id	sid	tid	token	lemma	pos
ajema-7617	1	1	91	91	NUM
ajema-7617	1	2	journal	journal	NOUN
ajema-7617	1	3	of	of	ADP
ajema-7617	1	4	engineering	engineering	NOUN
ajema-7617	1	5	,	,	PUNCT
ajema-7617	1	6	mechanics	mechanic	NOUN
ajema-7617	1	7	and	and	CCONJ
ajema-7617	1	8	architecture	architecture	NOUN
ajema-7617	1	9	www	www	NOUN
ajema-7617	1	10	.	.	PUNCT
ajema-7617	2	1	grnjournal.us	grnjournal.us	PROPN
ajema-7617	2	2	american	american	PROPN
ajema-7617	2	3	journal	journal	PROPN
ajema-7617	2	4	of	of	ADP
ajema-7617	2	5	engineering	engineering	NOUN
ajema-7617	2	6	,	,	PUNCT
ajema-7617	2	7	mechanics	mechanic	NOUN
ajema-7617	2	8	and	and	CCONJ
ajema-7617	2	9	architecture	architecture	NOUN
ajema-7617	2	10	volume	volume	NOUN
ajema-7617	2	11	3	3	NUM
ajema-7617	2	12	,	,	PUNCT
ajema-7617	2	13	issue	issue	NOUN
ajema-7617	2	14	5	5	NUM
ajema-7617	2	15	,	,	PUNCT
ajema-7617	2	16	2025	2025	NUM
ajema-7617	2	17	issn	issn	X
ajema-7617	2	18	(	(	PUNCT
ajema-7617	2	19	e	e	NOUN
ajema-7617	2	20	):	):	PUNCT
ajema-7617	2	21	2993	2993	NUM
ajema-7617	2	22	-	-	SYM
ajema-7617	2	23	2637	2637	NUM
ajema-7617	2	24	classification	classification	NOUN
ajema-7617	2	25	of	of	ADP
ajema-7617	2	26	student	student	NOUN
ajema-7617	2	27	actions	action	NOUN
ajema-7617	2	28	through	through	ADP
ajema-7617	2	29	2d	2d	NUM
ajema-7617	2	30	pose	pose	NOUN
ajema-7617	2	31	-	-	PUNCT
ajema-7617	2	32	based	base	VERB
ajema-7617	2	33	cnn	cnn	PROPN
ajema-7617	2	34	-	-	PUNCT
ajema-7617	2	35	lstm	lstm	PROPN
ajema-7617	2	36	networks	network	NOUN
ajema-7617	2	37	iskandarova	iskandarova	PROPN
ajema-7617	2	38	sayyora	sayyora	PROPN
ajema-7617	2	39	nurmamatovna	nurmamatovna	PROPN
ajema-7617	2	40	,	,	PUNCT
ajema-7617	2	41	jurayev	jurayev	PROPN
ajema-7617	2	42	xudoyshukur	xudoyshukur	PROPN
ajema-7617	2	43	utkir	utkir	VERB
ajema-7617	2	44	ugli	ugli	PROPN
ajema-7617	2	45	tashkent	tashkent	PROPN
ajema-7617	2	46	university	university	PROPN
ajema-7617	2	47	of	of	ADP
ajema-7617	2	48	information	information	NOUN
ajema-7617	2	49	technologies	technology	NOUN
ajema-7617	2	50	named	name	VERB
ajema-7617	2	51	after	after	ADP
ajema-7617	2	52	muhammad	muhammad	PROPN
ajema-7617	2	53	al	al	PROPN
ajema-7617	2	54	-	-	PUNCT
ajema-7617	2	55	khwarizmi	khwarizmi	PROPN
ajema-7617	2	56	abstract	abstract	NOUN
ajema-7617	2	57	:	:	PUNCT
ajema-7617	2	58	automated	automate	VERB
ajema-7617	2	59	analysis	analysis	NOUN
ajema-7617	2	60	of	of	ADP
ajema-7617	2	61	student	student	NOUN
ajema-7617	2	62	behavior	behavior	NOUN
ajema-7617	2	63	in	in	ADP
ajema-7617	2	64	classrooms	classroom	NOUN
ajema-7617	2	65	offers	offer	VERB
ajema-7617	2	66	educators	educator	NOUN
ajema-7617	2	67	a	a	DET
ajema-7617	2	68	reliable	reliable	ADJ
ajema-7617	2	69	method	method	NOUN
ajema-7617	2	70	to	to	PART
ajema-7617	2	71	enhance	enhance	VERB
ajema-7617	2	72	engagement	engagement	NOUN
ajema-7617	2	73	and	and	CCONJ
ajema-7617	2	74	assess	assess	NOUN
ajema-7617	2	75	participation	participation	NOUN
ajema-7617	2	76	.	.	PUNCT
ajema-7617	3	1	this	this	DET
ajema-7617	3	2	study	study	NOUN
ajema-7617	3	3	introduces	introduce	VERB
ajema-7617	3	4	a	a	DET
ajema-7617	3	5	2d	2d	NUM
ajema-7617	3	6	pose	pose	NOUN
ajema-7617	3	7	-	-	PUNCT
ajema-7617	3	8	based	base	VERB
ajema-7617	3	9	cnn	cnn	PROPN
ajema-7617	3	10	-	-	PUNCT
ajema-7617	3	11	lstm	lstm	PROPN
ajema-7617	3	12	model	model	NOUN
ajema-7617	3	13	designed	design	VERB
ajema-7617	3	14	to	to	PART
ajema-7617	3	15	classify	classify	VERB
ajema-7617	3	16	student	student	NOUN
ajema-7617	3	17	actions	action	NOUN
ajema-7617	3	18	—	—	PUNCT
ajema-7617	3	19	hand	hand	NOUN
ajema-7617	3	20	raising	raising	NOUN
ajema-7617	3	21	,	,	PUNCT
ajema-7617	3	22	writing	writing	NOUN
ajema-7617	3	23	,	,	PUNCT
ajema-7617	3	24	and	and	CCONJ
ajema-7617	3	25	reading	reading	NOUN
ajema-7617	3	26	—	—	PUNCT
ajema-7617	3	27	from	from	ADP
ajema-7617	3	28	video	video	NOUN
ajema-7617	3	29	data	datum	NOUN
ajema-7617	3	30	using	use	VERB
ajema-7617	3	31	the	the	DET
ajema-7617	3	32	edunet	edunet	NOUN
ajema-7617	3	33	dataset	dataset	NOUN
ajema-7617	3	34	.	.	PUNCT
ajema-7617	4	1	video	video	NOUN
ajema-7617	4	2	frames	frame	NOUN
ajema-7617	4	3	were	be	AUX
ajema-7617	4	4	processed	process	VERB
ajema-7617	4	5	with	with	ADP
ajema-7617	4	6	mediapipe	mediapipe	NOUN
ajema-7617	4	7	to	to	PART
ajema-7617	4	8	extract	extract	VERB
ajema-7617	4	9	pose	pose	NOUN
ajema-7617	4	10	landmarks	landmark	NOUN
ajema-7617	4	11	,	,	PUNCT
ajema-7617	4	12	focusing	focus	VERB
ajema-7617	4	13	on	on	ADP
ajema-7617	4	14	upper	upper	ADJ
ajema-7617	4	15	-	-	PUNCT
ajema-7617	4	16	body	body	NOUN
ajema-7617	4	17	features	feature	NOUN
ajema-7617	4	18	.	.	PUNCT
ajema-7617	5	1	the	the	DET
ajema-7617	5	2	proposed	propose	VERB
ajema-7617	5	3	architecture	architecture	NOUN
ajema-7617	5	4	leverages	leverage	VERB
ajema-7617	5	5	convolutional	convolutional	ADJ
ajema-7617	5	6	neural	neural	ADJ
ajema-7617	5	7	networks	network	NOUN
ajema-7617	5	8	(	(	PUNCT
ajema-7617	5	9	cnn	cnn	PROPN
ajema-7617	5	10	)	)	PUNCT
ajema-7617	5	11	for	for	ADP
ajema-7617	5	12	spatial	spatial	ADJ
ajema-7617	5	13	analysis	analysis	NOUN
ajema-7617	5	14	and	and	CCONJ
ajema-7617	5	15	long	long	ADJ
ajema-7617	5	16	short	short	ADJ
ajema-7617	5	17	-	-	PUNCT
ajema-7617	5	18	term	term	NOUN
ajema-7617	5	19	memory	memory	NOUN
ajema-7617	5	20	(	(	PUNCT
ajema-7617	5	21	lstm	lstm	NOUN
ajema-7617	5	22	)	)	PUNCT
ajema-7617	5	23	units	unit	NOUN
ajema-7617	5	24	for	for	ADP
ajema-7617	5	25	temporal	temporal	ADJ
ajema-7617	5	26	sequence	sequence	NOUN
ajema-7617	5	27	understanding	understanding	NOUN
ajema-7617	5	28	.	.	PUNCT
ajema-7617	6	1	despite	despite	SCONJ
ajema-7617	6	2	constraints	constraint	NOUN
ajema-7617	6	3	imposed	impose	VERB
ajema-7617	6	4	by	by	ADP
ajema-7617	6	5	a	a	DET
ajema-7617	6	6	limited	limit	VERB
ajema-7617	6	7	dataset	dataset	NOUN
ajema-7617	6	8	size	size	NOUN
ajema-7617	6	9	,	,	PUNCT
ajema-7617	6	10	the	the	DET
ajema-7617	6	11	model	model	NOUN
ajema-7617	6	12	successfully	successfully	ADV
ajema-7617	6	13	achieved	achieve	VERB
ajema-7617	6	14	a	a	DET
ajema-7617	6	15	validation	validation	NOUN
ajema-7617	6	16	accuracy	accuracy	NOUN
ajema-7617	6	17	of	of	ADP
ajema-7617	6	18	98.83	98.83	NUM
ajema-7617	6	19	%	%	NOUN
ajema-7617	6	20	.	.	PUNCT
ajema-7617	7	1	these	these	DET
ajema-7617	7	2	findings	finding	NOUN
ajema-7617	7	3	confirm	confirm	VERB
ajema-7617	7	4	that	that	SCONJ
ajema-7617	7	5	pose	pose	NOUN
ajema-7617	7	6	-	-	PUNCT
ajema-7617	7	7	based	base	VERB
ajema-7617	7	8	approaches	approach	NOUN
ajema-7617	7	9	provide	provide	VERB
ajema-7617	7	10	precise	precise	ADJ
ajema-7617	7	11	,	,	PUNCT
ajema-7617	7	12	efficient	efficient	ADJ
ajema-7617	7	13	alternatives	alternative	NOUN
ajema-7617	7	14	to	to	ADP
ajema-7617	7	15	traditional	traditional	ADJ
ajema-7617	7	16	behavior	behavior	NOUN
ajema-7617	7	17	analysis	analysis	NOUN
ajema-7617	7	18	.	.	PUNCT
ajema-7617	8	1	future	future	ADJ
ajema-7617	8	2	enhancements	enhancement	NOUN
ajema-7617	8	3	,	,	PUNCT
ajema-7617	8	4	such	such	ADJ
ajema-7617	8	5	as	as	ADP
ajema-7617	8	6	expanding	expand	VERB
ajema-7617	8	7	datasets	dataset	NOUN
ajema-7617	8	8	and	and	CCONJ
ajema-7617	8	9	modeling	model	VERB
ajema-7617	8	10	multi	multi	ADJ
ajema-7617	8	11	-	-	ADJ
ajema-7617	8	12	person	person	NOUN
ajema-7617	8	13	scenarios	scenario	NOUN
ajema-7617	8	14	,	,	PUNCT
ajema-7617	8	15	are	be	AUX
ajema-7617	8	16	recommended	recommend	VERB
ajema-7617	8	17	to	to	PART
ajema-7617	8	18	improve	improve	VERB
ajema-7617	8	19	applicability	applicability	NOUN
ajema-7617	8	20	in	in	ADP
ajema-7617	8	21	diverse	diverse	ADJ
ajema-7617	8	22	classroom	classroom	NOUN
ajema-7617	8	23	environments	environment	NOUN
ajema-7617	8	24	.	.	PUNCT
ajema-7617	9	1	keywords	keyword	NOUN
ajema-7617	9	2	:	:	PUNCT
ajema-7617	9	3	cnn	cnn	PROPN
ajema-7617	9	4	-	-	PUNCT
ajema-7617	9	5	lstm	lstm	PROPN
ajema-7617	9	6	,	,	PUNCT
ajema-7617	9	7	2d	2d	PROPN
ajema-7617	9	8	pose	pose	NOUN
ajema-7617	9	9	estimation	estimation	NOUN
ajema-7617	9	10	,	,	PUNCT
ajema-7617	9	11	student	student	NOUN
ajema-7617	9	12	action	action	NOUN
ajema-7617	9	13	classification	classification	NOUN
ajema-7617	9	14	,	,	PUNCT
ajema-7617	9	15	mediapipe	mediapipe	NOUN
ajema-7617	9	16	,	,	PUNCT
ajema-7617	9	17	edunet	edunet	NOUN
ajema-7617	9	18	dataset	dataset	NOUN
ajema-7617	9	19	,	,	PUNCT
ajema-7617	9	20	classroom	classroom	NOUN
ajema-7617	9	21	behavior	behavior	NOUN
ajema-7617	9	22	analysis	analysis	NOUN
ajema-7617	9	23	,	,	PUNCT
ajema-7617	9	24	computer	computer	NOUN
ajema-7617	9	25	vision	vision	NOUN
ajema-7617	9	26	,	,	PUNCT
ajema-7617	9	27	educational	educational	ADJ
ajema-7617	9	28	analytics	analytic	NOUN
ajema-7617	9	29	,	,	PUNCT
ajema-7617	9	30	human	human	ADJ
ajema-7617	9	31	action	action	NOUN
ajema-7617	9	32	recognition	recognition	NOUN
ajema-7617	9	33	,	,	PUNCT
ajema-7617	9	34	deep	deep	ADJ
ajema-7617	9	35	learning	learning	NOUN
ajema-7617	9	36	.	.	PUNCT
ajema-7617	10	1	1	1	X
ajema-7617	10	2	.	.	X
ajema-7617	10	3	introduction	introduction	NOUN
ajema-7617	10	4	understanding	understanding	NOUN
ajema-7617	10	5	and	and	CCONJ
ajema-7617	10	6	accurately	accurately	ADV
ajema-7617	10	7	interpreting	interpret	VERB
ajema-7617	10	8	student	student	NOUN
ajema-7617	10	9	behaviors	behavior	NOUN
ajema-7617	10	10	within	within	ADP
ajema-7617	10	11	educational	educational	ADJ
ajema-7617	10	12	environments	environment	NOUN
ajema-7617	10	13	is	be	AUX
ajema-7617	10	14	critical	critical	ADJ
ajema-7617	10	15	for	for	ADP
ajema-7617	10	16	enhancing	enhance	VERB
ajema-7617	10	17	learning	learn	VERB
ajema-7617	10	18	outcomes	outcome	NOUN
ajema-7617	10	19	and	and	CCONJ
ajema-7617	10	20	creating	create	VERB
ajema-7617	10	21	engaging	engage	VERB
ajema-7617	10	22	classroom	classroom	NOUN
ajema-7617	10	23	experiences	experience	NOUN
ajema-7617	10	24	.	.	PUNCT
ajema-7617	11	1	traditionally	traditionally	ADV
ajema-7617	11	2	,	,	PUNCT
ajema-7617	11	3	educators	educator	NOUN
ajema-7617	11	4	rely	rely	VERB
ajema-7617	11	5	heavily	heavily	ADV
ajema-7617	11	6	on	on	ADP
ajema-7617	11	7	manual	manual	ADJ
ajema-7617	11	8	observational	observational	ADJ
ajema-7617	11	9	methods	method	NOUN
ajema-7617	11	10	to	to	PART
ajema-7617	11	11	analyze	analyze	VERB
ajema-7617	11	12	student	student	NOUN
ajema-7617	11	13	engagement	engagement	NOUN
ajema-7617	11	14	and	and	CCONJ
ajema-7617	11	15	actions	action	NOUN
ajema-7617	11	16	,	,	PUNCT
ajema-7617	11	17	a	a	DET
ajema-7617	11	18	process	process	NOUN
ajema-7617	11	19	that	that	PRON
ajema-7617	11	20	is	be	AUX
ajema-7617	11	21	often	often	ADV
ajema-7617	11	22	time	time	NOUN
ajema-7617	11	23	-	-	PUNCT
ajema-7617	11	24	consuming	consume	VERB
ajema-7617	11	25	,	,	PUNCT
ajema-7617	11	26	labor	labor	NOUN
ajema-7617	11	27	-	-	PUNCT
ajema-7617	11	28	intensive	intensive	ADJ
ajema-7617	11	29	,	,	PUNCT
ajema-7617	11	30	and	and	CCONJ
ajema-7617	11	31	susceptible	susceptible	ADJ
ajema-7617	11	32	to	to	ADP
ajema-7617	11	33	observer	observer	NOUN
ajema-7617	11	34	bias	bias	NOUN
ajema-7617	11	35	.	.	PUNCT
ajema-7617	12	1	recent	recent	ADJ
ajema-7617	12	2	advancements	advancement	NOUN
ajema-7617	12	3	in	in	ADP
ajema-7617	12	4	computer	computer	NOUN
ajema-7617	12	5	vision	vision	NOUN
ajema-7617	12	6	and	and	CCONJ
ajema-7617	12	7	machine	machine	NOUN
ajema-7617	12	8	learning	learning	NOUN
ajema-7617	12	9	have	have	AUX
ajema-7617	12	10	presented	present	VERB
ajema-7617	12	11	significant	significant	ADJ
ajema-7617	12	12	opportunities	opportunity	NOUN
ajema-7617	12	13	to	to	PART
ajema-7617	12	14	automate	automate	VERB
ajema-7617	12	15	the	the	DET
ajema-7617	12	16	analysis	analysis	NOUN
ajema-7617	12	17	of	of	ADP
ajema-7617	12	18	student	student	NOUN
ajema-7617	12	19	behavior	behavior	NOUN
ajema-7617	12	20	,	,	PUNCT
ajema-7617	12	21	potentially	potentially	ADV
ajema-7617	12	22	overcoming	overcome	VERB
ajema-7617	12	23	the	the	DET
ajema-7617	12	24	limitations	limitation	NOUN
ajema-7617	12	25	associated	associate	VERB
ajema-7617	12	26	with	with	ADP
ajema-7617	12	27	manual	manual	ADJ
ajema-7617	12	28	methods	method	NOUN
ajema-7617	12	29	.	.	PUNCT
ajema-7617	13	1	computer	computer	NOUN
ajema-7617	13	2	vision	vision	NOUN
ajema-7617	13	3	techniques	technique	NOUN
ajema-7617	13	4	,	,	PUNCT
ajema-7617	13	5	including	include	VERB
ajema-7617	13	6	object	object	NOUN
ajema-7617	13	7	detection	detection	NOUN
ajema-7617	13	8	,	,	PUNCT
ajema-7617	13	9	pose	pose	VERB
ajema-7617	13	10	estimation	estimation	NOUN
ajema-7617	13	11	,	,	PUNCT
ajema-7617	13	12	and	and	CCONJ
ajema-7617	13	13	video	video	NOUN
ajema-7617	13	14	analysis	analysis	NOUN
ajema-7617	13	15	,	,	PUNCT
ajema-7617	13	16	have	have	AUX
ajema-7617	13	17	been	be	AUX
ajema-7617	13	18	increasingly	increasingly	ADV
ajema-7617	13	19	applied	apply	VERB
ajema-7617	13	20	in	in	ADP
ajema-7617	13	21	educational	educational	ADJ
ajema-7617	13	22	research	research	NOUN
