id	sid	tid	token	lemma	pos
assc-56657	1	1	advances	advance	NOUN
assc-56657	1	2	in	in	ADP
assc-56657	1	3	social	social	ADJ
assc-56657	1	4	science	science	NOUN
assc-56657	1	5	and	and	CCONJ
assc-56657	1	6	culture	culture	NOUN
assc-56657	1	7	issn	issn	VERB
assc-56657	1	8	2640	2640	NUM
assc-56657	1	9	-	-	SYM
assc-56657	1	10	9682	9682	NUM
assc-56657	1	11	(	(	PUNCT
assc-56657	1	12	print	print	NOUN
assc-56657	1	13	)	)	PUNCT
assc-56657	1	14	issn	issn	PROPN
assc-56657	1	15	2640	2640	NUM
assc-56657	1	16	-	-	SYM
assc-56657	1	17	9674	9674	NUM
assc-56657	1	18	(	(	PUNCT
assc-56657	1	19	online	online	ADJ
assc-56657	1	20	)	)	PUNCT
assc-56657	1	21	vol	vol	NOUN
assc-56657	1	22	.	.	PROPN
assc-56657	2	1	7	7	NUM
assc-56657	2	2	,	,	PUNCT
assc-56657	2	3	no	no	INTJ
assc-56657	2	4	.	.	NOUN
assc-56657	2	5	5	5	NUM
assc-56657	2	6	,	,	PUNCT
assc-56657	2	7	2025	2025	NUM
assc-56657	2	8	www.scholink.org/ojs/index.php/assc	www.scholink.org/ojs/index.php/assc	PROPN
assc-56657	2	9	140	140	NUM
assc-56657	2	10	original	original	ADJ
assc-56657	2	11	paper	paper	NOUN
assc-56657	2	12	areview	areview	NOUN
assc-56657	2	13	of	of	ADP
assc-56657	2	14	spatio	spatio	PROPN
assc-56657	2	15	-	-	PUNCT
assc-56657	2	16	temporal	temporal	ADJ
assc-56657	2	17	action	action	NOUN
assc-56657	2	18	detection	detection	NOUN
assc-56657	2	19	models	model	NOUN
assc-56657	2	20	in	in	ADP
assc-56657	2	21	computer	computer	NOUN
assc-56657	2	22	vision	vision	NOUN
assc-56657	2	23	based	base	VERB
assc-56657	2	24	on	on	ADP
assc-56657	2	25	deep	deep	ADJ
assc-56657	2	26	learning	learning	NOUN
assc-56657	2	27	mingzhu	mingzhu	PROPN
assc-56657	2	28	zhang1,a	zhang1,a	PROPN
assc-56657	2	29	*	*	SYM
assc-56657	2	30	1	1	NUM
assc-56657	2	31	college	college	NOUN
assc-56657	2	32	of	of	ADP
assc-56657	2	33	information	information	NOUN
assc-56657	2	34	engineering	engineering	NOUN
assc-56657	2	35	,	,	PUNCT
assc-56657	2	36	xi’an	xi’an	PROPN
assc-56657	2	37	fanyi	fanyi	PROPN
assc-56657	2	38	university	university	PROPN
assc-56657	2	39	,	,	PUNCT
assc-56657	2	40	xi’an	xi’an	PROPN
assc-56657	2	41	710105	710105	NUM
assc-56657	2	42	,	,	PUNCT
assc-56657	2	43	shaanxi	shaanxi	PROPN
assc-56657	2	44	,	,	PUNCT
assc-56657	2	45	china	china	PROPN
assc-56657	2	46	a	a	DET
assc-56657	2	47	email	email	NOUN
assc-56657	2	48	:	:	PUNCT
assc-56657	2	49	33046404@qq.com	33046404@qq.com	NUM
assc-56657	2	50	*	*	PUNCT
assc-56657	2	51	corresponding	correspond	VERB
assc-56657	2	52	author	author	NOUN
assc-56657	2	53	received	receive	VERB
assc-56657	2	54	:	:	PUNCT
assc-56657	2	55	august	august	PROPN
assc-56657	2	56	29	29	NUM
assc-56657	2	57	,	,	PUNCT
assc-56657	2	58	2025	2025	NUM
assc-56657	2	59	accepted	accept	VERB
assc-56657	2	60	:	:	PUNCT
