id	sid	tid	token	lemma	pos
easat-11058	1	1	edelweiss	edelweiss	PROPN
easat-11058	1	2	applied	apply	VERB
easat-11058	1	3	science	science	NOUN
easat-11058	1	4	and	and	CCONJ
easat-11058	1	5	technology	technology	NOUN
easat-11058	1	6	issn	issn	PROPN
easat-11058	1	7	:	:	PUNCT
easat-11058	1	8	2576	2576	NUM
easat-11058	1	9	-	-	SYM
easat-11058	1	10	8484	8484	NUM
easat-11058	1	11	vol	vol	NOUN
easat-11058	1	12	.	.	PROPN
easat-11058	2	1	9	9	NUM
easat-11058	2	2	,	,	PUNCT
easat-11058	2	3	no	no	INTJ
easat-11058	2	4	.	.	NOUN
easat-11058	2	5	11	11	NUM
easat-11058	2	6	,	,	PUNCT
easat-11058	2	7	1108	1108	NUM
easat-11058	2	8	-	-	SYM
easat-11058	2	9	1120	1120	NUM
easat-11058	2	10	2025	2025	NUM
easat-11058	2	11	publisher	publisher	NOUN
easat-11058	2	12	:	:	PUNCT
easat-11058	2	13	learning	learn	VERB
easat-11058	2	14	gate	gate	NOUN
easat-11058	2	15	doi	doi	PROPN
easat-11058	2	16	:	:	PUNCT
easat-11058	2	17	10.55214/2576	10.55214/2576	NUM
easat-11058	2	18	-	-	SYM
easat-11058	2	19	8484.v9i11.11058	8484.v9i11.11058	NUM
easat-11058	2	20	©	©	ADP
easat-11058	2	21	2025	2025	NUM
easat-11058	2	22	by	by	ADP
easat-11058	2	23	the	the	DET
easat-11058	2	24	authors	author	NOUN
easat-11058	2	25	;	;	PUNCT
easat-11058	2	26	licensee	licensee	PROPN
easat-11058	2	27	learning	learning	NOUN
easat-11058	2	28	gate	gate	NOUN
easat-11058	3	1	©	©	PROPN
easat-11058	3	2	2025	2025	NUM
easat-11058	3	3	by	by	ADP
easat-11058	3	4	the	the	DET
easat-11058	3	5	authors	author	NOUN
easat-11058	3	6	;	;	PUNCT
easat-11058	3	7	licensee	licensee	PROPN
easat-11058	3	8	learning	learning	NOUN
easat-11058	3	9	gate	gate	NOUN
easat-11058	3	10	history	history	NOUN
easat-11058	3	11	:	:	PUNCT
easat-11058	3	12	received	receive	VERB
easat-11058	3	13	:	:	PUNCT
easat-11058	3	14	12	12	NUM
easat-11058	3	15	september	september	PROPN
easat-11058	3	16	2025	2025	NUM
easat-11058	3	17	;	;	PUNCT
easat-11058	3	18	revised	revise	VERB
easat-11058	3	19	:	:	PUNCT
easat-11058	3	20	17	17	NUM
easat-11058	3	21	october	october	NOUN
easat-11058	3	22	2025	2025	NUM
easat-11058	3	23	;	;	PUNCT
easat-11058	3	24	accepted	accept	VERB
easat-11058	3	25	:	:	PUNCT
easat-11058	3	26	22	22	NUM
easat-11058	3	27	october	october	NOUN
easat-11058	3	28	2025	2025	NUM
easat-11058	3	29	;	;	PUNCT
easat-11058	3	30	published	publish	VERB
easat-11058	3	31	:	:	PUNCT
easat-11058	4	1	17	17	NUM
easat-11058	4	2	november	november	PROPN
easat-11058	4	3	2025	2025	NUM
easat-11058	4	4	*	*	PUNCT
easat-11058	4	5	correspondence	correspondence	NOUN
easat-11058	4	6	:	:	PUNCT
easat-11058	4	7	apisit.digital@gmail.com	apisit.digital@gmail.com	X
easat-11058	4	8	human	human	ADJ
easat-11058	4	9	suspicious	suspicious	ADJ
easat-11058	4	10	behavior	behavior	NOUN
easat-11058	4	11	detection	detection	NOUN
easat-11058	4	12	system	system	NOUN
easat-11058	4	13	using	use	VERB
easat-11058	4	14	deep	deep	ADJ
easat-11058	4	15	learning	learning	NOUN
easat-11058	4	16	with	with	ADP
easat-11058	4	17	a	a	DET
easat-11058	4	18	closed	close	VERB
easat-11058	4	19	-	-	PUNCT
easat-11058	4	20	circuit	circuit	NOUN
easat-11058	4	21	television	television	NOUN
easat-11058	4	22	camera	camera	NOUN
easat-11058	4	23	apisit	apisit	PROPN
easat-11058	4	24	seelsat1	seelsat1	PROPN
easat-11058	4	25	*	*	PROPN
easat-11058	4	26	,	,	PUNCT
easat-11058	4	27	prasong	prasong	PROPN
easat-11058	4	28	praneetpolgrang2	praneetpolgrang2	PROPN
easat-11058	4	29	,	,	PUNCT
easat-11058	4	30	payap	payap	PROPN
easat-11058	4	31	sirinam3	sirinam3	VERB
easat-11058	4	32	1,3office	1,3office	PROPN
easat-11058	4	33	of	of	ADP
easat-11058	4	34	graduate	graduate	NOUN
easat-11058	4	35	studies	study	NOUN
easat-11058	4	36	,	,	PUNCT
easat-11058	4	37	navaminda	navaminda	ADV
easat-11058	4	38	kasatriyadhiraj	kasatriyadhiraj	ADJ
easat-11058	4	39	royal	royal	ADJ
easat-11058	4	40	air	air	PROPN
easat-11058	4	41	force	force	PROPN
easat-11058	4	42	academy	academy	PROPN
easat-11058	4	43	,	,	PUNCT
easat-11058	4	44	thailand	thailand	PROPN
easat-11058	4	45	;	;	PUNCT
easat-11058	4	46	apisit.digital@gmail.com	apisit.digital@gmail.com	X
easat-11058	4	47	(	(	PUNCT
easat-11058	4	48	a.s	a.s	PROPN
easat-11058	4	49	.	.	PROPN
easat-11058	4	50	)	)	PUNCT
easat-11058	5	1	p.sirinam@gmail.com	p.sirinam@gmail.com	PROPN
easat-11058	5	2	(	(	PUNCT
easat-11058	5	3	p.s	p.s	PROPN
easat-11058	5	4	.	.	PUNCT
easat-11058	5	5	)	)	PUNCT
easat-11058	5	6	.	.	PUNCT
easat-11058	6	1	2school	2school	NUM
easat-11058	6	2	of	of	ADP
easat-11058	6	3	information	information	NOUN
easat-11058	6	4	technology	technology	NOUN
easat-11058	6	5	,	,	PUNCT
easat-11058	6	6	sripatum	sripatum	NOUN
easat-11058	6	7	university	university	PROPN
easat-11058	6	8	,	,	PUNCT
easat-11058	6	9	thailand	thailand	PROPN
easat-11058	6	10	;	;	PUNCT
easat-11058	6	11	prasong.pr@spu.ac.th	prasong.pr@spu.ac.th	X
easat-11058	6	12	(	(	PUNCT
easat-11058	6	13	p.p	p.p	PROPN
easat-11058	6	14	.	.	PROPN
easat-11058	6	15	)	)	PUNCT
easat-11058	6	16	.	.	PUNCT
easat-11058	7	1	abstract	abstract	ADJ
easat-11058	7	2	:	:	PUNCT
easat-11058	7	3	automated	automate	VERB
easat-11058	7	4	interpretation	interpretation	NOUN
easat-11058	7	5	of	of	ADP
easat-11058	7	6	human	human	ADJ
easat-11058	7	7	activities	activity	NOUN
easat-11058	7	8	in	in	ADP
easat-11058	7	9	public	public	ADJ
easat-11058	7	10	surveillance	surveillance	NOUN
easat-11058	7	11	is	be	AUX
easat-11058	7	12	a	a	DET
easat-11058	7	13	pressing	press	VERB
easat-11058	7	14	need	need	NOUN
easat-11058	7	15	.	.	PUNCT
easat-11058	8	1	this	this	DET
easat-11058	8	2	study	study	NOUN
easat-11058	8	3	introduces	introduce	VERB
easat-11058	8	4	a	a	DET
easat-11058	8	5	lightweight	lightweight	ADJ
easat-11058	8	6	behavior	behavior	NOUN
easat-11058	8	7	detection	detection	NOUN
easat-11058	8	8	system	system	NOUN
easat-11058	8	9	combining	combine	VERB
easat-11058	8	10	openpose	openpose	PRON
easat-11058	8	11	(	(	PUNCT
easat-11058	8	12	skeletal	skeletal	ADJ
easat-11058	8	13	keypoints	keypoint	NOUN
easat-11058	8	14	)	)	PUNCT
easat-11058	8	15	with	with	ADP
easat-11058	8	16	a	a	DET
easat-11058	8	17	temporal	temporal	ADJ
easat-11058	8	18	convolutional	convolutional	ADJ
easat-11058	8	19	network	network	NOUN
easat-11058	8	20	(	(	PUNCT
easat-11058	8	21	tcn	tcn	PROPN
easat-11058	8	22	)	)	PUNCT
easat-11058	8	23	for	for	ADP
easat-11058	8	24	sequence	sequence	NOUN
easat-11058	8	25	analysis	analysis	NOUN
easat-11058	8	26	.	.	PUNCT
easat-11058	9	1	the	the	DET
easat-11058	9	2	pipeline	pipeline	NOUN
easat-11058	9	3	is	be	AUX
easat-11058	9	4	implemented	implement	VERB
easat-11058	9	5	on	on	ADP
easat-11058	9	6	an	an	DET
easat-11058	9	7	nvidia	nvidia	PROPN
easat-11058	9	8	jetson	jetson	PROPN
easat-11058	9	9	orin	orin	PROPN
easat-11058	9	10	nano	nano	PROPN
easat-11058	9	11	edge	edge	NOUN
easat-11058	9	12	device	device	NOUN
easat-11058	9	13	,	,	PUNCT
easat-11058	9	14	enabling	enable	VERB
easat-11058	9	15	real	real	ADJ
easat-11058	9	16	-	-	PUNCT
easat-11058	9	17	time	time	NOUN
easat-11058	9	18	,	,	PUNCT
easat-11058	9	19	privacy	privacy	NOUN
easat-11058	9	20	-	-	PUNCT
easat-11058	9	21	preserving	preserve	VERB
easat-11058	9	22	processing	processing	NOUN
easat-11058	9	23	of	of	ADP
easat-11058	9	24	anonymized	anonymize	VERB
easat-11058	9	25	skeletal	skeletal	ADJ
easat-11058	9	26	data	datum	NOUN
easat-11058	9	27	.	.	PUNCT
easat-11058	10	1	experiments	experiment	NOUN
easat-11058	10	2	on	on	ADP
easat-11058	10	3	the	the	DET
easat-11058	10	4	mpii	mpii	PROPN
easat-11058	10	5	human	human	PROPN
easat-11058	10	6	pose	pose	NOUN
easat-11058	10	7	dataset	dataset	NOUN
easat-11058	10	8	show	show	VERB
easat-11058	10	9	the	the	DET
easat-11058	10	10	tcn	tcn	NOUN
easat-11058	10	11	model	model	NOUN
easat-11058	10	12	surpasses	surpass	VERB
easat-11058	10	13	an	an	DET
easat-11058	10	14	lstm	lstm	PROPN
easat-11058	10	15	baseline	baseline	NOUN
easat-11058	10	16	,	,	PUNCT
easat-11058	10	17	achieving	achieve	VERB
easat-11058	10	18	91.83	91.83	NUM
easat-11058	10	19	%	%	NOUN
easat-11058	10	20	overall	overall	ADJ
easat-11058	10	21	accuracy	accuracy	NOUN
easat-11058	10	22	and	and	CCONJ
easat-11058	10	23	an	an	DET
easat-11058	10	24	8	8	NUM
easat-11058	10	25	%	%	NOUN
easat-11058	10	26	improvement	improvement	NOUN
easat-11058	10	27	on	on	ADP
easat-11058	10	28	highvelocity	highvelocity	NOUN
easat-11058	10	29	actions	action	NOUN
easat-11058	10	30	(	(	PUNCT
easat-11058	10	31	e.g.	e.g.	ADV
easat-11058	10	32	,	,	PUNCT
easat-11058	10	33	running	running	NOUN
easat-11058	10	34	,	,	PUNCT
easat-11058	10	35	punching	punching	NOUN
easat-11058	10	36	)	)	PUNCT
easat-11058	10	37	.	.	PUNCT
easat-11058	11	1	a	a	DET
easat-11058	11	2	six	six	NUM
easat-11058	11	3	-	-	PUNCT
easat-11058	11	4	class	class	NOUN
easat-11058	11	5	confusion	confusion	NOUN
easat-11058	11	6	matrix	matrix	NOUN
easat-11058	11	7	showed	show	VERB
easat-11058	11	8	a	a	DET
easat-11058	11	9	good	good	ADJ
easat-11058	11	10	balance	balance	NOUN
easat-11058	11	11	,	,	PUNCT
easat-11058	11	12	though	though	SCONJ
easat-11058	11	13	walking	walk	VERB
easat-11058	11	14	was	be	AUX
easat-11058	11	15	the	the	DET
easat-11058	11	16	most	most	ADV
easat-11058	11	17	ambiguous	ambiguous	ADJ
easat-11058	11	18	category	category	NOUN
easat-11058	11	19	.	.	PUNCT
easat-11058	12	1	field	field	NOUN
easat-11058	12	2	tests	test	NOUN
easat-11058	12	3	in	in	ADP
easat-11058	12	4	public	public	ADJ
easat-11058	12	5	spaces	space	NOUN
easat-11058	12	6	,	,	PUNCT
easat-11058	12	7	using	use	VERB
easat-11058	12	8	the	the	DET
easat-11058	12	9	model	model	NOUN
easat-11058	12	10	as	as	ADP
easat-11058	12	11	an	an	DET
easat-11058	12	12	edge	edge	NOUN
easat-11058	12	13	microservice	microservice	NOUN
easat-11058	12	14	,	,	PUNCT
easat-11058	12	15	validated	validate	VERB
easat-11058	12	16	its	its	PRON
easat-11058	12	17	real	real	ADJ
easat-11058	12	18	-	-	PUNCT
easat-11058	12	19	time	time	NOUN
easat-11058	12	20	performance	performance	NOUN
easat-11058	12	21	.	.	PUNCT
easat-11058	13	1	the	the	DET
easat-11058	13	2	system	system	NOUN
easat-11058	13	3	delivers	deliver	VERB
easat-11058	13	4	prompt	prompt	ADJ
easat-11058	13	5	alerts	alert	NOUN
easat-11058	13	6	for	for	ADP
easat-11058	13	7	safety	safety	NOUN
easat-11058	13	8	-	-	PUNCT
easat-11058	13	9	critical	critical	ADJ
easat-11058	13	10	incidents	incident	NOUN
easat-11058	13	11	,	,	PUNCT
easat-11058	13	12	such	such	ADJ
easat-11058	13	13	as	as	ADP
easat-11058	13	14	falls	fall	NOUN
easat-11058	13	15	or	or	CCONJ
easat-11058	13	16	violence	violence	NOUN
easat-11058	13	17	.	.	PUNCT
easat-11058	14	1	it	it	PRON
easat-11058	14	2	demonstrates	demonstrate	VERB
easat-11058	14	3	how	how	SCONJ
easat-11058	14	4	edge	edge	NOUN
easat-11058	14	5	ai	ai	VERB
easat-11058	14	6	can	can	AUX
easat-11058	14	7	enhance	enhance	VERB
easat-11058	14	8	public	public	ADJ
easat-11058	14	9	safety	safety	NOUN
easat-11058	14	10	by	by	ADP
easat-11058	14	11	reducing	reduce	VERB
easat-11058	14	12	delays	delay	NOUN
easat-11058	14	13	,	,	PUNCT
easat-11058	14	14	minimizing	minimize	VERB
easat-11058	14	15	data	data	NOUN
easat-11058	14	16	consumption	consumption	NOUN
easat-11058	14	17	,	,	PUNCT
easat-11058	14	18	and	and	CCONJ
easat-11058	14	19	diminishing	diminish	VERB
easat-11058	14	20	false	false	ADJ
easat-11058	14	21	alarms	alarm	NOUN
easat-11058	14	22	.	.	PUNCT
easat-11058	15	1	the	the	DET
easat-11058	15	2	findings	finding	NOUN
easat-11058	15	3	indicate	indicate	VERB
easat-11058	15	4	tcns	tcns	PROPN
easat-11058	15	5	are	be	AUX
easat-11058	15	6	proficient	proficient	ADJ
easat-11058	15	7	in	in	ADP
easat-11058	15	8	comprehending	comprehend	VERB
easat-11058	15	9	long	long	ADJ
easat-11058	15	10	-	-	PUNCT
easat-11058	15	11	term	term	NOUN
easat-11058	15	12	temporal	temporal	ADJ
easat-11058	15	13	patterns	pattern	NOUN
easat-11058	15	14	for	for	ADP
easat-11058	15	15	behavior	behavior	NOUN
easat-11058	15	16	detection	detection	NOUN
easat-11058	15	17	.	.	PUNCT
easat-11058	16	1	keywords	keyword	NOUN
easat-11058	16	2	:	:	PUNCT
easat-11058	16	3	behavior	behavior	NOUN
easat-11058	16	4	detection	detection	NOUN
easat-11058	16	5	,	,	PUNCT
easat-11058	16	6	deep	deep	ADJ
easat-11058	16	7	learning	learning	NOUN
easat-11058	16	8	,	,	PUNCT
easat-11058	16	9	temporal	temporal	ADJ
easat-11058	16	10	data	datum	NOUN
easat-11058	16	11	analysis	analysis	NOUN
easat-11058	16	12	.	.	PUNCT
easat-11058	17	1	1	1	X
easat-11058	17	2	.	.	X
easat-11058	17	3	introduction	introduction	NOUN
easat-11058	17	4	nowadays	nowadays	ADV
easat-11058	17	5	,	,	PUNCT
easat-11058	17	6	public	public	ADJ
easat-11058	17	7	surveillance	surveillance	NOUN
easat-11058	17	8	in	in	ADP
easat-11058	17	9	shopping	shopping	NOUN
easat-11058	17	10	districts	district	NOUN
easat-11058	17	11	,	,	PUNCT
easat-11058	17	12	transit	transit	NOUN
easat-11058	17	13	hubs	hub	NOUN
easat-11058	17	14	,	,	PUNCT
easat-11058	17	15	and	and	CCONJ
easat-11058	17	16	airports	airport	NOUN
easat-11058	17	17	has	have	AUX
easat-11058	17	18	become	become	VERB
easat-11058	17	19	increasingly	increasingly	ADV
easat-11058	17	20	vital	vital	ADJ
easat-11058	17	21	due	due	ADJ
easat-11058	17	22	to	to	ADP
easat-11058	17	23	rising	rise	VERB
easat-11058	17	24	rates	rate	NOUN
easat-11058	17	25	of	of	ADP
easat-11058	17	26	crime	crime	NOUN
easat-11058	17	27	.	.	PUNCT
easat-11058	18	1	according	accord	VERB
easat-11058	18	2	to	to	ADP
easat-11058	18	3	a	a	DET
easat-11058	18	4	statistical	statistical	ADJ
easat-11058	18	5	report	report	NOUN
easat-11058	18	6	from	from	ADP
easat-11058	18	7	the	the	DET
easat-11058	18	8	royal	royal	PROPN
easat-11058	18	9	thai	thai	ADJ
easat-11058	18	10	police	police	NOUN
easat-11058	18	11	[	[	X
easat-11058	18	12	1	1	NUM
easat-11058	18	13	]	]	PUNCT
easat-11058	18	14	,	,	PUNCT
easat-11058	18	15	violent	violent	ADJ
easat-11058	18	16	incidents	incident	NOUN
easat-11058	18	17	in	in	ADP
easat-11058	18	18	2023	2023	NUM
easat-11058	18	19	(	(	PUNCT
easat-11058	18	20	b.e	b.e	PROPN
easat-11058	18	21	.	.	PROPN
easat-11058	18	22	2566	2566	NUM
easat-11058	18	23	)	)	PUNCT
easat-11058	18	24	increased	increase	VERB
easat-11058	18	25	by	by	ADP
easat-11058	18	26	more	more	ADJ
easat-11058	18	27	than	than	ADP
easat-11058	18	28	455	455	NUM
easat-11058	18	29	%	%	NOUN
easat-11058	18	30	compared	compare	VERB
easat-11058	18	31	with	with	ADP
easat-11058	18	32	2022	2022	NUM
easat-11058	18	33	(	(	PUNCT
easat-11058	18	34	b.e	b.e	PROPN
easat-11058	18	35	.	.	PROPN
easat-11058	18	36	2565	2565	NUM
easat-11058	18	37	)	)	PUNCT
easat-11058	18	38	,	,	PUNCT
easat-11058	18	39	while	while	SCONJ
easat-11058	18	40	murder	murder	NOUN
easat-11058	18	41	cases	case	NOUN
easat-11058	18	42	rose	rise	VERB
easat-11058	18	43	by	by	ADP
easat-11058	18	44	approximately	approximately	ADV
easat-11058	18	45	18.7	18.7	NUM
easat-11058	18	46	%	%	NOUN
easat-11058	18	47	.	.	PUNCT
easat-11058	19	1	these	these	DET
easat-11058	19	2	figures	figure	NOUN
easat-11058	19	3	clearly	clearly	ADV
easat-11058	19	4	demonstrate	demonstrate	VERB
easat-11058	19	5	a	a	DET
easat-11058	19	6	growing	grow	VERB
easat-11058	19	7	safety	safety	NOUN
easat-11058	19	8	threat	threat	NOUN
easat-11058	19	9	in	in	ADP
easat-11058	19	10	public	public	ADJ
easat-11058	19	11	areas	area	NOUN
easat-11058	19	12	.	.	PUNCT
easat-11058	20	1	furthermore	furthermore	ADV
easat-11058	20	2	,	,	PUNCT
easat-11058	20	3	the	the	DET
easat-11058	20	4	united	united	PROPN
easat-11058	20	5	nations	nations	PROPN
easat-11058	20	6	office	office	NOUN
easat-11058	20	7	on	on	ADP
easat-11058	20	8	drugs	drug	NOUN
easat-11058	20	9	and	and	CCONJ
easat-11058	20	10	crime	crime	NOUN
easat-11058	20	11	[	[	X
easat-11058	20	12	2	2	NUM
easat-11058	20	13	]	]	PUNCT
easat-11058	20	14	highlights	highlight	NOUN
easat-11058	20	15	additional	additional	ADJ
easat-11058	20	16	southeast	southeast	ADJ
easat-11058	20	17	asian	asian	ADJ
easat-11058	20	18	security	security	NOUN
easat-11058	20	19	concerns	concern	NOUN
easat-11058	20	20	,	,	PUNCT
easat-11058	20	21	such	such	ADJ
easat-11058	20	22	as	as	ADP
easat-11058	20	23	cybercrime	cybercrime	NOUN
easat-11058	20	24	and	and	CCONJ
easat-11058	20	25	terrorism	terrorism	NOUN
easat-11058	20	26	,	,	PUNCT
easat-11058	20	27	that	that	PRON
easat-11058	20	28	are	be	AUX
easat-11058	20	29	expected	expect	VERB
easat-11058	20	30	to	to	PART
easat-11058	20	31	exert	exert	VERB
easat-11058	20	32	significant	significant	ADJ
easat-11058	20	33	social	social	ADJ
easat-11058	20	34	impacts	impact	NOUN
easat-11058	20	35	.	.	PUNCT
easat-11058	21	1	these	these	DET
easat-11058	21	2	circumstances	circumstance	NOUN
easat-11058	21	3	suggest	suggest	VERB
easat-11058	21	4	that	that	SCONJ
easat-11058	21	5	human	human	NOUN
easat-11058	21	6	-	-	PUNCT
easat-11058	21	7	operated	operate	VERB
easat-11058	21	8	surveillance	surveillance	NOUN
easat-11058	21	9	alone	alone	ADV
easat-11058	21	10	may	may	AUX
easat-11058	21	11	not	not	PART
easat-11058	21	12	be	be	AUX
easat-11058	21	13	sufficient	sufficient	ADJ
easat-11058	21	14	,	,	PUNCT
easat-11058	21	15	especially	especially	ADV
easat-11058	21	16	in	in	ADP
easat-11058	21	17	densely	densely	ADV
easat-11058	21	18	populated	populate	VERB
easat-11058	21	19	areas	area	NOUN
easat-11058	21	20	or	or	CCONJ
easat-11058	21	21	during	during	ADP
easat-11058	21	22	emergency	emergency	NOUN
easat-11058	21	23	responses	response	NOUN
easat-11058	21	24	,	,	PUNCT
easat-11058	21	25	where	where	SCONJ
easat-11058	21	26	timely	timely	ADJ
easat-11058	21	27	assessment	assessment	NOUN
easat-11058	21	28	and	and	CCONJ
easat-11058	21	29	response	response	NOUN
easat-11058	21	30	are	be	AUX
easat-11058	21	31	crucial	crucial	ADJ
easat-11058	21	32	.	.	PUNCT
easat-11058	22	1	besides	besides	SCONJ
easat-11058	22	2	crime	crime	NOUN
easat-11058	22	3	-	-	PUNCT
easat-11058	22	4	based	base	VERB
easat-11058	22	5	threats	threat	NOUN
easat-11058	22	6	,	,	PUNCT
easat-11058	22	7	fall	fall	VERB
easat-11058	22	8	incidents	incident	NOUN
easat-11058	22	9	among	among	ADP
easat-11058	22	10	older	old	ADJ
easat-11058	22	11	adults	adult	NOUN
easat-11058	22	12	constitute	constitute	VERB
easat-11058	22	13	another	another	DET
easat-11058	22	14	pressing	press	VERB
easat-11058	22	15	concern	concern	NOUN
easat-11058	22	16	.	.	PUNCT
easat-11058	23	1	the	the	DET
easat-11058	23	2	world	world	PROPN
easat-11058	23	3	health	health	NOUN
easat-11058	23	4	organization	organization	NOUN
easat-11058	23	5	[	[	X
easat-11058	23	6	3	3	X
easat-11058	23	7	]	]	PUNCT
easat-11058	23	8	identifies	identifie	NOUN
easat-11058	23	9	falls	fall	VERB
easat-11058	23	10	as	as	ADP
easat-11058	23	11	a	a	DET
easat-11058	23	12	leading	lead	VERB
easat-11058	23	13	cause	cause	NOUN
easat-11058	23	14	of	of	ADP
easat-11058	23	15	serious	serious	ADJ
easat-11058	23	16	injury	injury	NOUN
easat-11058	23	17	and	and	CCONJ
easat-11058	23	18	mortality	mortality	NOUN
easat-11058	23	19	in	in	ADP
easat-11058	23	20	the	the	DET
easat-11058	23	21	elderly	elderly	ADJ
easat-11058	23	22	,	,	PUNCT
easat-11058	23	23	underscoring	underscore	VERB
easat-11058	23	24	the	the	DET
easat-11058	23	25	need	need	NOUN
easat-11058	23	26	for	for	ADP
easat-11058	23	27	timely	timely	ADJ
easat-11058	23	28	detection	detection	NOUN
easat-11058	23	29	and	and	CCONJ
easat-11058	23	30	intervention	intervention	NOUN
easat-11058	23	31	.	.	PUNCT
easat-11058	24	1	recent	recent	ADJ
easat-11058	24	2	advances	advance	NOUN
easat-11058	24	3	in	in	ADP
easat-11058	24	4	artificial	artificial	ADJ
easat-11058	24	5	intelligence	intelligence	NOUN
easat-11058	24	6	(	(	PUNCT
easat-11058	24	7	ai	ai	NOUN
easat-11058	24	8	)	)	PUNCT
easat-11058	24	9	,	,	PUNCT
easat-11058	24	10	particularly	particularly	ADV
easat-11058	24	11	deep	deep	ADJ
easat-11058	24	12	learning	learning	NOUN
easat-11058	24	13	(	(	PUNCT
easat-11058	24	14	dl	dl	PROPN
easat-11058	24	15	)	)	PUNCT
easat-11058	24	16	,	,	PUNCT
easat-11058	24	17	have	have	AUX
easat-11058	24	18	demonstrated	demonstrate	VERB
easat-11058	24	19	great	great	ADJ
easat-11058	24	20	potential	potential	NOUN
easat-11058	24	21	in	in	ADP
easat-11058	24	22	analyzing	analyze	VERB
easat-11058	24	23	complex	complex	ADJ
easat-11058	24	24	image	image	NOUN
easat-11058	24	25	and	and	CCONJ
easat-11058	24	26	video	video	NOUN
easat-11058	24	27	information	information	NOUN
easat-11058	24	28	.	.	PUNCT
easat-11058	25	1	dl	dl	PROPN
easat-11058	25	2	methods	method	NOUN
easat-11058	25	3	are	be	AUX
easat-11058	25	4	more	more	ADV
easat-11058	25	5	effective	effective	ADJ
easat-11058	25	6	than	than	ADP
easat-11058	25	7	classical	classical	ADJ
easat-11058	25	8	techniques	technique	NOUN
easat-11058	25	9	in	in	ADP
easat-11058	25	10	classifying	classify	VERB
easat-11058	25	11	human	human	ADJ
easat-11058	25	12	behavior	behavior	NOUN
easat-11058	25	13	,	,	PUNCT
easat-11058	25	14	specifically	specifically	ADV
easat-11058	25	15	when	when	SCONJ
easat-11058	25	16	applied	apply	VERB
easat-11058	25	17	to	to	ADP
easat-11058	25	18	continuous	continuous	ADJ
easat-11058	25	19	,	,	PUNCT
easat-11058	25	20	temporal	temporal	ADJ
easat-11058	25	21	data	datum	NOUN
easat-11058	25	22	streams	stream	NOUN
easat-11058	25	23	[	[	X
easat-11058	25	24	4	4	NUM
easat-11058	25	25	]	]	PUNCT
easat-11058	25	26	.	.	PUNCT
easat-11058	26	1	however	however	ADV
easat-11058	26	2	,	,	PUNCT
easat-11058	26	3	utilizing	utilize	VERB
easat-11058	26	4	these	these	DET
easat-11058	26	5	technologies	technology	NOUN
easat-11058	26	6	in	in	ADP
easat-11058	26	7	the	the	DET
easat-11058	26	8	real	real	ADJ
easat-11058	26	9	world	world	NOUN
easat-11058	26	10	remains	remain	VERB
easat-11058	26	11	challenging	challenge	VERB
easat-11058	26	12	due	due	ADJ
easat-11058	26	13	to	to	ADP
easat-11058	26	14	factors	factor	NOUN
easat-11058	26	15	such	such	ADJ
easat-11058	26	16	as	as	ADP
easat-11058	26	17	varying	vary	VERB
easat-11058	26	18	lighting	lighting	NOUN
easat-11058	26	19	,	,	PUNCT
easat-11058	26	20	shifting	shift	VERB
easat-11058	26	21	camera	camera	NOUN
easat-11058	26	22	angles	angle	NOUN
easat-11058	26	23	,	,	PUNCT
easat-11058	26	24	and	and	CCONJ
easat-11058	26	25	the	the	DET
easat-11058	26	26	capability	capability	NOUN
easat-11058	26	27	of	of	ADP
easat-11058	26	28	real	real	ADJ
easat-11058	26	29	-	-	PUNCT
easat-11058	26	30	time	time	NOUN
easat-11058	26	31	data	datum	NOUN
easat-11058	26	32	processing	processing	NOUN
easat-11058	26	33	,	,	PUNCT
easat-11058	26	34	which	which	PRON
easat-11058	26	35	requires	require	VERB
easat-11058	26	36	high	high	ADJ
easat-11058	26	37	-	-	PUNCT
easat-11058	26	38	performance	performance	NOUN
easat-11058	26	39	computing	computing	NOUN
easat-11058	26	40	systems	system	NOUN
easat-11058	26	41	.	.	PUNCT
easat-11058	27	1	therefore	therefore	ADV
easat-11058	27	2	,	,	PUNCT
easat-11058	27	3	this	this	DET
easat-11058	27	4	study	study	NOUN
easat-11058	27	5	proposes	propose	VERB
easat-11058	27	6	the	the	DET
easat-11058	27	7	development	development	NOUN
easat-11058	27	8	of	of	ADP
easat-11058	27	9	a	a	DET
easat-11058	27	10	model	model	NOUN
easat-11058	27	11	that	that	PRON
easat-11058	27	12	observes	observe	VERB
easat-11058	27	13	and	and	CCONJ
easat-11058	27	14	processes	process	VERB
easat-11058	27	15	human	human	ADJ
easat-11058	27	16	behavior	behavior	NOUN
easat-11058	27	17	in	in	ADP
easat-11058	27	18	public	public	ADJ
easat-11058	27	19	spaces	space	NOUN
easat-11058	27	20	through	through	ADP
easat-11058	27	21	an	an	DET
easat-11058	27	22	integration	integration	NOUN
easat-11058	27	23	of	of	ADP
easat-11058	27	24	openpose	openpose	NOUN
easat-11058	27	25	and	and	CCONJ
easat-11058	27	26	temporal	temporal	ADJ
easat-11058	27	27	convolutional	convolutional	ADJ
easat-11058	27	28	networks	network	NOUN
easat-11058	27	29	(	(	PUNCT
easat-11058	27	30	tcn	tcn	PROPN
easat-11058	27	31	)	)	PUNCT
easat-11058	27	32	.	.	PUNCT
easat-11058	28	1	the	the	DET
easat-11058	28	2	model	model	NOUN
easat-11058	28	3	was	be	AUX
easat-11058	28	4	designed	design	VERB
easat-11058	28	5	to	to	PART
easat-11058	28	6	detect	detect	VERB
easat-11058	28	7	individuals	individual	NOUN
easat-11058	28	8	exhibiting	exhibit	VERB
easat-11058	28	9	abnormal	abnormal	ADJ
easat-11058	28	10	or	or	CCONJ
easat-11058	28	11	potentially	potentially	ADV
easat-11058	28	12	risky	risky	ADJ
easat-11058	28	13	actions	action	NOUN
easat-11058	28	14	.	.	PUNCT
easat-11058	29	1	1109	1109	NUM
easat-11058	29	2	edelweiss	edelweiss	PROPN
easat-11058	29	3	applied	apply	VERB
easat-11058	29	4	science	science	NOUN
easat-11058	29	5	and	and	CCONJ
easat-11058	29	6	technology	technology	NOUN
easat-11058	29	7	issn	issn	PROPN
easat-11058	29	8	:	:	PUNCT
easat-11058	29	9	2576	2576	NUM
easat-11058	29	10	-	-	SYM
easat-11058	29	11	8484	8484	NUM
easat-11058	29	12	vol	vol	NOUN
easat-11058	29	13	.	.	PROPN
easat-11058	30	1	9	9	NUM
easat-11058	30	2	,	,	PUNCT
easat-11058	30	3	no	no	INTJ
easat-11058	30	4	.	.	NOUN
easat-11058	30	5	11	11	NUM
easat-11058	30	6	:	:	PUNCT
easat-11058	30	7	1108	1108	NUM
easat-11058	30	8	-	-	SYM
easat-11058	30	9	1120	1120	NUM
easat-11058	30	10	,	,	PUNCT
easat-11058	30	11	2025	2025	NUM
easat-11058	30	12	doi	doi	NOUN
easat-11058	30	13	:	:	PUNCT
easat-11058	30	14	10.55214/2576	10.55214/2576	NUM
easat-11058	30	15	-	-	SYM
easat-11058	30	16	8484.v9i11.11058	8484.v9i11.11058	NUM
easat-11058	30	17	©	©	ADP
easat-11058	30	18	2025	2025	NUM
easat-11058	30	19	by	by	ADP
easat-11058	30	20	the	the	DET
easat-11058	30	21	authors	author	NOUN
easat-11058	30	22	;	;	PUNCT
easat-11058	30	23	licensee	licensee	PROPN
easat-11058	30	24	learning	learning	NOUN
easat-11058	30	25	gate	gate	VERB
easat-11058	30	26	its	its	PRON
easat-11058	30	27	performance	performance	NOUN
easat-11058	30	28	was	be	AUX
easat-11058	30	29	benchmarked	benchmarke	VERB
easat-11058	30	30	against	against	ADP
easat-11058	30	31	a	a	DET
easat-11058	30	32	long	long	ADJ
easat-11058	30	33	short	short	ADJ
easat-11058	30	34	-	-	PUNCT
easat-11058	30	35	term	term	NOUN
easat-11058	30	36	memory	memory	NOUN
easat-11058	30	37	(	(	PUNCT
easat-11058	30	38	lstm	lstm	NOUN
easat-11058	30	39	)	)	PUNCT
easat-11058	30	40	approach	approach	NOUN
easat-11058	30	41	on	on	ADP
easat-11058	30	42	the	the	DET
easat-11058	30	43	kth	kth	PROPN
easat-11058	30	44	dataset	dataset	NOUN
easat-11058	30	45	and	and	CCONJ
easat-11058	30	46	the	the	DET
easat-11058	30	47	mpii	mpii	PROPN
easat-11058	30	48	human	human	PROPN
easat-11058	30	49	pose	pose	NOUN
easat-11058	30	50	dataset	dataset	NOUN
easat-11058	30	51	using	use	VERB
easat-11058	30	52	standard	standard	ADJ
easat-11058	30	53	performance	performance	NOUN
easat-11058	30	54	metrics	metric	NOUN
easat-11058	30	55	,	,	PUNCT
easat-11058	30	56	including	include	VERB
easat-11058	30	57	accuracy	accuracy	NOUN
easat-11058	30	58	,	,	PUNCT
easat-11058	30	59	precision	precision	NOUN
easat-11058	30	60	,	,	PUNCT
easat-11058	30	61	recall	recall	NOUN
easat-11058	30	62	,	,	PUNCT
easat-11058	30	63	and	and	CCONJ
easat-11058	30	64	f1	f1	NOUN
easat-11058	30	65	-	-	PUNCT
easat-11058	30	66	score	score	NOUN
easat-11058	30	67	.	.	PUNCT
easat-11058	31	1	an	an	DET
easat-11058	31	2	extra	extra	ADJ
easat-11058	31	3	effort	effort	NOUN
easat-11058	31	4	was	be	AUX
easat-11058	31	5	made	make	VERB
easat-11058	31	6	to	to	PART
easat-11058	31	7	validate	validate	VERB
easat-11058	31	8	the	the	DET
easat-11058	31	9	model	model	NOUN
easat-11058	31	10	in	in	ADP
easat-11058	31	11	real	real	ADJ
easat-11058	31	12	situations	situation	NOUN
easat-11058	31	13	.	.	PUNCT
easat-11058	32	1	the	the	DET
easat-11058	32	2	model	model	NOUN
easat-11058	32	3	was	be	AUX
easat-11058	32	4	further	far	ADV
easat-11058	32	5	validated	validate	VERB
easat-11058	32	6	under	under	ADP
easat-11058	32	7	real	real	ADJ
easat-11058	32	8	-	-	PUNCT
easat-11058	32	9	world	world	NOUN
easat-11058	32	10	conditions	condition	NOUN
easat-11058	32	11	,	,	PUNCT
easat-11058	32	12	and	and	CCONJ
easat-11058	32	13	the	the	DET
easat-11058	32	14	findings	finding	NOUN
easat-11058	32	15	provide	provide	VERB
easat-11058	32	16	practical	practical	ADJ
easat-11058	32	17	design	design	NOUN
easat-11058	32	18	guidelines	guideline	NOUN
easat-11058	32	19	for	for	ADP
easat-11058	32	20	surveillance	surveillance	NOUN
easat-11058	32	21	systems	system	NOUN
easat-11058	32	22	that	that	PRON
easat-11058	32	23	enhance	enhance	VERB
easat-11058	32	24	reliability	reliability	NOUN
easat-11058	32	25	and	and	CCONJ
easat-11058	32	26	reduce	reduce	VERB
easat-11058	32	27	false	false	ADJ
easat-11058	32	28	-	-	PUNCT
easat-11058	32	29	alarm	alarm	NOUN
easat-11058	32	30	rates	rate	NOUN
easat-11058	32	31	.	.	PUNCT
easat-11058	33	1	2	2	X
easat-11058	33	2	.	.	X
easat-11058	33	3	literature	literature	NOUN
easat-11058	33	4	review	review	VERB
easat-11058	33	5	2.1	2.1	NUM
easat-11058	33	6	.	.	PUNCT
easat-11058	34	1	nvidia	nvidia	PROPN
easat-11058	34	2	jetson	jetson	PROPN
easat-11058	34	3	orin	orin	PROPN
easat-11058	34	4	nano	nano	PROPN
easat-11058	34	5	8	8	NUM
easat-11058	34	6	gb	gb	NOUN
easat-11058	34	7	board	board	NOUN
easat-11058	34	8	the	the	DET
easat-11058	34	9	nvidia	nvidia	PROPN
easat-11058	34	10	jetson	jetson	PROPN
easat-11058	34	11	orin	orin	PROPN
easat-11058	34	12	nano	nano	PROPN
easat-11058	34	13	8	8	NUM
easat-11058	35	1	gb	gb	NOUN
easat-11058	35	2	is	be	AUX
easat-11058	35	3	a	a	DET
easat-11058	35	4	computer	computer	NOUN
easat-11058	35	5	module	module	NOUN
easat-11058	35	6	designed	design	VERB
easat-11058	35	7	for	for	ADP
easat-11058	35	8	artificial	artificial	ADJ
easat-11058	35	9	intelligence	intelligence	NOUN
easat-11058	35	10	(	(	PUNCT
easat-11058	35	11	ai	ai	NOUN
easat-11058	35	12	)	)	PUNCT
easat-11058	35	13	at	at	ADP
easat-11058	35	14	the	the	DET
easat-11058	35	15	edge	edge	NOUN
easat-11058	35	16	.	.	PUNCT
easat-11058	36	1	it	it	PRON
easat-11058	36	2	features	feature	VERB
easat-11058	36	3	a	a	DET
easat-11058	36	4	6	6	NUM
easat-11058	36	5	-	-	PUNCT
easat-11058	36	6	core	core	NOUN
easat-11058	36	7	arm	arm	NOUN
easat-11058	36	8	cortex	cortex	NOUN
easat-11058	36	9	-	-	PUNCT
easat-11058	36	10	a78ae	a78ae	NOUN
easat-11058	36	11	cpu	cpu	NOUN
easat-11058	36	12	and	and	CCONJ
easat-11058	36	13	ampere	ampere	ADV
easat-11058	36	14	gpu	gpu	NOUN
easat-11058	36	15	with	with	ADP
easat-11058	36	16	1024	1024	NUM
easat-11058	36	17	cuda	cuda	NOUN
easat-11058	36	18	cores	core	NOUN
easat-11058	36	19	and	and	CCONJ
easat-11058	36	20	32	32	NUM
easat-11058	36	21	tensor	tensor	NOUN
easat-11058	36	22	cores	core	NOUN
easat-11058	36	23	,	,	PUNCT
easat-11058	36	24	delivering	deliver	VERB
easat-11058	36	25	up	up	ADP
easat-11058	36	26	to	to	PART
easat-11058	36	27	20	20	NUM
easat-11058	36	28	tops	top	NOUN
easat-11058	36	29	(	(	PUNCT
easat-11058	36	30	int8	int8	PROPN
easat-11058	36	31	)	)	PUNCT
easat-11058	36	32	,	,	PUNCT
easat-11058	36	33	expandable	expandable	ADJ
easat-11058	36	34	to	to	ADP
easat-11058	36	35	67	67	NUM
easat-11058	36	36	tops	top	NOUN
easat-11058	36	37	(	(	PUNCT
easat-11058	36	38	sparse	sparse	ADJ
easat-11058	36	39	int8	int8	NOUN
easat-11058	36	40	)	)	PUNCT
easat-11058	36	41	in	in	ADP
easat-11058	36	42	“	"	PUNCT
easat-11058	36	43	super	super	ADJ
easat-11058	36	44	mode	mode	NOUN
easat-11058	36	45	”	"	PUNCT
easat-11058	36	46	with	with	ADP
easat-11058	36	47	jetpack	jetpack	NOUN
easat-11058	36	48	sdk	sdk	PROPN
easat-11058	36	49	6.2	6.2	NUM
easat-11058	37	1	[	[	X
easat-11058	37	2	5	5	NUM
easat-11058	37	3	]	]	PUNCT
easat-11058	37	4	.	.	PUNCT
easat-11058	38	1	with	with	ADP
easat-11058	38	2	8	8	NUM
easat-11058	38	3	gb	gb	NOUN
easat-11058	38	4	lpddr5	lpddr5	NOUN
easat-11058	38	5	memory	memory	NOUN
easat-11058	38	6	and	and	CCONJ
easat-11058	38	7	bandwidth	bandwidth	ADJ
easat-11058	38	8	up	up	ADP
easat-11058	38	9	to	to	PART
easat-11058	38	10	102	102	NUM
easat-11058	38	11	gb	gb	NOUN
easat-11058	38	12	/	/	SYM
easat-11058	38	13	s	s	NOUN
easat-11058	38	14	,	,	PUNCT
easat-11058	38	15	and	and	CCONJ
easat-11058	38	16	power	power	NOUN
easat-11058	38	17	configurable	configurable	NOUN
easat-11058	38	18	between	between	ADP
easat-11058	38	19	7–25w	7–25w	PROPN
easat-11058	38	20	,	,	PUNCT
easat-11058	38	21	it	it	PRON
easat-11058	38	22	provides	provide	VERB
easat-11058	38	23	a	a	DET
easat-11058	38	24	balance	balance	NOUN
easat-11058	38	25	between	between	ADP
easat-11058	38	26	performance	performance	NOUN
easat-11058	38	27	and	and	CCONJ
easat-11058	38	28	energy	energy	NOUN
easat-11058	38	29	efficiency	efficiency	NOUN
easat-11058	38	30	.	.	PUNCT