ajema-7617	13	23	to	to	PART
ajema-7617	13	24	objectively	objectively	ADV
ajema-7617	13	25	capture	capture	VERB
ajema-7617	13	26	and	and	CCONJ
ajema-7617	13	27	interpret	interpret	VERB
ajema-7617	13	28	student	student	NOUN
ajema-7617	13	29	actions	action	NOUN
ajema-7617	13	30	and	and	CCONJ
ajema-7617	13	31	interactions	interaction	NOUN
ajema-7617	13	32	.	.	PUNCT
ajema-7617	14	1	pose	pose	NOUN
ajema-7617	14	2	estimation	estimation	NOUN
ajema-7617	14	3	,	,	PUNCT
ajema-7617	14	4	in	in	ADP
ajema-7617	14	5	particular	particular	ADJ
ajema-7617	14	6	,	,	PUNCT
ajema-7617	14	7	has	have	AUX
ajema-7617	14	8	gained	gain	VERB
ajema-7617	14	9	considerable	considerable	ADJ
ajema-7617	14	10	attention	attention	NOUN
ajema-7617	14	11	due	due	ADP
ajema-7617	14	12	to	to	ADP
ajema-7617	14	13	its	its	PRON
ajema-7617	14	14	ability	ability	NOUN
ajema-7617	14	15	to	to	PART
ajema-7617	14	16	accurately	accurately	ADV
ajema-7617	14	17	represent	represent	VERB
ajema-7617	14	18	human	human	ADJ
ajema-7617	14	19	posture	posture	NOUN
ajema-7617	14	20	and	and	CCONJ
ajema-7617	14	21	movements	movement	NOUN
ajema-7617	14	22	in	in	ADP
ajema-7617	14	23	detail	detail	NOUN
ajema-7617	14	24	.	.	PUNCT
ajema-7617	15	1	among	among	ADP
ajema-7617	15	2	these	these	DET
ajema-7617	15	3	techniques	technique	NOUN
ajema-7617	15	4	,	,	PUNCT
ajema-7617	15	5	the	the	DET
ajema-7617	15	6	integration	integration	NOUN
ajema-7617	15	7	of	of	ADP
ajema-7617	15	8	convolutional	convolutional	ADJ
ajema-7617	15	9	neural	neural	ADJ
ajema-7617	15	10	networks	network	NOUN
ajema-7617	15	11	(	(	PUNCT
ajema-7617	15	12	cnn	cnn	PROPN
ajema-7617	15	13	)	)	PUNCT
ajema-7617	15	14	and	and	CCONJ
ajema-7617	15	15	long	long	ADJ
ajema-7617	15	16	short	short	ADJ
ajema-7617	15	17	-	-	PUNCT
ajema-7617	15	18	term	term	NOUN
ajema-7617	15	19	memory	memory	NOUN
ajema-7617	15	20	(	(	PUNCT
ajema-7617	15	21	lstm	lstm	NOUN
ajema-7617	15	22	)	)	PUNCT
ajema-7617	15	23	networks	network	NOUN
ajema-7617	15	24	stands	stand	VERB
ajema-7617	15	25	out	out	ADP
ajema-7617	15	26	due	due	ADP
ajema-7617	15	27	to	to	ADP
ajema-7617	15	28	their	their	PRON
ajema-7617	15	29	effectiveness	effectiveness	NOUN
ajema-7617	15	30	in	in	ADP
ajema-7617	15	31	processing	processing	NOUN
ajema-7617	15	32	spatial	spatial	ADJ
ajema-7617	15	33	and	and	CCONJ
ajema-7617	15	34	temporal	temporal	ADJ
ajema-7617	15	35	data	datum	NOUN
ajema-7617	15	36	,	,	PUNCT
ajema-7617	15	37	respectively	respectively	ADV
ajema-7617	15	38	.	.	PUNCT
ajema-7617	16	1	this	this	DET
ajema-7617	16	2	study	study	NOUN
ajema-7617	16	3	aims	aim	VERB
ajema-7617	16	4	to	to	PART
ajema-7617	16	5	classify	classify	VERB
ajema-7617	16	6	specific	specific	ADJ
ajema-7617	16	7	student	student	NOUN
ajema-7617	16	8	behaviors	behavior	NOUN
ajema-7617	16	9	—	—	PUNCT
ajema-7617	16	10	hand	hand	NOUN
ajema-7617	16	11	raising	raising	NOUN
ajema-7617	16	12	,	,	PUNCT
ajema-7617	16	13	writing	writing	NOUN
ajema-7617	16	14	,	,	PUNCT
ajema-7617	16	15	and	and	CCONJ
ajema-7617	16	16	reading	reading	NOUN
ajema-7617	16	17	—	—	PUNCT
ajema-7617	16	18	using	use	VERB
ajema-7617	16	19	a	a	DET
ajema-7617	16	20	cnn	cnn	PROPN
ajema-7617	16	21	-	-	PUNCT
ajema-7617	16	22	lstm	lstm	ADJ
ajema-7617	16	23	model	model	NOUN
ajema-7617	16	24	based	base	VERB
ajema-7617	16	25	on	on	ADP
ajema-7617	16	26	2d	2d	PROPN
ajema-7617	16	27	pose	pose	NOUN
ajema-7617	16	28	data	datum	NOUN
ajema-7617	16	29	extracted	extract	VERB
ajema-7617	16	30	from	from	ADP
ajema-7617	16	31	the	the	DET
ajema-7617	16	32	edunet	edunet	NOUN
ajema-7617	16	33	video	video	NOUN
ajema-7617	16	34	dataset	dataset	VERB
ajema-7617	16	35	via	via	ADP
ajema-7617	16	36	mediapipe	mediapipe	NOUN
ajema-7617	16	37	.	.	PUNCT
ajema-7617	17	1	the	the	DET
ajema-7617	17	2	study	study	NOUN
ajema-7617	17	3	’s	’s	PART
ajema-7617	17	4	primary	primary	ADJ
ajema-7617	17	5	objectives	objective	NOUN
ajema-7617	17	6	include	include	VERB
ajema-7617	17	7	evaluating	evaluate	VERB
ajema-7617	17	8	the	the	DET
ajema-7617	17	9	feasibility	feasibility	NOUN
ajema-7617	17	10	and	and	CCONJ
ajema-7617	17	11	accuracy	accuracy	NOUN
ajema-7617	17	12	of	of	ADP
ajema-7617	17	13	this	this	DET
ajema-7617	17	14	approach	approach	NOUN
ajema-7617	17	15	and	and	CCONJ
ajema-7617	17	16	examining	examine	VERB
ajema-7617	17	17	its	its	PRON
ajema-7617	17	18	potential	potential	NOUN
ajema-7617	17	19	to	to	PART
ajema-7617	17	20	reduce	reduce	VERB
ajema-7617	17	21	reliance	reliance	NOUN
ajema-7617	17	22	on	on	ADP
ajema-7617	17	23	subjective	subjective	ADJ
ajema-7617	17	24	observational	observational	ADJ
ajema-7617	17	25	methods	method	NOUN
ajema-7617	17	26	.	.	PUNCT
ajema-7617	18	1	92	92	NUM
ajema-7617	18	2	journal	journal	NOUN
ajema-7617	18	3	of	of	ADP
ajema-7617	18	4	engineering	engineering	NOUN
ajema-7617	18	5	,	,	PUNCT
ajema-7617	18	6	mechanics	mechanic	NOUN
ajema-7617	18	7	and	and	CCONJ
ajema-7617	18	8	architecture	architecture	NOUN
ajema-7617	18	9	www	www	NOUN
ajema-7617	18	10	.	.	PUNCT
ajema-7617	19	1	grnjournal.us	grnjournal.us	X
ajema-7617	19	2	the	the	DET
ajema-7617	19	3	paper	paper	NOUN
ajema-7617	19	4	is	be	AUX
ajema-7617	19	5	organized	organize	VERB
ajema-7617	19	6	as	as	SCONJ
ajema-7617	19	7	follows	follow	VERB
ajema-7617	19	8	:	:	PUNCT
ajema-7617	19	9	section	section	NOUN
ajema-7617	19	10	2	2	NUM
ajema-7617	19	11	reviews	review	VERB
ajema-7617	19	12	relevant	relevant	ADJ
ajema-7617	19	13	literature	literature	NOUN
ajema-7617	19	14	and	and	CCONJ
ajema-7617	19	15	highlights	highlight	NOUN
ajema-7617	19	16	existing	exist	VERB
ajema-7617	19	17	methods	method	NOUN
ajema-7617	19	18	.	.	PUNCT
ajema-7617	20	1	section	section	NOUN
ajema-7617	20	2	3	3	NUM
ajema-7617	20	3	outlines	outline	VERB
ajema-7617	20	4	the	the	DET
ajema-7617	20	5	methodological	methodological	ADJ
ajema-7617	20	6	approach	approach	NOUN
ajema-7617	20	7	,	,	PUNCT
ajema-7617	20	8	detailing	detail	VERB
ajema-7617	20	9	dataset	dataset	NOUN
ajema-7617	20	10	selection	selection	NOUN
ajema-7617	20	11	,	,	PUNCT
ajema-7617	20	12	data	datum	NOUN
ajema-7617	20	13	preparation	preparation	NOUN
ajema-7617	20	14	,	,	PUNCT
ajema-7617	20	15	and	and	CCONJ
ajema-7617	20	16	model	model	NOUN
ajema-7617	20	17	architecture	architecture	NOUN
ajema-7617	20	18	.	.	PUNCT
ajema-7617	21	1	section	section	NOUN
ajema-7617	21	2	4	4	NUM
ajema-7617	21	3	presents	present	VERB
ajema-7617	21	4	experimental	experimental	ADJ
ajema-7617	21	5	results	result	NOUN
ajema-7617	21	6	and	and	CCONJ
ajema-7617	21	7	analysis	analysis	NOUN
ajema-7617	21	8	.	.	PUNCT
ajema-7617	22	1	sections	section	NOUN
ajema-7617	22	2	5	5	NUM
ajema-7617	22	3	and	and	CCONJ
ajema-7617	22	4	6	6	NUM
ajema-7617	22	5	discuss	discuss	ADJ
ajema-7617	22	6	findings	finding	NOUN
ajema-7617	22	7	,	,	PUNCT
ajema-7617	22	8	implications	implication	NOUN
ajema-7617	22	9	,	,	PUNCT
ajema-7617	22	10	and	and	CCONJ
ajema-7617	22	11	future	future	ADJ
ajema-7617	22	12	research	research	NOUN
ajema-7617	22	13	directions	direction	NOUN
ajema-7617	22	14	,	,	PUNCT
ajema-7617	22	15	concluding	conclude	VERB
ajema-7617	22	16	with	with	ADP
ajema-7617	22	17	recommendations	recommendation	NOUN
ajema-7617	22	18	for	for	ADP
ajema-7617	22	19	enhancing	enhance	VERB
ajema-7617	22	20	the	the	DET
ajema-7617	22	21	model	model	NOUN
ajema-7617	22	22	's	's	PART
ajema-7617	22	23	generalizability	generalizability	NOUN
ajema-7617	22	24	and	and	CCONJ
ajema-7617	22	25	practical	practical	ADJ
ajema-7617	22	26	applicability	applicability	NOUN
ajema-7617	22	27	.	.	PUNCT
ajema-7617	23	1	2	2	X
ajema-7617	23	2	.	.	X
ajema-7617	23	3	related	relate	VERB
ajema-7617	23	4	work	work	NOUN
ajema-7617	23	5	previous	previous	ADJ
ajema-7617	23	6	studies	study	NOUN
ajema-7617	23	7	in	in	ADP
ajema-7617	23	8	student	student	NOUN
ajema-7617	23	9	behavior	behavior	NOUN
ajema-7617	23	10	analysis	analysis	NOUN
ajema-7617	23	11	have	have	AUX
ajema-7617	23	12	used	use	VERB
ajema-7617	23	13	various	various	ADJ
ajema-7617	23	14	computer	computer	NOUN
ajema-7617	23	15	vision	vision	NOUN
ajema-7617	23	16	approaches	approach	NOUN
ajema-7617	23	17	,	,	PUNCT
ajema-7617	23	18	including	include	VERB
ajema-7617	23	19	whole	whole	ADJ
ajema-7617	23	20	video	video	NOUN
ajema-7617	23	21	-	-	PUNCT
ajema-7617	23	22	based	base	VERB
ajema-7617	23	23	methods	method	NOUN
ajema-7617	23	24	,	,	PUNCT
ajema-7617	23	25	image	image	NOUN
ajema-7617	23	26	-	-	PUNCT
ajema-7617	23	27	based	base	VERB
ajema-7617	23	28	object	object	NOUN
ajema-7617	23	29	detection	detection	NOUN
ajema-7617	23	30	models	model	NOUN
ajema-7617	23	31	like	like	ADP
ajema-7617	23	32	yolov8	yolov8	NOUN
ajema-7617	23	33	,	,	PUNCT
ajema-7617	23	34	and	and	CCONJ
ajema-7617	23	35	pose	pose	VERB
ajema-7617	23	36	estimation	estimation	NOUN
ajema-7617	23	37	techniques	technique	NOUN
ajema-7617	23	38	.	.	PUNCT
ajema-7617	24	1	whole	whole	ADJ
ajema-7617	24	2	video	video	NOUN
ajema-7617	24	3	-	-	PUNCT
ajema-7617	24	4	based	base	VERB
ajema-7617	24	5	approaches	approach	NOUN
ajema-7617	24	6	analyze	analyze	VERB
ajema-7617	24	7	temporal	temporal	ADJ
ajema-7617	24	8	features	feature	NOUN
ajema-7617	24	9	across	across	ADP
ajema-7617	24	10	entire	entire	ADJ
ajema-7617	24	11	video	video	NOUN
ajema-7617	24	12	sequences	sequence	NOUN
ajema-7617	24	13	but	but	CCONJ
ajema-7617	24	14	often	often	ADV
ajema-7617	24	15	require	require	VERB
ajema-7617	24	16	significant	significant	ADJ
ajema-7617	24	17	computational	computational	ADJ
ajema-7617	24	18	resources	resource	NOUN
ajema-7617	24	19	.	.	PUNCT
ajema-7617	25	1	for	for	ADP
ajema-7617	25	2	instance	instance	NOUN
ajema-7617	25	3	,	,	PUNCT
ajema-7617	25	4	köpüklü	köpüklü	PROPN
ajema-7617	25	5	et	et	PROPN
ajema-7617	25	6	al	al	PROPN
ajema-7617	25	7	.	.	PROPN
ajema-7617	26	1	(	(	PUNCT
ajema-7617	26	2	2019	2019	NUM
ajema-7617	26	3	)	)	PUNCT
ajema-7617	27	1	[	[	X
ajema-7617	27	2	1	1	X
ajema-7617	27	3	]	]	PUNCT
ajema-7617	27	4	examined	examine	VERB
ajema-7617	27	5	a	a	DET
ajema-7617	27	6	yowo(you	yowo(you	PROPN
ajema-7617	27	7	only	only	ADV
ajema-7617	27	8	watch	watch	VERB
ajema-7617	27	9	once	once	ADV
ajema-7617	27	10	)	)	PUNCT
ajema-7617	27	11	deep	deep	ADJ
ajema-7617	27	12	learning	learning	NOUN
ajema-7617	27	13	model	model	NOUN
ajema-7617	27	14	that	that	PRON
ajema-7617	27	15	processes	process	VERB
ajema-7617	27	16	entire	entire	ADJ
ajema-7617	27	17	classroom	classroom	NOUN
ajema-7617	27	18	videos	video	NOUN
ajema-7617	27	19	to	to	PART
ajema-7617	27	20	detect	detect	VERB
ajema-7617	27	21	spatio	spatio	PROPN
ajema-7617	27	22	-	-	PUNCT
ajema-7617	27	23	temporal	temporal	ADJ
ajema-7617	27	24	actions	action	NOUN
ajema-7617	27	25	,	,	PUNCT
ajema-7617	27	26	achieving	achieve	VERB
ajema-7617	27	27	promising	promising	ADJ
ajema-7617	27	28	results	result	NOUN
ajema-7617	27	29	but	but	CCONJ
ajema-7617	27	30	with	with	ADP
ajema-7617	27	31	high	high	ADJ
ajema-7617	27	32	computational	computational	ADJ
ajema-7617	27	33	costs	cost	NOUN
ajema-7617	27	34	.	.	PUNCT
ajema-7617	28	1	image	image	NOUN
ajema-7617	28	2	-	-	PUNCT
ajema-7617	28	3	based	base	VERB
ajema-7617	28	4	methods	method	NOUN
ajema-7617	28	5	,	,	PUNCT
ajema-7617	28	6	such	such	ADJ
ajema-7617	28	7	as	as	ADP
ajema-7617	28	8	yolov8	yolov8	NOUN
ajema-7617	28	9	,	,	PUNCT
ajema-7617	28	10	focus	focus	VERB
ajema-7617	28	11	on	on	ADP
ajema-7617	28	12	detecting	detect	VERB
ajema-7617	28	13	specific	specific	ADJ
ajema-7617	28	14	objects	object	NOUN
ajema-7617	28	15	or	or	CCONJ
ajema-7617	28	16	actions	action	NOUN
ajema-7617	28	17	within	within	ADP
ajema-7617	28	18	individual	individual	ADJ
ajema-7617	28	19	frames	frame	NOUN
ajema-7617	28	20	,	,	PUNCT
ajema-7617	28	21	offering	offer	VERB
ajema-7617	28	22	real	real	ADJ
ajema-7617	28	23	-	-	PUNCT
ajema-7617	28	24	time	time	NOUN
ajema-7617	28	25	performance	performance	NOUN
ajema-7617	28	26	but	but	CCONJ
ajema-7617	28	27	sometimes	sometimes	ADV
ajema-7617	28	28	lacking	lack	VERB
ajema-7617	28	29	temporal	temporal	ADJ
ajema-7617	28	30	context	context	NOUN
ajema-7617	28	31	.	.	PUNCT
ajema-7617	29	1	h.	h.	PROPN
ajema-7617	29	2	chen	chen	PROPN
ajema-7617	29	3	and	and	CCONJ
ajema-7617	29	4	g.	g.	PROPN
ajema-7617	29	5	zhou	zhou	PROPN
ajema-7617	29	6	(	(	PUNCT
ajema-7617	29	7	2023	2023	NUM
ajema-7617	29	8	)	)	PUNCT
ajema-7617	30	1	[	[	X
ajema-7617	30	2	2	2	NUM
ajema-7617	30	3	]	]	PUNCT
ajema-7617	30	4	utilized	utilize	VERB
ajema-7617	30	5	yolov8	yolov8	NOUN
ajema-7617	30	6	-	-	PUNCT
ajema-7617	30	7	based	base	VERB
ajema-7617	30	8	object	object	NOUN
ajema-7617	30	9	detection	detection	NOUN
ajema-7617	30	10	to	to	PART
ajema-7617	30	11	identify	identify	VERB
ajema-7617	30	12	hand	hand	NOUN
ajema-7617	30	13	-	-	PUNCT
ajema-7617	30	14	raising	raise	VERB
ajema-7617	30	15	gestures	gesture	NOUN
ajema-7617	30	16	in	in	ADP
ajema-7617	30	17	classrooms	classroom	NOUN
ajema-7617	30	18	,	,	PUNCT
ajema-7617	30	19	enabling	enable	VERB