assc-56657	2	61	october	october	PROPN
assc-56657	2	62	08	08	NUM
assc-56657	2	63	,	,	PUNCT
assc-56657	2	64	2025	2025	NUM
assc-56657	2	65	online	online	ADV
assc-56657	2	66	published	publish	VERB
assc-56657	2	67	:	:	PUNCT
assc-56657	2	68	october	october	PROPN
assc-56657	2	69	28	28	NUM
assc-56657	2	70	,	,	PUNCT
assc-56657	2	71	2025	2025	NUM
assc-56657	2	72	doi:10.22158	doi:10.22158	NOUN
assc-56657	2	73	/	/	SYM
assc-56657	2	74	assc.v7n5p140	assc.v7n5p140	PROPN
assc-56657	2	75	url	url	PROPN
assc-56657	2	76	:	:	PUNCT
assc-56657	2	77	http://dx.doi.org/10.22158/assc.v7n5p140	http://dx.doi.org/10.22158/assc.v7n5p140	ADJ
assc-56657	2	78	abstract	abstract	ADJ
assc-56657	2	79	spatio	spatio	PROPN
assc-56657	2	80	-	-	PUNCT
assc-56657	2	81	temporal	temporal	ADJ
assc-56657	2	82	action	action	NOUN
assc-56657	2	83	detection	detection	NOUN
assc-56657	2	84	(	(	PUNCT
assc-56657	2	85	stad	stad	NOUN
assc-56657	2	86	)	)	PUNCT
assc-56657	2	87	is	be	AUX
assc-56657	2	88	a	a	DET
assc-56657	2	89	cutting	cut	VERB
assc-56657	2	90	-	-	PUNCT
assc-56657	2	91	edge	edge	NOUN
assc-56657	2	92	task	task	NOUN
assc-56657	2	93	in	in	ADP
assc-56657	2	94	computer	computer	NOUN
assc-56657	2	95	vision	vision	NOUN
assc-56657	2	96	,	,	PUNCT
assc-56657	2	97	aiming	aim	VERB
assc-56657	2	98	to	to	PART
assc-56657	2	99	recognize	recognize	VERB
assc-56657	2	100	and	and	CCONJ
assc-56657	2	101	localize	localize	VERB
assc-56657	2	102	action	action	NOUN
assc-56657	2	103	categories	category	NOUN
assc-56657	2	104	,	,	PUNCT
assc-56657	2	105	temporal	temporal	ADJ
assc-56657	2	106	intervals	interval	NOUN
assc-56657	2	107	,	,	PUNCT
assc-56657	2	108	and	and	CCONJ
assc-56657	2	109	spatial	spatial	ADJ
assc-56657	2	110	positions	position	NOUN
assc-56657	2	111	from	from	ADP
assc-56657	2	112	videos	video	NOUN
assc-56657	2	113	.	.	PUNCT
assc-56657	3	1	with	with	ADP
assc-56657	3	2	the	the	DET
assc-56657	3	3	development	development	NOUN
assc-56657	3	4	of	of	ADP
assc-56657	3	5	deep	deep	ADJ
assc-56657	3	6	learning	learning	NOUN
assc-56657	3	7	,	,	PUNCT
assc-56657	3	8	methods	method	NOUN
assc-56657	3	9	based	base	VERB
assc-56657	3	10	on	on	ADP
assc-56657	3	11	3d	3d	PROPN
assc-56657	3	12	cnns	cnns	PROPN
assc-56657	3	13	,	,	PUNCT
assc-56657	3	14	two	two	NUM
assc-56657	3	15	-	-	PUNCT
assc-56657	3	16	stream	stream	NOUN
assc-56657	3	17	networks	network	NOUN
assc-56657	3	18	,	,	PUNCT
assc-56657	3	19	and	and	CCONJ
assc-56657	3	20	transformers	transformer	NOUN
assc-56657	3	21	have	have	AUX
assc-56657	3	22	emerged	emerge	VERB
assc-56657	3	23	continuously	continuously	ADV
assc-56657	3	24	,	,	PUNCT
assc-56657	3	25	greatly	greatly	ADV
assc-56657	3	26	advancing	advance	VERB
assc-56657	3	27	this	this	DET