easat-11058	39	1	it	it	PRON
easat-11058	39	2	supports	support	VERB
easat-11058	39	3	cuda	cuda	NOUN
easat-11058	39	4	,	,	PUNCT
easat-11058	39	5	cudnn	cudnn	NOUN
easat-11058	39	6	,	,	PUNCT
easat-11058	39	7	tensorrt	tensorrt	NOUN
easat-11058	39	8	,	,	PUNCT
easat-11058	39	9	deepstream	deepstream	NOUN
easat-11058	39	10	sdk	sdk	PROPN
easat-11058	39	11	,	,	PUNCT
easat-11058	39	12	and	and	CCONJ
easat-11058	39	13	is	be	AUX
easat-11058	39	14	compatible	compatible	ADJ
easat-11058	39	15	with	with	ADP
easat-11058	39	16	models	model	NOUN
easat-11058	39	17	built	build	VERB
easat-11058	39	18	on	on	ADP
easat-11058	39	19	tensorflow	tensorflow	NOUN
easat-11058	39	20	and	and	CCONJ
easat-11058	39	21	pytorch	pytorch	NOUN
easat-11058	39	22	.	.	PUNCT
easat-11058	40	1	this	this	DET
easat-11058	40	2	architecture	architecture	NOUN
easat-11058	40	3	enables	enable	VERB
easat-11058	40	4	on	on	ADP
easat-11058	40	5	-	-	PUNCT
easat-11058	40	6	board	board	NOUN
easat-11058	40	7	inference	inference	NOUN
easat-11058	40	8	,	,	PUNCT
easat-11058	40	9	reducing	reduce	VERB
easat-11058	40	10	communication	communication	NOUN
easat-11058	40	11	latency	latency	NOUN
easat-11058	40	12	and	and	CCONJ
easat-11058	40	13	enhancing	enhance	VERB
easat-11058	40	14	privacy	privacy	NOUN
easat-11058	40	15	by	by	ADP
easat-11058	40	16	processing	process	VERB
easat-11058	40	17	data	datum	NOUN
easat-11058	40	18	locally	locally	ADV
easat-11058	40	19	.	.	PUNCT
easat-11058	41	1	its	its	PRON
easat-11058	41	2	compact	compact	ADJ
easat-11058	41	3	size	size	NOUN
easat-11058	41	4	,	,	PUNCT
easat-11058	41	5	low	low	ADJ
easat-11058	41	6	power	power	NOUN
easat-11058	41	7	consumption	consumption	NOUN
easat-11058	41	8	,	,	PUNCT
easat-11058	41	9	and	and	CCONJ
easat-11058	41	10	high	high	ADJ
easat-11058	41	11	ai	ai	PROPN
easat-11058	41	12	performance	performance	NOUN
easat-11058	41	13	make	make	VERB
easat-11058	41	14	it	it	PRON
easat-11058	41	15	well	well	ADV
easat-11058	41	16	-	-	PUNCT
easat-11058	41	17	suited	suit	VERB
easat-11058	41	18	for	for	ADP
easat-11058	41	19	applications	application	NOUN
easat-11058	41	20	such	such	ADJ
easat-11058	41	21	as	as	ADP
easat-11058	41	22	drones	drone	NOUN
easat-11058	41	23	,	,	PUNCT
easat-11058	41	24	mobile	mobile	NOUN
easat-11058	41	25	robots	robot	NOUN
easat-11058	41	26	,	,	PUNCT
easat-11058	41	27	and	and	CCONJ
easat-11058	41	28	real	real	ADJ
easat-11058	41	29	-	-	PUNCT
easat-11058	41	30	time	time	NOUN
easat-11058	41	31	medical	medical	ADJ
easat-11058	41	32	or	or	CCONJ
easat-11058	41	33	surveillance	surveillance	NOUN
easat-11058	41	34	systems	system	NOUN
easat-11058	41	35	.	.	PUNCT
easat-11058	42	1	the	the	DET
easat-11058	42	2	developer	developer	NOUN
easat-11058	42	3	kit	kit	NOUN
easat-11058	42	4	is	be	AUX
easat-11058	42	5	affordable	affordable	ADJ
easat-11058	42	6	(	(	PUNCT
easat-11058	42	7	~8,500–9,000	~8,500–9,000	PROPN
easat-11058	42	8	thb	thb	NUM
easat-11058	42	9	)	)	PUNCT
easat-11058	42	10	,	,	PUNCT
easat-11058	42	11	making	make	VERB
easat-11058	42	12	it	it	PRON
easat-11058	42	13	an	an	DET
easat-11058	42	14	accessible	accessible	ADJ
easat-11058	42	15	solution	solution	NOUN
easat-11058	42	16	for	for	ADP
easat-11058	42	17	edge	edge	NOUN
easat-11058	42	18	-	-	PUNCT
easat-11058	42	19	based	base	VERB
easat-11058	42	20	human	human	ADJ
easat-11058	42	21	behavior	behavior	NOUN
easat-11058	42	22	detection	detection	NOUN
easat-11058	42	23	.	.	PUNCT
easat-11058	43	1	2.2	2.2	NUM
easat-11058	43	2	.	.	PUNCT
easat-11058	44	1	human	human	ADJ
easat-11058	44	2	pose	pose	NOUN
easat-11058	44	3	estimation	estimation	NOUN
easat-11058	44	4	algorithm	algorithm	NOUN
easat-11058	44	5	in	in	ADP
easat-11058	44	6	computer	computer	NOUN
easat-11058	44	7	vision	vision	NOUN
easat-11058	44	8	(	(	PUNCT
easat-11058	44	9	openpose	openpose	NOUN
easat-11058	44	10	)	)	PUNCT
easat-11058	44	11	openpose	openpose	PROPN
easat-11058	44	12	,	,	PUNCT
easat-11058	44	13	introduced	introduce	VERB
easat-11058	44	14	by	by	ADP
easat-11058	44	15	researchers	researcher	NOUN
easat-11058	44	16	at	at	ADP
easat-11058	44	17	carnegie	carnegie	PROPN
easat-11058	44	18	mellon	mellon	PROPN
easat-11058	44	19	university	university	PROPN
easat-11058	44	20	,	,	PUNCT
easat-11058	44	21	is	be	AUX
easat-11058	44	22	a	a	DET
easat-11058	44	23	real	real	ADJ
easat-11058	44	24	-	-	PUNCT
easat-11058	44	25	time	time	NOUN
easat-11058	44	26	multi	multi	ADJ
easat-11058	44	27	-	-	ADJ
easat-11058	44	28	person	person	NOUN
easat-11058	44	29	pose	pose	NOUN
easat-11058	44	30	estimation	estimation	NOUN
easat-11058	44	31	library	library	NOUN
easat-11058	44	32	that	that	PRON
easat-11058	44	33	uses	use	VERB
easat-11058	44	34	a	a	DET
easat-11058	44	35	bottom	bottom	ADJ
easat-11058	44	36	-	-	PUNCT
easat-11058	44	37	up	up	NOUN
easat-11058	44	38	,	,	PUNCT
easat-11058	44	39	two	two	NUM
easat-11058	44	40	-	-	PUNCT
easat-11058	44	41	branch	branch	NOUN
easat-11058	44	42	cnn	cnn	NOUN
easat-11058	44	43	architecture	architecture	NOUN
easat-11058	44	44	to	to	PART
easat-11058	44	45	generate	generate	VERB
easat-11058	44	46	confidence	confidence	NOUN
easat-11058	44	47	maps	map	NOUN
easat-11058	44	48	and	and	CCONJ
easat-11058	44	49	part	part	NOUN
easat-11058	44	50	affinity	affinity	NOUN
easat-11058	44	51	fields	field	NOUN
easat-11058	44	52	(	(	PUNCT
easat-11058	44	53	pafs	pafs	NOUN
easat-11058	44	54	)	)	PUNCT
easat-11058	45	1	[	[	X
easat-11058	45	2	6	6	NUM
easat-11058	45	3	]	]	PUNCT
easat-11058	45	4	.	.	PUNCT
easat-11058	46	1	these	these	PRON
easat-11058	46	2	enable	enable	VERB
easat-11058	46	3	the	the	DET
easat-11058	46	4	system	system	NOUN
easat-11058	46	5	to	to	PART
easat-11058	46	6	detect	detect	VERB
easat-11058	46	7	up	up	ADP
easat-11058	46	8	to	to	PART
easat-11058	46	9	135	135	NUM
easat-11058	46	10	body	body	NOUN
easat-11058	46	11	keypoints	keypoint	NOUN
easat-11058	46	12	and	and	CCONJ
easat-11058	46	13	accurately	accurately	ADV
easat-11058	46	14	assemble	assemble	VERB
easat-11058	46	15	skeletons	skeleton	NOUN
easat-11058	46	16	from	from	ADP
easat-11058	46	17	multiple	multiple	ADJ
easat-11058	46	18	persons	person	NOUN
easat-11058	46	19	in	in	ADP
easat-11058	46	20	a	a	DET
easat-11058	46	21	single	single	ADJ
easat-11058	46	22	frame	frame	NOUN
easat-11058	46	23	.	.	PUNCT
easat-11058	47	1	this	this	DET
easat-11058	47	2	framework	framework	NOUN
easat-11058	47	3	is	be	AUX
easat-11058	47	4	widely	widely	ADV
easat-11058	47	5	adopted	adopt	VERB
easat-11058	47	6	in	in	ADP
easat-11058	47	7	applications	application	NOUN
easat-11058	47	8	including	include	VERB
easat-11058	47	9	sports	sport	NOUN
easat-11058	47	10	analytics	analytic	NOUN
easat-11058	47	11	,	,	PUNCT
easat-11058	47	12	rehabilitation	rehabilitation	NOUN
easat-11058	47	13	,	,	PUNCT
easat-11058	47	14	ar	ar	PROPN
easat-11058	47	15	/	/	SYM
easat-11058	47	16	vr	vr	PROPN
easat-11058	47	17	tracking	tracking	NOUN
easat-11058	47	18	,	,	PUNCT
easat-11058	47	19	and	and	CCONJ
easat-11058	47	20	surveillance	surveillance	NOUN
easat-11058	47	21	.	.	PUNCT
easat-11058	48	1	its	its	PRON
easat-11058	48	2	efficiency	efficiency	NOUN
easat-11058	48	3	in	in	ADP
easat-11058	48	4	modeling	model	VERB
easat-11058	48	5	pose	pose	NOUN
easat-11058	48	6	dynamics	dynamic	NOUN
easat-11058	48	7	makes	make	VERB
easat-11058	48	8	it	it	PRON
easat-11058	48	9	highly	highly	ADV
easat-11058	48	10	suitable	suitable	ADJ
easat-11058	48	11	for	for	ADP
easat-11058	48	12	complex	complex	ADJ
easat-11058	48	13	scenes	scene	NOUN
easat-11058	48	14	.	.	PUNCT
easat-11058	49	1	in	in	ADP
easat-11058	49	2	surveillance	surveillance	NOUN
easat-11058	49	3	,	,	PUNCT
easat-11058	49	4	openpose	openpose	PROPN
easat-11058	49	5	has	have	AUX
easat-11058	49	6	been	be	AUX
easat-11058	49	7	integrated	integrate	VERB
easat-11058	49	8	into	into	ADP
easat-11058	49	9	recent	recent	ADJ
easat-11058	49	10	research	research	NOUN
easat-11058	49	11	:	:	PUNCT
easat-11058	49	12	•	•	NUM
easat-11058	49	13	song	song	NOUN
easat-11058	49	14	et	et	PROPN
easat-11058	49	15	al	al	PROPN
easat-11058	49	16	.	.	PUNCT
easat-11058	50	1	[	[	X
easat-11058	50	2	7	7	NUM
easat-11058	50	3	]	]	PUNCT
easat-11058	50	4	utilized	utilize	VERB
easat-11058	50	5	openpose	openpose	NOUN
easat-11058	50	6	with	with	ADP
easat-11058	50	7	a	a	DET
easat-11058	50	8	spatial	spatial	ADJ
easat-11058	50	9	-	-	PUNCT
easat-11058	50	10	temporal	temporal	ADJ
easat-11058	50	11	gcn	gcn	NOUN
easat-11058	50	12	to	to	PART
easat-11058	50	13	detect	detect	VERB
easat-11058	50	14	abnormal	abnormal	ADJ
easat-11058	50	15	pedestrian	pedestrian	NOUN
easat-11058	50	16	activity	activity	NOUN
easat-11058	50	17	.	.	PUNCT
easat-11058	51	1	•	•	NUM
easat-11058	51	2	janbi	janbi	PROPN
easat-11058	51	3	et	et	PROPN
easat-11058	51	4	al	al	PROPN
easat-11058	51	5	.	.	PUNCT
easat-11058	52	1	[	[	X
easat-11058	52	2	8	8	NUM
easat-11058	52	3	]	]	PUNCT
easat-11058	52	4	demonstrated	demonstrate	VERB
easat-11058	52	5	a	a	DET
easat-11058	52	6	gcn	gcn	NOUN
easat-11058	52	7	-	-	PUNCT
easat-11058	52	8	based	base	VERB
easat-11058	52	9	violence	violence	NOUN
easat-11058	52	10	detection	detection	NOUN
easat-11058	52	11	model	model	NOUN
easat-11058	52	12	using	use	VERB
easat-11058	52	13	openpose	openpose	NUM
easat-11058	52	14	,	,	PUNCT
easat-11058	52	15	reaching	reach	VERB
easat-11058	52	16	93	93	NUM
easat-11058	52	17	%	%	NOUN
easat-11058	52	18	accuracy	accuracy	NOUN
easat-11058	52	19	.	.	PUNCT
easat-11058	53	1	•	•	NUM
easat-11058	53	2	nou	nou	PROPN
easat-11058	53	3	et	et	PROPN
easat-11058	53	4	al	al	PROPN
easat-11058	53	5	.	.	PUNCT
easat-11058	54	1	[	[	X
easat-11058	54	2	9	9	NUM
easat-11058	54	3	]	]	PUNCT
easat-11058	54	4	introduced	introduce	VERB
easat-11058	54	5	pose	pose	NOUN
easat-11058	54	6	enhancement	enhancement	NOUN
easat-11058	54	7	to	to	PART
easat-11058	54	8	improve	improve	VERB
easat-11058	54	9	anomaly	anomaly	NOUN
easat-11058	54	10	tracking	tracking	NOUN
easat-11058	54	11	and	and	CCONJ
easat-11058	54	12	detection	detection	NOUN
easat-11058	54	13	using	use	VERB
easat-11058	54	14	openpose	openpose	NUM
easat-11058	54	15	skeletons	skeleton	NOUN
easat-11058	54	16	.	.	PUNCT
easat-11058	55	1	its	its	PRON
easat-11058	55	2	ability	ability	NOUN
easat-11058	55	3	to	to	PART
easat-11058	55	4	isolate	isolate	VERB
easat-11058	55	5	skeletal	skeletal	ADJ
easat-11058	55	6	structures	structure	NOUN
easat-11058	55	7	from	from	ADP
easat-11058	55	8	background	background	NOUN
easat-11058	55	9	noise	noise	NOUN
easat-11058	55	10	and	and	CCONJ
easat-11058	55	11	maintain	maintain	VERB
easat-11058	55	12	privacy	privacy	NOUN
easat-11058	55	13	enhances	enhance	VERB
easat-11058	55	14	its	its	PRON
easat-11058	55	15	applicability	applicability	NOUN
easat-11058	55	16	in	in	ADP
easat-11058	55	17	safety	safety	NOUN
easat-11058	55	18	-	-	PUNCT
easat-11058	55	19	critical	critical	ADJ
easat-11058	55	20	systems	system	NOUN
easat-11058	55	21	.	.	PUNCT
easat-11058	56	1	2.3	2.3	NUM
easat-11058	56	2	.	.	PUNCT
easat-11058	57	1	long	long	ADJ
easat-11058	57	2	short	short	ADJ
easat-11058	57	3	-	-	PUNCT
easat-11058	57	4	term	term	NOUN
easat-11058	57	5	memory	memory	NOUN
easat-11058	57	6	(	(	PUNCT
easat-11058	57	7	lstm	lstm	ADJ
easat-11058	57	8	)	)	PUNCT
easat-11058	57	9	neural	neural	ADJ
easat-11058	57	10	networks	network	NOUN
easat-11058	57	11	for	for	ADP
easat-11058	57	12	human	human	ADJ
easat-11058	57	13	behavior	behavior	NOUN
easat-11058	57	14	detection	detection	NOUN
easat-11058	57	15	lstm	lstm	NOUN
easat-11058	57	16	networks	network	NOUN
easat-11058	57	17	are	be	AUX
easat-11058	57	18	a	a	DET
easat-11058	57	19	subclass	subclass	NOUN
easat-11058	57	20	of	of	ADP
easat-11058	57	21	recurrent	recurrent	ADJ
easat-11058	57	22	neural	neural	ADJ
easat-11058	57	23	networks	network	NOUN
easat-11058	57	24	(	(	PUNCT
easat-11058	57	25	rnns	rnns	PROPN
easat-11058	57	26	)	)	PUNCT
easat-11058	57	27	capable	capable	ADJ
easat-11058	57	28	of	of	ADP
easat-11058	57	29	modeling	model	VERB
easat-11058	57	30	long	long	ADJ
easat-11058	57	31	-	-	PUNCT
easat-11058	57	32	term	term	NOUN
easat-11058	57	33	temporal	temporal	ADJ
easat-11058	57	34	dependencies	dependency	NOUN
easat-11058	57	35	via	via	ADP
easat-11058	57	36	gated	gate	VERB
easat-11058	57	37	memory	memory	NOUN
easat-11058	57	38	cells	cell	NOUN
easat-11058	57	39	[	[	X
easat-11058	57	40	10	10	NUM
easat-11058	57	41	]	]	PUNCT
easat-11058	57	42	.	.	PUNCT
easat-11058	58	1	this	this	PRON
easat-11058	58	2	makes	make	VERB
easat-11058	58	3	lstms	lstms	ADJ
easat-11058	58	4	highly	highly	ADV
easat-11058	58	5	effective	effective	ADJ
easat-11058	58	6	for	for	ADP
easat-11058	58	7	behavior	behavior	NOUN
easat-11058	58	8	recognition	recognition	NOUN
easat-11058	58	9	from	from	ADP
easat-11058	58	10	pose	pose	NOUN
easat-11058	58	11	sequences	sequence	NOUN
easat-11058	58	12	.	.	PUNCT
easat-11058	59	1	lstm	lstm	NOUN
easat-11058	59	2	in	in	ADP
easat-11058	59	3	skeleton	skeleton	NOUN
easat-11058	59	4	-	-	PUNCT
easat-11058	59	5	based	base	VERB
easat-11058	59	6	behavior	behavior	NOUN
easat-11058	59	7	detection	detection	NOUN
easat-11058	59	8	skeleton	skeleton	NOUN
easat-11058	59	9	-	-	PUNCT
easat-11058	59	10	based	base	VERB
easat-11058	59	11	methods	method	NOUN
easat-11058	59	12	,	,	PUNCT
easat-11058	59	13	using	use	VERB
easat-11058	59	14	sequences	sequence	NOUN
easat-11058	59	15	of	of	ADP
easat-11058	59	16	joint	joint	ADJ
easat-11058	59	17	coordinates	coordinate	NOUN
easat-11058	59	18	from	from	ADP
easat-11058	59	19	pose	pose	NOUN
easat-11058	59	20	estimators	estimator	NOUN
easat-11058	59	21	,	,	PUNCT
easat-11058	59	22	reduce	reduce	VERB
easat-11058	59	23	background	background	NOUN
easat-11058	59	24	interference	interference	NOUN
easat-11058	59	25	and	and	CCONJ
easat-11058	59	26	provide	provide	VERB
easat-11058	59	27	temporal	temporal	ADJ
easat-11058	59	28	structure	structure	NOUN
easat-11058	59	29	.	.	PUNCT
easat-11058	60	1	lstms	lstms	ADJ
easat-11058	60	2	process	process	NOUN
easat-11058	60	3	this	this	DET
easat-11058	60	4	data	datum	NOUN
easat-11058	60	5	sequentially	sequentially	ADV
easat-11058	60	6	to	to	PART
easat-11058	60	7	learn	learn	VERB
easat-11058	60	8	motion	motion	NOUN
easat-11058	60	9	trajectories	trajectory	NOUN
easat-11058	60	10	.	.	PUNCT
easat-11058	61	1	lin	lin	PROPN
easat-11058	61	2	et	et	PROPN
easat-11058	61	3	al	al	PROPN
easat-11058	61	4	.	.	PUNCT
easat-11058	62	1	[	[	X
easat-11058	62	2	10	10	NUM
easat-11058	62	3	]	]	PUNCT
easat-11058	62	4	used	use	VERB
easat-11058	62	5	openpose	openpose	NOUN
easat-11058	62	6	skeletons	skeleton	NOUN
easat-11058	62	7	with	with	ADP
easat-11058	62	8	lstm	lstm	NOUN
easat-11058	62	9	to	to	PART
easat-11058	62	10	achieve	achieve	VERB
easat-11058	62	11	98.2	98.2	NUM
easat-11058	62	12	%	%	NOUN
easat-11058	62	13	fall	fall	NOUN
easat-11058	62	14	detection	detection	NOUN
easat-11058	62	15	accuracy	accuracy	NOUN
easat-11058	62	16	in	in	ADP
easat-11058	62	17	cctv	cctv	PROPN
easat-11058	62	18	video	video	NOUN
easat-11058	62	19	.	.	PUNCT
easat-11058	63	1	gatt	gatt	PROPN
easat-11058	63	2	et	et	PROPN
easat-11058	63	3	al	al	PROPN
easat-11058	63	4	.	.	PUNCT
easat-11058	64	1	[	[	X
easat-11058	64	2	11	11	NUM
easat-11058	64	3	]	]	PUNCT
easat-11058	64	4	used	use	VERB
easat-11058	64	5	lstm	lstm	NOUN
easat-11058	64	6	with	with	ADP
easat-11058	64	7	1d	1d	NUM
easat-11058	64	8	convolutional	convolutional	ADJ
easat-11058	64	9	autoencoders	autoencoder	NOUN
easat-11058	64	10	to	to	PART
easat-11058	64	11	detect	detect	VERB
easat-11058	64	12	anomalies	anomaly	NOUN
easat-11058	64	13	in	in	ADP
easat-11058	64	14	skeletal	skeletal	ADJ
easat-11058	64	15	trajectories	trajectory	NOUN
easat-11058	64	16	.	.	PUNCT
easat-11058	65	1	other	other	ADJ
easat-11058	65	2	studies	study	NOUN
easat-11058	65	3	introduced	introduce	VERB
easat-11058	65	4	enhancements	enhancement	NOUN
easat-11058	65	5	:	:	PUNCT
easat-11058	65	6	1110	1110	NUM
easat-11058	65	7	edelweiss	edelweiss	PROPN
easat-11058	65	8	applied	apply	VERB
easat-11058	65	9	science	science	NOUN
easat-11058	65	10	and	and	CCONJ
easat-11058	65	11	technology	technology	NOUN
easat-11058	65	12	issn	issn	PROPN
easat-11058	65	13	:	:	PUNCT
easat-11058	65	14	2576	2576	NUM
easat-11058	65	15	-	-	SYM
easat-11058	65	16	8484	8484	NUM
easat-11058	65	17	vol	vol	NOUN
easat-11058	65	18	.	.	PROPN
easat-11058	66	1	9	9	NUM
easat-11058	66	2	,	,	PUNCT
easat-11058	66	3	no	no	INTJ
easat-11058	66	4	.	.	NOUN
easat-11058	66	5	11	11	NUM
easat-11058	66	6	:	:	PUNCT
easat-11058	66	7	1108	1108	NUM
easat-11058	66	8	-	-	SYM
easat-11058	66	9	1120	1120	NUM
easat-11058	66	10	,	,	PUNCT
easat-11058	66	11	2025	2025	NUM
easat-11058	66	12	doi	doi	NOUN
easat-11058	66	13	:	:	PUNCT
easat-11058	66	14	10.55214/2576	10.55214/2576	NUM
easat-11058	66	15	-	-	SYM
easat-11058	66	16	8484.v9i11.11058	8484.v9i11.11058	NUM
easat-11058	66	17	©	©	ADP
easat-11058	66	18	2025	2025	NUM
easat-11058	66	19	by	by	ADP
easat-11058	66	20	the	the	DET
easat-11058	66	21	authors	author	NOUN
easat-11058	66	22	;	;	PUNCT
easat-11058	66	23	licensee	licensee	PROPN
easat-11058	66	24	learning	learning	NOUN
easat-11058	66	25	gate	gate	PROPN
easat-11058	66	26	•	•	PROPN
easat-11058	66	27	st	st	PROPN
easat-11058	66	28	-	-	PUNCT
easat-11058	66	29	lstm	lstm	ADJ
easat-11058	66	30	models	model	NOUN
easat-11058	66	31	joint	joint	ADJ
easat-11058	66	32	spatial	spatial	ADJ
easat-11058	66	33	relationships	relationship	NOUN
easat-11058	66	34	alongside	alongside	ADP
easat-11058	66	35	time	time	NOUN
easat-11058	66	36	dependencies	dependency	NOUN
easat-11058	66	37	using	use	VERB
easat-11058	66	38	trust	trust	NOUN
easat-11058	66	39	gates	gate	NOUN
easat-11058	66	40	to	to	PART
easat-11058	66	41	handle	handle	VERB
easat-11058	66	42	occluded	occlude	VERB
easat-11058	66	43	/	/	SYM
easat-11058	66	44	noisy	noisy	ADJ
easat-11058	66	45	joints	joint	NOUN
easat-11058	66	46	.	.	PUNCT
easat-11058	67	1	•	•	NUM
easat-11058	67	2	gca	gca	NOUN
easat-11058	67	3	-	-	PUNCT
easat-11058	67	4	lstm	lstm	NOUN
easat-11058	67	5	employed	employ	VERB
easat-11058	67	6	attention	attention	NOUN
easat-11058	67	7	to	to	PART
easat-11058	67	8	focus	focus	VERB
easat-11058	67	9	on	on	ADP
easat-11058	67	10	critical	critical	ADJ
easat-11058	67	11	joints	joint	NOUN
easat-11058	67	12	per	per	ADP
easat-11058	67	13	action	action	NOUN
easat-11058	67	14	,	,	PUNCT
easat-11058	67	15	improving	improve	VERB
easat-11058	67	16	recognition	recognition	NOUN
easat-11058	67	17	performance	performance	NOUN
easat-11058	67	18	.	.	PUNCT
easat-11058	68	1	these	these	DET
easat-11058	68	2	innovations	innovation	NOUN
easat-11058	68	3	emphasize	emphasize	VERB
easat-11058	68	4	lstm	lstm	PROPN
easat-11058	68	5	's	's	PART
easat-11058	68	6	adaptability	adaptability	NOUN
easat-11058	68	7	to	to	ADP
easat-11058	68	8	domain	domain	NOUN
easat-11058	68	9	-	-	PUNCT
easat-11058	68	10	specific	specific	ADJ
easat-11058	68	11	noise	noise	NOUN
easat-11058	68	12	,	,	PUNCT
easat-11058	68	13	occlusion	occlusion	NOUN
easat-11058	68	14	,	,	PUNCT
easat-11058	68	15	and	and	CCONJ
easat-11058	68	16	the	the	DET
easat-11058	68	17	need	need	NOUN
easat-11058	68	18	for	for	ADP
easat-11058	68	19	fine	fine	ADV
easat-11058	68	20	-	-	PUNCT
easat-11058	68	21	grained	grain	VERB
easat-11058	68	22	discrimination	discrimination	NOUN
easat-11058	68	23	.	.	PUNCT
easat-11058	69	1	2.4	2.4	NUM
easat-11058	69	2	.	.	PUNCT
easat-11058	69	3	temporal	temporal	ADJ
easat-11058	69	4	convolutional	convolutional	ADJ
easat-11058	69	5	networks	network	NOUN
easat-11058	69	6	(	(	PUNCT
easat-11058	69	7	tcn	tcn	PROPN
easat-11058	69	8	)	)	PUNCT
easat-11058	69	9	in	in	ADP
easat-11058	69	10	human	human	ADJ
easat-11058	69	11	behavior	behavior	NOUN
easat-11058	69	12	detection	detection	NOUN
easat-11058	69	13	and	and	CCONJ
easat-11058	69	14	surveillance	surveillance	NOUN
easat-11058	69	15	temporal	temporal	ADJ
easat-11058	69	16	convolutional	convolutional	ADJ
easat-11058	69	17	networks	network	NOUN
easat-11058	69	18	(	(	PUNCT
easat-11058	69	19	tcn	tcn	PROPN
easat-11058	69	20	)	)	PUNCT
easat-11058	69	21	are	be	AUX
easat-11058	69	22	deep	deep	ADJ
easat-11058	69	23	convolutional	convolutional	ADJ
easat-11058	69	24	models	model	NOUN
easat-11058	69	25	employing	employ	VERB
easat-11058	69	26	causal	causal	ADV
easat-11058	69	27	and	and	CCONJ
easat-11058	69	28	dilated	dilated	ADJ
easat-11058	69	29	filters	filter	NOUN
easat-11058	69	30	in	in	ADP
easat-11058	69	31	residual	residual	ADJ
easat-11058	69	32	blocks	block	NOUN
easat-11058	69	33	to	to	PART
easat-11058	69	34	model	model	VERB
easat-11058	69	35	long	long	ADJ
easat-11058	69	36	-	-	PUNCT
easat-11058	69	37	range	range	NOUN
easat-11058	69	38	sequences	sequence	NOUN
easat-11058	69	39	efficiently	efficiently	ADV
easat-11058	69	40	.	.	PUNCT
easat-11058	70	1	compared	compare	VERB
easat-11058	70	2	to	to	ADP
easat-11058	70	3	rnns	rnns	PROPN
easat-11058	70	4	,	,	PUNCT
easat-11058	70	5	tcns	tcns	ADJ
easat-11058	70	6	benefit	benefit	NOUN
easat-11058	70	7	from	from	ADP
easat-11058	70	8	parallelism	parallelism	NOUN
easat-11058	70	9	,	,	PUNCT
easat-11058	70	10	stable	stable	ADJ
easat-11058	70	11	gradients	gradient	NOUN
easat-11058	70	12	,	,	PUNCT
easat-11058	70	13	and	and	CCONJ
easat-11058	70	14	low	low	ADJ
easat-11058	70	15	-	-	PUNCT
easat-11058	70	16	latency	latency	NOUN
easat-11058	70	17	inference	inference	NOUN
easat-11058	70	18	,	,	PUNCT
easat-11058	70	19	ideal	ideal	ADJ
easat-11058	70	20	for	for	ADP
easat-11058	70	21	real	real	ADJ
easat-11058	70	22	-	-	PUNCT
easat-11058	70	23	time	time	NOUN
easat-11058	70	24	surveillance	surveillance	NOUN
easat-11058	71	1	[	[	X
easat-11058	71	2	12	12	NUM
easat-11058	71	3	]	]	PUNCT
easat-11058	71	4	.	.	PUNCT
easat-11058	72	1	2.4.1	2.4.1	NUM
easat-11058	72	2	.	.	PUNCT
easat-11058	72	3	applications	application	NOUN
easat-11058	72	4	in	in	ADP
easat-11058	72	5	surveillance	surveillance	NOUN
easat-11058	72	6	•	•	ADP
easat-11058	72	7	qi	qi	NOUN
easat-11058	72	8	and	and	CCONJ
easat-11058	72	9	sun	sun	NOUN
easat-11058	73	1	[	[	X
easat-11058	73	2	12	12	NUM
easat-11058	73	3	]	]	PUNCT
easat-11058	73	4	achieved	achieve	VERB
easat-11058	73	5	99.87	99.87	NUM
easat-11058	73	6	%	%	NOUN
easat-11058	73	7	fall	fall	NOUN
easat-11058	73	8	detection	detection	NOUN
easat-11058	73	9	accuracy	accuracy	NOUN
easat-11058	73	10	using	use	VERB
easat-11058	73	11	tcn	tcn	NOUN
easat-11058	73	12	with	with	ADP
easat-11058	73	13	3d	3d	PROPN
easat-11058	73	14	pose	pose	NOUN
easat-11058	73	15	sequences	sequence	NOUN
easat-11058	73	16	.	.	PUNCT
easat-11058	74	1	•	•	NUM
easat-11058	74	2	mittal	mittal	PROPN
easat-11058	74	3	et	et	PROPN
easat-11058	74	4	al	al	PROPN
easat-11058	74	5	.	.	PUNCT
easat-11058	75	1	[	[	X
easat-11058	75	2	13	13	NUM
easat-11058	75	3	]	]	PUNCT
easat-11058	75	4	trained	train	VERB
easat-11058	75	5	a	a	DET
easat-11058	75	6	tcn	tcn	NOUN
easat-11058	75	7	model	model	NOUN
easat-11058	75	8	on	on	ADP
easat-11058	75	9	openpose	openpose	PROPN
easat-11058	75	10	skeletons	skeleton	NOUN
easat-11058	75	11	to	to	PART
easat-11058	75	12	detect	detect	VERB
easat-11058	75	13	violent	violent	ADJ
easat-11058	75	14	behaviors	behavior	NOUN
easat-11058	75	15	,	,	PUNCT
easat-11058	75	16	outperforming	outperform	VERB
easat-11058	75	17	lstm	lstm	NOUN
easat-11058	75	18	across	across	ADP
easat-11058	75	19	all	all	DET
easat-11058	75	20	classes	class	NOUN
easat-11058	75	21	.	.	PUNCT
easat-11058	76	1	•	•	NUM
easat-11058	76	2	yu	yu	PROPN
easat-11058	76	3	et	et	PROPN
easat-11058	76	4	al	al	PROPN
easat-11058	76	5	.	.	PUNCT
easat-11058	77	1	[	[	X
easat-11058	77	2	14	14	NUM
easat-11058	77	3	]	]	PUNCT
easat-11058	77	4	integrated	integrate	VERB
easat-11058	77	5	a	a	DET
easat-11058	77	6	tcn	tcn	NOUN
easat-11058	77	7	with	with	ADP
easat-11058	77	8	transformer	transformer	NOUN
easat-11058	77	9	encoders	encoder	NOUN
easat-11058	77	10	and	and	CCONJ
easat-11058	77	11	yolov8	yolov8	PROPN
easat-11058	77	12	-	-	PUNCT
easat-11058	77	13	pose	pose	PROPN
easat-11058	77	14	,	,	PUNCT
easat-11058	77	15	achieving	achieve	VERB
easat-11058	77	16	99.6	99.6	NUM
easat-11058	77	17	%	%	NOUN
easat-11058	77	18	accuracy	accuracy	NOUN
easat-11058	77	19	at	at	ADP
easat-11058	77	20	19	19	NUM
easat-11058	77	21	fps	fps	NOUN
easat-11058	77	22	on	on	ADP
easat-11058	77	23	edge	edge	NOUN
easat-11058	77	24	devices	device	NOUN
easat-11058	77	25	.	.	PUNCT
easat-11058	78	1	2.4.2	2.4.2	NUM
easat-11058	78	2	.	.	PUNCT
easat-11058	78	3	hybrid	hybrid	ADJ
easat-11058	78	4	tcn	tcn	PROPN
easat-11058	78	5	architectures	architecture	NOUN
easat-11058	78	6	•	•	VERB
easat-11058	78	7	hao	hao	PROPN
easat-11058	78	8	et	et	PROPN
easat-11058	78	9	al	al	PROPN
easat-11058	78	10	.	.	PUNCT
easat-11058	79	1	[	[	X
easat-11058	79	2	15	15	NUM
easat-11058	79	3	]	]	PUNCT
easat-11058	79	4	proposed	propose	VERB
easat-11058	79	5	a	a	DET
easat-11058	79	6	temporal	temporal	ADJ
easat-11058	79	7	convolutional	convolutional	ADJ
easat-11058	79	8	attention	attention	NOUN
easat-11058	79	9	network	network	NOUN
easat-11058	79	10	(	(	PUNCT
easat-11058	79	11	tcan	tcan	PROPN
easat-11058	79	12	)	)	PUNCT
easat-11058	79	13	by	by	ADP
easat-11058	79	14	incorporating	incorporate	VERB
easat-11058	79	15	attention	attention	NOUN
easat-11058	79	16	mechanisms	mechanism	NOUN
easat-11058	79	17	into	into	ADP
easat-11058	79	18	tcns	tcns	NOUN
easat-11058	79	19	to	to	PART
easat-11058	79	20	improve	improve	VERB
easat-11058	79	21	accuracy	accuracy	NOUN
easat-11058	79	22	in	in	ADP
easat-11058	79	23	sequence	sequence	NOUN
easat-11058	79	24	modeling	modeling	NOUN
easat-11058	79	25	.	.	PUNCT
easat-11058	80	1	•	•	NUM
easat-11058	80	2	mehta	mehta	PROPN
easat-11058	80	3	and	and	CCONJ
easat-11058	80	4	yang	yang	PROPN
easat-11058	81	1	[	[	X
easat-11058	81	2	16	16	NUM
easat-11058	81	3	]	]	PUNCT
easat-11058	81	4	introduced	introduce	VERB
easat-11058	81	5	nac	nac	PROPN
easat-11058	81	6	-	-	PUNCT
easat-11058	81	7	tcn	tcn	PROPN
easat-11058	81	8	,	,	PUNCT
easat-11058	81	9	a	a	DET
easat-11058	81	10	variant	variant	NOUN
easat-11058	81	11	using	use	VERB
easat-11058	81	12	neighborhood	neighborhood	NOUN
easat-11058	81	13	attention	attention	NOUN
easat-11058	81	14	for	for	ADP
easat-11058	81	15	affective	affective	ADJ
easat-11058	81	16	video	video	NOUN
easat-11058	81	17	analysis	analysis	NOUN
easat-11058	81	18	.	.	PUNCT
easat-11058	82	1	•	•	NUM
easat-11058	82	2	yan	yan	PROPN
easat-11058	82	3	et	et	PROPN
easat-11058	82	4	al	al	PROPN
easat-11058	82	5	.	.	PUNCT
easat-11058	83	1	[	[	X
easat-11058	83	2	17	17	NUM
easat-11058	83	3	]	]	PUNCT
easat-11058	83	4	and	and	CCONJ
easat-11058	83	5	shi	shi	PROPN
easat-11058	83	6	et	et	PROPN
easat-11058	83	7	al	al	PROPN
easat-11058	83	8	.	.	PUNCT
easat-11058	84	1	[	[	X
easat-11058	84	2	18	18	NUM
easat-11058	84	3	]	]	PUNCT
easat-11058	84	4	expanded	expand	VERB
easat-11058	84	5	the	the	DET
easat-11058	84	6	architecture	architecture	NOUN
easat-11058	84	7	by	by	ADP
easat-11058	84	8	combining	combine	VERB
easat-11058	84	9	tcns	tcns	NOUN
easat-11058	84	10	with	with	ADP
easat-11058	84	11	graph	graph	NOUN
easat-11058	84	12	cnns	cnn	NOUN
easat-11058	84	13	to	to	PART
easat-11058	84	14	form	form	VERB
easat-11058	84	15	st	st	NOUN
easat-11058	84	16	-	-	PUNCT
easat-11058	84	17	gcn	gcn	NOUN
easat-11058	84	18	and	and	CCONJ
easat-11058	84	19	2s	2s	PROPN
easat-11058	84	20	-	-	PUNCT
easat-11058	84	21	agcn	agcn	PROPN
easat-11058	84	22	for	for	ADP
easat-11058	84	23	spatial	spatial	ADJ
easat-11058	84	24	-	-	PUNCT
easat-11058	84	25	temporal	temporal	ADJ
easat-11058	84	26	action	action	NOUN
easat-11058	84	27	recognition	recognition	NOUN
easat-11058	84	28	.	.	PUNCT
easat-11058	85	1	these	these	DET
easat-11058	85	2	advancements	advancement	NOUN
easat-11058	85	3	underscore	underscore	VERB
easat-11058	85	4	the	the	DET
easat-11058	85	5	power	power	NOUN
easat-11058	85	6	of	of	ADP
easat-11058	85	7	tcns	tcns	NOUN
easat-11058	85	8	in	in	ADP
easat-11058	85	9	processing	processing	NOUN
easat-11058	85	10	complex	complex	ADJ
easat-11058	85	11	temporal	temporal	ADJ
easat-11058	85	12	-	-	PUNCT
easat-11058	85	13	spatial	spatial	ADJ
easat-11058	85	14	patterns	pattern	NOUN
easat-11058	85	15	,	,	PUNCT
easat-11058	85	16	especially	especially	ADV
easat-11058	85	17	when	when	SCONJ
easat-11058	85	18	paired	pair	VERB
easat-11058	85	19	with	with	ADP
easat-11058	85	20	skeletal	skeletal	ADJ
easat-11058	85	21	input	input	NOUN
easat-11058	85	22	,	,	PUNCT
easat-11058	85	23	for	for	ADP
easat-11058	85	24	use	use	NOUN
easat-11058	85	25	in	in	ADP
easat-11058	85	26	scalable	scalable	ADJ
easat-11058	85	27	,	,	PUNCT
easat-11058	85	28	real	real	ADJ
easat-11058	85	29	-	-	PUNCT
easat-11058	85	30	time	time	NOUN
easat-11058	85	31	surveillance	surveillance	NOUN
easat-11058	85	32	systems	system	NOUN
easat-11058	85	33	.	.	PUNCT
easat-11058	86	1	3	3	X
easat-11058	86	2	.	.	X
easat-11058	86	3	methodology	methodology	NOUN
easat-11058	86	4	3.1	3.1	NUM
easat-11058	86	5	.	.	PUNCT
easat-11058	86	6	system	system	NOUN
easat-11058	86	7	architecture	architecture	NOUN
easat-11058	86	8	design	design	VERB
easat-11058	86	9	the	the	DET
easat-11058	86	10	proposed	propose	VERB
easat-11058	86	11	system	system	NOUN
easat-11058	86	12	is	be	AUX
easat-11058	86	13	designed	design	VERB
easat-11058	86	14	to	to	PART
easat-11058	86	15	detect	detect	VERB
easat-11058	86	16	individuals	individual	NOUN
easat-11058	86	17	exhibiting	exhibit	VERB
easat-11058	86	18	atypical	atypical	ADJ
easat-11058	86	19	behavior	behavior	NOUN
easat-11058	86	20	through	through	ADP
easat-11058	86	21	deep	deep	ADJ
easat-11058	86	22	learning	learning	NOUN
easat-11058	86	23	,	,	PUNCT
easat-11058	86	24	following	follow	VERB
easat-11058	86	25	the	the	DET
easat-11058	86	26	principles	principle	NOUN
easat-11058	86	27	of	of	ADP
easat-11058	86	28	microservices	microservice	NOUN
easat-11058	86	29	and	and	CCONJ
easat-11058	86	30	ai	ai	VERB
easat-11058	86	31	edge	edge	NOUN
easat-11058	86	32	computing	computing	NOUN
easat-11058	86	33	.	.	PUNCT
easat-11058	87	1	the	the	DET
easat-11058	87	2	architecture	architecture	NOUN
easat-11058	87	3	modularizes	modularize	VERB
easat-11058	87	4	the	the	DET
easat-11058	87	5	system	system	NOUN
easat-11058	87	6	into	into	ADP
easat-11058	87	7	independent	independent	ADJ
easat-11058	87	8	microservices	microservice	NOUN
easat-11058	87	9	,	,	PUNCT
easat-11058	87	10	promoting	promote	VERB
easat-11058	87	11	flexibility	flexibility	NOUN
easat-11058	87	12	,	,	PUNCT
easat-11058	87	13	maintainability	maintainability	NOUN
easat-11058	87	14	,	,	PUNCT
easat-11058	87	15	and	and	CCONJ
easat-11058	87	16	scalability	scalability	NOUN
easat-11058	87	17	for	for	ADP
easat-11058	87	18	future	future	ADJ
easat-11058	87	19	enhancements	enhancement	NOUN
easat-11058	87	20	.	.	PUNCT
easat-11058	88	1	this	this	DET
easat-11058	88	2	platform	platform	NOUN
easat-11058	88	3	supports	support	VERB
easat-11058	88	4	real	real	ADJ
easat-11058	88	5	-	-	PUNCT
easat-11058	88	6	time	time	NOUN
easat-11058	88	7	detection	detection	NOUN
easat-11058	88	8	and	and	CCONJ
easat-11058	88	9	alerting	alerting	NOUN
easat-11058	88	10	of	of	ADP
easat-11058	88	11	human	human	ADJ
easat-11058	88	12	behavior	behavior	NOUN
easat-11058	88	13	,	,	PUNCT
easat-11058	88	14	employing	employ	VERB
easat-11058	88	15	an	an	DET
easat-11058	88	16	edge	edge	NOUN
easat-11058	88	17	–	–	PUNCT
easat-11058	88	18	server	server	NOUN
easat-11058	88	19	–	–	PUNCT
easat-11058	88	20	client	client	NOUN
easat-11058	88	21	paradigm	paradigm	NOUN
easat-11058	88	22	to	to	PART
easat-11058	88	23	reduce	reduce	VERB
easat-11058	88	24	network	network	NOUN
easat-11058	88	25	latency	latency	NOUN
easat-11058	88	26	and	and	CCONJ
easat-11058	88	27	maintain	maintain	VERB
easat-11058	88	28	gpu	gpu	NOUN
easat-11058	88	29	-	-	PUNCT
easat-11058	88	30	accelerated	accelerate	VERB
easat-11058	88	31	inference	inference	NOUN
easat-11058	88	32	near	near	ADP
easat-11058	88	33	the	the	DET
easat-11058	88	34	camera	camera	NOUN
easat-11058	88	35	source	source	NOUN
easat-11058	88	36	.	.	PUNCT
easat-11058	89	1	this	this	DET
easat-11058	89	2	approach	approach	NOUN
easat-11058	89	3	enables	enable	VERB
easat-11058	89	4	efficient	efficient	ADJ
easat-11058	89	5	processing	processing	NOUN
easat-11058	89	6	while	while	SCONJ
easat-11058	89	7	preserving	preserve	VERB
easat-11058	89	8	responsiveness	responsiveness	NOUN