ajema-7617	30	20	real	real	ADJ
ajema-7617	30	21	-	-	PUNCT
ajema-7617	30	22	time	time	NOUN
ajema-7617	30	23	feedback	feedback	NOUN
ajema-7617	30	24	but	but	CCONJ
ajema-7617	30	25	without	without	ADP
ajema-7617	30	26	considering	consider	VERB
ajema-7617	30	27	motion	motion	NOUN
ajema-7617	30	28	across	across	ADP
ajema-7617	30	29	frames	frame	NOUN
ajema-7617	30	30	.	.	PUNCT
ajema-7617	31	1	pose	pose	NOUN
ajema-7617	31	2	-	-	PUNCT
ajema-7617	31	3	based	base	VERB
ajema-7617	31	4	approaches	approach	NOUN
ajema-7617	31	5	,	,	PUNCT
ajema-7617	31	6	both	both	DET
ajema-7617	31	7	2d	2d	NOUN
ajema-7617	31	8	and	and	CCONJ
ajema-7617	31	9	3d	3d	NUM
ajema-7617	31	10	,	,	PUNCT
ajema-7617	31	11	provide	provide	VERB
ajema-7617	31	12	detailed	detailed	ADJ
ajema-7617	31	13	information	information	NOUN
ajema-7617	31	14	about	about	ADP
ajema-7617	31	15	human	human	ADJ
ajema-7617	31	16	posture	posture	NOUN
ajema-7617	31	17	and	and	CCONJ
ajema-7617	31	18	movement	movement	NOUN
ajema-7617	31	19	,	,	PUNCT
ajema-7617	31	20	enabling	enable	VERB
ajema-7617	31	21	more	more	ADV
ajema-7617	31	22	nuanced	nuanced	ADJ
ajema-7617	31	23	behavior	behavior	NOUN
ajema-7617	31	24	classification	classification	NOUN
ajema-7617	31	25	.	.	PUNCT
ajema-7617	32	1	z.	z.	PROPN
ajema-7617	32	2	ren	ren	PROPN
ajema-7617	32	3	and	and	CCONJ
ajema-7617	32	4	x.	x.	PROPN
ajema-7617	32	5	xiao	xiao	PROPN
ajema-7617	32	6	(	(	PUNCT
ajema-7617	32	7	2024	2024	NUM
ajema-7617	32	8	)	)	PUNCT
ajema-7617	33	1	[	[	X
ajema-7617	33	2	3	3	NUM
ajema-7617	33	3	]	]	PUNCT
ajema-7617	33	4	employed	employ	VERB
ajema-7617	33	5	3d	3d	PROPN
ajema-7617	33	6	pose	pose	NOUN
ajema-7617	33	7	estimation	estimation	NOUN
ajema-7617	33	8	to	to	PART
ajema-7617	33	9	analyze	analyze	VERB
ajema-7617	33	10	student	student	NOUN
ajema-7617	33	11	attention	attention	NOUN
ajema-7617	33	12	by	by	ADP
ajema-7617	33	13	tracking	track	VERB
ajema-7617	33	14	head	head	NOUN
ajema-7617	33	15	and	and	CCONJ
ajema-7617	33	16	body	body	NOUN
ajema-7617	33	17	orientation	orientation	NOUN
ajema-7617	33	18	,	,	PUNCT
ajema-7617	33	19	achieving	achieve	VERB
ajema-7617	33	20	high	high	ADJ
ajema-7617	33	21	accuracy	accuracy	NOUN
ajema-7617	33	22	but	but	CCONJ
ajema-7617	33	23	with	with	ADP
ajema-7617	33	24	increased	increase	VERB
ajema-7617	33	25	computational	computational	ADJ
ajema-7617	33	26	demands	demand	NOUN
ajema-7617	33	27	.	.	PUNCT
ajema-7617	34	1	on	on	ADP
ajema-7617	34	2	the	the	DET
ajema-7617	34	3	other	other	ADJ
ajema-7617	34	4	hand	hand	NOUN
ajema-7617	34	5	,	,	PUNCT
ajema-7617	34	6	2d	2d	PROPN
ajema-7617	34	7	pose	pose	NOUN
ajema-7617	34	8	estimation	estimation	NOUN
ajema-7617	34	9	methods	method	NOUN
ajema-7617	34	10	have	have	AUX
ajema-7617	34	11	gained	gain	VERB
ajema-7617	34	12	popularity	popularity	NOUN
ajema-7617	34	13	due	due	ADP
ajema-7617	34	14	to	to	ADP
ajema-7617	34	15	their	their	PRON
ajema-7617	34	16	balance	balance	NOUN
ajema-7617	34	17	between	between	ADP
ajema-7617	34	18	accuracy	accuracy	NOUN
ajema-7617	34	19	and	and	CCONJ
ajema-7617	34	20	computational	computational	ADJ
ajema-7617	34	21	efficiency	efficiency	NOUN
ajema-7617	34	22	.	.	PUNCT
ajema-7617	35	1	f.-c	f.-c	NOUN
ajema-7617	35	2	.	.	PUNCT
ajema-7617	36	1	lin	lin	PROPN
ajema-7617	36	2	and	and	CCONJ
ajema-7617	36	3	h.-h	h.-h	PROPN
ajema-7617	36	4	.	.	PUNCT
ajema-7617	37	1	ngo	ngo	PROPN
ajema-7617	37	2	(	(	PUNCT
ajema-7617	37	3	2021	2021	NUM
ajema-7617	37	4	)	)	PUNCT
ajema-7617	38	1	[	[	X
ajema-7617	38	2	4	4	X
ajema-7617	38	3	]	]	PUNCT
ajema-7617	38	4	demonstrated	demonstrate	VERB
ajema-7617	38	5	that	that	SCONJ
ajema-7617	38	6	2d	2d	NUM
ajema-7617	38	7	pose	pose	NOUN
ajema-7617	38	8	-	-	PUNCT
ajema-7617	38	9	based	base	VERB
ajema-7617	38	10	models	model	NOUN
ajema-7617	38	11	could	could	AUX
ajema-7617	38	12	effectively	effectively	ADV
ajema-7617	38	13	classify	classify	VERB
ajema-7617	38	14	student	student	NOUN
ajema-7617	38	15	actions	action	NOUN
ajema-7617	38	16	like	like	ADP
ajema-7617	38	17	writing	write	VERB
ajema-7617	38	18	and	and	CCONJ
ajema-7617	38	19	reading	read	VERB
ajema-7617	38	20	with	with	ADP
ajema-7617	38	21	lower	low	ADJ
ajema-7617	38	22	computational	computational	ADJ
ajema-7617	38	23	overhead	overhead	NOUN
ajema-7617	38	24	.	.	PUNCT
ajema-7617	39	1	there	there	PRON
ajema-7617	39	2	are	be	VERB
ajema-7617	39	3	also	also	ADV
ajema-7617	39	4	hybrid	hybrid	ADJ
ajema-7617	39	5	approaches	approach	NOUN
ajema-7617	39	6	,	,	PUNCT
ajema-7617	39	7	which	which	PRON
ajema-7617	39	8	use	use	VERB
ajema-7617	39	9	rgb	rgb	PROPN
ajema-7617	39	10	+	+	CCONJ
ajema-7617	39	11	pose	pose	VERB
ajema-7617	39	12	data	datum	NOUN
ajema-7617	39	13	or	or	CCONJ
ajema-7617	39	14	rgb	rgb	NOUN
ajema-7617	39	15	-	-	NOUN
ajema-7617	39	16	sequence	sequence	NOUN
ajema-7617	39	17	+	+	CCONJ
ajema-7617	39	18	pose	pose	NOUN
ajema-7617	39	19	data	datum	NOUN
ajema-7617	39	20	.	.	PUNCT
ajema-7617	40	1	while	while	SCONJ
ajema-7617	40	2	they	they	PRON
ajema-7617	40	3	also	also	ADV
ajema-7617	40	4	provide	provide	VERB
ajema-7617	40	5	promising	promising	ADJ
ajema-7617	40	6	results	result	NOUN
ajema-7617	40	7	,	,	PUNCT
ajema-7617	40	8	they	they	PRON
ajema-7617	40	9	also	also	ADV
ajema-7617	40	10	require	require	VERB
ajema-7617	40	11	high	high	ADJ
ajema-7617	40	12	computational	computational	ADJ
ajema-7617	40	13	resources	resource	NOUN
ajema-7617	40	14	.	.	PUNCT
ajema-7617	41	1	this	this	DET
ajema-7617	41	2	study	study	NOUN
ajema-7617	41	3	builds	build	VERB
ajema-7617	41	4	upon	upon	SCONJ
ajema-7617	41	5	these	these	DET
ajema-7617	41	6	methodologies	methodology	NOUN
ajema-7617	41	7	by	by	ADP
ajema-7617	41	8	implementing	implement	VERB
ajema-7617	41	9	a	a	DET
ajema-7617	41	10	2d	2d	NUM
ajema-7617	41	11	pose	pose	NOUN
ajema-7617	41	12	-	-	PUNCT
ajema-7617	41	13	based	base	VERB
ajema-7617	41	14	approach	approach	NOUN
ajema-7617	41	15	using	use	VERB
ajema-7617	41	16	the	the	DET
ajema-7617	41	17	edunet	edunet	NOUN
ajema-7617	41	18	dataset	dataset	NOUN
ajema-7617	41	19	,	,	PUNCT
ajema-7617	41	20	aiming	aim	VERB
ajema-7617	41	21	to	to	PART
ajema-7617	41	22	enhance	enhance	VERB
ajema-7617	41	23	the	the	DET
ajema-7617	41	24	accuracy	accuracy	NOUN
ajema-7617	41	25	and	and	CCONJ
ajema-7617	41	26	reliability	reliability	NOUN
ajema-7617	41	27	of	of	ADP
ajema-7617	41	28	student	student	NOUN
ajema-7617	41	29	behavior	behavior	NOUN
ajema-7617	41	30	classification	classification	NOUN
ajema-7617	41	31	,	,	PUNCT
ajema-7617	41	32	with	with	ADP
ajema-7617	41	33	the	the	DET
ajema-7617	41	34	aim	aim	NOUN
ajema-7617	41	35	of	of	ADP
ajema-7617	41	36	achieving	achieve	VERB
ajema-7617	41	37	good	good	ADJ
ajema-7617	41	38	results	result	NOUN
ajema-7617	41	39	with	with	ADP
ajema-7617	41	40	low	low	ADJ
ajema-7617	41	41	computational	computational	ADJ
ajema-7617	41	42	resources	resource	NOUN
ajema-7617	41	43	.	.	PUNCT
ajema-7617	42	1	3	3	X
ajema-7617	42	2	.	.	X
ajema-7617	42	3	methodology	methodology	NOUN
ajema-7617	42	4	3.1	3.1	NUM
ajema-7617	42	5	.	.	PUNCT
ajema-7617	42	6	dataset	dataset	VERB
ajema-7617	42	7	selection	selection	NOUN
ajema-7617	42	8	and	and	CCONJ
ajema-7617	42	9	preparation	preparation	NOUN
ajema-7617	42	10	the	the	DET
ajema-7617	42	11	selection	selection	NOUN
ajema-7617	42	12	of	of	ADP
ajema-7617	42	13	an	an	DET
ajema-7617	42	14	appropriate	appropriate	ADJ
ajema-7617	42	15	dataset	dataset	NOUN
ajema-7617	42	16	is	be	AUX
ajema-7617	42	17	crucial	crucial	ADJ
ajema-7617	42	18	for	for	ADP
ajema-7617	42	19	training	training	NOUN
ajema-7617	42	20	and	and	CCONJ
ajema-7617	42	21	evaluating	evaluate	VERB
ajema-7617	42	22	behavior	behavior	NOUN
ajema-7617	42	23	analysis	analysis	NOUN
ajema-7617	42	24	models	model	NOUN
ajema-7617	42	25	.	.	PUNCT
ajema-7617	43	1	for	for	ADP
ajema-7617	43	2	this	this	DET
ajema-7617	43	3	study	study	NOUN
ajema-7617	43	4	,	,	PUNCT
ajema-7617	43	5	the	the	DET
ajema-7617	43	6	edunet	edunet	NOUN
ajema-7617	43	7	dataset	dataset	NOUN
ajema-7617	43	8	was	be	AUX
ajema-7617	43	9	chosen	choose	VERB
ajema-7617	43	10	due	due	ADP
ajema-7617	43	11	to	to	ADP
ajema-7617	43	12	its	its	PRON
ajema-7617	43	13	comprehensive	comprehensive	ADJ
ajema-7617	43	14	annotations	annotation	NOUN
ajema-7617	43	15	of	of	ADP
ajema-7617	43	16	student	student	NOUN
ajema-7617	43	17	actions	action	NOUN
ajema-7617	43	18	in	in	ADP
ajema-7617	43	19	educational	educational	ADJ
ajema-7617	43	20	environments	environment	NOUN
ajema-7617	43	21	.	.	PUNCT
ajema-7617	44	1	edunet	edunet	NOUN
ajema-7617	44	2	comprises	comprise	VERB
ajema-7617	44	3	short	short	ADJ
ajema-7617	44	4	video	video	NOUN
ajema-7617	44	5	clips	clip	NOUN
ajema-7617	44	6	capturing	capture	VERB
ajema-7617	44	7	various	various	ADJ
ajema-7617	44	8	classroom	classroom	NOUN
ajema-7617	44	9	activities	activity	NOUN
ajema-7617	44	10	,	,	PUNCT
ajema-7617	44	11	annotated	annotate	VERB
ajema-7617	44	12	with	with	ADP
ajema-7617	44	13	labels	label	NOUN
ajema-7617	44	14	corresponding	correspond	VERB
ajema-7617	44	15	to	to	ADP
ajema-7617	44	16	ten	ten	NUM
ajema-7617	44	17	different	different	ADJ
ajema-7617	44	18	actions	action	NOUN
ajema-7617	44	19	.	.	PUNCT
ajema-7617	45	1	to	to	PART
ajema-7617	45	2	tailor	tailor	VERB
ajema-7617	45	3	the	the	DET
ajema-7617	45	4	dataset	dataset	NOUN
ajema-7617	45	5	to	to	ADP
ajema-7617	45	6	our	our	PRON
ajema-7617	45	7	specific	specific	ADJ
ajema-7617	45	8	focus	focus	NOUN
ajema-7617	45	9	,	,	PUNCT
ajema-7617	45	10	we	we	PRON
ajema-7617	45	11	selected	select	VERB
ajema-7617	45	12	three	three	NUM
ajema-7617	45	13	actions	action	NOUN
ajema-7617	45	14	:	:	PUNCT
ajema-7617	45	15	hand	hand	NOUN
ajema-7617	45	16	raising	raising	NOUN
ajema-7617	45	17	,	,	PUNCT
ajema-7617	45	18	writing	writing	NOUN
ajema-7617	45	19	,	,	PUNCT
ajema-7617	45	20	and	and	CCONJ
ajema-7617	45	21	reading	reading	NOUN
ajema-7617	45	22	.	.	PUNCT
ajema-7617	46	1	a	a	DET
ajema-7617	46	2	total	total	NOUN
ajema-7617	46	3	of	of	ADP
ajema-7617	46	4	120	120	NUM
ajema-7617	46	5	video	video	NOUN
ajema-7617	46	6	clips	clip	NOUN
ajema-7617	46	7	were	be	AUX
ajema-7617	46	8	used	use	VERB
ajema-7617	46	9	,	,	PUNCT
ajema-7617	46	10	with	with	ADP
ajema-7617	46	11	40	40	NUM
ajema-7617	46	12	clips	clip	NOUN
ajema-7617	46	13	dedicated	dedicate	VERB
ajema-7617	46	14	to	to	ADP
ajema-7617	46	15	each	each	DET
ajema-7617	46	16	action	action	NOUN
ajema-7617	46	17	category	category	NOUN
ajema-7617	46	18	.	.	PUNCT
ajema-7617	47	1	the	the	DET
ajema-7617	47	2	videos	video	NOUN
ajema-7617	47	3	contain	contain	VERB
ajema-7617	47	4	one	one	NUM
ajema-7617	47	5	or	or	CCONJ
ajema-7617	47	6	two	two	NUM
ajema-7617	47	7	students	student	NOUN
ajema-7617	47	8	in	in	ADP
ajema-7617	47	9	a	a	DET
ajema-7617	47	10	controlled	control	VERB
ajema-7617	47	11	setup	setup	NOUN
ajema-7617	47	12	.	.	PUNCT
ajema-7617	48	1	while	while	SCONJ
ajema-7617	48	2	this	this	DET
ajema-7617	48	3	setting	setting	NOUN
ajema-7617	48	4	provides	provide	VERB
ajema-7617	48	5	clear	clear	ADJ
ajema-7617	48	6	and	and	CCONJ
ajema-7617	48	7	direct	direct	ADJ
ajema-7617	48	8	views	view	NOUN
ajema-7617	48	9	of	of	ADP
ajema-7617	48	10	the	the	DET
ajema-7617	48	11	targeted	target	VERB
ajema-7617	48	12	actions	action	NOUN
ajema-7617	48	13	,	,	PUNCT
ajema-7617	48	14	it	it	PRON
ajema-7617	48	15	introduces	introduce	VERB
ajema-7617	48	16	limitations	limitation	NOUN
ajema-7617	48	17	regarding	regard	VERB
ajema-7617	48	18	the	the	DET
ajema-7617	48	19	model	model	NOUN
ajema-7617	48	20	's	's	PART
ajema-7617	48	21	ability	ability	NOUN
ajema-7617	48	22	to	to	PART
ajema-7617	48	23	generalize	generalize	VERB
ajema-7617	48	24	to	to	ADP
ajema-7617	48	25	real	real	ADJ
ajema-7617	48	26	-	-	PUNCT
ajema-7617	48	27	life	life	NOUN
ajema-7617	48	28	classroom	classroom	NOUN
ajema-7617	48	29	environments	environment	NOUN
ajema-7617	48	30	—	—	PUNCT
ajema-7617	48	31	where	where	SCONJ
ajema-7617	48	32	multiple	multiple	ADJ
ajema-7617	48	33	students	student	NOUN
ajema-7617	48	34	and	and	CCONJ
ajema-7617	48	35	different	different	ADJ
ajema-7617	48	36	backgrounds	background	NOUN
ajema-7617	48	37	are	be	AUX
ajema-7617	48	38	common	common	ADJ
ajema-7617	48	39	.	.	PUNCT
ajema-7617	49	1	acknowledging	acknowledge	VERB
ajema-7617	49	2	this	this	PRON
ajema-7617	49	3	,	,	PUNCT
ajema-7617	49	4	we	we	PRON
ajema-7617	49	5	aimed	aim	VERB
ajema-7617	49	6	to	to	PART
ajema-7617	49	7	first	first	ADV
ajema-7617	49	8	achieve	achieve	VERB
ajema-7617	49	9	promising	promising	ADJ
ajema-7617	49	10	results	result	NOUN
ajema-7617	49	11	within	within	ADP
ajema-7617	49	12	this	this	DET
ajema-7617	49	13	controlled	control	VERB
ajema-7617	49	14	context	context	NOUN
ajema-7617	49	15	.	.	PUNCT
ajema-7617	50	1	we	we	PRON
ajema-7617	50	2	anticipate	anticipate	VERB
ajema-7617	50	3	that	that	SCONJ
ajema-7617	50	4	expanding	expand	VERB
ajema-7617	50	5	the	the	DET
ajema-7617	50	6	dataset	dataset	NOUN
ajema-7617	50	7	with	with	ADP
