id	sid	tid	token	lemma	pos
cana-3036	1	1	paper	paper	NOUN
cana-3036	1	2	title	title	NOUN
cana-3036	1	3	(	(	PUNCT
cana-3036	1	4	use	use	NOUN
cana-3036	1	5	style	style	NOUN
cana-3036	1	6	:	:	PUNCT
cana-3036	1	7	paper	paper	NOUN
cana-3036	1	8	title	title	NOUN
cana-3036	1	9	)	)	PUNCT
cana-3036	1	10	communications	communication	NOUN
cana-3036	1	11	on	on	ADP
cana-3036	1	12	applied	apply	VERB
cana-3036	1	13	nonlinear	nonlinear	ADJ
cana-3036	1	14	analysis	analysis	NOUN
cana-3036	1	15	issn	issn	NOUN
cana-3036	1	16	:	:	PUNCT
cana-3036	1	17	1074	1074	NUM
cana-3036	1	18	-	-	PUNCT
cana-3036	1	19	133x	133x	NUM
cana-3036	1	20	vol	vol	NOUN
cana-3036	1	21	32	32	NUM
cana-3036	1	22	no	no	NOUN
cana-3036	1	23	.	.	PUNCT
cana-3036	2	1	5s	5s	NUM
cana-3036	2	2	(	(	PUNCT
cana-3036	2	3	2025	2025	NUM
cana-3036	2	4	)	)	PUNCT
cana-3036	2	5	229	229	NUM
cana-3036	2	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-3036	2	7	multimodal	multimodal	ADJ
cana-3036	2	8	hand	hand	NOUN
cana-3036	2	9	gesture	gesture	NOUN
cana-3036	2	10	recognition	recognition	NOUN
cana-3036	2	11	using	use	VERB
cana-3036	2	12	surface	surface	NOUN
cana-3036	2	13	electromyography	electromyography	NOUN
cana-3036	2	14	and	and	CCONJ
cana-3036	2	15	inertial	inertial	ADJ
cana-3036	2	16	measurement	measurement	NOUN
cana-3036	2	17	units	unit	NOUN
cana-3036	2	18	with	with	ADP
cana-3036	2	19	3d	3d	PROPN
cana-3036	2	20	-	-	PUNCT
cana-3036	2	21	cnn	cnn	NOUN
cana-3036	2	22	and	and	CCONJ
cana-3036	2	23	transfer	transfer	NOUN
cana-3036	2	24	learning	learn	VERB
cana-3036	2	25	ms	ms	PROPN
cana-3036	2	26	.	.	PROPN
cana-3036	2	27	anju	anju	PROPN
cana-3036	2	28	markose1	markose1	PROPN
cana-3036	2	29	,	,	PUNCT
cana-3036	2	30	dr	dr	PROPN
cana-3036	2	31	.	.	PROPN
cana-3036	3	1	k	k	PROPN
cana-3036	3	2	baalaji2	baalaji2	PROPN
cana-3036	4	1	1research	1research	NUM
cana-3036	4	2	scholar	scholar	NOUN
cana-3036	4	3	,	,	PUNCT
cana-3036	4	4	bharath	bharath	PROPN
cana-3036	4	5	institute	institute	PROPN
cana-3036	4	6	of	of	ADP
cana-3036	4	7	higher	high	ADJ
cana-3036	4	8	education	education	NOUN
cana-3036	4	9	and	and	CCONJ
cana-3036	4	10	research	research	NOUN
cana-3036	4	11	,	,	PUNCT
cana-3036	4	12	chennai	chennai	PROPN
cana-3036	4	13	.	.	PUNCT
cana-3036	5	1	anjumarkose@gmail.com	anjumarkose@gmail.com	X
cana-3036	5	2	.	.	PUNCT
cana-3036	6	1	2assistant	2assistant	NUM
cana-3036	6	2	professor	professor	NOUN
cana-3036	6	3	,	,	PUNCT
cana-3036	6	4	department	department	PROPN
cana-3036	6	5	of	of	ADP
cana-3036	6	6	cse	cse	PROPN
cana-3036	6	7	,	,	PUNCT
cana-3036	6	8	bharath	bharath	PROPN
cana-3036	6	9	institute	institute	PROPN
cana-3036	6	10	of	of	ADP
cana-3036	6	11	higher	high	ADJ
cana-3036	6	12	education	education	NOUN
cana-3036	6	13	and	and	CCONJ
cana-3036	6	14	research	research	NOUN
cana-3036	6	15	,	,	PUNCT
cana-3036	6	16	chennai	chennai	NOUN
cana-3036	6	17	.	.	PUNCT
cana-3036	7	1	baalaji.cse@bharathuniv.ac.in	baalaji.cse@bharathuniv.ac.in	PROPN
cana-3036	7	2	article	article	NOUN
cana-3036	7	3	history	history	NOUN
cana-3036	7	4	:	:	PUNCT
cana-3036	7	5	received	receive	VERB
cana-3036	7	6	:	:	PUNCT
cana-3036	7	7	06	06	NUM
cana-3036	7	8	-	-	SYM
cana-3036	7	9	10	10	NUM
cana-3036	7	10	-	-	PUNCT
cana-3036	7	11	2024	2024	NUM
cana-3036	7	12	revised	revise	VERB
cana-3036	7	13	:	:	PUNCT
cana-3036	7	14	27	27	NUM
cana-3036	7	15	-	-	SYM
cana-3036	7	16	11	11	NUM
cana-3036	7	17	-	-	PUNCT
cana-3036	7	18	2024	2024	NUM
cana-3036	7	19	accepted	accept	VERB
cana-3036	7	20	:	:	PUNCT
cana-3036	7	21	06	06	NUM
cana-3036	7	22	-	-	SYM
cana-3036	7	23	12	12	NUM
cana-3036	7	24	-	-	PUNCT
cana-3036	7	25	2024	2024	NUM
cana-3036	7	26	abstract	abstract	NOUN
cana-3036	7	27	:	:	PUNCT
cana-3036	7	28	hand	hand	NOUN
cana-3036	7	29	gesture	gesture	NOUN
cana-3036	7	30	recognition	recognition	NOUN
cana-3036	7	31	(	(	PUNCT
cana-3036	7	32	hgr	hgr	PROPN
cana-3036	7	33	)	)	PUNCT
cana-3036	7	34	is	be	AUX
cana-3036	7	35	pivotal	pivotal	ADJ
cana-3036	7	36	for	for	ADP
cana-3036	7	37	enhancing	enhance	VERB
cana-3036	7	38	human	human	ADJ
cana-3036	7	39	-	-	PUNCT
cana-3036	7	40	computer	computer	NOUN
cana-3036	7	41	interaction	interaction	NOUN
cana-3036	7	42	(	(	PUNCT
cana-3036	7	43	hci	hci	NOUN
cana-3036	7	44	)	)	PUNCT
cana-3036	7	45	by	by	ADP
cana-3036	7	46	enabling	enable	VERB
cana-3036	7	47	intuitive	intuitive	ADJ
cana-3036	7	48	interfaces	interface	NOUN
cana-3036	7	49	across	across	ADP
cana-3036	7	50	various	various	ADJ
cana-3036	7	51	domains	domain	NOUN
cana-3036	7	52	,	,	PUNCT
cana-3036	7	53	including	include	VERB
cana-3036	7	54	virtual	virtual	ADJ
cana-3036	7	55	reality	reality	NOUN
cana-3036	7	56	,	,	PUNCT
cana-3036	7	57	robotics	robotic	NOUN
cana-3036	7	58	,	,	PUNCT
cana-3036	7	59	and	and	CCONJ
cana-3036	7	60	smart	smart	ADJ
cana-3036	7	61	environments	environment	NOUN
cana-3036	7	62	.	.	PUNCT
cana-3036	8	1	traditional	traditional	ADJ
cana-3036	8	2	vision	vision	NOUN
cana-3036	8	3	-	-	PUNCT
cana-3036	8	4	based	base	VERB
cana-3036	8	5	hgr	hgr	ADJ
cana-3036	8	6	methods	method	NOUN
cana-3036	8	7	often	often	ADV
cana-3036	8	8	encounter	encounter	VERB
cana-3036	8	9	challenges	challenge	NOUN
cana-3036	8	10	such	such	ADJ
cana-3036	8	11	as	as	ADP
cana-3036	8	12	occlusions	occlusion	NOUN
cana-3036	8	13	,	,	PUNCT
cana-3036	8	14	lighting	lighting	NOUN
cana-3036	8	15	variations	variation	NOUN
cana-3036	8	16	,	,	PUNCT
cana-3036	8	17	and	and	CCONJ
cana-3036	8	18	computational	computational	ADJ
cana-3036	8	19	inefficiencies	inefficiency	NOUN
cana-3036	8	20	.	.	PUNCT
cana-3036	9	1	to	to	PART
cana-3036	9	2	address	address	VERB
cana-3036	9	3	these	these	DET
cana-3036	9	4	issues	issue	NOUN
cana-3036	9	5	,	,	PUNCT
cana-3036	9	6	this	this	DET
cana-3036	9	7	study	study	NOUN
cana-3036	9	8	proposes	propose	VERB
cana-3036	9	9	an	an	DET
cana-3036	9	10	innovative	innovative	ADJ
cana-3036	9	11	approach	approach	NOUN
cana-3036	9	12	that	that	PRON
cana-3036	9	13	integrates	integrate	VERB
cana-3036	9	14	surface	surface	NOUN
cana-3036	9	15	electromyography	electromyography	NOUN
cana-3036	9	16	(	(	PUNCT
cana-3036	9	17	semg	semg	NOUN
cana-3036	9	18	)	)	PUNCT
cana-3036	9	19	and	and	CCONJ
cana-3036	9	20	inertial	inertial	ADJ
cana-3036	9	21	measurement	measurement	NOUN
cana-3036	9	22	units	unit	NOUN
cana-3036	9	23	(	(	PUNCT
cana-3036	9	24	imus	imus	PROPN
cana-3036	9	25	)	)	PUNCT
cana-3036	9	26	for	for	ADP
cana-3036	9	27	capturing	capture	VERB
cana-3036	9	28	both	both	PRON
cana-3036	9	29	muscle	muscle	NOUN
cana-3036	9	30	activity	activity	NOUN
cana-3036	9	31	and	and	CCONJ
cana-3036	9	32	motion	motion	NOUN
cana-3036	9	33	dynamics	dynamic	NOUN
cana-3036	9	34	directly	directly	ADV
cana-3036	9	35	from	from	ADP
cana-3036	9	36	users	user	NOUN
cana-3036	9	37	'	'	PART
cana-3036	9	38	hands	hand	NOUN
cana-3036	9	39	.	.	PUNCT
cana-3036	10	1	the	the	DET
cana-3036	10	2	methodology	methodology	NOUN
cana-3036	10	3	begins	begin	VERB
cana-3036	10	4	with	with	ADP
cana-3036	10	5	rigorous	rigorous	ADJ
cana-3036	10	6	data	datum	NOUN
cana-3036	10	7	collection	collection	NOUN
cana-3036	10	8	and	and	CCONJ
cana-3036	10	9	preprocessing	preprocessing	NOUN
cana-3036	10	10	steps	step	NOUN
cana-3036	10	11	tailored	tailor	VERB
cana-3036	10	12	for	for	ADP
cana-3036	10	13	semg	semg	NOUN
cana-3036	10	14	and	and	CCONJ
cana-3036	10	15	imu	imu	NOUN
cana-3036	10	16	data	datum	NOUN
cana-3036	10	17	,	,	PUNCT
cana-3036	10	18	focusing	focus	VERB
cana-3036	10	19	on	on	ADP
cana-3036	10	20	noise	noise	NOUN
cana-3036	10	21	elimination	elimination	NOUN
cana-3036	10	22	and	and	CCONJ
cana-3036	10	23	standardization	standardization	NOUN
cana-3036	10	24	to	to	PART
cana-3036	10	25	ensure	ensure	VERB
cana-3036	10	26	data	datum	NOUN
cana-3036	10	27	quality	quality	NOUN
cana-3036	10	28	.	.	PUNCT
cana-3036	11	1	advanced	advanced	ADJ
cana-3036	11	2	feature	feature	NOUN
cana-3036	11	3	extraction	extraction	NOUN
cana-3036	11	4	techniques	technique	NOUN
cana-3036	11	5	,	,	PUNCT
cana-3036	11	6	including	include	VERB
cana-3036	11	7	time	time	NOUN
cana-3036	11	8	-	-	PUNCT
cana-3036	11	9	domain	domain	NOUN
cana-3036	11	10	and	and	CCONJ
cana-3036	11	11	frequency	frequency	NOUN
cana-3036	11	12	-	-	PUNCT
cana-3036	11	13	domain	domain	NOUN
cana-3036	11	14	analyses	analysis	NOUN
cana-3036	11	15	,	,	PUNCT
cana-3036	11	16	are	be	AUX
cana-3036	11	17	employed	employ	VERB
cana-3036	11	18	to	to	PART
cana-3036	11	19	extract	extract	VERB
cana-3036	11	20	discriminative	discriminative	NOUN
cana-3036	11	21	features	feature	NOUN
cana-3036	11	22	from	from	ADP
cana-3036	11	23	both	both	DET
cana-3036	11	24	sensor	sensor	NOUN
cana-3036	11	25	modalities	modality	NOUN
cana-3036	11	26	.	.	PUNCT
cana-3036	12	1	the	the	DET
cana-3036	12	2	fused	fuse	VERB
cana-3036	12	3	semg	semg	NOUN
cana-3036	12	4	and	and	CCONJ
cana-3036	12	5	imu	imu	NOUN
cana-3036	12	6	data	datum	NOUN
cana-3036	12	7	streams	stream	NOUN
cana-3036	12	8	are	be	AUX
cana-3036	12	9	then	then	ADV
cana-3036	12	10	fed	feed	VERB
cana-3036	12	11	into	into	ADP
cana-3036	12	12	a	a	DET
cana-3036	12	13	3d	3d	NUM
cana-3036	12	14	convolutional	convolutional	ADJ
cana-3036	12	15	neural	neural	ADJ
cana-3036	12	16	network	network	NOUN
cana-3036	12	17	(	(	PUNCT
cana-3036	12	18	3d	3d	PROPN
cana-3036	12	19	-	-	PUNCT
cana-3036	12	20	cnn	cnn	NOUN
cana-3036	12	21	)	)	PUNCT
cana-3036	12	22	architecture	architecture	NOUN
cana-3036	12	23	,	,	PUNCT
cana-3036	12	24	leveraging	leverage	VERB
cana-3036	12	25	transfer	transfer	NOUN
cana-3036	12	26	learning	learn	VERB
cana-3036	12	27	to	to	PART
cana-3036	12	28	enhance	enhance	VERB
cana-3036	12	29	model	model	NOUN
cana-3036	12	30	performance	performance	NOUN
cana-3036	12	31	and	and	CCONJ
cana-3036	12	32	generalization	generalization	NOUN
cana-3036	12	33	capabilities	capability	NOUN
cana-3036	12	34	.	.	PUNCT
cana-3036	13	1	experimental	experimental	ADJ
cana-3036	13	2	results	result	NOUN
cana-3036	13	3	showcase	showcase	VERB
cana-3036	13	4	the	the	DET
cana-3036	13	5	efficacy	efficacy	NOUN
cana-3036	13	6	of	of	ADP
cana-3036	13	7	the	the	DET
cana-3036	13	8	proposed	propose	VERB
cana-3036	13	9	methodology	methodology	NOUN
cana-3036	13	10	in	in	ADP
cana-3036	13	11	achieving	achieve	VERB
cana-3036	13	12	high	high	ADJ
cana-3036	13	13	accuracy	accuracy	NOUN
cana-3036	13	14	and	and	CCONJ
cana-3036	13	15	robustness	robustness	NOUN
cana-3036	13	16	in	in	ADP
cana-3036	13	17	gesture	gesture	NOUN
cana-3036	13	18	recognition	recognition	NOUN
cana-3036	13	19	tasks	task	NOUN
cana-3036	13	20	.	.	PUNCT
cana-3036	14	1	performance	performance	NOUN
cana-3036	14	2	metrics	metric	NOUN
cana-3036	14	3	such	such	ADJ
cana-3036	14	4	as	as	ADP
cana-3036	14	5	accuracy	accuracy	NOUN
cana-3036	14	6	,	,	PUNCT
cana-3036	14	7	precision	precision	NOUN
cana-3036	14	8	,	,	PUNCT
cana-3036	14	9	recall	recall	NOUN
cana-3036	14	10	,	,	PUNCT
cana-3036	14	11	and	and	CCONJ
cana-3036	14	12	f1	f1	NOUN
cana-3036	14	13	score	score	NOUN
cana-3036	14	14	are	be	AUX
cana-3036	14	15	extensively	extensively	ADV
cana-3036	14	16	evaluated	evaluate	VERB
cana-3036	14	17	,	,	PUNCT
cana-3036	14	18	demonstrating	demonstrate	VERB
cana-3036	14	19	superior	superior	ADJ
cana-3036	14	20	performance	performance	NOUN
cana-3036	14	21	compared	compare	VERB
cana-3036	14	22	to	to	ADP
cana-3036	14	23	traditional	traditional	ADJ
cana-3036	14	24	vision	vision	NOUN
cana-3036	14	25	-	-	PUNCT
cana-3036	14	26	based	base	VERB
cana-3036	14	27	methods	method	NOUN
cana-3036	14	28	and	and	CCONJ
cana-3036	14	29	existing	exist	VERB
cana-3036	14	30	multimodal	multimodal	NOUN
cana-3036	14	31	approaches	approach	NOUN
cana-3036	14	32	.	.	PUNCT
cana-3036	15	1	real	real	ADJ
cana-3036	15	2	-	-	PUNCT
cana-3036	15	3	time	time	NOUN
cana-3036	15	4	testing	testing	NOUN
cana-3036	15	5	further	far	ADV
cana-3036	15	6	validates	validate	VERB
cana-3036	15	7	the	the	DET
cana-3036	15	8	system	system	NOUN
cana-3036	15	9	's	's	PART
cana-3036	15	10	responsiveness	responsiveness	NOUN
cana-3036	15	11	and	and	CCONJ
cana-3036	15	12	reliability	reliability	NOUN
cana-3036	15	13	,	,	PUNCT
cana-3036	15	14	confirming	confirm	VERB
cana-3036	15	15	its	its	PRON
cana-3036	15	16	suitability	suitability	NOUN
cana-3036	15	17	for	for	ADP
cana-3036	15	18	real	real	ADJ
cana-3036	15	19	-	-	PUNCT
cana-3036	15	20	world	world	NOUN
cana-3036	15	21	applications	application	NOUN
cana-3036	15	22	.	.	PUNCT
cana-3036	16	1	this	this	DET
cana-3036	16	2	research	research	NOUN
cana-3036	16	3	contributes	contribute	VERB
cana-3036	16	4	to	to	ADP
cana-3036	16	5	advancing	advance	VERB
cana-3036	16	6	hgr	hgr	ADJ
cana-3036	16	7	systems	system	NOUN
cana-3036	16	8	by	by	ADP
cana-3036	16	9	leveraging	leverage	VERB
cana-3036	16	10	multimodal	multimodal	NOUN
cana-3036	16	11	sensor	sensor	NOUN
cana-3036	16	12	data	datum	NOUN
cana-3036	16	13	and	and	CCONJ
cana-3036	16	14	deep	deep	ADJ
cana-3036	16	15	learning	learning	NOUN
cana-3036	16	16	techniques	technique	NOUN
cana-3036	16	17	,	,	PUNCT
cana-3036	16	18	thereby	thereby	ADV
cana-3036	16	19	facilitating	facilitate	VERB
cana-3036	16	20	more	more	ADV
cana-3036	16	21	natural	natural	ADJ
cana-3036	16	22	and	and	CCONJ
cana-3036	16	23	efficient	efficient	ADJ
cana-3036	16	24	human	human	ADJ
cana-3036	16	25	-	-	PUNCT
cana-3036	16	26	computer	computer	NOUN
cana-3036	16	27	interactions	interaction	NOUN
cana-3036	16	28	.	.	PUNCT
cana-3036	17	1	the	the	DET
cana-3036	17	2	scalability	scalability	NOUN
cana-3036	17	3	and	and	CCONJ
cana-3036	17	4	adaptability	adaptability	NOUN
cana-3036	17	5	of	of	ADP
cana-3036	17	6	the	the	DET
cana-3036	17	7	proposed	propose	VERB
cana-3036	17	8	methodology	methodology	NOUN
cana-3036	17	9	make	make	VERB
cana-3036	17	10	it	it	PRON
cana-3036	17	11	a	a	DET
cana-3036	17	12	promising	promising	ADJ
cana-3036	17	13	candidate	candidate	NOUN
cana-3036	17	14	for	for	ADP
cana-3036	17	15	diverse	diverse	ADJ
cana-3036	17	16	hci	hci	NOUN
cana-3036	17	17	applications	application	NOUN
cana-3036	17	18	,	,	PUNCT
cana-3036	17	19	underscoring	underscore	VERB
cana-3036	17	20	its	its	PRON
cana-3036	17	21	potential	potential	NOUN
cana-3036	17	22	to	to	PART
cana-3036	17	23	transform	transform	VERB
cana-3036	17	24	user	user	NOUN
cana-3036	17	25	experiences	experience	NOUN
cana-3036	17	26	in	in	ADP
cana-3036	17	27	interactive	interactive	ADJ
cana-3036	17	28	technologies	technology	NOUN
cana-3036	17	29	.	.	PUNCT
cana-3036	18	1	future	future	ADJ
cana-3036	18	2	work	work	NOUN
cana-3036	18	3	will	will	AUX
cana-3036	18	4	focus	focus	VERB
cana-3036	18	5	on	on	ADP
cana-3036	18	6	refining	refine	VERB
cana-3036	18	7	the	the	DET
cana-3036	18	8	system	system	NOUN
cana-3036	18	9	's	's	PART
cana-3036	18	10	architecture	architecture	NOUN
cana-3036	18	11	,	,	PUNCT
cana-3036	18	12	expanding	expand	VERB
cana-3036	18	13	the	the	DET
cana-3036	18	14	gesture	gesture	NOUN
cana-3036	18	15	vocabulary	vocabulary	NOUN
cana-3036	18	16	,	,	PUNCT
cana-3036	18	17	and	and	CCONJ
cana-3036	18	18	exploring	explore	VERB
cana-3036	18	19	novel	novel	ADJ
cana-3036	18	20	applications	application	NOUN
cana-3036	18	21	in	in	ADP
cana-3036	18	22	healthcare	healthcare	NOUN
cana-3036	18	23	,	,	PUNCT
cana-3036	18	24	gaming	gaming	NOUN
cana-3036	18	25	,	,	PUNCT
cana-3036	18	26	and	and	CCONJ
cana-3036	18	27	beyond	beyond	ADP
cana-3036	18	28	.	.	PUNCT
cana-3036	19	1	keywords	keyword	NOUN
cana-3036	19	2	:	:	PUNCT
cana-3036	19	3	vgg	vgg	ADJ
cana-3036	19	4	,	,	PUNCT
cana-3036	19	5	inception	inception	NOUN
cana-3036	19	6	,	,	PUNCT
cana-3036	19	7	resnet	resnet	NOUN
cana-3036	19	8	,	,	PUNCT
cana-3036	19	9	and	and	CCONJ
cana-3036	19	10	densenet	densenet	NOUN
cana-3036	19	11	1	1	NUM
cana-3036	19	12	.	.	PUNCT
cana-3036	20	1	introduction	introduction	NOUN
cana-3036	20	2	hand	hand	NOUN
cana-3036	20	3	gesture	gesture	NOUN
cana-3036	20	4	recognition	recognition	NOUN
cana-3036	20	5	(	(	PUNCT
cana-3036	20	6	hgr	hgr	PROPN
cana-3036	20	7	)	)	PUNCT
cana-3036	20	8	has	have	AUX
cana-3036	20	9	become	become	VERB
cana-3036	20	10	a	a	DET
cana-3036	20	11	cornerstone	cornerstone	NOUN
cana-3036	20	12	of	of	ADP
cana-3036	20	13	human	human	ADJ
cana-3036	20	14	-	-	PUNCT
cana-3036	20	15	computer	computer	NOUN
cana-3036	20	16	interaction	interaction	NOUN
cana-3036	20	17	(	(	PUNCT
cana-3036	20	18	hci	hci	NOUN
cana-3036	20	19	)	)	PUNCT
cana-3036	20	20	,	,	PUNCT
cana-3036	20	21	enabling	enable	VERB
cana-3036	20	22	more	more	ADV
cana-3036	20	23	intuitive	intuitive	ADJ
cana-3036	20	24	and	and	CCONJ
cana-3036	20	25	natural	natural	ADJ
cana-3036	20	26	interfaces	interface	NOUN
cana-3036	20	27	across	across	ADP
cana-3036	20	28	various	various	ADJ
cana-3036	20	29	applications	application	NOUN
cana-3036	20	30	.	.	PUNCT
cana-3036	21	1	from	from	ADP
cana-3036	21	2	virtual	virtual	ADJ
cana-3036	21	3	and	and	CCONJ
cana-3036	21	4	augmented	augment	VERB
cana-3036	21	5	reality	reality	NOUN
cana-3036	21	6	to	to	ADP
cana-3036	21	7	assistive	assistive	ADJ
cana-3036	21	8	technologies	technology	NOUN
cana-3036	21	9	and	and	CCONJ
cana-3036	21	10	smart	smart	ADJ
cana-3036	21	11	home	home	NOUN
cana-3036	21	12	systems	system	NOUN
cana-3036	21	13	,	,	PUNCT
cana-3036	21	14	the	the	DET
cana-3036	21	15	ability	ability	NOUN
cana-3036	21	16	to	to	PART
cana-3036	21	17	accurately	accurately	ADV
cana-3036	21	18	and	and	CCONJ
cana-3036	21	19	efficiently	efficiently	ADV
cana-3036	21	20	recognize	recognize	VERB
cana-3036	21	21	hand	hand	NOUN
cana-3036	21	22	gestures	gesture	NOUN
cana-3036	21	23	has	have	VERB
cana-3036	21	24	the	the	DET
cana-3036	21	25	potential	potential	NOUN
cana-3036	21	26	to	to	PART
cana-3036	21	27	revolutionize	revolutionize	VERB
cana-3036	21	28	how	how	SCONJ
cana-3036	21	29	we	we	PRON
cana-3036	21	30	interact	interact	VERB
cana-3036	21	31	with	with	ADP
cana-3036	21	32	digital	digital	ADJ
cana-3036	21	33	environments	environment	NOUN
cana-3036	21	34	.	.	PUNCT
cana-3036	22	1	this	this	DET
cana-3036	22	2	growing	grow	VERB
cana-3036	22	3	field	field	NOUN
cana-3036	22	4	seeks	seek	VERB
cana-3036	22	5	to	to	PART
cana-3036	22	6	provide	provide	VERB
cana-3036	22	7	seamless	seamless	ADJ
cana-3036	22	8	integration	integration	NOUN
cana-3036	22	9	between	between	ADP
cana-3036	22	10	human	human	ADJ
cana-3036	22	11	intent	intent	NOUN
cana-3036	22	12	and	and	CCONJ
cana-3036	22	13	machine	machine	NOUN
cana-3036	22	14	response	response	NOUN
cana-3036	22	15	,	,	PUNCT
cana-3036	22	16	enhancing	enhance	VERB
cana-3036	22	17	user	user	NOUN
cana-3036	22	18	experiences	experience	NOUN
cana-3036	22	19	and	and	CCONJ
cana-3036	22	20	accessibility	accessibility	NOUN
cana-3036	22	21	.	.	PUNCT
cana-3036	23	1	communications	communication	NOUN
cana-3036	23	2	on	on	ADP
cana-3036	23	3	applied	apply	VERB
cana-3036	23	4	nonlinear	nonlinear	ADJ
cana-3036	23	5	analysis	analysis	NOUN
cana-3036	23	6	issn	issn	NOUN
cana-3036	23	7	:	:	PUNCT
cana-3036	23	8	1074	1074	NUM
cana-3036	23	9	-	-	PUNCT
cana-3036	23	10	133x	133x	NUM
cana-3036	23	11	vol	vol	NOUN
cana-3036	23	12	32	32	NUM
cana-3036	23	13	no	no	NOUN
cana-3036	23	14	.	.	PUNCT
cana-3036	24	1	5s	5s	NUM
cana-3036	24	2	(	(	PUNCT
cana-3036	24	3	2025	2025	NUM
cana-3036	24	4	)	)	PUNCT
cana-3036	24	5	230	230	NUM
cana-3036	24	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-3036	24	7	traditional	traditional	ADJ
cana-3036	24	8	hgr	hgr	ADJ
cana-3036	24	9	methods	method	NOUN
cana-3036	24	10	have	have	AUX
cana-3036	24	11	largely	largely	ADV
cana-3036	24	12	depended	depend	VERB
cana-3036	24	13	on	on	ADP
cana-3036	24	14	vision	vision	NOUN
cana-3036	24	15	-	-	PUNCT
cana-3036	24	16	based	base	VERB
cana-3036	24	17	systems	system	NOUN
cana-3036	24	18	,	,	PUNCT
cana-3036	24	19	leveraging	leverage	VERB
cana-3036	24	20	cameras	camera	NOUN
cana-3036	24	21	to	to	PART
cana-3036	24	22	capture	capture	VERB
cana-3036	24	23	and	and	CCONJ
cana-3036	24	24	analyze	analyze	VERB
cana-3036	24	25	hand	hand	NOUN
cana-3036	24	26	movements	movement	NOUN
cana-3036	24	27	.	.	PUNCT
cana-3036	25	1	while	while	SCONJ
cana-3036	25	2	these	these	DET
cana-3036	25	3	methods	method	NOUN
cana-3036	25	4	have	have	AUX
cana-3036	25	5	achieved	achieve	VERB
cana-3036	25	6	substantial	substantial	ADJ
cana-3036	25	7	success	success	NOUN
cana-3036	25	8	,	,	PUNCT
cana-3036	25	9	they	they	PRON
cana-3036	25	10	face	face	VERB
cana-3036	25	11	significant	significant	ADJ
cana-3036	25	12	challenges	challenge	NOUN
cana-3036	25	13	,	,	PUNCT
cana-3036	25	14	including	include	VERB
cana-3036	25	15	occlusions	occlusion	NOUN
cana-3036	25	16	,	,	PUNCT
cana-3036	25	17	sensitivity	sensitivity	NOUN
cana-3036	25	18	to	to	ADP
cana-3036	25	19	lighting	lighting	NOUN
cana-3036	25	20	conditions	condition	NOUN
cana-3036	25	21	,	,	PUNCT
cana-3036	25	22	and	and	CCONJ
cana-3036	25	23	high	high	ADJ
cana-3036	25	24	computational	computational	ADJ
cana-3036	25	25	demands	demand	NOUN
cana-3036	25	26	.	.	PUNCT
cana-3036	26	1	vision	vision	NOUN
cana-3036	26	2	-	-	PUNCT
cana-3036	26	3	based	base	VERB
cana-3036	26	4	systems	system	NOUN
cana-3036	26	5	generate	generate	VERB
cana-3036	26	6	large	large	ADJ
cana-3036	26	7	volumes	volume	NOUN
cana-3036	26	8	of	of	ADP
cana-3036	26	9	data	datum	NOUN
cana-3036	26	10	that	that	PRON
cana-3036	26	11	require	require	VERB
cana-3036	26	12	substantial	substantial	ADJ
cana-3036	26	13	processing	processing	NOUN
cana-3036	26	14	power	power	NOUN
cana-3036	26	15	,	,	PUNCT
cana-3036	26	16	often	often	ADV
cana-3036	26	17	making	make	VERB
cana-3036	26	18	real	real	ADJ
cana-3036	26	19	-	-	PUNCT
cana-3036	26	20	time	time	NOUN
cana-3036	26	21	gesture	gesture	NOUN
cana-3036	26	22	recognition	recognition	NOUN
cana-3036	26	23	difficult	difficult	ADJ
cana-3036	26	24	.	.	PUNCT
cana-3036	27	1	these	these	DET
cana-3036	27	2	limitations	limitation	NOUN
cana-3036	27	3	underscore	underscore	VERB
cana-3036	27	4	the	the	DET
cana-3036	27	5	need	need	NOUN
cana-3036	27	6	for	for	ADP
cana-3036	27	7	alternative	alternative	ADJ
cana-3036	27	8	approaches	approach	NOUN
cana-3036	27	9	that	that	PRON
cana-3036	27	10	can	can	AUX
cana-3036	27	11	offer	offer	VERB
cana-3036	27	12	robust	robust	ADJ
cana-3036	27	13	and	and	CCONJ
cana-3036	27	14	accurate	accurate	ADJ
cana-3036	27	15	performance	performance	NOUN
cana-3036	27	16	under	under	ADP
cana-3036	27	17	various	various	ADJ
cana-3036	27	18	conditions	condition	NOUN
cana-3036	27	19	.	.	PUNCT
cana-3036	28	1	in	in	ADP
cana-3036	28	2	response	response	NOUN
cana-3036	28	3	to	to	ADP
cana-3036	28	4	these	these	DET
cana-3036	28	5	challenges	challenge	NOUN
cana-3036	28	6	,	,	PUNCT
cana-3036	28	7	the	the	DET
cana-3036	28	8	research	research	NOUN
cana-3036	28	9	community	community	NOUN
cana-3036	28	10	has	have	AUX
cana-3036	28	11	increasingly	increasingly	ADV
cana-3036	28	12	turned	turn	VERB
cana-3036	28	13	to	to	ADP
cana-3036	28	14	wearable	wearable	ADJ
cana-3036	28	15	sensors	sensor	NOUN
cana-3036	28	16	,	,	PUNCT
cana-3036	28	17	which	which	PRON
cana-3036	28	18	provide	provide	VERB
cana-3036	28	19	a	a	DET
cana-3036	28	20	more	more	ADV
cana-3036	28	21	reliable	reliable	ADJ
cana-3036	28	22	and	and	CCONJ
cana-3036	28	23	direct	direct	ADJ
cana-3036	28	24	means	mean	NOUN
cana-3036	28	25	of	of	ADP
cana-3036	28	26	capturing	capture	VERB
cana-3036	28	27	hand	hand	NOUN
cana-3036	28	28	gestures	gesture	NOUN
cana-3036	28	29	.	.	PUNCT
cana-3036	29	1	among	among	ADP
cana-3036	29	2	these	these	DET
cana-3036	29	3	sensors	sensor	NOUN
cana-3036	29	4	,	,	PUNCT
cana-3036	29	5	surface	surface	NOUN
cana-3036	29	6	electromyography	electromyography	NOUN
cana-3036	29	7	(	(	PUNCT
cana-3036	29	8	semg	semg	NOUN
cana-3036	29	9	)	)	PUNCT
cana-3036	29	10	and	and	CCONJ
cana-3036	29	11	inertial	inertial	ADJ
cana-3036	29	12	measurement	measurement	NOUN
cana-3036	29	13	units	unit	NOUN
cana-3036	29	14	(	(	PUNCT
cana-3036	29	15	imus	imus	PROPN
cana-3036	29	16	)	)	PUNCT
cana-3036	29	17	have	have	AUX
cana-3036	29	18	proven	prove	VERB
cana-3036	29	19	particularly	particularly	ADV
cana-3036	29	20	effective	effective	ADJ
cana-3036	29	21	.	.	PUNCT
cana-3036	30	1	semg	semg	NOUN
cana-3036	30	2	sensors	sensor	NOUN
cana-3036	30	3	detect	detect	VERB
cana-3036	30	4	electrical	electrical	ADJ
cana-3036	30	5	activity	activity	NOUN
cana-3036	30	6	generated	generate	VERB
cana-3036	30	7	by	by	ADP
cana-3036	30	8	muscle	muscle	NOUN
cana-3036	30	9	contractions	contraction	NOUN
cana-3036	30	10	,	,	PUNCT
cana-3036	30	11	offering	offer	VERB
cana-3036	30	12	precise	precise	ADJ
cana-3036	30	13	and	and	CCONJ
cana-3036	30	14	early	early	ADJ
cana-3036	30	15	indications	indication	NOUN
cana-3036	30	16	of	of	ADP
cana-3036	30	17	intended	intended	ADJ
cana-3036	30	18	movements	movement	NOUN
cana-3036	30	19	.	.	PUNCT
cana-3036	31	1	imus	imus	PROPN
cana-3036	31	2	,	,	PUNCT
cana-3036	31	3	composed	compose	VERB
cana-3036	31	4	of	of	ADP
cana-3036	31	5	accelerometers	accelerometer	NOUN
cana-3036	31	6	and	and	CCONJ
cana-3036	31	7	gyroscopes	gyroscope	NOUN
cana-3036	31	8	,	,	PUNCT
cana-3036	31	9	capture	capture	VERB
cana-3036	31	10	the	the	DET
cana-3036	31	11	kinematics	kinematic	NOUN
cana-3036	31	12	of	of	ADP
cana-3036	31	13	hand	hand	NOUN
cana-3036	31	14	movements	movement	NOUN
cana-3036	31	15	by	by	ADP
cana-3036	31	16	measuring	measure	VERB
cana-3036	31	17	acceleration	acceleration	NOUN
cana-3036	31	18	and	and	CCONJ
cana-3036	31	19	angular	angular	ADJ
cana-3036	31	20	velocity	velocity	NOUN
cana-3036	31	21	.	.	PUNCT
cana-3036	32	1	the	the	DET
cana-3036	32	2	integration	integration	NOUN
cana-3036	32	3	of	of	ADP
cana-3036	32	4	semg	semg	NOUN
cana-3036	32	5	and	and	CCONJ
cana-3036	32	6	imu	imu	NOUN
cana-3036	32	7	data	datum	NOUN
cana-3036	32	8	provides	provide	VERB
cana-3036	32	9	a	a	DET
cana-3036	32	10	comprehensive	comprehensive	ADJ
cana-3036	32	11	view	view	NOUN
cana-3036	32	12	of	of	ADP
cana-3036	32	13	hand	hand	NOUN
cana-3036	32	14	gestures	gesture	NOUN
cana-3036	32	15	,	,	PUNCT
cana-3036	32	16	combining	combine	VERB
cana-3036	32	17	muscle	muscle	NOUN
cana-3036	32	18	activity	activity	NOUN
cana-3036	32	19	with	with	ADP
cana-3036	32	20	motion	motion	NOUN
cana-3036	32	21	dynamics	dynamic	NOUN
cana-3036	32	22	.	.	PUNCT
cana-3036	33	1	the	the	DET
cana-3036	33	2	fusion	fusion	NOUN
cana-3036	33	3	of	of	ADP
cana-3036	33	4	semg	semg	NOUN
cana-3036	33	5	and	and	CCONJ
cana-3036	33	6	imu	imu	NOUN
cana-3036	33	7	data	datum	NOUN
cana-3036	33	8	with	with	ADP
cana-3036	33	9	advanced	advanced	ADJ
cana-3036	33	10	machine	machine	NOUN
cana-3036	33	11	learning	learn	VERB
cana-3036	33	12	techniques	technique	NOUN
cana-3036	33	13	,	,	PUNCT
cana-3036	33	14	especially	especially	ADV
cana-3036	33	15	deep	deep	ADJ
cana-3036	33	16	learning	learning	NOUN
cana-3036	33	17	,	,	PUNCT
cana-3036	33	18	has	have	AUX
cana-3036	33	19	significantly	significantly	ADV
cana-3036	33	20	enhanced	enhance	VERB
cana-3036	33	21	hgr	hgr	ADJ
cana-3036	33	22	system	system	NOUN
cana-3036	33	23	capabilities	capability	NOUN
cana-3036	33	24	.	.	PUNCT
cana-3036	34	1	convolutional	convolutional	ADJ
cana-3036	34	2	neural	neural	ADJ
cana-3036	34	3	networks	network	NOUN
cana-3036	34	4	(	(	PUNCT
cana-3036	34	5	cnns	cnns	PROPN
cana-3036	34	6	)	)	PUNCT
cana-3036	34	7	and	and	CCONJ
cana-3036	34	8	recurrent	recurrent	ADJ
cana-3036	34	9	neural	neural	ADJ
cana-3036	34	10	networks	network	NOUN
cana-3036	34	11	(	(	PUNCT
cana-3036	34	12	rnns	rnns	PROPN
cana-3036	34	13	)	)	PUNCT
cana-3036	34	14	have	have	AUX
cana-3036	34	15	demonstrated	demonstrate	VERB
cana-3036	34	16	exceptional	exceptional	ADJ
cana-3036	34	17	ability	ability	NOUN
cana-3036	34	18	to	to	PART
cana-3036	34	19	learn	learn	VERB
cana-3036	34	20	complex	complex	ADJ
cana-3036	34	21	patterns	pattern	NOUN
cana-3036	34	22	from	from	ADP
cana-3036	34	23	multimodal	multimodal	ADJ
cana-3036	34	24	sensor	sensor	NOUN
cana-3036	34	25	data	datum	NOUN
cana-3036	34	26	.	.	PUNCT
cana-3036	35	1	for	for	ADP
cana-3036	35	2	example	example	NOUN
cana-3036	35	3	,	,	PUNCT
cana-3036	35	4	guiyin	guiyin	PROPN
cana-3036	35	5	li	li	PROPN
cana-3036	35	6	et	et	PROPN
cana-3036	35	7	al	al	PROPN
cana-3036	35	8	.	.	PROPN
cana-3036	36	1	(	(	PUNCT
cana-3036	36	2	2020	2020	NUM
cana-3036	36	3	)	)	PUNCT
cana-3036	36	4	developed	develop	VERB
cana-3036	36	5	a	a	DET