easat-11058	89	9	in	in	ADP
easat-11058	89	10	deployment	deployment	ADJ
easat-11058	89	11	environments	environment	NOUN
easat-11058	89	12	such	such	ADJ
easat-11058	89	13	as	as	ADP
easat-11058	89	14	public	public	ADJ
easat-11058	89	15	spaces	space	NOUN
easat-11058	89	16	or	or	CCONJ
easat-11058	89	17	surveillance	surveillance	NOUN
easat-11058	89	18	networks	network	NOUN
easat-11058	89	19	.	.	PUNCT
easat-11058	90	1	the	the	DET
easat-11058	90	2	overall	overall	ADJ
easat-11058	90	3	system	system	NOUN
easat-11058	90	4	architecture	architecture	NOUN
easat-11058	90	5	is	be	AUX
easat-11058	90	6	illustrated	illustrate	VERB
easat-11058	90	7	in	in	ADP
easat-11058	90	8	figure	figure	NOUN
easat-11058	90	9	1	1	NUM
easat-11058	90	10	.	.	X
easat-11058	90	11	1111	1111	PROPN
easat-11058	90	12	edelweiss	edelweiss	PROPN
easat-11058	90	13	applied	apply	VERB
easat-11058	90	14	science	science	NOUN
easat-11058	90	15	and	and	CCONJ
easat-11058	90	16	technology	technology	NOUN
easat-11058	90	17	issn	issn	PROPN
easat-11058	90	18	:	:	PUNCT
easat-11058	90	19	2576	2576	NUM
easat-11058	90	20	-	-	SYM
easat-11058	90	21	8484	8484	NUM
easat-11058	90	22	vol	vol	NOUN
easat-11058	90	23	.	.	PROPN
easat-11058	91	1	9	9	NUM
easat-11058	91	2	,	,	PUNCT
easat-11058	91	3	no	no	INTJ
easat-11058	91	4	.	.	NOUN
easat-11058	91	5	11	11	NUM
easat-11058	91	6	:	:	PUNCT
easat-11058	91	7	1108	1108	NUM
easat-11058	91	8	-	-	SYM
easat-11058	91	9	1120	1120	NUM
easat-11058	91	10	,	,	PUNCT
easat-11058	91	11	2025	2025	NUM
easat-11058	91	12	doi	doi	NOUN
easat-11058	91	13	:	:	PUNCT
easat-11058	91	14	10.55214/2576	10.55214/2576	NUM
easat-11058	91	15	-	-	SYM
easat-11058	91	16	8484.v9i11.11058	8484.v9i11.11058	NUM
easat-11058	91	17	©	©	ADP
easat-11058	91	18	2025	2025	NUM
easat-11058	91	19	by	by	ADP
easat-11058	91	20	the	the	DET
easat-11058	91	21	authors	author	NOUN
easat-11058	91	22	;	;	PUNCT
easat-11058	91	23	licensee	licensee	PROPN
easat-11058	91	24	learning	learn	VERB
easat-11058	91	25	gate	gate	NOUN
easat-11058	91	26	figure	figure	NOUN
easat-11058	91	27	1	1	NUM
easat-11058	91	28	.	.	PUNCT
easat-11058	91	29	system	system	NOUN
easat-11058	91	30	architecture	architecture	NOUN
easat-11058	91	31	design	design	NOUN
easat-11058	91	32	.	.	PUNCT
easat-11058	92	1	3.1.1	3.1.1	X
easat-11058	92	2	.	.	PUNCT
easat-11058	92	3	hardware	hardware	NOUN
easat-11058	92	4	layer	layer	NOUN
easat-11058	92	5	1	1	NUM
easat-11058	92	6	)	)	PUNCT
easat-11058	92	7	ip	ip	NOUN
easat-11058	92	8	cameras	camera	NOUN
easat-11058	92	9	.	.	PUNCT
easat-11058	93	1	the	the	DET
easat-11058	93	2	cctv	cctv	PROPN
easat-11058	93	3	acquisition	acquisition	NOUN
easat-11058	93	4	video	video	NOUN
easat-11058	93	5	is	be	AUX
easat-11058	93	6	captured	capture	VERB
easat-11058	93	7	with	with	ADP
easat-11058	93	8	a	a	DET
easat-11058	93	9	hikvision	hikvision	NOUN
easat-11058	93	10	ds-2cd1347g2h	ds-2cd1347g2h	NOUN
easat-11058	93	11	-	-	PUNCT
easat-11058	93	12	liu	liu	PROPN
easat-11058	93	13	fixed	fix	VERB
easat-11058	93	14	-	-	PUNCT
easat-11058	93	15	dome	dome	NOUN
easat-11058	93	16	ip	ip	NOUN
easat-11058	93	17	camera	camera	NOUN
easat-11058	93	18	(	(	PUNCT
easat-11058	93	19	4	4	NUM
easat-11058	93	20	mp	mp	NOUN
easat-11058	93	21	,	,	PUNCT
easat-11058	93	22	25	25	NUM
easat-11058	93	23	fps	fps	PROPN
easat-11058	93	24	)	)	PUNCT
easat-11058	93	25	.	.	PUNCT
easat-11058	94	1	2	2	X
easat-11058	94	2	)	)	PUNCT
easat-11058	94	3	edge	edge	NOUN
easat-11058	94	4	computing	compute	VERB
easat-11058	94	5	unit	unit	NOUN
easat-11058	94	6	.	.	PUNCT
easat-11058	95	1	frames	frame	NOUN
easat-11058	95	2	are	be	AUX
easat-11058	95	3	streamed	stream	VERB
easat-11058	95	4	via	via	ADP
easat-11058	95	5	an	an	DET
easat-11058	95	6	8	8	NUM
easat-11058	95	7	-	-	PUNCT
easat-11058	95	8	port	port	NOUN
easat-11058	95	9	poe	poe	PROPN
easat-11058	95	10	switch	switch	NOUN
easat-11058	95	11	(	(	PUNCT
easat-11058	95	12	hikvision	hikvision	NOUN
easat-11058	95	13	ds3e0310hp	ds3e0310hp	PROPN
easat-11058	95	14	-	-	PUNCT
easat-11058	95	15	e	e	NOUN
easat-11058	95	16	)	)	PUNCT
easat-11058	95	17	to	to	ADP
easat-11058	95	18	an	an	DET
easat-11058	95	19	nvidia	nvidia	PROPN
easat-11058	95	20	jetson	jetson	PROPN
easat-11058	95	21	orin	orin	PROPN
easat-11058	95	22	nano	nano	PROPN
easat-11058	95	23	module	module	NOUN
easat-11058	95	24	(	(	PUNCT
easat-11058	95	25	ampere	ampere	NOUN
easat-11058	95	26	gpu	gpu	NOUN
easat-11058	95	27	and	and	CCONJ
easat-11058	95	28	tensor	tensor	NOUN
easat-11058	95	29	cores	core	NOUN
easat-11058	95	30	)	)	PUNCT
easat-11058	95	31	that	that	PRON
easat-11058	95	32	is	be	AUX
easat-11058	95	33	optimized	optimize	VERB
easat-11058	95	34	with	with	ADP
easat-11058	95	35	nvidia	nvidia	PROPN
easat-11058	95	36	tensorrt	tensorrt	NOUN
easat-11058	95	37	for	for	ADP
easat-11058	95	38	accelerated	accelerated	ADJ
easat-11058	95	39	inference	inference	NOUN
easat-11058	95	40	.	.	PUNCT
easat-11058	96	1	3	3	NUM
easat-11058	96	2	)	)	PUNCT
easat-11058	96	3	core	core	NOUN
easat-11058	96	4	server	server	NOUN
easat-11058	96	5	.	.	PUNCT
easat-11058	97	1	a	a	DET
easat-11058	97	2	workstation	workstation	NOUN
easat-11058	97	3	equipped	equip	VERB
easat-11058	97	4	with	with	ADP
easat-11058	97	5	an	an	DET
easat-11058	97	6	nvidia	nvidia	PROPN
easat-11058	97	7	geforce	geforce	NOUN
easat-11058	97	8	rtx	rtx	PROPN
easat-11058	97	9	4070	4070	NUM
easat-11058	97	10	,	,	PUNCT
easat-11058	97	11	an	an	DET
easat-11058	97	12	intel	intel	PROPN
easat-11058	97	13	core	core	NOUN
easat-11058	97	14	i7	i7	PROPN
easat-11058	97	15	cpu	cpu	NOUN
easat-11058	97	16	,	,	PUNCT
easat-11058	97	17	and	and	CCONJ
easat-11058	97	18	32	32	NUM
easat-11058	97	19	gb	gb	NOUN
easat-11058	97	20	ram	ram	NOUN
easat-11058	97	21	performs	perform	VERB
easat-11058	97	22	model	model	NOUN
easat-11058	97	23	training	training	NOUN
easat-11058	97	24	,	,	PUNCT
easat-11058	97	25	data	data	NOUN
easat-11058	97	26	persistence	persistence	NOUN
easat-11058	97	27	,	,	PUNCT
easat-11058	97	28	and	and	CCONJ
easat-11058	97	29	api	api	NOUN
easat-11058	97	30	hosting	host	VERB
easat-11058	97	31	over	over	ADP
easat-11058	97	32	a	a	DET
easat-11058	97	33	1	1	NUM
easat-11058	97	34	gbe	gbe	NOUN
easat-11058	97	35	lan	lan	PROPN
easat-11058	97	36	backbone	backbone	NOUN
easat-11058	97	37	.	.	PUNCT
easat-11058	98	1	3.1.2	3.1.2	X
easat-11058	98	2	.	.	PUNCT
easat-11058	98	3	software	software	NOUN
easat-11058	98	4	stack	stack	VERB
easat-11058	98	5	1	1	NUM
easat-11058	98	6	)	)	PUNCT
easat-11058	98	7	edge	edge	NOUN
easat-11058	98	8	micro	micro	NOUN
easat-11058	98	9	-	-	NOUN
easat-11058	98	10	services	service	NOUN
easat-11058	98	11	(	(	PUNCT
easat-11058	98	12	python	python	NOUN
easat-11058	98	13	/	/	SYM
easat-11058	98	14	tensorflow	tensorflow	NOUN
easat-11058	98	15	and	and	CCONJ
easat-11058	98	16	opencv	opencv	PROPN
easat-11058	98	17	)	)	PUNCT
easat-11058	98	18	.	.	PUNCT
easat-11058	99	1	1.1	1.1	NUM
easat-11058	99	2	)	)	PUNCT
easat-11058	99	3	pose	pose	VERB
easat-11058	99	4	extraction	extraction	NOUN
easat-11058	99	5	–	–	PUNCT
easat-11058	99	6	openpose	openpose	NOUN
easat-11058	99	7	for	for	ADP
easat-11058	99	8	multi	multi	ADJ
easat-11058	99	9	-	-	ADJ
easat-11058	99	10	person	person	ADJ
easat-11058	99	11	2	2	NUM
easat-11058	99	12	-	-	PUNCT
easat-11058	99	13	d	d	NOUN
easat-11058	99	14	key	key	ADJ
easat-11058	99	15	-	-	PUNCT
easat-11058	99	16	point	point	NOUN
easat-11058	99	17	skeletons	skeleton	NOUN
easat-11058	99	18	,	,	PUNCT
easat-11058	99	19	all	all	PRON
easat-11058	99	20	exported	export	VERB
easat-11058	99	21	to	to	ADP
easat-11058	99	22	onnx	onnx	NOUN
easat-11058	99	23	and	and	CCONJ
easat-11058	99	24	compiled	compile	VERB
easat-11058	99	25	into	into	ADP
easat-11058	99	26	tensorrt	tensorrt	ADJ
easat-11058	99	27	engines	engine	NOUN
easat-11058	99	28	for	for	ADP
easat-11058	99	29	real	real	ADJ
easat-11058	99	30	-	-	PUNCT
easat-11058	99	31	time	time	NOUN
easat-11058	99	32	throughput	throughput	NOUN
easat-11058	99	33	.	.	PUNCT
easat-11058	100	1	1.2	1.2	NUM
easat-11058	100	2	)	)	PUNCT
easat-11058	100	3	behavior	behavior	NOUN
easat-11058	100	4	analysis	analysis	NOUN
easat-11058	100	5	–	–	PUNCT
easat-11058	100	6	temporal	temporal	ADJ
easat-11058	100	7	convolutional	convolutional	ADJ
easat-11058	100	8	networks	network	NOUN
easat-11058	100	9	(	(	PUNCT
easat-11058	100	10	tcn	tcn	NOUN
easat-11058	100	11	)	)	PUNCT
easat-11058	100	12	ingest	ingest	VERB
easat-11058	100	13	time	time	NOUN
easat-11058	100	14	-	-	PUNCT
easat-11058	100	15	stamped	stamp	VERB
easat-11058	100	16	skeleton	skeleton	NOUN
easat-11058	100	17	sequences	sequence	NOUN
easat-11058	100	18	to	to	PART
easat-11058	100	19	classify	classify	VERB
easat-11058	100	20	six	six	NUM
easat-11058	100	21	behaviors	behavior	NOUN
easat-11058	100	22	:	:	PUNCT
easat-11058	100	23	standing	stand	VERB
easat-11058	100	24	,	,	PUNCT
easat-11058	100	25	sitting	sit	VERB
easat-11058	100	26	,	,	PUNCT
easat-11058	100	27	falling	fall	VERB
easat-11058	100	28	,	,	PUNCT
easat-11058	100	29	walking	walking	NOUN
easat-11058	100	30	,	,	PUNCT
easat-11058	100	31	running	run	VERB
easat-11058	100	32	,	,	PUNCT
easat-11058	100	33	and	and	CCONJ
easat-11058	100	34	punching	punching	NOUN
easat-11058	100	35	.	.	PUNCT
easat-11058	101	1	1.3	1.3	NUM
easat-11058	101	2	)	)	PUNCT
easat-11058	101	3	notification	notification	NOUN
easat-11058	101	4	service	service	NOUN
easat-11058	101	5	–	–	PUNCT
easat-11058	101	6	publishes	publish	VERB
easat-11058	101	7	http	http	ADJ
easat-11058	101	8	/	/	SYM
easat-11058	101	9	xml	xml	NOUN
easat-11058	101	10	event	event	NOUN
easat-11058	101	11	objects	object	VERB
easat-11058	101	12	to	to	ADP
easat-11058	101	13	the	the	DET
easat-11058	101	14	server	server	NOUN
easat-11058	101	15	tier	tier	NOUN
easat-11058	101	16	.	.	PUNCT
easat-11058	102	1	these	these	DET
easat-11058	102	2	services	service	NOUN
easat-11058	102	3	interact	interact	VERB
easat-11058	102	4	through	through	ADP
easat-11058	102	5	internal	internal	ADJ
easat-11058	102	6	restful	restful	ADJ
easat-11058	102	7	endpoints	endpoint	NOUN
easat-11058	102	8	to	to	PART
easat-11058	102	9	preserve	preserve	VERB
easat-11058	102	10	loose	loose	ADJ
easat-11058	102	11	coupling	coupling	NOUN
easat-11058	102	12	and	and	CCONJ
easat-11058	102	13	scalability	scalability	NOUN
easat-11058	102	14	.	.	PUNCT
easat-11058	103	1	2	2	NUM
easat-11058	103	2	)	)	PUNCT
easat-11058	103	3	server	server	NOUN
easat-11058	103	4	-	-	PUNCT
easat-11058	103	5	side	side	NOUN
easat-11058	103	6	platform	platform	NOUN
easat-11058	103	7	(	(	PUNCT
easat-11058	103	8	python	python	NOUN
easat-11058	103	9	and	and	CCONJ
easat-11058	103	10	node.js	node.js	PROPN
easat-11058	103	11	)	)	PUNCT
easat-11058	103	12	.	.	PUNCT
easat-11058	104	1	2.1	2.1	NUM
easat-11058	104	2	)	)	PUNCT
easat-11058	104	3	the	the	DET
easat-11058	104	4	real	real	ADJ
easat-11058	104	5	-	-	PUNCT
easat-11058	104	6	time	time	NOUN
easat-11058	104	7	alert	alert	NOUN
easat-11058	104	8	service	service	NOUN
easat-11058	104	9	relays	relay	VERB
easat-11058	104	10	incoming	incoming	ADJ
easat-11058	104	11	alerts	alert	NOUN
easat-11058	104	12	to	to	PART
easat-11058	104	13	subscribed	subscribe	VERB
easat-11058	104	14	clients	client	NOUN
easat-11058	104	15	via	via	ADP
easat-11058	104	16	websocket	websocket	NOUN
easat-11058	104	17	while	while	SCONJ
easat-11058	104	18	persisting	persist	VERB
easat-11058	104	19	metadata	metadata	NOUN
easat-11058	104	20	to	to	ADP
easat-11058	104	21	postgresql	postgresql	NOUN
easat-11058	104	22	.	.	PUNCT
easat-11058	105	1	2.2	2.2	NUM
easat-11058	105	2	)	)	PUNCT
easat-11058	105	3	metadata	metadata	NOUN
easat-11058	105	4	logging	log	VERB
easat-11058	105	5	server	server	NOUN
easat-11058	105	6	archives	archive	NOUN
easat-11058	105	7	images	image	NOUN
easat-11058	105	8	and	and	CCONJ
easat-11058	105	9	short	short	ADJ
easat-11058	105	10	video	video	NOUN
easat-11058	105	11	snippets	snippet	NOUN
easat-11058	105	12	to	to	ADP
easat-11058	105	13	minio	minio	NOUN
easat-11058	105	14	-	-	PUNCT
easat-11058	105	15	s3	s3	PROPN
easat-11058	105	16	object	object	NOUN
easat-11058	105	17	storage	storage	NOUN
easat-11058	105	18	for	for	ADP
easat-11058	105	19	elastic	elastic	ADJ
easat-11058	105	20	retention	retention	NOUN
easat-11058	105	21	.	.	PUNCT
easat-11058	106	1	3	3	X
easat-11058	106	2	)	)	PUNCT
easat-11058	106	3	client	client	NOUN
easat-11058	106	4	application	application	NOUN
easat-11058	106	5	on	on	ADP
easat-11058	106	6	client	client	NOUN
easat-11058	106	7	pc	pc	NOUN
easat-11058	106	8	.	.	PUNCT
easat-11058	107	1	a	a	DET
easat-11058	107	2	windows	windows	PROPN
easat-11058	107	3	forms	form	VERB
easat-11058	107	4	dashboard	dashboard	NOUN
easat-11058	107	5	(	(	PUNCT
easat-11058	107	6	c	c	NOUN
easat-11058	107	7	#	#	NOUN
easat-11058	107	8	)	)	PUNCT
easat-11058	107	9	consumes	consume	VERB
easat-11058	107	10	websocket	websocket	NOUN
easat-11058	107	11	streams	stream	NOUN
easat-11058	107	12	to	to	PART
easat-11058	107	13	visualize	visualize	VERB
easat-11058	107	14	alerts	alert	NOUN
easat-11058	107	15	,	,	PUNCT
easat-11058	107	16	live	live	ADJ
easat-11058	107	17	thumbnails	thumbnail	NOUN
easat-11058	107	18	,	,	PUNCT
easat-11058	107	19	and	and	CCONJ
easat-11058	107	20	historical	historical	ADJ
easat-11058	107	21	queries	query	NOUN
easat-11058	107	22	.	.	PUNCT
easat-11058	108	1	3.1.3	3.1.3	X
easat-11058	108	2	.	.	PUNCT
easat-11058	108	3	operational	operational	ADJ
easat-11058	108	4	workflow	workflow	NOUN
easat-11058	108	5	the	the	DET
easat-11058	108	6	step	step	NOUN
easat-11058	108	7	-	-	PUNCT
easat-11058	108	8	by	by	ADP
easat-11058	108	9	-	-	PUNCT
easat-11058	108	10	step	step	NOUN
easat-11058	108	11	operational	operational	ADJ
easat-11058	108	12	workflow	workflow	NOUN
easat-11058	108	13	of	of	ADP
easat-11058	108	14	the	the	DET
easat-11058	108	15	human	human	ADJ
easat-11058	108	16	behavior	behavior	NOUN
easat-11058	108	17	detection	detection	NOUN
easat-11058	108	18	system	system	NOUN
easat-11058	108	19	is	be	AUX
easat-11058	108	20	summarized	summarize	VERB
easat-11058	108	21	in	in	ADP
easat-11058	108	22	table	table	NOUN
easat-11058	108	23	1	1	NUM
easat-11058	108	24	,	,	PUNCT
easat-11058	108	25	outlining	outline	VERB
easat-11058	108	26	the	the	DET
easat-11058	108	27	data	data	NOUN
easat-11058	108	28	flow	flow	NOUN
easat-11058	108	29	from	from	ADP
easat-11058	108	30	video	video	NOUN
easat-11058	108	31	capture	capture	NOUN
easat-11058	108	32	to	to	PART
easat-11058	108	33	behavior	behavior	VERB
easat-11058	108	34	classification	classification	NOUN
easat-11058	108	35	and	and	CCONJ
easat-11058	108	36	notification	notification	NOUN
easat-11058	108	37	.	.	PUNCT
easat-11058	109	1	1112	1112	NUM
easat-11058	109	2	edelweiss	edelweiss	PROPN
easat-11058	109	3	applied	apply	VERB
easat-11058	109	4	science	science	NOUN
easat-11058	109	5	and	and	CCONJ
easat-11058	109	6	technology	technology	NOUN
easat-11058	109	7	issn	issn	PROPN
easat-11058	109	8	:	:	PUNCT
easat-11058	109	9	2576	2576	NUM
easat-11058	109	10	-	-	SYM
easat-11058	109	11	8484	8484	NUM
easat-11058	109	12	vol	vol	NOUN
easat-11058	109	13	.	.	PROPN
easat-11058	110	1	9	9	NUM
easat-11058	110	2	,	,	PUNCT
easat-11058	110	3	no	no	INTJ
easat-11058	110	4	.	.	NOUN
easat-11058	110	5	11	11	NUM
easat-11058	110	6	:	:	PUNCT
easat-11058	110	7	1108	1108	NUM
easat-11058	110	8	-	-	SYM
easat-11058	110	9	1120	1120	NUM
easat-11058	110	10	,	,	PUNCT
easat-11058	110	11	2025	2025	NUM
easat-11058	110	12	doi	doi	NOUN
easat-11058	110	13	:	:	PUNCT
easat-11058	110	14	10.55214/2576	10.55214/2576	NUM
easat-11058	110	15	-	-	SYM
easat-11058	110	16	8484.v9i11.11058	8484.v9i11.11058	NUM
easat-11058	110	17	©	©	ADP
easat-11058	110	18	2025	2025	NUM
easat-11058	110	19	by	by	ADP
easat-11058	110	20	the	the	DET
easat-11058	110	21	authors	author	NOUN
easat-11058	110	22	;	;	PUNCT
easat-11058	110	23	licensee	licensee	PROPN
easat-11058	110	24	learning	learn	VERB
easat-11058	110	25	gate	gate	NOUN
easat-11058	110	26	table	table	NOUN
easat-11058	110	27	1	1	NUM
easat-11058	110	28	.	.	PUNCT
easat-11058	110	29	operational	operational	ADJ
easat-11058	110	30	workflow	workflow	NOUN
easat-11058	110	31	.	.	PUNCT
easat-11058	111	1	stage	stage	NOUN
easat-11058	111	2	data	data	NOUN
easat-11058	111	3	artefact	artefact	ADJ
easat-11058	111	4	processing	processing	NOUN
easat-11058	111	5	component	component	NOUN
easat-11058	111	6	key	key	ADJ
easat-11058	111	7	operations	operation	NOUN
easat-11058	111	8	input	input	NOUN
easat-11058	111	9	rtsp	rtsp	NOUN
easat-11058	111	10	video	video	NOUN
easat-11058	111	11	stream	stream	NOUN
easat-11058	111	12	jetson	jetson	PROPN
easat-11058	111	13	orin	orin	PROPN
easat-11058	111	14	nano	nano	PROPN
easat-11058	111	15	frame	frame	NOUN
easat-11058	111	16	capture	capture	NOUN
easat-11058	111	17	&	&	CCONJ
easat-11058	111	18	decoding	decode	VERB
easat-11058	111	19	pose	pose	NOUN
easat-11058	111	20	estimation	estimation	NOUN
easat-11058	111	21	17	17	NUM
easat-11058	111	22	-	-	PUNCT
easat-11058	111	23	keypoint	keypoint	NOUN
easat-11058	111	24	skeletons	skeleton	NOUN
easat-11058	111	25	openpose	openpose	NUM
easat-11058	111	26	multi	multi	ADJ
easat-11058	111	27	-	-	ADJ
easat-11058	111	28	person	person	NOUN
easat-11058	111	29	pose	pose	NOUN
easat-11058	111	30	inference	inference	NOUN
easat-11058	111	31	behavior	behavior	NOUN
easat-11058	111	32	classification	classification	NOUN
easat-11058	111	33	skeleton	skeleton	NOUN
easat-11058	111	34	time	time	NOUN
easat-11058	111	35	-	-	PUNCT
easat-11058	111	36	series	series	NOUN
easat-11058	111	37	tcn	tcn	PROPN
easat-11058	111	38	sliding	sliding	ADJ
easat-11058	111	39	-	-	PUNCT
easat-11058	111	40	window	window	NOUN
easat-11058	111	41	temporal	temporal	ADJ
easat-11058	111	42	convolutions	convolution	NOUN
easat-11058	111	43	event	event	NOUN
easat-11058	111	44	packaging	package	VERB
easat-11058	111	45	json	json	NOUN
easat-11058	111	46	/	/	SYM
easat-11058	111	47	xml	xml	NOUN
easat-11058	111	48	alert	alert	NOUN
easat-11058	111	49	notification	notification	NOUN
easat-11058	111	50	service	service	NOUN
easat-11058	111	51	behavior	behavior	NOUN
easat-11058	111	52	label	label	NOUN
easat-11058	111	53	,	,	PUNCT
easat-11058	111	54	confidence	confidence	NOUN
easat-11058	111	55	,	,	PUNCT
easat-11058	111	56	timestamp	timestamp	NOUN
easat-11058	111	57	aggregation	aggregation	NOUN
easat-11058	111	58	alert	alert	NOUN
easat-11058	111	59	+	+	CCONJ
easat-11058	111	60	image	image	NOUN
easat-11058	111	61	hash	hash	NOUN
easat-11058	111	62	real	real	ADJ
easat-11058	111	63	-	-	PUNCT
easat-11058	111	64	time	time	NOUN
easat-11058	111	65	alert	alert	NOUN
easat-11058	111	66	service	service	NOUN
easat-11058	111	67	persistence	persistence	NOUN
easat-11058	111	68	(	(	PUNCT
easat-11058	111	69	postgresql	postgresql	NOUN
easat-11058	111	70	)	)	PUNCT
easat-11058	111	71	,	,	PUNCT
easat-11058	111	72	broadcast	broadcast	VERB
easat-11058	111	73	output	output	NOUN
easat-11058	111	74	ui	ui	PROPN
easat-11058	111	75	toast	toast	PROPN
easat-11058	111	76	+	+	CCONJ
easat-11058	111	77	log	log	NOUN
easat-11058	111	78	entry	entry	NOUN
easat-11058	111	79	windows	window	NOUN
easat-11058	111	80	forms	form	NOUN
easat-11058	111	81	client	client	NOUN
easat-11058	111	82	real	real	ADJ
easat-11058	111	83	-	-	PUNCT
easat-11058	111	84	time	time	NOUN
easat-11058	111	85	visual	visual	ADJ
easat-11058	111	86	and	and	CCONJ
easat-11058	111	87	audible	audible	ADJ
easat-11058	111	88	alarm	alarm	NOUN
easat-11058	111	89	3.1.4	3.1.4	NUM
easat-11058	111	90	.	.	PUNCT
easat-11058	111	91	data	data	NOUN
easat-11058	111	92	-	-	PUNCT
easat-11058	111	93	flow	flow	NOUN
easat-11058	111	94	&	&	CCONJ
easat-11058	111	95	network	network	NOUN
easat-11058	111	96	considerations	consideration	NOUN
easat-11058	111	97	static	static	VERB
easat-11058	111	98	ip	ip	NOUN
easat-11058	111	99	addressing	address	VERB
easat-11058	111	100	keeps	keep	VERB
easat-11058	111	101	all	all	DET
easat-11058	111	102	edge	edge	NOUN
easat-11058	111	103	and	and	CCONJ
easat-11058	111	104	camera	camera	NOUN
easat-11058	111	105	devices	device	NOUN
easat-11058	111	106	within	within	ADP
easat-11058	111	107	the	the	DET
easat-11058	111	108	same	same	ADJ
easat-11058	111	109	subnet	subnet	NOUN
easat-11058	111	110	,	,	PUNCT
easat-11058	111	111	ensuring	ensure	VERB
easat-11058	111	112	deterministic	deterministic	ADJ
easat-11058	111	113	routing	routing	NOUN
easat-11058	111	114	.	.	PUNCT
easat-11058	112	1	rtsp	rtsp	NOUN
easat-11058	112	2	is	be	AUX
easat-11058	112	3	tunneled	tunnel	VERB
easat-11058	112	4	within	within	ADP
easat-11058	112	5	the	the	DET
easat-11058	112	6	lan	lan	PROPN
easat-11058	112	7	to	to	PART
easat-11058	112	8	avoid	avoid	VERB
easat-11058	112	9	external	external	ADJ
easat-11058	112	10	latency	latency	NOUN
easat-11058	112	11	and	and	CCONJ
easat-11058	112	12	to	to	PART
easat-11058	112	13	satisfy	satisfy	VERB
easat-11058	112	14	security	security	NOUN
easat-11058	112	15	requirements	requirement	NOUN
easat-11058	112	16	.	.	PUNCT
easat-11058	113	1	the	the	DET
easat-11058	113	2	poe	poe	PROPN
easat-11058	113	3	switch	switch	NOUN
easat-11058	113	4	unifies	unify	VERB
easat-11058	113	5	power	power	NOUN
easat-11058	113	6	delivery	delivery	NOUN
easat-11058	113	7	and	and	CCONJ
easat-11058	113	8	data	datum	NOUN
easat-11058	113	9	transport	transport	NOUN
easat-11058	113	10	,	,	PUNCT
easat-11058	113	11	mitigating	mitigate	VERB
easat-11058	113	12	voltage	voltage	NOUN
easat-11058	113	13	drop	drop	NOUN
easat-11058	113	14	and	and	CCONJ
easat-11058	113	15	cable	cable	NOUN
easat-11058	113	16	clutter	clutter	NOUN
easat-11058	113	17	while	while	SCONJ
easat-11058	113	18	supplying	supply	VERB
easat-11058	113	19	gigabit	gigabit	NOUN
easat-11058	113	20	uplinks	uplink	NOUN
easat-11058	113	21	to	to	ADP
easat-11058	113	22	the	the	DET
easat-11058	113	23	server	server	NOUN
easat-11058	113	24	fabric	fabric	NOUN
easat-11058	113	25	.	.	PUNCT
easat-11058	114	1	3.1.5	3.1.5	X
easat-11058	114	2	.	.	PUNCT
easat-11058	114	3	performance	performance	NOUN
easat-11058	114	4	optimization	optimization	NOUN
easat-11058	114	5	jetson	jetson	PROPN
easat-11058	114	6	-	-	PUNCT
easat-11058	114	7	side	side	NOUN
easat-11058	114	8	inference	inference	NOUN
easat-11058	114	9	leverages	leverage	VERB
easat-11058	114	10	tensorrt	tensorrt	NOUN
easat-11058	114	11	int8	int8	NOUN
easat-11058	114	12	kernels	kernel	NOUN
easat-11058	114	13	,	,	PUNCT
easat-11058	114	14	reducing	reduce	VERB
easat-11058	114	15	the	the	DET
easat-11058	114	16	model	model	NOUN
easat-11058	114	17	size	size	NOUN
easat-11058	114	18	and	and	CCONJ
easat-11058	114	19	boosting	boost	VERB
easat-11058	114	20	throughput	throughput	NOUN
easat-11058	114	21	from	from	ADP
easat-11058	114	22	12	12	NUM
easat-11058	114	23	fps	fps	NOUN
easat-11058	114	24	to	to	ADP
easat-11058	114	25	more	more	ADJ
easat-11058	114	26	than	than	ADP
easat-11058	114	27	25	25	NUM
easat-11058	114	28	fps	fps	NOUN
easat-11058	114	29	under	under	ADP
easat-11058	114	30	laboratory	laboratory	NOUN
easat-11058	114	31	conditions	condition	NOUN
easat-11058	114	32	.	.	PUNCT
easat-11058	115	1	batch	batch	NOUN
easat-11058	115	2	-	-	PUNCT
easat-11058	115	3	size	size	NOUN
easat-11058	115	4	one	one	NUM
easat-11058	115	5	processing	processing	NOUN
easat-11058	115	6	plus	plus	CCONJ
easat-11058	115	7	on	on	ADP
easat-11058	115	8	-	-	PUNCT
easat-11058	115	9	the	the	DET
easat-11058	115	10	-	-	PUNCT
easat-11058	115	11	fly	fly	NOUN
easat-11058	115	12	affine	affine	NOUN
easat-11058	115	13	transformation	transformation	NOUN
easat-11058	115	14	maintains	maintain	VERB
easat-11058	115	15	sub-40	sub-40	ADJ
easat-11058	115	16	ms	ms	PROPN
easat-11058	115	17	frame	frame	NOUN
easat-11058	115	18	latency	latency	NOUN
easat-11058	115	19	,	,	PUNCT
easat-11058	115	20	essential	essential	ADJ
easat-11058	115	21	for	for	ADP
easat-11058	115	22	timely	timely	ADJ
easat-11058	115	23	fall	fall	NOUN
easat-11058	115	24	detection	detection	NOUN
easat-11058	115	25	or	or	CCONJ
easat-11058	115	26	anomaly	anomaly	NOUN
easat-11058	115	27	intervention	intervention	NOUN
easat-11058	115	28	.	.	PUNCT
easat-11058	116	1	dockerized	dockerize	VERB
easat-11058	116	2	microservices	microservice	NOUN
easat-11058	116	3	on	on	ADP
easat-11058	116	4	the	the	DET
easat-11058	116	5	server	server	NOUN
easat-11058	116	6	enable	enable	ADJ
easat-11058	116	7	horizontal	horizontal	ADJ
easat-11058	116	8	scaling	scaling	NOUN
easat-11058	116	9	via	via	ADP
easat-11058	116	10	container	container	NOUN
easat-11058	116	11	orchestration	orchestration	NOUN
easat-11058	116	12	when	when	SCONJ
easat-11058	116	13	camera	camera	NOUN
easat-11058	116	14	density	density	NOUN
easat-11058	116	15	increases	increase	VERB
easat-11058	116	16	.	.	PUNCT
easat-11058	117	1	3.1.6	3.1.6	X
easat-11058	117	2	.	.	PUNCT
easat-11058	117	3	architectural	architectural	ADJ
easat-11058	117	4	implications	implication	NOUN
easat-11058	117	5	and	and	CCONJ
easat-11058	117	6	summary	summary	NOUN
easat-11058	117	7	by	by	ADP
easat-11058	117	8	fusing	fuse	VERB
easat-11058	117	9	high	high	ADJ
easat-11058	117	10	-	-	PUNCT
easat-11058	117	11	resolution	resolution	NOUN
easat-11058	117	12	ip	ip	NOUN
easat-11058	117	13	cameras	camera	NOUN
easat-11058	117	14	with	with	ADP
easat-11058	117	15	an	an	DET
easat-11058	117	16	nvidia	nvidia	PROPN
easat-11058	117	17	jetson	jetson	PROPN
easat-11058	117	18	-	-	PUNCT
easat-11058	117	19	powered	power	VERB
easat-11058	117	20	edge	edge	NOUN
easat-11058	117	21	node	node	NOUN
easat-11058	117	22	,	,	PUNCT
easat-11058	117	23	a	a	DET
easat-11058	117	24	gpu	gpu	NOUN
easat-11058	117	25	-	-	PUNCT
easat-11058	117	26	backed	back	VERB
easat-11058	117	27	server	server	NOUN
easat-11058	117	28	stack	stack	NOUN
easat-11058	117	29	,	,	PUNCT
easat-11058	117	30	and	and	CCONJ
easat-11058	117	31	a	a	DET
easat-11058	117	32	real	real	ADJ
easat-11058	117	33	-	-	PUNCT
easat-11058	117	34	time	time	NOUN
easat-11058	117	35	client	client	NOUN
easat-11058	117	36	interface	interface	NOUN
easat-11058	117	37	,	,	PUNCT
easat-11058	117	38	the	the	DET
easat-11058	117	39	system	system	NOUN
easat-11058	117	40	achieves	achieve	VERB
easat-11058	117	41	an	an	DET
easat-11058	117	42	integrated	integrated	ADJ
easat-11058	117	43	pipeline	pipeline	NOUN
easat-11058	117	44	for	for	ADP
easat-11058	117	45	pose	pose	NOUN
easat-11058	117	46	-	-	PUNCT
easat-11058	117	47	based	base	VERB
easat-11058	117	48	behavior	behavior	NOUN
easat-11058	117	49	recognition	recognition	NOUN
easat-11058	117	50	and	and	CCONJ
easat-11058	117	51	instant	instant	ADJ
easat-11058	117	52	alert	alert	ADJ
easat-11058	117	53	dissemination	dissemination	NOUN
easat-11058	117	54	.	.	PUNCT
easat-11058	118	1	the	the	DET
easat-11058	118	2	modular	modular	ADJ
easat-11058	118	3	microservice	microservice	NOUN
easat-11058	118	4	design	design	NOUN
easat-11058	118	5	,	,	PUNCT
easat-11058	118	6	rest	rest	NOUN
easat-11058	118	7	/	/	SYM
easat-11058	118	8	websocket	websocket	NOUN
easat-11058	118	9	duality	duality	NOUN
easat-11058	118	10	,	,	PUNCT
easat-11058	118	11	and	and	CCONJ
easat-11058	118	12	scalable	scalable	ADJ
easat-11058	118	13	storage	storage	NOUN
easat-11058	118	14	layer	layer	NOUN
easat-11058	118	15	collectively	collectively	ADV
easat-11058	118	16	provide	provide	VERB
easat-11058	118	17	a	a	DET
easat-11058	118	18	robust	robust	ADJ
easat-11058	118	19	foundation	foundation	NOUN
easat-11058	118	20	for	for	ADP
easat-11058	118	21	deployable	deployable	ADJ
easat-11058	118	22	surveillance	surveillance	NOUN
easat-11058	118	23	analytics	analytic	NOUN
easat-11058	118	24	in	in	ADP
easat-11058	118	25	smart	smart	ADJ
easat-11058	118	26	buildings	building	NOUN
easat-11058	118	27	and	and	CCONJ
easat-11058	118	28	public	public	ADJ
easat-11058	118	29	safety	safety	NOUN
easat-11058	118	30	applications	application	NOUN
easat-11058	118	31	.	.	PUNCT
easat-11058	119	1	the	the	DET
easat-11058	119	2	presented	present	VERB
easat-11058	119	3	architecture	architecture	NOUN
easat-11058	119	4	illustrates	illustrate	VERB
easat-11058	119	5	how	how	SCONJ
easat-11058	119	6	edge	edge	NOUN
easat-11058	119	7	ai	ai	VERB
easat-11058	119	8	can	can	AUX
easat-11058	119	9	offload	offload	VERB
easat-11058	119	10	computationally	computationally	ADV
easat-11058	119	11	intensive	intensive	ADJ
easat-11058	119	12	pose	pose	NOUN
easat-11058	119	13	analytics	analytic	NOUN
easat-11058	119	14	from	from	ADP
easat-11058	119	15	the	the	DET
easat-11058	119	16	core	core	NOUN
easat-11058	119	17	network	network	NOUN
easat-11058	119	18	,	,	PUNCT
easat-11058	119	19	thereby	thereby	ADV
easat-11058	119	20	reducing	reduce	VERB
easat-11058	119	21	response	response	NOUN
easat-11058	119	22	times	time	NOUN
easat-11058	119	23	for	for	ADP
easat-11058	119	24	safety	safety	NOUN
easat-11058	119	25	-	-	PUNCT
easat-11058	119	26	critical	critical	ADJ
easat-11058	119	27	scenarios	scenario	NOUN
easat-11058	119	28	such	such	ADJ
easat-11058	119	29	as	as	ADP
easat-11058	119	30	elder	eld	ADJ
easat-11058	119	31	-	-	PUNCT
easat-11058	119	32	fall	fall	NOUN
easat-11058	119	33	monitoring	monitoring	NOUN
easat-11058	119	34	or	or	CCONJ
easat-11058	119	35	perimeter	perimeter	NOUN
easat-11058	119	36	intrusion	intrusion	NOUN
easat-11058	119	37	.	.	PUNCT
easat-11058	120	1	compared	compare	VERB
easat-11058	120	2	with	with	ADP
easat-11058	120	3	cloud	cloud	ADJ
easat-11058	120	4	-	-	PUNCT
easat-11058	120	5	centric	centric	ADJ
easat-11058	120	6	cctv	cctv	PROPN
easat-11058	120	7	analytics	analytic	NOUN
easat-11058	120	8	,	,	PUNCT
easat-11058	120	9	network	network	NOUN
easat-11058	120	10	egress	egress	NOUN
easat-11058	120	11	is	be	AUX
easat-11058	120	12	minimized	minimize	VERB
easat-11058	120	13	to	to	PART
easat-11058	120	14	lightweight	lightweight	VERB
easat-11058	120	15	metadata	metadata	NOUN
easat-11058	120	16	packets	packet	NOUN
easat-11058	120	17	,	,	PUNCT
easat-11058	120	18	enhancing	enhance	VERB
easat-11058	120	19	privacy	privacy	NOUN
easat-11058	120	20	and	and	CCONJ
easat-11058	120	21	lowering	lower	VERB
easat-11058	120	22	bandwidth	bandwidth	NOUN
easat-11058	120	23	.	.	PUNCT
easat-11058	121	1	future	future	ADJ
easat-11058	121	2	work	work	NOUN
easat-11058	121	3	will	will	AUX
easat-11058	121	4	explore	explore	VERB
easat-11058	121	5	federated	federated	ADJ
easat-11058	121	6	model	model	NOUN
easat-11058	121	7	updates	update	NOUN
easat-11058	121	8	and	and	CCONJ
easat-11058	121	9	introduce	introduce	VERB
easat-11058	121	10	self	self	NOUN
easat-11058	121	11	-	-	PUNCT
easat-11058	121	12	supervised	supervise	VERB
easat-11058	121	13	contrastive	contrastive	ADJ
easat-11058	121	14	learning	learning	NOUN
easat-11058	121	15	to	to	PART
easat-11058	121	16	address	address	VERB
easat-11058	121	17	the	the	DET
easat-11058	121	18	class	class	NOUN
easat-11058	121	19	imbalance	imbalance	NOUN
easat-11058	121	20	in	in	ADP
easat-11058	121	21	rare	rare	ADJ
easat-11058	121	22	behaviors	behavior	NOUN
easat-11058	121	23	.	.	PUNCT
easat-11058	122	1	3.2	3.2	NUM
easat-11058	122	2	.	.	PUNCT
easat-11058	122	3	data	datum	NOUN
easat-11058	122	4	collection	collection	NOUN
easat-11058	122	5	and	and	CCONJ
easat-11058	122	6	dataset	dataset	NOUN
easat-11058	122	7	partitioning	partition	VERB
easat-11058	122	8	3.2.1	3.2.1	NUM
easat-11058	122	9	.	.	PUNCT
easat-11058	123	1	data	datum	NOUN
easat-11058	123	2	collection	collection	NOUN
easat-11058	123	3	this	this	DET
easat-11058	123	4	study	study	NOUN
easat-11058	123	5	utilized	utilize	VERB
easat-11058	123	6	the	the	DET
easat-11058	123	7	mpii	mpii	PROPN
easat-11058	123	8	human	human	PROPN
easat-11058	123	9	pose	pose	NOUN
easat-11058	123	10	dataset	dataset	NOUN
easat-11058	123	11	.	.	PUNCT
easat-11058	124	1	the	the	DET
easat-11058	124	2	mpii	mpii	PROPN
easat-11058	124	3	human	human	PROPN
easat-11058	124	4	pose	pose	NOUN
easat-11058	124	5	dataset	dataset	NOUN
easat-11058	124	6	contains	contain	VERB
easat-11058	124	7	approximately	approximately	ADV
easat-11058	124	8	25,000	25,000	NUM
easat-11058	124	9	images	image	NOUN
easat-11058	124	10	annotated	annotate	VERB
easat-11058	124	11	with	with	ADP
easat-11058	124	12	joint	joint	ADJ
easat-11058	124	13	keypoints	keypoint	NOUN
easat-11058	124	14	for	for	ADP
easat-11058	124	15	various	various	ADJ
easat-11058	124	16	everyday	everyday	ADJ