ajema-7617	50	8	more	more	ADJ
ajema-7617	50	9	samples	sample	NOUN
ajema-7617	50	10	and	and	CCONJ
ajema-7617	50	11	diverse	diverse	ADJ
ajema-7617	50	12	scenarios	scenario	NOUN
ajema-7617	50	13	will	will	AUX
ajema-7617	50	14	enhance	enhance	VERB
ajema-7617	50	15	the	the	DET
ajema-7617	50	16	model	model	NOUN
ajema-7617	50	17	's	's	PART
ajema-7617	50	18	generalizability	generalizability	NOUN
ajema-7617	50	19	in	in	ADP
ajema-7617	50	20	future	future	ADJ
ajema-7617	50	21	work	work	NOUN
ajema-7617	50	22	,	,	PUNCT
ajema-7617	50	23	including	include	VERB
ajema-7617	50	24	its	its	PRON
ajema-7617	50	25	adaptation	adaptation	NOUN
ajema-7617	50	26	for	for	ADP
ajema-7617	50	27	real	real	ADJ
ajema-7617	50	28	-	-	PUNCT
ajema-7617	50	29	world	world	NOUN
ajema-7617	50	30	classrooms	classroom	NOUN
ajema-7617	50	31	in	in	ADP
ajema-7617	50	32	central	central	ADJ
ajema-7617	50	33	asia	asia	PROPN
ajema-7617	50	34	.	.	PUNCT
ajema-7617	51	1	each	each	DET
ajema-7617	51	2	video	video	NOUN
ajema-7617	51	3	was	be	AUX
ajema-7617	51	4	divided	divide	VERB
ajema-7617	51	5	into	into	ADP
ajema-7617	51	6	individual	individual	ADJ
ajema-7617	51	7	frames	frame	NOUN
ajema-7617	51	8	,	,	PUNCT
ajema-7617	51	9	and	and	CCONJ
ajema-7617	51	10	mediapipe	mediapipe	NOUN
ajema-7617	51	11	was	be	AUX
ajema-7617	51	12	utilized	utilize	VERB
ajema-7617	51	13	to	to	PART
ajema-7617	51	14	extract	extract	VERB
ajema-7617	51	15	2d	2d	NUM
ajema-7617	51	16	pose	pose	NOUN
ajema-7617	51	17	data	datum	NOUN
ajema-7617	51	18	from	from	ADP
ajema-7617	51	19	each	each	DET
ajema-7617	51	20	frame	frame	NOUN
ajema-7617	51	21	.	.	PUNCT
ajema-7617	52	1	we	we	PRON
ajema-7617	52	2	have	have	AUX
ajema-7617	52	3	extracted	extract	VERB
ajema-7617	52	4	32	32	NUM
ajema-7617	52	5	points	point	NOUN
ajema-7617	52	6	(	(	PUNCT
ajema-7617	52	7	see	see	VERB
ajema-7617	52	8	figure	figure	NOUN
ajema-7617	52	9	1	1	NUM
ajema-7617	52	10	)	)	PUNCT
ajema-7617	52	11	from	from	ADP
ajema-7617	52	12	a	a	DET
ajema-7617	52	13	pose	pose	NOUN
ajema-7617	52	14	data	datum	NOUN
ajema-7617	52	15	along	along	ADP
ajema-7617	52	16	with	with	ADP
ajema-7617	52	17	93	93	NUM
ajema-7617	52	18	journal	journal	NOUN
ajema-7617	52	19	of	of	ADP
ajema-7617	52	20	engineering	engineering	NOUN
ajema-7617	52	21	,	,	PUNCT
ajema-7617	52	22	mechanics	mechanic	NOUN
ajema-7617	52	23	and	and	CCONJ
ajema-7617	52	24	architecture	architecture	NOUN
ajema-7617	52	25	www	www	NOUN
ajema-7617	52	26	.	.	PUNCT
ajema-7617	53	1	grnjournal.us	grnjournal.us	X
ajema-7617	53	2	their	their	PRON
ajema-7617	53	3	confidence	confidence	NOUN
ajema-7617	53	4	score	score	NOUN
ajema-7617	53	5	.	.	PUNCT
ajema-7617	54	1	since	since	SCONJ
ajema-7617	54	2	we	we	PRON
ajema-7617	54	3	are	be	AUX
ajema-7617	54	4	targeting	target	VERB
ajema-7617	54	5	upper	upper	ADJ
ajema-7617	54	6	-	-	PUNCT
ajema-7617	54	7	body	body	NOUN
ajema-7617	54	8	specific	specific	ADJ
ajema-7617	54	9	actions	action	NOUN
ajema-7617	54	10	,	,	PUNCT
ajema-7617	54	11	we	we	PRON
ajema-7617	54	12	only	only	ADV
ajema-7617	54	13	used	use	VERB
ajema-7617	54	14	1	1	NUM
ajema-7617	54	15	-	-	SYM
ajema-7617	54	16	24	24	NUM
ajema-7617	54	17	points	point	NOUN
ajema-7617	54	18	in	in	ADP
ajema-7617	54	19	our	our	PRON
ajema-7617	54	20	work	work	NOUN
ajema-7617	54	21	.	.	PUNCT
ajema-7617	55	1	figure	figure	NOUN
ajema-7617	55	2	1	1	NUM
ajema-7617	55	3	.	.	PUNCT
ajema-7617	55	4	mediapipe	mediapipe	PROPN
ajema-7617	55	5	pose	pose	NOUN
ajema-7617	55	6	estimation	estimation	NOUN
ajema-7617	55	7	landmarks	landmark	NOUN
ajema-7617	55	8	then	then	ADV
ajema-7617	55	9	we	we	PRON
ajema-7617	55	10	used	use	VERB
ajema-7617	55	11	extracted	extract	VERB
ajema-7617	55	12	pose	pose	NOUN
ajema-7617	55	13	data	datum	NOUN
ajema-7617	55	14	to	to	PART
ajema-7617	55	15	build	build	VERB
ajema-7617	55	16	a	a	DET
ajema-7617	55	17	new	new	ADJ
ajema-7617	55	18	dataset	dataset	NOUN
ajema-7617	55	19	for	for	ADP
ajema-7617	55	20	our	our	PRON
ajema-7617	55	21	next	next	ADJ
ajema-7617	55	22	training	training	NOUN
ajema-7617	55	23	.	.	PUNCT
ajema-7617	56	1	figure	figure	NOUN
ajema-7617	56	2	2	2	NUM
ajema-7617	56	3	.	.	PUNCT
ajema-7617	57	1	the	the	DET
ajema-7617	57	2	preparation	preparation	NOUN
ajema-7617	57	3	of	of	ADP
ajema-7617	57	4	the	the	DET
ajema-7617	57	5	training	training	NOUN
ajema-7617	57	6	dataset	dataset	NOUN
ajema-7617	57	7	using	use	VERB
ajema-7617	57	8	mediapipe	mediapipe	PROPN
ajema-7617	57	9	3.2	3.2	NUM
ajema-7617	57	10	.	.	PUNCT
ajema-7617	57	11	model	model	NOUN
ajema-7617	57	12	architecture	architecture	NOUN
ajema-7617	57	13	the	the	DET
ajema-7617	57	14	proposed	propose	VERB
ajema-7617	57	15	model	model	NOUN
ajema-7617	57	16	integrates	integrate	VERB
ajema-7617	57	17	convolutional	convolutional	ADJ
ajema-7617	57	18	neural	neural	ADJ
ajema-7617	57	19	networks	network	NOUN
ajema-7617	57	20	(	(	PUNCT
ajema-7617	57	21	cnn	cnn	PROPN
ajema-7617	57	22	)	)	PUNCT
ajema-7617	57	23	with	with	ADP
ajema-7617	57	24	long	long	ADJ
ajema-7617	57	25	short	short	ADJ
ajema-7617	57	26	-	-	PUNCT
ajema-7617	57	27	term	term	NOUN
ajema-7617	57	28	memory	memory	NOUN
ajema-7617	57	29	(	(	PUNCT
ajema-7617	57	30	lstm	lstm	NOUN
ajema-7617	57	31	)	)	PUNCT
ajema-7617	57	32	networks	network	NOUN
ajema-7617	57	33	to	to	PART
ajema-7617	57	34	capture	capture	VERB
ajema-7617	57	35	both	both	CCONJ
ajema-7617	57	36	spatial	spatial	ADJ
ajema-7617	57	37	and	and	CCONJ
ajema-7617	57	38	temporal	temporal	ADJ
ajema-7617	57	39	features	feature	NOUN
ajema-7617	57	40	of	of	ADP
ajema-7617	57	41	student	student	NOUN
ajema-7617	57	42	behaviors	behavior	NOUN
ajema-7617	57	43	.	.	PUNCT
ajema-7617	58	1	the	the	DET
ajema-7617	58	2	input	input	NOUN
ajema-7617	58	3	to	to	ADP
ajema-7617	58	4	the	the	DET
ajema-7617	58	5	model	model	NOUN
ajema-7617	58	6	consists	consist	VERB
ajema-7617	58	7	of	of	ADP
ajema-7617	58	8	pose	pose	NOUN
ajema-7617	58	9	sequences	sequence	NOUN
ajema-7617	58	10	with	with	ADP
ajema-7617	58	11	a	a	DET
ajema-7617	58	12	shape	shape	NOUN
ajema-7617	58	13	of	of	ADP
ajema-7617	58	14	(	(	PUNCT
ajema-7617	58	15	max_frames	max_frame	NOUN
ajema-7617	58	16	,	,	PUNCT
ajema-7617	58	17	24	24	NUM
ajema-7617	58	18	,	,	PUNCT
ajema-7617	58	19	3	3	NUM
ajema-7617	58	20	)	)	PUNCT
ajema-7617	58	21	.	.	PUNCT
ajema-7617	59	1	the	the	DET
ajema-7617	59	2	limited	limited	ADJ
ajema-7617	59	3	dataset	dataset	ADJ
ajema-7617	59	4	size	size	NOUN
ajema-7617	59	5	of	of	ADP
ajema-7617	59	6	120	120	NUM
ajema-7617	59	7	clips	clip	NOUN
ajema-7617	59	8	poses	pose	VERB
ajema-7617	59	9	a	a	DET
ajema-7617	59	10	challenge	challenge	NOUN
ajema-7617	59	11	for	for	ADP
ajema-7617	59	12	training	train	VERB
ajema-7617	59	13	a	a	DET
ajema-7617	59	14	well	well	ADV
ajema-7617	59	15	-	-	PUNCT
ajema-7617	59	16	generalized	generalize	VERB
ajema-7617	59	17	model	model	NOUN
ajema-7617	59	18	,	,	PUNCT
ajema-7617	59	19	as	as	SCONJ
ajema-7617	59	20	deep	deep	ADJ
ajema-7617	59	21	learning	learning	NOUN
ajema-7617	59	22	models	model	NOUN
ajema-7617	59	23	typically	typically	ADV
ajema-7617	59	24	require	require	VERB
ajema-7617	59	25	large	large	ADJ
ajema-7617	59	26	amounts	amount	NOUN
ajema-7617	59	27	of	of	ADP
ajema-7617	59	28	data	datum	NOUN
ajema-7617	59	29	to	to	PART
ajema-7617	59	30	perform	perform	VERB
ajema-7617	59	31	optimally	optimally	ADV
ajema-7617	59	32	.	.	PUNCT
ajema-7617	60	1	to	to	PART
ajema-7617	60	2	address	address	VERB
ajema-7617	60	3	this	this	PRON
ajema-7617	60	4	,	,	PUNCT
ajema-7617	60	5	the	the	DET
ajema-7617	60	6	model	model	NOUN
ajema-7617	60	7	architecture	architecture	NOUN
ajema-7617	60	8	was	be	AUX
ajema-7617	60	9	designed	design	VERB
ajema-7617	60	10	to	to	PART
ajema-7617	60	11	be	be	AUX
ajema-7617	60	12	efficient	efficient	ADJ
ajema-7617	60	13	and	and	CCONJ
ajema-7617	60	14	capable	capable	ADJ
ajema-7617	60	15	of	of	ADP
ajema-7617	60	16	learning	learn	VERB
ajema-7617	60	17	from	from	ADP
ajema-7617	60	18	limited	limited	ADJ
ajema-7617	60	19	data	datum	NOUN
ajema-7617	60	20	.	.	PUNCT
ajema-7617	61	1	a	a	DET
ajema-7617	61	2	timedistributed	timedistribute	VERB
ajema-7617	61	3	cnn	cnn	NOUN
ajema-7617	61	4	layer	layer	NOUN
ajema-7617	61	5	processes	process	VERB
ajema-7617	61	6	each	each	DET
ajema-7617	61	7	frame	frame	NOUN
ajema-7617	61	8	individually	individually	ADV
ajema-7617	61	9	through	through	ADP
ajema-7617	61	10	a	a	DET
ajema-7617	61	11	series	series	NOUN
ajema-7617	61	12	of	of	ADP
ajema-7617	61	13	conv1d	conv1d	NOUN
ajema-7617	61	14	and	and	CCONJ
ajema-7617	61	15	maxpooling1d	maxpooling1d	NOUN
ajema-7617	61	16	layers	layer	NOUN
ajema-7617	61	17	,	,	PUNCT
ajema-7617	61	18	extracting	extract	VERB
ajema-7617	61	19	local	local	ADJ
ajema-7617	61	20	spatial	spatial	ADJ
ajema-7617	61	21	features	feature	NOUN
ajema-7617	61	22	from	from	ADP
ajema-7617	61	23	the	the	DET
ajema-7617	61	24	pose	pose	NOUN
ajema-7617	61	25	data	datum	NOUN
ajema-7617	61	26	.	.	PUNCT
ajema-7617	62	1	by	by	ADP
ajema-7617	62	2	sharing	share	VERB
ajema-7617	62	3	weights	weight	NOUN
ajema-7617	62	4	across	across	ADP
ajema-7617	62	5	time	time	NOUN
ajema-7617	62	6	steps	step	NOUN
ajema-7617	62	7	,	,	PUNCT
ajema-7617	62	8	the	the	DET
ajema-7617	62	9	timedistributed	timedistribute	VERB
ajema-7617	62	10	layers	layer	NOUN
ajema-7617	62	11	help	help	VERB
ajema-7617	62	12	in	in	ADP
ajema-7617	62	13	reducing	reduce	VERB
ajema-7617	62	14	the	the	DET
ajema-7617	62	15	number	number	NOUN
ajema-7617	62	16	of	of	ADP
ajema-7617	62	17	parameters	parameter	NOUN
ajema-7617	62	18	,	,	PUNCT
ajema-7617	62	19	mitigating	mitigate	VERB
ajema-7617	62	20	overfitting	overfitte	VERB
ajema-7617	62	21	risks	risk	NOUN
ajema-7617	62	22	.	.	PUNCT
ajema-7617	63	1	following	follow	VERB
ajema-7617	63	2	the	the	DET
ajema-7617	63	3	convolutional	convolutional	ADJ
ajema-7617	63	4	layers	layer	NOUN
ajema-7617	63	5	,	,	PUNCT
ajema-7617	63	6	the	the	DET
ajema-7617	63	7	flattened	flatten	VERB
ajema-7617	63	8	output	output	NOUN
ajema-7617	63	9	is	be	AUX
ajema-7617	63	10	fed	feed	VERB
ajema-7617	63	11	into	into	ADP
ajema-7617	63	12	an	an	DET
ajema-7617	63	13	lstm	lstm	ADJ
ajema-7617	63	14	layer	layer	NOUN
ajema-7617	63	15	with	with	ADP
ajema-7617	63	16	128	128	NUM
ajema-7617	63	17	units	unit	NOUN
ajema-7617	63	18	to	to	PART
ajema-7617	63	19	capture	capture	VERB
ajema-7617	63	20	temporal	temporal	ADJ
ajema-7617	63	21	dependencies	dependency	NOUN
ajema-7617	63	22	across	across	ADP
ajema-7617	63	23	the	the	DET
ajema-7617	63	24	sequence	sequence	NOUN
ajema-7617	63	25	of	of	ADP
ajema-7617	63	26	frames	frame	NOUN
ajema-7617	63	27	.	.	PUNCT
ajema-7617	64	1	the	the	DET
ajema-7617	64	2	lstm	lstm	NOUN
ajema-7617	64	3	layer	layer	NOUN
ajema-7617	64	4	is	be	AUX
ajema-7617	64	5	particularly	particularly	ADV
ajema-7617	64	6	effective	effective	ADJ
ajema-7617	64	7	in	in	ADP
ajema-7617	64	8	modeling	model	VERB
ajema-7617	64	9	sequential	sequential	ADJ
ajema-7617	64	10	data	datum	NOUN
ajema-7617	64	11	,	,	PUNCT
ajema-7617	64	12	allowing	allow	VERB
ajema-7617	64	13	the	the	DET
ajema-7617	64	14	model	model	NOUN
ajema-7617	64	15	to	to	PART
ajema-7617	64	16	understand	understand	VERB
ajema-7617	64	17	how	how	SCONJ
ajema-7617	64	18	pose	pose	VERB
ajema-7617	64	19	configurations	configuration	NOUN
ajema-7617	64	20	change	change	VERB
ajema-7617	64	21	over	over	ADP
ajema-7617	64	22	time	time	NOUN
ajema-7617	64	23	for	for	ADP
ajema-7617	64	24	each	each	DET
ajema-7617	64	25	action	action	NOUN
ajema-7617	64	26	.	.	PUNCT
ajema-7617	65	1	to	to	PART
ajema-7617	65	2	further	far	ADV
ajema-7617	65	3	prevent	prevent	VERB
ajema-7617	65	4	overfitting	overfitting	NOUN
ajema-7617	65	5	—	—	PUNCT
ajema-7617	65	6	a	a	DET
ajema-7617	65	7	significant	significant	ADJ
ajema-7617	65	8	concern	concern	NOUN
ajema-7617	65	9	given	give	VERB
ajema-7617	65	10	the	the	DET
ajema-7617	65	11	small	small	ADJ
ajema-7617	65	12	dataset	dataset	NOUN
ajema-7617	65	13	size	size	NOUN
ajema-7617	65	14	—	—	PUNCT
ajema-7617	65	15	a	a	DET
ajema-7617	65	16	dense	dense	ADJ
ajema-7617	65	17	layer	layer	NOUN
ajema-7617	65	18	with	with	ADP
ajema-7617	65	19	l2	l2	NOUN
ajema-7617	65	20	regularization	regularization	NOUN
ajema-7617	65	21	and	and	CCONJ
ajema-7617	65	22	a	a	DET
ajema-7617	65	23	dropout	dropout	NOUN
ajema-7617	65	24	layer	layer	NOUN
ajema-7617	65	25	with	with	ADP
ajema-7617	65	26	a	a	DET
ajema-7617	65	27	rate	rate	NOUN
ajema-7617	65	28	of	of	ADP
ajema-7617	65	29	0.6	0.6	NUM
ajema-7617	65	30	are	be	AUX
ajema-7617	65	31	incorporated	incorporate	VERB
ajema-7617	65	32	before	before	ADP
ajema-7617	65	33	the	the	DET
ajema-7617	65	34	final	final	ADJ
ajema-7617	65	35	output	output	NOUN
ajema-7617	65	36	layer	layer	NOUN
ajema-7617	65	37	.	.	PUNCT
ajema-7617	66	1	the	the	DET
ajema-7617	66	2	output	output	NOUN
ajema-7617	66	3	layer	layer	NOUN
ajema-7617	66	4	employs	employ	VERB
ajema-7617	66	5	a	a	DET
ajema-7617	66	6	softmax	softmax	NOUN