assc-56657	3	28	field	field	NOUN
assc-56657	3	29	.	.	PUNCT
assc-56657	4	1	this	this	DET
assc-56657	4	2	paper	paper	NOUN
assc-56657	4	3	systematically	systematically	ADV
assc-56657	4	4	reviews	review	VERB
assc-56657	4	5	the	the	DET
assc-56657	4	6	mainstream	mainstream	ADJ
assc-56657	4	7	spatiotemporal	spatiotemporal	ADJ
assc-56657	4	8	action	action	NOUN
assc-56657	4	9	detection	detection	NOUN
assc-56657	4	10	models	model	NOUN
assc-56657	4	11	in	in	ADP
assc-56657	4	12	recent	recent	ADJ
assc-56657	4	13	years	year	NOUN
assc-56657	4	14	,	,	PUNCT
assc-56657	4	15	analyzes	analyze	VERB
assc-56657	4	16	their	their	PRON
assc-56657	4	17	key	key	ADJ
assc-56657	4	18	modules	module	NOUN
assc-56657	4	19	,	,	PUNCT
assc-56657	4	20	advantages	advantage	NOUN
assc-56657	4	21	,	,	PUNCT
assc-56657	4	22	disadvantages	disadvantage	NOUN
assc-56657	4	23	,	,	PUNCT
assc-56657	4	24	and	and	CCONJ
assc-56657	4	25	development	development	NOUN
assc-56657	4	26	trends	trend	NOUN
assc-56657	4	27	,	,	PUNCT
assc-56657	4	28	and	and	CCONJ
assc-56657	4	29	summarizes	summarize	NOUN
assc-56657	4	30	commonly	commonly	ADV
assc-56657	4	31	used	use	VERB
assc-56657	4	32	datasets	dataset	NOUN
assc-56657	4	33	and	and	CCONJ
assc-56657	4	34	evaluation	evaluation	NOUN
assc-56657	4	35	metrics	metric	NOUN
assc-56657	4	36	.	.	PUNCT
assc-56657	5	1	keywords	keyword	VERB
assc-56657	5	2	spatiotemporal	spatiotemporal	ADJ
assc-56657	5	3	action	action	NOUN
assc-56657	5	4	detection	detection	NOUN
assc-56657	5	5	,	,	PUNCT
assc-56657	5	6	deep	deep	ADJ
assc-56657	5	7	learning	learning	NOUN
assc-56657	5	8	,	,	PUNCT
assc-56657	5	9	3d	3d	PROPN
assc-56657	5	10	cnn	cnn	PROPN
assc-56657	5	11	,	,	PUNCT
assc-56657	5	12	transformer	transformer	NOUN
assc-56657	5	13	,	,	PUNCT
assc-56657	5	14	feature	feature	NOUN
assc-56657	5	15	fusion	fusion	NOUN
assc-56657	5	16	,	,	PUNCT
assc-56657	5	17	interaction	interaction	NOUN
assc-56657	5	18	modeling	model	VERB
assc-56657	5	19	1	1	NUM
assc-56657	5	20	.	.	PUNCT
assc-56657	5	21	introduction	introduction	NOUN
assc-56657	5	22	with	with	ADP
assc-56657	5	23	the	the	DET
assc-56657	5	24	rapid	rapid	ADJ
assc-56657	5	25	development	development	NOUN
assc-56657	5	26	of	of	ADP
assc-56657	5	27	computer	computer	NOUN
assc-56657	5	28	vision	vision	NOUN
assc-56657	5	29	technology	technology	NOUN
assc-56657	5	30	and	and	CCONJ
assc-56657	5	31	deep	deep	ADJ
assc-56657	5	32	learning	learning	NOUN
assc-56657	5	33	algorithms	algorithm	NOUN
assc-56657	5	34	,	,	PUNCT
assc-56657	5	35	video	video	NOUN
assc-56657	5	36	understanding	understanding	NOUN
assc-56657	5	37	has	have	AUX
assc-56657	5	38	become	become	VERB
assc-56657	5	39	one	one	NUM
assc-56657	5	40	of	of	ADP
