	has	have	AUX
cana-6016	206	15	also	also	ADV
cana-6016	206	16	expanded	expand	VERB
cana-6016	206	17	access	access	NOUN
cana-6016	206	18	to	to	ADP
cana-6016	206	19	quality	quality	NOUN
cana-6016	206	20	care	care	NOUN
cana-6016	206	21	—	—	PUNCT
cana-6016	206	22	particularly	particularly	ADV
cana-6016	206	23	in	in	ADP
cana-6016	206	24	resource	resource	NOUN
cana-6016	206	25	-	-	PUNCT
cana-6016	206	26	limited	limit	VERB
cana-6016	206	27	settings[21	settings[21	NOUN
cana-6016	206	28	]	]	PUNCT
cana-6016	206	29	.	.	PUNCT
cana-6016	207	1	this	this	DET
cana-6016	207	2	paper	paper	NOUN
cana-6016	207	3	provided	provide	VERB
cana-6016	207	4	a	a	DET
cana-6016	207	5	comprehensive	comprehensive	ADJ
cana-6016	207	6	comparative	comparative	ADJ
cana-6016	207	7	analysis	analysis	NOUN
cana-6016	207	8	of	of	ADP
cana-6016	207	9	modern	modern	ADJ
cana-6016	207	10	cnn	cnn	PROPN
cana-6016	207	11	architectures	architecture	NOUN
cana-6016	207	12	—	—	PUNCT
cana-6016	207	13	ranging	range	VERB
cana-6016	207	14	from	from	ADP
cana-6016	207	15	foundational	foundational	ADJ
cana-6016	207	16	models	model	NOUN
cana-6016	207	17	like	like	ADP
cana-6016	207	18	lenet	lenet	NOUN
cana-6016	207	19	and	and	CCONJ
cana-6016	207	20	alexnet	alexnet	NOUN
cana-6016	207	21	to	to	ADP
cana-6016	207	22	more	more	ADV
cana-6016	207	23	advanced	advanced	ADJ
cana-6016	207	24	and	and	CCONJ
cana-6016	207	25	efficient	efficient	ADJ
cana-6016	207	26	designs	design	NOUN
cana-6016	207	27	like	like	ADP
cana-6016	207	28	resnet	resnet	NOUN
cana-6016	207	29	,	,	PUNCT
cana-6016	207	30	densenet	densenet	NOUN
cana-6016	207	31	,	,	PUNCT
cana-6016	207	32	mobilenet	mobilenet	NOUN
cana-6016	207	33	,	,	PUNCT
cana-6016	207	34	and	and	CCONJ
cana-6016	207	35	efficientnet	efficientnet	NOUN
cana-6016	207	36	.	.	PUNCT
cana-6016	208	1	each	each	DET
cana-6016	208	2	architecture	architecture	NOUN
cana-6016	208	3	was	be	AUX
cana-6016	208	4	evaluated	evaluate	VERB
cana-6016	208	5	in	in	ADP
cana-6016	208	6	terms	term	NOUN
cana-6016	208	7	of	of	ADP
cana-6016	208	8	its	its	PRON
cana-6016	208	9	structure	structure	NOUN
cana-6016	208	10	,	,	PUNCT
cana-6016	208	11	computational	computational	ADJ
cana-6016	208	12	needs	need	NOUN
cana-6016	208	13	,	,	PUNCT
cana-6016	208	14	and	and	CCONJ
cana-6016	208	15	suitability	suitability	NOUN
cana-6016	208	16	for	for	ADP
cana-6016	208	17	various	various	ADJ
cana-6016	208	18	medical	medical	ADJ
cana-6016	208	19	tasks	task	NOUN
cana-6016	208	20	,	,	PUNCT
cana-6016	208	21	including	include	VERB
cana-6016	208	22	image	image	NOUN
cana-6016	208	23	classification	classification	NOUN
cana-6016	208	24	,	,	PUNCT
cana-6016	208	25	segmentation	segmentation	NOUN
cana-6016	208	26	,	,	PUNCT
cana-6016	208	27	and	and	CCONJ
cana-6016	208	28	mobile	mobile	ADJ
cana-6016	208	29	diagnostics	diagnostic	NOUN
cana-6016	208	30	.	.	PUNCT
cana-6016	209	1	our	our	PRON
cana-6016	209	2	findings	finding	NOUN
cana-6016	209	3	suggest	suggest	VERB
cana-6016	209	4	that	that	SCONJ
cana-6016	209	5	no	no	DET
cana-6016	209	6	single	single	ADJ
cana-6016	209	7	cnn	cnn	PROPN
cana-6016	209	8	model	model	NOUN
cana-6016	209	9	is	be	AUX
cana-6016	209	10	universally	universally	ADV
cana-6016	209	11	optimal	optimal	ADJ
cana-6016	209	12	;	;	PUNCT
cana-6016	209	13	instead	instead	ADV
cana-6016	209	14	,	,	PUNCT
cana-6016	209	15	the	the	DET
cana-6016	209	16	choice	choice	NOUN
cana-6016	209	17	of	of	ADP
cana-6016	209	18	architecture	architecture	NOUN
cana-6016	209	19	must	must	AUX
cana-6016	209	20	be	be	AUX
cana-6016	209	21	aligned	align	VERB
cana-6016	209	22	with	with	ADP
cana-6016	209	23	the	the	DET
cana-6016	209	24	task	task	NOUN
cana-6016	209	25	’s	’s	PART
cana-6016	209	26	complexity	complexity	NOUN
cana-6016	209	27	,	,	PUNCT
cana-6016	209	28	hardware	hardware	NOUN
cana-6016	209	29	environment	environment	NOUN
cana-6016	209	30	,	,	PUNCT
cana-6016	209	31	and	and	CCONJ
cana-6016	209	32	clinical	clinical	ADJ
cana-6016	209	33	requirements[10	requirements[10	PRON
cana-6016	209	34	]	]	PUNCT
cana-6016	209	35	.	.	PUNCT
cana-6016	210	1	beyond	beyond	ADP
cana-6016	210	2	performance	performance	NOUN
cana-6016	210	3	,	,	PUNCT
cana-6016	210	4	this	this	DET
cana-6016	210	5	study	study	NOUN
cana-6016	210	6	also	also	ADV
cana-6016	210	7	explored	explore	VERB
cana-6016	210	8	critical	critical	ADJ
cana-6016	210	9	challenges	challenge	NOUN
cana-6016	210	10	that	that	PRON
cana-6016	210	11	must	must	AUX
cana-6016	210	12	be	be	AUX
cana-6016	210	13	addressed	address	VERB
cana-6016	210	14	for	for	ADP
cana-6016	210	15	cnns	cnn	NOUN
cana-6016	210	16	to	to	PART
cana-6016	210	17	be	be	AUX
cana-6016	210	18	safely	safely	ADV
cana-6016	210	19	and	and	CCONJ
cana-6016	210	20	ethically	ethically	ADV
cana-6016	210	21	integrated	integrate	VERB
cana-6016	210	22	into	into	ADP
cana-6016	210	23	healthcare	healthcare	PROPN
cana-6016	210	24	.	.	PUNCT
cana-6016	211	1	issues	issue	NOUN
cana-6016	211	2	such	such	ADJ
cana-6016	211	3	as	as	ADP
cana-6016	211	4	data	data	NOUN
cana-6016	211	5	privacy	privacy	NOUN
cana-6016	211	6	,	,	PUNCT
cana-6016	211	7	model	model	NOUN
cana-6016	211	8	interpretability	interpretability	NOUN
cana-6016	211	9	,	,	PUNCT
cana-6016	211	10	bias	bias	NOUN
cana-6016	211	11	,	,	PUNCT
cana-6016	211	12	and	and	CCONJ
cana-6016	211	13	regulatory	regulatory	ADJ