ajema-7617	66	7	activation	activation	NOUN
ajema-7617	66	8	function	function	VERB
ajema-7617	66	9	to	to	PART
ajema-7617	66	10	classify	classify	VERB
ajema-7617	66	11	the	the	DET
ajema-7617	66	12	input	input	NOUN
ajema-7617	66	13	into	into	ADP
ajema-7617	66	14	94	94	NUM
ajema-7617	66	15	journal	journal	NOUN
ajema-7617	66	16	of	of	ADP
ajema-7617	66	17	engineering	engineering	NOUN
ajema-7617	66	18	,	,	PUNCT
ajema-7617	66	19	mechanics	mechanic	NOUN
ajema-7617	66	20	and	and	CCONJ
ajema-7617	66	21	architecture	architecture	NOUN
ajema-7617	66	22	www	www	NOUN
ajema-7617	66	23	.	.	PUNCT
ajema-7617	67	1	grnjournal.us	grnjournal.us	X
ajema-7617	67	2	one	one	NUM
ajema-7617	67	3	of	of	ADP
ajema-7617	67	4	the	the	DET
ajema-7617	67	5	three	three	NUM
ajema-7617	67	6	action	action	NOUN
ajema-7617	67	7	categories	category	NOUN
ajema-7617	67	8	.	.	PUNCT
ajema-7617	68	1	this	this	DET
ajema-7617	68	2	architecture	architecture	NOUN
ajema-7617	68	3	leverages	leverage	VERB
ajema-7617	68	4	the	the	DET
ajema-7617	68	5	strengths	strength	NOUN
ajema-7617	68	6	of	of	ADP
ajema-7617	68	7	cnns	cnn	NOUN
ajema-7617	68	8	in	in	ADP
ajema-7617	68	9	spatial	spatial	ADJ
ajema-7617	68	10	feature	feature	NOUN
ajema-7617	68	11	extraction	extraction	NOUN
ajema-7617	68	12	and	and	CCONJ
ajema-7617	68	13	lstms	lstms	NOUN
ajema-7617	68	14	in	in	ADP
ajema-7617	68	15	sequence	sequence	NOUN
ajema-7617	68	16	modeling	modeling	NOUN
ajema-7617	68	17	,	,	PUNCT
ajema-7617	68	18	aiming	aim	VERB
ajema-7617	68	19	to	to	PART
ajema-7617	68	20	achieve	achieve	VERB
ajema-7617	68	21	high	high	ADJ
ajema-7617	68	22	classification	classification	NOUN
ajema-7617	68	23	accuracy	accuracy	NOUN
ajema-7617	68	24	even	even	ADV
ajema-7617	68	25	within	within	ADP
ajema-7617	68	26	the	the	DET
ajema-7617	68	27	constraints	constraint	NOUN
ajema-7617	68	28	of	of	ADP
ajema-7617	68	29	limited	limited	ADJ
ajema-7617	68	30	data	datum	NOUN
ajema-7617	68	31	.	.	PUNCT
ajema-7617	69	1	figure	figure	NOUN
ajema-7617	69	2	3	3	NUM
ajema-7617	69	3	.	.	PUNCT
ajema-7617	69	4	model	model	NOUN
ajema-7617	69	5	architecture	architecture	NOUN
ajema-7617	69	6	3.3	3.3	NUM
ajema-7617	69	7	.	.	PUNCT
ajema-7617	70	1	training	training	NOUN
ajema-7617	70	2	strategy	strategy	NOUN
ajema-7617	70	3	the	the	DET
ajema-7617	70	4	model	model	NOUN
ajema-7617	70	5	was	be	AUX
ajema-7617	70	6	trained	train	VERB
ajema-7617	70	7	using	use	VERB
ajema-7617	70	8	a	a	DET
ajema-7617	70	9	categorical	categorical	ADJ
ajema-7617	70	10	cross	cross	ADJ
ajema-7617	70	11	-	-	ADJ
ajema-7617	70	12	entropy	entropy	ADJ
ajema-7617	70	13	loss	loss	NOUN
ajema-7617	70	14	function	function	NOUN
ajema-7617	70	15	and	and	CCONJ
ajema-7617	70	16	the	the	DET
ajema-7617	70	17	adam	adam	PROPN
ajema-7617	70	18	optimizer	optimizer	NOUN
ajema-7617	70	19	,	,	PUNCT
ajema-7617	70	20	chosen	choose	VERB
ajema-7617	70	21	for	for	ADP
ajema-7617	70	22	its	its	PRON
ajema-7617	70	23	efficient	efficient	ADJ
ajema-7617	70	24	handling	handling	NOUN
ajema-7617	70	25	of	of	ADP
ajema-7617	70	26	sparse	sparse	ADJ
ajema-7617	70	27	gradients	gradient	NOUN
ajema-7617	70	28	and	and	CCONJ
ajema-7617	70	29	adaptive	adaptive	ADJ
ajema-7617	70	30	learning	learning	NOUN
ajema-7617	70	31	rate	rate	NOUN
ajema-7617	70	32	capabilities	capability	NOUN
ajema-7617	70	33	.	.	PUNCT
ajema-7617	71	1	the	the	DET
ajema-7617	71	2	dataset	dataset	NOUN
ajema-7617	71	3	was	be	AUX
ajema-7617	71	4	split	split	VERB
ajema-7617	71	5	into	into	ADP
ajema-7617	71	6	training	training	NOUN
ajema-7617	71	7	and	and	CCONJ
ajema-7617	71	8	testing	testing	NOUN
ajema-7617	71	9	sets	set	NOUN
ajema-7617	71	10	to	to	PART
ajema-7617	71	11	evaluate	evaluate	VERB
ajema-7617	71	12	the	the	DET
ajema-7617	71	13	model	model	NOUN
ajema-7617	71	14	's	's	PART
ajema-7617	71	15	generalization	generalization	NOUN
ajema-7617	71	16	performance	performance	NOUN
ajema-7617	71	17	.	.	PUNCT
ajema-7617	72	1	given	give	VERB
ajema-7617	72	2	the	the	DET
ajema-7617	72	3	limited	limited	ADJ
ajema-7617	72	4	number	number	NOUN
ajema-7617	72	5	of	of	ADP
ajema-7617	72	6	samples	sample	NOUN
ajema-7617	72	7	,	,	PUNCT
ajema-7617	72	8	the	the	DET
ajema-7617	72	9	split	split	NOUN
ajema-7617	72	10	was	be	AUX
ajema-7617	72	11	carefully	carefully	ADV
ajema-7617	72	12	managed	manage	VERB
ajema-7617	72	13	to	to	PART
ajema-7617	72	14	maintain	maintain	VERB
ajema-7617	72	15	a	a	DET
ajema-7617	72	16	representative	representative	ADJ
ajema-7617	72	17	distribution	distribution	NOUN
ajema-7617	72	18	of	of	ADP
ajema-7617	72	19	each	each	DET
ajema-7617	72	20	action	action	NOUN
ajema-7617	72	21	category	category	NOUN
ajema-7617	72	22	in	in	ADP
ajema-7617	72	23	both	both	DET
ajema-7617	72	24	sets	set	NOUN
ajema-7617	72	25	.	.	PUNCT
ajema-7617	73	1	to	to	PART
ajema-7617	73	2	enhance	enhance	VERB
ajema-7617	73	3	training	training	NOUN
ajema-7617	73	4	efficiency	efficiency	NOUN
ajema-7617	73	5	and	and	CCONJ
ajema-7617	73	6	prevent	prevent	VERB
ajema-7617	73	7	overfitting	overfitting	NOUN
ajema-7617	73	8	,	,	PUNCT
ajema-7617	73	9	several	several	ADJ
ajema-7617	73	10	strategies	strategy	NOUN
ajema-7617	73	11	were	be	AUX
ajema-7617	73	12	implemented	implement	VERB
ajema-7617	73	13	:	:	PUNCT
ajema-7617	74	1	1	1	X
ajema-7617	74	2	.	.	X
ajema-7617	74	3	early	early	ADJ
ajema-7617	74	4	stopping	stopping	NOUN
ajema-7617	74	5	:	:	PUNCT
ajema-7617	74	6	training	training	NOUN
ajema-7617	74	7	was	be	AUX
ajema-7617	74	8	monitored	monitor	VERB
ajema-7617	74	9	using	use	VERB
ajema-7617	74	10	early	early	ADJ
ajema-7617	74	11	stopping	stopping	NOUN
ajema-7617	74	12	,	,	PUNCT
ajema-7617	74	13	which	which	PRON
ajema-7617	74	14	halted	halt	VERB
ajema-7617	74	15	the	the	DET
ajema-7617	74	16	process	process	NOUN
ajema-7617	74	17	if	if	SCONJ
ajema-7617	74	18	the	the	DET
ajema-7617	74	19	validation	validation	NOUN
ajema-7617	74	20	loss	loss	NOUN
ajema-7617	74	21	did	do	AUX
ajema-7617	74	22	not	not	PART
ajema-7617	74	23	improve	improve	VERB
ajema-7617	74	24	over	over	ADP
ajema-7617	74	25	three	three	NUM
ajema-7617	74	26	consecutive	consecutive	ADJ
ajema-7617	74	27	epochs	epoch	NOUN
ajema-7617	74	28	.	.	PUNCT
ajema-7617	75	1	this	this	PRON
ajema-7617	75	2	helps	help	VERB
ajema-7617	75	3	prevent	prevent	VERB
ajema-7617	75	4	the	the	DET
ajema-7617	75	5	model	model	NOUN
ajema-7617	75	6	from	from	ADP
ajema-7617	75	7	overfitting	overfitte	VERB
ajema-7617	75	8	to	to	ADP
ajema-7617	75	9	the	the	DET
ajema-7617	75	10	training	training	NOUN
ajema-7617	75	11	data	datum	NOUN
ajema-7617	75	12	.	.	PUNCT
ajema-7617	76	1	2	2	X
ajema-7617	76	2	.	.	X
ajema-7617	76	3	learning	learn	VERB
ajema-7617	76	4	rate	rate	NOUN
ajema-7617	76	5	scheduling	scheduling	NOUN
ajema-7617	76	6	:	:	PUNCT
ajema-7617	76	7	the	the	DET
ajema-7617	76	8	learning	learning	NOUN
ajema-7617	76	9	rate	rate	NOUN
ajema-7617	76	10	was	be	AUX
ajema-7617	76	11	reduced	reduce	VERB
ajema-7617	76	12	by	by	ADP
ajema-7617	76	13	a	a	DET
ajema-7617	76	14	factor	factor	NOUN
ajema-7617	76	15	of	of	ADP
ajema-7617	76	16	0.5	0.5	NUM
ajema-7617	76	17	if	if	SCONJ
ajema-7617	76	18	the	the	DET
ajema-7617	76	19	validation	validation	NOUN
ajema-7617	76	20	loss	loss	NOUN
ajema-7617	76	21	plateaued	plateaue	VERB
ajema-7617	76	22	for	for	ADP
ajema-7617	76	23	two	two	NUM
ajema-7617	76	24	consecutive	consecutive	ADJ
ajema-7617	76	25	epochs	epoch	NOUN
ajema-7617	76	26	,	,	PUNCT
ajema-7617	76	27	with	with	ADP
ajema-7617	76	28	a	a	DET
ajema-7617	76	29	minimum	minimum	ADJ
ajema-7617	76	30	threshold	threshold	NOUN
ajema-7617	76	31	set	set	VERB
ajema-7617	76	32	to	to	ADP
ajema-7617	76	33	1e-6	1e-6	PROPN
ajema-7617	76	34	.	.	PUNCT
ajema-7617	77	1	this	this	DET
ajema-7617	77	2	adaptive	adaptive	ADJ
ajema-7617	77	3	approach	approach	NOUN
ajema-7617	77	4	allows	allow	VERB
ajema-7617	77	5	the	the	DET
ajema-7617	77	6	model	model	NOUN
ajema-7617	77	7	to	to	PART
ajema-7617	77	8	converge	converge	VERB
ajema-7617	77	9	more	more	ADV
ajema-7617	77	10	effectively	effectively	ADV
ajema-7617	77	11	.	.	PUNCT
ajema-7617	78	1	3	3	X
ajema-7617	78	2	.	.	NOUN
ajema-7617	78	3	batch	batch	NOUN
ajema-7617	78	4	size	size	NOUN
ajema-7617	78	5	and	and	CCONJ
ajema-7617	78	6	epochs	epoch	NOUN
ajema-7617	78	7	:	:	PUNCT
ajema-7617	78	8	the	the	DET
ajema-7617	78	9	model	model	NOUN
ajema-7617	78	10	was	be	AUX
ajema-7617	78	11	trained	train	VERB
ajema-7617	78	12	for	for	ADP
ajema-7617	78	13	a	a	DET
ajema-7617	78	14	maximum	maximum	NOUN
ajema-7617	78	15	of	of	ADP
ajema-7617	78	16	100	100	NUM
ajema-7617	78	17	epochs	epoch	NOUN
ajema-7617	78	18	with	with	ADP
ajema-7617	78	19	a	a	DET
ajema-7617	78	20	batch	batch	NOUN
ajema-7617	78	21	size	size	NOUN
ajema-7617	78	22	of	of	ADP
ajema-7617	78	23	32	32	NUM
ajema-7617	78	24	.	.	PUNCT
ajema-7617	79	1	these	these	DET
ajema-7617	79	2	parameters	parameter	NOUN
ajema-7617	79	3	were	be	AUX
ajema-7617	79	4	chosen	choose	VERB
ajema-7617	79	5	to	to	PART
ajema-7617	79	6	balance	balance	VERB
ajema-7617	79	7	computational	computational	ADJ
ajema-7617	79	8	efficiency	efficiency	NOUN
ajema-7617	79	9	with	with	ADP
ajema-7617	79	10	the	the	DET
ajema-7617	79	11	need	need	NOUN
ajema-7617	79	12	for	for	ADP
ajema-7617	79	13	sufficient	sufficient	ADJ
ajema-7617	79	14	training	training	NOUN
ajema-7617	79	15	iterations	iteration	NOUN
ajema-7617	79	16	.	.	PUNCT
ajema-7617	80	1	despite	despite	SCONJ
ajema-7617	80	2	these	these	DET
ajema-7617	80	3	efforts	effort	NOUN
ajema-7617	80	4	,	,	PUNCT
ajema-7617	80	5	we	we	PRON
ajema-7617	80	6	acknowledge	acknowledge	VERB
ajema-7617	80	7	that	that	SCONJ
ajema-7617	80	8	training	training	NOUN
ajema-7617	80	9	on	on	ADP
ajema-7617	80	10	only	only	ADV
ajema-7617	80	11	120	120	NUM
ajema-7617	80	12	short	short	ADJ
ajema-7617	80	13	clips	clip	NOUN
ajema-7617	80	14	is	be	AUX
ajema-7617	80	15	insufficient	insufficient	ADJ
ajema-7617	80	16	for	for	ADP
ajema-7617	80	17	developing	develop	VERB
ajema-7617	80	18	a	a	DET
ajema-7617	80	19	highly	highly	ADV
ajema-7617	80	20	generalized	generalized	ADJ
ajema-7617	80	21	model	model	NOUN
ajema-7617	80	22	applicable	applicable	ADJ
ajema-7617	80	23	to	to	ADP
ajema-7617	80	24	real	real	ADJ
ajema-7617	80	25	-	-	PUNCT
ajema-7617	80	26	world	world	NOUN
ajema-7617	80	27	classroom	classroom	NOUN
ajema-7617	80	28	settings	setting	NOUN
ajema-7617	80	29	.	.	PUNCT
ajema-7617	81	1	however	however	ADV
ajema-7617	81	2	,	,	PUNCT
ajema-7617	81	3	achieving	achieve	VERB
ajema-7617	81	4	good	good	ADJ
ajema-7617	81	5	results	result	NOUN
ajema-7617	81	6	on	on	ADP
ajema-7617	81	7	this	this	DET
ajema-7617	81	8	dataset	dataset	NOUN
ajema-7617	81	9	serves	serve	VERB
ajema-7617	81	10	as	as	ADP
ajema-7617	81	11	a	a	DET
ajema-7617	81	12	proof	proof	NOUN
ajema-7617	81	13	of	of	ADP
ajema-7617	81	14	concept	concept	NOUN
ajema-7617	81	15	.	.	PUNCT
ajema-7617	82	1	it	it	PRON
ajema-7617	82	2	demonstrates	demonstrate	VERB
ajema-7617	82	3	the	the	DET
ajema-7617	82	4	potential	potential	NOUN
ajema-7617	82	5	of	of	ADP
ajema-7617	82	6	using	use	VERB
ajema-7617	82	7	2d	2d	NUM
ajema-7617	82	8	pose	pose	VERB
ajema-7617	82	9	-	-	PUNCT
ajema-7617	82	10	based	base	VERB
ajema-7617	82	11	cnn	cnn	PROPN
ajema-7617	82	12	-	-	PUNCT
ajema-7617	82	13	lstm	lstm	PROPN
ajema-7617	82	14	architectures	architecture	NOUN
ajema-7617	82	15	for	for	ADP
ajema-7617	82	16	student	student	NOUN
ajema-7617	82	17	behavior	behavior	NOUN
ajema-7617	82	18	analysis	analysis	NOUN
ajema-7617	82	19	.	.	PUNCT
ajema-7617	83	1	we	we	PRON
ajema-7617	83	2	anticipate	anticipate	VERB
ajema-7617	83	3	that	that	SCONJ
ajema-7617	83	4	increasing	increase	VERB
ajema-7617	83	5	the	the	DET
ajema-7617	83	6	dataset	dataset	NOUN
ajema-7617	83	7	size	size	NOUN
ajema-7617	83	8	and	and	CCONJ
ajema-7617	83	9	diversity	diversity	NOUN
ajema-7617	83	10	in	in	ADP
ajema-7617	83	11	future	future	ADJ
ajema-7617	83	12	work	work	NOUN
ajema-7617	83	13	will	will	AUX
ajema-7617	83	14	significantly	significantly	ADV
ajema-7617	83	15	enhance	enhance	VERB
ajema-7617	83	16	the	the	DET
ajema-7617	83	17	model	model	NOUN
ajema-7617	83	18	's	's	PART
ajema-7617	83	19	performance	performance	NOUN
ajema-7617	83	20	and	and	CCONJ
ajema-7617	83	21	generalizability	generalizability	NOUN
ajema-7617	83	22	,	,	PUNCT
ajema-7617	83	23	allowing	allow	VERB
ajema-7617	83	24	it	it	PRON
ajema-7617	83	25	to	to	PART
ajema-7617	83	26	better	well	ADV
ajema-7617	83	27	handle	handle	VERB
ajema-7617	83	28	the	the	DET
ajema-7617	83	29	complexities	complexity	NOUN
ajema-7617	83	30	of	of	ADP
ajema-7617	83	31	real	real	ADJ
ajema-7617	83	32	-	-	PUNCT
ajema-7617	83	33	life	life	NOUN
ajema-7617	83	34	environments	environment	NOUN
ajema-7617	83	35	with	with	ADP
ajema-7617	83	36	multiple	multiple	ADJ
ajema-7617	83	37	students	student	NOUN
ajema-7617	83	38	and	and	CCONJ
ajema-7617	83	39	varied	varied	ADJ
ajema-7617	83	40	backgrounds	background	NOUN
ajema-7617	83	41	.	.	PUNCT
ajema-7617	84	1	5	5	X