assc-56657	5	41	the	the	DET
assc-56657	5	42	core	core	NOUN
assc-56657	5	43	research	research	NOUN
assc-56657	5	44	directions	direction	NOUN
assc-56657	5	45	in	in	ADP
assc-56657	5	46	the	the	DET
assc-56657	5	47	field	field	NOUN
assc-56657	5	48	of	of	ADP
assc-56657	5	49	artificial	artificial	ADJ
assc-56657	5	50	intelligence	intelligence	NOUN
assc-56657	5	51	.	.	PUNCT
assc-56657	6	1	as	as	ADP
assc-56657	6	2	a	a	DET
assc-56657	6	3	key	key	ADJ
assc-56657	6	4	task	task	NOUN
assc-56657	6	5	in	in	ADP
assc-56657	6	6	video	video	NOUN
assc-56657	6	7	understanding	understanding	NOUN
assc-56657	6	8	,	,	PUNCT
assc-56657	6	9	spatiotemporal	spatiotemporal	ADJ
assc-56657	6	10	action	action	NOUN
assc-56657	6	11	detection	detection	NOUN
assc-56657	6	12	aims	aim	VERB
assc-56657	6	13	to	to	PART
assc-56657	6	14	simultaneously	simultaneously	ADV
assc-56657	6	15	recognize	recognize	VERB
assc-56657	6	16	action	action	NOUN
assc-56657	6	17	categories	category	NOUN
assc-56657	6	18	,	,	PUNCT
assc-56657	6	19	localize	localize	VERB
assc-56657	6	20	spatial	spatial	ADJ
assc-56657	6	21	positions	position	NOUN
assc-56657	6	22	,	,	PUNCT
assc-56657	6	23	and	and	CCONJ
assc-56657	6	24	detect	detect	VERB
assc-56657	6	25	temporal	temporal	ADJ
assc-56657	6	26	intervals	interval	NOUN
assc-56657	6	27	from	from	ADP
assc-56657	6	28	continuous	continuous	ADJ
assc-56657	6	29	video	video	NOUN
assc-56657	6	30	sequences	sequence	NOUN
assc-56657	6	31	,	,	PUNCT
assc-56657	6	32	integrating	integrate	VERB
assc-56657	6	33	the	the	DET
assc-56657	6	34	technical	technical	ADJ
assc-56657	6	35	capabilities	capability	NOUN
assc-56657	6	36	of	of	ADP
assc-56657	6	37	object	object	NOUN
assc-56657	6	38	detection	detection	NOUN
assc-56657	6	39	,	,	PUNCT
assc-56657	6	40	action	action	NOUN
assc-56657	6	41	recognition	recognition	NOUN
assc-56657	6	42	,	,	PUNCT
assc-56657	6	43	and	and	CCONJ
assc-56657	6	44	temporal	temporal	ADJ
assc-56657	6	45	analysis	analysis	NOUN
assc-56657	6	46	.	.	PUNCT
assc-56657	7	1	in	in	ADP
assc-56657	7	2	intelligent	intelligent	ADJ
assc-56657	7	3	surveillance	surveillance	NOUN
assc-56657	7	4	scenarios	scenario	NOUN
assc-56657	7	5	,	,	PUNCT
assc-56657	7	6	spatiotemporal	spatiotemporal	ADJ
assc-56657	7	7	action	action	NOUN
assc-56657	7	8	detection	detection	NOUN
assc-56657	7	9	can	can	AUX
assc-56657	7	10	real	real	ADJ
assc-56657	7	11	-	-	PUNCT
assc-56657	7	12	time	time	NOUN
assc-56657	7	13	detect	detect	NOUN
assc-56657	7	14	abnormal	abnormal	ADJ
assc-56657	7	15	behaviors	behavior	NOUN
assc-56657	7	16	such	such	ADJ
assc-56657	7	17	as	as	ADP
assc-56657	7	18	fighting	fighting	NOUN
assc-56657	7	19	and	and	CCONJ
assc-56657	7	20	falling	fall	VERB
assc-56657	7	21	and	and	CCONJ