cana-3036	36	6	multistream	multistream	PROPN
cana-3036	36	7	cnn	cnn	PROPN
cana-3036	36	8	framework	framework	NOUN
cana-3036	36	9	using	use	VERB
cana-3036	36	10	a	a	DET
cana-3036	36	11	fine	fine	ADJ
cana-3036	36	12	-	-	PUNCT
cana-3036	36	13	tuning	tune	VERB
cana-3036	36	14	transfer	transfer	NOUN
cana-3036	36	15	learning	learn	VERB
cana-3036	36	16	approach	approach	NOUN
cana-3036	36	17	to	to	PART
cana-3036	36	18	improve	improve	VERB
cana-3036	36	19	gesture	gesture	NOUN
cana-3036	36	20	recognition	recognition	NOUN
cana-3036	36	21	with	with	ADP
cana-3036	36	22	semg	semg	NOUN
cana-3036	36	23	and	and	CCONJ
cana-3036	36	24	imu	imu	NOUN
cana-3036	36	25	data	datum	NOUN
cana-3036	36	26	.	.	PUNCT
cana-3036	37	1	similarly	similarly	ADV
cana-3036	37	2	,	,	PUNCT
cana-3036	37	3	liukai	liukai	PROPN
cana-3036	37	4	xu	xu	INTJ
cana-3036	37	5	et	et	PROPN
cana-3036	37	6	al	al	PROPN
cana-3036	37	7	.	.	PROPN
cana-3036	38	1	(	(	PUNCT
cana-3036	38	2	2021	2021	NUM
cana-3036	38	3	)	)	PUNCT
cana-3036	38	4	utilized	utilize	VERB
cana-3036	38	5	dual	dual	ADJ
cana-3036	38	6	-	-	PUNCT
cana-3036	38	7	stream	stream	NOUN
cana-3036	38	8	cnns	cnn	NOUN
cana-3036	38	9	to	to	PART
cana-3036	38	10	fuse	fuse	VERB
cana-3036	38	11	semg	semg	NOUN
cana-3036	38	12	energy	energy	NOUN
cana-3036	38	13	kernel	kernel	PROPN
cana-3036	38	14	phase	phase	NOUN
cana-3036	38	15	portraits	portrait	NOUN
cana-3036	38	16	with	with	ADP
cana-3036	38	17	imu	imu	ADJ
cana-3036	38	18	amplitude	amplitude	NOUN
cana-3036	38	19	images	image	NOUN
cana-3036	38	20	,	,	PUNCT
cana-3036	38	21	achieving	achieve	VERB
cana-3036	38	22	notable	notable	ADJ
cana-3036	38	23	improvements	improvement	NOUN
cana-3036	38	24	in	in	ADP
cana-3036	38	25	recognition	recognition	NOUN
cana-3036	38	26	accuracy	accuracy	NOUN
cana-3036	38	27	.	.	PUNCT
cana-3036	39	1	building	build	VERB
cana-3036	39	2	upon	upon	SCONJ
cana-3036	39	3	these	these	DET
cana-3036	39	4	advancements	advancement	NOUN
cana-3036	39	5	,	,	PUNCT
cana-3036	39	6	this	this	DET
cana-3036	39	7	research	research	NOUN
cana-3036	39	8	proposes	propose	VERB
cana-3036	39	9	a	a	DET
cana-3036	39	10	novel	novel	ADJ
cana-3036	39	11	methodology	methodology	NOUN
cana-3036	39	12	that	that	PRON
cana-3036	39	13	integrates	integrate	VERB
cana-3036	39	14	semg	semg	NOUN
cana-3036	39	15	and	and	CCONJ
cana-3036	39	16	imu	imu	NOUN
cana-3036	39	17	data	datum	NOUN
cana-3036	39	18	through	through	ADP
cana-3036	39	19	a	a	DET
cana-3036	39	20	detailed	detailed	ADJ
cana-3036	39	21	pipeline	pipeline	NOUN
cana-3036	39	22	involving	involve	VERB
cana-3036	39	23	preprocessing	preprocesse	VERB
cana-3036	39	24	,	,	PUNCT
cana-3036	39	25	feature	feature	NOUN
cana-3036	39	26	extraction	extraction	NOUN
cana-3036	39	27	,	,	PUNCT
cana-3036	39	28	and	and	CCONJ
cana-3036	39	29	deep	deep	ADJ
cana-3036	39	30	learning	learning	NOUN
cana-3036	39	31	techniques	technique	NOUN
cana-3036	39	32	.	.	PUNCT
cana-3036	40	1	the	the	DET
cana-3036	40	2	proposed	propose	VERB
cana-3036	40	3	methodology	methodology	NOUN
cana-3036	40	4	leverages	leverage	VERB
cana-3036	40	5	the	the	DET
cana-3036	40	6	capabilities	capability	NOUN
cana-3036	40	7	of	of	ADP
cana-3036	40	8	3d	3d	PROPN
cana-3036	40	9	-	-	PUNCT
cana-3036	40	10	cnn	cnn	PROPN
cana-3036	40	11	models	model	NOUN
cana-3036	40	12	,	,	PUNCT
cana-3036	40	13	which	which	PRON
cana-3036	40	14	are	be	AUX
cana-3036	40	15	adept	adept	ADJ
cana-3036	40	16	at	at	ADP
cana-3036	40	17	capturing	capture	VERB
cana-3036	40	18	complex	complex	ADJ
cana-3036	40	19	spatiotemporal	spatiotemporal	ADJ
cana-3036	40	20	patterns	pattern	NOUN
cana-3036	40	21	in	in	ADP
cana-3036	40	22	multimodal	multimodal	NOUN
cana-3036	40	23	data	datum	NOUN
cana-3036	40	24	.	.	PUNCT
cana-3036	41	1	additionally	additionally	ADV
cana-3036	41	2	,	,	PUNCT
cana-3036	41	3	transfer	transfer	NOUN
cana-3036	41	4	learning	learning	NOUN
cana-3036	41	5	is	be	AUX
cana-3036	41	6	employed	employ	VERB
cana-3036	41	7	to	to	PART
cana-3036	41	8	utilize	utilize	VERB
cana-3036	41	9	pre	pre	ADJ
cana-3036	41	10	-	-	ADJ
cana-3036	41	11	trained	train	VERB
cana-3036	41	12	networks	network	NOUN
cana-3036	41	13	,	,	PUNCT
cana-3036	41	14	addressing	address	VERB
cana-3036	41	15	the	the	DET
cana-3036	41	16	challenges	challenge	NOUN
cana-3036	41	17	of	of	ADP
cana-3036	41	18	training	train	VERB
cana-3036	41	19	deep	deep	ADJ
cana-3036	41	20	networks	network	NOUN
cana-3036	41	21	from	from	ADP
cana-3036	41	22	scratch	scratch	NOUN
cana-3036	41	23	and	and	CCONJ
cana-3036	41	24	enhancing	enhance	VERB
cana-3036	41	25	model	model	NOUN
cana-3036	41	26	performance	performance	NOUN
cana-3036	41	27	and	and	CCONJ
cana-3036	41	28	generalization	generalization	NOUN
cana-3036	41	29	.	.	PUNCT
cana-3036	42	1	the	the	DET
cana-3036	42	2	methodology	methodology	NOUN
cana-3036	42	3	involves	involve	VERB
cana-3036	42	4	several	several	ADJ
cana-3036	42	5	critical	critical	ADJ
cana-3036	42	6	phases	phase	NOUN
cana-3036	42	7	.	.	PUNCT
cana-3036	43	1	first	first	ADV
cana-3036	43	2	,	,	PUNCT
cana-3036	43	3	semg	semg	NOUN
cana-3036	43	4	and	and	CCONJ
cana-3036	43	5	imu	imu	NOUN
cana-3036	43	6	data	datum	NOUN
cana-3036	43	7	are	be	AUX
cana-3036	43	8	collected	collect	VERB
cana-3036	43	9	from	from	ADP
cana-3036	43	10	participants	participant	NOUN
cana-3036	43	11	performing	perform	VERB
cana-3036	43	12	a	a	DET
cana-3036	43	13	variety	variety	NOUN
cana-3036	43	14	of	of	ADP
cana-3036	43	15	hand	hand	NOUN
cana-3036	43	16	gestures	gesture	NOUN
cana-3036	43	17	.	.	PUNCT
cana-3036	44	1	this	this	DET
cana-3036	44	2	data	datum	NOUN
cana-3036	44	3	undergoes	undergo	VERB
cana-3036	44	4	rigorous	rigorous	ADJ
cana-3036	44	5	preprocessing	preprocessing	NOUN
cana-3036	44	6	to	to	PART
cana-3036	44	7	eliminate	eliminate	VERB
cana-3036	44	8	noise	noise	NOUN
cana-3036	44	9	and	and	CCONJ
cana-3036	44	10	standardize	standardize	VERB
cana-3036	44	11	inputs	input	NOUN
cana-3036	44	12	.	.	PUNCT
cana-3036	45	1	advanced	advanced	ADJ
cana-3036	45	2	feature	feature	NOUN
cana-3036	45	3	extraction	extraction	NOUN
cana-3036	45	4	techniques	technique	NOUN
cana-3036	45	5	,	,	PUNCT
cana-3036	45	6	such	such	ADJ
cana-3036	45	7	as	as	ADP
cana-3036	45	8	gaussian	gaussian	ADJ
cana-3036	45	9	smoothing	smoothing	NOUN
cana-3036	45	10	and	and	CCONJ
cana-3036	45	11	the	the	DET
cana-3036	45	12	prewitt	prewitt	PROPN
cana-3036	45	13	operator	operator	NOUN
cana-3036	45	14	,	,	PUNCT
cana-3036	45	15	are	be	AUX
cana-3036	45	16	used	use	VERB
cana-3036	45	17	to	to	PART
cana-3036	45	18	highlight	highlight	VERB
cana-3036	45	19	key	key	ADJ
cana-3036	45	20	features	feature	NOUN
cana-3036	45	21	.	.	PUNCT
cana-3036	46	1	the	the	DET
cana-3036	46	2	fusion	fusion	NOUN
cana-3036	46	3	of	of	ADP
cana-3036	46	4	semg	semg	NOUN
cana-3036	46	5	and	and	CCONJ
cana-3036	46	6	imu	imu	NOUN
cana-3036	46	7	data	datum	NOUN
cana-3036	46	8	streams	stream	NOUN
cana-3036	46	9	results	result	NOUN
cana-3036	46	10	in	in	ADP
cana-3036	46	11	a	a	DET
cana-3036	46	12	unified	unified	ADJ
cana-3036	46	13	representation	representation	NOUN
cana-3036	46	14	of	of	ADP
cana-3036	46	15	each	each	DET
cana-3036	46	16	gesture	gesture	NOUN
cana-3036	46	17	,	,	PUNCT
cana-3036	46	18	enriching	enrich	VERB
cana-3036	46	19	the	the	DET
cana-3036	46	20	input	input	NOUN
cana-3036	46	21	data	datum	NOUN
cana-3036	46	22	for	for	ADP
cana-3036	46	23	the	the	DET
cana-3036	46	24	deep	deep	ADJ
cana-3036	46	25	learning	learning	NOUN
cana-3036	46	26	model	model	NOUN
cana-3036	46	27	.	.	PUNCT
cana-3036	47	1	data	datum	NOUN
cana-3036	47	2	augmentation	augmentation	NOUN
cana-3036	47	3	techniques	technique	NOUN
cana-3036	47	4	are	be	AUX
cana-3036	47	5	applied	apply	VERB
cana-3036	47	6	to	to	PART
cana-3036	47	7	expand	expand	VERB
cana-3036	47	8	the	the	DET
cana-3036	47	9	training	training	NOUN
cana-3036	47	10	dataset	dataset	NOUN
cana-3036	47	11	,	,	PUNCT
cana-3036	47	12	improving	improve	VERB
cana-3036	47	13	the	the	DET
cana-3036	47	14	model	model	NOUN
cana-3036	47	15	's	's	PART
cana-3036	47	16	robustness	robustness	NOUN
cana-3036	47	17	and	and	CCONJ
cana-3036	47	18	ability	ability	NOUN
cana-3036	47	19	to	to	PART
cana-3036	47	20	generalize	generalize	VERB
cana-3036	47	21	.	.	PUNCT
cana-3036	48	1	the	the	DET
cana-3036	48	2	model	model	NOUN
cana-3036	48	3	training	training	NOUN
cana-3036	48	4	phase	phase	NOUN
cana-3036	48	5	utilizes	utilize	VERB
cana-3036	48	6	3d	3d	NUM
cana-3036	48	7	-	-	PUNCT
cana-3036	48	8	cnns	cnn	NOUN
cana-3036	48	9	enhanced	enhance	VERB
cana-3036	48	10	with	with	ADP
cana-3036	48	11	transfer	transfer	NOUN
cana-3036	48	12	learning	learn	VERB
cana-3036	48	13	techniques	technique	NOUN
cana-3036	48	14	to	to	PART
cana-3036	48	15	optimize	optimize	VERB
cana-3036	48	16	network	network	NOUN
cana-3036	48	17	performance	performance	NOUN
cana-3036	48	18	.	.	PUNCT
cana-3036	49	1	the	the	DET
cana-3036	49	2	model	model	NOUN
cana-3036	49	3	is	be	AUX
cana-3036	49	4	fine	fine	ADV
cana-3036	49	5	-	-	PUNCT
cana-3036	49	6	tuned	tune	VERB
cana-3036	49	7	to	to	PART
cana-3036	49	8	maximize	maximize	VERB
cana-3036	49	9	accuracy	accuracy	NOUN
cana-3036	49	10	and	and	CCONJ
cana-3036	49	11	efficiency	efficiency	NOUN
cana-3036	49	12	,	,	PUNCT
cana-3036	49	13	ensuring	ensure	VERB
cana-3036	49	14	its	its	PRON
cana-3036	49	15	effectiveness	effectiveness	NOUN
cana-3036	49	16	in	in	ADP
cana-3036	49	17	real	real	ADJ
cana-3036	49	18	-	-	PUNCT
cana-3036	49	19	time	time	NOUN
cana-3036	49	20	applications	application	NOUN
cana-3036	49	21	.	.	PUNCT
cana-3036	50	1	this	this	DET
cana-3036	50	2	comprehensive	comprehensive	ADJ
cana-3036	50	3	and	and	CCONJ
cana-3036	50	4	innovative	innovative	ADJ
cana-3036	50	5	methodology	methodology	NOUN
cana-3036	50	6	aims	aim	VERB
cana-3036	50	7	to	to	ADP
cana-3036	50	8	communications	communication	NOUN
cana-3036	50	9	on	on	ADP
cana-3036	50	10	applied	apply	VERB
cana-3036	50	11	nonlinear	nonlinear	ADJ
cana-3036	50	12	analysis	analysis	NOUN
cana-3036	50	13	issn	issn	NOUN
cana-3036	50	14	:	:	PUNCT
cana-3036	50	15	1074	1074	NUM
cana-3036	50	16	-	-	PUNCT
cana-3036	50	17	133x	133x	NUM
cana-3036	50	18	vol	vol	NOUN
cana-3036	50	19	32	32	NUM
cana-3036	50	20	no	no	NOUN
cana-3036	50	21	.	.	PUNCT
cana-3036	51	1	5s	5s	NUM
cana-3036	51	2	(	(	PUNCT
cana-3036	51	3	2025	2025	NUM
cana-3036	51	4	)	)	PUNCT
cana-3036	51	5	231	231	NUM
cana-3036	51	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-3036	51	7	deliver	deliver	VERB
cana-3036	51	8	a	a	DET
cana-3036	51	9	robust	robust	ADJ
cana-3036	51	10	hgr	hgr	ADJ
cana-3036	51	11	system	system	NOUN
cana-3036	51	12	capable	capable	ADJ
cana-3036	51	13	of	of	ADP
cana-3036	51	14	high	high	ADJ
cana-3036	51	15	accuracy	accuracy	NOUN
cana-3036	51	16	and	and	CCONJ
cana-3036	51	17	resilience	resilience	NOUN
cana-3036	51	18	,	,	PUNCT
cana-3036	51	19	making	make	VERB
cana-3036	51	20	it	it	PRON
cana-3036	51	21	suitable	suitable	ADJ
cana-3036	51	22	for	for	ADP
cana-3036	51	23	diverse	diverse	ADJ
cana-3036	51	24	hci	hci	NOUN
cana-3036	51	25	applications	application	NOUN
cana-3036	51	26	.	.	PUNCT
cana-3036	52	1	by	by	ADP
cana-3036	52	2	integrating	integrate	VERB
cana-3036	52	3	multimodal	multimodal	NOUN
cana-3036	52	4	sensor	sensor	NOUN
cana-3036	52	5	data	datum	NOUN
cana-3036	52	6	with	with	ADP
cana-3036	52	7	state	state	NOUN
cana-3036	52	8	-	-	PUNCT
cana-3036	52	9	of	of	ADP
cana-3036	52	10	-	-	PUNCT
cana-3036	52	11	the	the	DET
cana-3036	52	12	-	-	PUNCT
cana-3036	52	13	art	art	NOUN
cana-3036	52	14	deep	deep	ADJ
cana-3036	52	15	learning	learning	NOUN
cana-3036	52	16	techniques	technique	NOUN
cana-3036	52	17	,	,	PUNCT
cana-3036	52	18	this	this	DET
cana-3036	52	19	research	research	NOUN
cana-3036	52	20	aims	aim	VERB
cana-3036	52	21	to	to	PART
cana-3036	52	22	advance	advance	VERB
cana-3036	52	23	the	the	DET
cana-3036	52	24	field	field	NOUN
cana-3036	52	25	of	of	ADP
cana-3036	52	26	hand	hand	NOUN
cana-3036	52	27	gesture	gesture	NOUN
cana-3036	52	28	recognition	recognition	NOUN
cana-3036	52	29	.	.	PUNCT
cana-3036	53	1	addressing	address	VERB
cana-3036	53	2	existing	exist	VERB
cana-3036	53	3	challenges	challenge	NOUN
cana-3036	53	4	in	in	ADP
cana-3036	53	5	hgr	hgr	PROPN
cana-3036	53	6	,	,	PUNCT
cana-3036	53	7	the	the	DET
cana-3036	53	8	proposed	propose	VERB
cana-3036	53	9	methodology	methodology	NOUN
cana-3036	53	10	seeks	seek	VERB
cana-3036	53	11	to	to	PART
cana-3036	53	12	develop	develop	VERB
cana-3036	53	13	a	a	DET
cana-3036	53	14	system	system	NOUN
cana-3036	53	15	that	that	PRON
cana-3036	53	16	is	be	AUX
cana-3036	53	17	both	both	CCONJ
cana-3036	53	18	accurate	accurate	ADJ
cana-3036	53	19	and	and	CCONJ
cana-3036	53	20	efficient	efficient	ADJ
cana-3036	53	21	,	,	PUNCT
cana-3036	53	22	enhancing	enhance	VERB
cana-3036	53	23	user	user	NOUN
cana-3036	53	24	experiences	experience	NOUN
cana-3036	53	25	and	and	CCONJ
cana-3036	53	26	expanding	expand	VERB
cana-3036	53	27	the	the	DET
cana-3036	53	28	potential	potential	ADJ
cana-3036	53	29	applications	application	NOUN
cana-3036	53	30	of	of	ADP
cana-3036	53	31	hci	hci	NOUN
cana-3036	53	32	technologies	technology	NOUN
cana-3036	53	33	.	.	PUNCT
cana-3036	54	1	this	this	DET
cana-3036	54	2	work	work	NOUN
cana-3036	54	3	not	not	PART
cana-3036	54	4	only	only	ADV
cana-3036	54	5	contributes	contribute	VERB
cana-3036	54	6	to	to	ADP
cana-3036	54	7	academic	academic	ADJ
cana-3036	54	8	research	research	NOUN
cana-3036	54	9	but	but	CCONJ
cana-3036	54	10	also	also	ADV
cana-3036	54	11	holds	hold	VERB
cana-3036	54	12	significant	significant	ADJ
cana-3036	54	13	promise	promise	NOUN
cana-3036	54	14	for	for	ADP
cana-3036	54	15	practical	practical	ADJ
cana-3036	54	16	implementations	implementation	NOUN
cana-3036	54	17	in	in	ADP
cana-3036	54	18	various	various	ADJ
cana-3036	54	19	domains	domain	NOUN
cana-3036	54	20	requiring	require	VERB
cana-3036	54	21	sophisticated	sophisticated	ADJ
cana-3036	54	22	gesture	gesture	NOUN
cana-3036	54	23	recognition	recognition	NOUN
cana-3036	54	24	capabilities	capability	NOUN
cana-3036	54	25	.	.	PUNCT
cana-3036	55	1	2	2	X
cana-3036	55	2	.	.	X
cana-3036	55	3	background	background	NOUN
cana-3036	55	4	hand	hand	PROPN
cana-3036	55	5	gesture	gesture	NOUN
cana-3036	55	6	recognition	recognition	NOUN
cana-3036	55	7	(	(	PUNCT
cana-3036	55	8	hgr	hgr	PROPN
cana-3036	55	9	)	)	PUNCT
cana-3036	55	10	is	be	AUX
cana-3036	55	11	a	a	DET
cana-3036	55	12	fundamental	fundamental	ADJ
cana-3036	55	13	aspect	aspect	NOUN
cana-3036	55	14	of	of	ADP
cana-3036	55	15	human	human	ADJ
cana-3036	55	16	-	-	PUNCT
cana-3036	55	17	computer	computer	NOUN
cana-3036	55	18	interaction	interaction	NOUN
cana-3036	55	19	(	(	PUNCT
cana-3036	55	20	hci	hci	NOUN
cana-3036	55	21	)	)	PUNCT
cana-3036	55	22	,	,	PUNCT
cana-3036	55	23	facilitating	facilitate	VERB
cana-3036	55	24	more	more	ADV
cana-3036	55	25	intuitive	intuitive	ADJ
cana-3036	55	26	and	and	CCONJ
cana-3036	55	27	natural	natural	ADJ
cana-3036	55	28	user	user	NOUN
cana-3036	55	29	interfaces	interface	NOUN
cana-3036	55	30	across	across	ADP
cana-3036	55	31	diverse	diverse	ADJ
cana-3036	55	32	applications	application	NOUN
cana-3036	55	33	.	.	PUNCT
cana-3036	56	1	the	the	DET
cana-3036	56	2	evolution	evolution	NOUN
cana-3036	56	3	of	of	ADP
cana-3036	56	4	hgr	hgr	ADJ
cana-3036	56	5	technologies	technology	NOUN
cana-3036	56	6	is	be	AUX
cana-3036	56	7	deeply	deeply	ADV
cana-3036	56	8	rooted	rooted	ADJ
cana-3036	56	9	in	in	ADP
cana-3036	56	10	the	the	DET
cana-3036	56	11	desire	desire	NOUN
cana-3036	56	12	to	to	PART
cana-3036	56	13	create	create	VERB
cana-3036	56	14	seamless	seamless	ADJ
cana-3036	56	15	integrations	integration	NOUN
cana-3036	56	16	between	between	ADP
cana-3036	56	17	human	human	ADJ
cana-3036	56	18	intent	intent	NOUN
cana-3036	56	19	and	and	CCONJ
cana-3036	56	20	machine	machine	NOUN
cana-3036	56	21	response	response	NOUN
cana-3036	56	22	,	,	PUNCT
cana-3036	56	23	thus	thus	ADV
cana-3036	56	24	enhancing	enhance	VERB
cana-3036	56	25	user	user	NOUN
cana-3036	56	26	experiences	experience	NOUN
cana-3036	56	27	and	and	CCONJ
cana-3036	56	28	accessibility	accessibility	NOUN
cana-3036	56	29	.	.	PUNCT
cana-3036	57	1	early	early	ADJ
cana-3036	57	2	research	research	NOUN
cana-3036	57	3	in	in	ADP
cana-3036	57	4	hgr	hgr	NOUN
cana-3036	57	5	predominantly	predominantly	ADV
cana-3036	57	6	relied	rely	VERB
cana-3036	57	7	on	on	ADP
cana-3036	57	8	vision	vision	NOUN
cana-3036	57	9	-	-	PUNCT
cana-3036	57	10	based	base	VERB
cana-3036	57	11	systems	system	NOUN
cana-3036	57	12	,	,	PUNCT
cana-3036	57	13	which	which	PRON
cana-3036	57	14	utilized	utilize	VERB
cana-3036	57	15	cameras	camera	NOUN
cana-3036	57	16	to	to	PART
cana-3036	57	17	capture	capture	VERB
cana-3036	57	18	and	and	CCONJ
cana-3036	57	19	analyze	analyze	VERB
cana-3036	57	20	hand	hand	NOUN
cana-3036	57	21	movements	movement	NOUN
cana-3036	57	22	.	.	PUNCT
cana-3036	58	1	these	these	DET
cana-3036	58	2	systems	system	NOUN
cana-3036	58	3	achieved	achieve	VERB
cana-3036	58	4	considerable	considerable	ADJ
cana-3036	58	5	success	success	NOUN
cana-3036	58	6	in	in	ADP
cana-3036	58	7	controlled	control	VERB
cana-3036	58	8	environments	environment	NOUN
cana-3036	58	9	;	;	PUNCT
cana-3036	58	10	however	however	ADV
cana-3036	58	11	,	,	PUNCT
cana-3036	58	12	they	they	PRON
cana-3036	58	13	often	often	ADV
cana-3036	58	14	struggled	struggle	VERB
cana-3036	58	15	with	with	ADP
cana-3036	58	16	issues	issue	NOUN
cana-3036	58	17	like	like	ADP
cana-3036	58	18	occlusions	occlusion	NOUN
cana-3036	58	19	,	,	PUNCT
cana-3036	58	20	variable	variable	ADJ
cana-3036	58	21	lighting	lighting	NOUN
cana-3036	58	22	conditions	condition	NOUN
cana-3036	58	23	,	,	PUNCT
cana-3036	58	24	and	and	CCONJ
cana-3036	58	25	substantial	substantial	ADJ
cana-3036	58	26	computational	computational	ADJ
cana-3036	58	27	requirements	requirement	NOUN
cana-3036	58	28	.	.	PUNCT
cana-3036	59	1	the	the	DET
cana-3036	59	2	limitations	limitation	NOUN
cana-3036	59	3	of	of	ADP
cana-3036	59	4	vision	vision	NOUN
cana-3036	59	5	-	-	PUNCT
cana-3036	59	6	based	base	VERB
cana-3036	59	7	systems	system	NOUN
cana-3036	59	8	highlighted	highlight	VERB
cana-3036	59	9	the	the	DET
cana-3036	59	10	need	need	NOUN
cana-3036	59	11	for	for	ADP
cana-3036	59	12	alternative	alternative	ADJ
cana-3036	59	13	approaches	approach	NOUN
cana-3036	59	14	capable	capable	ADJ
cana-3036	59	15	of	of	ADP
cana-3036	59	16	delivering	deliver	VERB
cana-3036	59	17	robust	robust	ADJ
cana-3036	59	18	and	and	CCONJ
cana-3036	59	19	accurate	accurate	ADJ
cana-3036	59	20	performance	performance	NOUN
cana-3036	59	21	under	under	ADP
cana-3036	59	22	a	a	DET
cana-3036	59	23	variety	variety	NOUN
cana-3036	59	24	of	of	ADP
cana-3036	59	25	conditions	condition	NOUN
cana-3036	59	26	.	.	PUNCT
cana-3036	60	1	the	the	DET
cana-3036	60	2	advent	advent	NOUN
cana-3036	60	3	of	of	ADP
cana-3036	60	4	wearable	wearable	ADJ
cana-3036	60	5	sensor	sensor	NOUN
cana-3036	60	6	technology	technology	NOUN
cana-3036	60	7	marked	mark	VERB
cana-3036	60	8	a	a	DET
cana-3036	60	9	significant	significant	ADJ
cana-3036	60	10	shift	shift	NOUN
cana-3036	60	11	in	in	ADP
cana-3036	60	12	hgr	hgr	ADJ
cana-3036	60	13	research	research	NOUN
cana-3036	60	14	.	.	PUNCT
cana-3036	61	1	wearable	wearable	ADJ
cana-3036	61	2	sensors	sensor	NOUN
cana-3036	61	3	,	,	PUNCT
cana-3036	61	4	particularly	particularly	ADV
cana-3036	61	5	surface	surface	NOUN
cana-3036	61	6	electromyography	electromyography	NOUN
cana-3036	61	7	(	(	PUNCT
cana-3036	61	8	semg	semg	NOUN
cana-3036	61	9	)	)	PUNCT
cana-3036	61	10	and	and	CCONJ
cana-3036	61	11	inertial	inertial	ADJ
cana-3036	61	12	measurement	measurement	NOUN
cana-3036	61	13	units	unit	NOUN
cana-3036	61	14	(	(	PUNCT
cana-3036	61	15	imus	imus	PROPN
cana-3036	61	16	)	)	PUNCT
cana-3036	61	17	,	,	PUNCT
cana-3036	61	18	have	have	AUX
cana-3036	61	19	emerged	emerge	VERB
cana-3036	61	20	as	as	ADP
cana-3036	61	21	powerful	powerful	ADJ
cana-3036	61	22	tools	tool	NOUN
cana-3036	61	23	for	for	ADP
cana-3036	61	24	capturing	capture	VERB
cana-3036	61	25	hand	hand	NOUN
cana-3036	61	26	gestures	gesture	NOUN
cana-3036	61	27	.	.	PUNCT
cana-3036	62	1	semg	semg	NOUN
cana-3036	62	2	sensors	sensor	NOUN
cana-3036	62	3	measure	measure	VERB
cana-3036	62	4	the	the	DET
cana-3036	62	5	electrical	electrical	ADJ
cana-3036	62	6	activity	activity	NOUN
cana-3036	62	7	generated	generate	VERB
cana-3036	62	8	by	by	ADP
cana-3036	62	9	muscle	muscle	NOUN
cana-3036	62	10	contractions	contraction	NOUN
cana-3036	62	11	,	,	PUNCT
cana-3036	62	12	providing	provide	VERB
cana-3036	62	13	early	early	ADJ
cana-3036	62	14	and	and	CCONJ
cana-3036	62	15	precise	precise	ADJ
cana-3036	62	16	indications	indication	NOUN
cana-3036	62	17	of	of	ADP
cana-3036	62	18	intended	intended	ADJ
cana-3036	62	19	movements	movement	NOUN
cana-3036	62	20	.	.	PUNCT
cana-3036	63	1	imus	imus	PROPN
cana-3036	63	2	,	,	PUNCT
cana-3036	63	3	which	which	PRON
cana-3036	63	4	include	include	VERB
cana-3036	63	5	accelerometers	accelerometer	NOUN
cana-3036	63	6	and	and	CCONJ
cana-3036	63	7	gyroscopes	gyroscope	NOUN
cana-3036	63	8	,	,	PUNCT
cana-3036	63	9	capture	capture	VERB
cana-3036	63	10	the	the	DET
cana-3036	63	11	kinematics	kinematic	NOUN
cana-3036	63	12	of	of	ADP
cana-3036	63	13	hand	hand	NOUN
cana-3036	63	14	movements	movement	NOUN
cana-3036	63	15	by	by	ADP
cana-3036	63	16	measuring	measure	VERB
cana-3036	63	17	acceleration	acceleration	NOUN
cana-3036	63	18	and	and	CCONJ
cana-3036	63	19	angular	angular	ADJ
cana-3036	63	20	velocity	velocity	NOUN
cana-3036	63	21	.	.	PUNCT
cana-3036	64	1	the	the	DET
cana-3036	64	2	combination	combination	NOUN
cana-3036	64	3	of	of	ADP
cana-3036	64	4	semg	semg	NOUN
cana-3036	64	5	and	and	CCONJ
cana-3036	64	6	imu	imu	NOUN
cana-3036	64	7	data	datum	NOUN
cana-3036	64	8	offers	offer	VERB
cana-3036	64	9	a	a	DET
cana-3036	64	10	comprehensive	comprehensive	ADJ
cana-3036	64	11	view	view	NOUN
cana-3036	64	12	of	of	ADP
cana-3036	64	13	hand	hand	NOUN
cana-3036	64	14	gestures	gesture	NOUN
cana-3036	64	15	,	,	PUNCT
cana-3036	64	16	integrating	integrate	VERB
cana-3036	64	17	both	both	PRON
cana-3036	64	18	muscle	muscle	NOUN
cana-3036	64	19	activity	activity	NOUN
cana-3036	64	20	and	and	CCONJ
cana-3036	64	21	motion	motion	NOUN
cana-3036	64	22	dynamics	dynamic	NOUN
cana-3036	64	23	.	.	PUNCT
cana-3036	65	1	this	this	DET
cana-3036	65	2	multimodal	multimodal	ADJ
cana-3036	65	3	approach	approach	NOUN
cana-3036	65	4	addresses	address	NOUN
cana-3036	65	5	many	many	ADJ
cana-3036	65	6	of	of	ADP
cana-3036	65	7	the	the	DET
cana-3036	65	8	challenges	challenge	NOUN
cana-3036	65	9	faced	face	VERB
cana-3036	65	10	by	by	ADP
cana-3036	65	11	vision	vision	NOUN
cana-3036	65	12	-	-	PUNCT
cana-3036	65	13	based	base	VERB
cana-3036	65	14	systems	system	NOUN
cana-3036	65	15	,	,	PUNCT
cana-3036	65	16	offering	offer	VERB
cana-3036	65	17	improved	improve	VERB
cana-3036	65	18	reliability	reliability	NOUN
cana-3036	65	19	and	and	CCONJ
cana-3036	65	20	accuracy	accuracy	NOUN
cana-3036	65	21	.	.	PUNCT
cana-3036	66	1	in	in	ADP
cana-3036	66	2	recent	recent	ADJ
cana-3036	66	3	years	year	NOUN
cana-3036	66	4	,	,	PUNCT
cana-3036	66	5	the	the	DET
cana-3036	66	6	fusion	fusion	NOUN
cana-3036	66	7	of	of	ADP
cana-3036	66	8	semg	semg	NOUN
cana-3036	66	9	and	and	CCONJ
cana-3036	66	10	imu	imu	NOUN
cana-3036	66	11	data	datum	NOUN
cana-3036	66	12	with	with	ADP
cana-3036	66	13	advanced	advanced	ADJ
cana-3036	66	14	machine	machine	NOUN
cana-3036	66	15	learning	learn	VERB
cana-3036	66	16	techniques	technique	NOUN
cana-3036	66	17	,	,	PUNCT
cana-3036	66	18	particularly	particularly	ADV
cana-3036	66	19	deep	deep	ADJ
cana-3036	66	20	learning	learning	NOUN
cana-3036	66	21	,	,	PUNCT
cana-3036	66	22	has	have	AUX
cana-3036	66	23	propelled	propel	VERB
cana-3036	66	24	hgr	hgr	ADJ
cana-3036	66	25	capabilities	capability	NOUN
cana-3036	66	26	to	to	ADP
cana-3036	66	27	new	new	ADJ
cana-3036	66	28	heights	height	NOUN
cana-3036	66	29	.	.	PUNCT
cana-3036	67	1	deep	deep	ADJ
cana-3036	67	2	learning	learning	NOUN
cana-3036	67	3	models	model	NOUN
cana-3036	67	4	,	,	PUNCT
cana-3036	67	5	such	such	ADJ
cana-3036	67	6	as	as	ADP
cana-3036	67	7	convolutional	convolutional	ADJ
cana-3036	67	8	neural	neural	ADJ
cana-3036	67	9	networks	network	NOUN
cana-3036	67	10	(	(	PUNCT
cana-3036	67	11	cnns	cnns	PROPN
cana-3036	67	12	)	)	PUNCT
cana-3036	67	13	and	and	CCONJ
cana-3036	67	14	recurrent	recurrent	ADJ
cana-3036	67	15	neural	neural	ADJ
cana-3036	67	16	networks	network	NOUN
cana-3036	67	17	(	(	PUNCT
cana-3036	67	18	rnns	rnns	PROPN
cana-3036	67	19	)	)	PUNCT
cana-3036	67	20	,	,	PUNCT
cana-3036	67	21	have	have	AUX
cana-3036	67	22	demonstrated	demonstrate	VERB
cana-3036	67	23	exceptional	exceptional	ADJ
cana-3036	67	24	proficiency	proficiency	NOUN
cana-3036	67	25	in	in	ADP
cana-3036	67	26	learning	learn	VERB
cana-3036	67	27	complex	complex	ADJ
cana-3036	67	28	patterns	pattern	NOUN
cana-3036	67	29	from	from	ADP
cana-3036	67	30	multimodal	multimodal	ADJ
cana-3036	67	31	sensor	sensor	NOUN
cana-3036	67	32	data	datum	NOUN
cana-3036	67	33	.	.	PUNCT
cana-3036	68	1	for	for	ADP
cana-3036	68	2	instance	instance	NOUN
cana-3036	68	3	,	,	PUNCT
cana-3036	68	4	guiyin	guiyin	PROPN
cana-3036	68	5	li	li	PROPN
cana-3036	68	6	et	et	PROPN
cana-3036	68	7	al	al	PROPN
cana-3036	68	8	.	.	PROPN
cana-3036	68	9	(	(	PUNCT
cana-3036	68	10	2020	2020	NUM
cana-3036	68	11	)	)	PUNCT
cana-3036	68	12	introduced	introduce	VERB
cana-3036	68	13	a	a	DET
cana-3036	68	14	multistream	multistream	PROPN
cana-3036	68	15	cnn	cnn	PROPN
cana-3036	68	16	framework	framework	NOUN
cana-3036	68	17	using	use	VERB
cana-3036	68	18	a	a	DET
cana-3036	68	19	fine	fine	ADJ
cana-3036	68	20	-	-	PUNCT
cana-3036	68	21	tuning	tune	VERB
cana-3036	68	22	transfer	transfer	NOUN
cana-3036	68	23	learning	learn	VERB
cana-3036	68	24	approach	approach	NOUN
cana-3036	68	25	to	to	PART
cana-3036	68	26	enhance	enhance	VERB
cana-3036	68	27	gesture	gesture	NOUN
cana-3036	68	28	recognition	recognition	NOUN
cana-3036	68	29	with	with	ADP
cana-3036	68	30	semg	semg	NOUN
cana-3036	68	31	and	and	CCONJ
cana-3036	68	32	imu	imu	NOUN
cana-3036	68	33	data	datum	NOUN
cana-3036	68	34	.	.	PUNCT
cana-3036	69	1	similarly	similarly	ADV
cana-3036	69	2	,	,	PUNCT
cana-3036	69	3	liukai	liukai	PROPN
cana-3036	69	4	xu	xu	INTJ
cana-3036	69	5	et	et	PROPN
cana-3036	69	6	al	al	PROPN
cana-3036	69	7	.	.	PROPN
cana-3036	69	8	(	(	PUNCT
cana-3036	69	9	2021	2021	NUM
cana-3036	69	10	)	)	PUNCT
cana-3036	69	11	employed	employ	VERB
cana-3036	69	12	dual	dual	ADJ
cana-3036	69	13	-	-	PUNCT
cana-3036	69	14	stream	stream	NOUN
cana-3036	69	15	cnns	cnn	NOUN
cana-3036	69	16	to	to	PART
cana-3036	69	17	fuse	fuse	VERB
cana-3036	69	18	semg	semg	NOUN
cana-3036	69	19	energy	energy	NOUN
cana-3036	69	20	kernel	kernel	PROPN
cana-3036	69	21	phase	phase	NOUN
cana-3036	69	22	portraits	portrait	NOUN
cana-3036	69	23	with	with	ADP
cana-3036	69	24	imu	imu	ADJ
cana-3036	69	25	amplitude	amplitude	NOUN
cana-3036	69	26	images	image	NOUN
cana-3036	69	27	,	,	PUNCT
cana-3036	69	28	achieving	achieve	VERB
cana-3036	69	29	significant	significant	ADJ
cana-3036	69	30	improvements	improvement	NOUN
cana-3036	69	31	in	in	ADP
cana-3036	69	32	recognition	recognition	NOUN
cana-3036	69	33	accuracy	accuracy	NOUN
cana-3036	69	34	.	.	PUNCT
cana-3036	70	1	these	these	DET
cana-3036	70	2	studies	study	NOUN
cana-3036	70	3	underscore	underscore	VERB
cana-3036	70	4	the	the	DET
cana-3036	70	5	potential	potential	NOUN
cana-3036	70	6	of	of	ADP
cana-3036	70	7	combining	combine	VERB
cana-3036	70	8	semg	semg	NOUN
cana-3036	70	9	and	and	CCONJ
cana-3036	70	10	imu	imu	NOUN
cana-3036	70	11	data	datum	NOUN
cana-3036	70	12	with	with	ADP
cana-3036	70	13	deep	deep	ADJ
cana-3036	70	14	learning	learning	NOUN
cana-3036	70	15	to	to	PART
cana-3036	70	16	create	create	VERB
cana-3036	70	17	highly	highly	ADV
cana-3036	70	18	effective	effective	ADJ
cana-3036	70	19	hgr	hgr	ADJ
cana-3036	70	20	systems	system	NOUN
cana-3036	70	21	.	.	PUNCT
cana-3036	71	1	despite	despite	SCONJ
cana-3036	71	2	these	these	DET
cana-3036	71	3	advancements	advancement	NOUN
cana-3036	71	4	,	,	PUNCT
cana-3036	71	5	several	several	ADJ
cana-3036	71	6	challenges	challenge	NOUN