ajema-7617	84	2	.	.	NOUN
ajema-7617	84	3	results	result	VERB
ajema-7617	84	4	the	the	DET
ajema-7617	84	5	training	training	NOUN
ajema-7617	84	6	process	process	NOUN
ajema-7617	84	7	spanned	span	VERB
ajema-7617	84	8	20	20	NUM
ajema-7617	84	9	epochs	epoch	NOUN
ajema-7617	84	10	,	,	PUNCT
ajema-7617	84	11	with	with	ADP
ajema-7617	84	12	the	the	DET
ajema-7617	84	13	model	model	NOUN
ajema-7617	84	14	demonstrating	demonstrate	VERB
ajema-7617	84	15	progressive	progressive	ADJ
ajema-7617	84	16	improvement	improvement	NOUN
ajema-7617	84	17	in	in	ADP
ajema-7617	84	18	both	both	PRON
ajema-7617	84	19	training	training	NOUN
ajema-7617	84	20	and	and	CCONJ
ajema-7617	84	21	validation	validation	NOUN
ajema-7617	84	22	accuracy	accuracy	NOUN
ajema-7617	84	23	.	.	PUNCT
ajema-7617	85	1	starting	start	VERB
ajema-7617	85	2	with	with	ADP
ajema-7617	85	3	an	an	DET
ajema-7617	85	4	initial	initial	ADJ
ajema-7617	85	5	accuracy	accuracy	NOUN
ajema-7617	85	6	of	of	ADP
ajema-7617	85	7	approximately	approximately	ADV
ajema-7617	85	8	95	95	NUM
ajema-7617	85	9	journal	journal	NOUN
ajema-7617	85	10	of	of	ADP
ajema-7617	85	11	engineering	engineering	NOUN
ajema-7617	85	12	,	,	PUNCT
ajema-7617	85	13	mechanics	mechanic	NOUN
ajema-7617	85	14	and	and	CCONJ
ajema-7617	85	15	architecture	architecture	NOUN
ajema-7617	85	16	www	www	NOUN
ajema-7617	85	17	.	.	PUNCT
ajema-7617	86	1	grnjournal.us	grnjournal.us	X
ajema-7617	86	2	35.68	35.68	NUM
ajema-7617	86	3	%	%	NOUN
ajema-7617	86	4	and	and	CCONJ
ajema-7617	86	5	a	a	DET
ajema-7617	86	6	validation	validation	NOUN
ajema-7617	86	7	accuracy	accuracy	NOUN
ajema-7617	86	8	of	of	ADP
ajema-7617	86	9	33.33	33.33	NUM
ajema-7617	86	10	%	%	NOUN
ajema-7617	86	11	in	in	ADP
ajema-7617	86	12	the	the	DET
ajema-7617	86	13	first	first	ADJ
ajema-7617	86	14	epoch	epoch	NOUN
ajema-7617	86	15	,	,	PUNCT
ajema-7617	86	16	the	the	DET
ajema-7617	86	17	model	model	NOUN
ajema-7617	86	18	's	's	PART
ajema-7617	86	19	performance	performance	NOUN
ajema-7617	86	20	steadily	steadily	ADV
ajema-7617	86	21	increased	increase	VERB
ajema-7617	86	22	,	,	PUNCT
ajema-7617	86	23	reaching	reach	VERB
ajema-7617	86	24	a	a	DET
ajema-7617	86	25	peak	peak	NOUN
ajema-7617	86	26	training	training	NOUN
ajema-7617	86	27	accuracy	accuracy	NOUN
ajema-7617	86	28	of	of	ADP
ajema-7617	86	29	97.27	97.27	NUM
ajema-7617	86	30	%	%	NOUN
ajema-7617	86	31	and	and	CCONJ
ajema-7617	86	32	a	a	DET
ajema-7617	86	33	validation	validation	NOUN
ajema-7617	86	34	accuracy	accuracy	NOUN
ajema-7617	86	35	of	of	ADP
ajema-7617	86	36	98.83	98.83	NUM
ajema-7617	86	37	%	%	NOUN
ajema-7617	86	38	by	by	ADP
ajema-7617	86	39	epoch	epoch	PROPN
ajema-7617	86	40	30	30	NUM
ajema-7617	86	41	.	.	PUNCT
ajema-7617	87	1	the	the	DET
ajema-7617	87	2	loss	loss	NOUN
ajema-7617	87	3	metrics	metric	NOUN
ajema-7617	87	4	similarly	similarly	ADV
ajema-7617	87	5	decreased	decrease	VERB
ajema-7617	87	6	,	,	PUNCT
ajema-7617	87	7	indicating	indicate	VERB
ajema-7617	87	8	effective	effective	ADJ
ajema-7617	87	9	learning	learning	NOUN
ajema-7617	87	10	.	.	PUNCT
ajema-7617	88	1	notably	notably	ADV
ajema-7617	88	2	,	,	PUNCT
ajema-7617	88	3	the	the	DET
ajema-7617	88	4	model	model	NOUN
ajema-7617	88	5	exhibited	exhibit	VERB
ajema-7617	88	6	robust	robust	ADJ
ajema-7617	88	7	performance	performance	NOUN
ajema-7617	88	8	in	in	ADP
ajema-7617	88	9	distinguishing	distinguish	VERB
ajema-7617	88	10	between	between	ADP
ajema-7617	88	11	the	the	DET
ajema-7617	88	12	three	three	NUM
ajema-7617	88	13	action	action	NOUN
ajema-7617	88	14	categories	category	NOUN
ajema-7617	88	15	,	,	PUNCT
ajema-7617	88	16	with	with	ADP
ajema-7617	88	17	validation	validation	NOUN
ajema-7617	88	18	accuracy	accuracy	NOUN
ajema-7617	88	19	consistently	consistently	ADV
ajema-7617	88	20	above	above	ADP
ajema-7617	88	21	80	80	NUM
ajema-7617	88	22	%	%	NOUN
ajema-7617	88	23	in	in	ADP
ajema-7617	88	24	the	the	DET
ajema-7617	88	25	later	later	ADJ
ajema-7617	88	26	epochs	epoch	NOUN
ajema-7617	88	27	.	.	PUNCT
ajema-7617	89	1	however	however	ADV
ajema-7617	89	2	,	,	PUNCT
ajema-7617	89	3	minor	minor	ADJ
ajema-7617	89	4	fluctuations	fluctuation	NOUN
ajema-7617	89	5	were	be	AUX
ajema-7617	89	6	observed	observe	VERB
ajema-7617	89	7	towards	towards	ADP
ajema-7617	89	8	the	the	DET
ajema-7617	89	9	end	end	NOUN
ajema-7617	89	10	of	of	ADP
ajema-7617	89	11	training	training	NOUN
ajema-7617	89	12	,	,	PUNCT
ajema-7617	89	13	potentially	potentially	ADV
ajema-7617	89	14	due	due	ADP
ajema-7617	89	15	to	to	ADP
ajema-7617	89	16	the	the	DET
ajema-7617	89	17	limited	limited	ADJ
ajema-7617	89	18	size	size	NOUN
ajema-7617	89	19	of	of	ADP
ajema-7617	89	20	the	the	DET
ajema-7617	89	21	dataset	dataset	NOUN
ajema-7617	89	22	.	.	PUNCT
ajema-7617	90	1	the	the	DET
ajema-7617	90	2	final	final	ADJ
ajema-7617	90	3	model	model	NOUN
ajema-7617	90	4	achieved	achieve	VERB
ajema-7617	90	5	an	an	DET
ajema-7617	90	6	overall	overall	ADJ
ajema-7617	90	7	validation	validation	NOUN
ajema-7617	90	8	accuracy	accuracy	NOUN
ajema-7617	90	9	of	of	ADP
ajema-7617	90	10	98.83	98.83	NUM
ajema-7617	90	11	%	%	NOUN
ajema-7617	90	12	,	,	PUNCT
ajema-7617	90	13	demonstrating	demonstrate	VERB
ajema-7617	90	14	the	the	DET
ajema-7617	90	15	efficacy	efficacy	NOUN
ajema-7617	90	16	of	of	ADP
ajema-7617	90	17	the	the	DET
ajema-7617	90	18	2d	2d	NUM
ajema-7617	90	19	pose	pose	NOUN
ajema-7617	90	20	-	-	PUNCT
ajema-7617	90	21	based	base	VERB
ajema-7617	90	22	cnn+lstm	cnn+lstm	NOUN
ajema-7617	90	23	approach	approach	NOUN
ajema-7617	90	24	in	in	ADP
ajema-7617	90	25	classifying	classify	VERB
ajema-7617	90	26	student	student	NOUN
ajema-7617	90	27	behaviors	behavior	NOUN
ajema-7617	90	28	.	.	PUNCT
ajema-7617	91	1	(	(	PUNCT
ajema-7617	91	2	figure	figure	VERB
ajema-7617	91	3	4	4	NUM
ajema-7617	91	4	)	)	PUNCT
ajema-7617	91	5	figure	figure	NOUN
ajema-7617	91	6	4	4	NUM
ajema-7617	91	7	.	.	PUNCT
ajema-7617	91	8	training	training	NOUN
ajema-7617	91	9	results	result	NOUN
ajema-7617	91	10	6	6	NUM
ajema-7617	91	11	.	.	PUNCT
ajema-7617	92	1	discussion	discussion	NOUN
ajema-7617	92	2	the	the	DET
ajema-7617	92	3	results	result	NOUN
ajema-7617	92	4	indicate	indicate	VERB
ajema-7617	92	5	that	that	SCONJ
ajema-7617	92	6	the	the	DET
ajema-7617	92	7	2d	2d	NUM
ajema-7617	92	8	pose	pose	NOUN
ajema-7617	92	9	-	-	PUNCT
ajema-7617	92	10	based	base	VERB
ajema-7617	92	11	cnn+lstm	cnn+lstm	NOUN
ajema-7617	92	12	model	model	NOUN
ajema-7617	92	13	is	be	AUX
ajema-7617	92	14	effective	effective	ADJ
ajema-7617	92	15	in	in	ADP
ajema-7617	92	16	classifying	classify	VERB
ajema-7617	92	17	student	student	NOUN
ajema-7617	92	18	actions	action	NOUN
ajema-7617	92	19	such	such	ADJ
ajema-7617	92	20	as	as	ADP
ajema-7617	92	21	hand	hand	NOUN
ajema-7617	92	22	raising	raising	NOUN
ajema-7617	92	23	,	,	PUNCT
ajema-7617	92	24	writing	writing	NOUN
ajema-7617	92	25	,	,	PUNCT
ajema-7617	92	26	and	and	CCONJ
ajema-7617	92	27	reading	reading	NOUN
ajema-7617	92	28	.	.	PUNCT
ajema-7617	93	1	the	the	DET
ajema-7617	93	2	significant	significant	ADJ
ajema-7617	93	3	improvement	improvement	NOUN
ajema-7617	93	4	in	in	ADP
ajema-7617	93	5	accuracy	accuracy	NOUN
ajema-7617	93	6	over	over	ADP
ajema-7617	93	7	the	the	DET
ajema-7617	93	8	training	training	NOUN
ajema-7617	93	9	epochs	epoch	NOUN
ajema-7617	93	10	underscores	underscore	VERB
ajema-7617	93	11	the	the	DET
ajema-7617	93	12	model	model	NOUN
ajema-7617	93	13	's	's	PART
ajema-7617	93	14	ability	ability	NOUN
ajema-7617	93	15	to	to	PART
ajema-7617	93	16	learn	learn	VERB
ajema-7617	93	17	complex	complex	ADJ
ajema-7617	93	18	spatial	spatial	ADJ
ajema-7617	93	19	and	and	CCONJ
ajema-7617	93	20	temporal	temporal	ADJ
ajema-7617	93	21	patterns	pattern	NOUN
ajema-7617	93	22	inherent	inherent	ADJ
ajema-7617	93	23	in	in	ADP
ajema-7617	93	24	the	the	DET
ajema-7617	93	25	pose	pose	NOUN
ajema-7617	93	26	data	datum	NOUN
ajema-7617	93	27	.	.	PUNCT
ajema-7617	94	1	compared	compare	VERB
ajema-7617	94	2	to	to	ADP
ajema-7617	94	3	image	image	NOUN
ajema-7617	94	4	-	-	PUNCT
ajema-7617	94	5	based	base	VERB
ajema-7617	94	6	approaches	approach	NOUN
ajema-7617	94	7	like	like	ADP
ajema-7617	94	8	yolov8	yolov8	PROPN
ajema-7617	94	9	,	,	PUNCT
ajema-7617	94	10	the	the	DET
ajema-7617	94	11	pose	pose	NOUN
ajema-7617	94	12	-	-	PUNCT
ajema-7617	94	13	based	base	VERB
ajema-7617	94	14	method	method	NOUN
ajema-7617	94	15	offers	offer	VERB
ajema-7617	94	16	a	a	DET
ajema-7617	94	17	more	more	ADV
ajema-7617	94	18	focused	focused	ADJ
ajema-7617	94	19	representation	representation	NOUN
ajema-7617	94	20	of	of	ADP
ajema-7617	94	21	human	human	ADJ
ajema-7617	94	22	actions	action	NOUN
ajema-7617	94	23	,	,	PUNCT
ajema-7617	94	24	potentially	potentially	ADV
ajema-7617	94	25	reducing	reduce	VERB
ajema-7617	94	26	noise	noise	NOUN
ajema-7617	94	27	from	from	ADP
ajema-7617	94	28	irrelevant	irrelevant	ADJ
ajema-7617	94	29	background	background	NOUN
ajema-7617	94	30	information	information	NOUN
ajema-7617	94	31	.	.	PUNCT
ajema-7617	95	1	however	however	ADV
ajema-7617	95	2	,	,	PUNCT
ajema-7617	95	3	the	the	DET
ajema-7617	95	4	relatively	relatively	ADV
ajema-7617	95	5	small	small	ADJ
ajema-7617	95	6	dataset	dataset	NOUN
ajema-7617	95	7	size	size	NOUN
ajema-7617	95	8	poses	pose	VERB
ajema-7617	95	9	limitations	limitation	NOUN
ajema-7617	95	10	,	,	PUNCT
ajema-7617	95	11	as	as	SCONJ
ajema-7617	95	12	the	the	DET
ajema-7617	95	13	model	model	NOUN
ajema-7617	95	14	may	may	AUX
ajema-7617	95	15	benefit	benefit	VERB
ajema-7617	95	16	from	from	ADP
ajema-7617	95	17	additional	additional	ADJ
ajema-7617	95	18	data	datum	NOUN
ajema-7617	95	19	to	to	PART
ajema-7617	95	20	enhance	enhance	VERB
ajema-7617	95	21	its	its	PRON
ajema-7617	95	22	generalization	generalization	NOUN
ajema-7617	95	23	capabilities	capability	NOUN
ajema-7617	95	24	.	.	PUNCT
ajema-7617	96	1	moreover	moreover	ADV
ajema-7617	96	2	,	,	PUNCT
ajema-7617	96	3	the	the	DET
ajema-7617	96	4	single	single	ADJ
ajema-7617	96	5	-	-	PUNCT
ajema-7617	96	6	person	person	NOUN
ajema-7617	96	7	focus	focus	NOUN
ajema-7617	96	8	of	of	ADP
ajema-7617	96	9	the	the	DET
ajema-7617	96	10	model	model	NOUN
ajema-7617	96	11	restricts	restrict	VERB
ajema-7617	96	12	its	its	PRON
ajema-7617	96	13	applicability	applicability	NOUN
ajema-7617	96	14	in	in	ADP
ajema-7617	96	15	multi	multi	ADJ
ajema-7617	96	16	-	-	ADJ
ajema-7617	96	17	student	student	ADJ
ajema-7617	96	18	scenarios	scenario	NOUN
ajema-7617	96	19	,	,	PUNCT
ajema-7617	96	20	a	a	DET
ajema-7617	96	21	common	common	ADJ
ajema-7617	96	22	occurrence	occurrence	NOUN
ajema-7617	96	23	in	in	ADP
ajema-7617	96	24	real	real	ADJ
ajema-7617	96	25	classroom	classroom	NOUN
ajema-7617	96	26	settings	setting	NOUN
ajema-7617	96	27	.	.	PUNCT
ajema-7617	97	1	future	future	ADJ
ajema-7617	97	2	work	work	NOUN
ajema-7617	97	3	could	could	AUX
ajema-7617	97	4	address	address	VERB
ajema-7617	97	5	these	these	DET
ajema-7617	97	6	limitations	limitation	NOUN
ajema-7617	97	7	by	by	ADP
ajema-7617	97	8	expanding	expand	VERB
ajema-7617	97	9	the	the	DET
ajema-7617	97	10	dataset	dataset	NOUN
ajema-7617	97	11	and	and	CCONJ
ajema-7617	97	12	adapting	adapt	VERB
ajema-7617	97	13	the	the	DET
ajema-7617	97	14	model	model	NOUN
ajema-7617	97	15	to	to	PART
ajema-7617	97	16	handle	handle	VERB
ajema-7617	97	17	multiple	multiple	ADJ
ajema-7617	97	18	individuals	individual	NOUN
ajema-7617	97	19	simultaneously	simultaneously	ADV
ajema-7617	97	20	.	.	PUNCT
ajema-7617	98	1	7	7	X
ajema-7617	98	2	.	.	X
ajema-7617	98	3	conclusion	conclusion	NOUN
ajema-7617	98	4	this	this	DET
ajema-7617	98	5	study	study	NOUN
ajema-7617	98	6	successfully	successfully	ADV
ajema-7617	98	7	demonstrated	demonstrate	VERB
ajema-7617	98	8	the	the	DET
ajema-7617	98	9	application	application	NOUN
ajema-7617	98	10	of	of	ADP
ajema-7617	98	11	a	a	DET
ajema-7617	98	12	2d	2d	NUM
ajema-7617	98	13	pose	pose	NOUN
ajema-7617	98	14	-	-	PUNCT
ajema-7617	98	15	based	base	VERB
ajema-7617	98	16	cnn+lstm	cnn+lstm	NOUN
ajema-7617	98	17	model	model	NOUN
ajema-7617	98	18	for	for	ADP
ajema-7617	98	19	analyzing	analyze	VERB
ajema-7617	98	20	student	student	NOUN
ajema-7617	98	21	behavior	behavior	NOUN
ajema-7617	98	22	in	in	ADP
ajema-7617	98	23	educational	educational	ADJ
ajema-7617	98	24	environments	environment	NOUN
ajema-7617	98	25	.	.	PUNCT
ajema-7617	99	1	by	by	ADP
ajema-7617	99	2	focusing	focus	VERB
ajema-7617	99	3	on	on	ADP
ajema-7617	99	4	three	three	NUM
ajema-7617	99	5	key	key	ADJ
ajema-7617	99	6	actions	action	NOUN
ajema-7617	99	7	—	—	PUNCT
ajema-7617	99	8	hand	hand	NOUN
ajema-7617	99	9	raising	raising	NOUN
ajema-7617	99	10	,	,	PUNCT
ajema-7617	99	11	writing	writing	NOUN
ajema-7617	99	12	,	,	PUNCT
ajema-7617	99	13	and	and	CCONJ
ajema-7617	99	14	reading	reading	NOUN
ajema-7617	99	15	—	—	PUNCT
ajema-7617	99	16	and	and	CCONJ
ajema-7617	99	17	utilizing	utilize	VERB
ajema-7617	99	18	the	the	DET
ajema-7617	99	19	edunet	edunet	NOUN