assc-56657	7	22	trigger	trigger	VERB
assc-56657	7	23	early	early	ADJ
assc-56657	7	24	warnings	warning	NOUN
assc-56657	7	25	;	;	PUNCT
assc-56657	7	26	in	in	ADP
assc-56657	7	27	sports	sport	NOUN
assc-56657	7	28	analysis	analysis	NOUN
assc-56657	7	29	,	,	PUNCT
assc-56657	7	30	it	it	PRON
assc-56657	7	31	can	can	AUX
assc-56657	7	32	accurately	accurately	ADV
assc-56657	7	33	locate	locate	VERB
assc-56657	7	34	the	the	DET
assc-56657	7	35	spatiotemporal	spatiotemporal	ADJ
assc-56657	7	36	range	range	NOUN
assc-56657	7	37	of	of	ADP
assc-56657	7	38	athletes	athlete	NOUN
assc-56657	7	39	’	'	PUNCT
assc-56657	7	40	technical	technical	ADJ
assc-56657	7	41	movements	movement	NOUN
assc-56657	7	42	to	to	PART
assc-56657	7	43	assist	assist	VERB
assc-56657	7	44	in	in	ADP
assc-56657	7	45	training	train	VERB
assc-56657	7	46	optimization	optimization	NOUN
assc-56657	7	47	;	;	PUNCT
assc-56657	7	48	in	in	ADP
assc-56657	7	49	human	human	ADJ
assc-56657	7	50	-	-	PUNCT
assc-56657	7	51	computer	computer	NOUN
assc-56657	7	52	interaction	interaction	NOUN
assc-56657	7	53	,	,	PUNCT
assc-56657	7	54	it	it	PRON
assc-56657	7	55	can	can	AUX
assc-56657	7	56	realize	realize	VERB
assc-56657	7	57	natural	natural	ADJ
assc-56657	7	58	device	device	NOUN
assc-56657	7	59	control	control	NOUN
assc-56657	7	60	by	by	ADP
assc-56657	7	61	recognizing	recognize	VERB
assc-56657	7	62	users	user	NOUN
assc-56657	7	63	'	'	PART
assc-56657	7	64	www.scholink.org/ojs/index.php/assc	www.scholink.org/ojs/index.php/assc	PROPN
assc-56657	7	65	advances	advance	NOUN
assc-56657	7	66	in	in	ADP
assc-56657	7	67	social	social	ADJ
assc-56657	7	68	science	science	NOUN
assc-56657	7	69	and	and	CCONJ
assc-56657	7	70	culture	culture	NOUN
assc-56657	7	71	vol	vol	NOUN
assc-56657	7	72	.	.	PROPN
assc-56657	8	1	7	7	NUM
assc-56657	9	1	no	no	NOUN
assc-56657	9	2	.	.	NOUN
assc-56657	9	3	5	5	NUM
assc-56657	9	4	,	,	PUNCT
assc-56657	9	5	2025	2025	NUM
assc-56657	9	6	published	publish	VERB
assc-56657	9	7	by	by	ADP
assc-56657	9	8	scholink	scholink	PROPN
assc-56657	9	9	inc	inc	PROPN
assc-56657	9	10	.	.	PROPN
assc-56657	9	11	141	141	NUM
assc-56657	9	12	gestures	gesture	NOUN
assc-56657	9	13	and	and	CCONJ
assc-56657	9	14	body	body	NOUN
assc-56657	9	15	movements	movement	NOUN
assc-56657	9	16	;	;	PUNCT
assc-56657	9	17	in	in	ADP
assc-56657	9	18	medical	medical	ADJ
assc-56657	9	19	and	and	CCONJ
assc-56657	9	20	health	health	NOUN
assc-56657	9	21	fields	field	NOUN
assc-56657	9	22	,	,	PUNCT
assc-56657	9	23	it	it	PRON
assc-56657	9	24	can	can	AUX
assc-56657	9	25	analyze	analyze	VERB
assc-56657	9	26	the	the	DET
assc-56657	9	27	standardization	standardization	NOUN
assc-56657	9	28	of	of	ADP
assc-56657	9	29	patients	patient	NOUN