cana-6016	211	14	compliance	compliance	NOUN
cana-6016	211	15	remain	remain	VERB
cana-6016	211	16	key	key	ADJ
cana-6016	211	17	barriers	barrier	NOUN
cana-6016	211	18	to	to	ADP
cana-6016	211	19	widespread	widespread	ADJ
cana-6016	211	20	adoption	adoption	NOUN
cana-6016	211	21	.	.	PUNCT
cana-6016	212	1	nevertheless	nevertheless	ADV
cana-6016	212	2	,	,	PUNCT
cana-6016	212	3	ongoing	ongoing	ADJ
cana-6016	212	4	research	research	NOUN
cana-6016	212	5	in	in	ADP
cana-6016	212	6	explainable	explainable	ADJ
cana-6016	212	7	ai	ai	NOUN
cana-6016	212	8	,	,	PUNCT
cana-6016	212	9	federated	federated	ADJ
cana-6016	212	10	learning	learning	NOUN
cana-6016	212	11	,	,	PUNCT
cana-6016	212	12	and	and	CCONJ
cana-6016	212	13	hybrid	hybrid	ADJ
cana-6016	212	14	cnn	cnn	PROPN
cana-6016	212	15	-	-	PUNCT
cana-6016	212	16	transformer	transformer	NOUN
cana-6016	212	17	models	model	NOUN
cana-6016	212	18	points	point	VERB
cana-6016	212	19	toward	toward	ADP
cana-6016	212	20	a	a	DET
cana-6016	212	21	promising	promising	ADJ
cana-6016	212	22	future	future	NOUN
cana-6016	212	23	where	where	SCONJ
cana-6016	212	24	these	these	DET
cana-6016	212	25	concerns	concern	NOUN
cana-6016	212	26	can	can	AUX
cana-6016	212	27	be	be	AUX
cana-6016	212	28	mitigated	mitigate	VERB
cana-6016	212	29	.	.	PUNCT
cana-6016	213	1	looking	look	VERB
cana-6016	213	2	ahead	ahead	ADV
cana-6016	213	3	,	,	PUNCT
cana-6016	213	4	cnns	cnns	PROPN
cana-6016	213	5	will	will	AUX
cana-6016	213	6	continue	continue	VERB
cana-6016	213	7	to	to	PART
cana-6016	213	8	evolve	evolve	VERB
cana-6016	213	9	—	—	PUNCT
cana-6016	213	10	not	not	PART
cana-6016	213	11	only	only	ADV
cana-6016	213	12	in	in	ADP
cana-6016	213	13	their	their	PRON
cana-6016	213	14	architecture	architecture	NOUN
cana-6016	213	15	,	,	PUNCT
cana-6016	213	16	but	but	CCONJ
cana-6016	213	17	in	in	ADP
cana-6016	213	18	their	their	PRON
cana-6016	213	19	role	role	NOUN
cana-6016	213	20	within	within	ADP
cana-6016	213	21	the	the	DET
cana-6016	213	22	healthcare	healthcare	PROPN
cana-6016	213	23	ecosystem	ecosystem	NOUN
cana-6016	213	24	.	.	PUNCT
cana-6016	214	1	they	they	PRON
cana-6016	214	2	are	be	AUX
cana-6016	214	3	likely	likely	ADJ
cana-6016	214	4	to	to	PART
cana-6016	214	5	become	become	VERB
cana-6016	214	6	part	part	NOUN
cana-6016	214	7	of	of	ADP
cana-6016	214	8	intelligent	intelligent	ADJ
cana-6016	214	9	,	,	PUNCT
cana-6016	214	10	multimodal	multimodal	NOUN
cana-6016	214	11	systems	system	NOUN
cana-6016	214	12	that	that	PRON
cana-6016	214	13	combine	combine	VERB
cana-6016	214	14	image	image	NOUN
cana-6016	214	15	,	,	PUNCT
cana-6016	214	16	text	text	NOUN
cana-6016	214	17	,	,	PUNCT
cana-6016	214	18	and	and	CCONJ
cana-6016	214	19	clinical	clinical	ADJ
cana-6016	214	20	data	datum	NOUN
cana-6016	214	21	to	to	PART
cana-6016	214	22	support	support	VERB
cana-6016	214	23	holistic	holistic	ADJ
cana-6016	214	24	decisionmaking	decisionmaking	NOUN
cana-6016	214	25	.	.	PUNCT
cana-6016	215	1	with	with	ADP
cana-6016	215	2	improvements	improvement	NOUN
cana-6016	215	3	in	in	ADP
cana-6016	215	4	edge	edge	NOUN
cana-6016	215	5	deployment	deployment	NOUN
cana-6016	215	6	,	,	PUNCT
cana-6016	215	7	self	self	NOUN
cana-6016	215	8	-	-	PUNCT
cana-6016	215	9	supervised	supervise	VERB
cana-6016	215	10	learning	learning	NOUN
cana-6016	215	11	,	,	PUNCT
cana-6016	215	12	and	and	CCONJ
cana-6016	215	13	ai	ai	PROPN
cana-6016	215	14	governance	governance	NOUN
cana-6016	215	15	,	,	PUNCT
cana-6016	215	16	communications	communication	NOUN
cana-6016	215	17	on	on	ADP
cana-6016	215	18	applied	apply	VERB
cana-6016	215	19	nonlinear	nonlinear	ADJ
cana-6016	215	20	analysis	analysis	NOUN
cana-6016	215	21	issn	issn	NOUN
cana-6016	215	22	:	:	PUNCT
cana-6016	215	23	1074	1074	NUM
cana-6016	215	24	-	-	PUNCT
cana-6016	215	25	133x	133x	NUM
cana-6016	215	26	vol	vol	NOUN
cana-6016	215	27	32	32	NUM
cana-6016	215	28	no	no	NOUN
cana-6016	215	29	.	.	NOUN
cana-6016	215	30	1	1	NUM
cana-6016	215	31	(	(	PUNCT
cana-6016	215	32	2025	2025	NUM
cana-6016	215	33	)	)	PUNCT
cana-6016	215	34	596	596	NUM
cana-6016	215	35	https://internationalpubls.com	https://internationalpubls.com	X
cana-6016	215	36	cnns	cnn	NOUN
cana-6016	215	37	have	have	VERB
cana-6016	215	38	the	the	DET
cana-6016	215	39	potential	potential	NOUN
cana-6016	215	40	to	to	PART
cana-6016	215	41	bring	bring	VERB
cana-6016	215	42	precision	precision	NOUN
cana-6016	215	43	diagnostics	diagnostic	NOUN
cana-6016	215	44	to	to	ADP
cana-6016	215	45	the	the	DET
cana-6016	215	46	bedside	bedside	NOUN
cana-6016	215	47	,	,	PUNCT
cana-6016	215	48	the	the	DET
cana-6016	215	49	rural	rural	ADJ
cana-6016	215	50	clinic	clinic	NOUN
cana-6016	215	51	,	,	PUNCT
cana-6016	215	52	and	and	CCONJ
cana-6016	215	53	even	even	ADV
cana-6016	215	54	the	the	DET
cana-6016	215	55	home	home	NOUN
cana-6016	215	56	.	.	PUNCT
cana-6016	216	1	in	in	ADP
cana-6016	216	2	summary	summary	NOUN
cana-6016	216	3	,	,	PUNCT
cana-6016	216	4	cnns	cnn	NOUN
cana-6016	216	5	are	be	AUX
cana-6016	216	6	not	not	PART
cana-6016	216	7	just	just	ADV
cana-6016	216	8	advancing	advance	VERB
cana-6016	216	9	healthcare	healthcare	NOUN
cana-6016	216	10	—	—	PUNCT
cana-6016	216	11	they	they	PRON
cana-6016	216	12	are	be	AUX
cana-6016	216	13	helping	help	VERB
cana-6016	216	14	redefine	redefine	VERB
cana-6016	216	15	it	it	PRON
cana-6016	216	16	.	.	PUNCT
cana-6016	217	1	through	through	ADP