ajema-7617	99	20	dataset	dataset	NOUN
ajema-7617	99	21	,	,	PUNCT
ajema-7617	99	22	the	the	DET
ajema-7617	99	23	model	model	NOUN
ajema-7617	99	24	achieved	achieve	VERB
ajema-7617	99	25	high	high	ADJ
ajema-7617	99	26	classification	classification	NOUN
ajema-7617	99	27	accuracy	accuracy	NOUN
ajema-7617	99	28	,	,	PUNCT
ajema-7617	99	29	highlighting	highlight	VERB
ajema-7617	99	30	the	the	DET
ajema-7617	99	31	potential	potential	NOUN
ajema-7617	99	32	of	of	ADP
ajema-7617	99	33	computer	computer	NOUN
ajema-7617	99	34	vision	vision	NOUN
ajema-7617	99	35	techniques	technique	NOUN
ajema-7617	99	36	in	in	ADP
ajema-7617	99	37	educational	educational	ADJ
ajema-7617	99	38	96	96	NUM
ajema-7617	99	39	journal	journal	NOUN
ajema-7617	99	40	of	of	ADP
ajema-7617	99	41	engineering	engineering	NOUN
ajema-7617	99	42	,	,	PUNCT
ajema-7617	99	43	mechanics	mechanic	NOUN
ajema-7617	99	44	and	and	CCONJ
ajema-7617	99	45	architecture	architecture	NOUN
ajema-7617	99	46	www	www	NOUN
ajema-7617	99	47	.	.	PUNCT
ajema-7617	100	1	grnjournal.us	grnjournal.us	X
ajema-7617	100	2	analytics	analytic	NOUN
ajema-7617	100	3	.	.	PUNCT
ajema-7617	101	1	the	the	DET
ajema-7617	101	2	findings	finding	NOUN
ajema-7617	101	3	suggest	suggest	VERB
ajema-7617	101	4	that	that	SCONJ
ajema-7617	101	5	pose	pose	NOUN
ajema-7617	101	6	-	-	PUNCT
ajema-7617	101	7	based	base	VERB
ajema-7617	101	8	approaches	approach	NOUN
ajema-7617	101	9	can	can	AUX
ajema-7617	101	10	effectively	effectively	ADV
ajema-7617	101	11	capture	capture	VERB
ajema-7617	101	12	and	and	CCONJ
ajema-7617	101	13	interpret	interpret	VERB
ajema-7617	101	14	student	student	NOUN
ajema-7617	101	15	engagement	engagement	NOUN
ajema-7617	101	16	,	,	PUNCT
ajema-7617	101	17	providing	provide	VERB
ajema-7617	101	18	valuable	valuable	ADJ
ajema-7617	101	19	insights	insight	NOUN
ajema-7617	101	20	for	for	ADP
ajema-7617	101	21	educators	educator	NOUN
ajema-7617	101	22	and	and	CCONJ
ajema-7617	101	23	administrators	administrator	NOUN
ajema-7617	101	24	.	.	PUNCT
ajema-7617	102	1	despite	despite	SCONJ
ajema-7617	102	2	promising	promising	ADJ
ajema-7617	102	3	results	result	NOUN
ajema-7617	102	4	,	,	PUNCT
ajema-7617	102	5	the	the	DET
ajema-7617	102	6	study	study	NOUN
ajema-7617	102	7	acknowledges	acknowledge	VERB
ajema-7617	102	8	the	the	DET
ajema-7617	102	9	need	need	NOUN
ajema-7617	102	10	for	for	ADP
ajema-7617	102	11	larger	large	ADJ
ajema-7617	102	12	and	and	CCONJ
ajema-7617	102	13	more	more	ADV
ajema-7617	102	14	diverse	diverse	ADJ
ajema-7617	102	15	datasets	dataset	NOUN
ajema-7617	102	16	and	and	CCONJ
ajema-7617	102	17	the	the	DET
ajema-7617	102	18	extension	extension	NOUN
ajema-7617	102	19	of	of	ADP
ajema-7617	102	20	the	the	DET
ajema-7617	102	21	model	model	NOUN
ajema-7617	102	22	to	to	PART
ajema-7617	102	23	handle	handle	VERB
ajema-7617	102	24	multi	multi	ADJ
ajema-7617	102	25	-	-	ADJ
ajema-7617	102	26	person	person	ADJ
ajema-7617	102	27	scenarios	scenario	NOUN
ajema-7617	102	28	.	.	PUNCT
ajema-7617	103	1	future	future	ADJ
ajema-7617	103	2	research	research	NOUN
ajema-7617	103	3	in	in	ADP
ajema-7617	103	4	this	this	DET
ajema-7617	103	5	direction	direction	NOUN
ajema-7617	103	6	could	could	AUX
ajema-7617	103	7	further	far	ADV
ajema-7617	103	8	enhance	enhance	VERB
ajema-7617	103	9	the	the	DET
ajema-7617	103	10	applicability	applicability	NOUN
ajema-7617	103	11	and	and	CCONJ
ajema-7617	103	12	robustness	robustness	NOUN
ajema-7617	103	13	of	of	ADP
ajema-7617	103	14	automated	automate	VERB
ajema-7617	103	15	student	student	NOUN
ajema-7617	103	16	behavior	behavior	NOUN
ajema-7617	103	17	analysis	analysis	NOUN
ajema-7617	103	18	systems	system	NOUN
ajema-7617	103	19	.	.	PUNCT
ajema-7617	104	1	8	8	X
ajema-7617	104	2	.	.	X
ajema-7617	104	3	future	future	ADJ
ajema-7617	104	4	work	work	NOUN
ajema-7617	104	5	building	build	VERB
ajema-7617	104	6	upon	upon	SCONJ
ajema-7617	104	7	the	the	DET
ajema-7617	104	8	current	current	ADJ
ajema-7617	104	9	study	study	NOUN
ajema-7617	104	10	,	,	PUNCT
ajema-7617	104	11	future	future	ADJ
ajema-7617	104	12	work	work	NOUN
ajema-7617	104	13	will	will	AUX
ajema-7617	104	14	explore	explore	VERB
ajema-7617	104	15	several	several	ADJ
ajema-7617	104	16	avenues	avenue	NOUN
ajema-7617	104	17	to	to	PART
ajema-7617	104	18	enhance	enhance	VERB
ajema-7617	104	19	the	the	DET
ajema-7617	104	20	robustness	robustness	NOUN
ajema-7617	104	21	and	and	CCONJ
ajema-7617	104	22	applicability	applicability	NOUN
ajema-7617	104	23	of	of	ADP
ajema-7617	104	24	student	student	NOUN
ajema-7617	104	25	behavior	behavior	NOUN
ajema-7617	104	26	analysis	analysis	NOUN
ajema-7617	104	27	models	model	NOUN
ajema-7617	104	28	.	.	PUNCT
ajema-7617	105	1	one	one	NUM
ajema-7617	105	2	key	key	ADJ
ajema-7617	105	3	area	area	NOUN
ajema-7617	105	4	is	be	AUX
ajema-7617	105	5	the	the	DET
ajema-7617	105	6	expansion	expansion	NOUN
ajema-7617	105	7	of	of	ADP
ajema-7617	105	8	the	the	DET
ajema-7617	105	9	dataset	dataset	NOUN
ajema-7617	105	10	to	to	PART
ajema-7617	105	11	include	include	VERB
ajema-7617	105	12	a	a	DET
ajema-7617	105	13	larger	large	ADJ
ajema-7617	105	14	number	number	NOUN
ajema-7617	105	15	of	of	ADP
ajema-7617	105	16	video	video	NOUN
ajema-7617	105	17	clips	clip	NOUN
ajema-7617	105	18	and	and	CCONJ
ajema-7617	105	19	a	a	DET
ajema-7617	105	20	more	more	ADV
ajema-7617	105	21	diverse	diverse	ADJ
ajema-7617	105	22	range	range	NOUN
ajema-7617	105	23	of	of	ADP
ajema-7617	105	24	student	student	NOUN
ajema-7617	105	25	actions	action	NOUN
ajema-7617	105	26	,	,	PUNCT
ajema-7617	105	27	which	which	PRON
ajema-7617	105	28	would	would	AUX
ajema-7617	105	29	improve	improve	VERB
ajema-7617	105	30	the	the	DET
ajema-7617	105	31	model	model	NOUN
ajema-7617	105	32	's	's	PART
ajema-7617	105	33	generalization	generalization	NOUN
ajema-7617	105	34	capabilities	capability	NOUN
ajema-7617	105	35	.	.	PUNCT
ajema-7617	106	1	additionally	additionally	ADV
ajema-7617	106	2	,	,	PUNCT
ajema-7617	106	3	extending	extend	VERB
ajema-7617	106	4	the	the	DET
ajema-7617	106	5	model	model	NOUN
ajema-7617	106	6	to	to	PART
ajema-7617	106	7	handle	handle	VERB
ajema-7617	106	8	multi	multi	ADJ
ajema-7617	106	9	-	-	ADJ
ajema-7617	106	10	person	person	ADJ
ajema-7617	106	11	scenarios	scenario	NOUN
ajema-7617	106	12	is	be	AUX
ajema-7617	106	13	essential	essential	ADJ
ajema-7617	106	14	for	for	ADP
ajema-7617	106	15	real	real	ADJ
ajema-7617	106	16	-	-	PUNCT
ajema-7617	106	17	world	world	NOUN
ajema-7617	106	18	classroom	classroom	NOUN
ajema-7617	106	19	environments	environment	NOUN
ajema-7617	106	20	where	where	SCONJ
ajema-7617	106	21	multiple	multiple	ADJ
ajema-7617	106	22	students	student	NOUN
ajema-7617	106	23	interact	interact	VERB
ajema-7617	106	24	simultaneously	simultaneously	ADV
ajema-7617	106	25	.	.	PUNCT
ajema-7617	107	1	incorporating	incorporate	VERB
ajema-7617	107	2	3d	3d	NUM
ajema-7617	107	3	pose	pose	NOUN
ajema-7617	107	4	estimation	estimation	NOUN
ajema-7617	107	5	could	could	AUX
ajema-7617	107	6	also	also	ADV
ajema-7617	107	7	provide	provide	VERB
ajema-7617	107	8	more	more	ADV
ajema-7617	107	9	detailed	detailed	ADJ
ajema-7617	107	10	spatial	spatial	ADJ
ajema-7617	107	11	information	information	NOUN
ajema-7617	107	12	,	,	PUNCT
ajema-7617	107	13	potentially	potentially	ADV
ajema-7617	107	14	increasing	increase	VERB
ajema-7617	107	15	classification	classification	NOUN
ajema-7617	107	16	accuracy	accuracy	NOUN
ajema-7617	107	17	.	.	PUNCT
ajema-7617	108	1	furthermore	furthermore	ADV
ajema-7617	108	2	,	,	PUNCT
ajema-7617	108	3	integrating	integrate	VERB
ajema-7617	108	4	real	real	ADJ
ajema-7617	108	5	-	-	PUNCT
ajema-7617	108	6	time	time	NOUN
ajema-7617	108	7	analysis	analysis	NOUN
ajema-7617	108	8	capabilities	capability	NOUN
ajema-7617	108	9	would	would	AUX
ajema-7617	108	10	enable	enable	VERB
ajema-7617	108	11	immediate	immediate	ADJ
ajema-7617	108	12	feedback	feedback	NOUN
ajema-7617	108	13	for	for	ADP
ajema-7617	108	14	educators	educator	NOUN
ajema-7617	108	15	,	,	PUNCT
ajema-7617	108	16	facilitating	facilitate	VERB
ajema-7617	108	17	dynamic	dynamic	ADJ
ajema-7617	108	18	classroom	classroom	NOUN
ajema-7617	108	19	management	management	NOUN
ajema-7617	108	20	.	.	PUNCT
ajema-7617	109	1	finally	finally	ADV
ajema-7617	109	2	,	,	PUNCT
ajema-7617	109	3	exploring	explore	VERB
ajema-7617	109	4	transfer	transfer	NOUN
ajema-7617	109	5	learning	learn	VERB
ajema-7617	109	6	techniques	technique	NOUN
ajema-7617	109	7	and	and	CCONJ
ajema-7617	109	8	more	more	ADV
ajema-7617	109	9	advanced	advanced	ADJ
ajema-7617	109	10	architectures	architecture	NOUN
ajema-7617	109	11	,	,	PUNCT
ajema-7617	109	12	such	such	ADJ
ajema-7617	109	13	as	as	ADP
ajema-7617	109	14	transformer	transformer	NOUN
ajema-7617	109	15	-	-	PUNCT
ajema-7617	109	16	based	base	VERB
ajema-7617	109	17	models	model	NOUN
ajema-7617	109	18	,	,	PUNCT
ajema-7617	109	19	could	could	AUX
ajema-7617	109	20	further	far	ADV
ajema-7617	109	21	boost	boost	VERB
ajema-7617	109	22	performance	performance	NOUN
ajema-7617	109	23	and	and	CCONJ
ajema-7617	109	24	adaptability	adaptability	NOUN
ajema-7617	109	25	across	across	ADP
ajema-7617	109	26	various	various	ADJ
ajema-7617	109	27	educational	educational	ADJ
ajema-7617	109	28	settings	setting	NOUN
ajema-7617	109	29	.	.	PUNCT
ajema-7617	110	1	references	reference	NOUN
ajema-7617	110	2	1	1	NUM
ajema-7617	110	3	.	.	PUNCT
ajema-7617	110	4	o.	o.	PROPN
ajema-7617	110	5	köpüklü	köpüklü	PROPN
ajema-7617	110	6	,	,	PUNCT
ajema-7617	110	7	x.	x.	PROPN
ajema-7617	110	8	wei	wei	PROPN
ajema-7617	110	9	,	,	PUNCT
ajema-7617	110	10	and	and	CCONJ
ajema-7617	110	11	g.	g.	PROPN
ajema-7617	110	12	rigoll	rigoll	PROPN
ajema-7617	110	13	,	,	PUNCT
ajema-7617	110	14	"	"	PUNCT
ajema-7617	110	15	you	you	PRON
ajema-7617	110	16	only	only	ADV
ajema-7617	110	17	watch	watch	VERB
ajema-7617	110	18	once	once	ADV
ajema-7617	110	19	:	:	PUNCT
ajema-7617	110	20	a	a	DET
ajema-7617	110	21	unified	unified	ADJ
ajema-7617	110	22	cnn	cnn	NOUN
ajema-7617	110	23	architecture	architecture	NOUN
ajema-7617	110	24	for	for	ADP
ajema-7617	110	25	real	real	ADJ
ajema-7617	110	26	-	-	PUNCT
ajema-7617	110	27	time	time	NOUN
ajema-7617	110	28	spatiotemporal	spatiotemporal	ADJ
ajema-7617	110	29	action	action	NOUN
ajema-7617	110	30	localization	localization	NOUN
ajema-7617	110	31	,	,	PUNCT
ajema-7617	110	32	"	"	PUNCT
ajema-7617	110	33	arxiv	arxiv	PROPN
ajema-7617	110	34	preprint	preprint	NOUN
ajema-7617	110	35	arxiv:1911.06644	arxiv:1911.06644	PROPN
ajema-7617	110	36	,	,	PUNCT
ajema-7617	110	37	2019	2019	NUM
ajema-7617	110	38	.	.	PUNCT
ajema-7617	111	1	2	2	X
ajema-7617	111	2	.	.	PUNCT
ajema-7617	111	3	h.	h.	PROPN
ajema-7617	111	4	chen	chen	PROPN
ajema-7617	111	5	,	,	PUNCT
ajema-7617	111	6	g.	g.	PROPN
ajema-7617	111	7	zhou	zhou	PROPN
ajema-7617	111	8	,	,	PUNCT
ajema-7617	111	9	and	and	CCONJ
ajema-7617	111	10	h.	h.	PROPN
ajema-7617	111	11	jiang	jiang	PROPN
ajema-7617	111	12	,	,	PUNCT
ajema-7617	111	13	"	"	PUNCT
ajema-7617	111	14	student	student	NOUN
ajema-7617	111	15	behavior	behavior	NOUN
ajema-7617	111	16	detection	detection	NOUN
ajema-7617	111	17	in	in	ADP
ajema-7617	111	18	the	the	DET
ajema-7617	111	19	classroom	classroom	NOUN
ajema-7617	111	20	based	base	VERB
ajema-7617	111	21	on	on	ADP
ajema-7617	111	22	improved	improved	ADJ
ajema-7617	111	23	yolov8	yolov8	NOUN
ajema-7617	111	24	,	,	PUNCT
ajema-7617	111	25	"	"	PUNCT
ajema-7617	111	26	sensors	sensor	NOUN
ajema-7617	111	27	,	,	PUNCT
ajema-7617	111	28	vol	vol	NOUN
ajema-7617	111	29	.	.	PROPN
ajema-7617	111	30	23	23	NUM
ajema-7617	111	31	,	,	PUNCT
ajema-7617	111	32	no	no	INTJ
ajema-7617	111	33	.	.	NOUN
ajema-7617	111	34	20	20	NUM
ajema-7617	111	35	,	,	PUNCT
ajema-7617	111	36	p.	p.	NOUN
ajema-7617	111	37	8385	8385	NUM
ajema-7617	111	38	,	,	PUNCT
ajema-7617	111	39	oct	oct	PROPN
ajema-7617	111	40	.	.	PROPN
ajema-7617	111	41	2023	2023	NUM
ajema-7617	111	42	,	,	PUNCT
ajema-7617	111	43	doi	doi	NOUN
ajema-7617	111	44	:	:	PUNCT
ajema-7617	111	45	10.3390	10.3390	NUM
ajema-7617	111	46	/	/	SYM
ajema-7617	111	47	s23208385	s23208385	PROPN
ajema-7617	111	48	.	.	PROPN
ajema-7617	111	49	3	3	NUM
ajema-7617	112	1	.	.	PUNCT
ajema-7617	112	2	z.	z.	PROPN
ajema-7617	112	3	ren	ren	PROPN
ajema-7617	112	4	,	,	PUNCT
ajema-7617	112	5	x.	x.	PROPN
ajema-7617	112	6	xiao	xiao	PROPN
ajema-7617	112	7	,	,	PUNCT
ajema-7617	112	8	and	and	CCONJ
ajema-7617	112	9	h.	h.	PROPN
ajema-7617	112	10	nie	nie	PROPN
ajema-7617	112	11	,	,	PUNCT
ajema-7617	112	12	"	"	PUNCT
ajema-7617	112	13	empowering	empower	VERB
ajema-7617	112	14	efficient	efficient	ADJ
ajema-7617	112	15	spatio	spatio	ADJ
ajema-7617	112	16	-	-	PUNCT
ajema-7617	112	17	temporal	temporal	ADJ
ajema-7617	112	18	learning	learning	NOUN
ajema-7617	112	19	with	with	ADP
ajema-7617	112	20	a	a	DET
ajema-7617	112	21	3d	3d	NUM
ajema-7617	112	22	cnn	cnn	NOUN
ajema-7617	112	23	for	for	ADP
ajema-7617	112	24	pose	pose	NOUN