assc-56657	9	30	'	'	PART
assc-56657	9	31	movements	movement	NOUN
assc-56657	9	32	in	in	ADP
assc-56657	9	33	rehabilitation	rehabilitation	NOUN
assc-56657	9	34	training	training	NOUN
assc-56657	9	35	to	to	PART
assc-56657	9	36	assist	assist	VERB
assc-56657	9	37	in	in	ADP
assc-56657	9	38	rehabilitation	rehabilitation	NOUN
assc-56657	9	39	evaluation	evaluation	NOUN
assc-56657	9	40	.	.	PUNCT
assc-56657	10	1	traditional	traditional	ADJ
assc-56657	10	2	spatiotemporal	spatiotemporal	ADJ
assc-56657	10	3	action	action	NOUN
assc-56657	10	4	detection	detection	NOUN
assc-56657	10	5	methods	method	NOUN
assc-56657	10	6	rely	rely	VERB
assc-56657	10	7	on	on	ADP
assc-56657	10	8	handcrafted	handcrafted	ADJ
assc-56657	10	9	features	feature	NOUN
assc-56657	10	10	(	(	PUNCT
assc-56657	10	11	such	such	ADJ
assc-56657	10	12	as	as	ADP
assc-56657	10	13	hog	hog	NOUN
assc-56657	10	14	and	and	CCONJ
assc-56657	10	15	optical	optical	ADJ
assc-56657	10	16	flow	flow	NOUN
assc-56657	10	17	)	)	PUNCT
assc-56657	10	18	.	.	PUNCT
assc-56657	11	1	limited	limit	VERB
assc-56657	11	2	by	by	ADP
assc-56657	11	3	the	the	DET
assc-56657	11	4	expressive	expressive	ADJ
assc-56657	11	5	power	power	NOUN
assc-56657	11	6	of	of	ADP
assc-56657	11	7	these	these	DET
assc-56657	11	8	features	feature	NOUN
assc-56657	11	9	,	,	PUNCT
assc-56657	11	10	they	they	PRON
assc-56657	11	11	exhibit	exhibit	VERB
assc-56657	11	12	poor	poor	ADJ
assc-56657	11	13	robustness	robustness	NOUN
assc-56657	11	14	in	in	ADP
assc-56657	11	15	complex	complex	ADJ
assc-56657	11	16	scenarios	scenario	NOUN
assc-56657	11	17	involving	involve	VERB
assc-56657	11	18	dynamic	dynamic	ADJ
assc-56657	11	19	backgrounds	background	NOUN
assc-56657	11	20	,	,	PUNCT
assc-56657	11	21	occlusions	occlusion	NOUN
assc-56657	11	22	,	,	PUNCT
assc-56657	11	23	and	and	CCONJ
assc-56657	11	24	multi	multi	ADJ
assc-56657	11	25	-	-	ADJ
assc-56657	11	26	object	object	ADJ
assc-56657	11	27	interactions	interaction	NOUN
assc-56657	11	28	.	.	PUNCT
assc-56657	12	1	with	with	ADP
assc-56657	12	2	the	the	DET
assc-56657	12	3	breakthroughs	breakthrough	NOUN
assc-56657	12	4	in	in	ADP
assc-56657	12	5	deep	deep	ADJ
assc-56657	12	6	learning	learning	NOUN
assc-56657	12	7	,	,	PUNCT
assc-56657	12	8	methods	method	NOUN
assc-56657	12	9	based	base	VERB
assc-56657	12	10	on	on	ADP
assc-56657	12	11	architectures	architecture	NOUN
assc-56657	12	12	like	like	ADP
assc-56657	12	13	convolutional	convolutional	ADJ
assc-56657	12	14	neural	neural	ADJ
assc-56657	12	15	networks	network	NOUN
assc-56657	12	16	(	(	PUNCT
assc-56657	12	17	cnns	cnns	PROPN
assc-56657	12	18	)	)	PUNCT
assc-56657	12	19	and	and	CCONJ
assc-56657	12	20	transformers	transformer	NOUN