easat-11058	124	17	and	and	CCONJ
easat-11058	124	18	athletic	athletic	ADJ
easat-11058	124	19	activities	activity	NOUN
easat-11058	124	20	[	[	X
easat-11058	124	21	19	19	NUM
easat-11058	124	22	]	]	PUNCT
easat-11058	124	23	.	.	PUNCT
easat-11058	125	1	3.2.2	3.2.2	NUM
easat-11058	125	2	.	.	PUNCT
easat-11058	126	1	data	datum	NOUN
easat-11058	126	2	partitioning	partition	VERB
easat-11058	126	3	for	for	ADP
easat-11058	126	4	training	training	NOUN
easat-11058	126	5	,	,	PUNCT
easat-11058	126	6	validation	validation	NOUN
easat-11058	126	7	,	,	PUNCT
easat-11058	126	8	and	and	CCONJ
easat-11058	126	9	testing	testing	NOUN
easat-11058	126	10	to	to	PART
easat-11058	126	11	prepare	prepare	VERB
easat-11058	126	12	the	the	DET
easat-11058	126	13	training	training	NOUN
easat-11058	126	14	,	,	PUNCT
easat-11058	126	15	validation	validation	NOUN
easat-11058	126	16	,	,	PUNCT
easat-11058	126	17	and	and	CCONJ
easat-11058	126	18	test	test	NOUN
easat-11058	126	19	partitions	partition	NOUN
easat-11058	126	20	for	for	ADP
easat-11058	126	21	human	human	ADJ
easat-11058	126	22	behavior	behavior	NOUN
easat-11058	126	23	detection	detection	NOUN
easat-11058	126	24	with	with	ADP
easat-11058	126	25	openpose	openpose	NUM
easat-11058	126	26	,	,	PUNCT
easat-11058	126	27	stratified	stratify	VERB
easat-11058	126	28	k	k	ADJ
easat-11058	126	29	-	-	ADJ
easat-11058	126	30	fold	fold	ADJ
easat-11058	126	31	cross	cross	NOUN
easat-11058	126	32	-	-	NOUN
easat-11058	126	33	validation	validation	ADJ
easat-11058	126	34	(	(	PUNCT
easat-11058	126	35	k=5	k=5	PROPN
easat-11058	126	36	)	)	PUNCT
easat-11058	126	37	was	be	AUX
easat-11058	126	38	employed	employ	VERB
easat-11058	126	39	for	for	ADP
easat-11058	126	40	the	the	DET
easat-11058	126	41	mpii	mpii	PROPN
easat-11058	126	42	human	human	PROPN
easat-11058	126	43	pose	pose	NOUN
easat-11058	126	44	dataset	dataset	NOUN
easat-11058	126	45	.	.	PUNCT
easat-11058	127	1	step	step	NOUN
easat-11058	127	2	1	1	NUM
easat-11058	127	3	–	–	PUNCT
easat-11058	127	4	stratified	stratify	VERB
easat-11058	127	5	k	k	ADJ
easat-11058	127	6	-	-	ADJ
easat-11058	127	7	fold	fold	ADJ
easat-11058	127	8	partitioning	partitioning	NOUN
easat-11058	127	9	.	.	PUNCT
easat-11058	128	1	only	only	ADV
easat-11058	128	2	video	video	NOUN
easat-11058	128	3	clips	clip	NOUN
easat-11058	128	4	depicting	depict	VERB
easat-11058	128	5	the	the	DET
easat-11058	128	6	actions	action	NOUN
easat-11058	128	7	of	of	ADP
easat-11058	128	8	running	run	VERB
easat-11058	128	9	,	,	PUNCT
easat-11058	128	10	walking	walk	VERB
easat-11058	128	11	,	,	PUNCT
easat-11058	128	12	sitting	sit	VERB
easat-11058	128	13	,	,	PUNCT
easat-11058	128	14	standing	standing	NOUN
easat-11058	128	15	,	,	PUNCT
easat-11058	128	16	falling	fall	VERB
easat-11058	128	17	,	,	PUNCT
easat-11058	128	18	and	and	CCONJ
easat-11058	128	19	punching	punching	NOUN
easat-11058	128	20	were	be	AUX
easat-11058	128	21	retained	retain	VERB
easat-11058	128	22	for	for	ADP
easat-11058	128	23	analysis	analysis	NOUN
easat-11058	128	24	.	.	PUNCT
easat-11058	129	1	these	these	DET
easat-11058	129	2	clips	clip	NOUN
easat-11058	129	3	were	be	AUX
easat-11058	129	4	subsequently	subsequently	ADV
easat-11058	129	5	partitioned	partition	VERB
easat-11058	129	6	using	use	VERB
easat-11058	129	7	stratified	stratified	ADJ
easat-11058	129	8	k	k	ADJ
easat-11058	129	9	-	-	ADJ
easat-11058	129	10	fold	fold	ADJ
easat-11058	129	11	cross	cross	NOUN
easat-11058	129	12	-	-	NOUN
easat-11058	129	13	validation	validation	NOUN
easat-11058	129	14	with	with	ADP
easat-11058	129	15	k=5	k=5	PROPN
easat-11058	129	16	,	,	PUNCT
easat-11058	129	17	each	each	PRON
easat-11058	129	18	comprising	comprise	VERB
easat-11058	129	19	roughly	roughly	ADV
easat-11058	129	20	200	200	NUM
easat-11058	129	21	clips	clip	NOUN
easat-11058	129	22	,	,	PUNCT
easat-11058	129	23	ensuring	ensure	VERB
easat-11058	129	24	that	that	SCONJ
easat-11058	129	25	each	each	DET
easat-11058	129	26	subset	subset	NOUN
easat-11058	129	27	maintains	maintain	VERB
easat-11058	129	28	a	a	DET
easat-11058	129	29	representative	representative	ADJ
easat-11058	129	30	distribution	distribution	NOUN
easat-11058	129	31	of	of	ADP
easat-11058	129	32	all	all	DET
easat-11058	129	33	action	action	NOUN
easat-11058	129	34	classes	class	NOUN
easat-11058	129	35	.	.	PUNCT
easat-11058	130	1	step	step	NOUN
easat-11058	130	2	 	 	SPACE
easat-11058	130	3	2	2	NUM
easat-11058	130	4	–	–	PUNCT
easat-11058	130	5	cross	cross	ADJ
easat-11058	130	6	-	-	ADJ
easat-11058	130	7	validation	validation	ADJ
easat-11058	130	8	protocol	protocol	NOUN
easat-11058	130	9	.	.	PUNCT
easat-11058	131	1	1113	1113	NUM
easat-11058	131	2	edelweiss	edelweiss	PROPN
easat-11058	131	3	applied	apply	VERB
easat-11058	131	4	science	science	NOUN
easat-11058	131	5	and	and	CCONJ
easat-11058	131	6	technology	technology	NOUN
easat-11058	131	7	issn	issn	PROPN
easat-11058	131	8	:	:	PUNCT
easat-11058	131	9	2576	2576	NUM
easat-11058	131	10	-	-	SYM
easat-11058	131	11	8484	8484	NUM
easat-11058	131	12	vol	vol	NOUN
easat-11058	131	13	.	.	PROPN
easat-11058	132	1	9	9	NUM
easat-11058	132	2	,	,	PUNCT
easat-11058	132	3	no	no	INTJ
easat-11058	132	4	.	.	NOUN
easat-11058	132	5	11	11	NUM
easat-11058	132	6	:	:	PUNCT
easat-11058	132	7	1108	1108	NUM
easat-11058	132	8	-	-	SYM
easat-11058	132	9	1120	1120	NUM
easat-11058	132	10	,	,	PUNCT
easat-11058	132	11	2025	2025	NUM
easat-11058	132	12	doi	doi	NOUN
easat-11058	132	13	:	:	PUNCT
easat-11058	132	14	10.55214/2576	10.55214/2576	NUM
easat-11058	132	15	-	-	SYM
easat-11058	132	16	8484.v9i11.11058	8484.v9i11.11058	NUM
easat-11058	132	17	©	©	ADP
easat-11058	132	18	2025	2025	NUM
easat-11058	132	19	by	by	ADP
easat-11058	132	20	the	the	DET
easat-11058	132	21	authors	author	NOUN
easat-11058	132	22	;	;	PUNCT
easat-11058	132	23	licensee	licensee	NOUN
easat-11058	132	24	learning	learn	VERB
easat-11058	132	25	gate	gate	NOUN
easat-11058	132	26	for	for	ADP
easat-11058	132	27	both	both	DET
easat-11058	132	28	datasets	dataset	NOUN
easat-11058	132	29	,	,	PUNCT
easat-11058	132	30	five	five	NUM
easat-11058	132	31	cross	cross	ADJ
easat-11058	132	32	-	-	ADJ
easat-11058	132	33	validation	validation	ADJ
easat-11058	132	34	rounds	round	NOUN
easat-11058	132	35	were	be	AUX
easat-11058	132	36	conducted	conduct	VERB
easat-11058	132	37	.	.	PUNCT
easat-11058	133	1	in	in	ADP
easat-11058	133	2	each	each	DET
easat-11058	133	3	round	round	NOUN
easat-11058	133	4	,	,	PUNCT
easat-11058	133	5	four	four	NUM
easat-11058	133	6	folds	fold	NOUN
easat-11058	133	7	(	(	PUNCT
easat-11058	133	8	80	80	NUM
easat-11058	133	9	%	%	NOUN
easat-11058	133	10	)	)	PUNCT
easat-11058	133	11	were	be	AUX
easat-11058	133	12	used	use	VERB
easat-11058	133	13	for	for	ADP
easat-11058	133	14	training	train	VERB
easat-11058	133	15	the	the	DET
easat-11058	133	16	model	model	NOUN
easat-11058	133	17	,	,	PUNCT
easat-11058	133	18	while	while	SCONJ
easat-11058	133	19	the	the	DET
easat-11058	133	20	remaining	remain	VERB
easat-11058	133	21	fold	fold	NOUN
easat-11058	133	22	(	(	PUNCT
easat-11058	133	23	20	20	NUM
easat-11058	133	24	%	%	NOUN
easat-11058	133	25	)	)	PUNCT
easat-11058	133	26	was	be	AUX
easat-11058	133	27	used	use	VERB
easat-11058	133	28	for	for	ADP
easat-11058	133	29	testing	testing	NOUN
easat-11058	133	30	.	.	PUNCT
easat-11058	134	1	the	the	DET
easat-11058	134	2	test	test	NOUN
easat-11058	134	3	fold	fold	NOUN
easat-11058	134	4	was	be	AUX
easat-11058	134	5	rotated	rotate	VERB
easat-11058	134	6	until	until	SCONJ
easat-11058	134	7	every	every	DET
easat-11058	134	8	subset	subset	NOUN
easat-11058	134	9	had	have	AUX
easat-11058	134	10	functioned	function	VERB
easat-11058	134	11	exactly	exactly	ADV
easat-11058	134	12	once	once	ADV
easat-11058	134	13	as	as	SCONJ
easat-11058	134	14	the	the	DET
easat-11058	134	15	evaluation	evaluation	NOUN
easat-11058	134	16	set	set	NOUN
easat-11058	134	17	,	,	PUNCT
easat-11058	134	18	ensuring	ensure	VERB
easat-11058	134	19	that	that	SCONJ
easat-11058	134	20	all	all	DET
easat-11058	134	21	data	datum	NOUN
easat-11058	134	22	segments	segment	NOUN
easat-11058	134	23	contributed	contribute	VERB
easat-11058	134	24	to	to	ADP
easat-11058	134	25	validation	validation	NOUN
easat-11058	134	26	at	at	ADP
easat-11058	134	27	least	least	ADJ
easat-11058	134	28	once	once	ADV
easat-11058	134	29	.	.	PUNCT
easat-11058	135	1	3.3	3.3	NUM
easat-11058	135	2	.	.	PUNCT
easat-11058	136	1	model	model	NOUN
easat-11058	136	2	training	training	NOUN
easat-11058	136	3	procedure	procedure	NOUN
easat-11058	136	4	training	training	NOUN
easat-11058	136	5	was	be	AUX
easat-11058	136	6	conducted	conduct	VERB
easat-11058	136	7	in	in	ADP
easat-11058	136	8	the	the	DET
easat-11058	136	9	following	follow	VERB
easat-11058	136	10	steps	step	NOUN
easat-11058	136	11	:	:	PUNCT
easat-11058	136	12	1	1	X
easat-11058	136	13	)	)	PUNCT
easat-11058	136	14	use	use	VERB
easat-11058	136	15	subsets	subset	NOUN
easat-11058	136	16	of	of	ADP
easat-11058	136	17	data	datum	NOUN
easat-11058	136	18	partitioned	partition	VERB
easat-11058	136	19	using	use	VERB
easat-11058	136	20	k	k	ADJ
easat-11058	136	21	-	-	ADJ
easat-11058	136	22	fold	fold	ADJ
easat-11058	136	23	cross	cross	NOUN
easat-11058	136	24	-	-	NOUN
easat-11058	136	25	validation	validation	ADJ
easat-11058	136	26	.	.	PUNCT
easat-11058	137	1	2	2	X
easat-11058	137	2	)	)	PUNCT
easat-11058	137	3	apply	apply	VERB
easat-11058	137	4	data	data	NOUN
easat-11058	137	5	augmentation	augmentation	NOUN
easat-11058	137	6	(	(	PUNCT
easat-11058	137	7	e.g.	e.g.	ADV
easat-11058	137	8	,	,	PUNCT
easat-11058	137	9	noise	noise	NOUN
easat-11058	137	10	injection	injection	NOUN
easat-11058	137	11	,	,	PUNCT
easat-11058	137	12	frame	frame	NOUN
easat-11058	137	13	shuffling	shuffling	NOUN
easat-11058	137	14	)	)	PUNCT
easat-11058	137	15	.	.	PUNCT
easat-11058	138	1	3	3	X
easat-11058	138	2	)	)	PUNCT
easat-11058	138	3	input	input	NOUN
easat-11058	138	4	temporal	temporal	ADJ
easat-11058	138	5	sequences	sequence	NOUN
easat-11058	138	6	derived	derive	VERB
easat-11058	138	7	from	from	ADP
easat-11058	138	8	openpose	openpose	PRON
easat-11058	138	9	into	into	ADP
easat-11058	138	10	the	the	DET
easat-11058	138	11	tcn	tcn	NOUN
easat-11058	138	12	.	.	PUNCT
easat-11058	139	1	4	4	X
easat-11058	139	2	)	)	PUNCT
easat-11058	139	3	optimize	optimize	VERB
easat-11058	139	4	the	the	DET
easat-11058	139	5	model	model	NOUN
easat-11058	139	6	using	use	VERB
easat-11058	139	7	the	the	DET
easat-11058	139	8	cross	cross	ADJ
easat-11058	139	9	-	-	ADJ
easat-11058	139	10	entropy	entropy	ADJ
easat-11058	139	11	loss	loss	NOUN
easat-11058	139	12	function	function	NOUN
easat-11058	139	13	for	for	ADP
easat-11058	139	14	multi	multi	ADJ
easat-11058	139	15	-	-	ADJ
easat-11058	139	16	class	class	ADJ
easat-11058	139	17	classification	classification	NOUN
easat-11058	139	18	.	.	PUNCT
easat-11058	140	1	5	5	X
easat-11058	140	2	)	)	PUNCT
easat-11058	140	3	train	train	NOUN
easat-11058	140	4	initially	initially	ADV
easat-11058	140	5	with	with	ADP
easat-11058	140	6	the	the	DET
easat-11058	140	7	adam	adam	PROPN
easat-11058	140	8	optimizer	optimizer	NOUN
easat-11058	140	9	with	with	ADP
easat-11058	140	10	learning	learn	VERB
easat-11058	140	11	rate	rate	NOUN
easat-11058	140	12	=	=	NOUN
easat-11058	140	13	0.001	0.001	NUM
easat-11058	140	14	.	.	PUNCT
easat-11058	141	1	then	then	ADV
easat-11058	141	2	,	,	PUNCT
easat-11058	141	3	fine	fine	ADJ
easat-11058	141	4	-	-	PUNCT
easat-11058	141	5	tune	tune	NOUN
easat-11058	141	6	with	with	ADP
easat-11058	141	7	stochastic	stochastic	ADJ
easat-11058	141	8	gradient	gradient	ADJ
easat-11058	141	9	descent	descent	NOUN
easat-11058	141	10	(	(	PUNCT
easat-11058	141	11	sgd	sgd	PROPN
easat-11058	141	12	)	)	PUNCT
easat-11058	141	13	.	.	PUNCT
easat-11058	142	1	6	6	X
easat-11058	142	2	)	)	PUNCT
easat-11058	142	3	train	train	NOUN
easat-11058	142	4	using	use	VERB
easat-11058	142	5	mini	mini	NOUN
easat-11058	142	6	-	-	NOUN
easat-11058	142	7	batches	batch	NOUN
easat-11058	142	8	(	(	PUNCT
easat-11058	142	9	e.g.	e.g.	ADV
easat-11058	142	10	,	,	PUNCT
easat-11058	142	11	batch	batch	NOUN
easat-11058	142	12	size	size	NOUN
easat-11058	142	13	=	=	SYM
easat-11058	142	14	32	32	NUM
easat-11058	142	15	)	)	PUNCT
easat-11058	142	16	for	for	ADP
easat-11058	142	17	each	each	DET
easat-11058	142	18	epoch	epoch	NOUN
easat-11058	142	19	,	,	PUNCT
easat-11058	142	20	following	follow	VERB
easat-11058	142	21	these	these	DET
easat-11058	142	22	steps	step	NOUN
easat-11058	142	23	:	:	PUNCT
easat-11058	142	24	6.1	6.1	NUM
easat-11058	142	25	)	)	PUNCT
easat-11058	142	26	perform	perform	VERB
easat-11058	142	27	forward	forward	ADV
easat-11058	142	28	pass	pass	VERB
easat-11058	142	29	through	through	ADP
easat-11058	142	30	tcn	tcn	NOUN
easat-11058	142	31	and	and	CCONJ
easat-11058	142	32	lstm	lstm	NOUN
easat-11058	142	33	.	.	PUNCT
easat-11058	143	1	6.2	6.2	NUM
easat-11058	143	2	)	)	PUNCT
easat-11058	143	3	compute	compute	NOUN
easat-11058	143	4	loss	loss	NOUN
easat-11058	143	5	.	.	PUNCT
easat-11058	144	1	6.3	6.3	NUM
easat-11058	144	2	)	)	PUNCT
easat-11058	144	3	backpropagate	backpropagate	NOUN
easat-11058	144	4	gradients	gradient	NOUN
easat-11058	144	5	.	.	PUNCT
easat-11058	145	1	6.4	6.4	NUM
easat-11058	145	2	)	)	PUNCT
easat-11058	145	3	update	update	VERB
easat-11058	145	4	weights	weight	NOUN
easat-11058	145	5	using	use	VERB
easat-11058	145	6	adam	adam	PROPN
easat-11058	145	7	.	.	PUNCT
easat-11058	146	1	6.5	6.5	NUM
easat-11058	146	2	)	)	PUNCT
easat-11058	146	3	monitor	monitor	VERB
easat-11058	146	4	validation	validation	NOUN
easat-11058	146	5	set	set	VERB
easat-11058	146	6	accuracy	accuracy	NOUN
easat-11058	146	7	and	and	CCONJ
easat-11058	146	8	loss	loss	NOUN
easat-11058	146	9	to	to	PART
easat-11058	146	10	detect	detect	VERB
easat-11058	146	11	overfitting	overfitting	NOUN
easat-11058	146	12	.	.	PUNCT
easat-11058	147	1	all	all	DET
easat-11058	147	2	mini	mini	NOUN
easat-11058	147	3	-	-	NOUN
easat-11058	147	4	batches	batch	NOUN
easat-11058	147	5	in	in	ADP
easat-11058	147	6	the	the	DET
easat-11058	147	7	training	training	NOUN
easat-11058	147	8	set	set	NOUN
easat-11058	147	9	underwent	undergo	VERB
easat-11058	147	10	the	the	DET
easat-11058	147	11	same	same	ADJ
easat-11058	147	12	procedure	procedure	NOUN
easat-11058	147	13	,	,	PUNCT
easat-11058	147	14	collectively	collectively	ADV
easat-11058	147	15	constituting	constitute	VERB
easat-11058	147	16	one	one	NUM
easat-11058	147	17	epoch	epoch	NOUN
easat-11058	147	18	.	.	PUNCT
easat-11058	148	1	after	after	ADP
easat-11058	148	2	each	each	DET
easat-11058	148	3	epoch	epoch	NOUN
easat-11058	148	4	,	,	PUNCT
easat-11058	148	5	model	model	NOUN
easat-11058	148	6	performance	performance	NOUN
easat-11058	148	7	was	be	AUX
easat-11058	148	8	evaluated	evaluate	VERB
easat-11058	148	9	on	on	ADP
easat-11058	148	10	the	the	DET
easat-11058	148	11	validation	validation	NOUN
easat-11058	148	12	set	set	VERB
easat-11058	148	13	by	by	ADP
easat-11058	148	14	computing	compute	VERB
easat-11058	148	15	both	both	CCONJ
easat-11058	148	16	accuracy	accuracy	NOUN
easat-11058	148	17	and	and	CCONJ
easat-11058	148	18	loss	loss	NOUN
easat-11058	148	19	.	.	PUNCT
easat-11058	149	1	these	these	DET
easat-11058	149	2	metrics	metric	NOUN
easat-11058	149	3	provided	provide	VERB
easat-11058	149	4	insight	insight	NOUN
easat-11058	149	5	into	into	ADP
easat-11058	149	6	the	the	DET
easat-11058	149	7	model	model	NOUN
easat-11058	149	8	’s	’s	PART
easat-11058	149	9	generalization	generalization	NOUN
easat-11058	149	10	ability	ability	NOUN
easat-11058	149	11	and	and	CCONJ
easat-11058	149	12	helped	help	VERB
easat-11058	149	13	determine	determine	VERB
easat-11058	149	14	whether	whether	SCONJ
easat-11058	149	15	learning	learning	NOUN
easat-11058	149	16	was	be	AUX
easat-11058	149	17	progressing	progress	VERB
easat-11058	149	18	or	or	CCONJ
easat-11058	149	19	signs	sign	NOUN
easat-11058	149	20	of	of	ADP
easat-11058	149	21	overfitting	overfitting	NOUN
easat-11058	149	22	were	be	AUX
easat-11058	149	23	emerging	emerge	VERB
easat-11058	149	24	.	.	PUNCT
easat-11058	150	1	3.4	3.4	NUM
easat-11058	150	2	.	.	PUNCT
easat-11058	151	1	feature	feature	NOUN
easat-11058	151	2	extraction	extraction	NOUN
easat-11058	151	3	keypoints	keypoint	NOUN
easat-11058	151	4	produced	produce	VERB
easat-11058	151	5	by	by	ADP
easat-11058	151	6	openpose	openpose	NUM
easat-11058	151	7	were	be	AUX
easat-11058	151	8	transformed	transform	VERB
easat-11058	151	9	into	into	ADP
easat-11058	151	10	discriminative	discriminative	NOUN
easat-11058	151	11	features	feature	NOUN
easat-11058	151	12	through	through	ADP
easat-11058	151	13	the	the	DET
easat-11058	151	14	computation	computation	NOUN
easat-11058	151	15	of	of	ADP
easat-11058	151	16	joint	joint	ADJ
easat-11058	151	17	angles	angle	NOUN
easat-11058	151	18	,	,	PUNCT
easat-11058	151	19	pairwise	pairwise	NOUN
easat-11058	151	20	euclidean	euclidean	ADJ
easat-11058	151	21	distances	distance	NOUN
easat-11058	151	22	,	,	PUNCT
easat-11058	151	23	and	and	CCONJ
easat-11058	151	24	inter	inter	ADJ
easat-11058	151	25	-	-	ADJ
easat-11058	151	26	frame	frame	ADJ
easat-11058	151	27	motion	motion	NOUN
easat-11058	151	28	vectors	vector	NOUN
easat-11058	151	29	.	.	PUNCT
easat-11058	152	1	3.4.1	3.4.1	X
easat-11058	152	2	.	.	X
easat-11058	152	3	 	 	SPACE
easat-11058	152	4	joint	joint	ADJ
easat-11058	152	5	-	-	PUNCT
easat-11058	152	6	angle	angle	NOUN
easat-11058	152	7	computation	computation	NOUN
easat-11058	152	8	angular	angular	ADJ
easat-11058	152	9	features	feature	NOUN
easat-11058	152	10	were	be	AUX
easat-11058	152	11	derived	derive	VERB
easat-11058	152	12	from	from	ADP
easat-11058	152	13	keypoint	keypoint	NOUN
easat-11058	152	14	triplets	triplet	NOUN
easat-11058	152	15	by	by	ADP
easat-11058	152	16	computing	compute	VERB
easat-11058	152	17	the	the	DET
easat-11058	152	18	internal	internal	ADJ
easat-11058	152	19	angle	angle	NOUN
easat-11058	152	20	formed	form	VERB
easat-11058	152	21	between	between	ADP
easat-11058	152	22	two	two	NUM
easat-11058	152	23	adjacent	adjacent	ADJ
easat-11058	152	24	limb	limb	NOUN
easat-11058	152	25	vectors	vector	NOUN
easat-11058	152	26	.	.	PUNCT
easat-11058	153	1	for	for	ADP
easat-11058	153	2	instance	instance	NOUN
easat-11058	153	3	,	,	PUNCT
easat-11058	153	4	the	the	DET
easat-11058	153	5	angle	angle	NOUN
easat-11058	153	6	at	at	ADP
easat-11058	153	7	the	the	DET
easat-11058	153	8	elbow	elbow	NOUN
easat-11058	153	9	is	be	AUX
easat-11058	153	10	calculated	calculate	VERB
easat-11058	153	11	using	use	VERB
easat-11058	153	12	the	the	DET
easat-11058	153	13	positions	position	NOUN
easat-11058	153	14	of	of	ADP
easat-11058	153	15	the	the	DET
easat-11058	153	16	shoulder	shoulder	NOUN
easat-11058	153	17	,	,	PUNCT
easat-11058	153	18	elbow	elbow	NOUN
easat-11058	153	19	,	,	PUNCT
easat-11058	153	20	and	and	CCONJ
easat-11058	153	21	wrist	wrist	NOUN
easat-11058	153	22	.	.	PUNCT
easat-11058	154	1	given	give	VERB
easat-11058	154	2	three	three	NUM
easat-11058	154	3	keypoints	keypoint	NOUN
easat-11058	154	4	a(x1	a(x1	ADJ
easat-11058	154	5	,	,	PUNCT
easat-11058	154	6	y1	y1	NOUN
easat-11058	154	7	)	)	PUNCT
easat-11058	154	8	,	,	PUNCT
easat-11058	154	9	b(x2	b(x2	NOUN
easat-11058	154	10	,	,	PUNCT
easat-11058	154	11	y2	y2	PROPN
easat-11058	154	12	)	)	PUNCT
easat-11058	154	13	,	,	PUNCT
easat-11058	154	14	and	and	CCONJ
easat-11058	154	15	c(x3	c(x3	NOUN
easat-11058	154	16	,	,	PUNCT
easat-11058	154	17	y3	y3	PROPN
easat-11058	154	18	)	)	PUNCT
easat-11058	154	19	,	,	PUNCT
easat-11058	154	20	the	the	DET
easat-11058	154	21	joint	joint	ADJ
easat-11058	154	22	angle	angle	NOUN
easat-11058	154	23	can	can	AUX
easat-11058	154	24	be	be	AUX
easat-11058	154	25	computed	compute	VERB
easat-11058	154	26	using	use	VERB
easat-11058	154	27	the	the	DET
easat-11058	154	28	cosine	cosine	NOUN
easat-11058	154	29	law	law	NOUN
easat-11058	154	30	as	as	SCONJ
easat-11058	154	31	shown	show	VERB
easat-11058	154	32	in	in	ADP
easat-11058	154	33	equation	equation	NOUN
easat-11058	154	34	(	(	PUNCT
easat-11058	154	35	1	1	X
easat-11058	154	36	)	)	PUNCT
easat-11058	155	1	[	[	X
easat-11058	155	2	20	20	NUM
easat-11058	155	3	]	]	PUNCT
easat-11058	155	4	.	.	PUNCT
easat-11058	156	1	angle	angle	NOUN
easat-11058	156	2	=	=	SYM
easat-11058	156	3	arccos	arccos	PROPN
easat-11058	156	4	(	(	PUNCT
easat-11058	156	5	(	(	PUNCT
easat-11058	156	6	a−b).(c−b	a−b).(c−b	ADJ
easat-11058	156	7	)	)	PUNCT
easat-11058	156	8	|a−b||c−b|	|a−b||c−b|	NOUN
easat-11058	156	9	)	)	PUNCT
easat-11058	156	10	(	(	PUNCT
easat-11058	156	11	1	1	X
easat-11058	156	12	)	)	PUNCT
easat-11058	156	13	where	where	SCONJ
easat-11058	156	14	a(x1	a(x1	ADJ
easat-11058	156	15	,	,	PUNCT
easat-11058	156	16	y1	y1	PROPN
easat-11058	156	17	):	):	PUNCT
easat-11058	156	18	first	first	ADJ
easat-11058	156	19	keypoint	keypoint	NOUN
easat-11058	156	20	,	,	PUNCT
easat-11058	156	21	i.e.	i.e.	X
easat-11058	156	22	,	,	PUNCT
easat-11058	156	23	the	the	DET
easat-11058	156	24	shoulder	shoulder	NOUN
easat-11058	156	25	location	location	NOUN
easat-11058	156	26	.	.	PUNCT
easat-11058	157	1	b(x2	b(x2	NOUN
easat-11058	157	2	,	,	PUNCT
easat-11058	157	3	y2	y2	PROPN
easat-11058	157	4	):	):	PUNCT
easat-11058	157	5	second	second	ADJ
easat-11058	157	6	keypoint	keypoint	NOUN
easat-11058	157	7	,	,	PUNCT
easat-11058	157	8	i.e.	i.e.	X
easat-11058	157	9	,	,	PUNCT
easat-11058	157	10	the	the	DET
easat-11058	157	11	elbow	elbow	NOUN
easat-11058	157	12	location	location	NOUN
easat-11058	157	13	.	.	PUNCT
easat-11058	158	1	c(x3	c(x3	NOUN
easat-11058	158	2	,	,	PUNCT
easat-11058	158	3	y3	y3	NOUN
easat-11058	158	4	):	):	PUNCT
easat-11058	158	5	third	third	ADJ
easat-11058	158	6	keypoint	keypoint	NOUN
easat-11058	158	7	,	,	PUNCT
easat-11058	158	8	i.e.	i.e.	X
easat-11058	158	9	,	,	PUNCT
easat-11058	158	10	the	the	DET
easat-11058	158	11	wrist	wrist	NOUN
easat-11058	158	12	location	location	NOUN
easat-11058	158	13	.	.	PUNCT
easat-11058	159	1	3.4.2	3.4.2	X
easat-11058	159	2	.	.	PUNCT
easat-11058	159	3	pairwise	pairwise	NOUN
easat-11058	159	4	euclidean	euclidean	ADJ
easat-11058	159	5	distance	distance	NOUN
easat-11058	159	6	between	between	ADP
easat-11058	159	7	keypoints	keypoint	NOUN
easat-11058	159	8	spatial	spatial	ADJ
easat-11058	159	9	relations	relation	NOUN
easat-11058	159	10	were	be	AUX
easat-11058	159	11	quantified	quantify	VERB
easat-11058	159	12	by	by	ADP
easat-11058	159	13	the	the	DET
easat-11058	159	14	straight	straight	ADJ
easat-11058	159	15	-	-	PUNCT
easat-11058	159	16	line	line	NOUN
easat-11058	159	17	euclidean	euclidean	ADJ
easat-11058	159	18	distance	distance	NOUN
easat-11058	159	19	separating	separate	VERB
easat-11058	159	20	two	two	NUM
easat-11058	159	21	keypoints	keypoint	NOUN
easat-11058	159	22	in	in	ADP
easat-11058	159	23	the	the	DET
easat-11058	159	24	2d	2d	NUM
easat-11058	159	25	image	image	NOUN
easat-11058	159	26	plane	plane	NOUN
easat-11058	159	27	.	.	PUNCT
easat-11058	160	1	the	the	DET
easat-11058	160	2	euclidean	euclidean	ADJ
easat-11058	160	3	distance	distance	NOUN
easat-11058	160	4	between	between	ADP
easat-11058	160	5	two	two	NUM
easat-11058	160	6	keypoints	keypoint	NOUN
easat-11058	160	7	was	be	AUX
easat-11058	160	8	calculated	calculate	VERB
easat-11058	160	9	using	use	VERB
easat-11058	160	10	the	the	DET
easat-11058	160	11	expression	expression	NOUN
easat-11058	160	12	shown	show	VERB
easat-11058	160	13	in	in	ADP
easat-11058	160	14	equation	equation	NOUN
easat-11058	160	15	(	(	PUNCT
easat-11058	160	16	2	2	X
easat-11058	160	17	)	)	PUNCT
easat-11058	161	1	[	[	X
easat-11058	161	2	21	21	NUM
easat-11058	161	3	]	]	PUNCT
easat-11058	161	4	.	.	PUNCT
easat-11058	162	1	distance	distance	NOUN
easat-11058	162	2	=	=	SYM
easat-11058	162	3	√(x2	√(x2	PROPN
easat-11058	162	4	−	−	PROPN
easat-11058	162	5	x1)2	x1)2	PROPN
easat-11058	163	1	+	+	CCONJ
easat-11058	163	2	(	(	PUNCT
easat-11058	163	3	y2	y2	INTJ
easat-11058	163	4	−	−	PROPN
easat-11058	163	5	y1)2	y1)2	PROPN
easat-11058	163	6	(	(	PUNCT
easat-11058	163	7	2	2	NUM
easat-11058	163	8	)	)	PUNCT
easat-11058	163	9	1114	1114	NUM
easat-11058	163	10	edelweiss	edelweiss	PROPN
easat-11058	163	11	applied	apply	VERB
easat-11058	163	12	science	science	NOUN
easat-11058	163	13	and	and	CCONJ
easat-11058	163	14	technology	technology	NOUN
easat-11058	163	15	issn	issn	PROPN
easat-11058	163	16	:	:	PUNCT
easat-11058	163	17	2576	2576	NUM
easat-11058	163	18	-	-	SYM
easat-11058	163	19	8484	8484	NUM
easat-11058	163	20	vol	vol	NOUN
easat-11058	163	21	.	.	PROPN
easat-11058	164	1	9	9	NUM
easat-11058	164	2	,	,	PUNCT
easat-11058	164	3	no	no	INTJ
easat-11058	164	4	.	.	NOUN
easat-11058	164	5	11	11	NUM
easat-11058	164	6	:	:	PUNCT
easat-11058	164	7	1108	1108	NUM
easat-11058	164	8	-	-	SYM
easat-11058	164	9	1120	1120	NUM
easat-11058	164	10	,	,	PUNCT
easat-11058	164	11	2025	2025	NUM
easat-11058	164	12	doi	doi	NOUN
easat-11058	164	13	:	:	PUNCT
easat-11058	164	14	10.55214/2576	10.55214/2576	NUM
easat-11058	164	15	-	-	SYM
easat-11058	164	16	8484.v9i11.11058	8484.v9i11.11058	NUM
easat-11058	164	17	©	©	ADP
easat-11058	164	18	2025	2025	NUM
easat-11058	164	19	by	by	ADP
easat-11058	164	20	the	the	DET
easat-11058	164	21	authors	author	NOUN
easat-11058	164	22	;	;	PUNCT
easat-11058	164	23	licensee	licensee	PROPN
easat-11058	164	24	learning	learning	NOUN
easat-11058	164	25	gate	gate	PROPN
easat-11058	164	26	where	where	SCONJ
easat-11058	164	27	a(x1	a(x1	PROPN
easat-11058	164	28	,	,	PUNCT
easat-11058	164	29	y1	y1	PROPN
easat-11058	164	30	):	):	PUNCT
easat-11058	164	31	first	first	ADJ
easat-11058	164	32	keypoint	keypoint	NOUN
easat-11058	164	33	(	(	PUNCT
easat-11058	164	34	e.g.	e.g.	ADV
easat-11058	164	35	,	,	PUNCT
easat-11058	164	36	shoulder	shoulder	NOUN
easat-11058	164	37	position	position	NOUN
easat-11058	164	38	)	)	PUNCT
easat-11058	164	39	.	.	PUNCT
easat-11058	165	1	b(x2	b(x2	NOUN
easat-11058	165	2	,	,	PUNCT
easat-11058	165	3	y2	y2	PROPN
easat-11058	165	4	):	):	PUNCT
easat-11058	165	5	second	second	ADJ
easat-11058	165	6	keypoint	keypoint	NOUN
easat-11058	165	7	(	(	PUNCT
easat-11058	165	8	e.g.	e.g.	ADV
easat-11058	165	9	,	,	PUNCT
easat-11058	165	10	elbow	elbow	NOUN
easat-11058	165	11	position	position	NOUN
easat-11058	165	12	)	)	PUNCT
easat-11058	165	13	.	.	PUNCT
easat-11058	165	14	 	 	SPACE
easat-11058	166	1	3.4.3	3.4.3	X
easat-11058	166	2	.	.	PUNCT
easat-11058	166	3	motion	motion	NOUN
easat-11058	166	4	-	-	PUNCT
easat-11058	166	5	vector	vector	NOUN
easat-11058	166	6	construction	construction	NOUN
easat-11058	166	7	temporal	temporal	ADJ
easat-11058	166	8	dynamics	dynamic	NOUN
easat-11058	166	9	were	be	AUX
easat-11058	166	10	captured	capture	VERB
easat-11058	166	11	by	by	ADP
easat-11058	166	12	computing	compute	VERB
easat-11058	166	13	motion	motion	NOUN
easat-11058	166	14	vectors	vector	NOUN
easat-11058	166	15	,	,	PUNCT
easat-11058	166	16	defined	define	VERB
easat-11058	166	17	as	as	ADP
easat-11058	166	18	the	the	DET
easat-11058	166	19	displacement	displacement	NOUN
easat-11058	166	20	of	of	ADP
easat-11058	166	21	each	each	DET
easat-11058	166	22	keypoint	keypoint	NOUN
easat-11058	166	23	across	across	ADP
easat-11058	166	24	successive	successive	ADJ
easat-11058	166	25	frames	frame	NOUN
easat-11058	166	26	.	.	PUNCT
easat-11058	167	1	this	this	DET
easat-11058	167	2	method	method	NOUN
easat-11058	167	3	encodes	encode	VERB
easat-11058	167	4	both	both	CCONJ
easat-11058	167	5	the	the	DET
easat-11058	167	6	orientation	orientation	NOUN
easat-11058	167	7	and	and	CCONJ
easat-11058	167	8	velocity	velocity	NOUN
easat-11058	167	9	of	of	ADP
easat-11058	167	10	motion	motion	NOUN
easat-11058	167	11	[	[	X
easat-11058	167	12	22	22	NUM
easat-11058	167	13	]	]	PUNCT
easat-11058	167	14	.	.	PUNCT
easat-11058	168	1	the	the	DET
easat-11058	168	2	motion	motion	NOUN
easat-11058	168	3	vector	vector	NOUN
easat-11058	168	4	for	for	ADP
easat-11058	168	5	a	a	DET
easat-11058	168	6	given	give	VERB
easat-11058	168	7	keypoint	keypoint	NOUN
easat-11058	168	8	is	be	AUX
easat-11058	168	9	represented	represent	VERB
easat-11058	168	10	in	in	ADP
easat-11058	168	11	equation	equation	NOUN
easat-11058	168	12	(	(	PUNCT
easat-11058	168	13	3	3	NUM
easat-11058	168	14	)	)	PUNCT
easat-11058	168	15	.	.	PUNCT
easat-11058	169	1	motion	motion	NOUN
easat-11058	169	2	vector	vector	NOUN
easat-11058	169	3	=	=	SYM
easat-11058	169	4	(	(	PUNCT
easat-11058	169	5	x2	x2	INTJ
easat-11058	169	6	−	−	PROPN
easat-11058	169	7	x1	x1	PROPN
easat-11058	169	8	,	,	PUNCT
easat-11058	169	9	y2	y2	PROPN
easat-11058	169	10	−	−	PROPN
easat-11058	169	11	y1	y1	PROPN
easat-11058	169	12	)	)	PUNCT
easat-11058	169	13	(	(	PUNCT
easat-11058	169	14	3	3	X
easat-11058	169	15	)	)	PUNCT
easat-11058	169	16	where	where	SCONJ
easat-11058	169	17	,	,	PUNCT
easat-11058	169	18	(	(	PUNCT
easat-11058	169	19	x2	x2	PROPN
easat-11058	169	20	x1	x1	PROPN
easat-11058	169	21	):	):	PUNCT
easat-11058	169	22	difference	difference	NOUN
easat-11058	169	23	in	in	ADP
easat-11058	169	24	the	the	DET
easat-11058	169	25	x	x	NOUN
easat-11058	169	26	-	-	NOUN
easat-11058	169	27	coordinates	coordinate	NOUN
easat-11058	169	28	of	of	ADP
easat-11058	169	29	the	the	DET
easat-11058	169	30	same	same	ADJ
easat-11058	169	31	keypoint	keypoint	NOUN
easat-11058	169	32	between	between	ADP
easat-11058	169	33	the	the	DET
easat-11058	169	34	previous	previous	ADJ
easat-11058	169	35	and	and	CCONJ
easat-11058	169	36	the	the	DET
easat-11058	169	37	next	next	ADJ
easat-11058	169	38	frame	frame	NOUN
easat-11058	169	39	.	.	PUNCT
easat-11058	170	1	(	(	PUNCT
easat-11058	170	2	y2	y2	INTJ
easat-11058	170	3	y1	y1	PROPN
easat-11058	170	4	):	):	PUNCT
easat-11058	170	5	difference	difference	NOUN
easat-11058	170	6	in	in	ADP
easat-11058	170	7	the	the	DET
easat-11058	170	8	y	y	NOUN
easat-11058	170	9	-	-	PUNCT
easat-11058	170	10	coordinates	coordinate	NOUN
easat-11058	170	11	of	of	ADP
easat-11058	170	12	the	the	DET
easat-11058	170	13	same	same	ADJ
easat-11058	170	14	keypoint	keypoint	NOUN
easat-11058	170	15	between	between	ADP
easat-11058	170	16	the	the	DET
easat-11058	170	17	previous	previous	ADJ
easat-11058	170	18	and	and	CCONJ
easat-11058	170	19	the	the	DET
easat-11058	170	20	next	next	ADJ
easat-11058	170	21	frame	frame	NOUN
easat-11058	170	22	.	.	PUNCT
easat-11058	171	1	3.4.4	3.4.4	X
easat-11058	171	2	.	.	PUNCT
easat-11058	172	1	per‑clip	per‑clip	VERB
easat-11058	172	2	feature	feature	NOUN
easat-11058	172	3	extraction	extraction	NOUN
easat-11058	172	4	for	for	ADP
easat-11058	172	5	each	each	DET
easat-11058	172	6	500‑frame	500‑frame	NUM
easat-11058	172	7	sequence	sequence	NOUN
easat-11058	172	8	,	,	PUNCT
easat-11058	172	9	the	the	DET
easat-11058	172	10	following	follow	VERB
easat-11058	172	11	features	feature	NOUN
easat-11058	172	12	were	be	AUX
easat-11058	172	13	computed	compute	VERB
easat-11058	172	14	:	:	PUNCT
easat-11058	172	15	1	1	X
easat-11058	172	16	)	)	PUNCT
easat-11058	172	17	joint	joint	ADJ
easat-11058	172	18	angles	angle	NOUN
easat-11058	172	19	and	and	CCONJ
easat-11058	172	20	their	their	PRON
easat-11058	172	21	temporal	temporal	ADJ
easat-11058	172	22	derivatives	derivative	NOUN
easat-11058	172	23	(	(	PUNCT
easat-11058	172	24	angular	angular	ADJ
easat-11058	172	25	velocity	velocity	NOUN
easat-11058	172	26	)	)	PUNCT
easat-11058	172	27	.	.	PUNCT
easat-11058	173	1	2	2	X
easat-11058	173	2	)	)	PUNCT
easat-11058	173	3	frame‑wise	frame‑wise	PROPN
easat-11058	173	4	euclidean	euclidean	ADJ
easat-11058	173	5	distances	distance	NOUN
easat-11058	173	6	,	,	PUNCT
easat-11058	173	7	e.g.	e.g.	ADV
easat-11058	173	8	,	,	PUNCT
easat-11058	173	9	ankle‑to‑knee	ankle‑to‑knee	NOUN
easat-11058	173	10	.	.	PUNCT
easat-11058	174	1	3	3	X
easat-11058	174	2	)	)	PUNCT
easat-11058	174	3	frame‑to‑frame	frame‑to‑frame	NOUN
easat-11058	174	4	motion	motion	NOUN
easat-11058	174	5	vectors	vector	NOUN
easat-11058	174	6	of	of	ADP
easat-11058	174	7	all	all	DET
easat-11058	174	8	tracked	track	VERB
easat-11058	174	9	keypoints	keypoint	NOUN
easat-11058	174	10	.	.	PUNCT
easat-11058	175	1	3.4.5	3.4.5	NUM
easat-11058	175	2	.	.	PUNCT
easat-11058	176	1	time‑series	time‑serie	NOUN
easat-11058	176	2	construction	construction	NOUN
easat-11058	176	3	time	time	NOUN
easat-11058	176	4	-	-	PUNCT
easat-11058	176	5	series	series	NOUN
easat-11058	176	6	data	datum	NOUN
easat-11058	176	7	construction	construction	NOUN