ajema-7617	112	25	-	-	PUNCT
ajema-7617	112	26	based	base	VERB
ajema-7617	112	27	action	action	NOUN
ajema-7617	112	28	recognition	recognition	NOUN
ajema-7617	112	29	,	,	PUNCT
ajema-7617	112	30	"	"	PUNCT
ajema-7617	112	31	sensors	sensor	NOUN
ajema-7617	112	32	,	,	PUNCT
ajema-7617	112	33	vol	vol	NOUN
ajema-7617	112	34	.	.	PROPN
ajema-7617	113	1	24	24	NUM
ajema-7617	113	2	,	,	PUNCT
ajema-7617	113	3	no	no	INTJ
ajema-7617	113	4	.	.	NOUN
ajema-7617	113	5	23	23	NUM
ajema-7617	113	6	,	,	PUNCT
ajema-7617	113	7	article	article	NOUN
ajema-7617	113	8	7682	7682	NUM
ajema-7617	113	9	,	,	PUNCT
ajema-7617	113	10	nov	nov	PROPN
ajema-7617	113	11	.	.	PROPN
ajema-7617	113	12	2024	2024	NUM
ajema-7617	113	13	,	,	PUNCT
ajema-7617	113	14	doi	doi	NOUN
ajema-7617	113	15	:	:	PUNCT
ajema-7617	113	16	10.3390	10.3390	NUM
ajema-7617	113	17	/	/	SYM
ajema-7617	113	18	s24237682	s24237682	NOUN
ajema-7617	113	19	.	.	NOUN
ajema-7617	113	20	4	4	NUM
ajema-7617	113	21	.	.	X
ajema-7617	114	1	f.-c	f.-c	NOUN
ajema-7617	114	2	.	.	PUNCT
ajema-7617	115	1	lin	lin	PROPN
ajema-7617	115	2	,	,	PUNCT
ajema-7617	115	3	h.-h	h.-h	PROPN
ajema-7617	115	4	.	.	PUNCT
ajema-7617	116	1	ngo	ngo	PROPN
ajema-7617	116	2	,	,	PUNCT
ajema-7617	116	3	c.-r	c.-r	PROPN
ajema-7617	116	4	.	.	PUNCT
ajema-7617	117	1	dow	dow	PROPN
ajema-7617	117	2	,	,	PUNCT
ajema-7617	117	3	k.-h	k.-h	PROPN
ajema-7617	117	4	.	.	PUNCT
ajema-7617	118	1	lam	lam	PROPN
ajema-7617	118	2	,	,	PUNCT
ajema-7617	118	3	and	and	CCONJ
ajema-7617	118	4	h.	h.	PROPN
ajema-7617	118	5	l.	l.	PROPN
ajema-7617	118	6	le	le	PROPN
ajema-7617	118	7	,	,	PUNCT
ajema-7617	118	8	"	"	PUNCT
ajema-7617	118	9	student	student	NOUN
ajema-7617	118	10	behavior	behavior	NOUN
ajema-7617	118	11	recognition	recognition	NOUN
ajema-7617	118	12	system	system	NOUN
ajema-7617	118	13	for	for	ADP
ajema-7617	118	14	the	the	DET
ajema-7617	118	15	classroom	classroom	NOUN
ajema-7617	118	16	environment	environment	NOUN
ajema-7617	118	17	based	base	VERB
ajema-7617	118	18	on	on	ADP
ajema-7617	118	19	skeleton	skeleton	NOUN
ajema-7617	118	20	pose	pose	NOUN
ajema-7617	118	21	estimation	estimation	NOUN
ajema-7617	118	22	and	and	CCONJ
ajema-7617	118	23	person	person	NOUN
ajema-7617	118	24	detection	detection	NOUN
ajema-7617	118	25	,	,	PUNCT
ajema-7617	118	26	"	"	PUNCT
ajema-7617	118	27	sensors	sensor	NOUN
ajema-7617	118	28	,	,	PUNCT
ajema-7617	118	29	vol	vol	NOUN
ajema-7617	118	30	.	.	PROPN
ajema-7617	118	31	21	21	NUM
ajema-7617	118	32	,	,	PUNCT
ajema-7617	118	33	no	no	INTJ
ajema-7617	118	34	.	.	NOUN
ajema-7617	118	35	16	16	NUM
ajema-7617	118	36	,	,	PUNCT
ajema-7617	118	37	p.	p.	NOUN
ajema-7617	118	38	5314	5314	NUM
ajema-7617	118	39	,	,	PUNCT
ajema-7617	118	40	aug	aug	PROPN
ajema-7617	118	41	.	.	PROPN
ajema-7617	118	42	2021	2021	NUM
ajema-7617	118	43	,	,	PUNCT
ajema-7617	118	44	doi	doi	NOUN
ajema-7617	118	45	:	:	PUNCT
ajema-7617	118	46	10.3390	10.3390	NUM
ajema-7617	118	47	/	/	SYM
ajema-7617	118	48	s21165314	s21165314	NOUN
ajema-7617	118	49	.	.	PUNCT
ajema-7617	119	1	5	5	NUM
ajema-7617	119	2	.	.	X
ajema-7617	119	3	v.	v.	PROPN
ajema-7617	119	4	sharma	sharma	PROPN
ajema-7617	119	5	,	,	PUNCT
ajema-7617	119	6	m.	m.	NOUN
ajema-7617	119	7	gupta	gupta	PROPN
ajema-7617	119	8	,	,	PUNCT
ajema-7617	119	9	a.	a.	PROPN
ajema-7617	119	10	kumar	kumar	PROPN
ajema-7617	119	11	,	,	PUNCT
ajema-7617	119	12	and	and	CCONJ
ajema-7617	119	13	d.	d.	PROPN
ajema-7617	119	14	mishra	mishra	PROPN
ajema-7617	119	15	,	,	PUNCT
ajema-7617	119	16	"	"	PUNCT
ajema-7617	119	17	edunet	edunet	NOUN
ajema-7617	119	18	:	:	PUNCT
ajema-7617	119	19	a	a	DET
ajema-7617	119	20	new	new	ADJ
ajema-7617	119	21	video	video	NOUN
ajema-7617	119	22	dataset	dataset	NOUN
ajema-7617	119	23	for	for	ADP
ajema-7617	119	24	understanding	understand	VERB
ajema-7617	119	25	human	human	ADJ
ajema-7617	119	26	activity	activity	NOUN
ajema-7617	119	27	in	in	ADP
ajema-7617	119	28	the	the	DET
ajema-7617	119	29	classroom	classroom	NOUN
ajema-7617	119	30	environment	environment	NOUN
ajema-7617	119	31	,	,	PUNCT
ajema-7617	119	32	"	"	PUNCT
ajema-7617	119	33	sensors	sensor	NOUN
ajema-7617	119	34	,	,	PUNCT
ajema-7617	119	35	vol	vol	NOUN
ajema-7617	119	36	.	.	PROPN
ajema-7617	120	1	21	21	NUM
ajema-7617	120	2	,	,	PUNCT
ajema-7617	120	3	no	no	INTJ
ajema-7617	120	4	.	.	NOUN
ajema-7617	120	5	17	17	NUM
ajema-7617	120	6	,	,	PUNCT
ajema-7617	120	7	p.	p.	NOUN
ajema-7617	120	8	5699	5699	NUM
ajema-7617	120	9	,	,	PUNCT
ajema-7617	120	10	aug	aug	PROPN
ajema-7617	120	11	.	.	PROPN
ajema-7617	120	12	2021	2021	NUM
ajema-7617	120	13	,	,	PUNCT
ajema-7617	120	14	doi	doi	NOUN
ajema-7617	120	15	:	:	PUNCT
ajema-7617	120	16	10.3390	10.3390	NUM
ajema-7617	120	17	/	/	SYM
ajema-7617	120	18	s21175699	s21175699	NUM
ajema-7617	120	19	.	.	NOUN
ajema-7617	120	20	6	6	NUM
ajema-7617	120	21	.	.	X
ajema-7617	121	1	liu	liu	PROPN
ajema-7617	121	2	,	,	PUNCT
ajema-7617	121	3	j.	j.	PROPN
ajema-7617	121	4	,	,	PUNCT
ajema-7617	121	5	shahroudy	shahroudy	PROPN
ajema-7617	121	6	,	,	PUNCT
ajema-7617	121	7	a.	a.	PROPN
ajema-7617	121	8	,	,	PUNCT
ajema-7617	121	9	xu	xu	PROPN
ajema-7617	121	10	,	,	PUNCT
ajema-7617	121	11	d.	d.	PROPN
ajema-7617	121	12	,	,	PUNCT
ajema-7617	121	13	&	&	CCONJ
ajema-7617	121	14	wang	wang	PROPN
ajema-7617	121	15	,	,	PUNCT
ajema-7617	121	16	g.	g.	PROPN
ajema-7617	121	17	(	(	PUNCT
ajema-7617	121	18	2016	2016	NUM
ajema-7617	121	19	)	)	PUNCT
ajema-7617	121	20	.	.	PUNCT
ajema-7617	122	1	"	"	PUNCT
ajema-7617	122	2	spatio	spatio	NOUN
ajema-7617	122	3	-	-	PUNCT
ajema-7617	122	4	temporal	temporal	ADJ
ajema-7617	122	5	lstm	lstm	NOUN
ajema-7617	122	6	with	with	ADP
ajema-7617	122	7	trust	trust	NOUN
ajema-7617	122	8	gates	gate	NOUN
ajema-7617	122	9	for	for	ADP
ajema-7617	122	10	3d	3d	NUM
ajema-7617	122	11	human	human	ADJ
ajema-7617	122	12	action	action	NOUN
ajema-7617	122	13	recognition	recognition	NOUN
ajema-7617	122	14	"	"	PUNCT
ajema-7617	122	15	.	.	PUNCT
ajema-7617	123	1	in	in	ADP
ajema-7617	123	2	european	european	ADJ
ajema-7617	123	3	conference	conference	PROPN
ajema-7617	123	4	on	on	ADP
ajema-7617	123	5	computer	computer	NOUN
ajema-7617	123	6	vision	vision	NOUN
ajema-7617	123	7	(	(	PUNCT
ajema-7617	123	8	pp	pp	ADV
ajema-7617	123	9	.	.	PUNCT
ajema-7617	124	1	816–833	816–833	NUM
ajema-7617	124	2	)	)	PUNCT
ajema-7617	124	3	.	.	PUNCT
ajema-7617	125	1	springer	springer	NOUN
ajema-7617	125	2	,	,	PUNCT
ajema-7617	125	3	cham	cham	PROPN
ajema-7617	125	4	.	.	PUNCT
ajema-7617	126	1	doi	doi	NOUN
ajema-7617	126	2	:	:	PUNCT
ajema-7617	126	3	10.1007/978	10.1007/978	NUM
ajema-7617	126	4	-	-	SYM
ajema-7617	126	5	3	3	NUM
ajema-7617	126	6	-	-	NUM
ajema-7617	126	7	319	319	NUM
ajema-7617	126	8	-	-	PUNCT
ajema-7617	126	9	46487	46487	NUM
ajema-7617	126	10	-	-	PUNCT
ajema-7617	126	11	9_50	9_50	NUM
ajema-7617	126	12	.	.	PUNCT
ajema-7617	127	1	7	7	X
ajema-7617	127	2	.	.	X
ajema-7617	127	3	lugaresi	lugaresi	PROPN
ajema-7617	127	4	,	,	PUNCT
ajema-7617	127	5	c.	c.	PROPN
ajema-7617	127	6	,	,	PUNCT
ajema-7617	127	7	tang	tang	PROPN
ajema-7617	127	8	,	,	PUNCT
ajema-7617	127	9	j.	j.	PROPN
ajema-7617	127	10	,	,	PUNCT
ajema-7617	127	11	nash	nash	PROPN
ajema-7617	127	12	,	,	PUNCT
ajema-7617	127	13	h.	h.	PROPN
ajema-7617	127	14	,	,	PUNCT
ajema-7617	127	15	et	et	PROPN
ajema-7617	127	16	al	al	PROPN
ajema-7617	127	17	.	.	PROPN
ajema-7617	127	18	(	(	PUNCT
ajema-7617	127	19	2019	2019	NUM
ajema-7617	127	20	)	)	PUNCT
ajema-7617	127	21	.	.	PUNCT
ajema-7617	128	1	"	"	PUNCT
ajema-7617	128	2	mediapipe	mediapipe	NOUN
ajema-7617	128	3	:	:	PUNCT
ajema-7617	128	4	a	a	DET
ajema-7617	128	5	framework	framework	NOUN
ajema-7617	128	6	for	for	ADP
ajema-7617	128	7	building	build	VERB
ajema-7617	128	8	perception	perception	NOUN
ajema-7617	128	9	pipelines	pipeline	NOUN
ajema-7617	128	10	"	"	PUNCT
ajema-7617	128	11	.	.	PUNCT
ajema-7617	129	1	arxiv	arxiv	PROPN
ajema-7617	129	2	preprint	preprint	VERB
ajema-7617	129	3	arxiv:1906.08172	arxiv:1906.08172	PROPN
ajema-7617	129	4	.	.	PUNCT
ajema-7617	130	1	8	8	NUM
ajema-7617	130	2	.	.	X
ajema-7617	131	1	zhu	zhu	PROPN
ajema-7617	131	2	,	,	PUNCT
ajema-7617	131	3	y.	y.	PROPN
ajema-7617	131	4	,	,	PUNCT
ajema-7617	131	5	lan	lan	PROPN
ajema-7617	131	6	,	,	PUNCT
ajema-7617	131	7	g.	g.	PROPN
ajema-7617	131	8	,	,	PUNCT
ajema-7617	131	9	&	&	CCONJ
ajema-7617	131	10	sun	sun	PROPN
ajema-7617	131	11	,	,	PUNCT
ajema-7617	131	12	x.	x.	NOUN
ajema-7617	131	13	(	(	PUNCT
ajema-7617	131	14	2022	2022	NUM
ajema-7617	131	15	)	)	PUNCT
ajema-7617	131	16	.	.	PUNCT
ajema-7617	132	1	"	"	PUNCT
ajema-7617	132	2	real	real	ADJ
ajema-7617	132	3	-	-	PUNCT
ajema-7617	132	4	time	time	NOUN
ajema-7617	132	5	student	student	NOUN
ajema-7617	132	6	action	action	NOUN
ajema-7617	132	7	recognition	recognition	NOUN
ajema-7617	132	8	based	base	VERB
ajema-7617	132	9	on	on	ADP
ajema-7617	132	10	cnnlstm	cnnlstm	NOUN
ajema-7617	132	11	model	model	NOUN
ajema-7617	132	12	and	and	CCONJ
ajema-7617	132	13	pose	pose	NOUN
ajema-7617	132	14	estimation	estimation	NOUN
ajema-7617	132	15	"	"	PUNCT
ajema-7617	132	16	.	.	PUNCT
ajema-7617	133	1	ieee	ieee	NOUN
ajema-7617	133	2	access	access	NOUN
ajema-7617	133	3	,	,	PUNCT
ajema-7617	133	4	10	10	NUM
ajema-7617	133	5	,	,	PUNCT
ajema-7617	133	6	12312–12322	12312–12322	NUM
ajema-7617	133	7	.	.	PUNCT
ajema-7617	134	1	doi	doi	NOUN
ajema-7617	134	2	:	:	PUNCT
ajema-7617	134	3	10.1109	10.1109	NUM
ajema-7617	134	4	/	/	SYM
ajema-7617	134	5	access.2022.3150928	access.2022.3150928	ADJ
ajema-7617	134	6	.	.	PUNCT
ajema-7617	135	1	9	9	NUM
ajema-7617	135	2	.	.	X
ajema-7617	135	3	cao	cao	PROPN
ajema-7617	135	4	,	,	PUNCT
ajema-7617	135	5	z.	z.	PROPN
ajema-7617	135	6	,	,	PUNCT
ajema-7617	135	7	simon	simon	PROPN
ajema-7617	135	8	,	,	PUNCT
ajema-7617	135	9	t.	t.	PROPN
ajema-7617	135	10	,	,	PUNCT
ajema-7617	135	11	wei	wei	PROPN
ajema-7617	135	12	,	,	PUNCT
ajema-7617	135	13	s.	s.	PROPN
ajema-7617	135	14	e.	e.	PROPN
ajema-7617	135	15	,	,	PUNCT
ajema-7617	135	16	&	&	CCONJ
ajema-7617	135	17	sheikh	sheikh	PROPN
ajema-7617	135	18	,	,	PUNCT
ajema-7617	135	19	y.	y.	PROPN
ajema-7617	135	20	(	(	PUNCT
ajema-7617	135	21	2017	2017	NUM
ajema-7617	135	22	)	)	PUNCT
ajema-7617	135	23	.	.	PUNCT
ajema-7617	136	1	"	"	PUNCT
ajema-7617	136	2	realtime	realtime	VERB
ajema-7617	136	3	multi	multi	ADJ
ajema-7617	136	4	-	-	ADJ
ajema-7617	136	5	person	person	ADJ
ajema-7617	136	6	2d	2d	NOUN
ajema-7617	136	7	pose	pose	NOUN
ajema-7617	136	8	estimation	estimation	NOUN
ajema-7617	136	9	using	use	VERB
ajema-7617	136	10	part	part	NOUN
ajema-7617	136	11	affinity	affinity	NOUN
ajema-7617	136	12	fields	field	NOUN
ajema-7617	136	13	"	"	PUNCT
ajema-7617	136	14	.	.	PUNCT
ajema-7617	137	1	ieee	ieee	NOUN
ajema-7617	137	2	conference	conference	NOUN
ajema-7617	137	3	on	on	ADP
ajema-7617	137	4	computer	computer	NOUN
ajema-7617	137	5	vision	vision	NOUN
ajema-7617	137	6	and	and	CCONJ
ajema-7617	137	7	pattern	pattern	NOUN
ajema-7617	137	8	recognition	recognition	NOUN
ajema-7617	137	9	(	(	PUNCT
ajema-7617	137	10	cvpr	cvpr	NOUN
ajema-7617	137	11	)	)	PUNCT
ajema-7617	137	12	,	,	PUNCT
ajema-7617	137	13	pp	pp	ADJ
ajema-7617	137	14	.	.	PUNCT
ajema-7617	138	1	7291	7291	NUM
ajema-7617	138	2	-	-	SYM
ajema-7617	138	3	7299	7299	NUM
ajema-7617	138	4	.	.	PUNCT
ajema-7617	139	1	doi	doi	NOUN
ajema-7617	139	2	:	:	PUNCT
ajema-7617	139	3	10.1109	10.1109	NUM
ajema-7617	139	4	/	/	SYM
ajema-7617	139	5	cvpr.2017.143	cvpr.2017.143	PROPN
ajema-7617	139	6	.	.	PUNCT
ajema-7617	140	1	10	10	NUM
ajema-7617	140	2	.	.	X
ajema-7617	141	1	dwivedi	dwivedi	PROPN
ajema-7617	141	2	,	,	PUNCT
ajema-7617	141	3	a.	a.	PROPN
ajema-7617	141	4	,	,	PUNCT
ajema-7617	141	5	&	&	CCONJ
ajema-7617	141	6	chaturvedi	chaturvedi	PROPN
ajema-7617	141	7	,	,	PUNCT
ajema-7617	141	8	a.	a.	NOUN
ajema-7617	141	9	(	(	PUNCT
ajema-7617	141	10	2020	2020	NUM
ajema-7617	141	11	)	)	PUNCT
ajema-7617	141	12	.	.	PUNCT
ajema-7617	142	1	"	"	PUNCT
ajema-7617	142	2	deep	deep	ADJ
ajema-7617	142	3	learning	learning	NOUN
ajema-7617	142	4	approaches	approach	NOUN
ajema-7617	142	5	for	for	ADP
ajema-7617	142	6	action	action	NOUN
ajema-7617	142	7	recognition	recognition	NOUN
ajema-7617	142	8	in	in	ADP
ajema-7617	142	9	classroom	classroom	NOUN
ajema-7617	142	10	videos	video	NOUN
ajema-7617	142	11	:	:	PUNCT
ajema-7617	142	12	a	a	DET
ajema-7617	142	13	review	review	NOUN
ajema-7617	142	14	"	"	PUNCT
ajema-7617	142	15	.	.	PUNCT
ajema-7617	143	1	ieee	ieee	NOUN
ajema-7617	143	2	transactions	transaction	NOUN
ajema-7617	143	3	on	on	ADP
ajema-7617	143	4	learning	learn	VERB
ajema-7617	143	5	technologies	technology	NOUN
ajema-7617	143	6	,	,	PUNCT
ajema-7617	143	7	13(3	13(3	NUM
ajema-7617	143	8	)	)	PUNCT
ajema-7617	143	9	,	,	PUNCT
ajema-7617	143	10	517531	517531	NUM
ajema-7617	143	11	.	.	PUNCT
ajema-7617	144	1	doi	doi	NOUN
ajema-7617	144	2	:	:	PUNCT
ajema-7617	144	3	10.1109	10.1109	NUM
ajema-7617	144	4	/	/	SYM
ajema-7617	144	5	tlt.2020.2998737	tlt.2020.2998737	NUM
ajema-7617	144	6	.	.	PUNCT