assc-56657	12	21	have	have	AUX
assc-56657	12	22	enabled	enable	VERB
assc-56657	12	23	automatic	automatic	ADJ
assc-56657	12	24	learning	learning	NOUN
assc-56657	12	25	of	of	ADP
assc-56657	12	26	action	action	NOUN
assc-56657	12	27	features	feature	NOUN
assc-56657	12	28	,	,	PUNCT
assc-56657	12	29	significantly	significantly	ADV
assc-56657	12	30	improving	improve	VERB
assc-56657	12	31	detection	detection	NOUN
assc-56657	12	32	accuracy	accuracy	NOUN
assc-56657	12	33	and	and	CCONJ
assc-56657	12	34	generalization	generalization	NOUN
assc-56657	12	35	ability	ability	NOUN
assc-56657	12	36	.	.	PUNCT
assc-56657	13	1	however	however	ADV
assc-56657	13	2	,	,	PUNCT
assc-56657	13	3	three	three	NUM
assc-56657	13	4	core	core	NOUN
assc-56657	13	5	challenges	challenge	NOUN
assc-56657	13	6	remain	remain	VERB
assc-56657	13	7	:	:	PUNCT
assc-56657	13	8	first	first	ADV
assc-56657	13	9	,	,	PUNCT
assc-56657	13	10	the	the	DET
assc-56657	13	11	lack	lack	NOUN
assc-56657	13	12	of	of	ADP
assc-56657	13	13	global	global	ADJ
assc-56657	13	14	contextual	contextual	ADJ
assc-56657	13	15	information	information	NOUN
assc-56657	13	16	—	—	PUNCT
assc-56657	13	17	most	most	ADJ
assc-56657	13	18	models	model	NOUN
assc-56657	13	19	focus	focus	VERB
assc-56657	13	20	on	on	ADP
assc-56657	13	21	local	local	ADJ
assc-56657	13	22	features	feature	NOUN
assc-56657	13	23	while	while	SCONJ
assc-56657	13	24	ignoring	ignore	VERB
assc-56657	13	25	interactive	interactive	ADJ
assc-56657	13	26	information	information	NOUN
assc-56657	13	27	between	between	ADP
assc-56657	13	28	actors	actor	NOUN
assc-56657	13	29	,	,	PUNCT
assc-56657	13	30	scenes	scene	NOUN
assc-56657	13	31	,	,	PUNCT
assc-56657	13	32	and	and	CCONJ
assc-56657	13	33	objects	object	NOUN
assc-56657	13	34	,	,	PUNCT
assc-56657	13	35	leading	lead	VERB
assc-56657	13	36	to	to	ADP
assc-56657	13	37	high	high	ADJ
assc-56657	13	38	misjudgment	misjudgment	NOUN
assc-56657	13	39	rates	rate	NOUN
assc-56657	13	40	for	for	ADP
assc-56657	13	41	actions	action	NOUN
assc-56657	13	42	with	with	ADP
assc-56657	13	43	similar	similar	ADJ
assc-56657	13	44	postures	posture	NOUN
assc-56657	13	45	;	;	PUNCT
assc-56657	13	46	second	second	ADJ
assc-56657	13	47	,	,	PUNCT
assc-56657	13	48	insufficient	insufficient	ADJ
assc-56657	13	49	modeling	modeling	NOUN
assc-56657	13	50	of	of	ADP
assc-56657	13	51	multi	multi	ADJ
assc-56657	13	52	-	-	ADJ
assc-56657	13	53	dimensional	dimensional	ADJ
assc-56657	13	54	interaction	interaction	NOUN
assc-56657	13	55	relationships	relationship	NOUN
assc-56657	13	56	in	in	ADP
assc-56657	13	57	complex	complex	ADJ
assc-56657	13	58	scenarios	scenario	NOUN
assc-56657	13	59	,	,	PUNCT
assc-56657	13	60	making	make	VERB