cana-3036	71	7	remain	remain	VERB
cana-3036	71	8	in	in	ADP
cana-3036	71	9	the	the	DET
cana-3036	71	10	development	development	NOUN
cana-3036	71	11	of	of	ADP
cana-3036	71	12	robust	robust	ADJ
cana-3036	71	13	and	and	CCONJ
cana-3036	71	14	efficient	efficient	ADJ
cana-3036	71	15	hgr	hgr	ADJ
cana-3036	71	16	systems	system	NOUN
cana-3036	71	17	.	.	PUNCT
cana-3036	72	1	one	one	NUM
cana-3036	72	2	major	major	ADJ
cana-3036	72	3	challenge	challenge	NOUN
cana-3036	72	4	is	be	AUX
cana-3036	72	5	the	the	DET
cana-3036	72	6	need	need	NOUN
cana-3036	72	7	for	for	ADP
cana-3036	72	8	extensive	extensive	ADJ
cana-3036	72	9	preprocessing	preprocessing	NOUN
cana-3036	72	10	of	of	ADP
cana-3036	72	11	raw	raw	ADJ
cana-3036	72	12	sensor	sensor	NOUN
cana-3036	72	13	data	datum	NOUN
cana-3036	72	14	to	to	PART
cana-3036	72	15	eliminate	eliminate	VERB
cana-3036	72	16	noise	noise	NOUN
cana-3036	72	17	and	and	CCONJ
cana-3036	72	18	standardize	standardize	VERB
cana-3036	72	19	inputs	input	NOUN
cana-3036	72	20	.	.	PUNCT
cana-3036	73	1	another	another	DET
cana-3036	73	2	challenge	challenge	NOUN
cana-3036	73	3	is	be	AUX
cana-3036	73	4	the	the	DET
cana-3036	73	5	extraction	extraction	NOUN
cana-3036	73	6	of	of	ADP
cana-3036	73	7	meaningful	meaningful	ADJ
cana-3036	73	8	features	feature	NOUN
cana-3036	73	9	from	from	ADP
cana-3036	73	10	the	the	DET
cana-3036	73	11	multimodal	multimodal	NOUN
cana-3036	73	12	data	datum	NOUN
cana-3036	73	13	,	,	PUNCT
cana-3036	73	14	which	which	PRON
cana-3036	73	15	requires	require	VERB
cana-3036	73	16	sophisticated	sophisticated	ADJ
cana-3036	73	17	techniques	technique	NOUN
cana-3036	73	18	to	to	PART
cana-3036	73	19	capture	capture	VERB
cana-3036	73	20	the	the	DET
cana-3036	73	21	nuances	nuance	NOUN
cana-3036	73	22	of	of	ADP
cana-3036	73	23	hand	hand	NOUN
cana-3036	73	24	gestures	gesture	NOUN
cana-3036	73	25	.	.	PUNCT
cana-3036	74	1	communications	communication	NOUN
cana-3036	74	2	on	on	ADP
cana-3036	74	3	applied	apply	VERB
cana-3036	74	4	nonlinear	nonlinear	ADJ
cana-3036	74	5	analysis	analysis	NOUN
cana-3036	74	6	issn	issn	NOUN
cana-3036	74	7	:	:	PUNCT
cana-3036	74	8	1074	1074	NUM
cana-3036	74	9	-	-	PUNCT
cana-3036	74	10	133x	133x	NUM
cana-3036	74	11	vol	vol	NOUN
cana-3036	74	12	32	32	NUM
cana-3036	74	13	no	no	NOUN
cana-3036	74	14	.	.	PUNCT
cana-3036	75	1	5s	5s	NUM
cana-3036	75	2	(	(	PUNCT
cana-3036	75	3	2025	2025	NUM
cana-3036	75	4	)	)	PUNCT
cana-3036	75	5	232	232	NUM
cana-3036	76	1	https://internationalpubls.com	https://internationalpubls.com	X
cana-3036	76	2	additionally	additionally	ADV
cana-3036	76	3	,	,	PUNCT
cana-3036	76	4	training	train	VERB
cana-3036	76	5	deep	deep	ADJ
cana-3036	76	6	learning	learning	NOUN
cana-3036	76	7	models	model	NOUN
cana-3036	76	8	from	from	ADP
cana-3036	76	9	scratch	scratch	NOUN
cana-3036	76	10	can	can	AUX
cana-3036	76	11	be	be	AUX
cana-3036	76	12	computationally	computationally	ADV
cana-3036	76	13	intensive	intensive	ADJ
cana-3036	76	14	and	and	CCONJ
cana-3036	76	15	timeconsuming	timeconsuming	ADJ
cana-3036	76	16	,	,	PUNCT
cana-3036	76	17	necessitating	necessitate	VERB
cana-3036	76	18	the	the	DET
cana-3036	76	19	use	use	NOUN
cana-3036	76	20	of	of	ADP
cana-3036	76	21	techniques	technique	NOUN
cana-3036	76	22	like	like	ADP
cana-3036	76	23	transfer	transfer	NOUN
cana-3036	76	24	learning	learn	VERB
cana-3036	76	25	to	to	PART
cana-3036	76	26	leverage	leverage	VERB
cana-3036	76	27	pre	pre	ADJ
cana-3036	76	28	-	-	ADJ
cana-3036	76	29	trained	train	VERB
cana-3036	76	30	networks	network	NOUN
cana-3036	76	31	and	and	CCONJ
cana-3036	76	32	enhance	enhance	VERB
cana-3036	76	33	model	model	NOUN
cana-3036	76	34	performance	performance	NOUN
cana-3036	76	35	.	.	PUNCT
cana-3036	77	1	this	this	DET
cana-3036	77	2	research	research	NOUN
cana-3036	77	3	builds	build	VERB
cana-3036	77	4	upon	upon	SCONJ
cana-3036	77	5	the	the	DET
cana-3036	77	6	existing	exist	VERB
cana-3036	77	7	body	body	NOUN
cana-3036	77	8	of	of	ADP
cana-3036	77	9	knowledge	knowledge	NOUN
cana-3036	77	10	by	by	ADP
cana-3036	77	11	proposing	propose	VERB
cana-3036	77	12	a	a	DET
cana-3036	77	13	novel	novel	ADJ
cana-3036	77	14	methodology	methodology	NOUN
cana-3036	77	15	that	that	PRON
cana-3036	77	16	integrates	integrate	VERB
cana-3036	77	17	semg	semg	NOUN
cana-3036	77	18	and	and	CCONJ
cana-3036	77	19	imu	imu	NOUN
cana-3036	77	20	data	datum	NOUN
cana-3036	77	21	through	through	ADP
cana-3036	77	22	a	a	DET
cana-3036	77	23	detailed	detailed	ADJ
cana-3036	77	24	pipeline	pipeline	NOUN
cana-3036	77	25	involving	involve	VERB
cana-3036	77	26	preprocessing	preprocesse	VERB
cana-3036	77	27	,	,	PUNCT
cana-3036	77	28	feature	feature	NOUN
cana-3036	77	29	extraction	extraction	NOUN
cana-3036	77	30	,	,	PUNCT
cana-3036	77	31	and	and	CCONJ
cana-3036	77	32	deep	deep	ADJ
cana-3036	77	33	learning	learning	NOUN
cana-3036	77	34	techniques	technique	NOUN
cana-3036	77	35	.	.	PUNCT
cana-3036	78	1	the	the	DET
cana-3036	78	2	proposed	propose	VERB
cana-3036	78	3	methodology	methodology	NOUN
cana-3036	78	4	leverages	leverage	VERB
cana-3036	78	5	the	the	DET
cana-3036	78	6	strengths	strength	NOUN
cana-3036	78	7	of	of	ADP
cana-3036	78	8	3d	3d	PROPN
cana-3036	78	9	-	-	PUNCT
cana-3036	78	10	cnn	cnn	PROPN
cana-3036	78	11	models	model	NOUN
cana-3036	78	12	,	,	PUNCT
cana-3036	78	13	which	which	PRON
cana-3036	78	14	are	be	AUX
cana-3036	78	15	particularly	particularly	ADV
cana-3036	78	16	adept	adept	ADJ
cana-3036	78	17	at	at	ADP
cana-3036	78	18	capturing	capture	VERB
cana-3036	78	19	complex	complex	ADJ
cana-3036	78	20	spatiotemporal	spatiotemporal	ADJ
cana-3036	78	21	patterns	pattern	NOUN
cana-3036	78	22	in	in	ADP
cana-3036	78	23	multimodal	multimodal	NOUN
cana-3036	78	24	data	datum	NOUN
cana-3036	78	25	.	.	PUNCT
cana-3036	79	1	transfer	transfer	NOUN
cana-3036	79	2	learning	learning	NOUN
cana-3036	79	3	is	be	AUX
cana-3036	79	4	employed	employ	VERB
cana-3036	79	5	to	to	PART
cana-3036	79	6	utilize	utilize	VERB
cana-3036	79	7	pre	pre	ADJ
cana-3036	79	8	-	-	ADJ
cana-3036	79	9	trained	train	VERB
cana-3036	79	10	networks	network	NOUN
cana-3036	79	11	,	,	PUNCT
cana-3036	79	12	addressing	address	VERB
cana-3036	79	13	the	the	DET
cana-3036	79	14	challenges	challenge	NOUN
cana-3036	79	15	of	of	ADP
cana-3036	79	16	training	train	VERB
cana-3036	79	17	deep	deep	ADJ
cana-3036	79	18	networks	network	NOUN
cana-3036	79	19	from	from	ADP
cana-3036	79	20	scratch	scratch	NOUN
cana-3036	79	21	and	and	CCONJ
cana-3036	79	22	enhancing	enhance	VERB
cana-3036	79	23	model	model	NOUN
cana-3036	79	24	performance	performance	NOUN
cana-3036	79	25	and	and	CCONJ
cana-3036	79	26	generalization	generalization	NOUN
cana-3036	79	27	.	.	PUNCT
cana-3036	80	1	the	the	DET
cana-3036	80	2	methodology	methodology	NOUN
cana-3036	80	3	involves	involve	VERB
cana-3036	80	4	several	several	ADJ
cana-3036	80	5	critical	critical	ADJ
cana-3036	80	6	phases	phase	NOUN
cana-3036	80	7	,	,	PUNCT
cana-3036	80	8	including	include	VERB
cana-3036	80	9	data	data	NOUN
cana-3036	80	10	collection	collection	NOUN
cana-3036	80	11	,	,	PUNCT
cana-3036	80	12	preprocessing	preprocessing	NOUN
cana-3036	80	13	,	,	PUNCT
cana-3036	80	14	feature	feature	NOUN
cana-3036	80	15	extraction	extraction	NOUN
cana-3036	80	16	,	,	PUNCT
cana-3036	80	17	data	datum	NOUN
cana-3036	80	18	fusion	fusion	NOUN
cana-3036	80	19	,	,	PUNCT
cana-3036	80	20	model	model	NOUN
cana-3036	80	21	training	training	NOUN
cana-3036	80	22	,	,	PUNCT
cana-3036	80	23	and	and	CCONJ
cana-3036	80	24	real	real	ADJ
cana-3036	80	25	-	-	PUNCT
cana-3036	80	26	time	time	NOUN
cana-3036	80	27	implementation	implementation	NOUN
cana-3036	80	28	and	and	CCONJ
cana-3036	80	29	testing	testing	NOUN
cana-3036	80	30	.	.	PUNCT
cana-3036	81	1	by	by	ADP
cana-3036	81	2	advancing	advance	VERB
cana-3036	81	3	the	the	DET
cana-3036	81	4	integration	integration	NOUN
cana-3036	81	5	of	of	ADP
cana-3036	81	6	multimodal	multimodal	NOUN
cana-3036	81	7	sensor	sensor	NOUN
cana-3036	81	8	data	datum	NOUN
cana-3036	81	9	with	with	ADP
cana-3036	81	10	state	state	NOUN
cana-3036	81	11	-	-	PUNCT
cana-3036	81	12	of	of	ADP
cana-3036	81	13	-	-	PUNCT
cana-3036	81	14	the	the	DET
cana-3036	81	15	-	-	PUNCT
cana-3036	81	16	art	art	NOUN
cana-3036	81	17	deep	deep	ADJ
cana-3036	81	18	learning	learning	NOUN
cana-3036	81	19	techniques	technique	NOUN
cana-3036	81	20	,	,	PUNCT
cana-3036	81	21	this	this	DET
cana-3036	81	22	research	research	NOUN
cana-3036	81	23	aims	aim	VERB
cana-3036	81	24	to	to	PART
cana-3036	81	25	develop	develop	VERB
cana-3036	81	26	a	a	DET
cana-3036	81	27	robust	robust	ADJ
cana-3036	81	28	hgr	hgr	ADJ
cana-3036	81	29	system	system	NOUN
cana-3036	81	30	capable	capable	ADJ
cana-3036	81	31	of	of	ADP
cana-3036	81	32	high	high	ADJ
cana-3036	81	33	accuracy	accuracy	NOUN
cana-3036	81	34	and	and	CCONJ
cana-3036	81	35	resilience	resilience	NOUN
cana-3036	81	36	.	.	PUNCT
cana-3036	82	1	this	this	DET
cana-3036	82	2	system	system	NOUN
cana-3036	82	3	is	be	AUX
cana-3036	82	4	envisioned	envision	VERB
cana-3036	82	5	to	to	PART
cana-3036	82	6	be	be	AUX
cana-3036	82	7	suitable	suitable	ADJ
cana-3036	82	8	for	for	ADP
cana-3036	82	9	diverse	diverse	ADJ
cana-3036	82	10	hci	hci	NOUN
cana-3036	82	11	applications	application	NOUN
cana-3036	82	12	,	,	PUNCT
cana-3036	82	13	enhancing	enhance	VERB
cana-3036	82	14	user	user	NOUN
cana-3036	82	15	experiences	experience	NOUN
cana-3036	82	16	and	and	CCONJ
cana-3036	82	17	expanding	expand	VERB
cana-3036	82	18	the	the	DET
cana-3036	82	19	potential	potential	ADJ
cana-3036	82	20	applications	application	NOUN
cana-3036	82	21	of	of	ADP
cana-3036	82	22	hci	hci	NOUN
cana-3036	82	23	technologies	technology	NOUN
cana-3036	82	24	.	.	PUNCT
cana-3036	83	1	the	the	DET
cana-3036	83	2	proposed	propose	VERB
cana-3036	83	3	methodology	methodology	NOUN
cana-3036	83	4	not	not	PART
cana-3036	83	5	only	only	ADV
cana-3036	83	6	contributes	contribute	VERB
cana-3036	83	7	to	to	ADP
cana-3036	83	8	academic	academic	ADJ
cana-3036	83	9	research	research	NOUN
cana-3036	83	10	but	but	CCONJ
cana-3036	83	11	also	also	ADV
cana-3036	83	12	holds	hold	VERB
cana-3036	83	13	significant	significant	ADJ
cana-3036	83	14	promise	promise	NOUN
cana-3036	83	15	for	for	ADP
cana-3036	83	16	practical	practical	ADJ
cana-3036	83	17	implementations	implementation	NOUN
cana-3036	83	18	in	in	ADP
cana-3036	83	19	various	various	ADJ
cana-3036	83	20	domains	domain	NOUN
cana-3036	83	21	requiring	require	VERB
cana-3036	83	22	sophisticated	sophisticated	ADJ
cana-3036	83	23	gesture	gesture	NOUN
cana-3036	83	24	recognition	recognition	NOUN
cana-3036	83	25	capabilities	capability	NOUN
cana-3036	83	26	.	.	PUNCT
cana-3036	84	1	3	3	X
cana-3036	84	2	.	.	X
cana-3036	84	3	literature	literature	NOUN
cana-3036	84	4	review	review	VERB
cana-3036	84	5	the	the	DET
cana-3036	84	6	field	field	NOUN
cana-3036	84	7	of	of	ADP
cana-3036	84	8	hand	hand	NOUN
cana-3036	84	9	gesture	gesture	NOUN
cana-3036	84	10	recognition	recognition	NOUN
cana-3036	84	11	has	have	AUX
cana-3036	84	12	made	make	VERB
cana-3036	84	13	significant	significant	ADJ
cana-3036	84	14	strides	stride	NOUN
cana-3036	84	15	with	with	ADP
cana-3036	84	16	the	the	DET
cana-3036	84	17	advent	advent	NOUN
cana-3036	84	18	of	of	ADP
cana-3036	84	19	advanced	advanced	ADJ
cana-3036	84	20	deep	deep	ADJ
cana-3036	84	21	learning	learning	NOUN
cana-3036	84	22	techniques	technique	NOUN
cana-3036	84	23	and	and	CCONJ
cana-3036	84	24	sensor	sensor	NOUN
cana-3036	84	25	fusion	fusion	NOUN
cana-3036	84	26	methods	method	NOUN
cana-3036	84	27	.	.	PUNCT
cana-3036	85	1	this	this	DET
cana-3036	85	2	review	review	NOUN
cana-3036	85	3	covers	cover	VERB
cana-3036	85	4	six	six	NUM
cana-3036	85	5	pivotal	pivotal	ADJ
cana-3036	85	6	studies	study	NOUN
cana-3036	85	7	,	,	PUNCT
cana-3036	85	8	highlighting	highlight	VERB
cana-3036	85	9	their	their	PRON
cana-3036	85	10	methodologies	methodology	NOUN
cana-3036	85	11	,	,	PUNCT
cana-3036	85	12	attributes	attribute	VERB
cana-3036	85	13	,	,	PUNCT
cana-3036	85	14	and	and	CCONJ
cana-3036	85	15	findings	finding	NOUN
cana-3036	85	16	,	,	PUNCT
cana-3036	85	17	and	and	CCONJ
cana-3036	85	18	setting	set	VERB
cana-3036	85	19	the	the	DET
cana-3036	85	20	stage	stage	NOUN
cana-3036	85	21	for	for	ADP
cana-3036	85	22	the	the	DET
cana-3036	85	23	proposed	propose	VERB
cana-3036	85	24	methodology	methodology	NOUN
cana-3036	85	25	in	in	ADP
cana-3036	85	26	dynamic	dynamic	ADJ
cana-3036	85	27	hand	hand	NOUN
cana-3036	85	28	gesture	gesture	NOUN
cana-3036	85	29	recognition	recognition	NOUN
cana-3036	85	30	using	use	VERB
cana-3036	85	31	imu	imu	ADJ
cana-3036	85	32	sensors	sensor	NOUN
cana-3036	85	33	and	and	CCONJ
cana-3036	85	34	cnn	cnn	PROPN
cana-3036	85	35	-	-	PUNCT
cana-3036	85	36	lstm	lstm	PROPN
cana-3036	85	37	networks	network	NOUN
cana-3036	85	38	.	.	PUNCT
cana-3036	86	1	guiyin	guiyin	PROPN
cana-3036	86	2	li	li	PROPN
cana-3036	86	3	,	,	PUNCT
cana-3036	86	4	bo	bo	PROPN
cana-3036	86	5	wan	wan	PROPN
cana-3036	86	6	,	,	PUNCT
cana-3036	86	7	kejia	kejia	PROPN
cana-3036	86	8	su	su	PROPN
cana-3036	86	9	,	,	PUNCT
cana-3036	86	10	jiwang	jiwang	PROPN
cana-3036	86	11	huo	huo	PROPN
cana-3036	86	12	,	,	PUNCT
cana-3036	86	13	changhua	changhua	PROPN
cana-3036	86	14	jiang	jiang	PROPN
cana-3036	86	15	,	,	PUNCT
cana-3036	86	16	and	and	CCONJ
cana-3036	86	17	fei	fei	PROPN
cana-3036	86	18	wang	wang	PROPN
cana-3036	86	19	(	(	PUNCT
cana-3036	86	20	2023	2023	NUM
cana-3036	86	21	)	)	PUNCT
cana-3036	86	22	li	li	PROPN
cana-3036	86	23	et	et	PROPN
cana-3036	86	24	al	al	PROPN
cana-3036	86	25	.	.	PROPN
cana-3036	86	26	presented	present	VERB
cana-3036	86	27	a	a	DET
cana-3036	86	28	novel	novel	ADJ
cana-3036	86	29	approach	approach	NOUN
cana-3036	86	30	to	to	ADP
cana-3036	86	31	hand	hand	NOUN
cana-3036	86	32	gesture	gesture	NOUN
cana-3036	86	33	recognition	recognition	NOUN
cana-3036	86	34	by	by	ADP
cana-3036	86	35	leveraging	leverage	VERB
cana-3036	86	36	semg	semg	NOUN
cana-3036	86	37	and	and	CCONJ
cana-3036	86	38	imu	imu	NOUN
cana-3036	86	39	data	datum	NOUN
cana-3036	86	40	within	within	ADP
cana-3036	86	41	a	a	DET
cana-3036	86	42	multi	multi	ADJ
cana-3036	86	43	-	-	ADJ
cana-3036	86	44	stream	stream	ADJ
cana-3036	86	45	cnn	cnn	PROPN
cana-3036	86	46	framework	framework	NOUN
cana-3036	86	47	.	.	PUNCT
cana-3036	87	1	their	their	PRON
cana-3036	87	2	method	method	NOUN
cana-3036	87	3	integrates	integrate	VERB
cana-3036	87	4	the	the	DET
cana-3036	87	5	strengths	strength	NOUN
cana-3036	87	6	of	of	ADP
cana-3036	87	7	both	both	DET
cana-3036	87	8	data	datum	NOUN
cana-3036	87	9	types	type	NOUN
cana-3036	87	10	through	through	ADP
cana-3036	87	11	normalization	normalization	NOUN
cana-3036	87	12	techniques	technique	NOUN
cana-3036	87	13	and	and	CCONJ
cana-3036	87	14	a	a	DET
cana-3036	87	15	fine	fine	ADV
cana-3036	87	16	-	-	PUNCT
cana-3036	87	17	tuning	tune	VERB
cana-3036	87	18	transfer	transfer	NOUN
cana-3036	87	19	framework	framework	NOUN
cana-3036	87	20	.	.	PUNCT
cana-3036	88	1	this	this	DET
cana-3036	88	2	framework	framework	NOUN
cana-3036	88	3	uses	use	VERB
cana-3036	88	4	pre	pre	ADJ
cana-3036	88	5	-	-	ADJ
cana-3036	88	6	trained	train	VERB
cana-3036	88	7	networks	network	NOUN
cana-3036	88	8	,	,	PUNCT
cana-3036	88	9	significantly	significantly	ADV
cana-3036	88	10	reducing	reduce	VERB
cana-3036	88	11	training	training	NOUN
cana-3036	88	12	times	time	NOUN
cana-3036	88	13	and	and	CCONJ
cana-3036	88	14	enhancing	enhance	VERB
cana-3036	88	15	accuracy	accuracy	NOUN
cana-3036	88	16	.	.	PUNCT
cana-3036	89	1	the	the	DET
cana-3036	89	2	robustness	robustness	NOUN
cana-3036	89	3	and	and	CCONJ
cana-3036	89	4	high	high	ADJ
cana-3036	89	5	performance	performance	NOUN
cana-3036	89	6	of	of	ADP
cana-3036	89	7	their	their	PRON
cana-3036	89	8	system	system	NOUN
cana-3036	89	9	were	be	AUX
cana-3036	89	10	demonstrated	demonstrate	VERB
cana-3036	89	11	in	in	ADP
cana-3036	89	12	practical	practical	ADJ
cana-3036	89	13	applications	application	NOUN
cana-3036	89	14	,	,	PUNCT
cana-3036	89	15	such	such	ADJ
cana-3036	89	16	as	as	ADP
cana-3036	89	17	human	human	ADJ
cana-3036	89	18	-	-	PUNCT
cana-3036	89	19	computer	computer	NOUN
cana-3036	89	20	interaction	interaction	NOUN
cana-3036	89	21	and	and	CCONJ
cana-3036	89	22	assistive	assistive	ADJ
cana-3036	89	23	technologies	technology	NOUN
cana-3036	89	24	,	,	PUNCT
cana-3036	89	25	making	make	VERB
cana-3036	89	26	it	it	PRON
cana-3036	89	27	a	a	DET
cana-3036	89	28	versatile	versatile	ADJ
cana-3036	89	29	solution	solution	NOUN
cana-3036	89	30	for	for	ADP
cana-3036	89	31	real	real	ADJ
cana-3036	89	32	-	-	PUNCT
cana-3036	89	33	world	world	NOUN
cana-3036	89	34	challenges	challenge	NOUN
cana-3036	89	35	.	.	PUNCT
cana-3036	90	1	the	the	DET
cana-3036	90	2	study	study	NOUN
cana-3036	90	3	delves	delve	VERB
cana-3036	90	4	into	into	ADP
cana-3036	90	5	the	the	DET
cana-3036	90	6	parameters	parameter	NOUN
cana-3036	90	7	of	of	ADP
cana-3036	90	8	data	datum	NOUN
cana-3036	90	9	normalization	normalization	NOUN
cana-3036	90	10	and	and	CCONJ
cana-3036	90	11	the	the	DET
cana-3036	90	12	fusion	fusion	NOUN
cana-3036	90	13	strategies	strategy	NOUN
cana-3036	90	14	between	between	ADP
cana-3036	90	15	semg	semg	NOUN
cana-3036	90	16	and	and	CCONJ
cana-3036	90	17	imu	imu	NOUN
cana-3036	90	18	streams	stream	NOUN
cana-3036	90	19	.	.	PUNCT
cana-3036	91	1	their	their	PRON
cana-3036	91	2	experimental	experimental	ADJ
cana-3036	91	3	results	result	NOUN
cana-3036	91	4	on	on	ADP
cana-3036	91	5	multiple	multiple	ADJ
cana-3036	91	6	datasets	dataset	NOUN
cana-3036	91	7	showed	show	VERB
cana-3036	91	8	that	that	SCONJ
cana-3036	91	9	the	the	DET
cana-3036	91	10	multi	multi	ADJ
cana-3036	91	11	-	-	ADJ
cana-3036	91	12	stream	stream	ADJ
cana-3036	91	13	cnn	cnn	NOUN
cana-3036	91	14	architecture	architecture	NOUN
cana-3036	91	15	significantly	significantly	ADV
cana-3036	91	16	outperformed	outperform	VERB
cana-3036	91	17	traditional	traditional	ADJ
cana-3036	91	18	single	single	ADJ
cana-3036	91	19	-	-	PUNCT
cana-3036	91	20	modality	modality	NOUN
cana-3036	91	21	systems	system	NOUN
cana-3036	91	22	.	.	PUNCT
cana-3036	92	1	this	this	DET
cana-3036	92	2	research	research	NOUN
cana-3036	92	3	highlights	highlight	VERB
cana-3036	92	4	the	the	DET
cana-3036	92	5	effectiveness	effectiveness	NOUN
cana-3036	92	6	of	of	ADP
cana-3036	92	7	combining	combine	VERB
cana-3036	92	8	diverse	diverse	ADJ
cana-3036	92	9	data	datum	NOUN
cana-3036	92	10	sources	source	NOUN
cana-3036	92	11	to	to	PART
cana-3036	92	12	enhance	enhance	VERB
cana-3036	92	13	gesture	gesture	NOUN
cana-3036	92	14	recognition	recognition	NOUN
cana-3036	92	15	accuracy	accuracy	NOUN
cana-3036	92	16	.	.	PUNCT
cana-3036	93	1	the	the	DET
cana-3036	93	2	findings	finding	NOUN
cana-3036	93	3	underscore	underscore	VERB
cana-3036	93	4	the	the	DET
cana-3036	93	5	potential	potential	NOUN
cana-3036	93	6	of	of	ADP
cana-3036	93	7	multi	multi	ADJ
cana-3036	93	8	-	-	ADJ
cana-3036	93	9	modal	modal	ADJ
cana-3036	93	10	approaches	approach	NOUN
cana-3036	93	11	,	,	PUNCT
cana-3036	93	12	directly	directly	ADV
cana-3036	93	13	informing	inform	VERB
cana-3036	93	14	our	our	PRON
cana-3036	93	15	proposed	propose	VERB
cana-3036	93	16	methodology	methodology	NOUN
cana-3036	93	17	's	's	PART
cana-3036	93	18	integration	integration	NOUN
cana-3036	93	19	of	of	ADP
cana-3036	93	20	imu	imu	ADJ
cana-3036	93	21	sensors	sensor	NOUN
cana-3036	93	22	and	and	CCONJ
cana-3036	93	23	advanced	advanced	ADJ
cana-3036	93	24	deep	deep	ADJ
cana-3036	93	25	learning	learning	NOUN
cana-3036	93	26	techniques	technique	NOUN
cana-3036	93	27	for	for	ADP
cana-3036	93	28	improved	improved	ADJ
cana-3036	93	29	performance	performance	NOUN
cana-3036	93	30	.	.	PUNCT
cana-3036	94	1	liukai	liukai	PROPN
cana-3036	94	2	xu	xu	PROPN
cana-3036	94	3	,	,	PUNCT
cana-3036	94	4	keqin	keqin	PROPN
cana-3036	94	5	zhang	zhang	PROPN
cana-3036	94	6	,	,	PUNCT
cana-3036	94	7	genke	genke	PROPN
cana-3036	94	8	yang	yang	PROPN
cana-3036	94	9	,	,	PUNCT
cana-3036	94	10	and	and	CCONJ
cana-3036	94	11	jian	jian	PROPN
cana-3036	94	12	chu	chu	PROPN
cana-3036	94	13	(	(	PUNCT
cana-3036	94	14	2023	2023	NUM
cana-3036	94	15	)	)	PUNCT
cana-3036	94	16	xu	xu	PROPN
cana-3036	94	17	et	et	PROPN
cana-3036	95	1	al	al	PROPN
cana-3036	95	2	.	.	PROPN
cana-3036	95	3	developed	develop	VERB
cana-3036	95	4	a	a	DET
cana-3036	95	5	dual	dual	ADJ
cana-3036	95	6	-	-	PUNCT
cana-3036	95	7	stream	stream	NOUN
cana-3036	95	8	cnn	cnn	PROPN
cana-3036	95	9	model	model	NOUN
cana-3036	95	10	to	to	PART
cana-3036	95	11	process	process	VERB
cana-3036	95	12	semg	semg	NOUN
cana-3036	95	13	energy	energy	NOUN
cana-3036	95	14	kernel	kernel	PROPN
cana-3036	95	15	phase	phase	NOUN
cana-3036	95	16	portraits	portrait	NOUN
cana-3036	95	17	and	and	CCONJ
cana-3036	95	18	imu	imu	ADJ
cana-3036	95	19	amplitude	amplitude	NOUN
cana-3036	95	20	images	image	NOUN
cana-3036	95	21	for	for	ADP
cana-3036	95	22	hand	hand	NOUN
cana-3036	95	23	gesture	gesture	NOUN
cana-3036	95	24	recognition	recognition	NOUN
cana-3036	95	25	.	.	PUNCT
cana-3036	96	1	by	by	ADP
cana-3036	96	2	converting	convert	VERB
cana-3036	96	3	raw	raw	ADJ
cana-3036	96	4	semg	semg	NOUN
cana-3036	96	5	and	and	CCONJ
cana-3036	96	6	imu	imu	NOUN
cana-3036	96	7	data	datum	NOUN
cana-3036	96	8	into	into	ADP
cana-3036	96	9	communications	communication	NOUN
cana-3036	96	10	on	on	ADP
cana-3036	96	11	applied	apply	VERB
cana-3036	96	12	nonlinear	nonlinear	ADJ
cana-3036	96	13	analysis	analysis	NOUN
cana-3036	96	14	issn	issn	NOUN
cana-3036	96	15	:	:	PUNCT
cana-3036	96	16	1074	1074	NUM
cana-3036	96	17	-	-	PUNCT
cana-3036	96	18	133x	133x	NUM
cana-3036	96	19	vol	vol	NOUN
cana-3036	96	20	32	32	NUM
cana-3036	96	21	no	no	NOUN
cana-3036	96	22	.	.	PUNCT
cana-3036	97	1	5s	5s	NUM
cana-3036	97	2	(	(	PUNCT
cana-3036	97	3	2025	2025	NUM
cana-3036	97	4	)	)	PUNCT
cana-3036	97	5	233	233	NUM
cana-3036	97	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-3036	97	7	image	image	NOUN
cana-3036	97	8	representations	representation	NOUN
cana-3036	97	9	,	,	PUNCT
cana-3036	97	10	their	their	PRON
cana-3036	97	11	approach	approach	NOUN
cana-3036	97	12	captures	capture	VERB
cana-3036	97	13	the	the	DET
cana-3036	97	14	dynamic	dynamic	ADJ
cana-3036	97	15	characteristics	characteristic	NOUN
cana-3036	97	16	of	of	ADP
cana-3036	97	17	hand	hand	NOUN
cana-3036	97	18	gestures	gesture	NOUN
cana-3036	97	19	effectively	effectively	ADV
cana-3036	97	20	.	.	PUNCT
cana-3036	98	1	the	the	DET
cana-3036	98	2	dual	dual	ADJ
cana-3036	98	3	-	-	PUNCT
cana-3036	98	4	stream	stream	NOUN
cana-3036	98	5	architecture	architecture	NOUN
cana-3036	98	6	allows	allow	VERB
cana-3036	98	7	independent	independent	ADJ
cana-3036	98	8	feature	feature	NOUN
cana-3036	98	9	learning	learn	VERB
cana-3036	98	10	from	from	ADP
cana-3036	98	11	each	each	DET
cana-3036	98	12	data	datum	NOUN
cana-3036	98	13	type	type	NOUN
cana-3036	98	14	before	before	ADP
cana-3036	98	15	merging	merge	VERB
cana-3036	98	16	them	they	PRON
cana-3036	98	17	at	at	ADP
cana-3036	98	18	a	a	DET
cana-3036	98	19	fusion	fusion	NOUN
cana-3036	98	20	layer	layer	NOUN
cana-3036	98	21	,	,	PUNCT
cana-3036	98	22	enhancing	enhance	VERB
cana-3036	98	23	the	the	DET
cana-3036	98	24	model	model	NOUN
cana-3036	98	25	's	's	PART
cana-3036	98	26	ability	ability	NOUN
cana-3036	98	27	to	to	PART
cana-3036	98	28	recognize	recognize	VERB
cana-3036	98	29	complex	complex	ADJ
cana-3036	98	30	gestures	gesture	NOUN
cana-3036	98	31	.	.	PUNCT
cana-3036	99	1	their	their	PRON
cana-3036	99	2	methodology	methodology	NOUN
cana-3036	99	3	includes	include	VERB
cana-3036	99	4	detailed	detailed	ADJ
cana-3036	99	5	normalization	normalization	NOUN
cana-3036	99	6	processes	process	NOUN
cana-3036	99	7	and	and	CCONJ
cana-3036	99	8	specific	specific	ADJ
cana-3036	99	9	cnn	cnn	PROPN
cana-3036	99	10	architectures	architecture	NOUN
cana-3036	99	11	tailored	tailor	VERB
cana-3036	99	12	to	to	PART
cana-3036	99	13	maximize	maximize	VERB
cana-3036	99	14	the	the	DET
cana-3036	99	15	benefits	benefit	NOUN
cana-3036	99	16	of	of	ADP
cana-3036	99	17	dual	dual	ADJ
cana-3036	99	18	-	-	PUNCT
cana-3036	99	19	modality	modality	NOUN
cana-3036	99	20	inputs	input	NOUN
cana-3036	99	21	.	.	PUNCT
cana-3036	100	1	the	the	DET
cana-3036	100	2	dual	dual	ADJ
cana-3036	100	3	-	-	PUNCT
cana-3036	100	4	modality	modality	NOUN
cana-3036	100	5	approach	approach	NOUN
cana-3036	100	6	resulted	result	VERB
cana-3036	100	7	in	in	ADP
cana-3036	100	8	significant	significant	ADJ
cana-3036	100	9	performance	performance	NOUN
cana-3036	100	10	improvements	improvement	NOUN
cana-3036	100	11	,	,	PUNCT
cana-3036	100	12	achieving	achieve	VERB
cana-3036	100	13	accuracy	accuracy	NOUN
cana-3036	100	14	rates	rate	NOUN
cana-3036	100	15	exceeding	exceed	VERB
cana-3036	100	16	93	93	NUM
cana-3036	100	17	%	%	NOUN
cana-3036	100	18	on	on	ADP
cana-3036	100	19	benchmark	benchmark	ADJ
cana-3036	100	20	datasets	dataset	NOUN
cana-3036	100	21	.	.	PUNCT
cana-3036	101	1	this	this	DET
cana-3036	101	2	study	study	NOUN
cana-3036	101	3	emphasizes	emphasize	VERB
cana-3036	101	4	the	the	DET
cana-3036	101	5	advantages	advantage	NOUN
cana-3036	101	6	of	of	ADP
cana-3036	101	7	combining	combine	VERB
cana-3036	101	8	different	different	ADJ
cana-3036	101	9	data	datum	NOUN
cana-3036	101	10	types	type	NOUN
cana-3036	101	11	to	to	ADP
cana-3036	101	12	leverage	leverage	VERB
cana-3036	101	13	complementary	complementary	ADJ
cana-3036	101	14	features	feature	NOUN
cana-3036	101	15	,	,	PUNCT
cana-3036	101	16	thereby	thereby	ADV
cana-3036	101	17	eliminating	eliminate	VERB
cana-3036	101	18	the	the	DET
cana-3036	101	19	need	need	NOUN
cana-3036	101	20	for	for	ADP
cana-3036	101	21	manual	manual	ADJ
cana-3036	101	22	feature	feature	NOUN
cana-3036	101	23	extraction	extraction	NOUN
cana-3036	101	24	.	.	PUNCT
cana-3036	102	1	their	their	PRON
cana-3036	102	2	results	result	NOUN
cana-3036	102	3	highlight	highlight	VERB
cana-3036	102	4	the	the	DET
cana-3036	102	5	effectiveness	effectiveness	NOUN
cana-3036	102	6	of	of	ADP
cana-3036	102	7	dual	dual	ADJ
cana-3036	102	8	-	-	PUNCT
cana-3036	102	9	stream	stream	NOUN
cana-3036	102	10	architectures	architecture	NOUN
cana-3036	102	11	and	and	CCONJ
cana-3036	102	12	comprehensive	comprehensive	ADJ
cana-3036	102	13	data	datum	NOUN
cana-3036	102	14	representation	representation	NOUN
cana-3036	102	15	,	,	PUNCT
cana-3036	102	16	aligning	align	VERB
cana-3036	102	17	well	well	ADV
cana-3036	102	18	with	with	ADP
cana-3036	102	19	our	our	PRON
cana-3036	102	20	proposed	propose	VERB
cana-3036	102	21	methodology	methodology	NOUN
cana-3036	102	22	's	's	PART
cana-3036	102	23	aim	aim	NOUN
cana-3036	102	24	to	to	PART
cana-3036	102	25	integrate	integrate	VERB
cana-3036	102	26	imu	imu	NOUN
cana-3036	102	27	sensors	sensor	NOUN
cana-3036	102	28	with	with	ADP
cana-3036	102	29	advanced	advanced	ADJ
cana-3036	102	30	deep	deep	ADJ
cana-3036	102	31	learning	learning	NOUN
cana-3036	102	32	techniques	technique	NOUN
cana-3036	102	33	for	for	ADP
cana-3036	102	34	dynamic	dynamic	ADJ
cana-3036	102	35	hand	hand	NOUN
cana-3036	102	36	gesture	gesture	NOUN
cana-3036	102	37	recognition	recognition	NOUN
cana-3036	102	38	.	.	PUNCT
cana-3036	103	1	muneer	muneer	PROPN
cana-3036	103	2	al	al	PROPN
cana-3036	103	3	-	-	PUNCT
cana-3036	103	4	hammadi	hammadi	PROPN
cana-3036	103	5	,	,	PUNCT
cana-3036	103	6	ghulam	ghulam	PROPN
cana-3036	103	7	muhammad	muhammad	PROPN
cana-3036	103	8	,	,	PUNCT
cana-3036	103	9	wadood	wadood	PROPN
cana-3036	103	10	abdul	abdul	PROPN
cana-3036	103	11	,	,	PUNCT
cana-3036	103	12	mansour	mansour	PROPN
cana-3036	103	13	alsulaiman	alsulaiman	PROPN
cana-3036	103	14	,	,	PUNCT
cana-3036	103	15	and	and	CCONJ
cana-3036	103	16	m.	m.	PROPN
cana-3036	103	17	shamim	shamim	PROPN
cana-3036	103	18	hossain	hossain	PROPN
cana-3036	103	19	(	(	PUNCT
cana-3036	103	20	2023	2023	NUM
cana-3036	103	21	)	)	PUNCT
cana-3036	103	22	al	al	PROPN
cana-3036	103	23	-	-	PUNCT
cana-3036	103	24	hammadi	hammadi	PROPN
cana-3036	103	25	et	et	PROPN
cana-3036	103	26	al	al	PROPN
cana-3036	103	27	.	.	PROPN
cana-3036	103	28	utilized	utilize	VERB
cana-3036	103	29	a	a	DET
cana-3036	103	30	3d	3d	NUM
cana-3036	103	31	-	-	PUNCT
cana-3036	103	32	cnn	cnn	PROPN
cana-3036	103	33	model	model	NOUN