cana-6016	217	2	careful	careful	ADJ
cana-6016	217	3	model	model	NOUN
cana-6016	217	4	selection	selection	NOUN
cana-6016	217	5	,	,	PUNCT
cana-6016	217	6	ethical	ethical	ADJ
cana-6016	217	7	deployment	deployment	NOUN
cana-6016	217	8	,	,	PUNCT
cana-6016	217	9	and	and	CCONJ
cana-6016	217	10	continuous	continuous	ADJ
cana-6016	217	11	innovation	innovation	NOUN
cana-6016	217	12	,	,	PUNCT
cana-6016	217	13	these	these	DET
cana-6016	217	14	neural	neural	ADJ
cana-6016	217	15	networks	network	NOUN
cana-6016	217	16	will	will	AUX
cana-6016	217	17	play	play	VERB
cana-6016	217	18	a	a	DET
cana-6016	217	19	pivotal	pivotal	ADJ
cana-6016	217	20	role	role	NOUN
cana-6016	217	21	in	in	ADP
cana-6016	217	22	making	make	VERB
cana-6016	217	23	medical	medical	ADJ
cana-6016	217	24	ai	ai	VERB
cana-6016	217	25	more	more	ADV
cana-6016	217	26	intelligent	intelligent	ADJ
cana-6016	217	27	,	,	PUNCT
cana-6016	217	28	more	more	ADV
cana-6016	217	29	inclusive	inclusive	ADJ
cana-6016	217	30	,	,	PUNCT
cana-6016	217	31	and	and	CCONJ
cana-6016	217	32	more	more	ADV
cana-6016	217	33	impactful	impactful	ADJ
cana-6016	217	34	in	in	ADP
cana-6016	217	35	the	the	DET
cana-6016	217	36	years	year	NOUN
cana-6016	217	37	to	to	PART
cana-6016	217	38	come[17	come[17	VERB
cana-6016	217	39	]	]	PUNCT
cana-6016	217	40	.	.	PUNCT
cana-6016	218	1	references	reference	NOUN
cana-6016	218	2	1	1	NUM
cana-6016	218	3	.	.	PUNCT
cana-6016	219	1	y.	y.	PROPN
cana-6016	219	2	lecun	lecun	PROPN
cana-6016	219	3	,	,	PUNCT
cana-6016	219	4	l.	l.	PROPN
cana-6016	219	5	bottou	bottou	PROPN
cana-6016	219	6	,	,	PUNCT
cana-6016	219	7	y.	y.	PROPN
cana-6016	219	8	bengio	bengio	PROPN
cana-6016	219	9	,	,	PUNCT
cana-6016	219	10	and	and	CCONJ
cana-6016	219	11	p.	p.	PROPN
cana-6016	219	12	haffner	haffner	NOUN
cana-6016	219	13	,	,	PUNCT
cana-6016	219	14	"	"	PUNCT
cana-6016	219	15	gradient	gradient	NOUN
cana-6016	219	16	-	-	PUNCT
cana-6016	219	17	based	base	VERB
cana-6016	219	18	learning	learning	NOUN
cana-6016	219	19	applied	apply	VERB
cana-6016	219	20	to	to	ADP
cana-6016	219	21	document	document	NOUN
cana-6016	219	22	recognition	recognition	NOUN
cana-6016	219	23	,	,	PUNCT
cana-6016	219	24	"	"	PUNCT
cana-6016	219	25	proceedings	proceeding	NOUN
cana-6016	219	26	of	of	ADP
cana-6016	219	27	the	the	DET
cana-6016	219	28	ieee	ieee	NOUN
cana-6016	219	29	,	,	PUNCT
cana-6016	219	30	vol	vol	NOUN
cana-6016	219	31	.	.	PROPN
cana-6016	219	32	86	86	NUM
cana-6016	219	33	,	,	PUNCT
cana-6016	219	34	no	no	INTJ
cana-6016	219	35	.	.	NOUN
cana-6016	219	36	11	11	NUM
cana-6016	219	37	,	,	PUNCT
cana-6016	219	38	pp	pp	ADJ
cana-6016	219	39	.	.	PUNCT
cana-6016	220	1	2278–2324	2278–2324	NUM
cana-6016	220	2	,	,	PUNCT
cana-6016	220	3	1998	1998	NUM
cana-6016	220	4	.	.	PUNCT
cana-6016	221	1	2	2	X
cana-6016	221	2	.	.	PUNCT
cana-6016	221	3	a.	a.	NOUN
cana-6016	221	4	krizhevsky	krizhevsky	PROPN
cana-6016	221	5	,	,	PUNCT
cana-6016	221	6	i.	i.	PROPN
cana-6016	221	7	sutskever	sutskever	PROPN
cana-6016	221	8	,	,	PUNCT
cana-6016	221	9	and	and	CCONJ
cana-6016	221	10	g.	g.	PROPN
cana-6016	221	11	e.	e.	PROPN
cana-6016	221	12	hinton	hinton	PROPN
cana-6016	221	13	,	,	PUNCT
cana-6016	221	14	"	"	PUNCT
cana-6016	221	15	imagenet	imagenet	ADJ
cana-6016	221	16	classification	classification	NOUN
cana-6016	221	17	with	with	ADP
cana-6016	221	18	deep	deep	ADJ
cana-6016	221	19	convolutional	convolutional	ADJ
cana-6016	221	20	neural	neural	ADJ
cana-6016	221	21	networks	network	NOUN
cana-6016	221	22	,	,	PUNCT
cana-6016	221	23	"	"	PUNCT
cana-6016	221	24	in	in	ADP
cana-6016	221	25	advances	advance	NOUN
cana-6016	221	26	in	in	ADP
cana-6016	221	27	neural	neural	ADJ
cana-6016	221	28	information	information	NOUN
cana-6016	221	29	processing	processing	NOUN
cana-6016	221	30	systems	system	NOUN
cana-6016	221	31	,	,	PUNCT
cana-6016	221	32	vol	vol	NOUN
cana-6016	221	33	.	.	PROPN
cana-6016	221	34	25	25	NUM
cana-6016	221	35	,	,	PUNCT
cana-6016	221	36	2012	2012	NUM
cana-6016	221	37	.	.	PUNCT
cana-6016	222	1	3	3	X
cana-6016	222	2	.	.	X
cana-6016	222	3	k.	k.	PROPN
cana-6016	222	4	simonyan	simonyan	PROPN
cana-6016	222	5	and	and	CCONJ
cana-6016	222	6	a.	a.	NOUN
cana-6016	222	7	zisserman	zisserman	PROPN
cana-6016	222	8	,	,	PUNCT
cana-6016	222	9	"	"	PUNCT
cana-6016	222	10	very	very	ADV
cana-6016	222	11	deep	deep	ADJ
cana-6016	222	12	convolutional	convolutional	ADJ
cana-6016	222	13	networks	network	NOUN
cana-6016	222	14	for	for	ADP
cana-6016	222	15	large	large	ADJ
cana-6016	222	16	-	-	PUNCT
cana-6016	222	17	scale	scale	NOUN
cana-6016	222	18	image	image	NOUN
cana-6016	222	19	recognition	recognition	NOUN
cana-6016	222	20	,	,	PUNCT
cana-6016	222	21	"	"	PUNCT
cana-6016	222	22	arxiv	arxiv	PROPN
cana-6016	222	23	preprint	preprint	NOUN
cana-6016	222	24	arxiv:1409.1556	arxiv:1409.1556	NOUN
cana-6016	222	25	,	,	PUNCT
cana-6016	222	26	2014	2014	NUM
cana-6016	222	27	.	.	PUNCT
cana-6016	223	1	4	4	NUM
cana-6016	223	2	.	.	PUNCT
cana-6016	223	3	k.	k.	PROPN
cana-6016	224	1	he	he	PRON
cana-6016	224	2	,	,	PUNCT
cana-6016	224	3	x.	x.	PROPN
cana-6016	224	4	zhang	zhang	PROPN
cana-6016	224	5	,	,	PUNCT
cana-6016	224	6	s.	s.	PROPN
cana-6016	224	7	ren	ren	PROPN
cana-6016	224	8	,	,	PUNCT
cana-6016	224	9	and	and	CCONJ
cana-6016	224	10	j.	j.	PROPN
cana-6016	224	11	sun	sun	PROPN
cana-6016	224	12	,	,	PUNCT
cana-6016	224	13	"	"	PUNCT