easat-11058	176	8	was	be	AUX
easat-11058	176	9	carried	carry	VERB
easat-11058	176	10	out	out	ADP
easat-11058	176	11	through	through	ADP
easat-11058	176	12	the	the	DET
easat-11058	176	13	following	follow	VERB
easat-11058	176	14	steps	step	NOUN
easat-11058	176	15	:	:	PUNCT
easat-11058	176	16	1	1	NUM
easat-11058	176	17	)	)	PUNCT
easat-11058	176	18	keypoint	keypoint	NOUN
easat-11058	176	19	coordinates	coordinate	NOUN
easat-11058	176	20	from	from	ADP
easat-11058	176	21	successive	successive	ADJ
easat-11058	176	22	frames	frame	NOUN
easat-11058	176	23	were	be	AUX
easat-11058	176	24	concatenated	concatenate	VERB
easat-11058	176	25	to	to	PART
easat-11058	176	26	form	form	VERB
easat-11058	176	27	temporal	temporal	ADJ
easat-11058	176	28	sequences	sequence	NOUN
easat-11058	176	29	.	.	PUNCT
easat-11058	177	1	2	2	X
easat-11058	177	2	)	)	PUNCT
easat-11058	177	3	the	the	DET
easat-11058	177	4	sequences	sequence	NOUN
easat-11058	177	5	represented	represent	VERB
easat-11058	177	6	motion	motion	NOUN
easat-11058	177	7	patterns	pattern	NOUN
easat-11058	177	8	such	such	ADJ
easat-11058	177	9	as	as	ADP
easat-11058	177	10	walking	walk	VERB
easat-11058	177	11	,	,	PUNCT
easat-11058	177	12	running	run	VERB
easat-11058	177	13	,	,	PUNCT
easat-11058	177	14	or	or	CCONJ
easat-11058	177	15	falling	fall	VERB
easat-11058	177	16	.	.	PUNCT
easat-11058	178	1	3	3	X
easat-11058	178	2	)	)	PUNCT
easat-11058	178	3	all	all	DET
easat-11058	178	4	coordinates	coordinate	NOUN
easat-11058	178	5	were	be	AUX
easat-11058	178	6	normalized	normalize	VERB
easat-11058	178	7	to	to	ADP
easat-11058	178	8	the	the	DET
easat-11058	178	9	range	range	NOUN
easat-11058	178	10	[	[	X
easat-11058	178	11	0,1	0,1	NUM
easat-11058	178	12	]	]	PUNCT
easat-11058	178	13	to	to	PART
easat-11058	178	14	mitigate	mitigate	VERB
easat-11058	178	15	scale	scale	NOUN
easat-11058	178	16	disparities	disparity	NOUN
easat-11058	178	17	.	.	PUNCT
easat-11058	179	1	4	4	X
easat-11058	179	2	)	)	PUNCT
easat-11058	179	3	behavior	behavior	NOUN
easat-11058	179	4	labels	label	NOUN
easat-11058	179	5	were	be	AUX
easat-11058	179	6	assigned	assign	VERB
easat-11058	179	7	for	for	ADP
easat-11058	179	8	model	model	NOUN
easat-11058	179	9	training	training	NOUN
easat-11058	179	10	,	,	PUNCT
easat-11058	179	11	comprising	comprise	VERB
easat-11058	179	12	six	six	NUM
easat-11058	179	13	classes	class	NOUN
easat-11058	179	14	:	:	PUNCT
easat-11058	179	15	standing	stand	VERB
easat-11058	179	16	,	,	PUNCT
easat-11058	179	17	sitting	sit	VERB
easat-11058	179	18	,	,	PUNCT
easat-11058	179	19	falling	fall	VERB
easat-11058	179	20	,	,	PUNCT
easat-11058	179	21	walking	walking	NOUN
easat-11058	179	22	,	,	PUNCT
easat-11058	179	23	running	run	VERB
easat-11058	179	24	,	,	PUNCT
easat-11058	179	25	and	and	CCONJ
easat-11058	179	26	punching	punching	NOUN
easat-11058	179	27	.	.	PUNCT
easat-11058	180	1	3.5	3.5	NUM
easat-11058	180	2	.	.	PUNCT
easat-11058	181	1	implementation	implementation	NOUN
easat-11058	181	2	of	of	ADP
easat-11058	181	3	temporal	temporal	ADJ
easat-11058	181	4	convolutional	convolutional	ADJ
easat-11058	181	5	networks	network	NOUN
easat-11058	181	6	methodology	methodology	NOUN
easat-11058	181	7	for	for	ADP
easat-11058	181	8	model	model	NOUN
easat-11058	181	9	training	train	VERB
easat-11058	181	10	the	the	DET
easat-11058	181	11	steps	step	NOUN
easat-11058	181	12	for	for	ADP
easat-11058	181	13	tcn	tcn	PROPN
easat-11058	181	14	deployment	deployment	NOUN
easat-11058	181	15	comprised	comprise	VERB
easat-11058	181	16	:	:	PUNCT
easat-11058	181	17	1	1	X
easat-11058	181	18	)	)	PUNCT
easat-11058	181	19	feature	feature	NOUN
easat-11058	181	20	extraction	extraction	NOUN
easat-11058	181	21	and	and	CCONJ
easat-11058	181	22	sequence	sequence	NOUN
easat-11058	181	23	construction	construction	NOUN
easat-11058	181	24	sequential	sequential	ADJ
easat-11058	181	25	features	feature	NOUN
easat-11058	181	26	,	,	PUNCT
easat-11058	181	27	including	include	VERB
easat-11058	181	28	joint	joint	ADJ
easat-11058	181	29	angles	angle	NOUN
easat-11058	181	30	,	,	PUNCT
easat-11058	181	31	euclidean	euclidean	ADJ
easat-11058	181	32	distances	distance	NOUN
easat-11058	181	33	between	between	ADP
easat-11058	181	34	keypoints	keypoint	NOUN
easat-11058	181	35	,	,	PUNCT
easat-11058	181	36	and	and	CCONJ
easat-11058	181	37	motion	motion	NOUN
easat-11058	181	38	vectors	vector	NOUN
easat-11058	181	39	,	,	PUNCT
easat-11058	181	40	were	be	AUX
easat-11058	181	41	extracted	extract	VERB
easat-11058	181	42	and	and	CCONJ
easat-11058	181	43	compiled	compile	VERB
easat-11058	181	44	into	into	ADP
easat-11058	181	45	time	time	NOUN
easat-11058	181	46	-	-	PUNCT
easat-11058	181	47	series	series	NOUN
easat-11058	181	48	data	datum	NOUN
easat-11058	181	49	for	for	ADP
easat-11058	181	50	tcn	tcn	NOUN
easat-11058	181	51	processing	processing	NOUN
easat-11058	181	52	.	.	PUNCT
easat-11058	182	1	2	2	NUM
easat-11058	182	2	)	)	PUNCT
easat-11058	182	3	optimization	optimization	NOUN
easat-11058	182	4	algorithm	algorithm	NOUN
easat-11058	182	5	and	and	CCONJ
easat-11058	182	6	hyperparameters	hyperparameter	VERB
easat-11058	182	7	configuration	configuration	NOUN
easat-11058	182	8	2.1	2.1	NUM
easat-11058	182	9	)	)	PUNCT
easat-11058	182	10	optimizer	optimizer	NOUN
easat-11058	182	11	:	:	PUNCT
easat-11058	182	12	sgd	sgd	VERB
easat-11058	182	13	with	with	ADP
easat-11058	182	14	adam	adam	PROPN
easat-11058	182	15	was	be	AUX
easat-11058	182	16	the	the	DET
easat-11058	182	17	primary	primary	ADJ
easat-11058	182	18	optimization	optimization	NOUN
easat-11058	182	19	strategy	strategy	NOUN
easat-11058	182	20	.	.	PUNCT
easat-11058	183	1	2.2	2.2	NUM
easat-11058	183	2	)	)	PUNCT
easat-11058	183	3	hyperparameters	hyperparameter	NOUN
easat-11058	183	4	:	:	PUNCT
easat-11058	183	5	learning	learn	VERB
easat-11058	183	6	rate	rate	NOUN
easat-11058	183	7	,	,	PUNCT
easat-11058	183	8	batch	batch	NOUN
easat-11058	183	9	size	size	NOUN
easat-11058	183	10	,	,	PUNCT
easat-11058	183	11	and	and	CCONJ
easat-11058	183	12	the	the	DET
easat-11058	183	13	number	number	NOUN
easat-11058	183	14	of	of	ADP
easat-11058	183	15	training	training	NOUN
easat-11058	183	16	epochs	epoch	NOUN
easat-11058	183	17	were	be	AUX
easat-11058	183	18	adjusted	adjust	VERB
easat-11058	183	19	based	base	VERB
easat-11058	183	20	on	on	ADP
easat-11058	183	21	dataset	dataset	ADJ
easat-11058	183	22	attributes	attribute	NOUN
easat-11058	183	23	and	and	CCONJ
easat-11058	183	24	validation	validation	NOUN
easat-11058	183	25	results	result	NOUN
easat-11058	183	26	.	.	PUNCT
easat-11058	184	1	3	3	X
easat-11058	184	2	)	)	PUNCT
easat-11058	184	3	refinement	refinement	NOUN
easat-11058	184	4	3.1	3.1	NUM
easat-11058	184	5	)	)	PUNCT
easat-11058	184	6	layer	layer	NOUN
easat-11058	184	7	freezing	freezing	NOUN
easat-11058	184	8	:	:	PUNCT
easat-11058	184	9	when	when	SCONJ
easat-11058	184	10	using	use	VERB
easat-11058	184	11	pre	pre	ADJ
easat-11058	184	12	-	-	ADJ
easat-11058	184	13	trained	train	VERB
easat-11058	184	14	components	component	NOUN
easat-11058	184	15	(	(	PUNCT
easat-11058	184	16	e.g.	e.g.	ADV
easat-11058	184	17	,	,	PUNCT
easat-11058	184	18	openpose	openpose	NUM
easat-11058	184	19	or	or	CCONJ
easat-11058	184	20	feature	feature	NOUN
easat-11058	184	21	extraction	extraction	NOUN
easat-11058	184	22	modules	module	NOUN
easat-11058	184	23	)	)	PUNCT
easat-11058	184	24	,	,	PUNCT
easat-11058	184	25	initial	initial	ADJ
easat-11058	184	26	layers	layer	NOUN
easat-11058	184	27	were	be	AUX
easat-11058	184	28	selectively	selectively	ADV
easat-11058	184	29	frozen	frozen	ADJ
easat-11058	184	30	to	to	PART
easat-11058	184	31	focus	focus	VERB
easat-11058	184	32	training	training	NOUN
easat-11058	184	33	on	on	ADP
easat-11058	184	34	tcn	tcn	NOUN
easat-11058	184	35	blocks	block	NOUN
easat-11058	184	36	and	and	CCONJ
easat-11058	184	37	classification	classification	NOUN
easat-11058	184	38	layers	layer	NOUN
easat-11058	184	39	.	.	PUNCT
easat-11058	185	1	3.2	3.2	NUM
easat-11058	185	2	)	)	PUNCT
easat-11058	185	3	early	early	ADJ
easat-11058	185	4	stopping	stopping	NOUN
easat-11058	185	5	:	:	PUNCT
easat-11058	185	6	training	training	NOUN
easat-11058	185	7	was	be	AUX
easat-11058	185	8	terminated	terminate	VERB
easat-11058	185	9	if	if	SCONJ
easat-11058	185	10	validation	validation	NOUN
easat-11058	185	11	loss	loss	NOUN
easat-11058	185	12	failed	fail	VERB
easat-11058	185	13	to	to	PART
easat-11058	185	14	improve	improve	VERB
easat-11058	185	15	for	for	ADP
easat-11058	185	16	5–10	5–10	ADJ
easat-11058	185	17	consecutive	consecutive	ADJ
easat-11058	185	18	epochs	epoch	NOUN
easat-11058	185	19	,	,	PUNCT
easat-11058	185	20	thereby	thereby	ADV
easat-11058	185	21	mitigating	mitigate	VERB
easat-11058	185	22	the	the	DET
easat-11058	185	23	risk	risk	NOUN
easat-11058	185	24	of	of	ADP
easat-11058	185	25	overfitting	overfitte	VERB
easat-11058	185	26	.	.	PUNCT
easat-11058	186	1	3.6	3.6	NUM
easat-11058	186	2	.	.	PUNCT
easat-11058	187	1	behavior	behavior	NOUN
easat-11058	187	2	classification	classification	NOUN
easat-11058	187	3	by	by	ADP
easat-11058	187	4	integrating	integrate	VERB
easat-11058	187	5	openpose	openpose	PRON
easat-11058	187	6	with	with	ADP
easat-11058	187	7	tcn	tcn	PROPN
easat-11058	187	8	,	,	PUNCT
easat-11058	187	9	the	the	DET
easat-11058	187	10	system	system	NOUN
easat-11058	187	11	generated	generate	VERB
easat-11058	187	12	keypoint	keypoint	NOUN
easat-11058	187	13	coordinates	coordinate	NOUN
easat-11058	187	14	and	and	CCONJ
easat-11058	187	15	corresponding	correspond	VERB
easat-11058	187	16	confidence	confidence	NOUN
easat-11058	187	17	scores	score	NOUN
easat-11058	187	18	for	for	ADP
easat-11058	187	19	six	six	NUM
easat-11058	187	20	behavior	behavior	NOUN
easat-11058	187	21	classes	class	NOUN
easat-11058	187	22	:	:	PUNCT
easat-11058	187	23	standing	stand	VERB
easat-11058	187	24	,	,	PUNCT
easat-11058	187	25	sitting	sit	VERB
easat-11058	187	26	,	,	PUNCT
easat-11058	187	27	falling	fall	VERB
easat-11058	187	28	,	,	PUNCT
easat-11058	187	29	walking	walking	NOUN
easat-11058	187	30	,	,	PUNCT
easat-11058	187	31	running	run	VERB
easat-11058	187	32	,	,	PUNCT
easat-11058	187	33	and	and	CCONJ
easat-11058	187	34	punching	punching	NOUN
easat-11058	187	35	.	.	PUNCT
easat-11058	188	1	each	each	DET
easat-11058	188	2	behavior	behavior	NOUN
easat-11058	188	3	was	be	AUX
easat-11058	188	4	categorized	categorize	VERB
easat-11058	188	5	according	accord	VERB
easat-11058	188	6	to	to	ADP
easat-11058	188	7	spatial	spatial	ADJ
easat-11058	188	8	keypoint	keypoint	NOUN
easat-11058	188	9	patterns	pattern	NOUN
easat-11058	188	10	.	.	PUNCT
easat-11058	189	1	1115	1115	NUM
easat-11058	189	2	edelweiss	edelweiss	PROPN
easat-11058	189	3	applied	apply	VERB
easat-11058	189	4	science	science	NOUN
easat-11058	189	5	and	and	CCONJ
easat-11058	189	6	technology	technology	NOUN
easat-11058	189	7	issn	issn	PROPN
easat-11058	189	8	:	:	PUNCT
easat-11058	189	9	2576	2576	NUM
easat-11058	189	10	-	-	SYM
easat-11058	189	11	8484	8484	NUM
easat-11058	189	12	vol	vol	NOUN
easat-11058	189	13	.	.	PROPN
easat-11058	190	1	9	9	NUM
easat-11058	190	2	,	,	PUNCT
easat-11058	190	3	no	no	INTJ
easat-11058	190	4	.	.	NOUN
easat-11058	190	5	11	11	NUM
easat-11058	190	6	:	:	PUNCT
easat-11058	190	7	1108	1108	NUM
easat-11058	190	8	-	-	SYM
easat-11058	190	9	1120	1120	NUM
easat-11058	190	10	,	,	PUNCT
easat-11058	190	11	2025	2025	NUM
easat-11058	190	12	doi	doi	NOUN
easat-11058	190	13	:	:	PUNCT
easat-11058	190	14	10.55214/2576	10.55214/2576	NUM
easat-11058	190	15	-	-	SYM
easat-11058	190	16	8484.v9i11.11058	8484.v9i11.11058	NUM
easat-11058	190	17	©	©	ADP
easat-11058	190	18	2025	2025	NUM
easat-11058	190	19	by	by	ADP
easat-11058	190	20	the	the	DET
easat-11058	190	21	authors	author	NOUN
easat-11058	190	22	;	;	PUNCT
easat-11058	190	23	licensee	licensee	PROPN
easat-11058	190	24	learning	learning	NOUN
easat-11058	190	25	gate	gate	VERB
easat-11058	190	26	the	the	DET
easat-11058	190	27	visualization	visualization	NOUN
easat-11058	190	28	of	of	ADP
easat-11058	190	29	keypoints	keypoint	NOUN
easat-11058	190	30	in	in	ADP
easat-11058	190	31	each	each	DET
easat-11058	190	32	pixel	pixel	NOUN
easat-11058	190	33	generated	generate	VERB
easat-11058	190	34	by	by	ADP
easat-11058	190	35	openpose	openpose	PROPN
easat-11058	190	36	,	,	PUNCT
easat-11058	190	37	mapped	map	VERB
easat-11058	190	38	onto	onto	ADP
easat-11058	190	39	the	the	DET
easat-11058	190	40	human	human	ADJ
easat-11058	190	41	body	body	NOUN
easat-11058	190	42	for	for	ADP
easat-11058	190	43	each	each	DET
easat-11058	190	44	behavior	behavior	NOUN
easat-11058	190	45	,	,	PUNCT
easat-11058	190	46	is	be	AUX
easat-11058	190	47	shown	show	VERB
easat-11058	190	48	in	in	ADP
easat-11058	190	49	figure	figure	NOUN
easat-11058	190	50	2	2	NUM
easat-11058	190	51	.	.	PUNCT
easat-11058	190	52	figure	figure	NOUN
easat-11058	190	53	2	2	NUM
easat-11058	190	54	.	.	PUNCT
easat-11058	190	55	keypoints	keypoint	NOUN
easat-11058	190	56	generated	generate	VERB
easat-11058	190	57	by	by	ADP
easat-11058	190	58	openpose	openpose	PRON
easat-11058	190	59	in	in	ADP
easat-11058	190	60	each	each	DET
easat-11058	190	61	pixel	pixel	NOUN
easat-11058	190	62	on	on	ADP
easat-11058	190	63	the	the	DET
easat-11058	190	64	human	human	ADJ
easat-11058	190	65	body	body	NOUN
easat-11058	190	66	of	of	ADP
easat-11058	190	67	each	each	DET
easat-11058	190	68	behavior	behavior	NOUN
easat-11058	190	69	.	.	PUNCT
easat-11058	191	1	3.7	3.7	NUM
easat-11058	191	2	.	.	PUNCT
easat-11058	192	1	prototype	prototype	NOUN
easat-11058	192	2	deployment	deployment	NOUN
easat-11058	192	3	in	in	ADP
easat-11058	192	4	a	a	DET
easat-11058	192	5	real‑world	real‑world	NOUN
easat-11058	192	6	scenario	scenario	NOUN
easat-11058	192	7	1	1	NUM
easat-11058	192	8	)	)	PUNCT
easat-11058	192	9	model	model	NOUN
easat-11058	192	10	preparation	preparation	NOUN
easat-11058	192	11	.	.	PUNCT
easat-11058	193	1	the	the	DET
easat-11058	193	2	openpose	openpose	PROPN
easat-11058	193	3	model	model	NOUN
easat-11058	193	4	was	be	AUX
easat-11058	193	5	integrated	integrate	VERB
easat-11058	193	6	with	with	ADP
easat-11058	193	7	tcn	tcn	PROPN
easat-11058	193	8	in	in	ADP
easat-11058	193	9	pytorch	pytorch	NOUN
easat-11058	193	10	,	,	PUNCT
easat-11058	193	11	exported	export	VERB
easat-11058	193	12	to	to	ADP
easat-11058	193	13	onnx	onnx	NOUN
easat-11058	193	14	,	,	PUNCT
easat-11058	193	15	and	and	CCONJ
easat-11058	193	16	subsequently	subsequently	ADV
easat-11058	193	17	optimized	optimize	VERB
easat-11058	193	18	with	with	ADP
easat-11058	193	19	the	the	DET
easat-11058	193	20	opencv	opencv	PROPN
easat-11058	193	21	dnn	dnn	PROPN
easat-11058	193	22	module	module	NOUN
easat-11058	193	23	and	and	CCONJ
easat-11058	193	24	the	the	DET
easat-11058	193	25	tensorrt	tensorrt	NOUN
easat-11058	193	26	engine	engine	NOUN
easat-11058	193	27	for	for	ADP
easat-11058	193	28	realtime	realtime	NOUN
easat-11058	193	29	inference	inference	NOUN
easat-11058	193	30	on	on	ADP
easat-11058	193	31	an	an	DET
easat-11058	193	32	nvidia	nvidia	PROPN
easat-11058	193	33	jetson	jetson	PROPN
easat-11058	193	34	orin	orin	PROPN
easat-11058	193	35	nano	nano	PROPN
easat-11058	193	36	.	.	PUNCT
easat-11058	194	1	2	2	X
easat-11058	194	2	)	)	PUNCT
easat-11058	194	3	installation	installation	NOUN
easat-11058	194	4	of	of	ADP
easat-11058	194	5	hardware	hardware	NOUN
easat-11058	194	6	and	and	CCONJ
easat-11058	194	7	connectivity	connectivity	NOUN
easat-11058	194	8	.	.	PUNCT
easat-11058	195	1	cameras	camera	NOUN
easat-11058	195	2	for	for	ADP
easat-11058	195	3	the	the	DET
easat-11058	195	4	jetson	jetson	PROPN
easat-11058	195	5	orin	orin	PROPN
easat-11058	195	6	nano	nano	PROPN
easat-11058	195	7	were	be	AUX
easat-11058	195	8	configured	configure	VERB
easat-11058	195	9	with	with	ADP
easat-11058	195	10	ubuntu	ubuntu	ADJ
easat-11058	195	11	18.04	18.04	NUM
easat-11058	195	12	,	,	PUNCT
easat-11058	195	13	along	along	ADP
easat-11058	195	14	with	with	ADP
easat-11058	195	15	cuda	cuda	NOUN
easat-11058	195	16	and	and	CCONJ
easat-11058	195	17	tensorrt	tensorrt	NOUN
easat-11058	195	18	libraries	library	NOUN
easat-11058	195	19	.	.	PUNCT
easat-11058	196	1	the	the	DET
easat-11058	196	2	ip	ip	NOUN
easat-11058	196	3	camera	camera	NOUN
easat-11058	196	4	(	(	PUNCT
easat-11058	196	5	hikvision	hikvision	NOUN
easat-11058	196	6	ds2cd1347g2h	ds2cd1347g2h	PROPN
easat-11058	196	7	-	-	PUNCT
easat-11058	196	8	liu	liu	PROPN
easat-11058	196	9	)	)	PUNCT
easat-11058	196	10	was	be	AUX
easat-11058	196	11	connected	connect	VERB
easat-11058	196	12	through	through	ADP
easat-11058	196	13	an	an	DET
easat-11058	196	14	eight	eight	NUM
easat-11058	196	15	-	-	PUNCT
easat-11058	196	16	port	port	NOUN
easat-11058	196	17	poe	poe	PROPN
easat-11058	196	18	switch	switch	NOUN
easat-11058	196	19	(	(	PUNCT
easat-11058	196	20	hikvision	hikvision	NOUN
easat-11058	196	21	ds-3e0310hp	ds-3e0310hp	NOUN
easat-11058	196	22	-	-	PUNCT
easat-11058	196	23	e	e	NOUN
easat-11058	196	24	)	)	PUNCT
easat-11058	196	25	.	.	PUNCT
easat-11058	197	1	static	static	ADJ
easat-11058	197	2	ip	ip	DET
easat-11058	197	3	addresses	address	NOUN
easat-11058	197	4	were	be	AUX
easat-11058	197	5	assigned	assign	VERB
easat-11058	197	6	to	to	ADP
easat-11058	197	7	all	all	DET
easat-11058	197	8	devices	device	NOUN
easat-11058	197	9	on	on	ADP
easat-11058	197	10	the	the	DET
easat-11058	197	11	network	network	NOUN
easat-11058	197	12	,	,	PUNCT
easat-11058	197	13	which	which	PRON
easat-11058	197	14	were	be	AUX
easat-11058	197	15	connected	connect	VERB
easat-11058	197	16	to	to	ADP
easat-11058	197	17	the	the	DET
easat-11058	197	18	server	server	NOUN
easat-11058	197	19	and	and	CCONJ
easat-11058	197	20	ai	ai	VERB
easat-11058	197	21	edge	edge	NOUN
easat-11058	197	22	processors	processor	NOUN
easat-11058	197	23	based	base	VERB
easat-11058	197	24	on	on	ADP
easat-11058	197	25	the	the	DET
easat-11058	197	26	outlined	outline	VERB
easat-11058	197	27	system	system	NOUN
easat-11058	197	28	architecture	architecture	NOUN
easat-11058	197	29	design	design	NOUN
easat-11058	197	30	topics	topic	NOUN
easat-11058	197	31	.	.	PUNCT
easat-11058	198	1	this	this	DET
easat-11058	198	2	arrangement	arrangement	NOUN
easat-11058	198	3	follows	follow	VERB
easat-11058	198	4	ai	ai	VERB
easat-11058	198	5	edge	edge	NOUN
easat-11058	198	6	computing	computing	NOUN
easat-11058	198	7	principles	principle	NOUN
easat-11058	198	8	,	,	PUNCT
easat-11058	198	9	minimizing	minimize	VERB
easat-11058	198	10	latency	latency	NOUN
easat-11058	198	11	and	and	CCONJ
easat-11058	198	12	enhancing	enhance	VERB
easat-11058	198	13	cybersecurity	cybersecurity	NOUN
easat-11058	198	14	by	by	ADP
easat-11058	198	15	segregating	segregate	VERB
easat-11058	198	16	the	the	DET
easat-11058	198	17	processing	processing	NOUN
easat-11058	198	18	network	network	NOUN
easat-11058	198	19	from	from	ADP
easat-11058	198	20	the	the	DET
easat-11058	198	21	public	public	ADJ
easat-11058	198	22	internet	internet	NOUN
easat-11058	198	23	and	and	CCONJ
easat-11058	198	24	enforcing	enforce	VERB
easat-11058	198	25	encrypted	encrypt	VERB
easat-11058	198	26	data	data	NOUN
easat-11058	198	27	transmission	transmission	NOUN
easat-11058	198	28	.	.	PUNCT
easat-11058	199	1	3	3	X
easat-11058	199	2	)	)	PUNCT
easat-11058	199	3	system	system	NOUN
easat-11058	199	4	execution	execution	NOUN
easat-11058	199	5	.	.	PUNCT
easat-11058	200	1	video	video	NOUN
easat-11058	200	2	streams	stream	NOUN
easat-11058	200	3	were	be	AUX
easat-11058	200	4	processed	process	VERB
easat-11058	200	5	frame	frame	NOUN
easat-11058	200	6	by	by	ADP
easat-11058	200	7	frame	frame	NOUN
easat-11058	200	8	.	.	PUNCT
easat-11058	201	1	openpose	openpose	PROPN
easat-11058	201	2	extracted	extract	VERB
easat-11058	201	3	keypoints	keypoint	NOUN
easat-11058	201	4	,	,	PUNCT
easat-11058	201	5	which	which	PRON
easat-11058	201	6	were	be	AUX
easat-11058	201	7	then	then	ADV
easat-11058	201	8	forwarded	forward	VERB
easat-11058	201	9	to	to	ADP
easat-11058	201	10	the	the	DET
easat-11058	201	11	tcn	tcn	NOUN
easat-11058	201	12	for	for	ADP
easat-11058	201	13	behavior	behavior	NOUN
easat-11058	201	14	classification	classification	NOUN
easat-11058	201	15	.	.	PUNCT
easat-11058	202	1	4	4	X
easat-11058	202	2	)	)	PUNCT
easat-11058	202	3	human	human	ADJ
easat-11058	202	4	behavior	behavior	NOUN
easat-11058	202	5	detection	detection	NOUN
easat-11058	202	6	&	&	CCONJ
easat-11058	202	7	classification	classification	NOUN
easat-11058	202	8	.	.	PUNCT
easat-11058	203	1	the	the	DET
easat-11058	203	2	ai	ai	PROPN
easat-11058	203	3	edge	edge	NOUN
easat-11058	203	4	processor	processor	NOUN
easat-11058	203	5	continuously	continuously	ADV
easat-11058	203	6	analyzed	analyze	VERB
easat-11058	203	7	video	video	NOUN
easat-11058	203	8	frames	frame	NOUN
easat-11058	203	9	streamed	stream	VERB
easat-11058	203	10	from	from	ADP
easat-11058	203	11	the	the	DET
easat-11058	203	12	ip	ip	NOUN
easat-11058	203	13	camera	camera	NOUN
easat-11058	203	14	to	to	PART
easat-11058	203	15	detect	detect	VERB
easat-11058	203	16	the	the	DET
easat-11058	203	17	presence	presence	NOUN
easat-11058	203	18	of	of	ADP
easat-11058	203	19	human	human	ADJ
easat-11058	203	20	subjects	subject	NOUN
easat-11058	203	21	.	.	PUNCT
easat-11058	204	1	upon	upon	SCONJ
easat-11058	204	2	detection	detection	NOUN
easat-11058	204	3	,	,	PUNCT
easat-11058	204	4	the	the	DET
easat-11058	204	5	processor	processor	NOUN
easat-11058	204	6	extracted	extract	VERB
easat-11058	204	7	relevant	relevant	ADJ
easat-11058	204	8	keypoint	keypoint	NOUN
easat-11058	204	9	features	feature	NOUN
easat-11058	204	10	and	and	CCONJ
easat-11058	204	11	inferred	infer	VERB
easat-11058	204	12	the	the	DET
easat-11058	204	13	associated	associated	ADJ
easat-11058	204	14	behavior	behavior	NOUN
easat-11058	204	15	.	.	PUNCT
easat-11058	205	1	when	when	SCONJ
easat-11058	205	2	an	an	DET
easat-11058	205	3	observed	observed	ADJ
easat-11058	205	4	action	action	NOUN
easat-11058	205	5	matched	match	VERB
easat-11058	205	6	one	one	NUM
easat-11058	205	7	of	of	ADP
easat-11058	205	8	the	the	DET
easat-11058	205	9	model	model	NOUN
easat-11058	205	10	’s	’s	PART
easat-11058	205	11	trained	train	VERB
easat-11058	205	12	categories	category	NOUN
easat-11058	205	13	standing	stand	VERB
easat-11058	205	14	,	,	PUNCT
easat-11058	205	15	sitting	sit	VERB
easat-11058	205	16	,	,	PUNCT
easat-11058	205	17	falling	fall	VERB
easat-11058	205	18	,	,	PUNCT
easat-11058	205	19	walking	walking	NOUN
easat-11058	205	20	,	,	PUNCT
easat-11058	205	21	running	run	VERB
easat-11058	205	22	,	,	PUNCT
easat-11058	205	23	or	or	CCONJ
easat-11058	205	24	punching	punch	VERB
easat-11058	205	25	the	the	DET
easat-11058	205	26	event	event	NOUN
easat-11058	205	27	was	be	AUX
easat-11058	205	28	recognized	recognize	VERB
easat-11058	205	29	,	,	PUNCT
easat-11058	205	30	and	and	CCONJ
easat-11058	205	31	a	a	DET
easat-11058	205	32	snapshot	snapshot	NOUN
easat-11058	205	33	was	be	AUX
easat-11058	205	34	captured	capture	VERB
easat-11058	205	35	immediately	immediately	ADV
easat-11058	205	36	.	.	PUNCT
easat-11058	206	1	an	an	DET
easat-11058	206	2	alert	alert	NOUN
easat-11058	206	3	was	be	AUX
easat-11058	206	4	then	then	ADV
easat-11058	206	5	issued	issue	VERB
easat-11058	206	6	by	by	ADP
easat-11058	206	7	the	the	DET
easat-11058	206	8	server	server	NOUN
easat-11058	206	9	in	in	ADP
easat-11058	206	10	accordance	accordance	NOUN
easat-11058	206	11	with	with	ADP
easat-11058	206	12	the	the	DET
easat-11058	206	13	predefined	predefine	VERB
easat-11058	206	14	notification	notification	NOUN
easat-11058	206	15	policy	policy	NOUN
easat-11058	206	16	,	,	PUNCT
easat-11058	206	17	which	which	PRON
easat-11058	206	18	prioritized	prioritize	VERB
easat-11058	206	19	behaviors	behavior	NOUN
easat-11058	206	20	based	base	VERB
easat-11058	206	21	on	on	ADP
easat-11058	206	22	their	their	PRON
easat-11058	206	23	frequency	frequency	NOUN
easat-11058	206	24	and	and	CCONJ
easat-11058	206	25	severity	severity	NOUN
easat-11058	206	26	(	(	PUNCT
easat-11058	206	27	e.g.	e.g.	ADV
easat-11058	206	28	,	,	PUNCT
easat-11058	206	29	punching	punching	NOUN
easat-11058	206	30	or	or	CCONJ
easat-11058	206	31	running	running	NOUN
easat-11058	206	32	)	)	PUNCT
easat-11058	206	33	.	.	PUNCT
easat-11058	207	1	when	when	SCONJ
easat-11058	207	2	such	such	ADJ
easat-11058	207	3	behaviors	behavior	NOUN
easat-11058	207	4	were	be	AUX
easat-11058	207	5	detected	detect	VERB
easat-11058	207	6	,	,	PUNCT
easat-11058	207	7	the	the	DET
easat-11058	207	8	1116	1116	NUM
easat-11058	207	9	edelweiss	edelweiss	PROPN
easat-11058	207	10	applied	apply	VERB
easat-11058	207	11	science	science	NOUN
easat-11058	207	12	and	and	CCONJ
easat-11058	207	13	technology	technology	NOUN
easat-11058	207	14	issn	issn	PROPN
easat-11058	207	15	:	:	PUNCT
easat-11058	207	16	2576	2576	NUM
easat-11058	207	17	-	-	SYM
easat-11058	207	18	8484	8484	NUM
easat-11058	207	19	vol	vol	NOUN
easat-11058	207	20	.	.	PROPN
easat-11058	208	1	9	9	NUM
easat-11058	208	2	,	,	PUNCT
easat-11058	208	3	no	no	INTJ
easat-11058	208	4	.	.	NOUN
easat-11058	208	5	11	11	NUM
easat-11058	208	6	:	:	PUNCT
easat-11058	208	7	1108	1108	NUM
easat-11058	208	8	-	-	SYM
easat-11058	208	9	1120	1120	NUM
easat-11058	208	10	,	,	PUNCT
easat-11058	208	11	2025	2025	NUM
easat-11058	208	12	doi	doi	NOUN
easat-11058	208	13	:	:	PUNCT
easat-11058	208	14	10.55214/2576	10.55214/2576	NUM
easat-11058	208	15	-	-	SYM
easat-11058	208	16	8484.v9i11.11058	8484.v9i11.11058	NUM
easat-11058	208	17	©	©	ADP
easat-11058	208	18	2025	2025	NUM
easat-11058	208	19	by	by	ADP
easat-11058	208	20	the	the	DET
easat-11058	208	21	authors	author	NOUN
easat-11058	208	22	;	;	PUNCT
easat-11058	208	23	licensee	licensee	PROPN
easat-11058	208	24	learning	learn	VERB
easat-11058	208	25	gate	gate	NOUN
easat-11058	208	26	system	system	NOUN
easat-11058	208	27	automatically	automatically	ADV
easat-11058	208	28	dispatched	dispatch	VERB
easat-11058	208	29	a	a	DET
easat-11058	208	30	notification	notification	NOUN
easat-11058	208	31	and	and	CCONJ
easat-11058	208	32	displayed	display	VERB
easat-11058	208	33	the	the	DET
easat-11058	208	34	corresponding	corresponding	ADJ
easat-11058	208	35	captured	capture	VERB
easat-11058	208	36	image	image	NOUN
easat-11058	208	37	.	.	PUNCT
easat-11058	209	1	the	the	DET
easat-11058	209	2	process	process	NOUN
easat-11058	209	3	of	of	ADP
easat-11058	209	4	human	human	ADJ
easat-11058	209	5	behavior	behavior	NOUN
easat-11058	209	6	detection	detection	NOUN
easat-11058	209	7	and	and	CCONJ
easat-11058	209	8	classification	classification	NOUN
easat-11058	209	9	is	be	AUX
easat-11058	209	10	illustrated	illustrate	VERB
easat-11058	209	11	in	in	ADP
easat-11058	209	12	figure	figure	NOUN
easat-11058	209	13	3	3	NUM
easat-11058	209	14	.	.	PUNCT
easat-11058	209	15	figure	figure	NOUN
easat-11058	209	16	3	3	NUM
easat-11058	209	17	.	.	PUNCT
easat-11058	210	1	the	the	DET
easat-11058	210	2	human	human	ADJ
easat-11058	210	3	behavior	behavior	NOUN
easat-11058	210	4	detection	detection	NOUN
easat-11058	210	5	&	&	CCONJ
easat-11058	210	6	classification	classification	NOUN
easat-11058	210	7	.	.	PUNCT
easat-11058	211	1	3.8	3.8	NUM
easat-11058	211	2	.	.	PUNCT
easat-11058	212	1	ethical	ethical	ADJ
easat-11058	212	2	considerations	consideration	NOUN
easat-11058	212	3	this	this	DET
easat-11058	212	4	study	study	NOUN
easat-11058	212	5	utilized	utilize	VERB
easat-11058	212	6	publicly	publicly	ADV
easat-11058	212	7	available	available	ADJ
easat-11058	212	8	and	and	CCONJ
easat-11058	212	9	anonymized	anonymize	VERB
easat-11058	212	10	datasets	dataset	NOUN
easat-11058	212	11	(	(	PUNCT
easat-11058	212	12	e.g.	e.g.	ADV
easat-11058	212	13	,	,	PUNCT
easat-11058	212	14	mpii	mpii	PROPN
easat-11058	212	15	human	human	PROPN
easat-11058	212	16	pose	pose	NOUN
easat-11058	212	17	dataset	dataset	NOUN
easat-11058	212	18	)	)	PUNCT
easat-11058	212	19	for	for	ADP
easat-11058	212	20	training	training	NOUN
easat-11058	212	21	and	and	CCONJ
easat-11058	212	22	evaluation	evaluation	NOUN
easat-11058	212	23	.	.	PUNCT
easat-11058	213	1	field	field	NOUN
easat-11058	213	2	tests	test	NOUN
easat-11058	213	3	,	,	PUNCT
easat-11058	213	4	as	as	SCONJ
easat-11058	213	5	described	describe	VERB
easat-11058	213	6	in	in	ADP
easat-11058	213	7	section	section	NOUN
easat-11058	213	8	3.7	3.7	NUM
easat-11058	213	9	,	,	PUNCT
easat-11058	213	10	were	be	AUX
easat-11058	213	11	conducted	conduct	VERB
easat-11058	213	12	on	on	ADP
easat-11058	213	13	public	public	ADJ
easat-11058	213	14	camera	camera	NOUN
easat-11058	213	15	feeds	feed	VERB
easat-11058	213	16	without	without	ADP
easat-11058	213	17	recording	recording	NOUN
easat-11058	213	18	or	or	CCONJ
easat-11058	213	19	identifying	identify	VERB
easat-11058	213	20	individuals	individual	NOUN
easat-11058	213	21	.	.	PUNCT
easat-11058	214	1	therefore	therefore	ADV
easat-11058	214	2	,	,	PUNCT
easat-11058	214	3	formal	formal	ADJ
easat-11058	214	4	institutional	institutional	ADJ
easat-11058	214	5	review	review	NOUN
easat-11058	214	6	board	board	NOUN
easat-11058	214	7	(	(	PUNCT
easat-11058	214	8	irb	irb	PROPN
easat-11058	214	9	)	)	PUNCT
easat-11058	214	10	approval	approval	NOUN
easat-11058	214	11	was	be	AUX
easat-11058	214	12	not	not	PART
easat-11058	214	13	required	require	VERB
easat-11058	214	14	.	.	PUNCT
easat-11058	215	1	4	4	X
easat-11058	215	2	.	.	X
easat-11058	215	3	results	result	VERB
easat-11058	215	4	4.1	4.1	NUM
easat-11058	215	5	.	.	PUNCT
easat-11058	216	1	evaluation	evaluation	NOUN
easat-11058	216	2	of	of	ADP
easat-11058	216	3	model	model	NOUN
easat-11058	216	4	performance	performance	NOUN
easat-11058	216	5	in	in	ADP
easat-11058	216	6	human	human	ADJ
easat-11058	216	7	behavior	behavior	NOUN
easat-11058	216	8	detection	detection	NOUN
easat-11058	216	9	the	the	DET
easat-11058	216	10	detailed	detailed	ADJ
easat-11058	216	11	experimental	experimental	ADJ
easat-11058	216	12	results	result	NOUN
easat-11058	216	13	and	and	CCONJ
easat-11058	216	14	comparison	comparison	NOUN
easat-11058	216	15	of	of	ADP
easat-11058	216	16	accuracy	accuracy	NOUN
easat-11058	216	17	,	,	PUNCT
easat-11058	216	18	precision	precision	NOUN
easat-11058	216	19	,	,	PUNCT
easat-11058	216	20	recall	recall	NOUN
easat-11058	216	21	,	,	PUNCT
easat-11058	216	22	and	and	CCONJ
easat-11058	216	23	f1	f1	NOUN
easat-11058	216	24	-	-	PUNCT
easat-11058	216	25	score	score	NOUN
easat-11058	216	26	for	for	ADP
easat-11058	216	27	different	different	ADJ
easat-11058	216	28	models	model	NOUN
easat-11058	216	29	are	be	AUX
easat-11058	216	30	illustrated	illustrate	VERB
easat-11058	216	31	in	in	ADP
easat-11058	216	32	table	table	NOUN
easat-11058	216	33	2	2	NUM
easat-11058	216	34	.	.	PUNCT
easat-11058	216	35	table	table	NOUN
easat-11058	216	36	2	2	NUM
easat-11058	216	37	.	.	PUNCT
easat-11058	216	38	comparison	comparison	NOUN
easat-11058	216	39	of	of	ADP
easat-11058	216	40	accuracy	accuracy	NOUN
easat-11058	216	41	,	,	PUNCT
easat-11058	216	42	precision	precision	NOUN
easat-11058	216	43	,	,	PUNCT
easat-11058	216	44	recall	recall	NOUN
easat-11058	216	45	,	,	PUNCT
easat-11058	216	46	and	and	CCONJ
easat-11058	216	47	f1	f1	NOUN
easat-11058	216	48	-	-	PUNCT
easat-11058	216	49	score	score	NOUN
easat-11058	216	50	for	for	ADP
easat-11058	216	51	different	different	ADJ
easat-11058	216	52	models	model	NOUN
easat-11058	216	53	.	.	PUNCT
easat-11058	217	1	behavior	behavior	NOUN
easat-11058	217	2	model	model	NOUN
easat-11058	217	3	accuracy	accuracy	NOUN
easat-11058	217	4	(	(	PUNCT
easat-11058	217	5	%	%	INTJ
easat-11058	217	6	)	)	PUNCT
easat-11058	217	7	precision	precision	NOUN
easat-11058	217	8	(	(	PUNCT
easat-11058	217	9	%	%	INTJ
easat-11058	217	10	)	)	PUNCT
easat-11058	217	11	recall	recall	NOUN
easat-11058	217	12	(	(	PUNCT
easat-11058	217	13	%	%	NOUN
easat-11058	217	14	)	)	PUNCT
easat-11058	217	15	f1	f1	NOUN
easat-11058	217	16	-	-	PUNCT
easat-11058	217	17	score	score	NOUN
easat-11058	217	18	(	(	PUNCT
easat-11058	217	19	%	%	INTJ
easat-11058	217	20	)	)	PUNCT
easat-11058	217	21	standing	stand	VERB
easat-11058	217	22	openpose	openpose	NOUN
easat-11058	218	1	+	+	CCONJ
easat-11058	218	2	lstm	lstm	PROPN
easat-11058	218	3	92	92	NUM
easat-11058	218	4	91	91	NUM
easat-11058	218	5	93	93	NUM
easat-11058	218	6	92	92	NUM
easat-11058	218	7	openpose	openpose	NOUN
easat-11058	218	8	+	+	CCONJ