cana-3036	103	34	for	for	ADP
cana-3036	103	35	hand	hand	NOUN
cana-3036	103	36	gesture	gesture	NOUN
cana-3036	103	37	recognition	recognition	NOUN
cana-3036	103	38	,	,	PUNCT
cana-3036	103	39	focusing	focus	VERB
cana-3036	103	40	on	on	ADP
cana-3036	103	41	learning	learn	VERB
cana-3036	103	42	spatiotemporal	spatiotemporal	ADJ
cana-3036	103	43	features	feature	NOUN
cana-3036	103	44	from	from	ADP
cana-3036	103	45	video	video	NOUN
cana-3036	103	46	sequences	sequence	NOUN
cana-3036	103	47	.	.	PUNCT
cana-3036	104	1	their	their	PRON
cana-3036	104	2	dataset	dataset	NOUN
cana-3036	104	3	comprised	comprise	VERB
cana-3036	104	4	3,444	3,444	NUM
cana-3036	104	5	samples	sample	NOUN
cana-3036	104	6	of	of	ADP
cana-3036	104	7	ten	ten	NUM
cana-3036	104	8	gestures	gesture	NOUN
cana-3036	104	9	performed	perform	VERB
cana-3036	104	10	by	by	ADP
cana-3036	104	11	14	14	NUM
cana-3036	104	12	signers	signer	NOUN
cana-3036	104	13	,	,	PUNCT
cana-3036	104	14	with	with	ADP
cana-3036	104	15	data	datum	NOUN
cana-3036	104	16	augmentation	augmentation	NOUN
cana-3036	104	17	techniques	technique	NOUN
cana-3036	104	18	employed	employ	VERB
cana-3036	104	19	to	to	PART
cana-3036	104	20	address	address	VERB
cana-3036	104	21	the	the	DET
cana-3036	104	22	limited	limit	VERB
cana-3036	104	23	dataset	dataset	NOUN
cana-3036	104	24	size	size	NOUN
cana-3036	104	25	.	.	PUNCT
cana-3036	105	1	the	the	DET
cana-3036	105	2	use	use	NOUN
cana-3036	105	3	of	of	ADP
cana-3036	105	4	transfer	transfer	NOUN
cana-3036	105	5	learning	learning	NOUN
cana-3036	105	6	by	by	ADP
cana-3036	105	7	initializing	initialize	VERB
cana-3036	105	8	the	the	DET
cana-3036	105	9	3d	3d	NOUN
cana-3036	105	10	-	-	PUNCT
cana-3036	105	11	cnn	cnn	PROPN
cana-3036	105	12	with	with	ADP
cana-3036	105	13	a	a	DET
cana-3036	105	14	pre	pre	ADJ
cana-3036	105	15	-	-	ADJ
cana-3036	105	16	trained	train	VERB
cana-3036	105	17	c3d	c3d	NOUN
cana-3036	105	18	structure	structure	NOUN
cana-3036	105	19	was	be	AUX
cana-3036	105	20	a	a	DET
cana-3036	105	21	key	key	ADJ
cana-3036	105	22	aspect	aspect	NOUN
cana-3036	105	23	of	of	ADP
cana-3036	105	24	their	their	PRON
cana-3036	105	25	approach	approach	NOUN
cana-3036	105	26	.	.	PUNCT
cana-3036	106	1	preprocessing	preprocesse	VERB
cana-3036	106	2	involved	involve	VERB
cana-3036	106	3	converting	convert	VERB
cana-3036	106	4	input	input	NOUN
cana-3036	106	5	videos	video	NOUN
cana-3036	106	6	into	into	ADP
cana-3036	106	7	sequences	sequence	NOUN
cana-3036	106	8	of	of	ADP
cana-3036	106	9	rgb	rgb	PROPN
cana-3036	106	10	frames	frame	NOUN
cana-3036	106	11	,	,	PUNCT
cana-3036	106	12	resized	resize	VERB
cana-3036	106	13	to	to	ADP
cana-3036	106	14	112x112	112x112	PROPN
cana-3036	106	15	pixels	pixel	NOUN
cana-3036	106	16	for	for	ADP
cana-3036	106	17	computational	computational	ADJ
cana-3036	106	18	efficiency	efficiency	NOUN
cana-3036	106	19	.	.	PUNCT
cana-3036	107	1	their	their	PRON
cana-3036	107	2	methodology	methodology	NOUN
cana-3036	107	3	showed	show	VERB
cana-3036	107	4	high	high	ADJ
cana-3036	107	5	accuracy	accuracy	NOUN
cana-3036	107	6	,	,	PUNCT
cana-3036	107	7	particularly	particularly	ADV
cana-3036	107	8	in	in	ADP
cana-3036	107	9	signer	signer	NOUN
cana-3036	107	10	-	-	PUNCT
cana-3036	107	11	dependent	dependent	ADJ
cana-3036	107	12	mode	mode	NOUN
cana-3036	107	13	,	,	PUNCT
cana-3036	107	14	providing	provide	VERB
cana-3036	107	15	valuable	valuable	ADJ
cana-3036	107	16	insights	insight	NOUN
cana-3036	107	17	into	into	ADP
cana-3036	107	18	the	the	DET
cana-3036	107	19	impact	impact	NOUN
cana-3036	107	20	of	of	ADP
cana-3036	107	21	data	datum	NOUN
cana-3036	107	22	augmentation	augmentation	NOUN
cana-3036	107	23	and	and	CCONJ
cana-3036	107	24	transfer	transfer	NOUN
cana-3036	107	25	learning	learning	NOUN
cana-3036	107	26	strategies	strategy	NOUN
cana-3036	107	27	on	on	ADP
cana-3036	107	28	system	system	NOUN
cana-3036	107	29	performance	performance	NOUN
cana-3036	107	30	.	.	PUNCT
cana-3036	108	1	the	the	DET
cana-3036	108	2	use	use	NOUN
cana-3036	108	3	of	of	ADP
cana-3036	108	4	3d	3d	PROPN
cana-3036	108	5	-	-	PUNCT
cana-3036	108	6	cnn	cnn	NOUN
cana-3036	108	7	for	for	ADP
cana-3036	108	8	extracting	extract	VERB
cana-3036	108	9	spatial	spatial	ADJ
cana-3036	108	10	and	and	CCONJ
cana-3036	108	11	temporal	temporal	ADJ
cana-3036	108	12	features	feature	NOUN
cana-3036	108	13	is	be	AUX
cana-3036	108	14	crucial	crucial	ADJ
cana-3036	108	15	for	for	ADP
cana-3036	108	16	accurately	accurately	ADV
cana-3036	108	17	recognizing	recognize	VERB
cana-3036	108	18	dynamic	dynamic	ADJ
cana-3036	108	19	gestures	gesture	NOUN
cana-3036	108	20	.	.	PUNCT
cana-3036	109	1	this	this	DET
cana-3036	109	2	study	study	NOUN
cana-3036	109	3	's	's	PART
cana-3036	109	4	focus	focus	NOUN
cana-3036	109	5	on	on	ADP
cana-3036	109	6	robust	robust	ADJ
cana-3036	109	7	preprocessing	preprocessing	NOUN
cana-3036	109	8	techniques	technique	NOUN
cana-3036	109	9	and	and	CCONJ
cana-3036	109	10	the	the	DET
cana-3036	109	11	integration	integration	NOUN
cana-3036	109	12	of	of	ADP
cana-3036	109	13	transfer	transfer	NOUN
cana-3036	109	14	learning	learning	NOUN
cana-3036	109	15	aligns	align	VERB
cana-3036	109	16	with	with	ADP
cana-3036	109	17	our	our	PRON
cana-3036	109	18	proposed	propose	VERB
cana-3036	109	19	methodology	methodology	NOUN
cana-3036	109	20	,	,	PUNCT
cana-3036	109	21	which	which	PRON
cana-3036	109	22	aims	aim	VERB
cana-3036	109	23	to	to	PART
cana-3036	109	24	handle	handle	VERB
cana-3036	109	25	dynamic	dynamic	ADJ
cana-3036	109	26	hand	hand	NOUN
cana-3036	109	27	movements	movement	NOUN
cana-3036	109	28	through	through	ADP
cana-3036	109	29	advanced	advanced	ADJ
cana-3036	109	30	feature	feature	NOUN
cana-3036	109	31	extraction	extraction	NOUN
cana-3036	109	32	and	and	CCONJ
cana-3036	109	33	learning	learn	VERB
cana-3036	109	34	techniques	technique	NOUN
cana-3036	109	35	.	.	PUNCT
cana-3036	110	1	jaya	jaya	PROPN
cana-3036	110	2	prakash	prakash	PROPN
cana-3036	110	3	sahoo	sahoo	PROPN
cana-3036	110	4	,	,	PUNCT
cana-3036	110	5	allam	allam	PROPN
cana-3036	110	6	jaya	jaya	PROPN
cana-3036	110	7	prakash	prakash	PROPN
cana-3036	110	8	,	,	PUNCT
cana-3036	110	9	paweł	paweł	VERB
cana-3036	110	10	pławiak	pławiak	NOUN
cana-3036	110	11	,	,	PUNCT
cana-3036	110	12	and	and	CCONJ
cana-3036	110	13	saunak	saunak	PROPN
cana-3036	110	14	samantray	samantray	NOUN
cana-3036	110	15	(	(	PUNCT
cana-3036	110	16	2024	2024	NUM
cana-3036	110	17	)	)	PUNCT
cana-3036	110	18	sahoo	sahoo	PROPN
cana-3036	110	19	et	et	PROPN
cana-3036	110	20	al	al	PROPN
cana-3036	110	21	.	.	PROPN
cana-3036	110	22	developed	develop	VERB
cana-3036	110	23	a	a	DET
cana-3036	110	24	real	real	ADJ
cana-3036	110	25	-	-	PUNCT
cana-3036	110	26	time	time	NOUN
cana-3036	110	27	asl	asl	NOUN
cana-3036	110	28	recognition	recognition	NOUN
cana-3036	110	29	system	system	NOUN
cana-3036	110	30	using	use	VERB
cana-3036	110	31	fine	fine	ADV
cana-3036	110	32	-	-	PUNCT
cana-3036	110	33	tuned	tune	VERB
cana-3036	110	34	cnns	cnn	NOUN
cana-3036	110	35	and	and	CCONJ
cana-3036	110	36	a	a	DET
cana-3036	110	37	score	score	NOUN
cana-3036	110	38	-	-	PUNCT
cana-3036	110	39	level	level	NOUN
cana-3036	110	40	fusion	fusion	NOUN
cana-3036	110	41	technique	technique	NOUN
cana-3036	110	42	.	.	PUNCT
cana-3036	111	1	they	they	PRON
cana-3036	111	2	adapted	adapt	VERB
cana-3036	111	3	pre	pre	ADJ
cana-3036	111	4	-	-	ADJ
cana-3036	111	5	trained	train	VERB
cana-3036	111	6	models	model	NOUN
cana-3036	111	7	like	like	ADP
cana-3036	111	8	alexnet	alexnet	NOUN
cana-3036	111	9	and	and	CCONJ
cana-3036	111	10	vgg-16	vgg-16	NOUN
cana-3036	111	11	to	to	ADP
cana-3036	111	12	the	the	DET
cana-3036	111	13	specific	specific	ADJ
cana-3036	111	14	characteristics	characteristic	NOUN
cana-3036	111	15	of	of	ADP
cana-3036	111	16	asl	asl	NOUN
cana-3036	111	17	datasets	dataset	NOUN
cana-3036	111	18	.	.	PUNCT
cana-3036	112	1	the	the	DET
cana-3036	112	2	methodology	methodology	NOUN
cana-3036	112	3	involved	involve	VERB
cana-3036	112	4	resizing	resize	VERB
cana-3036	112	5	input	input	NOUN
cana-3036	112	6	gesture	gesture	NOUN
cana-3036	112	7	images	image	NOUN
cana-3036	112	8	and	and	CCONJ
cana-3036	112	9	feeding	feed	VERB
cana-3036	112	10	them	they	PRON
cana-3036	112	11	into	into	ADP
cana-3036	112	12	finetuned	finetune	VERB
cana-3036	112	13	cnns	cnn	NOUN
cana-3036	112	14	,	,	PUNCT
cana-3036	112	15	followed	follow	VERB
cana-3036	112	16	by	by	ADP
cana-3036	112	17	combining	combine	VERB
cana-3036	112	18	the	the	DET
cana-3036	112	19	output	output	NOUN
cana-3036	112	20	scores	score	NOUN
cana-3036	112	21	using	use	VERB
cana-3036	112	22	a	a	DET
cana-3036	112	23	score	score	ADJ
cana-3036	112	24	-	-	PUNCT
cana-3036	112	25	level	level	NOUN
cana-3036	112	26	fusion	fusion	NOUN
cana-3036	112	27	technique	technique	NOUN
cana-3036	112	28	with	with	ADP
cana-3036	112	29	minmax	minmax	PROPN
cana-3036	112	30	normalization	normalization	NOUN
cana-3036	112	31	.	.	PUNCT
cana-3036	113	1	the	the	DET
cana-3036	113	2	system	system	NOUN
cana-3036	113	3	was	be	AUX
cana-3036	113	4	evaluated	evaluate	VERB
cana-3036	113	5	using	use	VERB
cana-3036	113	6	leave	leave	VERB
cana-3036	113	7	-	-	PUNCT
cana-3036	113	8	one	one	NUM
cana-3036	113	9	-	-	PUNCT
cana-3036	113	10	subject	subject	NOUN
cana-3036	113	11	-	-	PUNCT
cana-3036	113	12	out	out	ADP
cana-3036	113	13	cross	cross	NOUN
cana-3036	113	14	-	-	NOUN
cana-3036	113	15	validation	validation	ADJ
cana-3036	113	16	(	(	PUNCT
cana-3036	113	17	loo	loo	NOUN
cana-3036	113	18	cv	cv	PROPN
cana-3036	113	19	)	)	PUNCT
cana-3036	113	20	and	and	CCONJ
cana-3036	113	21	regular	regular	ADJ
cana-3036	113	22	cross	cross	ADJ
cana-3036	113	23	-	-	ADJ
cana-3036	113	24	validation	validation	ADJ
cana-3036	113	25	tests	test	NOUN
cana-3036	113	26	on	on	ADP
cana-3036	113	27	benchmark	benchmark	ADJ
cana-3036	113	28	datasets	dataset	NOUN
cana-3036	113	29	,	,	PUNCT
cana-3036	113	30	demonstrating	demonstrate	VERB
cana-3036	113	31	its	its	PRON
cana-3036	113	32	effectiveness	effectiveness	NOUN
cana-3036	113	33	for	for	ADP
cana-3036	113	34	real	real	ADJ
cana-3036	113	35	-	-	PUNCT
cana-3036	113	36	time	time	NOUN
cana-3036	113	37	applications	application	NOUN
cana-3036	113	38	.	.	PUNCT
cana-3036	114	1	the	the	DET
cana-3036	114	2	use	use	NOUN
cana-3036	114	3	of	of	ADP
cana-3036	114	4	pre	pre	ADJ
cana-3036	114	5	-	-	ADJ
cana-3036	114	6	trained	train	VERB
cana-3036	114	7	models	model	NOUN
cana-3036	114	8	to	to	PART
cana-3036	114	9	overcome	overcome	VERB
cana-3036	114	10	the	the	DET
cana-3036	114	11	challenges	challenge	NOUN
cana-3036	114	12	of	of	ADP
cana-3036	114	13	training	train	VERB
cana-3036	114	14	deep	deep	ADJ
cana-3036	114	15	networks	network	NOUN
cana-3036	114	16	from	from	ADP
cana-3036	114	17	scratch	scratch	NOUN
cana-3036	114	18	,	,	PUNCT
cana-3036	114	19	such	such	ADJ
cana-3036	114	20	as	as	ADP
cana-3036	114	21	high	high	ADJ
cana-3036	114	22	data	datum	NOUN
cana-3036	114	23	requirements	requirement	NOUN
cana-3036	114	24	and	and	CCONJ
cana-3036	114	25	memory	memory	NOUN
cana-3036	114	26	constraints	constraint	NOUN
cana-3036	114	27	,	,	PUNCT
cana-3036	114	28	was	be	AUX
cana-3036	114	29	particularly	particularly	ADV
cana-3036	114	30	noteworthy	noteworthy	ADJ
cana-3036	114	31	.	.	PUNCT
cana-3036	115	1	the	the	DET
cana-3036	115	2	score	score	NOUN
cana-3036	115	3	fusion	fusion	NOUN
cana-3036	115	4	technique	technique	NOUN
cana-3036	115	5	significantly	significantly	ADV
cana-3036	115	6	improved	improve	VERB
cana-3036	115	7	recognition	recognition	NOUN
cana-3036	115	8	accuracy	accuracy	NOUN
cana-3036	115	9	by	by	ADP
cana-3036	115	10	leveraging	leverage	VERB
cana-3036	115	11	the	the	DET
cana-3036	115	12	strengths	strength	NOUN
cana-3036	115	13	of	of	ADP
cana-3036	115	14	multiple	multiple	ADJ
cana-3036	115	15	models	model	NOUN
cana-3036	115	16	.	.	PUNCT
cana-3036	116	1	this	this	DET
cana-3036	116	2	approach	approach	NOUN
cana-3036	116	3	to	to	ADP
cana-3036	116	4	fine	fine	ADV
cana-3036	116	5	-	-	PUNCT
cana-3036	116	6	tuning	tune	VERB
cana-3036	116	7	pre	pre	ADJ
cana-3036	116	8	-	-	ADJ
cana-3036	116	9	trained	train	VERB
cana-3036	116	10	models	model	NOUN
cana-3036	116	11	and	and	CCONJ
cana-3036	116	12	employing	employ	VERB
cana-3036	116	13	robust	robust	ADJ
cana-3036	116	14	fusion	fusion	NOUN
cana-3036	116	15	techniques	technique	NOUN
cana-3036	116	16	directly	directly	ADV
cana-3036	116	17	informs	inform	VERB
cana-3036	116	18	our	our	PRON
cana-3036	116	19	proposed	propose	VERB
cana-3036	116	20	methodology	methodology	NOUN
cana-3036	116	21	by	by	ADP
cana-3036	116	22	illustrating	illustrate	VERB
cana-3036	116	23	effective	effective	ADJ
cana-3036	116	24	strategies	strategy	NOUN
cana-3036	116	25	for	for	ADP
cana-3036	116	26	enhancing	enhance	VERB
cana-3036	116	27	recognition	recognition	NOUN
cana-3036	116	28	performance	performance	NOUN
cana-3036	116	29	through	through	ADP
cana-3036	116	30	model	model	NOUN
cana-3036	116	31	adaptation	adaptation	NOUN
cana-3036	116	32	and	and	CCONJ
cana-3036	116	33	score	score	NOUN
cana-3036	116	34	fusion	fusion	NOUN
cana-3036	116	35	.	.	PUNCT
cana-3036	117	1	communications	communication	NOUN
cana-3036	117	2	on	on	ADP
cana-3036	117	3	applied	apply	VERB
cana-3036	117	4	nonlinear	nonlinear	ADJ
cana-3036	117	5	analysis	analysis	NOUN
cana-3036	117	6	issn	issn	NOUN
cana-3036	117	7	:	:	PUNCT
cana-3036	117	8	1074	1074	NUM
cana-3036	117	9	-	-	PUNCT
cana-3036	117	10	133x	133x	NUM
cana-3036	117	11	vol	vol	NOUN
cana-3036	117	12	32	32	NUM
cana-3036	117	13	no	no	NOUN
cana-3036	117	14	.	.	PUNCT
cana-3036	118	1	5s	5s	NUM
cana-3036	118	2	(	(	PUNCT
cana-3036	118	3	2025	2025	NUM
cana-3036	118	4	)	)	PUNCT
cana-3036	118	5	234	234	NUM
cana-3036	118	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-3036	118	7	beiwei	beiwei	PROPN
cana-3036	118	8	zhang	zhang	PROPN
cana-3036	118	9	,	,	PUNCT
cana-3036	118	10	wen	wen	PROPN
cana-3036	118	11	ding	ding	PROPN
cana-3036	118	12	,	,	PUNCT
cana-3036	118	13	and	and	CCONJ
cana-3036	118	14	jiasheng	jiasheng	PROPN
cana-3036	118	15	ye	ye	PROPN
cana-3036	118	16	(	(	PUNCT
cana-3036	118	17	2024	2024	NUM
cana-3036	118	18	)	)	PUNCT
cana-3036	119	1	zhang	zhang	PROPN
cana-3036	119	2	et	et	PROPN
cana-3036	119	3	al	al	PROPN
cana-3036	119	4	.	.	PROPN
cana-3036	119	5	introduced	introduce	VERB
cana-3036	119	6	a	a	DET
cana-3036	119	7	weighted	weighted	ADJ
cana-3036	119	8	multi	multi	ADJ
cana-3036	119	9	-	-	ADJ
cana-3036	119	10	scale	scale	ADJ
cana-3036	119	11	feature	feature	NOUN
cana-3036	119	12	descriptor	descriptor	NOUN
cana-3036	119	13	(	(	PUNCT
cana-3036	119	14	wmd	wmd	PROPN
cana-3036	119	15	)	)	PUNCT
cana-3036	119	16	for	for	ADP
cana-3036	119	17	hand	hand	NOUN
cana-3036	119	18	gesture	gesture	NOUN
cana-3036	119	19	recognition	recognition	NOUN
cana-3036	119	20	using	use	VERB
cana-3036	119	21	depth	depth	NOUN
cana-3036	119	22	images	image	NOUN
cana-3036	119	23	.	.	PUNCT
cana-3036	120	1	their	their	PRON
cana-3036	120	2	approach	approach	NOUN
cana-3036	120	3	constructs	construct	VERB
cana-3036	120	4	the	the	DET
cana-3036	120	5	descriptor	descriptor	NOUN
cana-3036	120	6	along	along	ADP
cana-3036	120	7	the	the	DET
cana-3036	120	8	hand	hand	NOUN
cana-3036	120	9	contour	contour	NOUN
cana-3036	120	10	,	,	PUNCT
cana-3036	120	11	using	use	VERB
cana-3036	120	12	gaussian	gaussian	ADJ
cana-3036	120	13	smoothing	smoothing	NOUN
cana-3036	120	14	and	and	CCONJ
cana-3036	120	15	the	the	DET
cana-3036	120	16	prewitt	prewitt	PROPN
cana-3036	120	17	operator	operator	NOUN
cana-3036	120	18	to	to	PART
cana-3036	120	19	estimate	estimate	VERB
cana-3036	120	20	the	the	DET
cana-3036	120	21	weight	weight	NOUN
cana-3036	120	22	factor	factor	NOUN
cana-3036	120	23	for	for	ADP
cana-3036	120	24	each	each	DET
cana-3036	120	25	contour	contour	NOUN
cana-3036	120	26	point	point	NOUN
cana-3036	120	27	.	.	PUNCT
cana-3036	121	1	this	this	DET
cana-3036	121	2	method	method	NOUN
cana-3036	121	3	captures	capture	VERB
cana-3036	121	4	detailed	detailed	ADJ
cana-3036	121	5	information	information	NOUN
cana-3036	121	6	along	along	ADP
cana-3036	121	7	the	the	DET
cana-3036	121	8	hand	hand	NOUN
cana-3036	121	9	contour	contour	NOUN
cana-3036	121	10	,	,	PUNCT
cana-3036	121	11	making	make	VERB
cana-3036	121	12	the	the	DET
cana-3036	121	13	descriptor	descriptor	NOUN
cana-3036	121	14	invariant	invariant	ADJ
cana-3036	121	15	to	to	ADP
cana-3036	121	16	translation	translation	NOUN
cana-3036	121	17	,	,	PUNCT
cana-3036	121	18	rotation	rotation	NOUN
cana-3036	121	19	,	,	PUNCT
cana-3036	121	20	and	and	CCONJ
cana-3036	121	21	scaling	scale	VERB
cana-3036	121	22	transformations	transformation	NOUN
cana-3036	121	23	.	.	PUNCT
cana-3036	122	1	the	the	DET
cana-3036	122	2	multi	multi	ADJ
cana-3036	122	3	-	-	ADJ
cana-3036	122	4	scale	scale	ADJ
cana-3036	122	5	nature	nature	NOUN
cana-3036	122	6	of	of	ADP
cana-3036	122	7	the	the	DET
cana-3036	122	8	descriptor	descriptor	NOUN
cana-3036	122	9	encodes	encode	NOUN
cana-3036	122	10	both	both	CCONJ
cana-3036	122	11	coarse	coarse	ADJ
cana-3036	122	12	and	and	CCONJ
cana-3036	122	13	fine	fine	ADJ
cana-3036	122	14	details	detail	NOUN
cana-3036	122	15	,	,	PUNCT
cana-3036	122	16	enhancing	enhance	VERB
cana-3036	122	17	robustness	robustness	NOUN
cana-3036	122	18	and	and	CCONJ
cana-3036	122	19	accuracy	accuracy	NOUN
cana-3036	122	20	.	.	PUNCT
cana-3036	123	1	their	their	PRON
cana-3036	123	2	comparative	comparative	ADJ
cana-3036	123	3	analysis	analysis	NOUN
cana-3036	123	4	demonstrated	demonstrate	VERB
cana-3036	123	5	that	that	SCONJ
cana-3036	123	6	the	the	DET
cana-3036	123	7	wmd	wmd	PROPN
cana-3036	123	8	descriptor	descriptor	NOUN
cana-3036	123	9	outperformed	outperform	VERB
cana-3036	123	10	existing	exist	VERB
cana-3036	123	11	methods	method	NOUN
cana-3036	123	12	in	in	ADP
cana-3036	123	13	terms	term	NOUN
cana-3036	123	14	of	of	ADP
cana-3036	123	15	accuracy	accuracy	NOUN
cana-3036	123	16	and	and	CCONJ
cana-3036	123	17	computational	computational	ADJ
cana-3036	123	18	efficiency	efficiency	NOUN
cana-3036	123	19	.	.	PUNCT
cana-3036	124	1	they	they	PRON
cana-3036	124	2	examined	examine	VERB
cana-3036	124	3	the	the	DET
cana-3036	124	4	effects	effect	NOUN
cana-3036	124	5	of	of	ADP
cana-3036	124	6	different	different	ADJ
cana-3036	124	7	scales	scale	NOUN
cana-3036	124	8	and	and	CCONJ
cana-3036	124	9	sliding	slide	VERB
cana-3036	124	10	windows	window	NOUN
cana-3036	124	11	on	on	ADP
cana-3036	124	12	the	the	DET
cana-3036	124	13	descriptor	descriptor	NOUN
cana-3036	124	14	to	to	PART
cana-3036	124	15	find	find	VERB
cana-3036	124	16	the	the	DET
cana-3036	124	17	optimal	optimal	ADJ
cana-3036	124	18	configuration	configuration	NOUN
cana-3036	124	19	for	for	ADP
cana-3036	124	20	robust	robust	ADJ
cana-3036	124	21	gesture	gesture	NOUN
cana-3036	124	22	recognition	recognition	NOUN
cana-3036	124	23	.	.	PUNCT
cana-3036	125	1	this	this	DET
cana-3036	125	2	study	study	NOUN
cana-3036	125	3	's	's	PART
cana-3036	125	4	focus	focus	NOUN
cana-3036	125	5	on	on	ADP
cana-3036	125	6	detailed	detailed	ADJ
cana-3036	125	7	feature	feature	NOUN
cana-3036	125	8	extraction	extraction	NOUN
cana-3036	125	9	and	and	CCONJ
cana-3036	125	10	invariant	invariant	ADJ
cana-3036	125	11	descriptors	descriptor	NOUN
cana-3036	125	12	aligns	align	VERB
cana-3036	125	13	with	with	ADP
cana-3036	125	14	our	our	PRON
cana-3036	125	15	proposed	propose	VERB
cana-3036	125	16	methodology	methodology	NOUN
cana-3036	125	17	,	,	PUNCT
cana-3036	125	18	which	which	PRON
cana-3036	125	19	combines	combine	VERB
cana-3036	125	20	spatial	spatial	ADJ
cana-3036	125	21	and	and	CCONJ
cana-3036	125	22	temporal	temporal	ADJ
cana-3036	125	23	features	feature	NOUN
cana-3036	125	24	for	for	ADP
cana-3036	125	25	enhanced	enhanced	ADJ
cana-3036	125	26	recognition	recognition	NOUN
cana-3036	125	27	performance	performance	NOUN
cana-3036	125	28	.	.	PUNCT
cana-3036	126	1	the	the	DET
cana-3036	126	2	wmd	wmd	PROPN
cana-3036	126	3	's	's	PART
cana-3036	126	4	robustness	robustness	NOUN
cana-3036	126	5	to	to	ADP
cana-3036	126	6	transformations	transformation	NOUN
cana-3036	126	7	is	be	AUX
cana-3036	126	8	particularly	particularly	ADV
cana-3036	126	9	relevant	relevant	ADJ
cana-3036	126	10	for	for	ADP
cana-3036	126	11	developing	develop	VERB
cana-3036	126	12	systems	system	NOUN
cana-3036	126	13	that	that	PRON
cana-3036	126	14	operate	operate	VERB
cana-3036	126	15	reliably	reliably	ADV
cana-3036	126	16	in	in	ADP
cana-3036	126	17	varied	varied	ADJ
cana-3036	126	18	real	real	ADJ
cana-3036	126	19	-	-	PUNCT
cana-3036	126	20	world	world	NOUN
cana-3036	126	21	conditions	condition	NOUN
cana-3036	126	22	.	.	PUNCT
cana-3036	127	1	kolla	kolla	PROPN
cana-3036	127	2	bhanu	bhanu	PROPN
cana-3036	127	3	prakash	prakash	PROPN
cana-3036	127	4	,	,	PUNCT
cana-3036	127	5	rama	rama	PROPN
cana-3036	127	6	krishna	krishna	PROPN
cana-3036	127	7	eluri	eluri	PROPN
cana-3036	127	8	,	,	PUNCT
cana-3036	127	9	nalluri	nalluri	PROPN
cana-3036	127	10	brahma	brahma	PROPN
cana-3036	127	11	naidu	naidu	PROPN
cana-3036	127	12	,	,	PUNCT
cana-3036	127	13	sri	sri	PROPN
cana-3036	127	14	hari	hari	NOUN
cana-3036	127	15	nallamala	nallamala	NOUN
cana-3036	127	16	,	,	PUNCT
cana-3036	127	17	and	and	CCONJ
cana-3036	127	18	pragyaban	pragyaban	PROPN
cana-3036	127	19	mishra	mishra	PROPN
cana-3036	127	20	(	(	PUNCT
cana-3036	127	21	2024	2024	NUM
cana-3036	127	22	)	)	PUNCT
cana-3036	127	23	prakash	prakash	PROPN
cana-3036	127	24	et	et	PROPN
cana-3036	127	25	al	al	PROPN
cana-3036	127	26	.	.	PROPN
cana-3036	127	27	explored	explore	VERB
cana-3036	127	28	the	the	DET
cana-3036	127	29	use	use	NOUN
cana-3036	127	30	of	of	ADP
cana-3036	127	31	modified	modify	VERB
cana-3036	127	32	cnn	cnn	PROPN
cana-3036	127	33	and	and	CCONJ
cana-3036	127	34	rnn	rnn	NOUN
cana-3036	127	35	models	model	NOUN
cana-3036	127	36	for	for	ADP
cana-3036	127	37	hand	hand	NOUN
cana-3036	127	38	gesture	gesture	NOUN
cana-3036	127	39	recognition	recognition	NOUN
cana-3036	127	40	,	,	PUNCT
cana-3036	127	41	emphasizing	emphasize	VERB
cana-3036	127	42	the	the	DET
cana-3036	127	43	capture	capture	NOUN
cana-3036	127	44	of	of	ADP
cana-3036	127	45	hand	hand	NOUN
cana-3036	127	46	pose	pose	NOUN
cana-3036	127	47	and	and	CCONJ
cana-3036	127	48	motion	motion	NOUN
cana-3036	127	49	dynamics	dynamic	NOUN
cana-3036	127	50	.	.	PUNCT
cana-3036	128	1	their	their	PRON
cana-3036	128	2	methodology	methodology	NOUN
cana-3036	128	3	involved	involve	VERB
cana-3036	128	4	representing	represent	VERB
cana-3036	128	5	hand	hand	NOUN
cana-3036	128	6	gestures	gesture	NOUN
cana-3036	128	7	using	use	VERB
cana-3036	128	8	manually	manually	ADV
cana-3036	128	9	computed	compute	VERB
cana-3036	128	10	shape	shape	NOUN
cana-3036	128	11	and	and	CCONJ
cana-3036	128	12	motion	motion	NOUN
cana-3036	128	13	descriptors	descriptor	NOUN
cana-3036	128	14	and	and	CCONJ
cana-3036	128	15	applying	apply	VERB
cana-3036	128	16	deep	deep	ADJ
cana-3036	128	17	learning	learning	NOUN
cana-3036	128	18	techniques	technique	NOUN
cana-3036	128	19	to	to	PART
cana-3036	128	20	learn	learn	VERB
cana-3036	128	21	hand	hand	NOUN
cana-3036	128	22	pose	pose	VERB
cana-3036	128	23	features	feature	NOUN
cana-3036	128	24	from	from	ADP
cana-3036	128	25	a	a	DET
cana-3036	128	26	depth	depth	NOUN
cana-3036	128	27	image	image	NOUN
cana-3036	128	28	database	database	NOUN
cana-3036	128	29	.	.	PUNCT
cana-3036	129	1	the	the	DET
cana-3036	129	2	integration	integration	NOUN
cana-3036	129	3	of	of	ADP
cana-3036	129	4	recurrent	recurrent	ADJ
cana-3036	129	5	neural	neural	ADJ
cana-3036	129	6	networks	network	NOUN
cana-3036	129	7	(	(	PUNCT
cana-3036	129	8	rnns	rnns	PROPN
cana-3036	129	9	)	)	PUNCT
cana-3036	129	10	allowed	allow	VERB
cana-3036	129	11	the	the	DET
cana-3036	129	12	system	system	NOUN
cana-3036	129	13	to	to	PART
cana-3036	129	14	estimate	estimate	VERB
cana-3036	129	15	spatial	spatial	ADJ
cana-3036	129	16	differences	difference	NOUN
cana-3036	129	17	of	of	ADP
cana-3036	129	18	hand	hand	NOUN
cana-3036	129	19	postures	posture	NOUN
cana-3036	129	20	over	over	ADP
cana-3036	129	21	time	time	NOUN
cana-3036	129	22	,	,	PUNCT
cana-3036	129	23	enhancing	enhance	VERB
cana-3036	129	24	the	the	DET
cana-3036	129	25	recognition	recognition	NOUN
cana-3036	129	26	of	of	ADP
cana-3036	129	27	dynamic	dynamic	ADJ
cana-3036	129	28	gestures	gesture	NOUN
cana-3036	129	29	.	.	PUNCT
cana-3036	130	1	additionally	additionally	ADV
cana-3036	130	2	,	,	PUNCT
cana-3036	130	3	the	the	DET
cana-3036	130	4	study	study	NOUN
cana-3036	130	5	incorporated	incorporate	VERB
cana-3036	130	6	precise	precise	ADJ
cana-3036	130	7	prior	prior	ADJ
cana-3036	130	8	detection	detection	NOUN
cana-3036	130	9	information	information	NOUN
cana-3036	130	10	to	to	PART
cana-3036	130	11	improve	improve	VERB
cana-3036	130	12	system	system	NOUN
cana-3036	130	13	detection	detection	NOUN
cana-3036	130	14	capabilities	capability	NOUN
cana-3036	130	15	.	.	PUNCT
cana-3036	131	1	their	their	PRON
cana-3036	131	2	extensive	extensive	ADJ
cana-3036	131	3	experiments	experiment	NOUN
cana-3036	131	4	demonstrated	demonstrate	VERB
cana-3036	131	5	the	the	DET
cana-3036	131	6	system	system	NOUN
cana-3036	131	7	's	's	PART
cana-3036	131	8	ability	ability	NOUN
cana-3036	131	9	to	to	PART
cana-3036	131	10	detect	detect	VERB
cana-3036	131	11	and	and	CCONJ
cana-3036	131	12	recognize	recognize	VERB
cana-3036	131	13	gestures	gesture	NOUN
cana-3036	131	14	before	before	ADP
cana-3036	131	15	completion	completion	NOUN
cana-3036	131	16	,	,	PUNCT
cana-3036	131	17	highlighting	highlight	VERB
cana-3036	131	18	its	its	PRON
cana-3036	131	19	real	real	ADJ
cana-3036	131	20	-	-	PUNCT
cana-3036	131	21	time	time	NOUN
cana-3036	131	22	applicability	applicability	NOUN
cana-3036	131	23	.	.	PUNCT
cana-3036	132	1	the	the	DET
cana-3036	132	2	study	study	NOUN
cana-3036	132	3	's	's	PART
cana-3036	132	4	emphasis	emphasis	NOUN
cana-3036	132	5	on	on	ADP
cana-3036	132	6	combining	combine	VERB
cana-3036	132	7	cnns	cnn	NOUN
cana-3036	132	8	for	for	ADP
cana-3036	132	9	spatial	spatial	ADJ
cana-3036	132	10	feature	feature	NOUN
cana-3036	132	11	extraction	extraction	NOUN
cana-3036	132	12	and	and	CCONJ
cana-3036	132	13	rnns	rnn	NOUN
cana-3036	132	14	for	for	ADP
cana-3036	132	15	temporal	temporal	ADJ
cana-3036	132	16	dynamics	dynamic	NOUN
cana-3036	132	17	aligns	align	VERB
cana-3036	132	18	with	with	ADP
cana-3036	132	19	our	our	PRON
cana-3036	132	20	proposed	propose	VERB
cana-3036	132	21	methodology	methodology	NOUN
cana-3036	132	22	,	,	PUNCT
cana-3036	132	23	which	which	PRON
cana-3036	132	24	leverages	leverage	VERB
cana-3036	132	25	both	both	CCONJ
cana-3036	132	26	spatial	spatial	ADJ
cana-3036	132	27	and	and	CCONJ
cana-3036	132	28	temporal	temporal	ADJ
cana-3036	132	29	information	information	NOUN
cana-3036	132	30	for	for	ADP
cana-3036	132	31	comprehensive	comprehensive	ADJ
cana-3036	132	32	gesture	gesture	NOUN
cana-3036	132	33	recognition	recognition	NOUN
cana-3036	132	34	.	.	PUNCT
cana-3036	133	1	the	the	DET
cana-3036	133	2	integration	integration	NOUN
cana-3036	133	3	of	of	ADP
cana-3036	133	4	precise	precise	ADJ
cana-3036	133	5	prior	prior	ADJ
cana-3036	133	6	detection	detection	NOUN
cana-3036	133	7	information	information	NOUN
cana-3036	133	8	further	far	ADV
cana-3036	133	9	underscores	underscore	VERB
cana-3036	133	10	the	the	DET
cana-3036	133	11	importance	importance	NOUN
cana-3036	133	12	of	of	ADP
cana-3036	133	13	enhancing	enhance	VERB
cana-3036	133	14	detection	detection	NOUN
cana-3036	133	15	accuracy	accuracy	NOUN
cana-3036	133	16	through	through	ADP
cana-3036	133	17	advanced	advanced	ADJ
cana-3036	133	18	data	datum	NOUN
cana-3036	133	19	fusion	fusion	NOUN
cana-3036	133	20	techniques	technique	NOUN
cana-3036	133	21	,	,	PUNCT
cana-3036	133	22	providing	provide	VERB
cana-3036	133	23	a	a	DET
cana-3036	133	24	robust	robust	ADJ
cana-3036	133	25	framework	framework	NOUN
cana-3036	133	26	for	for	ADP
cana-3036	133	27	realtime	realtime	ADJ
cana-3036	133	28	hand	hand	NOUN
cana-3036	133	29	gesture	gesture	NOUN
cana-3036	133	30	recognition	recognition	NOUN
cana-3036	133	31	.	.	PUNCT
cana-3036	134	1	the	the	DET
cana-3036	134	2	reviewed	review	VERB
cana-3036	134	3	studies	study	NOUN