cana-6016	224	14	deep	deep	ADJ
cana-6016	224	15	residual	residual	ADJ
cana-6016	224	16	learning	learning	NOUN
cana-6016	224	17	for	for	ADP
cana-6016	224	18	image	image	NOUN
cana-6016	224	19	recognition	recognition	NOUN
cana-6016	224	20	,	,	PUNCT
cana-6016	224	21	"	"	PUNCT
cana-6016	224	22	in	in	ADP
cana-6016	224	23	proc	proc	NOUN
cana-6016	224	24	.	.	PUNCT
cana-6016	225	1	ieee	ieee	NOUN
cana-6016	225	2	conf	conf	NOUN
cana-6016	225	3	.	.	PUNCT
cana-6016	226	1	on	on	ADP
cana-6016	226	2	computer	computer	NOUN
cana-6016	226	3	vision	vision	NOUN
cana-6016	226	4	and	and	CCONJ
cana-6016	226	5	pattern	pattern	NOUN
cana-6016	226	6	recognition	recognition	NOUN
cana-6016	226	7	(	(	PUNCT
cana-6016	226	8	cvpr	cvpr	NOUN
cana-6016	226	9	)	)	PUNCT
cana-6016	226	10	,	,	PUNCT
cana-6016	226	11	2016	2016	NUM
cana-6016	226	12	,	,	PUNCT
cana-6016	226	13	pp	pp	ADJ
cana-6016	226	14	.	.	PUNCT
cana-6016	227	1	770–778	770–778	NUM
cana-6016	227	2	.	.	NOUN
cana-6016	228	1	5	5	NUM
cana-6016	228	2	.	.	X
cana-6016	228	3	g.	g.	PROPN
cana-6016	228	4	huang	huang	PROPN
cana-6016	228	5	,	,	PUNCT
cana-6016	228	6	z.	z.	PROPN
cana-6016	228	7	liu	liu	PROPN
cana-6016	228	8	,	,	PUNCT
cana-6016	228	9	l.	l.	PROPN
cana-6016	228	10	van	van	PROPN
cana-6016	228	11	der	der	PROPN
cana-6016	228	12	maaten	maaten	VERB
cana-6016	228	13	,	,	PUNCT
cana-6016	228	14	and	and	CCONJ
cana-6016	228	15	k.	k.	PROPN
cana-6016	228	16	q.	q.	PROPN
cana-6016	228	17	weinberger	weinberger	PROPN
cana-6016	228	18	,	,	PUNCT
cana-6016	228	19	"	"	PUNCT
cana-6016	228	20	densely	densely	ADV
cana-6016	228	21	connected	connected	ADJ
cana-6016	228	22	convolutional	convolutional	ADJ
cana-6016	228	23	networks	network	NOUN
cana-6016	228	24	,	,	PUNCT
cana-6016	228	25	"	"	PUNCT
cana-6016	228	26	in	in	ADP
cana-6016	228	27	proc	proc	NOUN
cana-6016	228	28	.	.	PUNCT
cana-6016	229	1	ieee	ieee	NOUN
cana-6016	229	2	conf	conf	NOUN
cana-6016	229	3	.	.	PUNCT
cana-6016	230	1	on	on	ADP
cana-6016	230	2	computer	computer	NOUN
cana-6016	230	3	vision	vision	NOUN
cana-6016	230	4	and	and	CCONJ
cana-6016	230	5	pattern	pattern	NOUN
cana-6016	230	6	recognition	recognition	NOUN
cana-6016	230	7	(	(	PUNCT
cana-6016	230	8	cvpr	cvpr	NOUN
cana-6016	230	9	)	)	PUNCT
cana-6016	230	10	,	,	PUNCT
cana-6016	230	11	2017	2017	NUM
cana-6016	230	12	,	,	PUNCT
cana-6016	230	13	pp	pp	ADJ
cana-6016	230	14	.	.	PUNCT
cana-6016	231	1	4700–4708	4700–4708	NUM
cana-6016	231	2	.	.	PUNCT
cana-6016	232	1	6	6	NUM
cana-6016	232	2	.	.	PUNCT
cana-6016	232	3	a.	a.	NOUN
cana-6016	232	4	g.	g.	PROPN
cana-6016	232	5	howard	howard	PROPN
cana-6016	232	6	et	et	PROPN
cana-6016	232	7	al	al	PROPN
cana-6016	232	8	.	.	PROPN
cana-6016	232	9	,	,	PUNCT
cana-6016	232	10	"	"	PUNCT
cana-6016	232	11	mobilenets	mobilenet	NOUN
cana-6016	232	12	:	:	PUNCT
cana-6016	232	13	efficient	efficient	ADJ
cana-6016	232	14	convolutional	convolutional	ADJ
cana-6016	232	15	neural	neural	ADJ
cana-6016	232	16	networks	network	NOUN
cana-6016	232	17	for	for	ADP
cana-6016	232	18	mobile	mobile	ADJ
cana-6016	232	19	vision	vision	NOUN
cana-6016	232	20	applications	application	NOUN
cana-6016	232	21	,	,	PUNCT
cana-6016	232	22	"	"	PUNCT
cana-6016	232	23	arxiv	arxiv	PROPN
cana-6016	232	24	preprint	preprint	NOUN
cana-6016	232	25	arxiv:1704.04861	arxiv:1704.04861	NOUN
cana-6016	232	26	,	,	PUNCT
cana-6016	232	27	2017	2017	NUM
cana-6016	232	28	.	.	PUNCT
cana-6016	233	1	7	7	X
cana-6016	233	2	.	.	X
cana-6016	233	3	m.	m.	NOUN
cana-6016	233	4	tan	tan	PROPN
cana-6016	233	5	and	and	CCONJ
cana-6016	233	6	q.	q.	PROPN
cana-6016	233	7	v.	v.	PROPN
cana-6016	233	8	le	le	PROPN
cana-6016	233	9	,	,	PUNCT
cana-6016	233	10	"	"	PUNCT
cana-6016	233	11	efficientnet	efficientnet	NOUN
cana-6016	233	12	:	:	PUNCT
cana-6016	233	13	rethinking	rethink	VERB
cana-6016	233	14	model	model	NOUN
cana-6016	233	15	scaling	scale	VERB
cana-6016	233	16	for	for	ADP
cana-6016	233	17	convolutional	convolutional	ADJ
cana-6016	233	18	neural	neural	ADJ
cana-6016	233	19	networks	network	NOUN
cana-6016	233	20	,	,	PUNCT
cana-6016	233	21	"	"	PUNCT
cana-6016	233	22	in	in	ADP
cana-6016	233	23	proc	proc	NOUN
cana-6016	233	24	.	.	PUNCT
cana-6016	234	1	int	int	NOUN
cana-6016	234	2	.	.	PUNCT
cana-6016	234	3	conf	conf	PROPN
cana-6016	234	4	.	.	PUNCT
cana-6016	235	1	on	on	ADP
cana-6016	235	2	machine	machine	NOUN
cana-6016	235	3	learning	learning	NOUN
cana-6016	235	4	(	(	PUNCT
cana-6016	235	5	icml	icml	PROPN
cana-6016	235	6	)	)	PUNCT
cana-6016	235	7	,	,	PUNCT
cana-6016	235	8	2019	2019	NUM
cana-6016	235	9	,	,	PUNCT
cana-6016	235	10	pp	pp	ADJ
cana-6016	235	11	.	.	PUNCT
cana-6016	235	12	6105	6105	NUM
cana-6016	235	13	–	–	PUNCT
cana-6016	235	14	6114	6114	NUM
cana-6016	235	15	.	.	PUNCT
cana-6016	236	1	8	8	X
cana-6016	236	2	.	.	X
cana-6016	236	3	d.	d.	PROPN
cana-6016	236	4	esteva	esteva	PROPN
cana-6016	236	5	et	et	PROPN
cana-6016	236	6	al	al	PROPN
cana-6016	236	7	.	.	PROPN
cana-6016	236	8	,	,	PUNCT
cana-6016	236	9	"	"	PUNCT
cana-6016	236	10	dermatologist	dermatologist	NOUN
cana-6016	236	11	-	-	PUNCT
cana-6016	236	12	level	level	NOUN
cana-6016	236	13	classification	classification	NOUN
cana-6016	236	14	of	of	ADP
cana-6016	236	15	skin	skin	NOUN
cana-6016	236	16	cancer	cancer	NOUN
cana-6016	236	17	with	with	ADP
cana-6016	236	18	deep	deep	ADJ
cana-6016	236	19	neural	neural	ADJ
cana-6016	236	20	networks	network	NOUN