easat-11058	218	9	tcn	tcn	PROPN
easat-11058	218	10	98	98	NUM
easat-11058	218	11	94	94	NUM
easat-11058	218	12	96	96	NUM
easat-11058	218	13	95	95	NUM
easat-11058	218	14	sitting	sit	VERB
easat-11058	218	15	openpose	openpose	NOUN
easat-11058	218	16	+	+	CCONJ
easat-11058	218	17	lstm	lstm	PROPN
easat-11058	218	18	90	90	NUM
easat-11058	218	19	89	89	NUM
easat-11058	218	20	91	91	NUM
easat-11058	218	21	90	90	NUM
easat-11058	218	22	openpose	openpose	NOUN
easat-11058	219	1	+	+	CCONJ
easat-11058	220	1	tcn	tcn	PROPN
easat-11058	220	2	97	97	NUM
easat-11058	220	3	93	93	NUM
easat-11058	220	4	95	95	NUM
easat-11058	220	5	94	94	NUM
easat-11058	220	6	falling	fall	VERB
easat-11058	220	7	openpose	openpose	NOUN
easat-11058	221	1	+	+	CCONJ
easat-11058	221	2	lstm	lstm	NOUN
easat-11058	221	3	89	89	NUM
easat-11058	221	4	88	88	NUM
easat-11058	221	5	90	90	NUM
easat-11058	221	6	89	89	NUM
easat-11058	221	7	openpose	openpose	NOUN
easat-11058	221	8	+	+	CCONJ
easat-11058	221	9	tcn	tcn	VERB
easat-11058	221	10	93	93	NUM
easat-11058	221	11	92	92	NUM
easat-11058	221	12	94	94	NUM
easat-11058	221	13	93	93	NUM
easat-11058	221	14	walking	walk	VERB
easat-11058	221	15	openpose	openpose	NOUN
easat-11058	222	1	+	+	CCONJ
easat-11058	222	2	lstm	lstm	PROPN
easat-11058	222	3	85	85	NUM
easat-11058	222	4	84	84	NUM
easat-11058	222	5	87	87	NUM
easat-11058	222	6	85	85	NUM
easat-11058	222	7	openpose	openpose	NOUN
easat-11058	222	8	+	+	CCONJ
easat-11058	222	9	tcn	tcn	VERB
easat-11058	222	10	91	91	NUM
easat-11058	222	11	90	90	NUM
easat-11058	222	12	92	92	NUM
easat-11058	222	13	91	91	NUM
easat-11058	222	14	running	run	VERB
easat-11058	222	15	openpose	openpose	NOUN
easat-11058	222	16	+	+	CCONJ
easat-11058	222	17	lstm	lstm	PROPN
easat-11058	222	18	80	80	NUM
easat-11058	222	19	79	79	NUM
easat-11058	222	20	82	82	NUM
easat-11058	222	21	80	80	NUM
easat-11058	222	22	openpose	openpose	NOUN
easat-11058	222	23	+	+	CCONJ
easat-11058	222	24	tcn	tcn	PROPN
easat-11058	222	25	88	88	NUM
easat-11058	222	26	87	87	NUM
easat-11058	222	27	89	89	NUM
easat-11058	222	28	88	88	NUM
easat-11058	222	29	punching	punching	NOUN
easat-11058	222	30	openpose	openpose	NOUN
easat-11058	222	31	+	+	CCONJ
easat-11058	222	32	lstm	lstm	PROPN
easat-11058	222	33	78	78	NUM
easat-11058	222	34	77	77	NUM
easat-11058	222	35	79	79	NUM
easat-11058	222	36	78	78	NUM
easat-11058	222	37	openpose	openpose	NOUN
easat-11058	222	38	+	+	CCONJ
easat-11058	222	39	tcn	tcn	PROPN
easat-11058	222	40	85	85	NUM
easat-11058	222	41	84	84	NUM
easat-11058	222	42	87	87	NUM
easat-11058	222	43	85	85	NUM
easat-11058	222	44	1117	1117	NUM
easat-11058	222	45	edelweiss	edelweiss	PROPN
easat-11058	222	46	applied	apply	VERB
easat-11058	222	47	science	science	NOUN
easat-11058	222	48	and	and	CCONJ
easat-11058	222	49	technology	technology	NOUN
easat-11058	222	50	issn	issn	PROPN
easat-11058	222	51	:	:	PUNCT
easat-11058	222	52	2576	2576	NUM
easat-11058	222	53	-	-	SYM
easat-11058	222	54	8484	8484	NUM
easat-11058	222	55	vol	vol	NOUN
easat-11058	222	56	.	.	PROPN
easat-11058	223	1	9	9	NUM
easat-11058	223	2	,	,	PUNCT
easat-11058	223	3	no	no	INTJ
easat-11058	223	4	.	.	NOUN
easat-11058	223	5	11	11	NUM
easat-11058	223	6	:	:	PUNCT
easat-11058	223	7	1108	1108	NUM
easat-11058	223	8	-	-	SYM
easat-11058	223	9	1120	1120	NUM
easat-11058	223	10	,	,	PUNCT
easat-11058	223	11	2025	2025	NUM
easat-11058	223	12	doi	doi	NOUN
easat-11058	223	13	:	:	PUNCT
easat-11058	223	14	10.55214/2576	10.55214/2576	NUM
easat-11058	223	15	-	-	SYM
easat-11058	223	16	8484.v9i11.11058	8484.v9i11.11058	NUM
easat-11058	223	17	©	©	ADP
easat-11058	223	18	2025	2025	NUM
easat-11058	223	19	by	by	ADP
easat-11058	223	20	the	the	DET
easat-11058	223	21	authors	author	NOUN
easat-11058	223	22	;	;	PUNCT
easat-11058	223	23	licensee	licensee	PROPN
easat-11058	223	24	learning	learning	NOUN
easat-11058	223	25	gate	gate	VERB
easat-11058	223	26	4.2	4.2	NUM
easat-11058	223	27	.	.	PUNCT
easat-11058	224	1	comparative	comparative	ADJ
easat-11058	224	2	analysis	analysis	NOUN
easat-11058	224	3	of	of	ADP
easat-11058	224	4	models	model	NOUN
easat-11058	224	5	4.2.1	4.2.1	NUM
easat-11058	224	6	.	.	PUNCT
easat-11058	225	1	accuracy	accuracy	NOUN
easat-11058	225	2	the	the	DET
easat-11058	225	3	openpose	openpose	NOUN
easat-11058	225	4	combined	combine	VERB
easat-11058	225	5	with	with	ADP
easat-11058	225	6	the	the	DET
easat-11058	225	7	tcn	tcn	NOUN
easat-11058	225	8	model	model	NOUN
easat-11058	225	9	surpassed	surpass	VERB
easat-11058	225	10	the	the	DET
easat-11058	225	11	openpose	openpose	NOUN
easat-11058	225	12	with	with	ADP
easat-11058	225	13	lstm	lstm	NOUN
easat-11058	225	14	across	across	ADP
easat-11058	225	15	all	all	DET
easat-11058	225	16	behavioral	behavioral	ADJ
easat-11058	225	17	categories	category	NOUN
easat-11058	225	18	,	,	PUNCT
easat-11058	225	19	yielding	yield	VERB
easat-11058	225	20	an	an	DET
easat-11058	225	21	average	average	ADJ
easat-11058	225	22	accuracy	accuracy	NOUN
easat-11058	225	23	enhancement	enhancement	NOUN
easat-11058	225	24	of	of	ADP
easat-11058	225	25	3%–8	3%–8	NUM
easat-11058	225	26	%	%	NOUN
easat-11058	225	27	.	.	PUNCT
easat-11058	226	1	the	the	DET
easat-11058	226	2	advantages	advantage	NOUN
easat-11058	226	3	of	of	ADP
easat-11058	226	4	integrating	integrate	VERB
easat-11058	226	5	openpose	openpose	PRON
easat-11058	226	6	with	with	ADP
easat-11058	226	7	tcn	tcn	PROPN
easat-11058	226	8	were	be	AUX
easat-11058	226	9	most	most	ADV
easat-11058	226	10	evident	evident	ADJ
easat-11058	226	11	in	in	ADP
easat-11058	226	12	complex	complex	ADJ
easat-11058	226	13	,	,	PUNCT
easat-11058	226	14	swift	swift	ADJ
easat-11058	226	15	movements	movement	NOUN
easat-11058	226	16	such	such	ADJ
easat-11058	226	17	as	as	ADP
easat-11058	226	18	running	run	VERB
easat-11058	226	19	and	and	CCONJ
easat-11058	226	20	punching	punching	NOUN
easat-11058	226	21	.	.	PUNCT
easat-11058	227	1	although	although	SCONJ
easat-11058	227	2	the	the	DET
easat-11058	227	3	lstm	lstm	PROPN
easat-11058	227	4	model	model	NOUN
easat-11058	227	5	achieved	achieve	VERB
easat-11058	227	6	commendable	commendable	ADJ
easat-11058	227	7	accuracy	accuracy	NOUN
easat-11058	227	8	for	for	ADP
easat-11058	227	9	basic	basic	ADJ
easat-11058	227	10	behaviors	behavior	NOUN
easat-11058	227	11	such	such	ADJ
easat-11058	227	12	as	as	ADP
easat-11058	227	13	standing	stand	VERB
easat-11058	227	14	and	and	CCONJ
easat-11058	227	15	sitting	sit	VERB
easat-11058	227	16	,	,	PUNCT
easat-11058	227	17	with	with	ADP
easat-11058	227	18	an	an	DET
easat-11058	227	19	average	average	ADJ
easat-11058	227	20	accuracy	accuracy	NOUN
easat-11058	227	21	of	of	ADP
easat-11058	227	22	around	around	ADV
easat-11058	227	23	90	90	NUM
easat-11058	227	24	%	%	NOUN
easat-11058	227	25	,	,	PUNCT
easat-11058	227	26	its	its	PRON
easat-11058	227	27	performance	performance	NOUN
easat-11058	227	28	dropped	drop	VERB
easat-11058	227	29	significantly	significantly	ADV
easat-11058	227	30	for	for	ADP
easat-11058	227	31	rapid	rapid	ADJ
easat-11058	227	32	-	-	PUNCT
easat-11058	227	33	movement	movement	NOUN
easat-11058	227	34	classes	class	NOUN
easat-11058	227	35	.	.	PUNCT
easat-11058	228	1	4.2.2	4.2.2	X
easat-11058	228	2	.	.	X
easat-11058	228	3	precision	precision	VERB
easat-11058	228	4	the	the	DET
easat-11058	228	5	openpose	openpose	NOUN
easat-11058	228	6	combined	combine	VERB
easat-11058	228	7	with	with	ADP
easat-11058	228	8	the	the	DET
easat-11058	228	9	tcn	tcn	PROPN
easat-11058	228	10	model	model	NOUN
easat-11058	228	11	exhibited	exhibit	VERB
easat-11058	228	12	superior	superior	ADJ
easat-11058	228	13	precision	precision	NOUN
easat-11058	228	14	scores	score	NOUN
easat-11058	228	15	for	for	ADP
easat-11058	228	16	all	all	DET
easat-11058	228	17	behavior	behavior	NOUN
easat-11058	228	18	classes	class	NOUN
easat-11058	228	19	when	when	SCONJ
easat-11058	228	20	compared	compare	VERB
easat-11058	228	21	to	to	ADP
easat-11058	228	22	the	the	DET
easat-11058	228	23	openpose	openpose	NOUN
easat-11058	228	24	combined	combine	VERB
easat-11058	228	25	with	with	ADP
easat-11058	228	26	the	the	DET
easat-11058	228	27	lstm	lstm	PROPN
easat-11058	228	28	model	model	NOUN
easat-11058	228	29	.	.	PUNCT
easat-11058	229	1	this	this	PRON
easat-11058	229	2	was	be	AUX
easat-11058	229	3	particularly	particularly	ADV
easat-11058	229	4	evident	evident	ADJ
easat-11058	229	5	in	in	ADP
easat-11058	229	6	high	high	ADJ
easat-11058	229	7	-	-	PUNCT
easat-11058	229	8	velocity	velocity	NOUN
easat-11058	229	9	actions	action	NOUN
easat-11058	229	10	such	such	ADJ
easat-11058	229	11	as	as	ADP
easat-11058	229	12	punching	punching	NOUN
easat-11058	229	13	,	,	PUNCT
easat-11058	229	14	where	where	SCONJ
easat-11058	229	15	tcn	tcn	PROPN
easat-11058	229	16	achieved	achieve	VERB
easat-11058	229	17	approximately	approximately	ADV
easat-11058	229	18	7	7	NUM
easat-11058	229	19	%	%	NOUN
easat-11058	229	20	higher	high	ADJ
easat-11058	229	21	precision	precision	NOUN
easat-11058	229	22	.	.	PUNCT
easat-11058	230	1	in	in	ADP
easat-11058	230	2	contrast	contrast	NOUN
easat-11058	230	3	,	,	PUNCT
easat-11058	230	4	the	the	DET
easat-11058	230	5	openpose	openpose	NUM
easat-11058	230	6	-	-	PUNCT
easat-11058	230	7	lstm	lstm	NOUN
easat-11058	230	8	model	model	NOUN
easat-11058	230	9	demonstrated	demonstrate	VERB
easat-11058	230	10	lower	low	ADJ
easat-11058	230	11	precision	precision	NOUN
easat-11058	230	12	in	in	ADP
easat-11058	230	13	behaviors	behavior	NOUN
easat-11058	230	14	requiring	require	VERB
easat-11058	230	15	complex	complex	ADJ
easat-11058	230	16	temporal	temporal	ADJ
easat-11058	230	17	analysis	analysis	NOUN
easat-11058	230	18	,	,	PUNCT
easat-11058	230	19	such	such	ADJ
easat-11058	230	20	as	as	ADP
easat-11058	230	21	falling	fall	VERB
easat-11058	230	22	and	and	CCONJ
easat-11058	230	23	running	run	VERB
easat-11058	230	24	.	.	PUNCT
easat-11058	231	1	4.2.3	4.2.3	X
easat-11058	231	2	.	.	PUNCT
easat-11058	232	1	recall	recall	VERB
easat-11058	232	2	the	the	DET
easat-11058	232	3	openpose	openpose	NOUN
easat-11058	232	4	combined	combine	VERB
easat-11058	232	5	with	with	ADP
easat-11058	232	6	the	the	DET
easat-11058	232	7	tcn	tcn	PROPN
easat-11058	232	8	model	model	NOUN
easat-11058	232	9	exhibited	exhibit	VERB
easat-11058	232	10	enhanced	enhanced	ADJ
easat-11058	232	11	recall	recall	NOUN
easat-11058	232	12	in	in	ADP
easat-11058	232	13	intricate	intricate	ADJ
easat-11058	232	14	behaviors	behavior	NOUN
easat-11058	232	15	such	such	ADJ
easat-11058	232	16	as	as	ADP
easat-11058	232	17	walking	walk	VERB
easat-11058	232	18	,	,	PUNCT
easat-11058	232	19	running	run	VERB
easat-11058	232	20	,	,	PUNCT
easat-11058	232	21	and	and	CCONJ
easat-11058	232	22	punching	punching	NOUN
easat-11058	232	23	,	,	PUNCT
easat-11058	232	24	indicating	indicate	VERB
easat-11058	232	25	superior	superior	ADJ
easat-11058	232	26	efficacy	efficacy	NOUN
easat-11058	232	27	in	in	ADP
easat-11058	232	28	retrieving	retrieve	VERB
easat-11058	232	29	pertinent	pertinent	ADJ
easat-11058	232	30	behavioral	behavioral	ADJ
easat-11058	232	31	instances	instance	NOUN
easat-11058	232	32	.	.	PUNCT
easat-11058	233	1	in	in	ADP
easat-11058	233	2	contrast	contrast	NOUN
easat-11058	233	3	,	,	PUNCT
easat-11058	233	4	the	the	DET
easat-11058	233	5	openpose	openpose	NOUN
easat-11058	233	6	–	–	PUNCT
easat-11058	233	7	lstm	lstm	NOUN
easat-11058	233	8	model	model	NOUN
easat-11058	233	9	showed	show	VERB
easat-11058	233	10	lower	low	ADJ
easat-11058	233	11	recall	recall	NOUN
easat-11058	233	12	for	for	ADP
easat-11058	233	13	behaviors	behavior	NOUN
easat-11058	233	14	that	that	PRON
easat-11058	233	15	rely	rely	VERB
easat-11058	233	16	heavily	heavily	ADV
easat-11058	233	17	on	on	ADP
easat-11058	233	18	tracking	track	VERB
easat-11058	233	19	swift	swift	ADJ
easat-11058	233	20	positional	positional	ADJ
easat-11058	233	21	alterations	alteration	NOUN
easat-11058	233	22	,	,	PUNCT
easat-11058	233	23	with	with	ADP
easat-11058	233	24	particularly	particularly	ADV
easat-11058	233	25	diminished	diminish	VERB
easat-11058	233	26	performance	performance	NOUN
easat-11058	233	27	observed	observe	VERB
easat-11058	233	28	in	in	ADP
easat-11058	233	29	the	the	DET
easat-11058	233	30	running	run	VERB
easat-11058	233	31	class	class	NOUN
easat-11058	233	32	.	.	PUNCT
easat-11058	234	1	4.2.4	4.2.4	X
easat-11058	234	2	.	.	PUNCT
easat-11058	234	3	f1	f1	NOUN
easat-11058	234	4	-	-	PUNCT
easat-11058	234	5	score	score	NOUN
easat-11058	234	6	the	the	DET
easat-11058	234	7	openpose	openpose	NOUN
easat-11058	234	8	combined	combine	VERB
easat-11058	234	9	with	with	ADP
easat-11058	234	10	the	the	DET
easat-11058	234	11	tcn	tcn	NOUN
easat-11058	234	12	model	model	NOUN
easat-11058	234	13	produced	produce	VERB
easat-11058	234	14	superior	superior	ADJ
easat-11058	234	15	f1	f1	NOUN
easat-11058	234	16	-	-	PUNCT
easat-11058	234	17	scores	score	NOUN
easat-11058	234	18	compared	compare	VERB
easat-11058	234	19	to	to	ADP
easat-11058	234	20	the	the	DET
easat-11058	234	21	openpose	openpose	NOUN
easat-11058	234	22	combined	combine	VERB
easat-11058	234	23	with	with	ADP
easat-11058	234	24	the	the	DET
easat-11058	234	25	lstm	lstm	PROPN
easat-11058	234	26	model	model	NOUN
easat-11058	234	27	across	across	ADP
easat-11058	234	28	all	all	DET
easat-11058	234	29	behavior	behavior	NOUN
easat-11058	234	30	classes	class	NOUN
easat-11058	234	31	.	.	PUNCT
easat-11058	235	1	notably	notably	ADV
easat-11058	235	2	,	,	PUNCT
easat-11058	235	3	improvements	improvement	NOUN
easat-11058	235	4	of	of	ADP
easat-11058	235	5	approximately	approximately	ADV
easat-11058	235	6	7	7	NUM
easat-11058	235	7	%	%	NOUN
easat-11058	235	8	to	to	PART
easat-11058	235	9	8	8	NUM
easat-11058	235	10	%	%	NOUN
easat-11058	235	11	were	be	AUX
easat-11058	235	12	observed	observe	VERB
easat-11058	235	13	in	in	ADP
easat-11058	235	14	high	high	ADJ
easat-11058	235	15	-	-	PUNCT
easat-11058	235	16	velocity	velocity	NOUN
easat-11058	235	17	actions	action	NOUN
easat-11058	235	18	such	such	ADJ
easat-11058	235	19	as	as	ADP
easat-11058	235	20	running	run	VERB
easat-11058	235	21	and	and	CCONJ
easat-11058	235	22	punching	punching	NOUN
easat-11058	235	23	.	.	PUNCT
easat-11058	236	1	while	while	SCONJ
easat-11058	236	2	the	the	DET
easat-11058	236	3	openpose	openpose	PROPN
easat-11058	236	4	–	–	PUNCT
easat-11058	236	5	lstm	lstm	NOUN
easat-11058	236	6	model	model	NOUN
easat-11058	236	7	maintained	maintain	VERB
easat-11058	236	8	strong	strong	ADJ
easat-11058	236	9	performance	performance	NOUN
easat-11058	236	10	in	in	ADP
easat-11058	236	11	simpler	simple	ADJ
easat-11058	236	12	behaviors	behavior	NOUN
easat-11058	236	13	like	like	ADP
easat-11058	236	14	standing	stand	VERB
easat-11058	236	15	and	and	CCONJ
easat-11058	236	16	sitting	sit	VERB
easat-11058	236	17	,	,	PUNCT
easat-11058	236	18	it	it	PRON
easat-11058	236	19	exhibited	exhibit	VERB
easat-11058	236	20	lower	low	ADJ
easat-11058	236	21	f1	f1	NOUN
easat-11058	236	22	-	-	PUNCT
easat-11058	236	23	scores	score	NOUN
easat-11058	236	24	in	in	ADP
easat-11058	236	25	more	more	ADV
easat-11058	236	26	complex	complex	ADJ
easat-11058	236	27	,	,	PUNCT
easat-11058	236	28	dynamic	dynamic	ADJ
easat-11058	236	29	behaviors	behavior	NOUN
easat-11058	236	30	.	.	PUNCT
easat-11058	237	1	4.3	4.3	NUM
easat-11058	237	2	.	.	PUNCT
easat-11058	237	3	summary	summary	NOUN
easat-11058	237	4	of	of	ADP
easat-11058	237	5	model	model	NOUN
easat-11058	237	6	performance	performance	NOUN
easat-11058	237	7	for	for	ADP
easat-11058	237	8	human	human	ADJ
easat-11058	237	9	behavior	behavior	NOUN
easat-11058	237	10	detection	detection	NOUN
easat-11058	237	11	the	the	DET
easat-11058	237	12	openpose	openpose	NOUN
easat-11058	237	13	combined	combine	VERB
easat-11058	237	14	with	with	ADP
easat-11058	237	15	the	the	DET
easat-11058	237	16	tcn	tcn	NOUN
easat-11058	237	17	model	model	NOUN
easat-11058	237	18	demonstrated	demonstrate	VERB
easat-11058	237	19	outstanding	outstanding	ADJ
easat-11058	237	20	effectiveness	effectiveness	NOUN
easat-11058	237	21	in	in	ADP
easat-11058	237	22	recognizing	recognize	VERB
easat-11058	237	23	complex	complex	ADJ
easat-11058	237	24	and	and	CCONJ
easat-11058	237	25	swift	swift	ADJ
easat-11058	237	26	-	-	PUNCT
easat-11058	237	27	motion	motion	NOUN
easat-11058	237	28	behaviors	behavior	NOUN
easat-11058	237	29	due	due	ADP
easat-11058	237	30	to	to	ADP
easat-11058	237	31	its	its	PRON
easat-11058	237	32	proficiency	proficiency	NOUN
easat-11058	237	33	in	in	ADP
easat-11058	237	34	analyzing	analyze	VERB
easat-11058	237	35	temporal	temporal	ADJ
easat-11058	237	36	sequences	sequence	NOUN
easat-11058	237	37	.	.	PUNCT
easat-11058	238	1	it	it	PRON
easat-11058	238	2	achieved	achieve	VERB
easat-11058	238	3	a	a	DET
easat-11058	238	4	high	high	ADJ
easat-11058	238	5	degree	degree	NOUN
easat-11058	238	6	of	of	ADP
easat-11058	238	7	accuracy	accuracy	NOUN
easat-11058	238	8	and	and	CCONJ
easat-11058	238	9	maintained	maintain	VERB
easat-11058	238	10	a	a	DET
easat-11058	238	11	good	good	ADJ
easat-11058	238	12	balance	balance	NOUN
easat-11058	238	13	between	between	ADP
easat-11058	238	14	precision	precision	NOUN
easat-11058	238	15	and	and	CCONJ
easat-11058	238	16	recall	recall	NOUN
easat-11058	238	17	.	.	PUNCT
easat-11058	239	1	although	although	SCONJ
easat-11058	239	2	the	the	DET
easat-11058	239	3	openpose	openpose	NOUN
easat-11058	239	4	combined	combine	VERB
easat-11058	239	5	with	with	ADP
easat-11058	239	6	the	the	DET
easat-11058	239	7	lstm	lstm	PROPN
easat-11058	239	8	model	model	NOUN
easat-11058	239	9	exhibited	exhibit	VERB
easat-11058	239	10	lower	low	ADJ
easat-11058	239	11	overall	overall	ADJ
easat-11058	239	12	performance	performance	NOUN
easat-11058	239	13	,	,	PUNCT
easat-11058	239	14	it	it	PRON
easat-11058	239	15	proved	prove	VERB
easat-11058	239	16	more	more	ADV
easat-11058	239	17	suitable	suitable	ADJ
easat-11058	239	18	for	for	ADP
easat-11058	239	19	simple	simple	ADJ
easat-11058	239	20	,	,	PUNCT
easat-11058	239	21	stationary	stationary	ADJ
easat-11058	239	22	behaviors	behavior	NOUN
easat-11058	239	23	that	that	PRON
easat-11058	239	24	require	require	VERB
easat-11058	239	25	minimal	minimal	ADJ
easat-11058	239	26	temporal	temporal	ADJ
easat-11058	239	27	analysis	analysis	NOUN
easat-11058	239	28	,	,	PUNCT
easat-11058	239	29	such	such	ADJ
easat-11058	239	30	as	as	ADP
easat-11058	239	31	standing	stand	VERB
easat-11058	239	32	and	and	CCONJ
easat-11058	239	33	sitting	sit	VERB
easat-11058	239	34	.	.	PUNCT
easat-11058	240	1	therefore	therefore	ADV
easat-11058	240	2	,	,	PUNCT
easat-11058	240	3	model	model	NOUN
easat-11058	240	4	selection	selection	NOUN
easat-11058	240	5	should	should	AUX
easat-11058	240	6	be	be	AUX
easat-11058	240	7	guided	guide	VERB
easat-11058	240	8	by	by	ADP
easat-11058	240	9	the	the	DET
easat-11058	240	10	specific	specific	ADJ
easat-11058	240	11	operational	operational	ADJ
easat-11058	240	12	requirements	requirement	NOUN
easat-11058	240	13	of	of	ADP
easat-11058	240	14	the	the	DET
easat-11058	240	15	surveillance	surveillance	NOUN
easat-11058	240	16	system	system	NOUN
easat-11058	240	17	.	.	PUNCT
easat-11058	241	1	for	for	ADP
easat-11058	241	2	applications	application	NOUN
easat-11058	241	3	requiring	require	VERB
easat-11058	241	4	rapid	rapid	ADJ
easat-11058	241	5	and	and	CCONJ
easat-11058	241	6	accurate	accurate	ADJ
easat-11058	241	7	detection	detection	NOUN
easat-11058	241	8	of	of	ADP
easat-11058	241	9	complex	complex	ADJ
easat-11058	241	10	human	human	ADJ
easat-11058	241	11	behaviors	behavior	NOUN
easat-11058	241	12	,	,	PUNCT
easat-11058	241	13	the	the	DET
easat-11058	241	14	tcn	tcn	NOUN
easat-11058	241	15	-	-	PUNCT
easat-11058	241	16	based	base	VERB
easat-11058	241	17	approach	approach	NOUN
easat-11058	241	18	offers	offer	VERB
easat-11058	241	19	superior	superior	ADJ
easat-11058	241	20	reliability	reliability	NOUN
easat-11058	241	21	and	and	CCONJ
easat-11058	241	22	responsiveness	responsiveness	NOUN
easat-11058	241	23	,	,	PUNCT
easat-11058	241	24	making	make	VERB
easat-11058	241	25	it	it	PRON
easat-11058	241	26	especially	especially	ADV
easat-11058	241	27	well	well	ADV
easat-11058	241	28	-	-	PUNCT
easat-11058	241	29	suited	suit	VERB
easat-11058	241	30	for	for	ADP
easat-11058	241	31	real	real	ADJ
easat-11058	241	32	-	-	PUNCT
easat-11058	241	33	time	time	NOUN
easat-11058	241	34	surveillance	surveillance	NOUN
easat-11058	241	35	scenarios	scenario	NOUN
easat-11058	241	36	.	.	PUNCT
easat-11058	242	1	4.4	4.4	NUM
easat-11058	242	2	.	.	PUNCT
easat-11058	243	1	summary	summary	NOUN
easat-11058	243	2	of	of	ADP
easat-11058	243	3	model	model	NOUN
easat-11058	243	4	performance	performance	NOUN
easat-11058	243	5	assessed	assess	VERB
easat-11058	243	6	by	by	ADP
easat-11058	243	7	a	a	DET
easat-11058	243	8	confusion	confusion	NOUN
easat-11058	243	9	matrix	matrix	NOUN
easat-11058	243	10	the	the	DET
easat-11058	243	11	classifier	classifier	NOUN
easat-11058	243	12	was	be	AUX
easat-11058	243	13	evaluated	evaluate	VERB
easat-11058	243	14	across	across	ADP
easat-11058	243	15	six	six	NUM
easat-11058	243	16	behavior	behavior	NOUN
easat-11058	243	17	classes	class	NOUN
easat-11058	243	18	,	,	PUNCT
easat-11058	243	19	each	each	PRON
easat-11058	243	20	comprising	comprise	VERB
easat-11058	243	21	100	100	NUM
easat-11058	243	22	ground	ground	NOUN
easat-11058	243	23	-	-	PUNCT
easat-11058	243	24	truth	truth	NOUN
easat-11058	243	25	instances	instance	NOUN
easat-11058	243	26	.	.	PUNCT
easat-11058	244	1	the	the	DET
easat-11058	244	2	cross	cross	NOUN
easat-11058	244	3	-	-	NOUN
easat-11058	244	4	tabulation	tabulation	NOUN
easat-11058	244	5	of	of	ADP
easat-11058	244	6	true	true	ADJ
easat-11058	244	7	labels	label	NOUN
easat-11058	244	8	versus	versus	ADP
easat-11058	244	9	predicted	predict	VERB
easat-11058	244	10	labels	label	NOUN
easat-11058	244	11	is	be	AUX
easat-11058	244	12	presented	present	VERB
easat-11058	244	13	in	in	ADP
easat-11058	244	14	table	table	NOUN
easat-11058	244	15	3	3	NUM
easat-11058	244	16	,	,	PUNCT
easat-11058	244	17	illustrating	illustrate	VERB
easat-11058	244	18	the	the	DET
easat-11058	244	19	classification	classification	NOUN
easat-11058	244	20	outcomes	outcome	NOUN
easat-11058	244	21	for	for	ADP
easat-11058	244	22	each	each	DET
easat-11058	244	23	behavior	behavior	NOUN
easat-11058	244	24	class	class	NOUN
easat-11058	244	25	.	.	PUNCT
easat-11058	245	1	1118	1118	NUM
easat-11058	245	2	edelweiss	edelweiss	PROPN
easat-11058	245	3	applied	apply	VERB
easat-11058	245	4	science	science	NOUN
easat-11058	245	5	and	and	CCONJ
easat-11058	245	6	technology	technology	NOUN
easat-11058	245	7	issn	issn	PROPN
easat-11058	245	8	:	:	PUNCT
easat-11058	245	9	2576	2576	NUM
easat-11058	245	10	-	-	SYM
easat-11058	245	11	8484	8484	NUM
easat-11058	245	12	vol	vol	NOUN
easat-11058	245	13	.	.	PROPN
easat-11058	246	1	9	9	NUM
easat-11058	246	2	,	,	PUNCT
easat-11058	246	3	no	no	INTJ
easat-11058	246	4	.	.	NOUN
easat-11058	246	5	11	11	NUM
easat-11058	246	6	:	:	PUNCT
easat-11058	246	7	1108	1108	NUM
easat-11058	246	8	-	-	SYM
easat-11058	246	9	1120	1120	NUM
easat-11058	246	10	,	,	PUNCT
easat-11058	246	11	2025	2025	NUM
easat-11058	246	12	doi	doi	NOUN
easat-11058	246	13	:	:	PUNCT
easat-11058	246	14	10.55214/2576	10.55214/2576	NUM
easat-11058	246	15	-	-	SYM
easat-11058	246	16	8484.v9i11.11058	8484.v9i11.11058	NUM
easat-11058	246	17	©	©	ADP
easat-11058	246	18	2025	2025	NUM
easat-11058	246	19	by	by	ADP
easat-11058	246	20	the	the	DET
easat-11058	246	21	authors	author	NOUN
easat-11058	246	22	;	;	PUNCT
easat-11058	246	23	licensee	licensee	PROPN
easat-11058	246	24	learning	learn	VERB
easat-11058	246	25	gate	gate	NOUN
easat-11058	246	26	table	table	NOUN
easat-11058	246	27	3	3	NUM
easat-11058	246	28	.	.	PUNCT
easat-11058	246	29	confusion	confusion	NOUN
easat-11058	246	30	matrix	matrix	NOUN
easat-11058	246	31	for	for	ADP
easat-11058	246	32	the	the	DET
easat-11058	246	33	six	six	NUM
easat-11058	246	34	human	human	ADJ
easat-11058	246	35	behavior	behavior	NOUN
easat-11058	246	36	classes	class	NOUN
easat-11058	246	37	.	.	PUNCT
easat-11058	247	1	actual	actual	ADJ
easat-11058	247	2	\	\	PROPN
easat-11058	247	3	predicted	predict	VERB
easat-11058	247	4	standing	standing	NOUN
easat-11058	247	5	sitting	sit	VERB
easat-11058	247	6	falling	fall	VERB
easat-11058	247	7	walking	walk	VERB
easat-11058	247	8	running	run	VERB
easat-11058	247	9	punching	punching	NOUN
easat-11058	247	10	standing	stand	VERB
easat-11058	247	11	98	98	NUM
easat-11058	247	12	0	0	NUM
easat-11058	247	13	1	1	NUM
easat-11058	247	14	0	0	NUM
easat-11058	247	15	0	0	NUM
easat-11058	247	16	1	1	NUM
easat-11058	247	17	sitting	sit	VERB
easat-11058	247	18	0	0	NUM
easat-11058	247	19	97	97	NUM
easat-11058	247	20	3	3	NUM
easat-11058	247	21	0	0	NUM
easat-11058	247	22	0	0	NUM
easat-11058	247	23	0	0	NUM
easat-11058	248	1	falling	fall	VERB
easat-11058	248	2	5	5	NUM
easat-11058	248	3	0	0	NUM
easat-11058	248	4	93	93	NUM
easat-11058	248	5	2	2	NUM
easat-11058	248	6	0	0	NUM
easat-11058	248	7	0	0	NUM
easat-11058	248	8	walking	walk	VERB
easat-11058	248	9	2	2	NUM
easat-11058	248	10	0	0	NUM
easat-11058	248	11	2	2	NUM
easat-11058	248	12	91	91	NUM
easat-11058	248	13	3	3	NUM
easat-11058	248	14	2	2	NUM
easat-11058	248	15	running	run	VERB
easat-11058	248	16	0	0	NUM
easat-11058	248	17	0	0	SYM
easat-11058	248	18	0	0	NUM
easat-11058	248	19	11	11	NUM
easat-11058	248	20	88	88	NUM
easat-11058	248	21	1	1	NUM
easat-11058	248	22	punching	punch	VERB
easat-11058	248	23	4	4	NUM
easat-11058	248	24	0	0	NUM
easat-11058	248	25	0	0	NUM
easat-11058	248	26	10	10	NUM
easat-11058	248	27	1	1	NUM
easat-11058	248	28	85	85	NUM
easat-11058	248	29	the	the	DET
easat-11058	248	30	information	information	NOUN
easat-11058	248	31	presented	present	VERB
easat-11058	248	32	in	in	ADP
easat-11058	248	33	table	table	NOUN
easat-11058	248	34	3	3	NUM
easat-11058	248	35	can	can	AUX
easat-11058	248	36	be	be	AUX
easat-11058	248	37	summarized	summarize	VERB
easat-11058	248	38	as	as	SCONJ
easat-11058	248	39	follows	follow	VERB
easat-11058	248	40	:	:	PUNCT
easat-11058	248	41	4.4.1	4.4.1	X
easat-11058	248	42	.	.	PUNCT
easat-11058	249	1	overall	overall	ADJ
easat-11058	249	2	accuracy	accuracy	NOUN
easat-11058	249	3	the	the	DET
easat-11058	249	4	model	model	NOUN
easat-11058	249	5	attained	attain	VERB
easat-11058	249	6	an	an	DET
easat-11058	249	7	overall	overall	ADJ
easat-11058	249	8	accuracy	accuracy	NOUN
easat-11058	249	9	of	of	ADP
easat-11058	249	10	91.83	91.83	NUM
easat-11058	249	11	%	%	NOUN
easat-11058	249	12	.	.	PUNCT
easat-11058	250	1	this	this	PRON
easat-11058	250	2	indicates	indicate	VERB
easat-11058	250	3	a	a	DET
easat-11058	250	4	robust	robust	ADJ
easat-11058	250	5	general	general	ADJ
easat-11058	250	6	performance	performance	NOUN
easat-11058	250	7	of	of	ADP
easat-11058	250	8	the	the	DET
easat-11058	250	9	prediction	prediction	NOUN
easat-11058	250	10	model	model	NOUN
easat-11058	250	11	.	.	PUNCT
easat-11058	251	1	4.4.2	4.4.2	NUM
easat-11058	251	2	.	.	PUNCT
easat-11058	252	1	precision	precision	NOUN
easat-11058	252	2	analysis	analysis	NOUN
easat-11058	252	3	precision	precision	NOUN
easat-11058	252	4	exhibited	exhibit	VERB
easat-11058	252	5	variability	variability	NOUN
easat-11058	252	6	among	among	ADP
easat-11058	252	7	classes	class	NOUN
easat-11058	252	8	.	.	PUNCT
easat-11058	253	1	in	in	ADP
easat-11058	253	2	the	the	DET
easat-11058	253	3	sitting	sit	VERB
easat-11058	253	4	class	class	NOUN
easat-11058	253	5	,	,	PUNCT
easat-11058	253	6	the	the	DET
easat-11058	253	7	highest	high	ADJ
easat-11058	253	8	precision	precision	NOUN
easat-11058	253	9	(	(	PUNCT
easat-11058	253	10	100	100	NUM
easat-11058	253	11	%	%	NOUN
easat-11058	253	12	)	)	PUNCT
easat-11058	253	13	was	be	AUX
easat-11058	253	14	achieved	achieve	VERB
easat-11058	253	15	,	,	PUNCT
easat-11058	253	16	indicating	indicate	VERB
easat-11058	253	17	the	the	DET
easat-11058	253	18	complete	complete	ADJ
easat-11058	253	19	absence	absence	NOUN
easat-11058	253	20	of	of	ADP
easat-11058	253	21	false	false	ADJ
easat-11058	253	22	positives	positive	NOUN
easat-11058	253	23	.	.	PUNCT
easat-11058	254	1	in	in	ADP
easat-11058	254	2	contrast	contrast	NOUN
easat-11058	254	3	,	,	PUNCT
easat-11058	254	4	the	the	DET
easat-11058	254	5	lowest	low	ADJ
easat-11058	254	6	precision	precision	NOUN
easat-11058	254	7	was	be	AUX
easat-11058	254	8	observed	observe	VERB
easat-11058	254	9	on	on	ADP
easat-11058	254	10	walking	walk	VERB
easat-11058	254	11	,	,	PUNCT
easat-11058	254	12	as	as	SCONJ
easat-11058	254	13	it	it	PRON
easat-11058	254	14	was	be	AUX
easat-11058	254	15	frequently	frequently	ADV
easat-11058	254	16	misclassified	misclassifie	VERB
easat-11058	254	17	as	as	ADP
easat-11058	254	18	running	run	VERB
easat-11058	254	19	or	or	CCONJ
easat-11058	254	20	punching	punching	NOUN
easat-11058	254	21	.	.	PUNCT
easat-11058	255	1	4.4.3	4.4.3	NUM
easat-11058	255	2	.	.	NOUN
easat-11058	255	3	recall	recall	NOUN
easat-11058	255	4	analysis	analysis	NOUN
easat-11058	255	5	recall	recall	NOUN
easat-11058	255	6	was	be	AUX
easat-11058	255	7	highest	high	ADJ
easat-11058	255	8	for	for	ADP
easat-11058	255	9	the	the	DET
easat-11058	255	10	basic	basic	ADJ
easat-11058	255	11	postures	posture	NOUN
easat-11058	255	12	of	of	ADP
easat-11058	255	13	standing	stand	VERB
easat-11058	255	14	and	and	CCONJ
easat-11058	255	15	sitting	sit	VERB
easat-11058	255	16	.	.	PUNCT
easat-11058	256	1	this	this	PRON
easat-11058	256	2	suggests	suggest	VERB
easat-11058	256	3	that	that	SCONJ
easat-11058	256	4	the	the	DET
easat-11058	256	5	model	model	NOUN
easat-11058	256	6	was	be	AUX
easat-11058	256	7	most	most	ADV
easat-11058	256	8	effective	effective	ADJ
easat-11058	256	9	at	at	ADP
easat-11058	256	10	detecting	detect	VERB
easat-11058	256	11	behaviors	behavior	NOUN
easat-11058	256	12	involving	involve	VERB
easat-11058	256	13	relatively	relatively	ADV
easat-11058	256	14	simple	simple	ADJ
easat-11058	256	15	and	and	CCONJ
easat-11058	256	16	static	static	ADJ
easat-11058	256	17	physical	physical	ADJ
easat-11058	256	18	movements	movement	NOUN
easat-11058	256	19	.	.	PUNCT
easat-11058	257	1	in	in	ADP
easat-11058	257	2	contrast	contrast	NOUN
easat-11058	257	3	,	,	PUNCT
easat-11058	257	4	running	run	VERB
easat-11058	257	5	and	and	CCONJ
easat-11058	257	6	punching	punching	NOUN
easat-11058	257	7	exhibited	exhibit	VERB
easat-11058	257	8	the	the	DET
easat-11058	257	9	lowest	low	ADJ
easat-11058	257	10	recall	recall	NOUN
easat-11058	257	11	,	,	PUNCT
easat-11058	257	12	likely	likely	ADJ
easat-11058	257	13	due	due	ADP
easat-11058	257	14	to	to	ADP
easat-11058	257	15	overlapping	overlap	VERB
easat-11058	257	16	movement	movement	NOUN
easat-11058	257	17	patterns	pattern	NOUN
easat-11058	257	18	or	or	CCONJ
easat-11058	257	19	insufficient	insufficient	ADJ
easat-11058	257	20	training	training	NOUN
easat-11058	257	21	samples	sample	NOUN
easat-11058	257	22	in	in	ADP
easat-11058	257	23	these	these	DET
easat-11058	257	24	more	more	ADV
easat-11058	257	25	dynamic	dynamic	ADJ
easat-11058	257	26	and	and	CCONJ
easat-11058	257	27	complex	complex	ADJ
easat-11058	257	28	behavior	behavior	NOUN
easat-11058	257	29	categories	category	NOUN
easat-11058	257	30	.	.	PUNCT
easat-11058	258	1	this	this	DET
easat-11058	258	2	disparity	disparity	NOUN
easat-11058	258	3	highlights	highlight	VERB
easat-11058	258	4	the	the	DET
easat-11058	258	5	challenges	challenge	NOUN
easat-11058	258	6	of	of	ADP
easat-11058	258	7	accurately	accurately	ADV
easat-11058	258	8	recognizing	recognize	VERB
easat-11058	258	9	high	high	ADJ
easat-11058	258	10	-	-	PUNCT
easat-11058	258	11	velocity	velocity	NOUN
easat-11058	258	12	actions	action	NOUN
easat-11058	258	13	with	with	ADP
easat-11058	258	14	limited	limited	ADJ
easat-11058	258	15	or	or	CCONJ
easat-11058	258	16	ambiguous	ambiguous	ADJ
easat-11058	258	17	temporal	temporal	ADJ
easat-11058	258	18	cues	cue	NOUN
easat-11058	258	19	.	.	PUNCT
easat-11058	259	1	4.4.4	4.4.4	X
easat-11058	259	2	.	.	PUNCT
easat-11058	259	3	error	error	NOUN
easat-11058	259	4	analysis	analysis	NOUN
easat-11058	259	5	•	•	ADP
easat-11058	259	6	standing	stand	VERB
easat-11058	259	7	:	:	PUNCT
easat-11058	259	8	two	two	NUM
easat-11058	259	9	errors	error	NOUN
easat-11058	259	10	were	be	AUX
easat-11058	259	11	misclassified	misclassifie	VERB