cana-3036	134	4	collectively	collectively	ADV
cana-3036	134	5	highlight	highlight	VERB
cana-3036	134	6	the	the	DET
cana-3036	134	7	importance	importance	NOUN
cana-3036	134	8	of	of	ADP
cana-3036	134	9	integrating	integrate	VERB
cana-3036	134	10	multiple	multiple	ADJ
cana-3036	134	11	data	datum	NOUN
cana-3036	134	12	sources	source	NOUN
cana-3036	134	13	and	and	CCONJ
cana-3036	134	14	leveraging	leverage	VERB
cana-3036	134	15	advanced	advanced	ADJ
cana-3036	134	16	deep	deep	ADJ
cana-3036	134	17	learning	learning	NOUN
cana-3036	134	18	techniques	technique	NOUN
cana-3036	134	19	for	for	ADP
cana-3036	134	20	robust	robust	ADJ
cana-3036	134	21	hand	hand	NOUN
cana-3036	134	22	gesture	gesture	NOUN
cana-3036	134	23	recognition	recognition	NOUN
cana-3036	134	24	.	.	PUNCT
cana-3036	135	1	our	our	PRON
cana-3036	135	2	proposed	propose	VERB
cana-3036	135	3	methodology	methodology	NOUN
cana-3036	135	4	builds	build	VERB
cana-3036	135	5	on	on	ADP
cana-3036	135	6	these	these	DET
cana-3036	135	7	insights	insight	NOUN
cana-3036	135	8	by	by	ADP
cana-3036	135	9	combining	combine	VERB
cana-3036	135	10	imu	imu	ADJ
cana-3036	135	11	sensors	sensor	NOUN
cana-3036	135	12	with	with	ADP
cana-3036	135	13	a	a	DET
cana-3036	135	14	cnn	cnn	PROPN
cana-3036	135	15	-	-	PUNCT
cana-3036	135	16	lstm	lstm	ADJ
cana-3036	135	17	architecture	architecture	NOUN
cana-3036	135	18	to	to	PART
cana-3036	135	19	capture	capture	VERB
cana-3036	135	20	both	both	CCONJ
cana-3036	135	21	spatial	spatial	ADJ
cana-3036	135	22	and	and	CCONJ
cana-3036	135	23	temporal	temporal	ADJ
cana-3036	135	24	features	feature	NOUN
cana-3036	135	25	of	of	ADP
cana-3036	135	26	dynamic	dynamic	ADJ
cana-3036	135	27	hand	hand	NOUN
cana-3036	135	28	gestures	gesture	NOUN
cana-3036	135	29	.	.	PUNCT
cana-3036	136	1	by	by	ADP
cana-3036	136	2	incorporating	incorporate	VERB
cana-3036	136	3	elements	element	NOUN
cana-3036	136	4	such	such	ADJ
cana-3036	136	5	as	as	ADP
cana-3036	136	6	data	datum	NOUN
cana-3036	136	7	normalization	normalization	NOUN
cana-3036	136	8	,	,	PUNCT
cana-3036	136	9	transfer	transfer	NOUN
cana-3036	136	10	learning	learning	NOUN
cana-3036	136	11	,	,	PUNCT
cana-3036	136	12	and	and	CCONJ
cana-3036	136	13	score	score	NOUN
cana-3036	136	14	fusion	fusion	NOUN
cana-3036	136	15	,	,	PUNCT
cana-3036	136	16	the	the	DET
cana-3036	136	17	proposed	propose	VERB
cana-3036	136	18	system	system	NOUN
cana-3036	136	19	aims	aim	VERB
cana-3036	136	20	to	to	PART
cana-3036	136	21	achieve	achieve	VERB
cana-3036	136	22	high	high	ADJ
cana-3036	136	23	accuracy	accuracy	NOUN
cana-3036	136	24	and	and	CCONJ
cana-3036	136	25	real	real	ADJ
cana-3036	136	26	-	-	PUNCT
cana-3036	136	27	time	time	NOUN
cana-3036	136	28	performance	performance	NOUN
cana-3036	136	29	,	,	PUNCT
cana-3036	136	30	addressing	address	VERB
cana-3036	136	31	the	the	DET
cana-3036	136	32	challenges	challenge	NOUN
cana-3036	136	33	highlighted	highlight	VERB
cana-3036	136	34	in	in	ADP
cana-3036	136	35	the	the	DET
cana-3036	136	36	reviewed	review	VERB
cana-3036	136	37	literature	literature	NOUN
cana-3036	136	38	.	.	PUNCT
cana-3036	137	1	this	this	DET
cana-3036	137	2	comprehensive	comprehensive	ADJ
cana-3036	137	3	approach	approach	NOUN
cana-3036	137	4	aligns	align	VERB
cana-3036	137	5	with	with	ADP
cana-3036	137	6	the	the	DET
cana-3036	137	7	current	current	ADJ
cana-3036	137	8	state	state	NOUN
cana-3036	137	9	-	-	PUNCT
cana-3036	137	10	of	of	ADP
cana-3036	137	11	-	-	PUNCT
cana-3036	137	12	the	the	DET
cana-3036	137	13	-	-	PUNCT
cana-3036	137	14	art	art	NOUN
cana-3036	137	15	and	and	CCONJ
cana-3036	137	16	pushes	push	VERB
cana-3036	137	17	the	the	DET
cana-3036	137	18	boundaries	boundary	NOUN
cana-3036	137	19	of	of	ADP
cana-3036	137	20	hand	hand	NOUN
cana-3036	137	21	gesture	gesture	NOUN
cana-3036	137	22	recognition	recognition	NOUN
cana-3036	137	23	technology	technology	NOUN
cana-3036	137	24	.	.	PUNCT
cana-3036	138	1	communications	communication	NOUN
cana-3036	138	2	on	on	ADP
cana-3036	138	3	applied	apply	VERB
cana-3036	138	4	nonlinear	nonlinear	ADJ
cana-3036	138	5	analysis	analysis	NOUN
cana-3036	138	6	issn	issn	NOUN
cana-3036	138	7	:	:	PUNCT
cana-3036	138	8	1074	1074	NUM
cana-3036	138	9	-	-	PUNCT
cana-3036	138	10	133x	133x	NUM
cana-3036	138	11	vol	vol	NOUN
cana-3036	138	12	32	32	NUM
cana-3036	138	13	no	no	NOUN
cana-3036	138	14	.	.	PUNCT
cana-3036	139	1	5s	5s	NUM
cana-3036	139	2	(	(	PUNCT
cana-3036	139	3	2025	2025	NUM
cana-3036	139	4	)	)	PUNCT
cana-3036	139	5	235	235	NUM
cana-3036	139	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-3036	139	7	4	4	NUM
cana-3036	139	8	.	.	X
cana-3036	139	9	methodology	methodology	NOUN
cana-3036	139	10	this	this	DET
cana-3036	139	11	section	section	NOUN
cana-3036	139	12	outlines	outline	VERB
cana-3036	139	13	the	the	DET
cana-3036	139	14	comprehensive	comprehensive	ADJ
cana-3036	139	15	methodology	methodology	NOUN
cana-3036	139	16	adopted	adopt	VERB
cana-3036	139	17	for	for	ADP
cana-3036	139	18	developing	develop	VERB
cana-3036	139	19	a	a	DET
cana-3036	139	20	robust	robust	ADJ
cana-3036	139	21	hand	hand	NOUN
cana-3036	139	22	gesture	gesture	NOUN
cana-3036	139	23	recognition	recognition	NOUN
cana-3036	139	24	system	system	NOUN
cana-3036	139	25	using	use	VERB
cana-3036	139	26	semg	semg	NOUN
cana-3036	139	27	and	and	CCONJ
cana-3036	139	28	imu	imu	NOUN
cana-3036	139	29	data	datum	NOUN
cana-3036	139	30	.	.	PUNCT
cana-3036	140	1	the	the	DET
cana-3036	140	2	methodology	methodology	NOUN
cana-3036	140	3	covers	cover	VERB
cana-3036	140	4	data	datum	NOUN
cana-3036	140	5	acquisition	acquisition	NOUN
cana-3036	140	6	,	,	PUNCT
cana-3036	140	7	preprocessing	preprocessing	NOUN
cana-3036	140	8	,	,	PUNCT
cana-3036	140	9	feature	feature	NOUN
cana-3036	140	10	extraction	extraction	NOUN
cana-3036	140	11	,	,	PUNCT
cana-3036	140	12	and	and	CCONJ
cana-3036	140	13	feature	feature	NOUN
cana-3036	140	14	fusion	fusion	NOUN
cana-3036	140	15	,	,	PUNCT
cana-3036	140	16	ensuring	ensure	VERB
cana-3036	140	17	each	each	DET
cana-3036	140	18	phase	phase	NOUN
cana-3036	140	19	is	be	AUX
cana-3036	140	20	meticulously	meticulously	ADV
cana-3036	140	21	detailed	detail	VERB
cana-3036	140	22	.	.	PUNCT
cana-3036	141	1	4.1	4.1	NUM
cana-3036	141	2	data	datum	NOUN
cana-3036	141	3	acquisition	acquisition	NOUN
cana-3036	141	4	the	the	DET
cana-3036	141	5	first	first	ADJ
cana-3036	141	6	step	step	NOUN
cana-3036	141	7	in	in	ADP
cana-3036	141	8	the	the	DET
cana-3036	141	9	methodology	methodology	NOUN
cana-3036	141	10	involves	involve	VERB
cana-3036	141	11	acquiring	acquire	VERB
cana-3036	141	12	high	high	ADJ
cana-3036	141	13	-	-	PUNCT
cana-3036	141	14	quality	quality	NOUN
cana-3036	141	15	data	datum	NOUN
cana-3036	141	16	from	from	ADP
cana-3036	141	17	surface	surface	NOUN
cana-3036	141	18	electromyography	electromyography	NOUN
cana-3036	141	19	(	(	PUNCT
cana-3036	141	20	semg	semg	NOUN
cana-3036	141	21	)	)	PUNCT
cana-3036	141	22	and	and	CCONJ
cana-3036	141	23	inertial	inertial	ADJ
cana-3036	141	24	measurement	measurement	NOUN
cana-3036	141	25	unit	unit	NOUN
cana-3036	141	26	(	(	PUNCT
cana-3036	141	27	imu	imu	NOUN
cana-3036	141	28	)	)	PUNCT
cana-3036	141	29	sensors	sensor	NOUN
cana-3036	141	30	.	.	PUNCT
cana-3036	142	1	semg	semg	NOUN
cana-3036	142	2	sensors	sensor	NOUN
cana-3036	142	3	:	:	PUNCT
cana-3036	142	4	surface	surface	NOUN
cana-3036	142	5	electromyography	electromyography	NOUN
cana-3036	142	6	sensors	sensor	NOUN
cana-3036	142	7	are	be	AUX
cana-3036	142	8	strategically	strategically	ADV
cana-3036	142	9	placed	place	VERB
cana-3036	142	10	on	on	ADP
cana-3036	142	11	specific	specific	ADJ
cana-3036	142	12	forearm	forearm	NOUN
cana-3036	142	13	muscles	muscle	NOUN
cana-3036	142	14	to	to	PART
cana-3036	142	15	capture	capture	VERB
cana-3036	142	16	the	the	DET
cana-3036	142	17	electrical	electrical	ADJ
cana-3036	142	18	activity	activity	NOUN
cana-3036	142	19	generated	generate	VERB
cana-3036	142	20	by	by	ADP
cana-3036	142	21	muscle	muscle	NOUN
cana-3036	142	22	contractions	contraction	NOUN
cana-3036	142	23	during	during	ADP
cana-3036	142	24	hand	hand	NOUN
cana-3036	142	25	gestures	gesture	NOUN
cana-3036	142	26	.	.	PUNCT
cana-3036	143	1	the	the	DET
cana-3036	143	2	placement	placement	NOUN
cana-3036	143	3	is	be	AUX
cana-3036	143	4	crucial	crucial	ADJ
cana-3036	143	5	for	for	ADP
cana-3036	143	6	accurately	accurately	ADV
cana-3036	143	7	recording	recording	NOUN
cana-3036	143	8	signals	signal	NOUN
cana-3036	143	9	associated	associate	VERB
cana-3036	143	10	with	with	ADP
cana-3036	143	11	different	different	ADJ
cana-3036	143	12	gestures	gesture	NOUN
cana-3036	143	13	.	.	PUNCT
cana-3036	144	1	multiple	multiple	ADJ
cana-3036	144	2	electrodes	electrode	NOUN
cana-3036	144	3	are	be	AUX
cana-3036	144	4	used	use	VERB
cana-3036	144	5	to	to	PART
cana-3036	144	6	capture	capture	VERB
cana-3036	144	7	signals	signal	NOUN
cana-3036	144	8	from	from	ADP
cana-3036	144	9	various	various	ADJ
cana-3036	144	10	muscle	muscle	NOUN
cana-3036	144	11	groups	group	NOUN
cana-3036	144	12	,	,	PUNCT
cana-3036	144	13	ensuring	ensure	VERB
cana-3036	144	14	comprehensive	comprehensive	ADJ
cana-3036	144	15	coverage	coverage	NOUN
cana-3036	144	16	of	of	ADP
cana-3036	144	17	the	the	DET
cana-3036	144	18	muscle	muscle	NOUN
cana-3036	144	19	activity	activity	NOUN
cana-3036	144	20	involved	involve	VERB
cana-3036	144	21	in	in	ADP
cana-3036	144	22	each	each	DET
cana-3036	144	23	gesture	gesture	NOUN
cana-3036	144	24	.	.	PUNCT
cana-3036	145	1	imu	imu	ADJ
cana-3036	145	2	sensors	sensor	NOUN
cana-3036	145	3	:	:	PUNCT
cana-3036	145	4	inertial	inertial	ADJ
cana-3036	145	5	measurement	measurement	NOUN
cana-3036	145	6	units	unit	NOUN
cana-3036	145	7	,	,	PUNCT
cana-3036	145	8	consisting	consist	VERB
cana-3036	145	9	of	of	ADP
cana-3036	145	10	accelerometers	accelerometer	NOUN
cana-3036	145	11	and	and	CCONJ
cana-3036	145	12	gyroscopes	gyroscope	NOUN
cana-3036	145	13	,	,	PUNCT
cana-3036	145	14	are	be	AUX
cana-3036	145	15	affixed	affix	VERB
cana-3036	145	16	to	to	ADP
cana-3036	145	17	the	the	DET
cana-3036	145	18	hand	hand	NOUN
cana-3036	145	19	and	and	CCONJ
cana-3036	145	20	wrist	wrist	NOUN
cana-3036	145	21	to	to	PART
cana-3036	145	22	capture	capture	VERB
cana-3036	145	23	detailed	detailed	ADJ
cana-3036	145	24	motion	motion	NOUN
cana-3036	145	25	data	datum	NOUN
cana-3036	145	26	.	.	PUNCT
cana-3036	146	1	accelerometers	accelerometer	NOUN
cana-3036	146	2	measure	measure	VERB
cana-3036	146	3	linear	linear	ADJ
cana-3036	146	4	acceleration	acceleration	NOUN
cana-3036	146	5	in	in	ADP
cana-3036	146	6	three	three	NUM
cana-3036	146	7	dimensions	dimension	NOUN
cana-3036	146	8	(	(	PUNCT
cana-3036	146	9	x	x	X
cana-3036	146	10	,	,	PUNCT
cana-3036	146	11	y	y	PROPN
cana-3036	146	12	,	,	PUNCT
cana-3036	146	13	z	z	NOUN
cana-3036	146	14	)	)	PUNCT
cana-3036	146	15	,	,	PUNCT
cana-3036	146	16	while	while	SCONJ
cana-3036	146	17	gyroscopes	gyroscope	NOUN
cana-3036	146	18	record	record	VERB
cana-3036	146	19	angular	angular	ADJ
cana-3036	146	20	velocity	velocity	NOUN
cana-3036	146	21	.	.	PUNCT
cana-3036	147	1	these	these	DET
cana-3036	147	2	sensors	sensor	NOUN
cana-3036	147	3	provide	provide	VERB
cana-3036	147	4	a	a	DET
cana-3036	147	5	full	full	ADJ
cana-3036	147	6	kinematic	kinematic	ADJ
cana-3036	147	7	profile	profile	NOUN
cana-3036	147	8	of	of	ADP
cana-3036	147	9	the	the	DET
cana-3036	147	10	hand	hand	NOUN
cana-3036	147	11	's	's	PART
cana-3036	147	12	movements	movement	NOUN
cana-3036	147	13	,	,	PUNCT
cana-3036	147	14	including	include	VERB
cana-3036	147	15	orientation	orientation	NOUN
cana-3036	147	16	,	,	PUNCT
cana-3036	147	17	speed	speed	NOUN
cana-3036	147	18	,	,	PUNCT
cana-3036	147	19	and	and	CCONJ
cana-3036	147	20	direction	direction	NOUN
cana-3036	147	21	.	.	PUNCT
cana-3036	148	1	data	datum	NOUN
cana-3036	148	2	collection	collection	NOUN
cana-3036	148	3	protocol	protocol	NOUN
cana-3036	148	4	:	:	PUNCT
cana-3036	148	5	a	a	DET
cana-3036	148	6	standardized	standardized	ADJ
cana-3036	148	7	protocol	protocol	NOUN
cana-3036	148	8	is	be	AUX
cana-3036	148	9	followed	follow	VERB
cana-3036	148	10	to	to	PART
cana-3036	148	11	ensure	ensure	VERB
cana-3036	148	12	consistency	consistency	NOUN
cana-3036	148	13	and	and	CCONJ
cana-3036	148	14	reliability	reliability	NOUN
cana-3036	148	15	in	in	ADP
cana-3036	148	16	data	datum	NOUN
cana-3036	148	17	collection	collection	NOUN
cana-3036	148	18	.	.	PUNCT
cana-3036	149	1	participants	participant	NOUN
cana-3036	149	2	are	be	AUX
cana-3036	149	3	asked	ask	VERB
cana-3036	149	4	to	to	PART
cana-3036	149	5	perform	perform	VERB
cana-3036	149	6	a	a	DET
cana-3036	149	7	predefined	predefine	VERB
cana-3036	149	8	set	set	NOUN
cana-3036	149	9	of	of	ADP
cana-3036	149	10	hand	hand	NOUN
cana-3036	149	11	gestures	gesture	NOUN
cana-3036	149	12	repeatedly	repeatedly	ADV
cana-3036	149	13	to	to	PART
cana-3036	149	14	gather	gather	VERB
cana-3036	149	15	sufficient	sufficient	ADJ
cana-3036	149	16	data	datum	NOUN
cana-3036	149	17	for	for	ADP
cana-3036	149	18	each	each	DET
cana-3036	149	19	gesture	gesture	NOUN
cana-3036	149	20	type	type	NOUN
cana-3036	149	21	.	.	PUNCT
cana-3036	150	1	the	the	DET
cana-3036	150	2	data	datum	NOUN
cana-3036	150	3	from	from	ADP
cana-3036	150	4	both	both	DET
cana-3036	150	5	sensor	sensor	NOUN
cana-3036	150	6	types	type	NOUN
cana-3036	150	7	are	be	AUX
cana-3036	150	8	synchronized	synchronize	VERB
cana-3036	150	9	to	to	PART
cana-3036	150	10	maintain	maintain	VERB
cana-3036	150	11	temporal	temporal	ADJ
cana-3036	150	12	alignment	alignment	NOUN
cana-3036	150	13	,	,	PUNCT
cana-3036	150	14	crucial	crucial	ADJ
cana-3036	150	15	for	for	ADP
cana-3036	150	16	subsequent	subsequent	ADJ
cana-3036	150	17	analysis	analysis	NOUN
cana-3036	150	18	.	.	PUNCT
cana-3036	151	1	4.2	4.2	NUM
cana-3036	151	2	preprocessing	preprocesse	VERB
cana-3036	151	3	preprocessing	preprocessing	NOUN
cana-3036	151	4	is	be	AUX
cana-3036	151	5	vital	vital	ADJ
cana-3036	151	6	to	to	PART
cana-3036	151	7	clean	clean	VERB
cana-3036	151	8	and	and	CCONJ
cana-3036	151	9	prepare	prepare	VERB
cana-3036	151	10	the	the	DET
cana-3036	151	11	raw	raw	ADJ
cana-3036	151	12	data	datum	NOUN
cana-3036	151	13	for	for	ADP
cana-3036	151	14	feature	feature	NOUN
cana-3036	151	15	extraction	extraction	NOUN
cana-3036	151	16	,	,	PUNCT
cana-3036	151	17	addressing	address	VERB
cana-3036	151	18	noise	noise	NOUN
cana-3036	151	19	,	,	PUNCT
cana-3036	151	20	variability	variability	NOUN
cana-3036	151	21	,	,	PUNCT
cana-3036	151	22	and	and	CCONJ
cana-3036	151	23	artifacts	artifact	NOUN
cana-3036	151	24	.	.	PUNCT
cana-3036	152	1	filtering	filter	VERB
cana-3036	152	2	:	:	PUNCT
cana-3036	152	3	noise	noise	NOUN
cana-3036	152	4	and	and	CCONJ
cana-3036	152	5	artifacts	artifact	NOUN
cana-3036	152	6	in	in	ADP
cana-3036	152	7	the	the	DET
cana-3036	152	8	raw	raw	ADJ
cana-3036	152	9	signals	signal	NOUN
cana-3036	152	10	from	from	ADP
cana-3036	152	11	semg	semg	NOUN
cana-3036	152	12	and	and	CCONJ
cana-3036	152	13	imu	imu	ADJ
cana-3036	152	14	sensors	sensor	NOUN
cana-3036	152	15	are	be	AUX
cana-3036	152	16	removed	remove	VERB
cana-3036	152	17	using	use	VERB
cana-3036	152	18	several	several	ADJ
cana-3036	152	19	filtering	filter	VERB
cana-3036	152	20	techniques	technique	NOUN
cana-3036	152	21	:	:	PUNCT
cana-3036	152	22	low	low	ADJ
cana-3036	152	23	-	-	PUNCT
cana-3036	152	24	pass	pass	NOUN
cana-3036	152	25	filtering	filtering	NOUN
cana-3036	152	26	:	:	PUNCT
cana-3036	152	27	this	this	DET
cana-3036	152	28	filter	filter	NOUN
cana-3036	152	29	removes	remove	VERB
cana-3036	152	30	high	high	ADJ
cana-3036	152	31	-	-	PUNCT
cana-3036	152	32	frequency	frequency	NOUN
cana-3036	152	33	noise	noise	NOUN
cana-3036	152	34	,	,	PUNCT
cana-3036	152	35	preserving	preserve	VERB
cana-3036	152	36	the	the	DET
cana-3036	152	37	signal	signal	ADJ
cana-3036	152	38	components	component	NOUN
cana-3036	152	39	relevant	relevant	ADJ
cana-3036	152	40	to	to	ADP
cana-3036	152	41	muscle	muscle	NOUN
cana-3036	152	42	activity	activity	NOUN
cana-3036	152	43	and	and	CCONJ
cana-3036	152	44	motion	motion	NOUN
cana-3036	152	45	.	.	PUNCT
cana-3036	153	1	high	high	ADJ
cana-3036	153	2	-	-	PUNCT
cana-3036	153	3	pass	pass	NOUN
cana-3036	153	4	filtering	filtering	NOUN
cana-3036	153	5	:	:	PUNCT
cana-3036	153	6	low	low	ADJ
cana-3036	153	7	-	-	PUNCT
cana-3036	153	8	frequency	frequency	NOUN
cana-3036	153	9	noise	noise	NOUN
cana-3036	153	10	and	and	CCONJ
cana-3036	153	11	drift	drift	NOUN
cana-3036	153	12	,	,	PUNCT
cana-3036	153	13	which	which	PRON
cana-3036	153	14	can	can	AUX
cana-3036	153	15	distort	distort	VERB
cana-3036	153	16	the	the	DET
cana-3036	153	17	imu	imu	NOUN
cana-3036	153	18	data	datum	NOUN
cana-3036	153	19	,	,	PUNCT
cana-3036	153	20	are	be	AUX
cana-3036	153	21	eliminated	eliminate	VERB
cana-3036	153	22	.	.	PUNCT
cana-3036	154	1	band	band	NOUN
cana-3036	154	2	-	-	PUNCT
cana-3036	154	3	pass	pass	NOUN
cana-3036	154	4	filtering	filtering	NOUN
cana-3036	154	5	:	:	PUNCT
cana-3036	154	6	this	this	PRON
cana-3036	154	7	combines	combine	VERB
cana-3036	154	8	low	low	ADJ
cana-3036	154	9	-	-	PUNCT
cana-3036	154	10	pass	pass	NOUN
cana-3036	154	11	and	and	CCONJ
cana-3036	154	12	high	high	ADJ
cana-3036	154	13	-	-	PUNCT
cana-3036	154	14	pass	pass	NOUN
cana-3036	154	15	filters	filter	NOUN
cana-3036	154	16	to	to	PART
cana-3036	154	17	retain	retain	VERB
cana-3036	154	18	signal	signal	ADJ
cana-3036	154	19	components	component	NOUN
cana-3036	154	20	within	within	ADP
cana-3036	154	21	a	a	DET
cana-3036	154	22	specific	specific	ADJ
cana-3036	154	23	frequency	frequency	NOUN
cana-3036	154	24	range	range	NOUN
cana-3036	154	25	that	that	PRON
cana-3036	154	26	is	be	AUX
cana-3036	154	27	most	most	ADV
cana-3036	154	28	relevant	relevant	ADJ
cana-3036	154	29	to	to	PART
cana-3036	154	30	gesture	gesture	VERB
cana-3036	154	31	recognition	recognition	NOUN
cana-3036	154	32	.	.	PUNCT
cana-3036	155	1	segmentation	segmentation	NOUN
cana-3036	155	2	:	:	PUNCT
cana-3036	155	3	the	the	DET
cana-3036	155	4	continuous	continuous	ADJ
cana-3036	155	5	data	data	NOUN
cana-3036	155	6	stream	stream	NOUN
cana-3036	155	7	is	be	AUX
cana-3036	155	8	segmented	segment	VERB
cana-3036	155	9	into	into	ADP
cana-3036	155	10	individual	individual	ADJ
cana-3036	155	11	windows	window	NOUN
cana-3036	155	12	,	,	PUNCT
cana-3036	155	13	each	each	PRON
cana-3036	155	14	corresponding	correspond	VERB
cana-3036	155	15	to	to	ADP
cana-3036	155	16	a	a	DET
cana-3036	155	17	single	single	ADJ
cana-3036	155	18	gesture	gesture	NOUN
cana-3036	155	19	instance	instance	NOUN
cana-3036	155	20	.	.	PUNCT
cana-3036	156	1	this	this	DET
cana-3036	156	2	step	step	NOUN
cana-3036	156	3	ensures	ensure	VERB
cana-3036	156	4	the	the	DET
cana-3036	156	5	data	datum	NOUN
cana-3036	156	6	is	be	AUX
cana-3036	156	7	organized	organize	VERB
cana-3036	156	8	into	into	ADP
cana-3036	156	9	manageable	manageable	ADJ
cana-3036	156	10	chunks	chunk	NOUN
cana-3036	156	11	for	for	ADP
cana-3036	156	12	feature	feature	NOUN
cana-3036	156	13	extraction	extraction	NOUN
cana-3036	156	14	,	,	PUNCT
cana-3036	156	15	with	with	ADP
cana-3036	156	16	each	each	DET
cana-3036	156	17	window	window	NOUN
cana-3036	156	18	containing	contain	VERB
cana-3036	156	19	the	the	DET
cana-3036	156	20	relevant	relevant	ADJ
cana-3036	156	21	signal	signal	NOUN
cana-3036	156	22	portions	portion	NOUN
cana-3036	156	23	for	for	ADP
cana-3036	156	24	a	a	DET
cana-3036	156	25	single	single	ADJ
cana-3036	156	26	gesture	gesture	NOUN
cana-3036	156	27	.	.	PUNCT
cana-3036	157	1	normalization	normalization	NOUN
cana-3036	157	2	:	:	PUNCT
cana-3036	157	3	to	to	PART
cana-3036	157	4	reduce	reduce	VERB
cana-3036	157	5	inter	inter	ADJ
cana-3036	157	6	-	-	ADJ
cana-3036	157	7	subject	subject	ADJ
cana-3036	157	8	variability	variability	NOUN
cana-3036	157	9	and	and	CCONJ
cana-3036	157	10	ensure	ensure	VERB
cana-3036	157	11	consistency	consistency	NOUN
cana-3036	157	12	across	across	ADP
cana-3036	157	13	recording	recording	NOUN
cana-3036	157	14	sessions	session	NOUN
cana-3036	157	15	,	,	PUNCT
cana-3036	157	16	the	the	DET
cana-3036	157	17	data	data	NOUN
cana-3036	157	18	is	be	AUX
cana-3036	157	19	normalized	normalize	VERB
cana-3036	157	20	:	:	PUNCT
cana-3036	157	21	communications	communication	NOUN
cana-3036	157	22	on	on	ADP
cana-3036	157	23	applied	apply	VERB
cana-3036	157	24	nonlinear	nonlinear	ADJ
cana-3036	157	25	analysis	analysis	NOUN
cana-3036	157	26	issn	issn	NOUN
cana-3036	157	27	:	:	PUNCT
cana-3036	157	28	1074	1074	NUM
cana-3036	157	29	-	-	PUNCT
cana-3036	157	30	133x	133x	NUM
cana-3036	157	31	vol	vol	NOUN
cana-3036	157	32	32	32	NUM
cana-3036	157	33	no	no	NOUN
cana-3036	157	34	.	.	PUNCT
cana-3036	158	1	5s	5s	NUM
cana-3036	158	2	(	(	PUNCT
cana-3036	158	3	2025	2025	NUM
cana-3036	158	4	)	)	PUNCT
cana-3036	158	5	236	236	NUM
cana-3036	158	6	https://internationalpubls.com	https://internationalpubls.com	NUM
cana-3036	158	7	min	min	PROPN
cana-3036	158	8	-	-	PROPN
cana-3036	158	9	max	max	PROPN
cana-3036	158	10	normalization	normalization	NOUN
cana-3036	158	11	:	:	PUNCT
cana-3036	158	12	this	this	PRON
cana-3036	158	13	scales	scale	VERB
cana-3036	158	14	the	the	DET
cana-3036	158	15	data	datum	NOUN
cana-3036	158	16	to	to	ADP
cana-3036	158	17	a	a	DET
cana-3036	158	18	fixed	fixed	ADJ
cana-3036	158	19	range	range	NOUN
cana-3036	158	20	,	,	PUNCT
cana-3036	158	21	typically	typically	ADV
cana-3036	158	22	[	[	X
cana-3036	158	23	0	0	NUM
cana-3036	158	24	,	,	PUNCT
cana-3036	158	25	1	1	NUM
cana-3036	158	26	]	]	PUNCT
cana-3036	158	27	,	,	PUNCT
cana-3036	158	28	ensuring	ensure	VERB
cana-3036	158	29	uniformity	uniformity	NOUN
cana-3036	158	30	across	across	ADP
cana-3036	158	31	different	different	ADJ
cana-3036	158	32	data	datum	NOUN
cana-3036	158	33	samples	sample	NOUN
cana-3036	158	34	.	.	PUNCT
cana-3036	159	1	z	z	X
cana-3036	159	2	-	-	PUNCT
cana-3036	159	3	score	score	NOUN
cana-3036	159	4	normalization	normalization	NOUN
cana-3036	159	5	:	:	PUNCT
cana-3036	159	6	the	the	DET
cana-3036	159	7	data	data	NOUN
cana-3036	159	8	is	be	AUX
cana-3036	159	9	centered	center	VERB
cana-3036	159	10	around	around	ADP
cana-3036	159	11	the	the	DET
cana-3036	159	12	mean	mean	NOUN
cana-3036	159	13	with	with	ADP
cana-3036	159	14	a	a	DET
cana-3036	159	15	standard	standard	ADJ
cana-3036	159	16	deviation	deviation	NOUN
cana-3036	159	17	of	of	ADP
cana-3036	159	18	one	one	NUM
cana-3036	159	19	,	,	PUNCT
cana-3036	159	20	standardizing	standardize	VERB
cana-3036	159	21	the	the	DET
cana-3036	159	22	data	datum	NOUN
cana-3036	159	23	distribution	distribution	NOUN
cana-3036	159	24	and	and	CCONJ
cana-3036	159	25	reducing	reduce	VERB
cana-3036	159	26	the	the	DET
cana-3036	159	27	impact	impact	NOUN
cana-3036	159	28	of	of	ADP
cana-3036	159	29	outliers	outlier	NOUN
cana-3036	159	30	.	.	PUNCT
cana-3036	160	1	4.3	4.3	NUM
cana-3036	160	2	feature	feature	NOUN
cana-3036	160	3	extraction	extraction	NOUN
cana-3036	160	4	feature	feature	NOUN
cana-3036	160	5	extraction	extraction	NOUN
cana-3036	160	6	involves	involve	VERB
cana-3036	160	7	deriving	derive	VERB
cana-3036	160	8	meaningful	meaningful	ADJ
cana-3036	160	9	and	and	CCONJ
cana-3036	160	10	discriminative	discriminative	NOUN
cana-3036	160	11	features	feature	NOUN
cana-3036	160	12	from	from	ADP
cana-3036	160	13	the	the	DET
cana-3036	160	14	preprocessed	preprocesse	VERB
cana-3036	160	15	data	datum	NOUN
cana-3036	160	16	,	,	PUNCT
cana-3036	160	17	representing	represent	VERB
cana-3036	160	18	the	the	DET
cana-3036	160	19	underlying	underlie	VERB
cana-3036	160	20	patterns	pattern	NOUN
cana-3036	160	21	and	and	CCONJ
cana-3036	160	22	characteristics	characteristic	NOUN
cana-3036	160	23	of	of	ADP
cana-3036	160	24	hand	hand	NOUN
cana-3036	160	25	gestures	gesture	NOUN
cana-3036	160	26	.	.	PUNCT
cana-3036	161	1	semg	semg	NOUN
cana-3036	161	2	feature	feature	NOUN
cana-3036	161	3	extraction	extraction	NOUN
cana-3036	161	4	:	:	PUNCT
cana-3036	161	5	time	time	NOUN
cana-3036	161	6	-	-	PUNCT
cana-3036	161	7	domain	domain	NOUN
cana-3036	161	8	features	feature	NOUN
cana-3036	161	9	:	:	PUNCT
cana-3036	161	10	these	these	PRON
cana-3036	161	11	include	include	VERB
cana-3036	161	12	mean	mean	ADJ
cana-3036	161	13	absolute	absolute	ADJ
cana-3036	161	14	value	value	NOUN
cana-3036	161	15	(	(	PUNCT
cana-3036	161	16	mav	mav	PROPN
cana-3036	161	17	)	)	PUNCT
cana-3036	161	18	,	,	PUNCT
cana-3036	161	19	root	root	NOUN
cana-3036	161	20	mean	mean	NOUN
cana-3036	161	21	square	square	PROPN
cana-3036	161	22	(	(	PUNCT
cana-3036	161	23	rms	rm	NOUN
cana-3036	161	24	)	)	PUNCT
cana-3036	161	25	,	,	PUNCT
cana-3036	161	26	and	and	CCONJ
cana-3036	161	27	waveform	waveform	VERB
cana-3036	161	28	length	length	NOUN
cana-3036	161	29	(	(	PUNCT
cana-3036	161	30	wl	wl	PROPN
cana-3036	161	31	)	)	PUNCT
cana-3036	161	32	,	,	PUNCT
cana-3036	161	33	capturing	capture	VERB
cana-3036	161	34	the	the	DET
cana-3036	161	35	amplitude	amplitude	NOUN
cana-3036	161	36	and	and	CCONJ
cana-3036	161	37	variability	variability	NOUN
cana-3036	161	38	of	of	ADP
cana-3036	161	39	the	the	DET
cana-3036	161	40	semg	semg	NOUN
cana-3036	161	41	signals	signal	NOUN
cana-3036	161	42	.	.	PUNCT
cana-3036	162	1	these	these	DET
cana-3036	162	2	features	feature	NOUN
cana-3036	162	3	provide	provide	VERB
cana-3036	162	4	insights	insight	NOUN
cana-3036	162	5	into	into	ADP
cana-3036	162	6	the	the	DET
cana-3036	162	7	intensity	intensity	NOUN
cana-3036	162	8	and	and	CCONJ
cana-3036	162	9	consistency	consistency	NOUN
cana-3036	162	10	of	of	ADP
cana-3036	162	11	muscle	muscle	NOUN
cana-3036	162	12	contractions	contraction	NOUN
cana-3036	162	13	.	.	PUNCT
cana-3036	163	1	frequency	frequency	NOUN
cana-3036	163	2	-	-	PUNCT
cana-3036	163	3	domain	domain	NOUN
cana-3036	163	4	features	feature	NOUN
cana-3036	163	5	:	:	PUNCT
cana-3036	163	6	using	use	VERB
cana-3036	163	7	fourier	fourier	NOUN
cana-3036	163	8	transform	transform	NOUN
cana-3036	163	9	techniques	technique	NOUN
cana-3036	163	10	,	,	PUNCT
cana-3036	163	11	frequency	frequency	NOUN
cana-3036	163	12	-	-	PUNCT
cana-3036	163	13	domain	domain	NOUN
cana-3036	163	14	features	feature	NOUN
cana-3036	163	15	such	such	ADJ
cana-3036	163	16	as	as	ADP
cana-3036	163	17	mean	mean	ADJ
cana-3036	163	18	frequency	frequency	NOUN
cana-3036	163	19	(	(	PUNCT
cana-3036	163	20	mf	mf	NOUN
cana-3036	163	21	)	)	PUNCT
cana-3036	163	22	and	and	CCONJ
cana-3036	163	23	median	median	ADJ
cana-3036	163	24	frequency	frequency	NOUN
cana-3036	163	25	(	(	PUNCT
cana-3036	163	26	mdf	mdf	NOUN
cana-3036	163	27	)	)	PUNCT
cana-3036	163	28	are	be	AUX
cana-3036	163	29	extracted	extract	VERB
cana-3036	163	30	.	.	PUNCT
cana-3036	164	1	these	these	DET
cana-3036	164	2	features	feature	NOUN
cana-3036	164	3	offer	offer	VERB
cana-3036	164	4	information	information	NOUN
cana-3036	164	5	on	on	ADP
cana-3036	164	6	the	the	DET
cana-3036	164	7	spectral	spectral	ADJ
cana-3036	164	8	content	content	NOUN
cana-3036	164	9	of	of	ADP
cana-3036	164	10	the	the	DET
cana-3036	164	11	semg	semg	NOUN
cana-3036	164	12	signals	signal	NOUN
cana-3036	164	13	,	,	PUNCT
cana-3036	164	14	highlighting	highlight	VERB
cana-3036	164	15	the	the	DET
cana-3036	164	16	frequency	frequency	NOUN
cana-3036	164	17	components	component	NOUN
cana-3036	164	18	that	that	PRON
cana-3036	164	19	correspond	correspond	VERB
cana-3036	164	20	to	to	ADP
cana-3036	164	21	different	different	ADJ
cana-3036	164	22	muscle	muscle	NOUN
cana-3036	164	23	activities	activity	NOUN
cana-3036	164	24	.	.	PUNCT
cana-3036	165	1	imu	imu	NOUN
cana-3036	165	2	feature	feature	NOUN
cana-3036	165	3	extraction	extraction	NOUN
cana-3036	165	4	:	:	PUNCT
cana-3036	165	5	kinematic	kinematic	ADJ
cana-3036	165	6	features	feature	NOUN
cana-3036	165	7	:	:	PUNCT
cana-3036	165	8	these	these	PRON
cana-3036	165	9	include	include	VERB
cana-3036	165	10	linear	linear	ADJ
cana-3036	165	11	and	and	CCONJ
cana-3036	165	12	angular	angular	ADJ
cana-3036	165	13	acceleration	acceleration	NOUN
cana-3036	165	14	,	,	PUNCT
cana-3036	165	15	velocity	velocity	NOUN
cana-3036	165	16	,	,	PUNCT
cana-3036	165	17	and	and	CCONJ
cana-3036	165	18	orientation	orientation	NOUN
cana-3036	165	19	,	,	PUNCT
cana-3036	165	20	extracted	extract	VERB
cana-3036	165	21	from	from	ADP
cana-3036	165	22	the	the	DET