cana-6016	236	21	,	,	PUNCT
cana-6016	236	22	"	"	PUNCT
cana-6016	236	23	nature	nature	NOUN
cana-6016	236	24	,	,	PUNCT
cana-6016	236	25	vol	vol	NOUN
cana-6016	236	26	.	.	PROPN
cana-6016	236	27	542	542	NUM
cana-6016	236	28	,	,	PUNCT
cana-6016	236	29	pp	pp	ADJ
cana-6016	236	30	.	.	PUNCT
cana-6016	237	1	115–118	115–118	NUM
cana-6016	237	2	,	,	PUNCT
cana-6016	237	3	2017	2017	NUM
cana-6016	237	4	.	.	PUNCT
cana-6016	238	1	9	9	X
cana-6016	238	2	.	.	PUNCT
cana-6016	238	3	j.	j.	PROPN
cana-6016	238	4	de	de	PROPN
cana-6016	238	5	fauw	fauw	PROPN
cana-6016	238	6	et	et	PROPN
cana-6016	238	7	al	al	PROPN
cana-6016	238	8	.	.	PROPN
cana-6016	238	9	,	,	PUNCT
cana-6016	238	10	"	"	PUNCT
cana-6016	238	11	clinically	clinically	ADV
cana-6016	238	12	applicable	applicable	ADJ
cana-6016	238	13	deep	deep	ADJ
cana-6016	238	14	learning	learning	NOUN
cana-6016	238	15	for	for	ADP
cana-6016	238	16	diagnosis	diagnosis	NOUN
cana-6016	238	17	and	and	CCONJ
cana-6016	238	18	referral	referral	NOUN
cana-6016	238	19	in	in	ADP
cana-6016	238	20	retinal	retinal	ADJ
cana-6016	238	21	disease	disease	NOUN
cana-6016	238	22	,	,	PUNCT
cana-6016	238	23	"	"	PUNCT
cana-6016	238	24	nature	nature	NOUN
cana-6016	238	25	medicine	medicine	NOUN
cana-6016	238	26	,	,	PUNCT
cana-6016	238	27	vol	vol	NOUN
cana-6016	238	28	.	.	PROPN
cana-6016	239	1	24	24	NUM
cana-6016	239	2	,	,	PUNCT
cana-6016	239	3	pp	pp	ADJ
cana-6016	239	4	.	.	PUNCT
cana-6016	240	1	1342–1350	1342–1350	NUM
cana-6016	240	2	,	,	PUNCT
cana-6016	240	3	2018	2018	NUM
cana-6016	240	4	.	.	PUNCT
cana-6016	241	1	10	10	NUM
cana-6016	241	2	.	.	PUNCT
cana-6016	241	3	l.	l.	PROPN
cana-6016	241	4	zhang	zhang	PROPN
cana-6016	241	5	et	et	PROPN
cana-6016	241	6	al	al	PROPN
cana-6016	241	7	.	.	PROPN
cana-6016	241	8	,	,	PUNCT
cana-6016	241	9	"	"	PUNCT
cana-6016	241	10	covid	covid	NOUN
cana-6016	241	11	-	-	PUNCT
cana-6016	241	12	net	net	NOUN
cana-6016	241	13	:	:	PUNCT
cana-6016	241	14	a	a	DET
cana-6016	241	15	tailored	tailor	VERB
cana-6016	241	16	deep	deep	ADJ
cana-6016	241	17	convolutional	convolutional	ADJ
cana-6016	241	18	neural	neural	ADJ
cana-6016	241	19	network	network	NOUN
cana-6016	241	20	design	design	NOUN
cana-6016	241	21	for	for	ADP
cana-6016	241	22	detection	detection	NOUN
cana-6016	241	23	of	of	ADP
cana-6016	241	24	covid-19	covid-19	PROPN
cana-6016	241	25	cases	case	NOUN
cana-6016	241	26	from	from	ADP
cana-6016	241	27	chest	chest	NOUN
cana-6016	241	28	radiography	radiography	NOUN
cana-6016	241	29	images	image	NOUN
cana-6016	241	30	,	,	PUNCT
cana-6016	241	31	"	"	PUNCT
cana-6016	241	32	scientific	scientific	ADJ
cana-6016	241	33	reports	report	NOUN
cana-6016	241	34	,	,	PUNCT
cana-6016	241	35	vol	vol	NOUN
cana-6016	241	36	.	.	PROPN
cana-6016	242	1	10	10	NUM
cana-6016	242	2	,	,	PUNCT
cana-6016	242	3	no	no	INTJ
cana-6016	242	4	.	.	NOUN
cana-6016	242	5	1	1	NUM
cana-6016	242	6	,	,	PUNCT
cana-6016	242	7	pp	pp	ADJ
cana-6016	242	8	.	.	PUNCT
cana-6016	243	1	1–12	1–12	NOUN
cana-6016	243	2	,	,	PUNCT
cana-6016	243	3	2020	2020	NUM
cana-6016	243	4	.	.	PUNCT
cana-6016	244	1	11	11	NUM
cana-6016	244	2	.	.	PUNCT
cana-6016	245	1	n.	n.	PROPN
cana-6016	245	2	tajbakhsh	tajbakhsh	PROPN
cana-6016	245	3	et	et	PROPN
cana-6016	245	4	al	al	PROPN
cana-6016	245	5	.	.	PROPN
cana-6016	245	6	,	,	PUNCT
cana-6016	245	7	"	"	PUNCT
cana-6016	245	8	convolutional	convolutional	ADJ
cana-6016	245	9	neural	neural	ADJ
cana-6016	245	10	networks	network	NOUN
cana-6016	245	11	for	for	ADP
cana-6016	245	12	medical	medical	ADJ
cana-6016	245	13	image	image	NOUN
cana-6016	245	14	analysis	analysis	NOUN
cana-6016	245	15	:	:	PUNCT
cana-6016	245	16	full	full	ADJ
cana-6016	245	17	training	training	NOUN
cana-6016	245	18	or	or	CCONJ
cana-6016	245	19	fine	fine	ADJ
cana-6016	245	20	tuning	tuning	NOUN
cana-6016	245	21	?	?	PUNCT
cana-6016	245	22	"	"	PUNCT
cana-6016	245	23	ieee	ieee	NOUN
cana-6016	245	24	transactions	transaction	NOUN
cana-6016	245	25	on	on	ADP
cana-6016	245	26	medical	medical	ADJ
cana-6016	245	27	imaging	imaging	NOUN
cana-6016	245	28	,	,	PUNCT
cana-6016	245	29	vol	vol	NOUN
cana-6016	245	30	.	.	PROPN
cana-6016	245	31	35	35	NUM
cana-6016	245	32	,	,	PUNCT
cana-6016	245	33	no	no	INTJ
cana-6016	245	34	.	.	NOUN
cana-6016	245	35	5	5	NUM
cana-6016	245	36	,	,	PUNCT
cana-6016	245	37	pp	pp	ADJ
cana-6016	245	38	.	.	PUNCT
cana-6016	246	1	1299–1312	1299–1312	NUM
cana-6016	246	2	,	,	PUNCT
cana-6016	246	3	2016	2016	NUM
cana-6016	246	4	.	.	PUNCT
cana-6016	247	1	12	12	NUM
cana-6016	247	2	.	.	PUNCT
cana-6016	247	3	a.	a.	PROPN
cana-6016	247	4	radford	radford	PROPN
cana-6016	247	5	et	et	PROPN
cana-6016	247	6	al	al	PROPN
cana-6016	247	7	.	.	PROPN
cana-6016	247	8	,	,	PUNCT
cana-6016	247	9	"	"	PUNCT
cana-6016	247	10	learning	learn	VERB
cana-6016	247	11	transferable	transferable	ADJ
cana-6016	247	12	visual	visual	ADJ
cana-6016	247	13	models	model	NOUN
cana-6016	247	14	from	from	ADP
cana-6016	247	15	natural	natural	ADJ
cana-6016	247	16	language	language	NOUN
cana-6016	247	17	supervision	supervision	NOUN
cana-6016	247	18	,	,	PUNCT
cana-6016	247	19	"	"	PUNCT
cana-6016	247	20	in	in	ADP
cana-6016	247	21	proc	proc	NOUN
cana-6016	247	22	.	.	PUNCT
cana-6016	248	1	int	int	NOUN
cana-6016	248	2	.	.	PUNCT
cana-6016	248	3	conf	conf	PROPN
cana-6016	248	4	.	.	PUNCT
cana-6016	249	1	on	on	ADP
cana-6016	249	2	machine	machine	NOUN