easat-11058	259	12	once	once	ADV
easat-11058	259	13	as	as	ADP
easat-11058	259	14	falling	fall	VERB
easat-11058	259	15	and	and	CCONJ
easat-11058	259	16	once	once	ADV
easat-11058	259	17	as	as	ADP
easat-11058	259	18	punching	punching	NOUN
easat-11058	259	19	.	.	PUNCT
easat-11058	260	1	•	•	NUM
easat-11058	260	2	sitting	sit	VERB
easat-11058	260	3	:	:	PUNCT
easat-11058	260	4	three	three	NUM
easat-11058	260	5	misclassifications	misclassification	NOUN
easat-11058	260	6	,	,	PUNCT
easat-11058	260	7	all	all	PRON
easat-11058	260	8	erroneously	erroneously	ADV
easat-11058	260	9	predicted	predict	VERB
easat-11058	260	10	as	as	ADP
easat-11058	260	11	falling	fall	VERB
easat-11058	260	12	.	.	PUNCT
easat-11058	261	1	•	•	PUNCT
easat-11058	261	2	falling	fall	VERB
easat-11058	261	3	:	:	PUNCT
easat-11058	261	4	five	five	NUM
easat-11058	261	5	instances	instance	NOUN
easat-11058	261	6	predicted	predict	VERB
easat-11058	261	7	as	as	ADP
easat-11058	261	8	standing	stand	VERB
easat-11058	261	9	and	and	CCONJ
easat-11058	261	10	two	two	NUM
easat-11058	261	11	as	as	ADP
easat-11058	261	12	walking	walk	VERB
easat-11058	261	13	.	.	PUNCT
easat-11058	262	1	•	•	PUNCT
easat-11058	263	1	walking	walk	VERB
easat-11058	263	2	:	:	PUNCT
easat-11058	263	3	confused	confuse	VERB
easat-11058	263	4	with	with	ADP
easat-11058	263	5	standing	standing	NOUN
easat-11058	263	6	(	(	PUNCT
easat-11058	263	7	2	2	NUM
easat-11058	263	8	)	)	PUNCT
easat-11058	263	9	,	,	PUNCT
easat-11058	263	10	falling	fall	VERB
easat-11058	263	11	(	(	PUNCT
easat-11058	263	12	2	2	NUM
easat-11058	263	13	)	)	PUNCT
easat-11058	263	14	,	,	PUNCT
easat-11058	263	15	running	run	VERB
easat-11058	263	16	(	(	PUNCT
easat-11058	263	17	3	3	NUM
easat-11058	263	18	)	)	PUNCT
easat-11058	263	19	,	,	PUNCT
easat-11058	263	20	and	and	CCONJ
easat-11058	263	21	punching	punching	NOUN
easat-11058	263	22	(	(	PUNCT
easat-11058	263	23	2	2	NUM
easat-11058	263	24	)	)	PUNCT
easat-11058	263	25	.	.	PUNCT
easat-11058	264	1	•	•	X
easat-11058	265	1	running	run	VERB
easat-11058	265	2	:	:	PUNCT
easat-11058	265	3	misidentified	misidentifie	VERB
easat-11058	265	4	as	as	ADP
easat-11058	265	5	walking	walk	VERB
easat-11058	265	6	on	on	ADP
easat-11058	265	7	eleven	eleven	NUM
easat-11058	265	8	occasions	occasion	NOUN
easat-11058	265	9	and	and	CCONJ
easat-11058	265	10	as	as	ADP
easat-11058	265	11	punching	punch	VERB
easat-11058	265	12	once	once	ADV
easat-11058	265	13	•	•	NOUN
easat-11058	265	14	punching	punching	NOUN
easat-11058	265	15	:	:	PUNCT
easat-11058	265	16	mislabeled	mislabele	VERB
easat-11058	265	17	as	as	ADP
easat-11058	265	18	standing	stand	VERB
easat-11058	265	19	(	(	PUNCT
easat-11058	265	20	4	4	NUM
easat-11058	265	21	)	)	PUNCT
easat-11058	265	22	,	,	PUNCT
easat-11058	265	23	walking	walk	VERB
easat-11058	265	24	(	(	PUNCT
easat-11058	265	25	10	10	NUM
easat-11058	265	26	)	)	PUNCT
easat-11058	265	27	,	,	PUNCT
easat-11058	265	28	and	and	CCONJ
easat-11058	265	29	running	run	VERB
easat-11058	265	30	(	(	PUNCT
easat-11058	265	31	1	1	NUM
easat-11058	265	32	)	)	PUNCT
easat-11058	265	33	.	.	PUNCT
easat-11058	266	1	5	5	X
easat-11058	266	2	.	.	X
easat-11058	266	3	discussion	discussion	NOUN
easat-11058	266	4	this	this	DET
easat-11058	266	5	study	study	NOUN
easat-11058	266	6	demonstrates	demonstrate	VERB
easat-11058	266	7	that	that	SCONJ
easat-11058	266	8	the	the	DET
easat-11058	266	9	integration	integration	NOUN
easat-11058	266	10	of	of	ADP
easat-11058	266	11	openpose	openpose	NUM
easat-11058	266	12	for	for	ADP
easat-11058	266	13	skeletal	skeletal	ADJ
easat-11058	266	14	feature	feature	NOUN
easat-11058	266	15	extraction	extraction	NOUN
easat-11058	266	16	with	with	ADP
easat-11058	266	17	a	a	DET
easat-11058	266	18	temporal	temporal	ADJ
easat-11058	266	19	convolutional	convolutional	ADJ
easat-11058	266	20	network	network	NOUN
easat-11058	266	21	(	(	PUNCT
easat-11058	266	22	tcn	tcn	PROPN
easat-11058	266	23	)	)	PUNCT
easat-11058	266	24	for	for	ADP
easat-11058	266	25	sequence	sequence	NOUN
easat-11058	266	26	modeling	model	VERB
easat-11058	266	27	yields	yield	VERB
easat-11058	266	28	significant	significant	ADJ
easat-11058	266	29	improvements	improvement	NOUN
easat-11058	266	30	in	in	ADP
easat-11058	266	31	human	human	ADJ
easat-11058	266	32	activity	activity	NOUN
easat-11058	266	33	recognition	recognition	NOUN
easat-11058	266	34	(	(	PUNCT
easat-11058	266	35	har	har	NOUN
easat-11058	266	36	)	)	PUNCT
easat-11058	266	37	,	,	PUNCT
easat-11058	266	38	achieving	achieve	VERB
easat-11058	266	39	91.83	91.83	NUM
easat-11058	266	40	%	%	NOUN
easat-11058	266	41	overall	overall	ADJ
easat-11058	266	42	accuracy	accuracy	NOUN
easat-11058	266	43	across	across	ADP
easat-11058	266	44	six	six	NUM
easat-11058	266	45	target	target	NOUN
easat-11058	266	46	behaviors	behavior	NOUN
easat-11058	266	47	.	.	PUNCT
easat-11058	267	1	the	the	DET
easat-11058	267	2	findings	finding	NOUN
easat-11058	267	3	confirm	confirm	VERB
easat-11058	267	4	that	that	SCONJ
easat-11058	267	5	this	this	DET
easat-11058	267	6	pose	pose	NOUN
easat-11058	267	7	-	-	PUNCT
easat-11058	267	8	based	base	VERB
easat-11058	267	9	temporal	temporal	ADJ
easat-11058	267	10	framework	framework	NOUN
easat-11058	267	11	effectively	effectively	ADV
easat-11058	267	12	captures	capture	VERB
easat-11058	267	13	complex	complex	ADJ
easat-11058	267	14	motion	motion	NOUN
easat-11058	267	15	dynamics	dynamic	NOUN
easat-11058	267	16	.	.	PUNCT
easat-11058	268	1	the	the	DET
easat-11058	268	2	tcn	tcn	NOUN
easat-11058	268	3	architecture	architecture	NOUN
easat-11058	268	4	proved	prove	VERB
easat-11058	268	5	particularly	particularly	ADV
easat-11058	268	6	adept	adept	ADJ
easat-11058	268	7	at	at	ADP
easat-11058	268	8	processing	processing	NOUN
easat-11058	268	9	activities	activity	NOUN
easat-11058	268	10	with	with	ADP
easat-11058	268	11	gradual	gradual	ADJ
easat-11058	268	12	state	state	NOUN
easat-11058	268	13	transitions	transition	NOUN
easat-11058	268	14	(	(	PUNCT
easat-11058	268	15	e.g.	e.g.	ADV
easat-11058	268	16	,	,	PUNCT
easat-11058	268	17	falling	fall	VERB
easat-11058	268	18	)	)	PUNCT
easat-11058	268	19	and	and	CCONJ
easat-11058	268	20	distinguishing	distinguish	VERB
easat-11058	268	21	high	high	ADJ
easat-11058	268	22	-	-	PUNCT
easat-11058	268	23	tempo	tempo	NOUN
easat-11058	268	24	movements	movement	NOUN
easat-11058	268	25	(	(	PUNCT
easat-11058	268	26	e.g.	e.g.	ADV
easat-11058	268	27	,	,	PUNCT
easat-11058	268	28	running	running	NOUN
easat-11058	268	29	)	)	PUNCT
easat-11058	268	30	,	,	PUNCT
easat-11058	268	31	thereby	thereby	ADV
easat-11058	268	32	reducing	reduce	VERB
easat-11058	268	33	inter	inter	ADJ
easat-11058	268	34	-	-	ADJ
easat-11058	268	35	class	class	ADJ
easat-11058	268	36	confusion	confusion	NOUN
easat-11058	268	37	.	.	PUNCT
easat-11058	269	1	the	the	DET
easat-11058	269	2	system	system	NOUN
easat-11058	269	3	maintains	maintain	VERB
easat-11058	269	4	a	a	DET
easat-11058	269	5	favorable	favorable	ADJ
easat-11058	269	6	speed	speed	NOUN
easat-11058	269	7	-	-	PUNCT
easat-11058	269	8	accuracy	accuracy	NOUN
easat-11058	269	9	balance	balance	NOUN
easat-11058	269	10	,	,	PUNCT
easat-11058	269	11	validating	validate	VERB
easat-11058	269	12	its	its	PRON
easat-11058	269	13	suitability	suitability	NOUN
easat-11058	269	14	for	for	ADP
easat-11058	269	15	latency	latency	NOUN
easat-11058	269	16	-	-	PUNCT
easat-11058	269	17	sensitive	sensitive	ADJ
easat-11058	269	18	,	,	PUNCT
easat-11058	269	19	real	real	ADJ
easat-11058	269	20	-	-	PUNCT
easat-11058	269	21	time	time	NOUN
easat-11058	269	22	surveillance	surveillance	NOUN
easat-11058	269	23	tasks	task	NOUN
easat-11058	269	24	.	.	PUNCT
easat-11058	270	1	despite	despite	SCONJ
easat-11058	270	2	this	this	DET
easat-11058	270	3	performance	performance	NOUN
easat-11058	270	4	,	,	PUNCT
easat-11058	270	5	limitations	limitation	NOUN
easat-11058	270	6	exist	exist	VERB
easat-11058	270	7	.	.	PUNCT
easat-11058	271	1	the	the	DET
easat-11058	271	2	model	model	NOUN
easat-11058	271	3	showed	show	VERB
easat-11058	271	4	some	some	DET
easat-11058	271	5	confusion	confusion	NOUN
easat-11058	271	6	between	between	ADP
easat-11058	271	7	high	high	ADJ
easat-11058	271	8	-	-	PUNCT
easat-11058	271	9	tempo	tempo	NOUN
easat-11058	271	10	or	or	CCONJ
easat-11058	271	11	kinematically	kinematically	ADV
easat-11058	271	12	similar	similar	ADJ
easat-11058	271	13	motions	motion	NOUN
easat-11058	271	14	(	(	PUNCT
easat-11058	271	15	e.g.	e.g.	ADV
easat-11058	271	16	,	,	PUNCT
easat-11058	271	17	“	"	PUNCT
easat-11058	271	18	walking	walk	VERB
easat-11058	271	19	”	"	PUNCT
easat-11058	271	20	vs.	vs.	ADP
easat-11058	271	21	“	"	PUNCT
easat-11058	271	22	running	run	VERB
easat-11058	271	23	”	"	PUNCT
easat-11058	271	24	,	,	PUNCT
easat-11058	271	25	“	"	PUNCT
easat-11058	271	26	punching	punching	NOUN
easat-11058	271	27	”	"	PUNCT
easat-11058	271	28	)	)	PUNCT
easat-11058	271	29	,	,	PUNCT
easat-11058	271	30	indicating	indicate	VERB
easat-11058	271	31	a	a	DET
easat-11058	271	32	need	need	NOUN
easat-11058	271	33	for	for	ADP
easat-11058	271	34	denser	dense	ADJ
easat-11058	271	35	joint	joint	ADJ
easat-11058	271	36	information	information	NOUN
easat-11058	271	37	and	and	CCONJ
easat-11058	271	38	more	more	ADV
easat-11058	271	39	extensive	extensive	ADJ
easat-11058	271	40	training	training	NOUN
easat-11058	271	41	data	datum	NOUN
easat-11058	271	42	for	for	ADP
easat-11058	271	43	these	these	DET
easat-11058	271	44	specific	specific	ADJ
easat-11058	271	45	classes	class	NOUN
easat-11058	271	46	.	.	PUNCT
easat-11058	272	1	nonetheless	nonetheless	ADV
easat-11058	272	2	,	,	PUNCT
easat-11058	272	3	the	the	DET
easat-11058	272	4	framework	framework	NOUN
easat-11058	272	5	demonstrates	demonstrate	VERB
easat-11058	272	6	strong	strong	ADJ
easat-11058	272	7	application	application	NOUN
easat-11058	272	8	potential	potential	NOUN
easat-11058	272	9	for	for	ADP
easat-11058	272	10	security	security	NOUN
easat-11058	272	11	and	and	CCONJ
easat-11058	272	12	safety	safety	NOUN
easat-11058	272	13	,	,	PUNCT
easat-11058	272	14	such	such	ADJ
easat-11058	272	15	as	as	ADP
easat-11058	272	16	real	real	ADJ
easat-11058	272	17	-	-	PUNCT
easat-11058	272	18	time	time	NOUN
easat-11058	272	19	alerts	alert	NOUN
easat-11058	272	20	for	for	ADP
easat-11058	272	21	anomalous	anomalous	ADJ
easat-11058	272	22	events	event	NOUN
easat-11058	272	23	(	(	PUNCT
easat-11058	272	24	“	"	PUNCT
easat-11058	272	25	punching	punching	NOUN
easat-11058	272	26	”	"	PUNCT
easat-11058	272	27	,	,	PUNCT
easat-11058	272	28	“	"	PUNCT
easat-11058	272	29	falling	fall	VERB
easat-11058	272	30	”	"	PUNCT
easat-11058	272	31	)	)	PUNCT
easat-11058	272	32	in	in	ADP
easat-11058	272	33	public	public	ADJ
easat-11058	272	34	surveillance	surveillance	NOUN
easat-11058	272	35	or	or	CCONJ
easat-11058	272	36	automated	automate	VERB
easat-11058	272	37	patient	patient	ADJ
easat-11058	272	38	monitoring	monitoring	NOUN
easat-11058	272	39	.	.	PUNCT
easat-11058	273	1	1119	1119	NUM
easat-11058	273	2	edelweiss	edelweiss	PROPN
easat-11058	273	3	applied	apply	VERB
easat-11058	273	4	science	science	NOUN
easat-11058	273	5	and	and	CCONJ
easat-11058	273	6	technology	technology	NOUN
easat-11058	273	7	issn	issn	PROPN
easat-11058	273	8	:	:	PUNCT
easat-11058	273	9	2576	2576	NUM
easat-11058	273	10	-	-	SYM
easat-11058	273	11	8484	8484	NUM
easat-11058	273	12	vol	vol	NOUN
easat-11058	273	13	.	.	PROPN
easat-11058	274	1	9	9	NUM
easat-11058	274	2	,	,	PUNCT
easat-11058	274	3	no	no	INTJ
easat-11058	274	4	.	.	NOUN
easat-11058	274	5	11	11	NUM
easat-11058	274	6	:	:	PUNCT
easat-11058	274	7	1108	1108	NUM
easat-11058	274	8	-	-	SYM
easat-11058	274	9	1120	1120	NUM
easat-11058	274	10	,	,	PUNCT
easat-11058	274	11	2025	2025	NUM
easat-11058	274	12	doi	doi	NOUN
easat-11058	274	13	:	:	PUNCT
easat-11058	274	14	10.55214/2576	10.55214/2576	NUM
easat-11058	274	15	-	-	SYM
easat-11058	274	16	8484.v9i11.11058	8484.v9i11.11058	NUM
easat-11058	274	17	©	©	ADP
easat-11058	274	18	2025	2025	NUM
easat-11058	274	19	by	by	ADP
easat-11058	274	20	the	the	DET
easat-11058	274	21	authors	author	NOUN
easat-11058	274	22	;	;	PUNCT
easat-11058	274	23	licensee	licensee	PROPN
easat-11058	274	24	learning	learning	NOUN
easat-11058	274	25	gate	gate	NOUN
easat-11058	274	26	future	future	ADJ
easat-11058	274	27	work	work	NOUN
easat-11058	274	28	must	must	AUX
easat-11058	274	29	prioritize	prioritize	VERB
easat-11058	274	30	model	model	NOUN
easat-11058	274	31	robustness	robustness	NOUN
easat-11058	274	32	and	and	CCONJ
easat-11058	274	33	generalizability	generalizability	NOUN
easat-11058	274	34	.	.	PUNCT
easat-11058	275	1	this	this	PRON
easat-11058	275	2	requires	require	VERB
easat-11058	275	3	significant	significant	ADJ
easat-11058	275	4	diversification	diversification	NOUN
easat-11058	275	5	of	of	ADP
easat-11058	275	6	training	training	NOUN
easat-11058	275	7	data	datum	NOUN
easat-11058	275	8	,	,	PUNCT
easat-11058	275	9	encompassing	encompass	VERB
easat-11058	275	10	varied	varied	ADJ
easat-11058	275	11	subjects	subject	NOUN
easat-11058	275	12	,	,	PUNCT
easat-11058	275	13	environments	environment	NOUN
easat-11058	275	14	,	,	PUNCT
easat-11058	275	15	and	and	CCONJ
easat-11058	275	16	more	more	ADV
easat-11058	275	17	complex	complex	ADJ
easat-11058	275	18	activities	activity	NOUN
easat-11058	275	19	.	.	PUNCT
easat-11058	276	1	key	key	ADJ
easat-11058	276	2	strategic	strategic	ADJ
easat-11058	276	3	enhancements	enhancement	NOUN
easat-11058	276	4	should	should	AUX
easat-11058	276	5	include	include	VERB
easat-11058	276	6	the	the	DET
easat-11058	276	7	adoption	adoption	NOUN
easat-11058	276	8	of	of	ADP
easat-11058	276	9	multi	multi	ADJ
easat-11058	276	10	-	-	ADJ
easat-11058	276	11	view	view	ADJ
easat-11058	276	12	inputs	input	NOUN
easat-11058	276	13	to	to	PART
easat-11058	276	14	mitigate	mitigate	VERB
easat-11058	276	15	occlusion	occlusion	NOUN
easat-11058	276	16	and	and	CCONJ
easat-11058	276	17	multi	multi	ADJ
easat-11058	276	18	-	-	ADJ
easat-11058	276	19	modal	modal	ADJ
easat-11058	276	20	data	datum	NOUN
easat-11058	276	21	(	(	PUNCT
easat-11058	276	22	e.g.	e.g.	ADV
easat-11058	276	23	,	,	PUNCT
easat-11058	276	24	lidar	lidar	NOUN
easat-11058	276	25	,	,	PUNCT
easat-11058	276	26	imu	imu	NOUN
easat-11058	276	27	)	)	PUNCT
easat-11058	276	28	to	to	PART
easat-11058	276	29	add	add	VERB
easat-11058	276	30	discriminative	discriminative	NOUN
easat-11058	276	31	depth	depth	NOUN
easat-11058	276	32	or	or	CCONJ
easat-11058	276	33	motion	motion	NOUN
easat-11058	276	34	cues	cue	NOUN
easat-11058	276	35	.	.	PUNCT
easat-11058	277	1	architecturally	architecturally	ADV
easat-11058	277	2	,	,	PUNCT
easat-11058	277	3	a	a	DET
easat-11058	277	4	hybrid	hybrid	ADJ
easat-11058	277	5	cloud	cloud	NOUN
easat-11058	277	6	-	-	PUNCT
easat-11058	277	7	edge	edge	NOUN
easat-11058	277	8	deployment	deployment	NOUN
easat-11058	277	9	is	be	AUX
easat-11058	277	10	recommended	recommend	VERB
easat-11058	277	11	to	to	PART
easat-11058	277	12	ensure	ensure	VERB
easat-11058	277	13	a	a	DET
easat-11058	277	14	scalable	scalable	ADJ
easat-11058	277	15	and	and	CCONJ
easat-11058	277	16	responsive	responsive	ADJ
easat-11058	277	17	system	system	NOUN
easat-11058	277	18	,	,	PUNCT
easat-11058	277	19	leveraging	leverage	VERB
easat-11058	277	20	the	the	DET
easat-11058	277	21	cloud	cloud	NOUN
easat-11058	277	22	for	for	ADP
easat-11058	277	23	intensive	intensive	ADJ
easat-11058	277	24	training	training	NOUN
easat-11058	277	25	and	and	CCONJ
easat-11058	277	26	edge	edge	NOUN
easat-11058	277	27	devices	device	NOUN
easat-11058	277	28	for	for	ADP
easat-11058	277	29	low	low	ADJ
easat-11058	277	30	-	-	PUNCT
easat-11058	277	31	latency	latency	NOUN
easat-11058	277	32	,	,	PUNCT
easat-11058	277	33	privacy	privacy	NOUN
easat-11058	277	34	-	-	PUNCT
easat-11058	277	35	preserving	preserve	VERB
easat-11058	277	36	inference	inference	NOUN
easat-11058	277	37	.	.	PUNCT
easat-11058	278	1	6	6	NUM
easat-11058	278	2	.	.	PUNCT
easat-11058	278	3	conclusions	conclusion	NOUN
easat-11058	278	4	this	this	DET
easat-11058	278	5	research	research	NOUN
easat-11058	278	6	presented	present	VERB
easat-11058	278	7	a	a	DET
easat-11058	278	8	system	system	NOUN
easat-11058	278	9	for	for	ADP
easat-11058	278	10	recognizing	recognize	VERB
easat-11058	278	11	suspicious	suspicious	ADJ
easat-11058	278	12	behaviors	behavior	NOUN
easat-11058	278	13	in	in	ADP
easat-11058	278	14	cctv	cctv	PROPN
easat-11058	278	15	video	video	NOUN
easat-11058	278	16	,	,	PUNCT
easat-11058	278	17	integrating	integrate	VERB
easat-11058	278	18	openpose	openpose	PRON
easat-11058	278	19	with	with	ADP
easat-11058	278	20	a	a	DET
easat-11058	278	21	tcn	tcn	NOUN
easat-11058	278	22	to	to	PART
easat-11058	278	23	capture	capture	VERB
easat-11058	278	24	spatio	spatio	PROPN
easat-11058	278	25	-	-	PUNCT
easat-11058	278	26	temporal	temporal	ADJ
easat-11058	278	27	motion	motion	NOUN
easat-11058	278	28	dynamics	dynamic	NOUN
easat-11058	278	29	.	.	PUNCT
easat-11058	279	1	the	the	DET
easat-11058	279	2	system	system	NOUN
easat-11058	279	3	successfully	successfully	ADV
easat-11058	279	4	classified	classify	VERB
easat-11058	279	5	six	six	NUM
easat-11058	279	6	key	key	ADJ
easat-11058	279	7	behaviors	behavior	NOUN
easat-11058	279	8	with	with	ADP
easat-11058	279	9	an	an	DET
easat-11058	279	10	overall	overall	ADJ
easat-11058	279	11	accuracy	accuracy	NOUN
easat-11058	279	12	of	of	ADP
easat-11058	279	13	91.83	91.83	NUM
easat-11058	279	14	%	%	NOUN
easat-11058	279	15	and	and	CCONJ
easat-11058	279	16	demonstrated	demonstrate	VERB
easat-11058	279	17	real	real	ADJ
easat-11058	279	18	-	-	PUNCT
easat-11058	279	19	time	time	NOUN
easat-11058	279	20	capabilities	capability	NOUN
easat-11058	279	21	suitable	suitable	ADJ
easat-11058	279	22	for	for	ADP
easat-11058	279	23	latency	latency	NOUN
easat-11058	279	24	-	-	PUNCT
easat-11058	279	25	sensitive	sensitive	ADJ
easat-11058	279	26	surveillance	surveillance	NOUN
easat-11058	279	27	missions	mission	NOUN
easat-11058	279	28	.	.	PUNCT
easat-11058	280	1	the	the	DET
easat-11058	280	2	results	result	NOUN
easat-11058	280	3	confirm	confirm	VERB
easat-11058	280	4	that	that	SCONJ
easat-11058	280	5	utilizing	utilize	VERB
easat-11058	280	6	pose	pose	NOUN
easat-11058	280	7	-	-	PUNCT
easat-11058	280	8	based	base	VERB
easat-11058	280	9	features	feature	NOUN
easat-11058	280	10	in	in	ADP
easat-11058	280	11	conjunction	conjunction	NOUN
easat-11058	280	12	with	with	ADP
easat-11058	280	13	a	a	DET
easat-11058	280	14	temporal	temporal	ADJ
easat-11058	280	15	sequence	sequence	NOUN
easat-11058	280	16	model	model	NOUN
easat-11058	280	17	enhances	enhance	VERB
easat-11058	280	18	situational	situational	ADJ
easat-11058	280	19	awareness	awareness	NOUN
easat-11058	280	20	and	and	CCONJ
easat-11058	280	21	reduces	reduce	VERB
easat-11058	280	22	time	time	NOUN
easat-11058	280	23	-	-	PUNCT
easat-11058	280	24	toresponse	toresponse	NOUN
easat-11058	280	25	in	in	ADP
easat-11058	280	26	critical	critical	ADJ
easat-11058	280	27	scenarios	scenario	NOUN
easat-11058	280	28	.	.	PUNCT
easat-11058	281	1	despite	despite	SCONJ
easat-11058	281	2	existing	exist	VERB
easat-11058	281	3	limitations	limitation	NOUN
easat-11058	281	4	related	relate	VERB
easat-11058	281	5	to	to	ADP
easat-11058	281	6	data	datum	NOUN
easat-11058	281	7	diversity	diversity	NOUN
easat-11058	281	8	and	and	CCONJ
easat-11058	281	9	the	the	DET
easat-11058	281	10	complexity	complexity	NOUN
easat-11058	281	11	of	of	ADP
easat-11058	281	12	high	high	ADJ
easat-11058	281	13	-	-	PUNCT
easat-11058	281	14	tempo	tempo	NOUN
easat-11058	281	15	activities	activity	NOUN
easat-11058	281	16	,	,	PUNCT
easat-11058	281	17	the	the	DET
easat-11058	281	18	proposed	propose	VERB
easat-11058	281	19	system	system	NOUN
easat-11058	281	20	establishes	establish	VERB
easat-11058	281	21	a	a	DET
easat-11058	281	22	solid	solid	ADJ
easat-11058	281	23	technical	technical	ADJ
easat-11058	281	24	foundation	foundation	NOUN
easat-11058	281	25	for	for	ADP
easat-11058	281	26	real	real	ADJ
easat-11058	281	27	-	-	PUNCT
easat-11058	281	28	world	world	NOUN
easat-11058	281	29	intelligent	intelligent	ADJ
easat-11058	281	30	surveillance	surveillance	NOUN
easat-11058	281	31	.	.	PUNCT
easat-11058	282	1	key	key	ADJ
easat-11058	282	2	future	future	ADJ
easat-11058	282	3	directions	direction	NOUN
easat-11058	282	4	include	include	VERB
easat-11058	282	5	expanding	expand	VERB
easat-11058	282	6	dataset	dataset	ADJ
easat-11058	282	7	diversity	diversity	NOUN
easat-11058	282	8	,	,	PUNCT
easat-11058	282	9	integrating	integrate	VERB
easat-11058	282	10	multi	multi	ADJ
easat-11058	282	11	-	-	ADJ
easat-11058	282	12	view	view	ADJ
easat-11058	282	13	and	and	CCONJ
easat-11058	282	14	multi	multi	ADJ
easat-11058	282	15	-	-	ADJ
easat-11058	282	16	modal	modal	ADJ
easat-11058	282	17	data	datum	NOUN
easat-11058	282	18	,	,	PUNCT
easat-11058	282	19	and	and	CCONJ
easat-11058	282	20	implementing	implement	VERB
easat-11058	282	21	a	a	DET
easat-11058	282	22	hybrid	hybrid	ADJ
easat-11058	282	23	cloud	cloud	NOUN
easat-11058	282	24	-	-	PUNCT
easat-11058	282	25	edge	edge	NOUN
easat-11058	282	26	architecture	architecture	NOUN
easat-11058	282	27	to	to	PART
easat-11058	282	28	achieve	achieve	VERB
easat-11058	282	29	an	an	DET
easat-11058	282	30	operational	operational	ADJ
easat-11058	282	31	balance	balance	NOUN
easat-11058	282	32	of	of	ADP
easat-11058	282	33	accuracy	accuracy	NOUN
easat-11058	282	34	,	,	PUNCT
easat-11058	282	35	efficiency	efficiency	NOUN
easat-11058	282	36	,	,	PUNCT
easat-11058	282	37	and	and	CCONJ
easat-11058	282	38	privacy	privacy	NOUN
easat-11058	282	39	.	.	PUNCT
easat-11058	283	1	transparency	transparency	NOUN
easat-11058	283	2	:	:	PUNCT
easat-11058	283	3	the	the	DET
easat-11058	283	4	authors	author	NOUN
easat-11058	283	5	confirm	confirm	VERB
easat-11058	283	6	that	that	SCONJ
easat-11058	283	7	the	the	DET
easat-11058	283	8	manuscript	manuscript	NOUN
easat-11058	283	9	is	be	AUX
easat-11058	283	10	an	an	DET
easat-11058	283	11	honest	honest	ADJ
easat-11058	283	12	,	,	PUNCT
easat-11058	283	13	accurate	accurate	ADJ
easat-11058	283	14	,	,	PUNCT
easat-11058	283	15	and	and	CCONJ
easat-11058	283	16	transparent	transparent	ADJ
easat-11058	283	17	account	account	NOUN
easat-11058	283	18	of	of	ADP
easat-11058	283	19	the	the	DET
easat-11058	283	20	study	study	NOUN
easat-11058	283	21	;	;	PUNCT
easat-11058	283	22	that	that	SCONJ
easat-11058	283	23	no	no	DET
easat-11058	283	24	vital	vital	ADJ
easat-11058	283	25	features	feature	NOUN
easat-11058	283	26	of	of	ADP
easat-11058	283	27	the	the	DET
easat-11058	283	28	study	study	NOUN
easat-11058	283	29	have	have	AUX
easat-11058	283	30	been	be	AUX
easat-11058	283	31	omitted	omit	VERB
easat-11058	283	32	;	;	PUNCT
easat-11058	283	33	and	and	CCONJ
easat-11058	283	34	that	that	SCONJ
easat-11058	283	35	any	any	DET
easat-11058	283	36	discrepancies	discrepancy	NOUN
easat-11058	283	37	from	from	ADP
easat-11058	283	38	the	the	DET
easat-11058	283	39	study	study	NOUN
easat-11058	283	40	as	as	SCONJ
easat-11058	283	41	planned	plan	VERB
easat-11058	283	42	have	have	AUX
easat-11058	283	43	been	be	AUX
easat-11058	283	44	explained	explain	VERB
easat-11058	283	45	.	.	PUNCT
easat-11058	284	1	this	this	DET
easat-11058	284	2	study	study	NOUN
easat-11058	284	3	followed	follow	VERB
easat-11058	284	4	all	all	DET
easat-11058	284	5	ethical	ethical	ADJ
easat-11058	284	6	practices	practice	NOUN
easat-11058	284	7	during	during	ADP
easat-11058	284	8	writing	writing	NOUN
easat-11058	284	9	.	.	PUNCT
easat-11058	285	1	acknowledgements	acknowledgement	NOUN
easat-11058	285	2	:	:	PUNCT
easat-11058	285	3	the	the	DET
easat-11058	285	4	authors	author	NOUN
easat-11058	285	5	would	would	AUX
easat-11058	285	6	like	like	VERB
easat-11058	285	7	to	to	PART
easat-11058	285	8	express	express	VERB
easat-11058	285	9	their	their	PRON
easat-11058	285	10	sincere	sincere	ADJ
easat-11058	285	11	gratitude	gratitude	NOUN
easat-11058	285	12	to	to	PART
easat-11058	285	13	prof	prof	PROPN
easat-11058	285	14	.	.	PUNCT
easat-11058	286	1	dr	dr	PROPN
easat-11058	286	2	.	.	PROPN
easat-11058	286	3	prasong	prasong	PROPN
easat-11058	286	4	praneetpolgrang	praneetpolgrang	PROPN
easat-11058	286	5	and	and	CCONJ
easat-11058	286	6	dr	dr	PROPN
easat-11058	286	7	.	.	PROPN
easat-11058	286	8	payap	payap	PROPN
easat-11058	286	9	sirinam	sirinam	PROPN
easat-11058	286	10	for	for	ADP
easat-11058	286	11	their	their	PRON
easat-11058	286	12	invaluable	invaluable	ADJ
easat-11058	286	13	guidance	guidance	NOUN
easat-11058	286	14	,	,	PUNCT
easat-11058	286	15	insightful	insightful	ADJ
easat-11058	286	16	suggestions	suggestion	NOUN
easat-11058	286	17	,	,	PUNCT
easat-11058	286	18	and	and	CCONJ
easat-11058	286	19	continued	continued	ADJ
easat-11058	286	20	support	support	NOUN
easat-11058	286	21	throughout	throughout	ADP
easat-11058	286	22	this	this	DET
easat-11058	286	23	research	research	NOUN
easat-11058	286	24	.	.	PUNCT
easat-11058	287	1	this	this	DET
easat-11058	287	2	work	work	NOUN
easat-11058	287	3	was	be	AUX
easat-11058	287	4	conducted	conduct	VERB
easat-11058	287	5	in	in	ADP
easat-11058	287	6	partial	partial	ADJ
easat-11058	287	7	fulfillment	fulfillment	NOUN
easat-11058	287	8	of	of	ADP
easat-11058	287	9	the	the	DET
easat-11058	287	10	requirements	requirement	NOUN
easat-11058	287	11	for	for	ADP
easat-11058	287	12	the	the	DET
easat-11058	287	13	master	master	NOUN
easat-11058	287	14	's	's	PART
easat-11058	287	15	degree	degree	NOUN
easat-11058	287	16	at	at	ADP
easat-11058	287	17	the	the	DET
easat-11058	287	18	office	office	NOUN
easat-11058	287	19	of	of	ADP
easat-11058	287	20	graduate	graduate	NOUN
easat-11058	287	21	studies	study	NOUN
easat-11058	287	22	,	,	PUNCT
easat-11058	287	23	navaminda	navaminda	ADV
easat-11058	287	24	kasatriyadhiraj	kasatriyadhiraj	ADJ
easat-11058	287	25	royal	royal	ADJ
easat-11058	287	26	air	air	PROPN
easat-11058	287	27	force	force	PROPN
easat-11058	287	28	academy	academy	PROPN
easat-11058	287	29	.	.	PUNCT
easat-11058	288	1	copyright	copyright	NOUN
easat-11058	288	2	:	:	PUNCT
easat-11058	288	3	©	©	PROPN
easat-11058	288	4	2025	2025	NUM
easat-11058	288	5	by	by	ADP
easat-11058	288	6	the	the	DET
easat-11058	288	7	authors	author	NOUN
easat-11058	288	8	.	.	PUNCT
easat-11058	289	1	this	this	DET
easat-11058	289	2	article	article	NOUN
easat-11058	289	3	is	be	AUX
easat-11058	289	4	an	an	DET
easat-11058	289	5	open	open	ADJ
easat-11058	289	6	-	-	PUNCT
easat-11058	289	7	access	access	NOUN
easat-11058	289	8	article	article	NOUN
easat-11058	289	9	distributed	distribute	VERB
easat-11058	289	10	under	under	ADP
easat-11058	289	11	the	the	DET
easat-11058	289	12	terms	term	NOUN
easat-11058	289	13	and	and	CCONJ
easat-11058	289	14	conditions	condition	NOUN
easat-11058	289	15	of	of	ADP
easat-11058	289	16	the	the	DET
easat-11058	289	17	creative	creative	ADJ
easat-11058	289	18	commons	common	NOUN
easat-11058	289	19	attribution	attribution	NOUN
easat-11058	289	20	(	(	PUNCT
easat-11058	289	21	cc	cc	NOUN
easat-11058	289	22	by	by	ADP
easat-11058	289	23	)	)	PUNCT
easat-11058	289	24	license	license	NOUN
easat-11058	289	25	(	(	PUNCT
easat-11058	289	26	https://creativecommons.org/licenses/by/4.0/	https://creativecommons.org/licenses/by/4.0/	PROPN
easat-11058	289	27	)	)	PUNCT
easat-11058	289	28	.	.	PUNCT
easat-11058	290	1	references	reference	NOUN
easat-11058	290	2	[	[	X
easat-11058	290	3	1	1	NUM
easat-11058	290	4	]	]	X
easat-11058	290	5	royal	royal	PROPN
easat-11058	290	6	thai	thai	PROPN
easat-11058	290	7	police	police	NOUN
easat-11058	290	8	,	,	PUNCT
easat-11058	290	9	"	"	PUNCT
easat-11058	290	10	annual	annual	ADJ
easat-11058	290	11	report	report	NOUN
easat-11058	290	12	of	of	ADP
easat-11058	290	13	criminal	criminal	ADJ
easat-11058	290	14	statistics	statistic	NOUN
easat-11058	290	15	and	and	CCONJ
easat-11058	290	16	crime	crime	NOUN
easat-11058	290	17	situation	situation	NOUN
easat-11058	290	18	b.e.2566	b.e.2566	NOUN
easat-11058	290	19	,	,	PUNCT
easat-11058	290	20	"	"	PUNCT
easat-11058	290	21	2023	2023	NUM
easat-11058	290	22	.	.	PUNCT
easat-11058	291	1	http://thaicrimes.org/crimestat	http://thaicrimes.org/crimestat	X
easat-11058	291	2	.	.	PUNCT
easat-11058	292	1	[	[	X
easat-11058	292	2	accessed	access	VERB
easat-11058	292	3	18	18	NUM
easat-11058	292	4	-	-	PUNCT
easat-11058	292	5	feb-2024	feb-2024	NOUN
easat-11058	292	6	]	]	PUNCT
easat-11058	293	1	[	[	X
easat-11058	293	2	2	2	NUM
easat-11058	293	3	]	]	X
easat-11058	293	4	united	united	PROPN
easat-11058	293	5	nations	nations	PROPN
easat-11058	293	6	office	office	PROPN
easat-11058	293	7	on	on	ADP
easat-11058	293	8	drugs	drug	NOUN
easat-11058	293	9	and	and	CCONJ
easat-11058	293	10	crime	crime	NOUN
easat-11058	293	11	,	,	PUNCT
easat-11058	293	12	global	global	ADJ
easat-11058	293	13	study	study	NOUN
easat-11058	293	14	on	on	ADP
easat-11058	293	15	homicide	homicide	NOUN
easat-11058	293	16	2020	2020	NUM
easat-11058	293	17	:	:	PUNCT
easat-11058	293	18	trends	trend	NOUN
easat-11058	293	19	and	and	CCONJ
easat-11058	293	20	patterns	pattern	NOUN
easat-11058	293	21	.	.	PUNCT
easat-11058	294	1	vienna	vienna	PROPN
easat-11058	294	2	,	,	PUNCT
easat-11058	294	3	austria	austria	PROPN
easat-11058	294	4	:	:	PUNCT
easat-11058	294	5	unodc	unodc	ADJ
easat-11058	294	6	,	,	PUNCT
easat-11058	294	7	2021	2021	NUM
easat-11058	294	8	.	.	PUNCT
easat-11058	295	1	[	[	X
easat-11058	295	2	3	3	X
easat-11058	295	3	]	]	PUNCT
easat-11058	295	4	world	world	PROPN
easat-11058	295	5	health	health	NOUN
easat-11058	295	6	organization	organization	NOUN
easat-11058	295	7	,	,	PUNCT
easat-11058	295	8	"	"	PUNCT
easat-11058	295	9	falls	fall	VERB
easat-11058	295	10	:	:	PUNCT
easat-11058	295	11	key	key	ADJ
easat-11058	295	12	facts	fact	NOUN
easat-11058	295	13	.	.	PUNCT
easat-11058	296	1	who	who	PRON
easat-11058	296	2	fact	fact	VERB
easat-11058	296	3	sheet	sheet	NOUN
easat-11058	296	4	,	,	PUNCT
easat-11058	296	5	"	"	PUNCT
easat-11058	296	6	2018	2018	NUM
easat-11058	296	7	.	.	PUNCT
easat-11058	297	1	https://www.who.int/news-room/factsheets/detail/falls	https://www.who.int/news-room/factsheets/detail/fall	NOUN
easat-11058	297	2	.	.	PUNCT
easat-11058	298	1	[	[	X
easat-11058	298	2	accessed	access	VERB
easat-11058	298	3	17	17	NUM
easat-11058	298	4	-	-	PUNCT
easat-11058	298	5	jan-2024	jan-2024	NOUN
easat-11058	298	6	]	]	PUNCT
easat-11058	299	1	[	[	X
easat-11058	299	2	4	4	NUM
easat-11058	299	3	]	]	X
easat-11058	299	4	i.	i.	PROPN
easat-11058	299	5	goodfellow	goodfellow	PROPN
easat-11058	299	6	,	,	PUNCT
easat-11058	299	7	y.	y.	PROPN
easat-11058	299	8	bengio	bengio	PROPN
easat-11058	299	9	,	,	PUNCT
easat-11058	299	10	and	and	CCONJ
easat-11058	299	11	a.	a.	NOUN
easat-11058	299	12	courville	courville	NOUN
easat-11058	299	13	,	,	PUNCT
easat-11058	299	14	deep	deep	ADJ
easat-11058	299	15	learning	learning	NOUN
easat-11058	299	16	,	,	PUNCT
easat-11058	299	17	1st	1st	ADJ
easat-11058	299	18	ed	ed	NOUN
easat-11058	299	19	.	.	PUNCT
easat-11058	300	1	cambridge	cambridge	PROPN
easat-11058	300	2	,	,	PUNCT
easat-11058	300	3	ma	ma	PROPN
easat-11058	300	4	,	,	PUNCT
easat-11058	300	5	usa	usa	PROPN
easat-11058	300	6	:	:	PUNCT
easat-11058	300	7	mit	mit	PROPN
easat-11058	300	8	press	press	NOUN
easat-11058	300	9	,	,	PUNCT
easat-11058	300	10	2016	2016	NUM
easat-11058	300	11	.	.	PUNCT
easat-11058	301	1	[	[	X
easat-11058	301	2	5	5	X
easat-11058	301	3	]	]	PUNCT
easat-11058	301	4	s.	s.	PROPN
easat-11058	301	5	h.	h.	PROPN
easat-11058	301	6	sheshadri	sheshadri	PROPN
easat-11058	301	7	,	,	PUNCT
easat-11058	301	8	l.	l.	PROPN
easat-11058	301	9	s.	s.	PROPN
easat-11058	301	10	karumbunathan	karumbunathan	PROPN
easat-11058	301	11	,	,	PUNCT
easat-11058	301	12	and	and	CCONJ
easat-11058	301	13	d.	d.	PROPN
easat-11058	301	14	franklin	franklin	PROPN
easat-11058	301	15	,	,	PUNCT
easat-11058	301	16	"	"	PUNCT
easat-11058	301	17	nvidia	nvidia	PROPN
easat-11058	301	18	jetson	jetson	PROPN
easat-11058	301	19	orin	orin	PROPN
easat-11058	301	20	nano	nano	PROPN
easat-11058	301	21	developer	developer	NOUN
easat-11058	301	22	kit	kit	NOUN
easat-11058	301	23	gets	get	VERB
easat-11058	301	24	a	a	DET
easat-11058	301	25	‘	'	PUNCT
easat-11058	301	26	super	super	ADJ
easat-11058	301	27	’	'	PUNCT
easat-11058	301	28	boost	boost	NOUN
easat-11058	301	29	.	.	PUNCT
easat-11058	302	1	nvidia	nvidia	PROPN