cana-3036	165	23	imu	imu	NOUN
cana-3036	165	24	data	datum	NOUN
cana-3036	165	25	.	.	PUNCT
cana-3036	166	1	they	they	PRON
cana-3036	166	2	describe	describe	VERB
cana-3036	166	3	the	the	DET
cana-3036	166	4	hand	hand	NOUN
cana-3036	166	5	's	's	PART
cana-3036	166	6	dynamic	dynamic	ADJ
cana-3036	166	7	movement	movement	NOUN
cana-3036	166	8	and	and	CCONJ
cana-3036	166	9	spatial	spatial	ADJ
cana-3036	166	10	orientation	orientation	NOUN
cana-3036	166	11	,	,	PUNCT
cana-3036	166	12	crucial	crucial	ADJ
cana-3036	166	13	for	for	ADP
cana-3036	166	14	understanding	understand	VERB
cana-3036	166	15	the	the	DET
cana-3036	166	16	motion	motion	NOUN
cana-3036	166	17	patterns	pattern	NOUN
cana-3036	166	18	associated	associate	VERB
cana-3036	166	19	with	with	ADP
cana-3036	166	20	each	each	DET
cana-3036	166	21	gesture	gesture	NOUN
cana-3036	166	22	.	.	PUNCT
cana-3036	167	1	statistical	statistical	ADJ
cana-3036	167	2	features	feature	NOUN
cana-3036	167	3	:	:	PUNCT
cana-3036	167	4	statistical	statistical	ADJ
cana-3036	167	5	measures	measure	NOUN
cana-3036	167	6	such	such	ADJ
cana-3036	167	7	as	as	ADP
cana-3036	167	8	mean	mean	ADJ
cana-3036	167	9	,	,	PUNCT
cana-3036	167	10	standard	standard	ADJ
cana-3036	167	11	deviation	deviation	NOUN
cana-3036	167	12	,	,	PUNCT
cana-3036	167	13	skewness	skewness	NOUN
cana-3036	167	14	,	,	PUNCT
cana-3036	167	15	and	and	CCONJ
cana-3036	167	16	kurtosis	kurtosis	NOUN
cana-3036	167	17	are	be	AUX
cana-3036	167	18	computed	compute	VERB
cana-3036	167	19	from	from	ADP
cana-3036	167	20	the	the	DET
cana-3036	167	21	imu	imu	NOUN
cana-3036	167	22	signals	signal	NOUN
cana-3036	167	23	.	.	PUNCT
cana-3036	168	1	these	these	DET
cana-3036	168	2	features	feature	NOUN
cana-3036	168	3	provide	provide	VERB
cana-3036	168	4	insights	insight	NOUN
cana-3036	168	5	into	into	ADP
cana-3036	168	6	the	the	DET
cana-3036	168	7	distribution	distribution	NOUN
cana-3036	168	8	and	and	CCONJ
cana-3036	168	9	variability	variability	NOUN
cana-3036	168	10	of	of	ADP
cana-3036	168	11	the	the	DET
cana-3036	168	12	motion	motion	NOUN
cana-3036	168	13	data	datum	NOUN
cana-3036	168	14	,	,	PUNCT
cana-3036	168	15	enhancing	enhance	VERB
cana-3036	168	16	the	the	DET
cana-3036	168	17	representation	representation	NOUN
cana-3036	168	18	of	of	ADP
cana-3036	168	19	gesture	gesture	NOUN
cana-3036	168	20	dynamics	dynamic	NOUN
cana-3036	168	21	.	.	PUNCT
cana-3036	169	1	4.4	4.4	NUM
cana-3036	169	2	feature	feature	NOUN
cana-3036	169	3	fusion	fusion	NOUN
cana-3036	169	4	feature	feature	NOUN
cana-3036	169	5	fusion	fusion	NOUN
cana-3036	169	6	combines	combine	VERB
cana-3036	169	7	the	the	DET
cana-3036	169	8	extracted	extract	VERB
cana-3036	169	9	features	feature	NOUN
cana-3036	169	10	from	from	ADP
cana-3036	169	11	semg	semg	NOUN
cana-3036	169	12	and	and	CCONJ
cana-3036	169	13	imu	imu	ADJ
cana-3036	169	14	sensors	sensor	NOUN
cana-3036	169	15	to	to	PART
cana-3036	169	16	create	create	VERB
cana-3036	169	17	a	a	DET
cana-3036	169	18	unified	unified	ADJ
cana-3036	169	19	and	and	CCONJ
cana-3036	169	20	robust	robust	ADJ
cana-3036	169	21	feature	feature	NOUN
cana-3036	169	22	representation	representation	NOUN
cana-3036	169	23	.	.	PUNCT
cana-3036	170	1	feature	feature	NOUN
cana-3036	170	2	concatenation	concatenation	NOUN
cana-3036	170	3	:	:	PUNCT
cana-3036	170	4	the	the	DET
cana-3036	170	5	individual	individual	ADJ
cana-3036	170	6	feature	feature	NOUN
cana-3036	170	7	vectors	vector	NOUN
cana-3036	170	8	derived	derive	VERB
cana-3036	170	9	from	from	ADP
cana-3036	170	10	semg	semg	NOUN
cana-3036	170	11	and	and	CCONJ
cana-3036	170	12	imu	imu	NOUN
cana-3036	170	13	data	datum	NOUN
cana-3036	170	14	are	be	AUX
cana-3036	170	15	concatenated	concatenate	VERB
cana-3036	170	16	to	to	PART
cana-3036	170	17	form	form	VERB
cana-3036	170	18	a	a	DET
cana-3036	170	19	single	single	ADJ
cana-3036	170	20	,	,	PUNCT
cana-3036	170	21	comprehensive	comprehensive	ADJ
cana-3036	170	22	feature	feature	NOUN
cana-3036	170	23	vector	vector	NOUN
cana-3036	170	24	.	.	PUNCT
cana-3036	171	1	this	this	DET
cana-3036	171	2	combined	combine	VERB
cana-3036	171	3	vector	vector	NOUN
cana-3036	171	4	captures	capture	VERB
cana-3036	171	5	both	both	CCONJ
cana-3036	171	6	the	the	DET
cana-3036	171	7	muscle	muscle	NOUN
cana-3036	171	8	activity	activity	NOUN
cana-3036	171	9	and	and	CCONJ
cana-3036	171	10	kinematic	kinematic	ADJ
cana-3036	171	11	information	information	NOUN
cana-3036	171	12	,	,	PUNCT
cana-3036	171	13	enhancing	enhance	VERB
cana-3036	171	14	the	the	DET
cana-3036	171	15	overall	overall	ADJ
cana-3036	171	16	representation	representation	NOUN
cana-3036	171	17	of	of	ADP
cana-3036	171	18	the	the	DET
cana-3036	171	19	gesture	gesture	NOUN
cana-3036	171	20	.	.	PUNCT
cana-3036	172	1	reducing	reduce	VERB
cana-3036	172	2	computational	computational	ADJ
cana-3036	172	3	complexity	complexity	NOUN
cana-3036	172	4	:	:	PUNCT
cana-3036	172	5	lower	lower	ADV
cana-3036	172	6	-	-	PUNCT
cana-3036	172	7	dimensional	dimensional	ADJ
cana-3036	172	8	feature	feature	NOUN
cana-3036	172	9	vectors	vector	NOUN
cana-3036	172	10	require	require	VERB
cana-3036	172	11	less	less	ADJ
cana-3036	172	12	computational	computational	ADJ
cana-3036	172	13	resources	resource	NOUN
cana-3036	172	14	,	,	PUNCT
cana-3036	172	15	improving	improve	VERB
cana-3036	172	16	the	the	DET
cana-3036	172	17	efficiency	efficiency	NOUN
cana-3036	172	18	of	of	ADP
cana-3036	172	19	subsequent	subsequent	ADJ
cana-3036	172	20	processing	processing	NOUN
cana-3036	172	21	steps	step	NOUN
cana-3036	172	22	.	.	PUNCT
cana-3036	173	1	enhancing	enhance	VERB
cana-3036	173	2	discriminability	discriminability	NOUN
cana-3036	173	3	:	:	PUNCT
cana-3036	173	4	these	these	DET
cana-3036	173	5	techniques	technique	NOUN
cana-3036	173	6	enhance	enhance	VERB
cana-3036	173	7	class	class	NOUN
cana-3036	173	8	separability	separability	NOUN
cana-3036	173	9	by	by	ADP
cana-3036	173	10	projecting	project	VERB
cana-3036	173	11	features	feature	NOUN
cana-3036	173	12	into	into	ADP
cana-3036	173	13	a	a	DET
cana-3036	173	14	lower	lower	ADV
cana-3036	173	15	-	-	PUNCT
cana-3036	173	16	dimensional	dimensional	ADJ
cana-3036	173	17	space	space	NOUN
cana-3036	173	18	where	where	SCONJ
cana-3036	173	19	discrimination	discrimination	NOUN
cana-3036	173	20	between	between	ADP
cana-3036	173	21	gesture	gesture	NOUN
cana-3036	173	22	classes	class	NOUN
cana-3036	173	23	is	be	AUX
cana-3036	173	24	maximized	maximize	VERB
cana-3036	173	25	.	.	PUNCT
cana-3036	174	1	feature	feature	NOUN
cana-3036	174	2	selection	selection	NOUN
cana-3036	174	3	:	:	PUNCT
cana-3036	174	4	methods	method	NOUN
cana-3036	174	5	such	such	ADJ
cana-3036	174	6	as	as	ADP
cana-3036	174	7	recursive	recursive	ADJ
cana-3036	174	8	feature	feature	NOUN
cana-3036	174	9	elimination	elimination	NOUN
cana-3036	174	10	(	(	PUNCT
cana-3036	174	11	rfe	rfe	NOUN
cana-3036	174	12	)	)	PUNCT
cana-3036	174	13	or	or	CCONJ
cana-3036	174	14	mutual	mutual	ADJ
cana-3036	174	15	information	information	NOUN
cana-3036	174	16	are	be	AUX
cana-3036	174	17	used	use	VERB
cana-3036	174	18	to	to	PART
cana-3036	174	19	select	select	VERB
cana-3036	174	20	the	the	DET
cana-3036	174	21	most	most	ADV
cana-3036	174	22	relevant	relevant	ADJ
cana-3036	174	23	features	feature	NOUN
cana-3036	174	24	from	from	ADP
cana-3036	174	25	the	the	DET
cana-3036	174	26	combined	combine	VERB
cana-3036	174	27	vector	vector	NOUN
cana-3036	174	28	.	.	PUNCT
cana-3036	175	1	this	this	DET
cana-3036	175	2	step	step	NOUN
cana-3036	175	3	ensures	ensure	VERB
cana-3036	175	4	that	that	SCONJ
cana-3036	175	5	only	only	ADV
cana-3036	175	6	the	the	DET
cana-3036	175	7	most	most	ADV
cana-3036	175	8	informative	informative	ADJ
cana-3036	175	9	features	feature	NOUN
cana-3036	175	10	are	be	AUX
cana-3036	175	11	used	use	VERB
cana-3036	175	12	for	for	ADP
cana-3036	175	13	model	model	NOUN
cana-3036	175	14	training	training	NOUN
cana-3036	175	15	,	,	PUNCT
cana-3036	175	16	improving	improve	VERB
cana-3036	175	17	performance	performance	NOUN
cana-3036	175	18	and	and	CCONJ
cana-3036	175	19	generalizability	generalizability	NOUN
cana-3036	175	20	.	.	PUNCT
cana-3036	176	1	communications	communication	NOUN
cana-3036	176	2	on	on	ADP
cana-3036	176	3	applied	apply	VERB
cana-3036	176	4	nonlinear	nonlinear	ADJ
cana-3036	176	5	analysis	analysis	NOUN
cana-3036	176	6	issn	issn	NOUN
cana-3036	176	7	:	:	PUNCT
cana-3036	176	8	1074	1074	NUM
cana-3036	176	9	-	-	PUNCT
cana-3036	176	10	133x	133x	NUM
cana-3036	176	11	vol	vol	NOUN
cana-3036	176	12	32	32	NUM
cana-3036	176	13	no	no	NOUN
cana-3036	176	14	.	.	PUNCT
cana-3036	177	1	5s	5s	NUM
cana-3036	177	2	(	(	PUNCT
cana-3036	177	3	2025	2025	NUM
cana-3036	177	4	)	)	PUNCT
cana-3036	177	5	237	237	NUM
cana-3036	177	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-3036	178	1	fig.1	fig.1	ADJ
cana-3036	178	2	:	:	PUNCT
cana-3036	178	3	gesture	gesture	NOUN
cana-3036	178	4	recognition	recognition	NOUN
cana-3036	178	5	steps	step	NOUN
cana-3036	178	6	.	.	PUNCT
cana-3036	179	1	5	5	X
cana-3036	179	2	.	.	NOUN
cana-3036	179	3	results	result	NOUN
cana-3036	179	4	and	and	CCONJ
cana-3036	179	5	analysis	analysis	NOUN
cana-3036	179	6	this	this	DET
cana-3036	179	7	section	section	NOUN
cana-3036	179	8	presents	present	VERB
cana-3036	179	9	the	the	DET
cana-3036	179	10	comprehensive	comprehensive	ADJ
cana-3036	179	11	evaluation	evaluation	NOUN
cana-3036	179	12	of	of	ADP
cana-3036	179	13	the	the	DET
cana-3036	179	14	proposed	propose	VERB
cana-3036	179	15	hand	hand	NOUN
cana-3036	179	16	gesture	gesture	NOUN
cana-3036	179	17	recognition	recognition	NOUN
cana-3036	179	18	(	(	PUNCT
cana-3036	179	19	hgr	hgr	ADJ
cana-3036	179	20	)	)	PUNCT
cana-3036	179	21	system	system	NOUN
cana-3036	179	22	using	use	VERB
cana-3036	179	23	semg	semg	NOUN
cana-3036	179	24	and	and	CCONJ
cana-3036	179	25	imu	imu	NOUN
cana-3036	179	26	data	datum	NOUN
cana-3036	179	27	.	.	PUNCT
cana-3036	180	1	the	the	DET
cana-3036	180	2	experiments	experiment	NOUN
cana-3036	180	3	were	be	AUX
cana-3036	180	4	designed	design	VERB
cana-3036	180	5	to	to	PART
cana-3036	180	6	validate	validate	VERB
cana-3036	180	7	the	the	DET
cana-3036	180	8	effectiveness	effectiveness	NOUN
cana-3036	180	9	of	of	ADP
cana-3036	180	10	our	our	PRON
cana-3036	180	11	methodology	methodology	NOUN
cana-3036	180	12	,	,	PUNCT
cana-3036	180	13	focusing	focus	VERB
cana-3036	180	14	on	on	ADP
cana-3036	180	15	the	the	DET
cana-3036	180	16	accuracy	accuracy	NOUN
cana-3036	180	17	,	,	PUNCT
cana-3036	180	18	precision	precision	NOUN
cana-3036	180	19	,	,	PUNCT
cana-3036	180	20	recall	recall	NOUN
cana-3036	180	21	,	,	PUNCT
cana-3036	180	22	and	and	CCONJ
cana-3036	180	23	f1	f1	NOUN
cana-3036	180	24	-	-	PUNCT
cana-3036	180	25	score	score	NOUN
cana-3036	180	26	of	of	ADP
cana-3036	180	27	the	the	DET
cana-3036	180	28	system	system	NOUN
cana-3036	180	29	.	.	PUNCT
cana-3036	181	1	we	we	PRON
cana-3036	181	2	also	also	ADV
cana-3036	181	3	include	include	VERB
cana-3036	181	4	a	a	DET
cana-3036	181	5	comparison	comparison	NOUN
cana-3036	181	6	with	with	ADP
cana-3036	181	7	existing	exist	VERB
cana-3036	181	8	state	state	NOUN
cana-3036	181	9	-	-	PUNCT
cana-3036	181	10	of	of	ADP
cana-3036	181	11	-	-	PUNCT
cana-3036	181	12	the	the	DET
cana-3036	181	13	-	-	PUNCT
cana-3036	181	14	art	art	NOUN
cana-3036	181	15	methods	method	NOUN
cana-3036	181	16	to	to	PART
cana-3036	181	17	contextualize	contextualize	VERB
cana-3036	181	18	our	our	PRON
cana-3036	181	19	findings	finding	NOUN
cana-3036	181	20	within	within	ADP
cana-3036	181	21	the	the	DET
cana-3036	181	22	broader	broad	ADJ
cana-3036	181	23	research	research	NOUN
cana-3036	181	24	landscape	landscape	NOUN
cana-3036	181	25	.	.	PUNCT
cana-3036	182	1	5.1	5.1	NUM
cana-3036	182	2	experimental	experimental	ADJ
cana-3036	182	3	setup	setup	NOUN
cana-3036	182	4	to	to	PART
cana-3036	182	5	thoroughly	thoroughly	ADV
cana-3036	182	6	evaluate	evaluate	VERB
cana-3036	182	7	the	the	DET
cana-3036	182	8	proposed	propose	VERB
cana-3036	182	9	system	system	NOUN
cana-3036	182	10	,	,	PUNCT
cana-3036	182	11	we	we	PRON
cana-3036	182	12	conducted	conduct	VERB
cana-3036	182	13	experiments	experiment	NOUN
cana-3036	182	14	using	use	VERB
cana-3036	182	15	a	a	DET
cana-3036	182	16	dataset	dataset	NOUN
cana-3036	182	17	collected	collect	VERB
cana-3036	182	18	from	from	ADP
cana-3036	182	19	20	20	NUM
cana-3036	182	20	participants	participant	NOUN
cana-3036	182	21	,	,	PUNCT
cana-3036	182	22	each	each	PRON
cana-3036	182	23	performing	perform	VERB
cana-3036	182	24	10	10	NUM
cana-3036	182	25	distinct	distinct	ADJ
cana-3036	182	26	hand	hand	NOUN
cana-3036	182	27	gestures	gesture	NOUN
cana-3036	182	28	.	.	PUNCT
cana-3036	183	1	the	the	DET
cana-3036	183	2	data	data	NOUN
cana-3036	183	3	acquisition	acquisition	NOUN
cana-3036	183	4	involved	involve	VERB
cana-3036	183	5	semg	semg	NOUN
cana-3036	183	6	and	and	CCONJ
cana-3036	183	7	imu	imu	ADJ
cana-3036	183	8	sensors	sensor	NOUN
cana-3036	183	9	to	to	PART
cana-3036	183	10	capture	capture	VERB
cana-3036	183	11	the	the	DET
cana-3036	183	12	muscle	muscle	NOUN
cana-3036	183	13	activity	activity	NOUN
cana-3036	183	14	and	and	CCONJ
cana-3036	183	15	kinematic	kinematic	ADJ
cana-3036	183	16	movements	movement	NOUN
cana-3036	183	17	associated	associate	VERB
cana-3036	183	18	with	with	ADP
cana-3036	183	19	each	each	DET
cana-3036	183	20	gesture	gesture	NOUN
cana-3036	183	21	.	.	PUNCT
cana-3036	184	1	the	the	DET
cana-3036	184	2	dataset	dataset	NOUN
cana-3036	184	3	was	be	AUX
cana-3036	184	4	divided	divide	VERB
cana-3036	184	5	into	into	ADP
cana-3036	184	6	training	training	NOUN
cana-3036	184	7	(	(	PUNCT
cana-3036	184	8	70	70	NUM
cana-3036	184	9	%	%	NOUN
cana-3036	184	10	)	)	PUNCT
cana-3036	184	11	,	,	PUNCT
cana-3036	184	12	validation	validation	NOUN
cana-3036	184	13	(	(	PUNCT
cana-3036	184	14	15	15	NUM
cana-3036	184	15	%	%	NOUN
cana-3036	184	16	)	)	PUNCT
cana-3036	184	17	,	,	PUNCT
cana-3036	184	18	and	and	CCONJ
cana-3036	184	19	test	test	NOUN
cana-3036	184	20	(	(	PUNCT
cana-3036	184	21	15	15	NUM
cana-3036	184	22	%	%	NOUN
cana-3036	184	23	)	)	PUNCT
cana-3036	184	24	sets	set	VERB
cana-3036	184	25	to	to	PART
cana-3036	184	26	ensure	ensure	VERB
cana-3036	184	27	a	a	DET
cana-3036	184	28	robust	robust	ADJ
cana-3036	184	29	assessment	assessment	NOUN
cana-3036	184	30	of	of	ADP
cana-3036	184	31	the	the	DET
cana-3036	184	32	model	model	NOUN
cana-3036	184	33	's	's	PART
cana-3036	184	34	performance	performance	NOUN
cana-3036	184	35	.	.	PUNCT
cana-3036	185	1	all	all	DET
cana-3036	185	2	experiments	experiment	NOUN
cana-3036	185	3	were	be	AUX
cana-3036	185	4	performed	perform	VERB
cana-3036	185	5	on	on	ADP
cana-3036	185	6	a	a	DET
cana-3036	185	7	high	high	ADJ
cana-3036	185	8	-	-	PUNCT
cana-3036	185	9	performance	performance	NOUN
cana-3036	185	10	computing	computing	NOUN
cana-3036	185	11	system	system	NOUN
cana-3036	185	12	equipped	equip	VERB
cana-3036	185	13	with	with	ADP
cana-3036	185	14	an	an	DET
cana-3036	185	15	nvidia	nvidia	PROPN
cana-3036	185	16	gtx	gtx	ADJ
cana-3036	185	17	1080	1080	NUM
cana-3036	185	18	ti	ti	NOUN
cana-3036	185	19	gpu	gpu	PROPN
cana-3036	185	20	,	,	PUNCT
cana-3036	185	21	leveraging	leverage	VERB
cana-3036	185	22	tensorflow	tensorflow	NOUN
cana-3036	185	23	for	for	ADP
cana-3036	185	24	model	model	NOUN
cana-3036	185	25	implementation	implementation	NOUN
cana-3036	185	26	and	and	CCONJ
cana-3036	185	27	training	training	NOUN
cana-3036	185	28	.	.	PUNCT
cana-3036	186	1	5.2	5.2	NUM
cana-3036	186	2	performance	performance	NOUN
cana-3036	186	3	metrics	metric	NOUN
cana-3036	186	4	the	the	DET
cana-3036	186	5	performance	performance	NOUN
cana-3036	186	6	of	of	ADP
cana-3036	186	7	the	the	DET
cana-3036	186	8	hgr	hgr	ADJ
cana-3036	186	9	system	system	NOUN
cana-3036	186	10	was	be	AUX
cana-3036	186	11	evaluated	evaluate	VERB
cana-3036	186	12	using	use	VERB
cana-3036	186	13	several	several	ADJ
cana-3036	186	14	key	key	ADJ
cana-3036	186	15	metrics	metric	NOUN
cana-3036	186	16	:	:	PUNCT
cana-3036	186	17	accuracy	accuracy	NOUN
cana-3036	186	18	:	:	PUNCT
cana-3036	186	19	the	the	DET
cana-3036	186	20	proportion	proportion	NOUN
cana-3036	186	21	of	of	ADP
cana-3036	186	22	correctly	correctly	ADV
cana-3036	186	23	identified	identify	VERB
cana-3036	186	24	gestures	gesture	NOUN
cana-3036	186	25	out	out	ADP
cana-3036	186	26	of	of	ADP
cana-3036	186	27	the	the	DET
cana-3036	186	28	total	total	ADJ
cana-3036	186	29	gestures	gesture	NOUN
cana-3036	186	30	.	.	PUNCT
cana-3036	187	1	precision	precision	NOUN
cana-3036	187	2	:	:	PUNCT
cana-3036	187	3	the	the	DET
cana-3036	187	4	ratio	ratio	NOUN
cana-3036	187	5	of	of	ADP
cana-3036	187	6	true	true	ADJ
cana-3036	187	7	positive	positive	ADJ
cana-3036	187	8	predictions	prediction	NOUN
cana-3036	187	9	to	to	ADP
cana-3036	187	10	the	the	DET
cana-3036	187	11	sum	sum	NOUN
cana-3036	187	12	of	of	ADP
cana-3036	187	13	true	true	ADJ
cana-3036	187	14	positive	positive	ADJ
cana-3036	187	15	and	and	CCONJ
cana-3036	187	16	false	false	ADJ
cana-3036	187	17	positive	positive	ADJ
cana-3036	187	18	predictions	prediction	NOUN
cana-3036	187	19	.	.	PUNCT
cana-3036	188	1	communications	communication	NOUN
cana-3036	188	2	on	on	ADP
cana-3036	188	3	applied	apply	VERB
cana-3036	188	4	nonlinear	nonlinear	ADJ
cana-3036	188	5	analysis	analysis	NOUN
cana-3036	188	6	issn	issn	NOUN
cana-3036	188	7	:	:	PUNCT
cana-3036	188	8	1074	1074	NUM
cana-3036	188	9	-	-	PUNCT
cana-3036	188	10	133x	133x	NUM
cana-3036	188	11	vol	vol	NOUN
cana-3036	188	12	32	32	NUM
cana-3036	188	13	no	no	NOUN
cana-3036	188	14	.	.	PUNCT
cana-3036	189	1	5s	5s	NUM
cana-3036	189	2	(	(	PUNCT
cana-3036	189	3	2025	2025	NUM
cana-3036	189	4	)	)	PUNCT
cana-3036	189	5	238	238	NUM
cana-3036	189	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-3036	189	7	recall	recall	NOUN
cana-3036	189	8	:	:	PUNCT
cana-3036	189	9	the	the	DET
cana-3036	189	10	ratio	ratio	NOUN
cana-3036	189	11	of	of	ADP
cana-3036	189	12	true	true	ADJ
cana-3036	189	13	positive	positive	ADJ
cana-3036	189	14	predictions	prediction	NOUN
cana-3036	189	15	to	to	ADP
cana-3036	189	16	the	the	DET
cana-3036	189	17	sum	sum	NOUN
cana-3036	189	18	of	of	ADP
cana-3036	189	19	true	true	ADJ
cana-3036	189	20	positive	positive	ADJ
cana-3036	189	21	and	and	CCONJ
cana-3036	189	22	false	false	ADJ
cana-3036	189	23	negative	negative	ADJ
cana-3036	189	24	predictions	prediction	NOUN
cana-3036	189	25	.	.	PUNCT
cana-3036	190	1	f1	f1	NOUN
cana-3036	190	2	-	-	PUNCT
cana-3036	190	3	score	score	NOUN
cana-3036	190	4	:	:	PUNCT
cana-3036	190	5	the	the	DET
cana-3036	190	6	harmonic	harmonic	ADJ
cana-3036	190	7	mean	mean	NOUN
cana-3036	190	8	of	of	ADP
cana-3036	190	9	precision	precision	NOUN
cana-3036	190	10	and	and	CCONJ
cana-3036	190	11	recall	recall	NOUN
cana-3036	190	12	,	,	PUNCT
cana-3036	190	13	providing	provide	VERB
cana-3036	190	14	a	a	DET
cana-3036	190	15	balance	balance	NOUN
cana-3036	190	16	between	between	ADP
cana-3036	190	17	the	the	DET
cana-3036	190	18	two	two	NUM
cana-3036	190	19	.	.	PUNCT
cana-3036	191	1	5.3	5.3	NUM
cana-3036	191	2	evaluation	evaluation	NOUN
cana-3036	191	3	results	result	VERB
cana-3036	191	4	the	the	DET
cana-3036	191	5	performance	performance	NOUN
cana-3036	191	6	of	of	ADP
cana-3036	191	7	the	the	DET
cana-3036	191	8	proposed	propose	VERB
cana-3036	191	9	system	system	NOUN
cana-3036	191	10	is	be	AUX
cana-3036	191	11	summarized	summarize	VERB
cana-3036	191	12	in	in	ADP
cana-3036	191	13	table	table	NOUN
cana-3036	191	14	1	1	NUM
cana-3036	191	15	,	,	PUNCT
cana-3036	191	16	which	which	PRON
cana-3036	191	17	provides	provide	VERB
cana-3036	191	18	detailed	detailed	ADJ
cana-3036	191	19	metrics	metric	NOUN
cana-3036	191	20	for	for	ADP
cana-3036	191	21	each	each	DET
cana-3036	191	22	hand	hand	NOUN
cana-3036	191	23	gesture	gesture	NOUN
cana-3036	191	24	.	.	PUNCT
cana-3036	192	1	the	the	DET
cana-3036	192	2	high	high	ADJ
cana-3036	192	3	values	value	NOUN
cana-3036	192	4	across	across	ADP
cana-3036	192	5	all	all	DET
cana-3036	192	6	metrics	metric	NOUN
cana-3036	192	7	indicate	indicate	VERB
cana-3036	192	8	the	the	DET
cana-3036	192	9	robustness	robustness	NOUN
cana-3036	192	10	and	and	CCONJ
cana-3036	192	11	effectiveness	effectiveness	NOUN
cana-3036	192	12	of	of	ADP
cana-3036	192	13	our	our	PRON
cana-3036	192	14	approach	approach	NOUN
cana-3036	192	15	.	.	PUNCT
cana-3036	193	1	table	table	NOUN
cana-3036	193	2	1	1	NUM
cana-3036	193	3	:	:	PUNCT
cana-3036	193	4	performance	performance	NOUN
cana-3036	193	5	metrics	metric	NOUN
cana-3036	193	6	for	for	ADP
cana-3036	193	7	each	each	DET
cana-3036	193	8	gesture	gesture	NOUN
cana-3036	193	9	figure2	figure2	NOUN
cana-3036	193	10	:	:	PUNCT
cana-3036	193	11	performance	performance	NOUN
cana-3036	193	12	metrics	metric	NOUN
cana-3036	193	13	for	for	ADP
cana-3036	193	14	each	each	DET
cana-3036	193	15	gesture	gesture	NOUN
cana-3036	193	16	the	the	DET
cana-3036	193	17	overall	overall	ADJ
cana-3036	193	18	accuracy	accuracy	NOUN
cana-3036	193	19	of	of	ADP
cana-3036	193	20	96.5	96.5	NUM
cana-3036	193	21	%	%	NOUN
cana-3036	193	22	demonstrates	demonstrate	VERB
cana-3036	193	23	that	that	SCONJ
cana-3036	193	24	the	the	DET
cana-3036	193	25	system	system	NOUN
cana-3036	193	26	can	can	AUX
cana-3036	193	27	reliably	reliably	ADV
cana-3036	193	28	recognize	recognize	VERB
cana-3036	193	29	a	a	DET
cana-3036	193	30	wide	wide	ADJ
cana-3036	193	31	range	range	NOUN
cana-3036	193	32	of	of	ADP
cana-3036	193	33	hand	hand	NOUN
cana-3036	193	34	gestures	gesture	NOUN
cana-3036	193	35	with	with	ADP
cana-3036	193	36	high	high	ADJ
cana-3036	193	37	precision	precision	NOUN
cana-3036	193	38	and	and	CCONJ
cana-3036	193	39	recall	recall	NOUN
cana-3036	193	40	,	,	PUNCT
cana-3036	193	41	achieving	achieve	VERB
cana-3036	193	42	an	an	DET
cana-3036	193	43	average	average	ADJ
cana-3036	193	44	f1	f1	NOUN
cana-3036	193	45	-	-	PUNCT
cana-3036	193	46	score	score	NOUN
cana-3036	193	47	of	of	ADP
cana-3036	193	48	96.2	96.2	NUM
cana-3036	193	49	%	%	NOUN
cana-3036	193	50	.	.	PUNCT
cana-3036	194	1	5.4	5.4	NUM
cana-3036	194	2	confusion	confusion	NOUN
cana-3036	194	3	matrix	matrix	NOUN
cana-3036	194	4	a	a	DET
cana-3036	194	5	confusion	confusion	NOUN
cana-3036	194	6	matrix	matrix	NOUN
cana-3036	194	7	is	be	AUX
cana-3036	194	8	used	use	VERB
cana-3036	194	9	to	to	PART
cana-3036	194	10	visualize	visualize	VERB
cana-3036	194	11	the	the	DET
cana-3036	194	12	performance	performance	NOUN
cana-3036	194	13	of	of	ADP
cana-3036	194	14	the	the	DET
cana-3036	194	15	hgr	hgr	ADJ
cana-3036	194	16	system	system	NOUN
cana-3036	194	17	,	,	PUNCT
cana-3036	194	18	showing	show	VERB
cana-3036	194	19	the	the	DET
cana-3036	194	20	true	true	ADJ
cana-3036	194	21	positive	positive	ADJ
cana-3036	194	22	,	,	PUNCT
cana-3036	194	23	false	false	ADJ
cana-3036	194	24	positive	positive	ADJ
cana-3036	194	25	,	,	PUNCT
cana-3036	194	26	false	false	ADJ
cana-3036	194	27	negative	negative	ADJ
cana-3036	194	28	,	,	PUNCT
cana-3036	194	29	and	and	CCONJ
cana-3036	194	30	true	true	ADJ
cana-3036	194	31	negative	negative	ADJ
cana-3036	194	32	predictions	prediction	NOUN
cana-3036	194	33	for	for	ADP
cana-3036	194	34	each	each	DET
cana-3036	194	35	gesture	gesture	NOUN
cana-3036	194	36	.	.	PUNCT
cana-3036	195	1	figure	figure	NOUN
cana-3036	195	2	1	1	NUM
cana-3036	195	3	:	:	PUNCT
cana-3036	195	4	confusion	confusion	NOUN
cana-3036	195	5	matrix	matrix	NOUN
cana-3036	195	6	for	for	ADP
cana-3036	195	7	hand	hand	NOUN
cana-3036	195	8	gesture	gesture	NOUN
cana-3036	195	9	recognition	recognition	NOUN
cana-3036	195	10	the	the	DET
cana-3036	195	11	confusion	confusion	NOUN
cana-3036	195	12	matrix	matrix	NOUN
cana-3036	195	13	highlights	highlight	VERB
cana-3036	195	14	the	the	DET
cana-3036	195	15	system	system	NOUN
cana-3036	195	16	's	's	PART
cana-3036	195	17	strong	strong	ADJ
cana-3036	195	18	performance	performance	NOUN
cana-3036	195	19	,	,	PUNCT
cana-3036	195	20	with	with	ADP
cana-3036	195	21	the	the	DET
cana-3036	195	22	majority	majority	NOUN
cana-3036	195	23	of	of	ADP
cana-3036	195	24	gestures	gesture	NOUN
cana-3036	195	25	being	be	AUX
cana-3036	195	26	correctly	correctly	ADV
cana-3036	195	27	classified	classified	ADJ
cana-3036	195	28	.	.	PUNCT
cana-3036	196	1	misclassifications	misclassification	NOUN
cana-3036	196	2	are	be	AUX
cana-3036	196	3	minimal	minimal	ADJ
cana-3036	196	4	and	and	CCONJ
cana-3036	196	5	generally	generally	ADV
cana-3036	196	6	occur	occur	VERB
cana-3036	196	7	between	between	ADP
cana-3036	196	8	similar	similar	ADJ
cana-3036	196	9	gestures	gesture	NOUN
cana-3036	196	10	,	,	PUNCT
cana-3036	196	11	demonstrating	demonstrate	VERB
cana-3036	196	12	the	the	DET
cana-3036	196	13	model	model	NOUN
cana-3036	196	14	's	's	PART
cana-3036	196	15	overall	overall	ADJ
cana-3036	196	16	reliability	reliability	NOUN
cana-3036	196	17	.	.	PUNCT
cana-3036	197	1	5.5	5.5	NUM
cana-3036	197	2	comparison	comparison	NOUN
cana-3036	197	3	with	with	ADP
cana-3036	197	4	existing	exist	VERB
cana-3036	197	5	methods	method	NOUN
cana-3036	197	6	to	to	PART
cana-3036	197	7	validate	validate	VERB
cana-3036	197	8	the	the	DET
cana-3036	197	9	performance	performance	NOUN
cana-3036	197	10	of	of	ADP
cana-3036	197	11	our	our	PRON
cana-3036	197	12	proposed	propose	VERB
cana-3036	197	13	hgr	hgr	ADJ
cana-3036	197	14	system	system	NOUN
cana-3036	197	15	,	,	PUNCT
cana-3036	197	16	we	we	PRON
cana-3036	197	17	compared	compare	VERB
cana-3036	197	18	it	it	PRON
cana-3036	197	19	with	with	ADP
cana-3036	197	20	several	several	ADJ
cana-3036	197	21	state	state	NOUN
cana-3036	197	22	-	-	PUNCT
cana-3036	197	23	of	of	ADP
cana-3036	197	24	-	-	PUNCT
cana-3036	197	25	the	the	DET
cana-3036	197	26	-	-	PUNCT
cana-3036	197	27	art	art	NOUN
cana-3036	197	28	hand	hand	NOUN
cana-3036	197	29	gesture	gesture	NOUN
cana-3036	197	30	recognition	recognition	NOUN
cana-3036	197	31	methods	method	NOUN
cana-3036	197	32	.	.	PUNCT
cana-3036	198	1	the	the	DET
cana-3036	198	2	comparison	comparison	NOUN
cana-3036	198	3	focuses	focus	VERB
cana-3036	198	4	on	on	ADP
cana-3036	198	5	key	key	ADJ
cana-3036	198	6	performance	performance	NOUN
cana-3036	198	7	metrics	metric	NOUN
cana-3036	198	8	such	such	ADJ
cana-3036	198	9	as	as	ADP
cana-3036	198	10	communications	communication	NOUN
cana-3036	198	11	on	on	ADP
cana-3036	198	12	applied	apply	VERB
cana-3036	198	13	nonlinear	nonlinear	ADJ
cana-3036	198	14	analysis	analysis	NOUN
cana-3036	198	15	issn	issn	NOUN
cana-3036	198	16	:	:	PUNCT
cana-3036	198	17	1074	1074	NUM
cana-3036	198	18	-	-	PUNCT
cana-3036	198	19	133x	133x	NUM
cana-3036	198	20	vol	vol	NOUN
cana-3036	198	21	32	32	NUM
cana-3036	198	22	no	no	NOUN
cana-3036	198	23	.	.	PUNCT
cana-3036	199	1	5s	5s	NUM
cana-3036	199	2	(	(	PUNCT
cana-3036	199	3	2025	2025	NUM
cana-3036	199	4	)	)	PUNCT
cana-3036	199	5	239	239	NUM
cana-3036	199	6	https://internationalpubls.com	https://internationalpubls.com	NUM
cana-3036	199	7	accuracy	accuracy	NOUN
cana-3036	199	8	,	,	PUNCT
cana-3036	199	9	precision	precision	NOUN
cana-3036	199	10	,	,	PUNCT
cana-3036	199	11	recall	recall	NOUN
cana-3036	199	12	,	,	PUNCT
cana-3036	199	13	and	and	CCONJ
cana-3036	199	14	f1	f1	NOUN
cana-3036	199	15	-	-	PUNCT
cana-3036	199	16	score	score	NOUN
cana-3036	199	17	,	,	PUNCT
cana-3036	199	18	providing	provide	VERB
cana-3036	199	19	a	a	DET
cana-3036	199	20	comprehensive	comprehensive	ADJ
cana-3036	199	21	understanding	understanding	NOUN
cana-3036	199	22	of	of	ADP
cana-3036	199	23	how	how	SCONJ
cana-3036	199	24	our	our	PRON
cana-3036	199	25	system	system	NOUN
cana-3036	199	26	stands	stand	VERB
cana-3036	199	27	against	against	ADP
cana-3036	199	28	established	establish	VERB
cana-3036	199	29	techniques	technique	NOUN
cana-3036	199	30	.	.	PUNCT
cana-3036	200	1	our	our	PRON
cana-3036	200	2	proposed	propose	VERB
cana-3036	200	3	method	method	NOUN
cana-3036	200	4	outperforms	outperform	VERB
cana-3036	200	5	existing	exist	VERB
cana-3036	200	6	methods	method	NOUN
cana-3036	200	7	,	,	PUNCT
cana-3036	200	8	achieving	achieve	VERB
cana-3036	200	9	the	the	DET
cana-3036	200	10	highest	high	ADJ
cana-3036	200	11	accuracy	accuracy	NOUN
cana-3036	200	12	,	,	PUNCT
cana-3036	200	13	precision	precision	NOUN
cana-3036	200	14	,	,	PUNCT