cana-6016	249	3	learning	learning	NOUN
cana-6016	249	4	(	(	PUNCT
cana-6016	249	5	icml	icml	PROPN
cana-6016	249	6	)	)	PUNCT
cana-6016	249	7	,	,	PUNCT
cana-6016	249	8	2021	2021	NUM
cana-6016	249	9	.	.	PUNCT
cana-6016	250	1	communications	communication	NOUN
cana-6016	250	2	on	on	ADP
cana-6016	250	3	applied	apply	VERB
cana-6016	250	4	nonlinear	nonlinear	ADJ
cana-6016	250	5	analysis	analysis	NOUN
cana-6016	250	6	issn	issn	NOUN
cana-6016	250	7	:	:	PUNCT
cana-6016	250	8	1074	1074	NUM
cana-6016	250	9	-	-	PUNCT
cana-6016	250	10	133x	133x	NUM
cana-6016	250	11	vol	vol	NOUN
cana-6016	250	12	32	32	NUM
cana-6016	250	13	no	no	NOUN
cana-6016	250	14	.	.	NOUN
cana-6016	250	15	1	1	NUM
cana-6016	250	16	(	(	PUNCT
cana-6016	250	17	2025	2025	NUM
cana-6016	250	18	)	)	PUNCT
cana-6016	250	19	597	597	NUM
cana-6016	250	20	https://internationalpubls.com	https://internationalpubls.com	X
cana-6016	250	21	13	13	NUM
cana-6016	250	22	.	.	PUNCT
cana-6016	251	1	a.	a.	NOUN
cana-6016	251	2	dosovitskiy	dosovitskiy	PROPN
cana-6016	251	3	et	et	PROPN
cana-6016	251	4	al	al	PROPN
cana-6016	251	5	.	.	PROPN
cana-6016	251	6	,	,	PUNCT
cana-6016	251	7	"	"	PUNCT
cana-6016	251	8	an	an	DET
cana-6016	251	9	image	image	NOUN
cana-6016	251	10	is	be	AUX
cana-6016	251	11	worth	worth	ADJ
cana-6016	251	12	16x16	16x16	NUM
cana-6016	251	13	words	word	NOUN
cana-6016	251	14	:	:	PUNCT
cana-6016	251	15	transformers	transformer	NOUN
cana-6016	251	16	for	for	ADP
cana-6016	251	17	image	image	NOUN
cana-6016	251	18	recognition	recognition	NOUN
cana-6016	251	19	at	at	ADP
cana-6016	251	20	scale	scale	NOUN
cana-6016	251	21	,	,	PUNCT
cana-6016	251	22	"	"	PUNCT
cana-6016	251	23	arxiv	arxiv	PROPN
cana-6016	251	24	preprint	preprint	NOUN
cana-6016	251	25	arxiv:2010.11929	arxiv:2010.11929	NOUN
cana-6016	251	26	,	,	PUNCT
cana-6016	251	27	2020	2020	NUM
cana-6016	251	28	.	.	PUNCT
cana-6016	252	1	14	14	NUM
cana-6016	252	2	.	.	PUNCT
cana-6016	253	1	m.	m.	NOUN
cana-6016	253	2	abadi	abadi	PROPN
cana-6016	253	3	et	et	PROPN
cana-6016	253	4	al	al	PROPN
cana-6016	253	5	.	.	PROPN
cana-6016	253	6	,	,	PUNCT
cana-6016	253	7	"	"	PUNCT
cana-6016	253	8	tensorflow	tensorflow	NOUN
cana-6016	253	9	:	:	PUNCT
cana-6016	253	10	large	large	ADJ
cana-6016	253	11	-	-	PUNCT
cana-6016	253	12	scale	scale	NOUN
cana-6016	253	13	machine	machine	NOUN
cana-6016	253	14	learning	learn	VERB
cana-6016	253	15	on	on	ADP
cana-6016	253	16	heterogeneous	heterogeneous	ADJ
cana-6016	253	17	systems	system	NOUN
cana-6016	253	18	,	,	PUNCT
cana-6016	253	19	"	"	PUNCT
cana-6016	253	20	arxiv	arxiv	PROPN
cana-6016	253	21	preprint	preprint	NOUN
cana-6016	253	22	arxiv:1603.04467	arxiv:1603.04467	ADV
cana-6016	253	23	,	,	PUNCT
cana-6016	253	24	2016	2016	NUM
cana-6016	253	25	.	.	PUNCT
cana-6016	254	1	15	15	NUM
cana-6016	254	2	.	.	PUNCT
cana-6016	255	1	y.	y.	PROPN
cana-6016	255	2	liu	liu	PROPN
cana-6016	255	3	et	et	PROPN
cana-6016	255	4	al	al	PROPN
cana-6016	255	5	.	.	PROPN
cana-6016	255	6	,	,	PUNCT
cana-6016	255	7	"	"	PUNCT
cana-6016	255	8	a	a	DET
cana-6016	255	9	survey	survey	NOUN
cana-6016	255	10	on	on	ADP
cana-6016	255	11	federated	federated	ADJ
cana-6016	255	12	learning	learning	NOUN
cana-6016	255	13	systems	system	NOUN
cana-6016	255	14	:	:	PUNCT
cana-6016	255	15	vision	vision	NOUN
cana-6016	255	16	,	,	PUNCT
cana-6016	255	17	hype	hype	NOUN
cana-6016	255	18	and	and	CCONJ
cana-6016	255	19	reality	reality	NOUN
cana-6016	255	20	for	for	ADP
cana-6016	255	21	data	data	NOUN
cana-6016	255	22	privacy	privacy	NOUN
cana-6016	255	23	and	and	CCONJ
cana-6016	255	24	protection	protection	NOUN
cana-6016	255	25	,	,	PUNCT
cana-6016	255	26	"	"	PUNCT
cana-6016	255	27	ieee	ieee	NOUN
cana-6016	255	28	transactions	transaction	NOUN
cana-6016	255	29	on	on	ADP
cana-6016	255	30	knowledge	knowledge	NOUN
cana-6016	255	31	and	and	CCONJ
cana-6016	255	32	data	datum	NOUN
cana-6016	255	33	engineering	engineering	NOUN
cana-6016	255	34	,	,	PUNCT
cana-6016	255	35	2021	2021	NUM
cana-6016	255	36	.	.	PUNCT
cana-6016	256	1	16	16	NUM
cana-6016	256	2	.	.	PUNCT
cana-6016	257	1	h.	h.	PROPN
cana-6016	257	2	chen	chen	PROPN
cana-6016	257	3	et	et	PROPN
cana-6016	257	4	al	al	PROPN
cana-6016	257	5	.	.	PROPN
cana-6016	257	6	,	,	PUNCT
cana-6016	257	7	"	"	PUNCT
cana-6016	257	8	multimodal	multimodal	ADJ
cana-6016	257	9	fusion	fusion	NOUN
cana-6016	257	10	with	with	ADP
cana-6016	257	11	transformers	transformer	NOUN
cana-6016	257	12	for	for	ADP
cana-6016	257	13	biomedicine	biomedicine	NOUN
cana-6016	257	14	,	,	PUNCT
cana-6016	257	15	"	"	PUNCT
cana-6016	257	16	arxiv	arxiv	PROPN
cana-6016	257	17	preprint	preprint	PROPN
cana-6016	257	18	arxiv:2206.07649	arxiv:2206.07649	PROPN
cana-6016	257	19	,	,	PUNCT
cana-6016	257	20	2022	2022	NUM
cana-6016	257	21	.	.	PUNCT
cana-6016	258	1	17	17	NUM
cana-6016	258	2	.	.	PUNCT
cana-6016	259	1	j.	j.	PROPN
cana-6016	259	2	long	long	PROPN
cana-6016	259	3	,	,	PUNCT
cana-6016	259	4	e.	e.	PROPN
cana-6016	259	5	shelhamer	shelhamer	PROPN
cana-6016	259	6	,	,	PUNCT
cana-6016	259	7	and	and	CCONJ
cana-6016	259	8	t.	t.	PROPN
cana-6016	259	9	darrell	darrell	PROPN
cana-6016	259	10	,	,	PUNCT
cana-6016	259	11	"	"	PUNCT
cana-6016	259	12	fully	fully	ADV
cana-6016	259	13	convolutional	convolutional	ADJ
cana-6016	259	14	networks	network	NOUN
cana-6016	259	15	for	for	ADP
cana-6016	259	16	semantic	semantic	ADJ
cana-6016	259	17	segmentation	segmentation	NOUN