easat-11058	302	2	technical	technical	PROPN
easat-11058	302	3	blog	blog	PROPN
easat-11058	302	4	,	,	PUNCT
easat-11058	302	5	"	"	PUNCT
easat-11058	302	6	2024	2024	NUM
easat-11058	302	7	.	.	PUNCT
easat-11058	303	1	https://developer.nvidia.com/blog/nvidia-jetson-orin-nano-developer-kitgets-a-super-boost	https://developer.nvidia.com/blog/nvidia-jetson-orin-nano-developer-kitgets-a-super-boost	ADJ
easat-11058	303	2	.	.	PUNCT
easat-11058	304	1	[	[	X
easat-11058	304	2	accessed	access	VERB
easat-11058	304	3	09	09	NUM
easat-11058	304	4	-	-	PUNCT
easat-11058	304	5	nov-2025	nov-2025	NOUN
easat-11058	304	6	]	]	PUNCT
easat-11058	305	1	[	[	X
easat-11058	305	2	6	6	NUM
easat-11058	305	3	]	]	PUNCT
easat-11058	305	4	z.	z.	PROPN
easat-11058	305	5	cao	cao	PROPN
easat-11058	305	6	,	,	PUNCT
easat-11058	305	7	g.	g.	PROPN
easat-11058	305	8	hidalgo	hidalgo	PROPN
easat-11058	305	9	,	,	PUNCT
easat-11058	305	10	t.	t.	PROPN
easat-11058	305	11	simon	simon	PROPN
easat-11058	305	12	,	,	PUNCT
easat-11058	305	13	s.-e	s.-e	PROPN
easat-11058	305	14	.	.	PUNCT
easat-11058	306	1	wei	wei	PROPN
easat-11058	306	2	,	,	PUNCT
easat-11058	306	3	and	and	CCONJ
easat-11058	306	4	y.	y.	PROPN
easat-11058	306	5	sheikh	sheikh	PROPN
easat-11058	306	6	,	,	PUNCT
easat-11058	306	7	"	"	PUNCT
easat-11058	306	8	openpose	openpose	NOUN
easat-11058	306	9	:	:	PUNCT
easat-11058	306	10	realtime	realtime	VERB
easat-11058	306	11	multi	multi	ADJ
easat-11058	306	12	-	-	ADJ
easat-11058	306	13	person	person	ADJ
easat-11058	306	14	2d	2d	NOUN
easat-11058	306	15	pose	pose	NOUN
easat-11058	306	16	estimation	estimation	NOUN
easat-11058	306	17	using	use	VERB
easat-11058	306	18	part	part	NOUN
easat-11058	306	19	affinity	affinity	NOUN
easat-11058	306	20	fields	field	NOUN
easat-11058	306	21	,	,	PUNCT
easat-11058	306	22	"	"	PUNCT
easat-11058	306	23	ieee	ieee	NOUN
easat-11058	306	24	transactions	transaction	NOUN
easat-11058	306	25	on	on	ADP
easat-11058	306	26	pattern	pattern	NOUN
easat-11058	306	27	analysis	analysis	NOUN
easat-11058	306	28	and	and	CCONJ
easat-11058	306	29	machine	machine	NOUN
easat-11058	306	30	intelligence	intelligence	NOUN
easat-11058	306	31	,	,	PUNCT
easat-11058	306	32	vol	vol	NOUN
easat-11058	306	33	.	.	PROPN
easat-11058	307	1	43	43	NUM
easat-11058	307	2	,	,	PUNCT
easat-11058	307	3	no	no	INTJ
easat-11058	307	4	.	.	NOUN
easat-11058	307	5	1	1	NUM
easat-11058	307	6	,	,	PUNCT
easat-11058	307	7	pp	pp	ADJ
easat-11058	307	8	.	.	PUNCT
easat-11058	308	1	172–186	172–186	NUM
easat-11058	308	2	,	,	PUNCT
easat-11058	308	3	2021	2021	NUM
easat-11058	308	4	.	.	PUNCT
easat-11058	309	1	https://doi.org/10.1109/tpami.2019.2929257	https://doi.org/10.1109/tpami.2019.2929257	PROPN
easat-11058	309	2	https://creativecommons.org/licenses/by/4.0/	https://creativecommons.org/licenses/by/4.0/	PROPN
easat-11058	309	3	http://thaicrimes.org/crimestat	http://thaicrimes.org/crimestat	PROPN
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easat-11058	309	5	https://www.who.int/news-room/fact-sheets/detail/falls	https://www.who.int/news-room/fact-sheets/detail/fall	NOUN
easat-11058	309	6	https://developer.nvidia.com/blog/nvidia-jetson-orin-nano-developer-kit-gets-a-super-boost	https://developer.nvidia.com/blog/nvidia-jetson-orin-nano-developer-kit-gets-a-super-boost	VERB
easat-11058	309	7	https://developer.nvidia.com/blog/nvidia-jetson-orin-nano-developer-kit-gets-a-super-boost	https://developer.nvidia.com/blog/nvidia-jetson-orin-nano-developer-kit-gets-a-super-boost	ADP
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easat-11058	309	9	1120	1120	NUM
easat-11058	309	10	edelweiss	edelweiss	PROPN
easat-11058	309	11	applied	apply	VERB
easat-11058	309	12	science	science	NOUN
easat-11058	309	13	and	and	CCONJ
easat-11058	309	14	technology	technology	NOUN
easat-11058	309	15	issn	issn	PROPN
easat-11058	309	16	:	:	PUNCT
easat-11058	309	17	2576	2576	NUM
easat-11058	309	18	-	-	SYM
easat-11058	309	19	8484	8484	NUM
easat-11058	309	20	vol	vol	NOUN
easat-11058	309	21	.	.	PROPN
easat-11058	310	1	9	9	NUM
easat-11058	310	2	,	,	PUNCT
easat-11058	310	3	no	no	INTJ
easat-11058	310	4	.	.	NOUN
easat-11058	310	5	11	11	NUM
easat-11058	310	6	:	:	PUNCT
easat-11058	310	7	1108	1108	NUM
easat-11058	310	8	-	-	SYM
easat-11058	310	9	1120	1120	NUM
easat-11058	310	10	,	,	PUNCT
easat-11058	310	11	2025	2025	NUM
easat-11058	310	12	doi	doi	NOUN
easat-11058	310	13	:	:	PUNCT
easat-11058	310	14	10.55214/2576	10.55214/2576	NUM
easat-11058	310	15	-	-	SYM
easat-11058	310	16	8484.v9i11.11058	8484.v9i11.11058	NUM
easat-11058	310	17	©	©	ADP
easat-11058	310	18	2025	2025	NUM
easat-11058	310	19	by	by	ADP
easat-11058	310	20	the	the	DET
easat-11058	310	21	authors	author	NOUN
easat-11058	310	22	;	;	PUNCT
easat-11058	310	23	licensee	licensee	PROPN
easat-11058	310	24	learning	learning	NOUN
easat-11058	310	25	gate	gate	NOUN
easat-11058	311	1	[	[	X
easat-11058	311	2	7	7	NUM
easat-11058	311	3	]	]	X
easat-11058	311	4	g.	g.	NOUN
easat-11058	311	5	song	song	PROPN
easat-11058	311	6	,	,	PUNCT
easat-11058	311	7	y.	y.	PROPN
easat-11058	311	8	qian	qian	PROPN
easat-11058	311	9	,	,	PUNCT
easat-11058	311	10	and	and	CCONJ
easat-11058	311	11	y.	y.	PROPN
easat-11058	311	12	wang	wang	PROPN
easat-11058	311	13	,	,	PUNCT
easat-11058	311	14	"	"	PUNCT
easat-11058	311	15	stgcn	stgcn	ADJ
easat-11058	311	16	-	-	PUNCT
easat-11058	311	17	pad	pad	NOUN
easat-11058	311	18	:	:	PUNCT
easat-11058	311	19	a	a	DET
easat-11058	311	20	spatial	spatial	ADJ
easat-11058	311	21	-	-	PUNCT
easat-11058	311	22	temporal	temporal	ADJ
easat-11058	311	23	graph	graph	NOUN
easat-11058	311	24	convolutional	convolutional	ADJ
easat-11058	311	25	network	network	NOUN
easat-11058	311	26	for	for	ADP
easat-11058	311	27	detecting	detect	VERB
easat-11058	311	28	abnormal	abnormal	ADJ
easat-11058	311	29	pedestrian	pedestrian	NOUN
easat-11058	311	30	motion	motion	NOUN
easat-11058	311	31	patterns	pattern	NOUN
easat-11058	311	32	at	at	ADP
easat-11058	311	33	grade	grade	NOUN
easat-11058	311	34	crossings	crossing	NOUN
easat-11058	311	35	,	,	PUNCT
easat-11058	311	36	"	"	PUNCT
easat-11058	311	37	pattern	pattern	NOUN
easat-11058	311	38	analysis	analysis	NOUN
easat-11058	311	39	and	and	CCONJ
easat-11058	311	40	applications	application	NOUN
easat-11058	311	41	,	,	PUNCT
easat-11058	311	42	vol	vol	NOUN
easat-11058	311	43	.	.	PROPN
easat-11058	311	44	28	28	NUM
easat-11058	311	45	,	,	PUNCT
easat-11058	311	46	p.	p.	NOUN
easat-11058	311	47	2	2	NUM
easat-11058	311	48	,	,	PUNCT
easat-11058	311	49	2025	2025	NUM
easat-11058	311	50	.	.	PUNCT
easat-11058	312	1	https://doi.org/10.1007/s10044-024-01382-w	https://doi.org/10.1007/s10044-024-01382-w	X
easat-11058	312	2	[	[	X
easat-11058	312	3	8	8	NUM
easat-11058	312	4	]	]	X
easat-11058	312	5	n.	n.	PROPN
easat-11058	312	6	f.	f.	PROPN
easat-11058	312	7	janbi	janbi	PROPN
easat-11058	312	8	,	,	PUNCT
easat-11058	312	9	m.	m.	NOUN
easat-11058	312	10	a.	a.	NOUN
easat-11058	312	11	ghaseb	ghaseb	PROPN
easat-11058	312	12	,	,	PUNCT
easat-11058	312	13	and	and	CCONJ
easat-11058	312	14	a.	a.	NOUN
easat-11058	312	15	a.	a.	NOUN
easat-11058	312	16	almazroi	almazroi	PROPN
easat-11058	312	17	,	,	PUNCT
easat-11058	312	18	"	"	PUNCT
easat-11058	312	19	ests‐gcn	ests‐gcn	NOUN
easat-11058	312	20	:	:	PUNCT
easat-11058	312	21	an	an	DET
easat-11058	312	22	ensemble	ensemble	ADJ
easat-11058	312	23	spatial	spatial	ADJ
easat-11058	312	24	–	–	PUNCT
easat-11058	312	25	temporal	temporal	ADJ
easat-11058	312	26	skeleton‐based	skeleton‐base	VERB
easat-11058	312	27	graph	graph	NOUN
easat-11058	312	28	convolutional	convolutional	ADJ
easat-11058	312	29	networks	network	NOUN
easat-11058	312	30	for	for	ADP
easat-11058	312	31	violence	violence	NOUN
easat-11058	312	32	detection	detection	NOUN
easat-11058	312	33	,	,	PUNCT
easat-11058	312	34	"	"	PUNCT
easat-11058	312	35	international	international	ADJ
easat-11058	312	36	journal	journal	NOUN
easat-11058	312	37	of	of	ADP
easat-11058	312	38	intelligent	intelligent	ADJ
easat-11058	312	39	systems	system	NOUN
easat-11058	312	40	,	,	PUNCT
easat-11058	312	41	vol	vol	NOUN
easat-11058	312	42	.	.	PROPN
easat-11058	312	43	2024	2024	NUM
easat-11058	312	44	,	,	PUNCT
easat-11058	312	45	no	no	INTJ
easat-11058	312	46	.	.	NOUN
easat-11058	312	47	1	1	NUM
easat-11058	312	48	,	,	PUNCT
easat-11058	312	49	p.	p.	NOUN
easat-11058	312	50	2323337	2323337	NUM
easat-11058	312	51	,	,	PUNCT
easat-11058	312	52	2024	2024	NUM
easat-11058	312	53	.	.	PUNCT
easat-11058	313	1	https://doi.org/10.1155/2024/2323337	https://doi.org/10.1155/2024/2323337	NOUN
easat-11058	314	1	[	[	X
easat-11058	314	2	9	9	X
easat-11058	314	3	]	]	PUNCT
easat-11058	314	4	s.	s.	PROPN
easat-11058	314	5	nou	nou	PROPN
easat-11058	314	6	,	,	PUNCT
easat-11058	314	7	j.-s	j.-s	PROPN
easat-11058	314	8	.	.	PUNCT
easat-11058	315	1	lee	lee	PROPN
easat-11058	315	2	,	,	PUNCT
easat-11058	315	3	n.	n.	PROPN
easat-11058	315	4	ohyama	ohyama	PROPN
easat-11058	315	5	,	,	PUNCT
easat-11058	315	6	and	and	CCONJ
easat-11058	315	7	t.	t.	PROPN
easat-11058	315	8	obi	obi	PROPN
easat-11058	315	9	,	,	PUNCT
easat-11058	315	10	"	"	PUNCT
easat-11058	315	11	human	human	ADJ
easat-11058	315	12	pose	pose	NOUN
easat-11058	315	13	feature	feature	NOUN
easat-11058	315	14	enhancement	enhancement	NOUN
easat-11058	315	15	for	for	ADP
easat-11058	315	16	human	human	ADJ
easat-11058	315	17	anomaly	anomaly	NOUN
easat-11058	315	18	detection	detection	NOUN
easat-11058	315	19	and	and	CCONJ
easat-11058	315	20	tracking	tracking	NOUN
easat-11058	315	21	,	,	PUNCT
easat-11058	315	22	"	"	PUNCT
easat-11058	315	23	international	international	ADJ
easat-11058	315	24	journal	journal	NOUN
easat-11058	315	25	of	of	ADP
easat-11058	315	26	information	information	NOUN
easat-11058	315	27	technology	technology	NOUN
easat-11058	315	28	,	,	PUNCT
easat-11058	315	29	vol	vol	NOUN
easat-11058	315	30	.	.	PROPN
easat-11058	315	31	17	17	NUM
easat-11058	315	32	,	,	PUNCT
easat-11058	315	33	pp	pp	ADJ
easat-11058	315	34	.	.	PUNCT
easat-11058	316	1	1311	1311	NUM
easat-11058	316	2	-	-	SYM
easat-11058	316	3	1320	1320	NUM
easat-11058	316	4	,	,	PUNCT
easat-11058	316	5	2025	2025	NUM
easat-11058	316	6	.	.	PUNCT
easat-11058	317	1	https://doi.org/10.1007/s41870-024-02363-2	https://doi.org/10.1007/s41870-024-02363-2	NUM
easat-11058	318	1	[	[	X
easat-11058	318	2	10	10	NUM
easat-11058	318	3	]	]	PUNCT
easat-11058	318	4	c.-b	c.-b	PROPN
easat-11058	318	5	.	.	PUNCT
easat-11058	319	1	lin	lin	PROPN
easat-11058	319	2	,	,	PUNCT
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easat-11058	319	5	,	,	PUNCT
easat-11058	319	6	w.-k	w.-k	PROPN
easat-11058	319	7	.	.	PUNCT
easat-11058	320	1	kuan	kuan	PROPN
easat-11058	320	2	,	,	PUNCT
easat-11058	320	3	and	and	CCONJ
easat-11058	320	4	y.-f	y.-f	PROPN
easat-11058	320	5	.	.	PUNCT
easat-11058	321	1	huang	huang	PROPN
easat-11058	321	2	,	,	PUNCT
easat-11058	321	3	"	"	PUNCT
easat-11058	321	4	a	a	DET
easat-11058	321	5	framework	framework	NOUN
easat-11058	321	6	for	for	ADP
easat-11058	321	7	fall	fall	NOUN
easat-11058	321	8	detection	detection	NOUN
easat-11058	321	9	based	base	VERB
easat-11058	321	10	on	on	ADP
easat-11058	321	11	openpose	openpose	NUM
easat-11058	321	12	skeleton	skeleton	NOUN
easat-11058	321	13	and	and	CCONJ
easat-11058	321	14	lstm	lstm	PROPN
easat-11058	321	15	/	/	SYM
easat-11058	321	16	gru	gru	NOUN
easat-11058	321	17	models	model	NOUN
easat-11058	321	18	,	,	PUNCT
easat-11058	321	19	"	"	PUNCT
easat-11058	321	20	applied	apply	VERB
easat-11058	321	21	sciences	science	NOUN
easat-11058	321	22	,	,	PUNCT
easat-11058	321	23	vol	vol	NOUN
easat-11058	321	24	.	.	PROPN
easat-11058	321	25	11	11	NUM
easat-11058	321	26	,	,	PUNCT
easat-11058	321	27	no	no	INTJ
easat-11058	321	28	.	.	NOUN
easat-11058	321	29	1	1	NUM
easat-11058	321	30	,	,	PUNCT
easat-11058	321	31	p.	p.	NOUN
easat-11058	321	32	329	329	NUM
easat-11058	321	33	,	,	PUNCT
easat-11058	321	34	2020	2020	NUM
easat-11058	321	35	.	.	PUNCT
easat-11058	322	1	https://doi.org/10.3390/app11010329	https://doi.org/10.3390/app11010329	PROPN
easat-11058	322	2	[	[	X
easat-11058	322	3	11	11	NUM
easat-11058	322	4	]	]	PUNCT
easat-11058	322	5	t.	t.	PROPN
easat-11058	322	6	gatt	gatt	PROPN
easat-11058	322	7	,	,	PUNCT
easat-11058	322	8	d.	d.	PROPN
easat-11058	322	9	seychell	seychell	PROPN
easat-11058	322	10	,	,	PUNCT
easat-11058	322	11	and	and	CCONJ
easat-11058	322	12	a.	a.	NOUN
easat-11058	322	13	dingli	dingli	PROPN
easat-11058	322	14	,	,	PUNCT
easat-11058	322	15	"	"	PUNCT
easat-11058	322	16	detecting	detect	VERB
easat-11058	322	17	human	human	ADJ
easat-11058	322	18	abnormal	abnormal	ADJ
easat-11058	322	19	behaviour	behaviour	NOUN
easat-11058	322	20	through	through	ADP
easat-11058	322	21	a	a	DET
easat-11058	322	22	video	video	NOUN
easat-11058	322	23	generated	generate	VERB
easat-11058	322	24	model	model	NOUN
easat-11058	322	25	,	,	PUNCT
easat-11058	322	26	"	"	PUNCT
easat-11058	322	27	in	in	ADP
easat-11058	322	28	2019	2019	NUM
easat-11058	322	29	11th	11th	ADJ
easat-11058	322	30	international	international	ADJ
easat-11058	322	31	symposium	symposium	NOUN
easat-11058	322	32	on	on	ADP
easat-11058	322	33	image	image	NOUN
easat-11058	322	34	and	and	CCONJ
easat-11058	322	35	signal	signal	NOUN
easat-11058	322	36	processing	processing	NOUN
easat-11058	322	37	and	and	CCONJ
easat-11058	322	38	analysis	analysis	NOUN
easat-11058	322	39	(	(	PUNCT
easat-11058	322	40	ispa	ispa	NOUN
easat-11058	322	41	)	)	PUNCT
easat-11058	322	42	.	.	PUNCT
easat-11058	323	1	ieee	ieee	PROPN
easat-11058	323	2	,	,	PUNCT
easat-11058	323	3	2019	2019	NUM
easat-11058	323	4	.	.	PUNCT
easat-11058	324	1	[	[	X
easat-11058	324	2	12	12	NUM
easat-11058	324	3	]	]	PUNCT
easat-11058	324	4	l.	l.	PROPN
easat-11058	324	5	qi	qi	PROPN
easat-11058	324	6	and	and	CCONJ
easat-11058	324	7	h.	h.	PROPN
easat-11058	324	8	sun	sun	PROPN
easat-11058	324	9	,	,	PUNCT
easat-11058	324	10	"	"	PUNCT
easat-11058	324	11	multistage	multistage	NOUN
easat-11058	324	12	fall	fall	NOUN
easat-11058	324	13	detection	detection	NOUN
easat-11058	324	14	framework	framework	NOUN
easat-11058	324	15	via	via	ADP
easat-11058	324	16	3d	3d	PROPN
easat-11058	324	17	pose	pose	VERB
easat-11058	324	18	sequences	sequence	NOUN
easat-11058	324	19	and	and	CCONJ
easat-11058	324	20	tcn	tcn	NOUN
easat-11058	324	21	integration	integration	NOUN
easat-11058	324	22	,	,	PUNCT
easat-11058	324	23	"	"	PUNCT
easat-11058	324	24	scientific	scientific	ADJ
easat-11058	324	25	reports	report	NOUN
easat-11058	324	26	,	,	PUNCT
easat-11058	324	27	vol	vol	NOUN
easat-11058	324	28	.	.	PROPN
easat-11058	324	29	15	15	NUM
easat-11058	324	30	,	,	PUNCT
easat-11058	324	31	p.	p.	NOUN
easat-11058	324	32	27832	27832	NUM
easat-11058	324	33	,	,	PUNCT
easat-11058	324	34	2025	2025	NUM
easat-11058	324	35	.	.	PUNCT
easat-11058	325	1	https://doi.org/10.1038/s41598-025-11325-y	https://doi.org/10.1038/s41598-025-11325-y	PRON
easat-11058	326	1	[	[	X
easat-11058	326	2	13	13	NUM
easat-11058	326	3	]	]	PUNCT
easat-11058	326	4	s.	s.	PROPN
easat-11058	326	5	mittal	mittal	PROPN
easat-11058	326	6	,	,	PUNCT
easat-11058	326	7	a.	a.	NOUN
easat-11058	326	8	gupta	gupta	PROPN
easat-11058	326	9	,	,	PUNCT
easat-11058	326	10	and	and	CCONJ
easat-11058	326	11	a.	a.	PROPN
easat-11058	326	12	r.	r.	PROPN
easat-11058	326	13	chowdhury	chowdhury	PROPN
easat-11058	326	14	,	,	PUNCT
easat-11058	326	15	"	"	PUNCT
easat-11058	326	16	pose	pose	NOUN
easat-11058	326	17	-	-	PUNCT
easat-11058	326	18	based	base	VERB
easat-11058	326	19	violence	violence	NOUN
easat-11058	326	20	detection	detection	NOUN
easat-11058	326	21	in	in	ADP
easat-11058	326	22	surveillance	surveillance	NOUN
easat-11058	326	23	videos	video	NOUN
easat-11058	326	24	using	use	VERB
easat-11058	326	25	temporal	temporal	ADJ
easat-11058	326	26	convolutional	convolutional	ADJ
easat-11058	326	27	networks	network	NOUN
easat-11058	326	28	,	,	PUNCT
easat-11058	326	29	"	"	PUNCT
easat-11058	326	30	pattern	pattern	NOUN
easat-11058	326	31	recognition	recognition	NOUN
easat-11058	326	32	letters	letter	NOUN
easat-11058	326	33	,	,	PUNCT
easat-11058	326	34	vol	vol	NOUN
easat-11058	326	35	.	.	NOUN
easat-11058	326	36	164	164	NUM
easat-11058	326	37	,	,	PUNCT
easat-11058	326	38	pp	pp	ADJ
easat-11058	326	39	.	.	PUNCT
easat-11058	327	1	1–8	1–8	NUM
easat-11058	327	2	,	,	PUNCT
easat-11058	327	3	2023	2023	NUM
easat-11058	327	4	.	.	PUNCT
easat-11058	328	1	[	[	X
easat-11058	328	2	14	14	NUM
easat-11058	328	3	]	]	PUNCT
easat-11058	328	4	x.	x.	PROPN
easat-11058	328	5	yu	yu	PROPN
easat-11058	328	6	,	,	PUNCT
easat-11058	328	7	c.	c.	PROPN
easat-11058	328	8	wang	wang	PROPN
easat-11058	328	9	,	,	PUNCT
easat-11058	328	10	w.	w.	PROPN
easat-11058	328	11	wu	wu	PROPN
easat-11058	328	12	,	,	PUNCT
easat-11058	328	13	and	and	CCONJ
easat-11058	328	14	s.	s.	PROPN
easat-11058	328	15	xiong	xiong	PROPN
easat-11058	328	16	,	,	PUNCT
easat-11058	328	17	"	"	PUNCT
easat-11058	328	18	a	a	DET
easat-11058	328	19	real	real	ADJ
easat-11058	328	20	-	-	PUNCT
easat-11058	328	21	time	time	NOUN
easat-11058	328	22	skeleton	skeleton	NOUN
easat-11058	328	23	-	-	PUNCT
easat-11058	328	24	based	base	VERB
easat-11058	328	25	fall	fall	NOUN
easat-11058	328	26	detection	detection	NOUN
easat-11058	328	27	algorithm	algorithm	NOUN
easat-11058	328	28	based	base	VERB
easat-11058	328	29	on	on	ADP
easat-11058	328	30	temporal	temporal	ADJ
easat-11058	328	31	convolutional	convolutional	ADJ
easat-11058	328	32	networks	network	NOUN
easat-11058	328	33	and	and	CCONJ
easat-11058	328	34	transformer	transformer	NOUN
easat-11058	328	35	encoder	encoder	NOUN
easat-11058	328	36	,	,	PUNCT
easat-11058	328	37	"	"	PUNCT
easat-11058	328	38	pervasive	pervasive	ADJ
easat-11058	328	39	and	and	CCONJ
easat-11058	328	40	mobile	mobile	ADJ
easat-11058	328	41	computing	computing	NOUN
easat-11058	328	42	,	,	PUNCT
easat-11058	328	43	vol	vol	NOUN
easat-11058	328	44	.	.	PUNCT
easat-11058	328	45	107	107	NUM
easat-11058	328	46	,	,	PUNCT
easat-11058	328	47	p.	p.	NOUN
easat-11058	328	48	102016	102016	NUM
easat-11058	328	49	,	,	PUNCT
easat-11058	328	50	2025	2025	NUM
easat-11058	328	51	.	.	PUNCT
easat-11058	329	1	https://doi.org/10.1016/j.pmcj.2025.102016	https://doi.org/10.1016/j.pmcj.2025.102016	PROPN
easat-11058	329	2	[	[	X
easat-11058	329	3	15	15	NUM
easat-11058	329	4	]	]	X
easat-11058	329	5	h.	h.	PROPN
easat-11058	329	6	hao	hao	PROPN
easat-11058	329	7	,	,	PUNCT
easat-11058	329	8	y.	y.	PROPN
easat-11058	329	9	liu	liu	PROPN
easat-11058	329	10	,	,	PUNCT
easat-11058	329	11	and	and	CCONJ
easat-11058	329	12	l.	l.	PROPN
easat-11058	329	13	zhang	zhang	PROPN
easat-11058	329	14	,	,	PUNCT
easat-11058	329	15	"	"	PUNCT
easat-11058	329	16	temporal	temporal	ADJ
easat-11058	329	17	convolutional	convolutional	ADJ
easat-11058	329	18	attention	attention	NOUN
easat-11058	329	19	network	network	NOUN
easat-11058	329	20	for	for	ADP
easat-11058	329	21	sequence	sequence	NOUN
easat-11058	329	22	modelling	modelling	NOUN
easat-11058	329	23	,	,	PUNCT
easat-11058	329	24	"	"	PUNCT
easat-11058	329	25	presented	present	VERB
easat-11058	329	26	at	at	ADP
easat-11058	329	27	the	the	DET
easat-11058	329	28	proc	proc	NOUN
easat-11058	329	29	.	.	PUNCT
easat-11058	330	1	ieee	ieee	PROPN
easat-11058	330	2	int	int	PROPN
easat-11058	330	3	.	.	PUNCT
easat-11058	331	1	conf	conf	PROPN
easat-11058	331	2	.	.	PUNCT
easat-11058	332	1	acoust	acoust	PROPN
easat-11058	332	2	.	.	PUNCT
easat-11058	333	1	,	,	PUNCT
easat-11058	333	2	speech	speech	NOUN
easat-11058	333	3	signal	signal	NOUN
easat-11058	333	4	process	process	NOUN
easat-11058	333	5	.	.	PUNCT
easat-11058	334	1	(	(	PUNCT
easat-11058	334	2	icassp	icassp	PROPN
easat-11058	334	3	)	)	PUNCT
easat-11058	334	4	,	,	PUNCT
easat-11058	334	5	barcelona	barcelona	PROPN
easat-11058	334	6	,	,	PUNCT
easat-11058	334	7	spain	spain	PROPN
easat-11058	334	8	,	,	PUNCT
easat-11058	334	9	2020	2020	NUM
easat-11058	334	10	.	.	PUNCT
easat-11058	335	1	[	[	X
easat-11058	335	2	16	16	NUM
easat-11058	335	3	]	]	PUNCT
easat-11058	335	4	a.	a.	NOUN
easat-11058	335	5	mehta	mehta	PROPN
easat-11058	335	6	and	and	CCONJ
easat-11058	335	7	w.	w.	PROPN
easat-11058	335	8	yang	yang	PROPN
easat-11058	335	9	,	,	PUNCT
easat-11058	335	10	"	"	PUNCT
easat-11058	335	11	nac	nac	PROPN
easat-11058	335	12	-	-	PUNCT
easat-11058	335	13	tcn	tcn	NOUN
easat-11058	335	14	:	:	PUNCT
easat-11058	335	15	neighbourhood	neighbourhood	NOUN
easat-11058	335	16	attention	attention	NOUN
easat-11058	335	17	temporal	temporal	ADJ
easat-11058	335	18	convolutional	convolutional	ADJ
easat-11058	335	19	networks	network	NOUN
easat-11058	335	20	for	for	ADP
easat-11058	335	21	affective	affective	ADJ
easat-11058	335	22	video	video	NOUN
easat-11058	335	23	understanding	understanding	NOUN
easat-11058	335	24	,	,	PUNCT
easat-11058	335	25	"	"	PUNCT
easat-11058	335	26	in	in	ADP
easat-11058	335	27	proc	proc	NOUN
easat-11058	335	28	.	.	PUNCT
easat-11058	336	1	int	int	NOUN
easat-11058	336	2	.	.	PUNCT
easat-11058	336	3	conf	conf	PROPN
easat-11058	336	4	.	.	PUNCT
easat-11058	337	1	video	video	NOUN
easat-11058	337	2	image	image	NOUN
easat-11058	337	3	process	process	NOUN
easat-11058	337	4	.	.	PUNCT
easat-11058	338	1	(	(	PUNCT
easat-11058	338	2	icvip	icvip	NOUN
easat-11058	338	3	)	)	PUNCT
easat-11058	338	4	,	,	PUNCT
easat-11058	338	5	shanghai	shanghai	PROPN
easat-11058	338	6	,	,	PUNCT
easat-11058	338	7	china	china	PROPN
easat-11058	338	8	,	,	PUNCT
easat-11058	338	9	2023	2023	NUM
easat-11058	338	10	.	.	PUNCT
easat-11058	339	1	[	[	X
easat-11058	339	2	17	17	NUM
easat-11058	339	3	]	]	PUNCT
easat-11058	339	4	s.	s.	PROPN
easat-11058	339	5	yan	yan	PROPN
easat-11058	339	6	,	,	PUNCT
easat-11058	339	7	y.	y.	PROPN
easat-11058	339	8	xiong	xiong	PROPN
easat-11058	339	9	,	,	PUNCT
easat-11058	339	10	and	and	CCONJ
easat-11058	339	11	d.	d.	PROPN
easat-11058	339	12	lin	lin	PROPN
easat-11058	339	13	,	,	PUNCT
easat-11058	339	14	"	"	PUNCT
easat-11058	339	15	spatial	spatial	ADJ
easat-11058	339	16	temporal	temporal	ADJ
easat-11058	339	17	graph	graph	NOUN
easat-11058	339	18	convolutional	convolutional	ADJ
easat-11058	339	19	networks	network	NOUN
easat-11058	339	20	for	for	ADP
easat-11058	339	21	skeleton	skeleton	NOUN
easat-11058	339	22	-	-	PUNCT
easat-11058	339	23	based	base	VERB
easat-11058	339	24	action	action	NOUN
easat-11058	339	25	recognition	recognition	NOUN
easat-11058	339	26	,	,	PUNCT
easat-11058	339	27	"	"	PUNCT
easat-11058	339	28	in	in	ADP
easat-11058	339	29	proceedings	proceeding	NOUN
easat-11058	339	30	of	of	ADP
easat-11058	339	31	the	the	DET
easat-11058	339	32	aaai	aaai	PROPN
easat-11058	339	33	conference	conference	NOUN
easat-11058	339	34	on	on	ADP
easat-11058	339	35	artificial	artificial	ADJ
easat-11058	339	36	intelligence	intelligence	NOUN
easat-11058	339	37	,	,	PUNCT
easat-11058	339	38	2018	2018	NUM
easat-11058	339	39	.	.	PUNCT
easat-11058	340	1	[	[	X
easat-11058	340	2	18	18	NUM
easat-11058	340	3	]	]	X
easat-11058	340	4	l.	l.	PROPN
easat-11058	340	5	shi	shi	PROPN
easat-11058	340	6	,	,	PUNCT
easat-11058	340	7	y.	y.	PROPN
easat-11058	340	8	zhang	zhang	PROPN
easat-11058	340	9	,	,	PUNCT
easat-11058	340	10	j.	j.	PROPN
easat-11058	340	11	cheng	cheng	PROPN
easat-11058	340	12	,	,	PUNCT
easat-11058	340	13	and	and	CCONJ
easat-11058	340	14	h.	h.	PROPN
easat-11058	340	15	lu	lu	PROPN
easat-11058	340	16	,	,	PUNCT
easat-11058	340	17	"	"	PUNCT
easat-11058	340	18	two	two	NUM
easat-11058	340	19	-	-	PUNCT
easat-11058	340	20	stream	stream	NOUN
easat-11058	340	21	adaptive	adaptive	ADJ
easat-11058	340	22	graph	graph	NOUN
easat-11058	340	23	convolutional	convolutional	ADJ
easat-11058	340	24	networks	network	NOUN
easat-11058	340	25	for	for	ADP
easat-11058	340	26	skeleton	skeleton	NOUN
easat-11058	340	27	-	-	PUNCT
easat-11058	340	28	based	base	VERB
easat-11058	340	29	action	action	NOUN
easat-11058	340	30	recognition	recognition	NOUN
easat-11058	340	31	,	,	PUNCT
easat-11058	340	32	"	"	PUNCT
easat-11058	340	33	in	in	ADP
easat-11058	340	34	proceedings	proceeding	NOUN
easat-11058	340	35	of	of	ADP
easat-11058	340	36	the	the	DET
easat-11058	340	37	ieee	ieee	NOUN
easat-11058	340	38	/	/	SYM
easat-11058	340	39	cvf	cvf	NOUN
easat-11058	340	40	conference	conference	NOUN
easat-11058	340	41	on	on	ADP
easat-11058	340	42	computer	computer	NOUN
easat-11058	340	43	vision	vision	NOUN
easat-11058	340	44	and	and	CCONJ
easat-11058	340	45	pattern	pattern	NOUN
easat-11058	340	46	recognition	recognition	NOUN
easat-11058	340	47	,	,	PUNCT
easat-11058	340	48	2019	2019	NUM
easat-11058	340	49	.	.	PUNCT
easat-11058	341	1	[	[	X
easat-11058	341	2	19	19	NUM
easat-11058	341	3	]	]	X
easat-11058	341	4	u.	u.	PROPN
easat-11058	341	5	iqbal	iqbal	PROPN
easat-11058	341	6	and	and	CCONJ
easat-11058	341	7	j.	j.	PROPN
easat-11058	341	8	gall	gall	PROPN
easat-11058	341	9	,	,	PUNCT
easat-11058	341	10	"	"	PUNCT
easat-11058	341	11	multi	multi	ADJ
easat-11058	341	12	-	-	ADJ
easat-11058	341	13	person	person	NOUN
easat-11058	341	14	pose	pose	VERB
easat-11058	341	15	estimation	estimation	NOUN
easat-11058	341	16	with	with	ADP
easat-11058	341	17	local	local	ADJ
easat-11058	341	18	joint	joint	NOUN
easat-11058	341	19	-	-	PUNCT
easat-11058	341	20	to	to	ADP
easat-11058	341	21	-	-	PUNCT
easat-11058	341	22	person	person	NOUN
easat-11058	341	23	associations	association	NOUN
easat-11058	341	24	,	,	PUNCT
easat-11058	341	25	"	"	PUNCT
easat-11058	341	26	in	in	ADP
easat-11058	341	27	european	european	ADJ
easat-11058	341	28	conference	conference	NOUN
easat-11058	341	29	on	on	ADP
easat-11058	341	30	computer	computer	NOUN
easat-11058	341	31	vision	vision	NOUN
easat-11058	341	32	(	(	PUNCT
easat-11058	341	33	pp	pp	ADJ
easat-11058	341	34	.	.	PUNCT
easat-11058	342	1	627	627	NUM
easat-11058	342	2	-	-	SYM
easat-11058	342	3	642	642	NUM
easat-11058	342	4	)	)	PUNCT
easat-11058	342	5	.	.	PUNCT
easat-11058	343	1	cham	cham	PROPN
easat-11058	343	2	:	:	PUNCT
easat-11058	343	3	springer	springer	NOUN
easat-11058	343	4	international	international	ADJ
easat-11058	343	5	publishing	publishing	NOUN
easat-11058	343	6	,	,	PUNCT
easat-11058	343	7	2016	2016	NUM
easat-11058	343	8	.	.	PUNCT
easat-11058	344	1	[	[	X
easat-11058	344	2	20	20	NUM
easat-11058	344	3	]	]	PUNCT
easat-11058	344	4	f.	f.	PROPN
easat-11058	344	5	ofli	ofli	PROPN
easat-11058	344	6	,	,	PUNCT
easat-11058	344	7	r.	r.	PROPN
easat-11058	344	8	chaudhry	chaudhry	PROPN
easat-11058	344	9	,	,	PUNCT
easat-11058	344	10	g.	g.	PROPN
easat-11058	344	11	kurillo	kurillo	PROPN
easat-11058	344	12	,	,	PUNCT
easat-11058	344	13	r.	r.	PROPN
easat-11058	344	14	vidal	vidal	PROPN
easat-11058	344	15	,	,	PUNCT
easat-11058	344	16	and	and	CCONJ
easat-11058	344	17	r.	r.	PROPN
easat-11058	344	18	bajcsy	bajcsy	ADV
easat-11058	344	19	,	,	PUNCT
easat-11058	344	20	"	"	PUNCT
easat-11058	344	21	sequence	sequence	NOUN
easat-11058	344	22	of	of	ADP
easat-11058	344	23	the	the	DET
easat-11058	344	24	most	most	ADV
easat-11058	344	25	informative	informative	ADJ
easat-11058	344	26	joints	joint	NOUN
easat-11058	344	27	(	(	PUNCT
easat-11058	344	28	smij	smij	NOUN
easat-11058	344	29	):	):	PUNCT
easat-11058	344	30	a	a	DET
easat-11058	344	31	new	new	ADJ
easat-11058	344	32	representation	representation	NOUN
easat-11058	344	33	for	for	ADP
easat-11058	344	34	human	human	ADJ
easat-11058	344	35	skeletal	skeletal	ADJ
easat-11058	344	36	action	action	NOUN
easat-11058	344	37	recognition	recognition	NOUN
easat-11058	344	38	,	,	PUNCT
easat-11058	344	39	"	"	PUNCT
easat-11058	344	40	journal	journal	NOUN
easat-11058	344	41	of	of	ADP
easat-11058	344	42	visual	visual	ADJ
easat-11058	344	43	communication	communication	NOUN
easat-11058	344	44	and	and	CCONJ
easat-11058	344	45	image	image	NOUN
easat-11058	344	46	representation	representation	NOUN
easat-11058	344	47	,	,	PUNCT
easat-11058	344	48	vol	vol	NOUN
easat-11058	344	49	.	.	PROPN
easat-11058	344	50	25	25	NUM
easat-11058	344	51	,	,	PUNCT
easat-11058	344	52	no	no	INTJ
easat-11058	344	53	.	.	NOUN
easat-11058	344	54	1	1	NUM
easat-11058	344	55	,	,	PUNCT
easat-11058	344	56	pp	pp	ADJ
easat-11058	344	57	.	.	PUNCT
easat-11058	345	1	24	24	NUM
easat-11058	345	2	-	-	SYM
easat-11058	345	3	38	38	NUM
easat-11058	345	4	,	,	PUNCT
easat-11058	345	5	2014	2014	NUM
easat-11058	345	6	.	.	PUNCT
easat-11058	346	1	https://doi.org/10.1016/j.jvcir.2013.04.007	https://doi.org/10.1016/j.jvcir.2013.04.007	NUM
easat-11058	346	2	[	[	X
easat-11058	346	3	21	21	NUM
easat-11058	346	4	]	]	PUNCT
easat-11058	346	5	x.	x.	PROPN
easat-11058	346	6	yang	yang	PROPN
easat-11058	346	7	and	and	CCONJ
easat-11058	346	8	y.	y.	PROPN
easat-11058	346	9	tian	tian	PROPN
easat-11058	346	10	,	,	PUNCT
easat-11058	346	11	"	"	PUNCT
easat-11058	346	12	eigenjoints‐based	eigenjoints‐based	ADJ
easat-11058	346	13	action	action	NOUN
easat-11058	346	14	recognition	recognition	NOUN
easat-11058	346	15	using	use	VERB
easat-11058	346	16	naïve‐bayes‐nearest‐neighbor	naïve‐bayes‐nearest‐neighbor	NOUN
easat-11058	346	17	,	,	PUNCT
easat-11058	346	18	"	"	PUNCT
easat-11058	346	19	presented	present	VERB
easat-11058	346	20	at	at	ADP
easat-11058	346	21	the	the	DET
easat-11058	346	22	2012	2012	NUM
easat-11058	346	23	ieee	ieee	NOUN
easat-11058	346	24	conference	conference	NOUN
easat-11058	346	25	on	on	ADP
easat-11058	346	26	computer	computer	NOUN
easat-11058	346	27	vision	vision	NOUN
easat-11058	346	28	and	and	CCONJ
easat-11058	346	29	pattern	pattern	NOUN
easat-11058	346	30	recognition	recognition	NOUN
easat-11058	346	31	workshops	workshop	NOUN
easat-11058	346	32	(	(	PUNCT
easat-11058	346	33	cvprw	cvprw	PROPN
easat-11058	346	34	)	)	PUNCT
easat-11058	346	35	(	(	PUNCT
easat-11058	346	36	pp	pp	ADV
easat-11058	346	37	.	.	PUNCT
easat-11058	346	38	 	 	SPACE
easat-11058	346	39	14–19	14–19	NUM
easat-11058	346	40	)	)	PUNCT
easat-11058	346	41	.	.	PUNCT
easat-11058	347	1	providence	providence	NOUN
easat-11058	347	2	,	,	PUNCT
easat-11058	347	3	ri	ri	PROPN
easat-11058	347	4	,	,	PUNCT
easat-11058	347	5	usa	usa	PROPN
easat-11058	347	6	,	,	PUNCT
easat-11058	347	7	2012	2012	NUM
easat-11058	347	8	.	.	PUNCT
easat-11058	348	1	[	[	X
easat-11058	348	2	22	22	NUM
easat-11058	348	3	]	]	PUNCT
easat-11058	348	4	i.	i.	PROPN
easat-11058	348	5	laptev	laptev	PROPN
easat-11058	348	6	,	,	PUNCT
easat-11058	348	7	m.	m.	NOUN
easat-11058	348	8	marszalek	marszalek	PROPN
easat-11058	348	9	,	,	PUNCT
easat-11058	348	10	c.	c.	PROPN
easat-11058	348	11	schmid	schmid	PROPN
easat-11058	348	12	,	,	PUNCT
easat-11058	348	13	and	and	CCONJ
easat-11058	348	14	b.	b.	PROPN
easat-11058	348	15	rozenfeld	rozenfeld	PROPN
easat-11058	348	16	,	,	PUNCT
easat-11058	348	17	"	"	PUNCT
easat-11058	348	18	learning	learn	VERB
easat-11058	348	19	realistic	realistic	ADJ
easat-11058	348	20	human	human	ADJ
easat-11058	348	21	actions	action	NOUN
easat-11058	348	22	from	from	ADP
easat-11058	348	23	movies	movie	NOUN
easat-11058	348	24	,	,	PUNCT
easat-11058	348	25	"	"	PUNCT
easat-11058	348	26	in	in	ADP
easat-11058	348	27	2008	2008	NUM
easat-11058	348	28	ieee	ieee	NOUN
easat-11058	348	29	conference	conference	NOUN
easat-11058	348	30	on	on	ADP
easat-11058	348	31	computer	computer	NOUN
easat-11058	348	32	vision	vision	NOUN
easat-11058	348	33	and	and	CCONJ
easat-11058	348	34	pattern	pattern	NOUN
easat-11058	348	35	recognition	recognition	NOUN
easat-11058	348	36	(	(	PUNCT
easat-11058	348	37	pp	pp	ADJ
easat-11058	348	38	.	.	PUNCT
easat-11058	349	1	1	1	NUM
easat-11058	349	2	-	-	SYM
easat-11058	349	3	8)	8)	NUM
easat-11058	349	4	.	.	PUNCT
easat-11058	349	5	ieee	ieee	NOUN
easat-11058	349	6	,	,	PUNCT
easat-11058	349	7	2008	2008	NUM
easat-11058	349	8	.	.	PUNCT
easat-11058	350	1	https://doi.org/10.1007/s10044-024-01382-w	https://doi.org/10.1007/s10044-024-01382-w	ADP
easat-11058	350	2	https://doi.org/10.1155/2024/2323337	https://doi.org/10.1155/2024/2323337	NOUN
easat-11058	350	3	https://doi.org/10.1007/s41870-024-02363-2	https://doi.org/10.1007/s41870-024-02363-2	VERB
easat-11058	350	4	https://doi.org/10.3390/app11010329	https://doi.org/10.3390/app11010329	PROPN
easat-11058	350	5	https://doi.org/10.1038/s41598-025-11325-y	https://doi.org/10.1038/s41598-025-11325-y	PROPN
easat-11058	351	1	https://doi.org/10.1016/j.pmcj.2025.102016	https://doi.org/10.1016/j.pmcj.2025.102016	PROPN
easat-11058	351	2	https://doi.org/10.1016/j.jvcir.2013.04.007	https://doi.org/10.1016/j.jvcir.2013.04.007	NUM