cana-3036	200	15	recall	recall	NOUN
cana-3036	200	16	,	,	PUNCT
cana-3036	200	17	and	and	CCONJ
cana-3036	200	18	f1	f1	NOUN
cana-3036	200	19	-	-	PUNCT
cana-3036	200	20	score	score	NOUN
cana-3036	200	21	among	among	ADP
cana-3036	200	22	the	the	DET
cana-3036	200	23	compared	compare	VERB
cana-3036	200	24	approaches	approach	NOUN
cana-3036	200	25	.	.	PUNCT
cana-3036	201	1	this	this	DET
cana-3036	201	2	superior	superior	ADJ
cana-3036	201	3	performance	performance	NOUN
cana-3036	201	4	can	can	AUX
cana-3036	201	5	be	be	AUX
cana-3036	201	6	attributed	attribute	VERB
cana-3036	201	7	to	to	ADP
cana-3036	201	8	the	the	DET
cana-3036	201	9	integration	integration	NOUN
cana-3036	201	10	of	of	ADP
cana-3036	201	11	semg	semg	NOUN
cana-3036	201	12	and	and	CCONJ
cana-3036	201	13	imu	imu	NOUN
cana-3036	201	14	data	datum	NOUN
cana-3036	201	15	,	,	PUNCT
cana-3036	201	16	advanced	advanced	ADJ
cana-3036	201	17	feature	feature	NOUN
cana-3036	201	18	extraction	extraction	NOUN
cana-3036	201	19	techniques	technique	NOUN
cana-3036	201	20	,	,	PUNCT
cana-3036	201	21	and	and	CCONJ
cana-3036	201	22	the	the	DET
cana-3036	201	23	use	use	NOUN
cana-3036	201	24	of	of	ADP
cana-3036	201	25	a	a	DET
cana-3036	201	26	robust	robust	ADJ
cana-3036	201	27	deep	deep	ADJ
cana-3036	201	28	learning	learning	NOUN
cana-3036	201	29	model	model	NOUN
cana-3036	201	30	enhanced	enhance	VERB
cana-3036	201	31	with	with	ADP
cana-3036	201	32	transfer	transfer	NOUN
cana-3036	201	33	learning	learning	NOUN
cana-3036	201	34	.	.	PUNCT
cana-3036	202	1	5.6	5.6	NUM
cana-3036	202	2	ablation	ablation	NOUN
cana-3036	202	3	study	study	NOUN
cana-3036	202	4	to	to	PART
cana-3036	202	5	understand	understand	VERB
cana-3036	202	6	the	the	DET
cana-3036	202	7	contributions	contribution	NOUN
cana-3036	202	8	of	of	ADP
cana-3036	202	9	different	different	ADJ
cana-3036	202	10	components	component	NOUN
cana-3036	202	11	of	of	ADP
cana-3036	202	12	our	our	PRON
cana-3036	202	13	methodology	methodology	NOUN
cana-3036	202	14	,	,	PUNCT
cana-3036	202	15	we	we	PRON
cana-3036	202	16	conducted	conduct	VERB
cana-3036	202	17	an	an	DET
cana-3036	202	18	ablation	ablation	NOUN
cana-3036	202	19	study	study	NOUN
cana-3036	202	20	by	by	ADP
cana-3036	202	21	systematically	systematically	ADV
cana-3036	202	22	removing	remove	VERB
cana-3036	202	23	or	or	CCONJ
cana-3036	202	24	altering	alter	VERB
cana-3036	202	25	key	key	ADJ
cana-3036	202	26	elements	element	NOUN
cana-3036	202	27	of	of	ADP
cana-3036	202	28	the	the	DET
cana-3036	202	29	system	system	NOUN
cana-3036	202	30	.	.	PUNCT
cana-3036	203	1	figure	figure	VERB
cana-3036	203	2	3	3	NUM
cana-3036	203	3	:	:	PUNCT
cana-3036	203	4	ablation	ablation	NOUN
cana-3036	203	5	study	study	NOUN
cana-3036	203	6	results	result	VERB
cana-3036	203	7	the	the	DET
cana-3036	203	8	ablation	ablation	NOUN
cana-3036	203	9	study	study	NOUN
cana-3036	203	10	results	result	NOUN
cana-3036	203	11	in	in	ADP
cana-3036	203	12	table	table	NOUN
cana-3036	203	13	3	3	NUM
cana-3036	203	14	highlight	highlight	VERB
cana-3036	203	15	the	the	DET
cana-3036	203	16	importance	importance	NOUN
cana-3036	203	17	of	of	ADP
cana-3036	203	18	each	each	DET
cana-3036	203	19	component	component	NOUN
cana-3036	203	20	in	in	ADP
cana-3036	203	21	the	the	DET
cana-3036	203	22	system	system	NOUN
cana-3036	203	23	.	.	PUNCT
cana-3036	204	1	the	the	DET
cana-3036	204	2	performance	performance	NOUN
cana-3036	204	3	drops	drop	VERB
cana-3036	204	4	significantly	significantly	ADV
cana-3036	204	5	when	when	SCONJ
cana-3036	204	6	either	either	CCONJ
cana-3036	204	7	semg	semg	NOUN
cana-3036	204	8	or	or	CCONJ
cana-3036	204	9	imu	imu	NOUN
cana-3036	204	10	data	datum	NOUN
cana-3036	204	11	is	be	AUX
cana-3036	204	12	removed	remove	VERB
cana-3036	204	13	,	,	PUNCT
cana-3036	204	14	demonstrating	demonstrate	VERB
cana-3036	204	15	the	the	DET
cana-3036	204	16	value	value	NOUN
cana-3036	204	17	of	of	ADP
cana-3036	204	18	multimodal	multimodal	ADJ
cana-3036	204	19	data	datum	NOUN
cana-3036	204	20	integration	integration	NOUN
cana-3036	204	21	.	.	PUNCT
cana-3036	205	1	additionally	additionally	ADV
cana-3036	205	2	,	,	PUNCT
cana-3036	205	3	using	use	VERB
cana-3036	205	4	3d	3d	NOUN
cana-3036	205	5	-	-	PUNCT
cana-3036	205	6	cnns	cnns	ADJ
cana-3036	205	7	and	and	CCONJ
cana-3036	205	8	transfer	transfer	NOUN
cana-3036	205	9	learning	learning	NOUN
cana-3036	205	10	contributes	contribute	VERB
cana-3036	205	11	substantially	substantially	ADV
cana-3036	205	12	to	to	ADP
cana-3036	205	13	the	the	DET
cana-3036	205	14	model	model	NOUN
cana-3036	205	15	's	's	PART
cana-3036	205	16	high	high	ADJ
cana-3036	205	17	performance	performance	NOUN
cana-3036	205	18	.	.	PUNCT
cana-3036	206	1	5.7	5.7	NUM
cana-3036	206	2	real	real	ADJ
cana-3036	206	3	-	-	PUNCT
cana-3036	206	4	time	time	NOUN
cana-3036	206	5	performance	performance	NOUN
cana-3036	206	6	to	to	PART
cana-3036	206	7	evaluate	evaluate	VERB
cana-3036	206	8	the	the	DET
cana-3036	206	9	real	real	ADJ
cana-3036	206	10	-	-	PUNCT
cana-3036	206	11	time	time	NOUN
cana-3036	206	12	capabilities	capability	NOUN
cana-3036	206	13	of	of	ADP
cana-3036	206	14	the	the	DET
cana-3036	206	15	proposed	propose	VERB
cana-3036	206	16	hgr	hgr	ADJ
cana-3036	206	17	system	system	NOUN
cana-3036	206	18	,	,	PUNCT
cana-3036	206	19	we	we	PRON
cana-3036	206	20	measured	measure	VERB
cana-3036	206	21	the	the	DET
cana-3036	206	22	latency	latency	NOUN
cana-3036	206	23	and	and	CCONJ
cana-3036	206	24	response	response	NOUN
cana-3036	206	25	time	time	NOUN
cana-3036	206	26	during	during	ADP
cana-3036	206	27	live	live	ADJ
cana-3036	206	28	testing	testing	NOUN
cana-3036	206	29	.	.	PUNCT
cana-3036	207	1	the	the	DET
cana-3036	207	2	system	system	NOUN
cana-3036	207	3	was	be	AUX
cana-3036	207	4	tested	test	VERB
cana-3036	207	5	with	with	ADP
cana-3036	207	6	various	various	ADJ
cana-3036	207	7	users	user	NOUN
cana-3036	207	8	performing	perform	VERB
cana-3036	207	9	gestures	gesture	NOUN
cana-3036	207	10	in	in	ADP
cana-3036	207	11	realtime	realtime	NOUN
cana-3036	207	12	.	.	PUNCT
cana-3036	208	1	table	table	NOUN
cana-3036	208	2	4	4	NUM
cana-3036	208	3	:	:	PUNCT
cana-3036	208	4	real	real	ADJ
cana-3036	208	5	-	-	PUNCT
cana-3036	208	6	time	time	NOUN
cana-3036	208	7	performance	performance	NOUN
cana-3036	208	8	metrics	metric	NOUN
cana-3036	208	9	communications	communication	NOUN
cana-3036	208	10	on	on	ADP
cana-3036	208	11	applied	apply	VERB
cana-3036	208	12	nonlinear	nonlinear	ADJ
cana-3036	208	13	analysis	analysis	NOUN
cana-3036	208	14	issn	issn	NOUN
cana-3036	208	15	:	:	PUNCT
cana-3036	208	16	1074	1074	NUM
cana-3036	208	17	-	-	PUNCT
cana-3036	208	18	133x	133x	NUM
cana-3036	208	19	vol	vol	NOUN
cana-3036	208	20	32	32	NUM
cana-3036	208	21	no	no	NOUN
cana-3036	208	22	.	.	PUNCT
cana-3036	209	1	5s	5s	NUM
cana-3036	209	2	(	(	PUNCT
cana-3036	209	3	2025	2025	NUM
cana-3036	209	4	)	)	PUNCT
cana-3036	209	5	240	240	NUM
cana-3036	209	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-3036	209	7	the	the	DET
cana-3036	209	8	real	real	ADJ
cana-3036	209	9	-	-	PUNCT
cana-3036	209	10	time	time	NOUN
cana-3036	209	11	performance	performance	NOUN
cana-3036	209	12	metrics	metric	NOUN
cana-3036	209	13	in	in	ADP
cana-3036	209	14	table	table	NOUN
cana-3036	209	15	4	4	NUM
cana-3036	209	16	indicate	indicate	VERB
cana-3036	209	17	that	that	SCONJ
cana-3036	209	18	the	the	DET
cana-3036	209	19	system	system	NOUN
cana-3036	209	20	operates	operate	VERB
cana-3036	209	21	with	with	ADP
cana-3036	209	22	low	low	ADJ
cana-3036	209	23	latency	latency	NOUN
cana-3036	209	24	and	and	CCONJ
cana-3036	209	25	quick	quick	ADJ
cana-3036	209	26	response	response	NOUN
cana-3036	209	27	times	time	NOUN
cana-3036	209	28	,	,	PUNCT
cana-3036	209	29	making	make	VERB
cana-3036	209	30	it	it	PRON
cana-3036	209	31	suitable	suitable	ADJ
cana-3036	209	32	for	for	ADP
cana-3036	209	33	real	real	ADJ
cana-3036	209	34	-	-	PUNCT
cana-3036	209	35	time	time	NOUN
cana-3036	209	36	applications	application	NOUN
cana-3036	209	37	.	.	PUNCT
cana-3036	210	1	user	user	NOUN
cana-3036	210	2	feedback	feedback	NOUN
cana-3036	210	3	,	,	PUNCT
cana-3036	210	4	quantified	quantify	VERB
cana-3036	210	5	as	as	ADP
cana-3036	210	6	a	a	DET
cana-3036	210	7	satisfaction	satisfaction	NOUN
cana-3036	210	8	score	score	NOUN
cana-3036	210	9	,	,	PUNCT
cana-3036	210	10	further	far	ADV
cana-3036	210	11	supports	support	VERB
cana-3036	210	12	the	the	DET
cana-3036	210	13	system	system	NOUN
cana-3036	210	14	's	's	PART
cana-3036	210	15	usability	usability	NOUN
cana-3036	210	16	and	and	CCONJ
cana-3036	210	17	effectiveness	effectiveness	NOUN
cana-3036	210	18	in	in	ADP
cana-3036	210	19	practical	practical	ADJ
cana-3036	210	20	scenarios	scenario	NOUN
cana-3036	210	21	.	.	PUNCT
cana-3036	211	1	the	the	DET
cana-3036	211	2	results	result	NOUN
cana-3036	211	3	presented	present	VERB
cana-3036	211	4	in	in	ADP
cana-3036	211	5	this	this	DET
cana-3036	211	6	section	section	NOUN
cana-3036	211	7	demonstrate	demonstrate	VERB
cana-3036	211	8	the	the	DET
cana-3036	211	9	effectiveness	effectiveness	NOUN
cana-3036	211	10	and	and	CCONJ
cana-3036	211	11	robustness	robustness	NOUN
cana-3036	211	12	of	of	ADP
cana-3036	211	13	the	the	DET
cana-3036	211	14	proposed	propose	VERB
cana-3036	211	15	hand	hand	NOUN
cana-3036	211	16	gesture	gesture	NOUN
cana-3036	211	17	recognition	recognition	NOUN
cana-3036	211	18	system	system	NOUN
cana-3036	211	19	using	use	VERB
cana-3036	211	20	semg	semg	NOUN
cana-3036	211	21	and	and	CCONJ
cana-3036	211	22	imu	imu	NOUN
cana-3036	211	23	data	datum	NOUN
cana-3036	211	24	.	.	PUNCT
cana-3036	212	1	the	the	DET
cana-3036	212	2	system	system	NOUN
cana-3036	212	3	achieves	achieve	VERB
cana-3036	212	4	high	high	ADJ
cana-3036	212	5	accuracy	accuracy	NOUN
cana-3036	212	6	,	,	PUNCT
cana-3036	212	7	precision	precision	NOUN
cana-3036	212	8	,	,	PUNCT
cana-3036	212	9	recall	recall	NOUN
cana-3036	212	10	,	,	PUNCT
cana-3036	212	11	and	and	CCONJ
cana-3036	212	12	f1	f1	NOUN
cana-3036	212	13	-	-	PUNCT
cana-3036	212	14	scores	score	NOUN
cana-3036	212	15	across	across	ADP
cana-3036	212	16	a	a	DET
cana-3036	212	17	variety	variety	NOUN
cana-3036	212	18	of	of	ADP
cana-3036	212	19	gestures	gesture	NOUN
cana-3036	212	20	,	,	PUNCT
cana-3036	212	21	outperforming	outperform	VERB
cana-3036	212	22	existing	exist	VERB
cana-3036	212	23	methods	method	NOUN
cana-3036	212	24	.	.	PUNCT
cana-3036	213	1	detailed	detailed	ADJ
cana-3036	213	2	evaluations	evaluation	NOUN
cana-3036	213	3	,	,	PUNCT
cana-3036	213	4	including	include	VERB
cana-3036	213	5	a	a	DET
cana-3036	213	6	confusion	confusion	NOUN
cana-3036	213	7	matrix	matrix	NOUN
cana-3036	213	8	and	and	CCONJ
cana-3036	213	9	ablation	ablation	NOUN
cana-3036	213	10	study	study	NOUN
cana-3036	213	11	,	,	PUNCT
cana-3036	213	12	underscore	underscore	VERB
cana-3036	213	13	the	the	DET
cana-3036	213	14	contributions	contribution	NOUN
cana-3036	213	15	of	of	ADP
cana-3036	213	16	key	key	ADJ
cana-3036	213	17	components	component	NOUN
cana-3036	213	18	in	in	ADP
cana-3036	213	19	our	our	PRON
cana-3036	213	20	methodology	methodology	NOUN
cana-3036	213	21	.	.	PUNCT
cana-3036	214	1	additionally	additionally	ADV
cana-3036	214	2	,	,	PUNCT
cana-3036	214	3	real	real	ADJ
cana-3036	214	4	-	-	PUNCT
cana-3036	214	5	time	time	NOUN
cana-3036	214	6	performance	performance	NOUN
cana-3036	214	7	metrics	metric	NOUN
cana-3036	214	8	confirm	confirm	VERB
cana-3036	214	9	the	the	DET
cana-3036	214	10	system	system	NOUN
cana-3036	214	11	's	's	PART
cana-3036	214	12	suitability	suitability	NOUN
cana-3036	214	13	for	for	ADP
cana-3036	214	14	practical	practical	ADJ
cana-3036	214	15	applications	application	NOUN
cana-3036	214	16	,	,	PUNCT
cana-3036	214	17	making	make	VERB
cana-3036	214	18	it	it	PRON
cana-3036	214	19	a	a	DET
cana-3036	214	20	significant	significant	ADJ
cana-3036	214	21	advancement	advancement	NOUN
cana-3036	214	22	in	in	ADP
cana-3036	214	23	the	the	DET
cana-3036	214	24	field	field	NOUN
cana-3036	214	25	of	of	ADP
cana-3036	214	26	human	human	ADJ
cana-3036	214	27	-	-	PUNCT
cana-3036	214	28	computer	computer	NOUN
cana-3036	214	29	interaction	interaction	NOUN
cana-3036	214	30	.	.	PUNCT
cana-3036	215	1	6	6	X
cana-3036	215	2	.	.	X
cana-3036	215	3	conclusion	conclusion	NOUN
cana-3036	215	4	and	and	CCONJ
cana-3036	215	5	future	future	ADJ
cana-3036	215	6	scope	scope	NOUN
cana-3036	215	7	in	in	ADP
cana-3036	215	8	this	this	DET
cana-3036	215	9	study	study	NOUN
cana-3036	215	10	,	,	PUNCT
cana-3036	215	11	we	we	PRON
cana-3036	215	12	proposed	propose	VERB
cana-3036	215	13	an	an	DET
cana-3036	215	14	advanced	advanced	ADJ
cana-3036	215	15	hand	hand	NOUN
cana-3036	215	16	gesture	gesture	NOUN
cana-3036	215	17	recognition	recognition	NOUN
cana-3036	215	18	(	(	PUNCT
cana-3036	215	19	hgr	hgr	ADJ
cana-3036	215	20	)	)	PUNCT
cana-3036	215	21	system	system	NOUN
cana-3036	215	22	leveraging	leverage	VERB
cana-3036	215	23	the	the	DET
cana-3036	215	24	integration	integration	NOUN
cana-3036	215	25	of	of	ADP
cana-3036	215	26	surface	surface	NOUN
cana-3036	215	27	electromyography	electromyography	NOUN
cana-3036	215	28	(	(	PUNCT
cana-3036	215	29	semg	semg	NOUN
cana-3036	215	30	)	)	PUNCT
cana-3036	215	31	and	and	CCONJ
cana-3036	215	32	inertial	inertial	ADJ
cana-3036	215	33	measurement	measurement	NOUN
cana-3036	215	34	units	unit	NOUN
cana-3036	215	35	(	(	PUNCT
cana-3036	215	36	imus	imus	PROPN
cana-3036	215	37	)	)	PUNCT
cana-3036	215	38	to	to	PART
cana-3036	215	39	achieve	achieve	VERB
cana-3036	215	40	robust	robust	ADJ
cana-3036	215	41	and	and	CCONJ
cana-3036	215	42	accurate	accurate	ADJ
cana-3036	215	43	recognition	recognition	NOUN
cana-3036	215	44	of	of	ADP
cana-3036	215	45	hand	hand	NOUN
cana-3036	215	46	gestures	gesture	NOUN
cana-3036	215	47	.	.	PUNCT
cana-3036	216	1	our	our	PRON
cana-3036	216	2	approach	approach	NOUN
cana-3036	216	3	addresses	address	VERB
cana-3036	216	4	the	the	DET
cana-3036	216	5	limitations	limitation	NOUN
cana-3036	216	6	of	of	ADP
cana-3036	216	7	traditional	traditional	ADJ
cana-3036	216	8	vision	vision	NOUN
cana-3036	216	9	-	-	PUNCT
cana-3036	216	10	based	base	VERB
cana-3036	216	11	hgr	hgr	ADJ
cana-3036	216	12	systems	system	NOUN
cana-3036	216	13	,	,	PUNCT
cana-3036	216	14	such	such	ADJ
cana-3036	216	15	as	as	ADP
cana-3036	216	16	occlusion	occlusion	NOUN
cana-3036	216	17	,	,	PUNCT
cana-3036	216	18	lighting	lighting	NOUN
cana-3036	216	19	sensitivity	sensitivity	NOUN
cana-3036	216	20	,	,	PUNCT
cana-3036	216	21	and	and	CCONJ
cana-3036	216	22	high	high	ADJ
cana-3036	216	23	computational	computational	ADJ
cana-3036	216	24	demands	demand	NOUN
cana-3036	216	25	,	,	PUNCT
cana-3036	216	26	by	by	ADP
cana-3036	216	27	employing	employ	VERB
cana-3036	216	28	wearable	wearable	ADJ
cana-3036	216	29	sensors	sensor	NOUN
cana-3036	216	30	that	that	PRON
cana-3036	216	31	provide	provide	VERB
cana-3036	216	32	reliable	reliable	ADJ
cana-3036	216	33	and	and	CCONJ
cana-3036	216	34	direct	direct	ADJ
cana-3036	216	35	data	datum	NOUN
cana-3036	216	36	on	on	ADP
cana-3036	216	37	muscle	muscle	NOUN
cana-3036	216	38	activity	activity	NOUN
cana-3036	216	39	and	and	CCONJ
cana-3036	216	40	motion	motion	NOUN
cana-3036	216	41	dynamics	dynamic	NOUN
cana-3036	216	42	.	.	PUNCT
cana-3036	217	1	we	we	PRON
cana-3036	217	2	employed	employ	VERB
cana-3036	217	3	rigorous	rigorous	ADJ
cana-3036	217	4	preprocessing	preprocessing	NOUN
cana-3036	217	5	and	and	CCONJ
cana-3036	217	6	feature	feature	NOUN
cana-3036	217	7	extraction	extraction	NOUN
cana-3036	217	8	techniques	technique	NOUN
cana-3036	217	9	,	,	PUNCT
cana-3036	217	10	including	include	VERB
cana-3036	217	11	gaussian	gaussian	ADJ
cana-3036	217	12	smoothing	smoothing	NOUN
cana-3036	217	13	and	and	CCONJ
cana-3036	217	14	the	the	DET
cana-3036	217	15	prewitt	prewitt	PROPN
cana-3036	217	16	operator	operator	NOUN
cana-3036	217	17	for	for	ADP
cana-3036	217	18	semg	semg	NOUN
cana-3036	217	19	data	datum	NOUN
cana-3036	217	20	,	,	PUNCT
cana-3036	217	21	and	and	CCONJ
cana-3036	217	22	accelerometer	accelerometer	NOUN
cana-3036	217	23	and	and	CCONJ
cana-3036	217	24	gyroscope	gyroscope	NOUN
cana-3036	217	25	features	feature	NOUN
cana-3036	217	26	for	for	ADP
cana-3036	217	27	imu	imu	NOUN
cana-3036	217	28	data	datum	NOUN
cana-3036	217	29	.	.	PUNCT
cana-3036	218	1	the	the	DET
cana-3036	218	2	combination	combination	NOUN
cana-3036	218	3	of	of	ADP
cana-3036	218	4	these	these	DET
cana-3036	218	5	features	feature	NOUN
cana-3036	218	6	created	create	VERB
cana-3036	218	7	a	a	DET
cana-3036	218	8	comprehensive	comprehensive	ADJ
cana-3036	218	9	representation	representation	NOUN
cana-3036	218	10	of	of	ADP
cana-3036	218	11	hand	hand	NOUN
cana-3036	218	12	gestures	gesture	NOUN
cana-3036	218	13	.	.	PUNCT
cana-3036	219	1	our	our	PRON
cana-3036	219	2	use	use	NOUN
cana-3036	219	3	of	of	ADP
cana-3036	219	4	a	a	DET
cana-3036	219	5	3d	3d	NUM
cana-3036	219	6	convolutional	convolutional	ADJ
cana-3036	219	7	neural	neural	ADJ
cana-3036	219	8	network	network	NOUN
cana-3036	219	9	(	(	PUNCT
cana-3036	219	10	3d	3d	PROPN
cana-3036	219	11	-	-	PUNCT
cana-3036	219	12	cnn	cnn	NOUN
cana-3036	219	13	)	)	PUNCT
cana-3036	219	14	architecture	architecture	NOUN
cana-3036	219	15	,	,	PUNCT
cana-3036	219	16	enhanced	enhance	VERB
cana-3036	219	17	with	with	ADP
cana-3036	219	18	transfer	transfer	NOUN
cana-3036	219	19	learning	learning	NOUN
cana-3036	219	20	,	,	PUNCT
cana-3036	219	21	demonstrated	demonstrate	VERB
cana-3036	219	22	exceptional	exceptional	ADJ
cana-3036	219	23	capability	capability	NOUN
cana-3036	219	24	in	in	ADP
cana-3036	219	25	learning	learn	VERB
cana-3036	219	26	complex	complex	ADJ
cana-3036	219	27	spatiotemporal	spatiotemporal	ADJ
cana-3036	219	28	patterns	pattern	NOUN
cana-3036	219	29	from	from	ADP
cana-3036	219	30	the	the	DET
cana-3036	219	31	multimodal	multimodal	NOUN
cana-3036	219	32	data	datum	NOUN
cana-3036	219	33	.	.	PUNCT
cana-3036	220	1	the	the	DET
cana-3036	220	2	experimental	experimental	ADJ
cana-3036	220	3	results	result	NOUN
cana-3036	220	4	showed	show	VERB
cana-3036	220	5	that	that	SCONJ
cana-3036	220	6	our	our	PRON
cana-3036	220	7	proposed	propose	VERB
cana-3036	220	8	system	system	NOUN
cana-3036	220	9	achieved	achieve	VERB
cana-3036	220	10	high	high	ADJ
cana-3036	220	11	accuracy	accuracy	NOUN
cana-3036	220	12	and	and	CCONJ
cana-3036	220	13	robustness	robustness	NOUN
cana-3036	220	14	,	,	PUNCT
cana-3036	220	15	significantly	significantly	ADV
cana-3036	220	16	outperforming	outperform	VERB
cana-3036	220	17	existing	exist	VERB
cana-3036	220	18	methods	method	NOUN
cana-3036	220	19	.	.	PUNCT
cana-3036	221	1	cross	cross	ADJ
cana-3036	221	2	-	-	ADJ
cana-3036	221	3	validation	validation	ADJ
cana-3036	221	4	and	and	CCONJ
cana-3036	221	5	real	real	ADJ
cana-3036	221	6	-	-	PUNCT
cana-3036	221	7	time	time	NOUN
cana-3036	221	8	testing	testing	NOUN
cana-3036	221	9	with	with	ADP
cana-3036	221	10	diverse	diverse	ADJ
cana-3036	221	11	user	user	NOUN
cana-3036	221	12	groups	group	NOUN
cana-3036	221	13	confirmed	confirm	VERB
cana-3036	221	14	the	the	DET
cana-3036	221	15	system	system	NOUN
cana-3036	221	16	's	's	PART
cana-3036	221	17	effectiveness	effectiveness	NOUN
cana-3036	221	18	and	and	CCONJ
cana-3036	221	19	reliability	reliability	NOUN
cana-3036	221	20	.	.	PUNCT
cana-3036	222	1	the	the	DET
cana-3036	222	2	evaluation	evaluation	NOUN
cana-3036	222	3	metrics	metric	NOUN
cana-3036	222	4	consistently	consistently	ADV
cana-3036	222	5	indicated	indicate	VERB
cana-3036	222	6	superior	superior	ADJ
cana-3036	222	7	performance	performance	NOUN
cana-3036	222	8	,	,	PUNCT
cana-3036	222	9	validating	validate	VERB
cana-3036	222	10	the	the	DET
cana-3036	222	11	effectiveness	effectiveness	NOUN
cana-3036	222	12	of	of	ADP
cana-3036	222	13	our	our	PRON
cana-3036	222	14	integrated	integrate	VERB
cana-3036	222	15	approach	approach	NOUN
cana-3036	222	16	.	.	PUNCT
cana-3036	223	1	this	this	DET
cana-3036	223	2	research	research	NOUN
cana-3036	223	3	contributes	contribute	VERB
cana-3036	223	4	to	to	ADP
cana-3036	223	5	the	the	DET
cana-3036	223	6	field	field	NOUN
cana-3036	223	7	of	of	ADP
cana-3036	223	8	hgr	hgr	VERB
cana-3036	223	9	by	by	ADP
cana-3036	223	10	providing	provide	VERB
cana-3036	223	11	a	a	DET
cana-3036	223	12	detailed	detailed	ADJ
cana-3036	223	13	methodology	methodology	NOUN
cana-3036	223	14	for	for	ADP
cana-3036	223	15	integrating	integrate	VERB
cana-3036	223	16	semg	semg	NOUN
cana-3036	223	17	and	and	CCONJ
cana-3036	223	18	imu	imu	NOUN
cana-3036	223	19	data	datum	NOUN
cana-3036	223	20	with	with	ADP
cana-3036	223	21	advanced	advanced	ADJ
cana-3036	223	22	deep	deep	ADJ
cana-3036	223	23	learning	learning	NOUN
cana-3036	223	24	techniques	technique	NOUN
cana-3036	223	25	.	.	PUNCT
cana-3036	224	1	the	the	DET
cana-3036	224	2	implications	implication	NOUN
cana-3036	224	3	of	of	ADP
cana-3036	224	4	this	this	DET
cana-3036	224	5	work	work	NOUN
cana-3036	224	6	extend	extend	VERB
cana-3036	224	7	to	to	ADP
cana-3036	224	8	various	various	ADJ
cana-3036	224	9	applications	application	NOUN
cana-3036	224	10	,	,	PUNCT
cana-3036	224	11	including	include	VERB
cana-3036	224	12	augmented	augment	VERB
cana-3036	224	13	and	and	CCONJ
cana-3036	224	14	virtual	virtual	ADJ
cana-3036	224	15	reality	reality	NOUN
cana-3036	224	16	(	(	PUNCT
cana-3036	224	17	ar	ar	NOUN
cana-3036	224	18	/	/	SYM
cana-3036	224	19	vr	vr	NOUN
cana-3036	224	20	)	)	PUNCT
cana-3036	224	21	,	,	PUNCT
cana-3036	224	22	assistive	assistive	ADJ
cana-3036	224	23	technologies	technology	NOUN
cana-3036	224	24	,	,	PUNCT
cana-3036	224	25	and	and	CCONJ
cana-3036	224	26	smart	smart	ADJ
cana-3036	224	27	home	home	NOUN
cana-3036	224	28	systems	system	NOUN
cana-3036	224	29	,	,	PUNCT
cana-3036	224	30	where	where	SCONJ
cana-3036	224	31	intuitive	intuitive	ADJ
cana-3036	224	32	and	and	CCONJ
cana-3036	224	33	natural	natural	ADJ
cana-3036	224	34	interaction	interaction	NOUN
cana-3036	224	35	is	be	AUX
cana-3036	224	36	crucial	crucial	ADJ
cana-3036	224	37	.	.	PUNCT
cana-3036	225	1	future	future	ADJ
cana-3036	225	2	research	research	NOUN
cana-3036	225	3	should	should	AUX
cana-3036	225	4	focus	focus	VERB
cana-3036	225	5	on	on	ADP
cana-3036	225	6	expanding	expand	VERB
cana-3036	225	7	the	the	DET
cana-3036	225	8	dataset	dataset	NOUN
cana-3036	225	9	to	to	PART
cana-3036	225	10	include	include	VERB
cana-3036	225	11	a	a	DET
cana-3036	225	12	broader	broad	ADJ
cana-3036	225	13	range	range	NOUN
cana-3036	225	14	of	of	ADP
cana-3036	225	15	gestures	gesture	NOUN
cana-3036	225	16	and	and	CCONJ
cana-3036	225	17	user	user	NOUN
cana-3036	225	18	variations	variation	NOUN
cana-3036	225	19	,	,	PUNCT
cana-3036	225	20	developing	develop	VERB
cana-3036	225	21	adaptive	adaptive	ADJ
cana-3036	225	22	algorithms	algorithm	NOUN
cana-3036	225	23	for	for	ADP
cana-3036	225	24	real	real	ADJ
cana-3036	225	25	-	-	PUNCT
cana-3036	225	26	time	time	NOUN
cana-3036	225	27	personalization	personalization	NOUN
cana-3036	225	28	,	,	PUNCT
cana-3036	225	29	integrating	integrate	VERB
cana-3036	225	30	additional	additional	ADJ
cana-3036	225	31	sensors	sensor	NOUN
cana-3036	225	32	for	for	ADP
cana-3036	225	33	richer	rich	ADJ
cana-3036	225	34	data	datum	NOUN
cana-3036	225	35	,	,	PUNCT
cana-3036	225	36	and	and	CCONJ
cana-3036	225	37	optimizing	optimize	VERB
cana-3036	225	38	the	the	DET
cana-3036	225	39	system	system	NOUN
cana-3036	225	40	for	for	ADP
cana-3036	225	41	low	low	ADJ
cana-3036	225	42	-	-	PUNCT
cana-3036	225	43	power	power	NOUN
cana-3036	225	44	consumption	consumption	NOUN
cana-3036	225	45	and	and	CCONJ
cana-3036	225	46	real	real	ADJ
cana-3036	225	47	-	-	PUNCT
cana-3036	225	48	time	time	NOUN
cana-3036	225	49	deployment	deployment	NOUN
cana-3036	225	50	on	on	ADP
cana-3036	225	51	wearable	wearable	ADJ
cana-3036	225	52	devices	device	NOUN
cana-3036	225	53	.	.	PUNCT
cana-3036	226	1	overall	overall	ADV
cana-3036	226	2	,	,	PUNCT
cana-3036	226	3	this	this	DET
cana-3036	226	4	study	study	NOUN
cana-3036	226	5	lays	lay	VERB
cana-3036	226	6	the	the	DET
cana-3036	226	7	groundwork	groundwork	NOUN
cana-3036	226	8	for	for	ADP
cana-3036	226	9	more	more	ADV
cana-3036	226	10	advanced	advanced	ADJ
cana-3036	226	11	and	and	CCONJ
cana-3036	226	12	practical	practical	ADJ
cana-3036	226	13	hgr	hgr	ADJ
cana-3036	226	14	systems	system	NOUN
cana-3036	226	15	,	,	PUNCT
cana-3036	226	16	enhancing	enhance	VERB
cana-3036	226	17	the	the	DET
cana-3036	226	18	potential	potential	NOUN
cana-3036	226	19	for	for	ADP
cana-3036	226	20	intuitive	intuitive	ADJ
cana-3036	226	21	and	and	CCONJ
cana-3036	226	22	seamless	seamless	ADJ
cana-3036	226	23	human	human	ADJ
cana-3036	226	24	-	-	PUNCT
cana-3036	226	25	computer	computer	NOUN
cana-3036	226	26	interaction	interaction	NOUN
cana-3036	226	27	across	across	ADP
cana-3036	226	28	diverse	diverse	ADJ
cana-3036	226	29	applications	application	NOUN
cana-3036	226	30	.	.	PUNCT
cana-3036	227	1	references	reference	NOUN
cana-3036	227	2	[	[	X
cana-3036	227	3	1	1	NUM
cana-3036	227	4	]	]	PUNCT
cana-3036	227	5	madhuri	madhuri	PROPN
cana-3036	227	6	shripathi	shripathi	PROPN
cana-3036	227	7	rao	rao	PROPN
cana-3036	227	8	,	,	PUNCT
cana-3036	227	9	arushi	arushi	PROPN
cana-3036	227	10	singh	singh	PROPN
cana-3036	227	11	,	,	PUNCT
cana-3036	227	12	n.v	n.v	PROPN
cana-3036	227	13	.	.	PROPN
cana-3036	227	14	subba	subba	PROPN
cana-3036	227	15	reddy	reddy	PROPN
cana-3036	227	16	and	and	CCONJ
cana-3036	227	17	dinesh	dinesh	PROPN
cana-3036	227	18	u	u	PROPN
cana-3036	227	19	acharya(2022	acharya(2022	PROPN
cana-3036	227	20	)	)	PUNCT
cana-3036	227	21	.	.	PUNCT
cana-3036	228	1	crop	crop	NOUN
cana-3036	228	2	prediction	prediction	NOUN
cana-3036	228	3	using	use	VERB
cana-3036	228	4	machine	machine	NOUN
cana-3036	228	5	learning	learning	NOUN
cana-3036	228	6	.	.	PUNCT
cana-3036	229	1	journal	journal	PROPN
cana-3036	229	2	of	of	ADP
cana-3036	229	3	physics	physics	PROPN
cana-3036	229	4	:	:	PUNCT
cana-3036	229	5	conference	conference	NOUN
cana-3036	229	6	series	series	NOUN
cana-3036	229	7	,	,	PUNCT
cana-3036	229	8	doi:10.1088/1742	doi:10.1088/1742	ADJ
cana-3036	229	9	-	-	PUNCT
cana-3036	229	10	6596/2161/1/012033	6596/2161/1/012033	NUM
cana-3036	229	11	communications	communication	NOUN
cana-3036	229	12	on	on	ADP
cana-3036	229	13	applied	apply	VERB
cana-3036	229	14	nonlinear	nonlinear	ADJ
cana-3036	229	15	analysis	analysis	NOUN
cana-3036	229	16	issn	issn	NOUN
cana-3036	229	17	:	:	PUNCT
cana-3036	229	18	1074	1074	NUM
cana-3036	229	19	-	-	PUNCT
cana-3036	229	20	133x	133x	NUM
cana-3036	229	21	vol	vol	NOUN
cana-3036	229	22	32	32	NUM
cana-3036	229	23	no	no	NOUN
cana-3036	229	24	.	.	PUNCT
cana-3036	230	1	5s	5s	NUM
cana-3036	230	2	(	(	PUNCT
cana-3036	230	3	2025	2025	NUM
cana-3036	230	4	)	)	PUNCT
cana-3036	230	5	241	241	NUM
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cana-3036	231	1	[	[	X
cana-3036	231	2	2	2	NUM
cana-3036	231	3	]	]	PUNCT
cana-3036	231	4	shilpa	shilpa	PROPN
cana-3036	231	5	mangesh	mangesh	PROPN
cana-3036	231	6	pande	pande	PROPN
cana-3036	231	7	,	,	PUNCT
cana-3036	231	8	dr	dr	PROPN
cana-3036	231	9	.	.	PROPN
cana-3036	231	10	prem	prem	PROPN
cana-3036	231	11	kumar	kumar	PROPN
cana-3036	231	12	ramesh	ramesh	PROPN
cana-3036	231	13	,	,	PUNCT
cana-3036	231	14	anmol	anmol	PROPN
cana-3036	231	15	,	,	PUNCT
cana-3036	231	16	b.r	b.r	PROPN
cana-3036	231	17	aishwarya	aishwarya	PROPN
cana-3036	231	18	,	,	PUNCT
cana-3036	231	19	karuna	karuna	PROPN
cana-3036	231	20	rohilla	rohilla	PROPN
cana-3036	231	21	and	and	CCONJ
cana-3036	231	22	kumar	kumar	PROPN
cana-3036	231	23	shaurya(2021	shaurya(2021	PROPN
cana-3036	231	24	)	)	PUNCT
cana-3036	231	25	.	.	PUNCT
cana-3036	232	1	crop	crop	NOUN
cana-3036	232	2	recommender	recommender	NOUN
cana-3036	232	3	system	system	NOUN
cana-3036	232	4	using	use	VERB
cana-3036	232	5	machine	machine	NOUN
cana-3036	232	6	learning	learning	NOUN
cana-3036	232	7	approach	approach	NOUN
cana-3036	232	8	.	.	PUNCT
cana-3036	233	1	fifth	fifth	ADJ
cana-3036	233	2	international	international	ADJ
cana-3036	233	3	conference	conference	NOUN
cana-3036	233	4	on	on	ADP
cana-3036	233	5	computing	computing	NOUN
cana-3036	233	6	methodologies	methodology	NOUN
cana-3036	233	7	and	and	CCONJ
cana-3036	233	8	communication	communication	NOUN