cana-6016	259	18	,	,	PUNCT
cana-6016	259	19	"	"	PUNCT
cana-6016	259	20	in	in	ADP
cana-6016	259	21	proc	proc	NOUN
cana-6016	259	22	.	.	PUNCT
cana-6016	260	1	ieee	ieee	PROPN
cana-6016	260	2	cvpr	cvpr	NOUN
cana-6016	260	3	,	,	PUNCT
cana-6016	260	4	2015	2015	NUM
cana-6016	260	5	.	.	PUNCT
cana-6016	261	1	18	18	NUM
cana-6016	261	2	.	.	PUNCT
cana-6016	261	3	l.	l.	PROPN
cana-6016	261	4	wang	wang	PROPN
cana-6016	261	5	,	,	PUNCT
cana-6016	261	6	a.	a.	PROPN
cana-6016	261	7	wong	wong	PROPN
cana-6016	261	8	,	,	PUNCT
cana-6016	261	9	and	and	CCONJ
cana-6016	261	10	b.	b.	PROPN
cana-6016	261	11	mclean	mclean	PROPN
cana-6016	261	12	,	,	PUNCT
cana-6016	261	13	"	"	PUNCT
cana-6016	261	14	covid	covid	NOUN
cana-6016	261	15	-	-	ADJ
cana-6016	261	16	net	net	NOUN
cana-6016	261	17	cxr-2	cxr-2	NOUN
cana-6016	261	18	:	:	PUNCT
cana-6016	261	19	an	an	DET
cana-6016	261	20	enhanced	enhanced	ADJ
cana-6016	261	21	deep	deep	ADJ
cana-6016	261	22	convolutional	convolutional	ADJ
cana-6016	261	23	neural	neural	ADJ
cana-6016	261	24	network	network	NOUN
cana-6016	261	25	design	design	NOUN
cana-6016	261	26	for	for	ADP
cana-6016	261	27	detection	detection	NOUN
cana-6016	261	28	of	of	ADP
cana-6016	261	29	covid-19	covid-19	PROPN
cana-6016	261	30	cases	case	NOUN
cana-6016	261	31	from	from	ADP
cana-6016	261	32	chest	chest	NOUN
cana-6016	261	33	x	x	NOUN
cana-6016	261	34	-	-	NOUN
cana-6016	261	35	ray	ray	NOUN
cana-6016	261	36	images	image	NOUN
cana-6016	261	37	,	,	PUNCT
cana-6016	261	38	"	"	PUNCT
cana-6016	261	39	ieee	ieee	NOUN
cana-6016	261	40	journal	journal	NOUN
cana-6016	261	41	of	of	ADP
cana-6016	261	42	biomedical	biomedical	ADJ
cana-6016	261	43	and	and	CCONJ
cana-6016	261	44	health	health	NOUN
cana-6016	261	45	informatics	informatic	NOUN
cana-6016	261	46	,	,	PUNCT
cana-6016	261	47	vol	vol	NOUN
cana-6016	261	48	.	.	PROPN
cana-6016	261	49	25	25	NUM
cana-6016	261	50	,	,	PUNCT
cana-6016	261	51	no	no	INTJ
cana-6016	261	52	.	.	NOUN
cana-6016	261	53	10	10	NUM
cana-6016	261	54	,	,	PUNCT
cana-6016	261	55	pp	pp	ADJ
cana-6016	261	56	.	.	PUNCT
cana-6016	261	57	2891–2901	2891–2901	NUM
cana-6016	261	58	,	,	PUNCT
cana-6016	261	59	2021	2021	NUM
cana-6016	261	60	.	.	PUNCT
cana-6016	262	1	19	19	NUM
cana-6016	262	2	.	.	X
cana-6016	262	3	b.	b.	PROPN
cana-6016	262	4	zoph	zoph	PROPN
cana-6016	262	5	and	and	CCONJ
cana-6016	262	6	q.	q.	PROPN
cana-6016	262	7	v.	v.	PROPN
cana-6016	262	8	le	le	PROPN
cana-6016	262	9	,	,	PUNCT
cana-6016	262	10	"	"	PUNCT
cana-6016	262	11	neural	neural	ADJ
cana-6016	262	12	architecture	architecture	NOUN
cana-6016	262	13	search	search	NOUN
cana-6016	262	14	with	with	ADP
cana-6016	262	15	reinforcement	reinforcement	NOUN
cana-6016	262	16	learning	learning	NOUN
cana-6016	262	17	,	,	PUNCT
cana-6016	262	18	"	"	PUNCT
cana-6016	262	19	arxiv	arxiv	PROPN
cana-6016	262	20	preprint	preprint	VERB
cana-6016	262	21	arxiv:1611.01578	arxiv:1611.01578	PROPN
cana-6016	262	22	,	,	PUNCT
cana-6016	262	23	2016	2016	NUM
cana-6016	262	24	.	.	PUNCT
cana-6016	263	1	20	20	NUM
cana-6016	263	2	.	.	PUNCT
cana-6016	263	3	s.	s.	PROPN
cana-6016	263	4	lundberg	lundberg	PROPN
cana-6016	263	5	and	and	CCONJ
cana-6016	263	6	s.	s.	PROPN
cana-6016	263	7	lee	lee	PROPN
cana-6016	263	8	,	,	PUNCT
cana-6016	263	9	"	"	PUNCT
cana-6016	263	10	a	a	DET
cana-6016	263	11	unified	unified	ADJ
cana-6016	263	12	approach	approach	NOUN
cana-6016	263	13	to	to	ADP
cana-6016	263	14	interpreting	interpret	VERB
cana-6016	263	15	model	model	NOUN
cana-6016	263	16	predictions	prediction	NOUN
cana-6016	263	17	,	,	PUNCT
cana-6016	263	18	"	"	PUNCT
cana-6016	263	19	in	in	ADP
cana-6016	263	20	proc	proc	NOUN
cana-6016	263	21	.	.	PUNCT
cana-6016	264	1	neurips	neurip	NOUN
cana-6016	264	2	,	,	PUNCT
cana-6016	264	3	2017	2017	NUM
cana-6016	264	4	.	.	PUNCT
cana-6016	265	1	21	21	NUM
cana-6016	265	2	.	.	PUNCT
cana-6016	266	1	o.	o.	NOUN
cana-6016	266	2	ronneberger	ronneberger	NOUN
cana-6016	266	3	,	,	PUNCT
cana-6016	266	4	p.	p.	NOUN
cana-6016	266	5	fischer	fischer	PROPN
cana-6016	266	6	,	,	PUNCT
cana-6016	266	7	and	and	CCONJ
cana-6016	266	8	t.	t.	PROPN
cana-6016	266	9	brox	brox	PROPN
cana-6016	266	10	,	,	PUNCT
cana-6016	266	11	"	"	PUNCT
cana-6016	266	12	u	u	NOUN
cana-6016	266	13	-	-	NOUN
cana-6016	266	14	net	net	ADJ
cana-6016	266	15	:	:	PUNCT
cana-6016	266	16	convolutional	convolutional	ADJ
cana-6016	266	17	networks	network	NOUN
cana-6016	266	18	for	for	ADP
cana-6016	266	19	biomedical	biomedical	ADJ
cana-6016	266	20	image	image	NOUN
cana-6016	266	21	segmentation	segmentation	NOUN
cana-6016	266	22	,	,	PUNCT
cana-6016	266	23	"	"	PUNCT
cana-6016	266	24	in	in	ADP
cana-6016	266	25	proc	proc	NOUN
cana-6016	266	26	.	.	PUNCT
cana-6016	267	1	int	int	NOUN
cana-6016	267	2	.	.	PUNCT
cana-6016	267	3	conf	conf	PROPN
cana-6016	267	4	.	.	PUNCT
cana-6016	268	1	on	on	ADP
cana-6016	268	2	medical	medical	ADJ
cana-6016	268	3	image	image	NOUN
cana-6016	268	4	computing	computing	NOUN
cana-6016	268	5	and	and	CCONJ
cana-6016	268	6	computer	computer	NOUN
cana-6016	268	7	-	-	PUNCT
cana-6016	268	8	assisted	assist	VERB
cana-6016	268	9	intervention	intervention	NOUN
cana-6016	268	10	(	(	PUNCT
cana-6016	268	11	miccai	miccai	PROPN
cana-6016	268	12	)	)	PUNCT
cana-6016	268	13	,	,	PUNCT
cana-6016	268	14	2015	2015	NUM
cana-6016	268	15	,	,	PUNCT
cana-6016	268	16	pp	pp	ADV