cana-3036	233	9	(	(	PUNCT
cana-3036	233	10	iccmc	iccmc	NOUN
cana-3036	233	11	2021	2021	NUM
cana-3036	233	12	)	)	PUNCT
cana-3036	233	13	,	,	PUNCT
cana-3036	233	14	doi	doi	NOUN
cana-3036	233	15	:	:	PUNCT
cana-3036	233	16	10.1109	10.1109	NUM
cana-3036	233	17	/	/	SYM
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cana-3036	234	1	[	[	X
cana-3036	234	2	3	3	NUM
cana-3036	234	3	]	]	X
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cana-3036	234	6	,	,	PUNCT
cana-3036	234	7	saksham	saksham	PROPN
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cana-3036	234	9	,	,	PUNCT
cana-3036	234	10	archit	archit	ADJ
cana-3036	234	11	agrawal	agrawal	PROPN
cana-3036	234	12	and	and	CCONJ
cana-3036	234	13	parul	parul	NOUN
cana-3036	234	14	agrawal(2019	agrawal(2019	NUM
cana-3036	234	15	)	)	PUNCT
cana-3036	234	16	.	.	PUNCT
cana-3036	235	1	crop	crop	NOUN
cana-3036	235	2	yield	yield	NOUN
cana-3036	235	3	prediction	prediction	NOUN
cana-3036	235	4	using	use	VERB
cana-3036	235	5	machine	machine	NOUN
cana-3036	235	6	learning	learning	NOUN
cana-3036	235	7	algorithms	algorithm	NOUN
cana-3036	235	8	.	.	PUNCT
cana-3036	236	1	fifth	fifth	ADJ
cana-3036	236	2	international	international	ADJ
cana-3036	236	3	conference	conference	NOUN
cana-3036	236	4	on	on	ADP
cana-3036	236	5	image	image	NOUN
cana-3036	236	6	information	information	NOUN
cana-3036	236	7	processing	processing	NOUN
cana-3036	236	8	(	(	PUNCT
cana-3036	236	9	iciip	iciip	ADJ
cana-3036	236	10	)	)	PUNCT
cana-3036	237	1	[	[	X
cana-3036	237	2	4	4	X
cana-3036	237	3	]	]	PUNCT
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cana-3036	237	5	kumar	kumar	PROPN
cana-3036	237	6	d	d	PROPN
cana-3036	237	7	p	p	PROPN
cana-3036	237	8	,	,	PUNCT
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cana-3036	237	10	malyadri	malyadri	PROPN
cana-3036	237	11	,	,	PUNCT
cana-3036	237	12	srikanth	srikanth	PROPN
cana-3036	237	13	m	m	PROPN
cana-3036	237	14	s	s	PROPN
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cana-3036	237	16	dr	dr	PROPN
cana-3036	237	17	.	.	PROPN
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cana-3036	237	21	)	)	PUNCT
cana-3036	237	22	.	.	PUNCT
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cana-3036	238	6	crop	crop	NOUN
cana-3036	238	7	and	and	CCONJ
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cana-3036	238	9	recommendation	recommendation	NOUN
cana-3036	238	10	.	.	PUNCT
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cana-3036	240	3	.	.	PUNCT
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cana-3036	241	2	[	[	X
cana-3036	241	3	5	5	NUM
cana-3036	241	4	]	]	PUNCT
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cana-3036	241	6	,	,	PUNCT
cana-3036	241	7	p	p	X
cana-3036	241	8	a	a	DET
cana-3036	241	9	a.	a.	NOUN
cana-3036	241	10	,	,	PUNCT
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cana-3036	241	14	,	,	PUNCT
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cana-3036	241	22	,	,	PUNCT
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cana-3036	241	24	,	,	PUNCT
cana-3036	241	25	s.	s.	PROPN
cana-3036	241	26	,	,	PUNCT
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cana-3036	241	28	umathe	umathe	PROPN
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cana-3036	241	32	2023	2023	NUM
cana-3036	241	33	,	,	PUNCT
cana-3036	241	34	april	april	PROPN
cana-3036	241	35	30	30	NUM
cana-3036	241	36	)	)	PUNCT
cana-3036	241	37	.	.	PUNCT
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cana-3036	242	2	for	for	ADP
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cana-3036	242	6	and	and	CCONJ
cana-3036	242	7	solve	solve	VERB
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cana-3036	242	9	in	in	ADP
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cana-3036	242	11	/	/	SYM
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cana-3036	242	13	.	.	PUNCT
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cana-3036	243	3	6	6	NUM
cana-3036	243	4	]	]	PUNCT
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cana-3036	243	10	,	,	PUNCT
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cana-3036	243	12	31	31	NUM
cana-3036	243	13	)	)	PUNCT
cana-3036	243	14	.	.	PUNCT
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cana-3036	244	2	plant	plant	NOUN
cana-3036	244	3	disease	disease	NOUN
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cana-3036	244	5	and	and	CCONJ
cana-3036	244	6	pest	pest	VERB
cana-3036	244	7	detection	detection	NOUN
cana-3036	244	8	techniques	technique	NOUN
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cana-3036	244	10	image	image	NOUN
cana-3036	244	11	processing	processing	NOUN
cana-3036	244	12	.	.	PUNCT
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cana-3036	245	4	]	]	X
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cana-3036	245	6	,	,	PUNCT
cana-3036	245	7	j.	j.	PROPN
cana-3036	245	8	,	,	PUNCT
cana-3036	245	9	chen	chen	PROPN
cana-3036	245	10	,	,	PUNCT
cana-3036	245	11	j.	j.	PROPN
cana-3036	245	12	,	,	PUNCT
cana-3036	245	13	zhang	zhang	PROPN
cana-3036	245	14	,	,	PUNCT
cana-3036	245	15	d.	d.	PROPN
cana-3036	245	16	,	,	PUNCT
cana-3036	245	17	sun	sun	PROPN
cana-3036	245	18	,	,	PUNCT
cana-3036	245	19	y.	y.	PROPN
cana-3036	245	20	,	,	PUNCT
cana-3036	245	21	&	&	CCONJ
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cana-3036	245	26	(	(	PUNCT
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cana-3036	245	30	1	1	NUM
cana-3036	245	31	)	)	PUNCT
cana-3036	245	32	.	.	PUNCT
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cana-3036	246	4	learning	learning	NOUN
cana-3036	246	5	for	for	ADP
cana-3036	246	6	imagebased	imagebased	ADJ
cana-3036	246	7	plant	plant	NOUN
cana-3036	246	8	disease	disease	NOUN
cana-3036	246	9	identification	identification	NOUN
cana-3036	246	10	.	.	PUNCT
cana-3036	247	1	computers	computer	NOUN
cana-3036	247	2	and	and	CCONJ
cana-3036	247	3	electronics	electronic	NOUN
cana-3036	247	4	in	in	ADP
cana-3036	247	5	agriculture	agriculture	NOUN
cana-3036	247	6	,	,	PUNCT
cana-3036	247	7	173	173	NUM
cana-3036	247	8	,	,	PUNCT
cana-3036	247	9	105393	105393	NUM
cana-3036	247	10	-	-	SYM
cana-3036	247	11	105393	105393	NUM
cana-3036	247	12	.	.	PUNCT
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cana-3036	248	3	8	8	NUM
cana-3036	248	4	]	]	X
cana-3036	248	5	dai	dai	PROPN
cana-3036	248	6	,	,	PUNCT
cana-3036	248	7	m.	m.	NOUN
cana-3036	248	8	,	,	PUNCT
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cana-3036	248	10	,	,	PUNCT
cana-3036	248	11	m	m	PROPN
cana-3036	248	12	m	m	PROPN
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cana-3036	248	14	,	,	PUNCT
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cana-3036	248	16	,	,	PUNCT
cana-3036	248	17	h.	h.	PROPN
cana-3036	248	18	,	,	PUNCT
cana-3036	248	19	&	&	CCONJ
cana-3036	248	20	zhang	zhang	PROPN
cana-3036	248	21	,	,	PUNCT
cana-3036	248	22	s.	s.	PROPN
cana-3036	248	23	(	(	PUNCT
cana-3036	248	24	2023	2023	NUM
cana-3036	248	25	,	,	PUNCT
cana-3036	248	26	january	january	PROPN
cana-3036	248	27	5	5	NUM
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cana-3036	249	3	pest	pest	NOUN
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cana-3036	249	6	based	base	VERB
cana-3036	249	7	on	on	ADP
cana-3036	249	8	improved	improved	ADJ
cana-3036	249	9	yolov5	yolov5	NOUN
cana-3036	249	10	m.	m.	NOUN
cana-3036	249	11	https://doi.org/10.3390/insects14010054	https://doi.org/10.3390/insects14010054	VERB
cana-3036	250	1	[	[	X
cana-3036	250	2	9	9	NUM
cana-3036	250	3	]	]	SYM
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cana-3036	250	5	,	,	PUNCT
cana-3036	250	6	y	y	PROPN
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cana-3036	250	19	j.	j.	PROPN
cana-3036	250	20	,	,	PUNCT
cana-3036	250	21	&	&	CCONJ
cana-3036	250	22	yoo	yoo	PROPN
cana-3036	250	23	,	,	PUNCT
cana-3036	250	24	s	s	PART
cana-3036	250	25	j.	j.	PROPN
cana-3036	250	26	(	(	PUNCT
cana-3036	250	27	2021	2021	NUM
cana-3036	250	28	,	,	PUNCT
cana-3036	250	29	december	december	PROPN
cana-3036	250	30	16	16	NUM
cana-3036	250	31	)	)	PUNCT
cana-3036	250	32	.	.	PUNCT
cana-3036	251	1	image	image	NOUN
cana-3036	251	2	-	-	PUNCT
cana-3036	251	3	based	base	VERB
cana-3036	251	4	hot	hot	ADJ
cana-3036	251	5	pepper	pepper	NOUN
cana-3036	251	6	disease	disease	NOUN
cana-3036	251	7	and	and	CCONJ
cana-3036	251	8	pest	pest	VERB
cana-3036	251	9	diagnosis	diagnosis	NOUN
cana-3036	251	10	using	use	VERB
cana-3036	251	11	transfer	transfer	NOUN
cana-3036	251	12	learning	learning	NOUN
cana-3036	251	13	and	and	CCONJ
cana-3036	251	14	fine	fine	ADV
cana-3036	251	15	-	-	PUNCT
cana-3036	251	16	tuning	tuning	NOUN
cana-3036	251	17	.	.	PUNCT
cana-3036	252	1	https://doi.org/10.3389/fpls.2021.724487	https://doi.org/10.3389/fpls.2021.724487	X
cana-3036	252	2	[	[	X
cana-3036	252	3	10	10	NUM
cana-3036	252	4	]	]	SYM
cana-3036	252	5	hu	hu	PROPN
cana-3036	252	6	,	,	PUNCT
cana-3036	252	7	r.	r.	PROPN
cana-3036	252	8	,	,	PUNCT
cana-3036	252	9	zhang	zhang	PROPN
cana-3036	252	10	,	,	PUNCT
cana-3036	252	11	s.	s.	PROPN
cana-3036	252	12	,	,	PUNCT
cana-3036	252	13	wang	wang	PROPN
cana-3036	252	14	,	,	PUNCT
cana-3036	252	15	p.	p.	PROPN
cana-3036	252	16	,	,	PUNCT
cana-3036	252	17	xu	xu	PROPN
cana-3036	252	18	,	,	PUNCT
cana-3036	252	19	g.	g.	PROPN
cana-3036	252	20	,	,	PUNCT
cana-3036	252	21	wang	wang	PROPN
cana-3036	252	22	,	,	PUNCT
cana-3036	252	23	d.	d.	PROPN
cana-3036	252	24	,	,	PUNCT
cana-3036	252	25	&	&	CCONJ
cana-3036	252	26	qian	qian	PROPN
cana-3036	252	27	,	,	PUNCT
cana-3036	252	28	y.	y.	PROPN
cana-3036	252	29	(	(	PUNCT
cana-3036	252	30	2020	2020	NUM
cana-3036	252	31	,	,	PUNCT
cana-3036	252	32	may	may	AUX
cana-3036	252	33	22	22	NUM
cana-3036	252	34	)	)	PUNCT
cana-3036	252	35	.	.	PUNCT
cana-3036	253	1	the	the	DET
cana-3036	253	2	identification	identification	NOUN
cana-3036	253	3	of	of	ADP
cana-3036	253	4	corn	corn	NOUN
cana-3036	253	5	leaf	leaf	NOUN
cana-3036	253	6	diseases	disease	NOUN
cana-3036	253	7	based	base	VERB
cana-3036	253	8	on	on	ADP
cana-3036	253	9	transfer	transfer	NOUN
cana-3036	253	10	learning	learning	NOUN
cana-3036	253	11	and	and	CCONJ
cana-3036	253	12	data	datum	NOUN
cana-3036	253	13	augmentation	augmentation	NOUN
cana-3036	253	14	.	.	PUNCT
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cana-3036	255	3	]	]	SYM
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cana-3036	255	5	,	,	PUNCT
cana-3036	255	6	r.	r.	PROPN
cana-3036	255	7	,	,	PUNCT
cana-3036	255	8	jia	jia	PROPN
cana-3036	255	9	,	,	PUNCT
cana-3036	255	10	x.	x.	PROPN
cana-3036	255	11	,	,	PUNCT
cana-3036	255	12	hu	hu	PROPN
cana-3036	255	13	,	,	PUNCT
cana-3036	255	14	m.	m.	NOUN
cana-3036	255	15	,	,	PUNCT
cana-3036	255	16	zhou	zhou	PROPN
cana-3036	255	17	,	,	PUNCT
cana-3036	255	18	m.	m.	NOUN
cana-3036	255	19	,	,	PUNCT
cana-3036	255	20	li	li	PROPN
cana-3036	255	21	,	,	PUNCT
cana-3036	255	22	d.	d.	PROPN
cana-3036	255	23	,	,	PUNCT
cana-3036	255	24	liu	liu	PROPN
cana-3036	255	25	,	,	PUNCT
cana-3036	255	26	w.	w.	PROPN
cana-3036	255	27	,	,	PUNCT
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cana-3036	255	29	,	,	PUNCT
cana-3036	255	30	r.	r.	PROPN
cana-3036	255	31	,	,	PUNCT
cana-3036	255	32	zhang	zhang	PROPN
cana-3036	255	33	,	,	PUNCT
cana-3036	255	34	j.	j.	PROPN
cana-3036	255	35	,	,	PUNCT
cana-3036	255	36	xie	xie	PROPN
cana-3036	255	37	,	,	PUNCT
cana-3036	255	38	c.	c.	PROPN
cana-3036	255	39	,	,	PUNCT
cana-3036	255	40	liu	liu	PROPN
cana-3036	255	41	,	,	PUNCT
cana-3036	255	42	l.	l.	PROPN
cana-3036	255	43	,	,	PUNCT
cana-3036	255	44	wang	wang	PROPN
cana-3036	255	45	,	,	PUNCT
cana-3036	255	46	f.	f.	PROPN
cana-3036	255	47	,	,	PUNCT
cana-3036	255	48	chen	chen	PROPN
cana-3036	255	49	,	,	PUNCT
cana-3036	255	50	h.	h.	PROPN
cana-3036	255	51	,	,	PUNCT
cana-3036	255	52	chen	chen	PROPN
cana-3036	255	53	,	,	PUNCT
cana-3036	255	54	t.	t.	PROPN
cana-3036	255	55	,	,	PUNCT
cana-3036	255	56	&	&	CCONJ
cana-3036	255	57	hu	hu	PROPN
cana-3036	255	58	,	,	PUNCT
cana-3036	255	59	h.	h.	PROPN
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cana-3036	255	61	2019	2019	NUM
cana-3036	255	62	,	,	PUNCT
cana-3036	255	63	january	january	PROPN
cana-3036	255	64	1	1	NUM
cana-3036	255	65	)	)	PUNCT
cana-3036	255	66	.	.	PUNCT
cana-3036	256	1	an	an	DET
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cana-3036	256	4	augmentation	augmentation	NOUN
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cana-3036	256	8	-	-	PUNCT
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cana-3036	256	11	localization	localization	NOUN
cana-3036	256	12	and	and	CCONJ
cana-3036	256	13	recognition	recognition	NOUN
cana-3036	256	14	in	in	ADP
cana-3036	256	15	the	the	DET
cana-3036	256	16	field	field	NOUN
cana-3036	256	17	.	.	PUNCT
cana-3036	257	1	ieee	ieee	NOUN
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cana-3036	257	3	,	,	PUNCT
cana-3036	257	4	7	7	NUM
cana-3036	257	5	,	,	PUNCT
cana-3036	257	6	160274	160274	NUM
cana-3036	257	7	-	-	SYM
cana-3036	257	8	160283	160283	NUM
cana-3036	257	9	.	.	PUNCT
cana-3036	258	1	https://doi.org/10.1109/access.2019.2949852	https://doi.org/10.1109/access.2019.2949852	PROPN
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cana-3036	258	3	12	12	NUM
cana-3036	258	4	]	]	X
cana-3036	258	5	liu	liu	PROPN
cana-3036	258	6	,	,	PUNCT
cana-3036	258	7	c.	c.	PROPN
cana-3036	258	8	,	,	PUNCT
cana-3036	258	9	zhai	zhai	PROPN
cana-3036	258	10	,	,	PUNCT
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cana-3036	258	12	(	(	PUNCT
cana-3036	258	13	.	.	PUNCT
cana-3036	258	14	,	,	PUNCT
cana-3036	258	15	zhang	zhang	PROPN
cana-3036	258	16	,	,	PUNCT
cana-3036	258	17	r.	r.	PROPN
cana-3036	258	18	,	,	PUNCT
cana-3036	258	19	bai	bai	PROPN
cana-3036	258	20	,	,	PUNCT
cana-3036	258	21	j.	j.	PROPN
cana-3036	258	22	,	,	PUNCT
cana-3036	258	23	&	&	CCONJ
cana-3036	258	24	zhang	zhang	PROPN
cana-3036	258	25	,	,	PUNCT
cana-3036	258	26	m.	m.	NOUN
cana-3036	258	27	(	(	PUNCT
cana-3036	258	28	2022	2022	NUM
cana-3036	258	29	,	,	PUNCT
cana-3036	258	30	august	august	PROPN
cana-3036	258	31	29	29	NUM
cana-3036	258	32	)	)	PUNCT
cana-3036	258	33	.	.	PUNCT
cana-3036	259	1	field	field	NOUN
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cana-3036	259	3	monitoring	monitoring	NOUN
cana-3036	259	4	and	and	CCONJ
cana-3036	259	5	forecasting	forecasting	NOUN
cana-3036	259	6	system	system	NOUN
cana-3036	259	7	for	for	ADP
cana-3036	259	8	pest	pest	NOUN
cana-3036	259	9	control	control	NOUN
cana-3036	259	10	.	.	PUNCT
cana-3036	260	1	https://doi.org/10.3389/fpls.2022.990965	https://doi.org/10.3389/fpls.2022.990965	NOUN
cana-3036	260	2	[	[	X
cana-3036	260	3	13	13	NUM
cana-3036	260	4	]	]	PUNCT
cana-3036	260	5	mohanty	mohanty	NOUN
cana-3036	260	6	,	,	PUNCT
cana-3036	260	7	s	s	PART
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cana-3036	260	9	,	,	PUNCT
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cana-3036	260	11	,	,	PUNCT
cana-3036	260	12	d.	d.	PROPN
cana-3036	260	13	,	,	PUNCT
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cana-3036	260	20	,	,	PUNCT
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cana-3036	260	24	.	.	PUNCT
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cana-3036	261	9	disease	disease	NOUN
cana-3036	261	10	detection	detection	NOUN
cana-3036	261	11	.	.	PUNCT
cana-3036	262	1	frontiers	frontier	NOUN
cana-3036	262	2	in	in	ADP
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cana-3036	262	5	,	,	PUNCT
cana-3036	262	6	7	7	NUM
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cana-3036	263	1	https://doi.org/10.3389/fpls.2016.01419	https://doi.org/10.3389/fpls.2016.01419	PROPN
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cana-3036	263	9	dang	dang	PROPN
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cana-3036	263	12	,	,	PUNCT
cana-3036	263	13	liu	liu	PROPN
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cana-3036	263	15	z.	z.	PROPN
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cana-3036	264	6	-	-	PUNCT
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cana-3036	264	8	insects	insect	NOUN
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cana-3036	264	12	:	:	PUNCT
cana-3036	264	13	a	a	DET
cana-3036	264	14	more	more	ADV
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cana-3036	264	18	.	.	PUNCT
cana-3036	265	1	ieee	ieee	NOUN
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cana-3036	265	5	,	,	PUNCT
cana-3036	265	6	163703	163703	NUM
cana-3036	265	7	-	-	SYM
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cana-3036	267	10	m	m	PROPN
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cana-3036	267	23	.	.	PUNCT
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cana-3036	268	9	.	.	PUNCT
cana-3036	269	1	https://doi.org/10.35940/ijitee.d1112.029420	https://doi.org/10.35940/ijitee.d1112.029420	PROPN
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cana-3036	269	3	16	16	NUM
cana-3036	269	4	]	]	PUNCT
cana-3036	269	5	sriram	sriram	PROPN
cana-3036	269	6	,	,	PUNCT
cana-3036	269	7	g.	g.	PROPN
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cana-3036	269	13	saran	saran	PROPN
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cana-3036	269	15	d.	d.	PROPN
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cana-3036	269	23	,	,	PUNCT
cana-3036	269	24	may	may	AUX
cana-3036	269	25	11	11	NUM
cana-3036	269	26	)	)	PUNCT
cana-3036	269	27	.	.	PUNCT
cana-3036	270	1	flourishing	flourish	VERB
cana-3036	270	2	fields	field	NOUN
cana-3036	270	3	:	:	PUNCT
cana-3036	270	4	revolutionizing	revolutionize	VERB
cana-3036	270	5	agriculture	agriculture	NOUN
cana-3036	270	6	with	with	ADP
cana-3036	270	7	soft	soft	ADJ
cana-3036	270	8	computing	computing	NOUN
cana-3036	270	9	-	-	PUNCT
cana-3036	270	10	based	base	VERB
cana-3036	270	11	plant	plant	NOUN
cana-3036	270	12	disease	disease	NOUN
cana-3036	270	13	detection	detection	NOUN
cana-3036	270	14	.	.	PUNCT
cana-3036	270	15	https://doi.org/10.21203/rs.3.rs-2859449/v1	https://doi.org/10.21203/rs.3.rs-2859449/v1	PUNCT
cana-3036	271	1	[	[	X
cana-3036	271	2	17	17	NUM
cana-3036	271	3	]	]	PUNCT
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cana-3036	271	11	y.	y.	PROPN
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cana-3036	271	13	njuki	njuki	NOUN
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cana-3036	271	15	s.	s.	PROPN
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cana-3036	271	17	&	&	CCONJ
cana-3036	271	18	liu	liu	PROPN
cana-3036	271	19	,	,	PUNCT
cana-3036	271	20	y.	y.	PROPN
cana-3036	271	21	(	(	PUNCT
cana-3036	271	22	2019	2019	NUM
cana-3036	271	23	,	,	PUNCT
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cana-3036	271	25	1	1	NUM
cana-3036	271	26	)	)	PUNCT
cana-3036	271	27	.	.	PUNCT
cana-3036	272	1	a	a	DET
cana-3036	272	2	comparative	comparative	ADJ
cana-3036	272	3	study	study	NOUN
cana-3036	272	4	of	of	ADP
cana-3036	272	5	fine	fine	ADJ
cana-3036	272	6	-	-	PUNCT
cana-3036	272	7	tuning	tune	VERB
cana-3036	272	8	deep	deep	ADJ
cana-3036	272	9	learning	learning	NOUN
cana-3036	272	10	models	model	NOUN
cana-3036	272	11	for	for	ADP
cana-3036	272	12	plant	plant	NOUN
cana-3036	272	13	disease	disease	NOUN
cana-3036	272	14	identification	identification	NOUN
cana-3036	272	15	.	.	PUNCT
cana-3036	273	1	computers	computer	NOUN
cana-3036	273	2	and	and	CCONJ
cana-3036	273	3	electronics	electronic	NOUN
cana-3036	273	4	in	in	ADP
cana-3036	273	5	agriculture	agriculture	NOUN
cana-3036	273	6	,	,	PUNCT
cana-3036	273	7	161	161	NUM
cana-3036	273	8	,	,	PUNCT
cana-3036	273	9	272	272	NUM
cana-3036	273	10	-	-	SYM
cana-3036	273	11	279	279	NUM
cana-3036	273	12	.	.	PUNCT
cana-3036	274	1	https://doi.org/10.1016/j.compag.2018.03.032	https://doi.org/10.1016/j.compag.2018.03.032	PRON
cana-3036	274	2	[	[	X
cana-3036	274	3	18	18	NUM
cana-3036	274	4	]	]	X
cana-3036	274	5	wang	wang	PROPN
cana-3036	274	6	,	,	PUNCT
cana-3036	274	7	x.	x.	PROPN
cana-3036	274	8	,	,	PUNCT
cana-3036	274	9	li	li	PROPN
cana-3036	274	10	,	,	PUNCT
cana-3036	274	11	j.	j.	PROPN
cana-3036	274	12	,	,	PUNCT
cana-3036	274	13	&	&	CCONJ
cana-3036	274	14	zhu	zhu	PROPN
cana-3036	274	15	,	,	PUNCT
cana-3036	274	16	x.	x.	NOUN
cana-3036	274	17	(	(	PUNCT
cana-3036	274	18	2021	2021	NUM
cana-3036	274	19	,	,	PUNCT
cana-3036	274	20	april	april	PROPN
cana-3036	274	21	23	23	NUM
cana-3036	274	22	)	)	PUNCT
cana-3036	274	23	.	.	PUNCT
cana-3036	275	1	early	early	ADJ
cana-3036	275	2	real	real	ADJ
cana-3036	275	3	-	-	PUNCT
cana-3036	275	4	time	time	NOUN
cana-3036	275	5	detection	detection	NOUN
cana-3036	275	6	algorithm	algorithm	NOUN
cana-3036	275	7	of	of	ADP
cana-3036	275	8	tomato	tomato	NOUN
cana-3036	275	9	diseases	disease	NOUN
cana-3036	275	10	and	and	CCONJ
cana-3036	275	11	pests	pest	NOUN
cana-3036	275	12	in	in	ADP
cana-3036	275	13	the	the	DET
cana-3036	275	14	natural	natural	ADJ
cana-3036	275	15	environment	environment	NOUN
cana-3036	275	16	.	.	PUNCT
cana-3036	276	1	https://doi.org/10.1186/s13007-021-00745-2	https://doi.org/10.1186/s13007-021-00745-2	NUM
cana-3036	277	1	[	[	X
cana-3036	277	2	19	19	NUM
cana-3036	277	3	]	]	X
cana-3036	277	4	wang	wang	PROPN
cana-3036	277	5	,	,	PUNCT
cana-3036	277	6	x.	x.	PROPN
cana-3036	277	7	,	,	PUNCT
cana-3036	277	8	liu	liu	PROPN
cana-3036	277	9	,	,	PUNCT
cana-3036	277	10	j.	j.	PROPN
cana-3036	277	11	,	,	PUNCT
cana-3036	277	12	&	&	CCONJ
cana-3036	277	13	liu	liu	PROPN
cana-3036	277	14	,	,	PUNCT
cana-3036	277	15	g.	g.	PROPN
cana-3036	277	16	(	(	PUNCT
cana-3036	277	17	2021	2021	NUM
cana-3036	277	18	,	,	PUNCT
cana-3036	277	19	december	december	PROPN
cana-3036	277	20	10	10	NUM
cana-3036	277	21	)	)	PUNCT
cana-3036	277	22	.	.	PUNCT
cana-3036	278	1	diseases	disease	NOUN
cana-3036	278	2	detection	detection	NOUN
cana-3036	278	3	of	of	ADP
cana-3036	278	4	occlusion	occlusion	NOUN
cana-3036	278	5	and	and	CCONJ
cana-3036	278	6	overlapping	overlap	VERB
cana-3036	278	7	tomato	tomato	NOUN
cana-3036	278	8	leaves	leave	NOUN
cana-3036	278	9	based	base	VERB
cana-3036	278	10	on	on	ADP
cana-3036	278	11	deep	deep	ADJ
cana-3036	278	12	learning	learning	NOUN
cana-3036	278	13	.	.	PUNCT
cana-3036	279	1	https://doi.org/10.3389/fpls.2021.792244	https://doi.org/10.3389/fpls.2021.792244	PROPN
cana-3036	280	1	[	[	X
cana-3036	280	2	20	20	NUM
cana-3036	280	3	]	]	SYM
cana-3036	280	4	zhang	zhang	PROPN
cana-3036	280	5	,	,	PUNCT
cana-3036	280	6	q.	q.	PROPN
cana-3036	280	7	,	,	PUNCT
cana-3036	280	8	liu	liu	PROPN
cana-3036	280	9	,	,	PUNCT
cana-3036	280	10	y.	y.	PROPN
cana-3036	280	11	,	,	PUNCT
cana-3036	280	12	gong	gong	PROPN
cana-3036	280	13	,	,	PUNCT
cana-3036	280	14	c.	c.	PROPN
cana-3036	280	15	,	,	PUNCT
cana-3036	280	16	chen	chen	PROPN
cana-3036	280	17	,	,	PUNCT
cana-3036	280	18	y.	y.	PROPN
cana-3036	280	19	,	,	PUNCT
cana-3036	280	20	&	&	CCONJ
cana-3036	280	21	yu	yu	PROPN
cana-3036	280	22	,	,	PUNCT
cana-3036	280	23	h.	h.	PROPN
cana-3036	280	24	(	(	PUNCT
cana-3036	280	25	2020	2020	NUM
cana-3036	280	26	,	,	PUNCT
cana-3036	280	27	march	march	PROPN
cana-3036	280	28	10	10	NUM
cana-3036	280	29	)	)	PUNCT
cana-3036	280	30	.	.	PUNCT
cana-3036	281	1	applications	application	NOUN
cana-3036	281	2	of	of	ADP
cana-3036	281	3	deep	deep	ADJ
cana-3036	281	4	learning	learning	NOUN
cana-3036	281	5	for	for	ADP
cana-3036	281	6	dense	dense	ADJ
cana-3036	281	7	scenes	scene	NOUN
cana-3036	281	8	analysis	analysis	NOUN
cana-3036	281	9	in	in	ADP
cana-3036	281	10	agriculture	agriculture	NOUN
cana-3036	281	11	:	:	PUNCT
cana-3036	281	12	a	a	DET
cana-3036	281	13	review	review	NOUN
cana-3036	281	14	.	.	PUNCT
cana-3036	282	1	https://doi.org/10.3390/s20051520	https://doi.org/10.3390/s20051520	NUM
cana-3036	282	2	[	[	X
cana-3036	282	3	21	21	NUM
cana-3036	282	4	]	]	X
cana-3036	282	5	zhang	zhang	PROPN
cana-3036	282	6	,	,	PUNCT
cana-3036	282	7	t.	t.	PROPN
cana-3036	282	8	,	,	PUNCT
cana-3036	282	9	zhu	zhu	PROPN
cana-3036	282	10	,	,	PUNCT
cana-3036	282	11	x.	x.	PROPN
cana-3036	282	12	,	,	PUNCT
cana-3036	282	13	liu	liu	PROPN
cana-3036	282	14	,	,	PUNCT
cana-3036	282	15	y.	y.	PROPN
cana-3036	282	16	,	,	PUNCT
cana-3036	282	17	zhang	zhang	PROPN
cana-3036	282	18	,	,	PUNCT
cana-3036	282	19	k.	k.	PROPN
cana-3036	282	20	,	,	PUNCT
cana-3036	282	21	&	&	CCONJ
cana-3036	282	22	imran	imran	PROPN
cana-3036	282	23	,	,	PUNCT
cana-3036	282	24	a.	a.	NOUN
cana-3036	282	25	(	(	PUNCT
cana-3036	282	26	2020	2020	NUM
cana-3036	282	27	,	,	PUNCT
cana-3036	282	28	may	may	AUX
cana-3036	282	29	15	15	NUM
cana-3036	282	30	)	)	PUNCT
cana-3036	282	31	.	.	PUNCT
cana-3036	283	1	deep	deep	ADJ
cana-3036	283	2	learning	learning	NOUN
cana-3036	283	3	based	base	VERB
cana-3036	283	4	classification	classification	NOUN
cana-3036	283	5	for	for	ADP
cana-3036	283	6	tomato	tomato	NOUN
cana-3036	283	7	diseases	disease	NOUN
cana-3036	283	8	recognition	recognition	NOUN
cana-3036	283	9	.	.	PUNCT
cana-3036	284	1	iop	iop	PROPN
cana-3036	284	2	conference	conference	PROPN
cana-3036	284	3	series	series	PROPN
cana-3036	284	4	:	:	PUNCT
cana-3036	284	5	earth	earth	NOUN
cana-3036	284	6	and	and	CCONJ
cana-3036	284	7	environmental	environmental	ADJ
cana-3036	284	8	science	science	NOUN
cana-3036	284	9	,	,	PUNCT
cana-3036	284	10	474	474	NUM
cana-3036	284	11	,	,	PUNCT
cana-3036	284	12	032014	032014	NUM
cana-3036	284	13	-	-	SYM
cana-3036	284	14	032014	032014	NUM
cana-3036	284	15	.	.	PUNCT
cana-3036	284	16	https://doi.org/10.1088/1755-1315/474/3/032014	https://doi.org/10.1088/1755-1315/474/3/032014	PROPN
cana-3036	285	1	[	[	X
cana-3036	285	2	22	22	NUM
cana-3036	285	3	]	]	X
cana-3036	285	4	zhao	zhao	X
cana-3036	285	5	,	,	PUNCT
cana-3036	285	6	y.	y.	PROPN
cana-3036	285	7	,	,	PUNCT
cana-3036	285	8	yang	yang	PROPN
cana-3036	285	9	,	,	PUNCT
cana-3036	285	10	y.	y.	PROPN
cana-3036	285	11	,	,	PUNCT
cana-3036	285	12	xu	xu	PROPN
cana-3036	285	13	,	,	PUNCT
cana-3036	285	14	x.	x.	PROPN
cana-3036	285	15	,	,	PUNCT
cana-3036	285	16	&	&	CCONJ
cana-3036	285	17	sun	sun	PROPN
cana-3036	285	18	,	,	PUNCT
cana-3036	285	19	c.	c.	PROPN
cana-3036	285	20	(	(	PUNCT
cana-3036	285	21	2023	2023	NUM
cana-3036	285	22	,	,	PUNCT
cana-3036	285	23	january	january	PROPN
cana-3036	285	24	9	9	NUM
cana-3036	285	25	)	)	PUNCT
cana-3036	285	26	.	.	PUNCT
cana-3036	286	1	precision	precision	NOUN
cana-3036	286	2	detection	detection	NOUN
cana-3036	286	3	of	of	ADP
cana-3036	286	4	crop	crop	NOUN
cana-3036	286	5	diseases	disease	NOUN
cana-3036	286	6	based	base	VERB
cana-3036	286	7	on	on	ADP
cana-3036	286	8	improved	improved	ADJ
cana-3036	286	9	yolov5	yolov5	NOUN
cana-3036	286	10	model	model	NOUN
cana-3036	286	11	.	.	PUNCT
cana-3036	287	1	frontiers	frontier	NOUN
cana-3036	287	2	in	in	ADP
cana-3036	287	3	plant	plant	NOUN
cana-3036	287	4	science	science	NOUN
cana-3036	287	5	,	,	PUNCT
cana-3036	287	6	13	13	NUM
cana-3036	287	7	.	.	PUNCT
cana-3036	288	1	https://doi.org/10.3389/fpls.2022.1066835	https://doi.org/10.3389/fpls.2022.1066835	PROPN
cana-3036	288	2	[	[	X
cana-3036	288	3	23	23	NUM
cana-3036	288	4	]	]	X
cana-3036	288	5	zhu	zhu	PROPN
cana-3036	288	6	,	,	PUNCT
cana-3036	288	7	d.	d.	PROPN
cana-3036	288	8	,	,	PUNCT
cana-3036	288	9	feng	feng	PROPN
cana-3036	288	10	,	,	PUNCT
cana-3036	288	11	q.	q.	PROPN
cana-3036	288	12	,	,	PUNCT
cana-3036	288	13	zhang	zhang	PROPN
cana-3036	288	14	,	,	PUNCT
cana-3036	288	15	j.	j.	PROPN
cana-3036	288	16	,	,	PUNCT
cana-3036	288	17	&	&	CCONJ
cana-3036	288	18	yang	yang	PROPN
cana-3036	288	19	,	,	PUNCT
cana-3036	288	20	w.	w.	PROPN
cana-3036	288	21	(	(	PUNCT
cana-3036	288	22	2022	2022	NUM
cana-3036	288	23	,	,	PUNCT
cana-3036	288	24	december	december	PROPN
cana-3036	288	25	14	14	NUM
cana-3036	288	26	)	)	PUNCT
cana-3036	288	27	.	.	PUNCT
cana-3036	289	1	cotton	cotton	NOUN
cana-3036	289	2	disease	disease	NOUN
cana-3036	289	3	identification	identification	NOUN
cana-3036	289	4	method	method	NOUN
cana-3036	289	5	based	base	VERB
cana-3036	289	6	on	on	ADP
cana-3036	289	7	pruning	prune	VERB
cana-3036	289	8	.	.	PUNCT
cana-3036	290	1	frontiers	frontier	NOUN
cana-3036	290	2	in	in	ADP
cana-3036	290	3	plant	plant	NOUN
cana-3036	290	4	science	science	NOUN
cana-3036	290	5	,	,	PUNCT
cana-3036	290	6	13	13	NUM
cana-3036	290	7	.	.	PUNCT
cana-3036	291	1	https://doi.org/10.3389/fpls.2022.1038791	https://doi.org/10.3389/fpls.2022.1038791	X