cana-6016	268	17	.	.	PUNCT
cana-6016	269	1	234–241	234–241	NUM
cana-6016	269	2	.	.	PUNCT
cana-6016	270	1	22	22	NUM
cana-6016	270	2	.	.	PUNCT
cana-6016	271	1	y.	y.	PROPN
cana-6016	271	2	li	li	PROPN
cana-6016	271	3	et	et	PROPN
cana-6016	271	4	al	al	PROPN
cana-6016	271	5	.	.	PROPN
cana-6016	271	6	,	,	PUNCT
cana-6016	271	7	"	"	PUNCT
cana-6016	271	8	self	self	NOUN
cana-6016	271	9	-	-	PUNCT
cana-6016	271	10	supervised	supervise	VERB
cana-6016	271	11	learning	learning	NOUN
cana-6016	271	12	for	for	ADP
cana-6016	271	13	medical	medical	ADJ
cana-6016	271	14	image	image	NOUN
cana-6016	271	15	analysis	analysis	NOUN
cana-6016	271	16	:	:	PUNCT
cana-6016	271	17	a	a	DET
cana-6016	271	18	survey	survey	NOUN
cana-6016	271	19	,	,	PUNCT
cana-6016	271	20	"	"	PUNCT
cana-6016	271	21	ieee	ieee	NOUN
cana-6016	271	22	transactions	transaction	NOUN
cana-6016	271	23	on	on	ADP
cana-6016	271	24	medical	medical	ADJ
cana-6016	271	25	imaging	imaging	NOUN
cana-6016	271	26	,	,	PUNCT
cana-6016	271	27	vol	vol	NOUN
cana-6016	271	28	.	.	PROPN
cana-6016	271	29	41	41	NUM
cana-6016	271	30	,	,	PUNCT
cana-6016	271	31	no	no	INTJ
cana-6016	271	32	.	.	NOUN
cana-6016	271	33	11	11	NUM
cana-6016	271	34	,	,	PUNCT
cana-6016	271	35	pp	pp	ADJ
cana-6016	271	36	.	.	PUNCT
cana-6016	271	37	2906–2925	2906–2925	NUM
cana-6016	271	38	,	,	PUNCT
cana-6016	271	39	2022	2022	NUM
cana-6016	271	40	.	.	PUNCT
cana-6016	272	1	23	23	NUM
cana-6016	272	2	.	.	PUNCT
cana-6016	273	1	r.	r.	PROPN
cana-6016	273	2	mehta	mehta	PROPN
cana-6016	273	3	et	et	PROPN
cana-6016	273	4	al	al	PROPN
cana-6016	273	5	.	.	PROPN
cana-6016	273	6	,	,	PUNCT
cana-6016	273	7	"	"	PUNCT
cana-6016	273	8	yolo	yolo	NOUN
cana-6016	273	9	-	-	PUNCT
cana-6016	273	10	based	base	VERB
cana-6016	273	11	deep	deep	ADJ
cana-6016	273	12	learning	learning	NOUN
cana-6016	273	13	model	model	NOUN
cana-6016	273	14	for	for	ADP
cana-6016	273	15	real	real	ADJ
cana-6016	273	16	-	-	PUNCT
cana-6016	273	17	time	time	NOUN
cana-6016	273	18	pneumonia	pneumonia	NOUN
cana-6016	273	19	detection	detection	NOUN
cana-6016	273	20	from	from	ADP
cana-6016	273	21	chest	chest	NOUN
cana-6016	273	22	x	x	NOUN
cana-6016	273	23	-	-	NOUN
cana-6016	273	24	ray	ray	NOUN
cana-6016	273	25	images	image	NOUN
cana-6016	273	26	,	,	PUNCT
cana-6016	273	27	"	"	PUNCT
cana-6016	273	28	in	in	ADP
cana-6016	273	29	proc	proc	NOUN
cana-6016	273	30	.	.	PUNCT
cana-6016	274	1	ieee	ieee	PROPN
cana-6016	274	2	int	int	PROPN
cana-6016	274	3	.	.	PUNCT
cana-6016	274	4	conf	conf	PROPN
cana-6016	274	5	.	.	PUNCT
cana-6016	275	1	on	on	ADP
cana-6016	275	2	intelligent	intelligent	ADJ
cana-6016	275	3	computing	computing	NOUN
cana-6016	275	4	and	and	CCONJ
cana-6016	275	5	control	control	NOUN
cana-6016	275	6	systems	system	NOUN
cana-6016	275	7	(	(	PUNCT
cana-6016	275	8	iciccs	iciccs	PROPN
cana-6016	275	9	)	)	PUNCT
cana-6016	275	10	,	,	PUNCT
cana-6016	275	11	2021	2021	NUM
cana-6016	275	12	.	.	PUNCT
cana-6016	276	1	24	24	NUM
cana-6016	276	2	.	.	PUNCT
cana-6016	277	1	t.	t.	PROPN
cana-6016	277	2	zhou	zhou	PROPN
cana-6016	277	3	et	et	PROPN
cana-6016	277	4	al	al	PROPN
cana-6016	277	5	.	.	PROPN
cana-6016	277	6	,	,	PUNCT
cana-6016	277	7	"	"	PUNCT
cana-6016	277	8	edge	edge	NOUN
cana-6016	277	9	intelligence	intelligence	NOUN
cana-6016	277	10	:	:	PUNCT
cana-6016	277	11	paving	pave	VERB
cana-6016	277	12	the	the	DET
cana-6016	277	13	last	last	ADJ
cana-6016	277	14	mile	mile	NOUN
cana-6016	277	15	of	of	ADP
cana-6016	277	16	artificial	artificial	ADJ
cana-6016	277	17	intelligence	intelligence	NOUN
cana-6016	277	18	with	with	ADP
cana-6016	277	19	edge	edge	NOUN
cana-6016	277	20	computing	computing	NOUN
cana-6016	277	21	,	,	PUNCT
cana-6016	277	22	"	"	PUNCT
cana-6016	277	23	proceedings	proceeding	NOUN
cana-6016	277	24	of	of	ADP
cana-6016	277	25	the	the	DET
cana-6016	277	26	ieee	ieee	NOUN
cana-6016	277	27	,	,	PUNCT
cana-6016	277	28	vol	vol	NOUN
cana-6016	277	29	.	.	PUNCT
cana-6016	277	30	107	107	NUM
cana-6016	277	31	,	,	PUNCT
cana-6016	277	32	no	no	INTJ
cana-6016	277	33	.	.	NOUN
cana-6016	277	34	8	8	NUM
cana-6016	277	35	,	,	PUNCT
cana-6016	277	36	pp	pp	ADJ
cana-6016	277	37	.	.	PUNCT
cana-6016	278	1	1738–1762	1738–1762	NUM
cana-6016	278	2	,	,	PUNCT
cana-6016	278	3	2019	2019	NUM
cana-6016	278	4	.	.	PUNCT
cana-6016	279	1	25	25	NUM
cana-6016	279	2	.	.	PUNCT
cana-6016	279	3	l.	l.	PROPN
cana-6016	279	4	rieke	rieke	PROPN
cana-6016	279	5	et	et	PROPN
cana-6016	279	6	al	al	PROPN
cana-6016	279	7	.	.	PROPN
cana-6016	279	8	,	,	PUNCT
cana-6016	279	9	"	"	PUNCT
cana-6016	279	10	the	the	DET
cana-6016	279	11	future	future	NOUN
cana-6016	279	12	of	of	ADP
cana-6016	279	13	digital	digital	ADJ
cana-6016	279	14	health	health	NOUN
cana-6016	279	15	with	with	ADP
cana-6016	279	16	federated	federated	ADJ
cana-6016	279	17	learning	learning	NOUN
cana-6016	279	18	,	,	PUNCT
cana-6016	279	19	"	"	PUNCT
cana-6016	279	20	npj	npj	X
cana-6016	279	21	digital	digital	ADJ
cana-6016	279	22	medicine	medicine	NOUN
cana-6016	279	23	,	,	PUNCT
cana-6016	279	24	vol	vol	NOUN
cana-6016	279	25	.	.	PROPN
cana-6016	279	26	3	3	NUM
cana-6016	279	27	,	,	PUNCT
cana-6016	279	28	no	no	INTJ
cana-6016	279	29	.	.	NOUN
cana-6016	279	30	1	1	NUM
cana-6016	279	31	,	,	PUNCT
cana-6016	279	32	pp	pp	ADJ
cana-6016	279	33	.	.	PUNCT
cana-6016	280	1	1–7	1–7	NUM
cana-6016	280	2	,	,	PUNCT
cana-6016	280	3	2020	2020	NUM
cana-6016	280	4	.	.	PUNCT