assc-56657	13	61	it	it	PRON
assc-56657	13	62	difficult	difficult	ADJ
assc-56657	13	63	to	to	PART
assc-56657	13	64	handle	handle	VERB
assc-56657	13	65	spatial	spatial	ADJ
assc-56657	13	66	interactions	interaction	NOUN
assc-56657	13	67	between	between	ADP
assc-56657	13	68	“	"	PUNCT
assc-56657	13	69	people	people	NOUN
assc-56657	13	70	and	and	CCONJ
assc-56657	13	71	people	people	NOUN
assc-56657	13	72	”	"	PUNCT
assc-56657	13	73	or	or	CCONJ
assc-56657	13	74	“	"	PUNCT
assc-56657	13	75	people	people	NOUN
assc-56657	13	76	and	and	CCONJ
assc-56657	13	77	objects	object	NOUN
assc-56657	13	78	”	"	PUNCT
assc-56657	13	79	as	as	ADV
assc-56657	13	80	well	well	ADV
assc-56657	13	81	as	as	ADP
assc-56657	13	82	temporal	temporal	ADJ
assc-56657	13	83	interactions	interaction	NOUN
assc-56657	13	84	between	between	ADP
assc-56657	13	85	“	"	PUNCT
assc-56657	13	86	frames	frame	NOUN
assc-56657	13	87	and	and	CCONJ
assc-56657	13	88	frames	frame	NOUN
assc-56657	13	89	,	,	PUNCT
assc-56657	13	90	”	"	PUNCT
assc-56657	13	91	which	which	PRON
assc-56657	13	92	limits	limit	VERB
assc-56657	13	93	detection	detection	NOUN
assc-56657	13	94	accuracy	accuracy	NOUN
assc-56657	13	95	in	in	ADP
assc-56657	13	96	complex	complex	ADJ
assc-56657	13	97	environments	environment	NOUN
assc-56657	13	98	;	;	PUNCT
assc-56657	13	99	third	third	ADV
assc-56657	13	100	,	,	PUNCT
assc-56657	13	101	the	the	DET
assc-56657	13	102	dilemma	dilemma	NOUN
assc-56657	13	103	of	of	ADP
assc-56657	13	104	balancing	balancing	NOUN
assc-56657	13	105	accuracy	accuracy	NOUN
assc-56657	13	106	and	and	CCONJ
assc-56657	13	107	real	real	ADJ
assc-56657	13	108	-	-	PUNCT
assc-56657	13	109	time	time	NOUN
assc-56657	13	110	performance	performance	NOUN
assc-56657	13	111	—	—	PUNCT
assc-56657	13	112	models	model	NOUN
assc-56657	13	113	such	such	ADJ
assc-56657	13	114	as	as	ADP
assc-56657	13	115	3d	3d	PROPN
assc-56657	13	116	cnns	cnns	PROPN
assc-56657	13	117	can	can	AUX
assc-56657	13	118	effectively	effectively	ADV
assc-56657	13	119	capture	capture	VERB
assc-56657	13	120	spatiotemporal	spatiotemporal	ADJ
assc-56657	13	121	features	feature	NOUN
assc-56657	13	122	but	but	CCONJ
assc-56657	13	123	have	have	VERB
assc-56657	13	124	high	high	ADJ
assc-56657	13	125	computational	computational	ADJ
assc-56657	13	126	complexity	complexity	NOUN
assc-56657	13	127	,	,	PUNCT
assc-56657	13	128	while	while	SCONJ
assc-56657	13	129	lightweight	lightweight	ADJ
assc-56657	13	130	models	model	NOUN
assc-56657	13	131	tend	tend	VERB
assc-56657	13	132	to	to	PART
assc-56657	13	133	lose	lose	VERB
assc-56657	13	134	key	key	ADJ
assc-56657	13	135	information	information	NOUN
assc-56657	13	136	,	,	PUNCT
assc-56657	13	137	making	make	VERB
assc-56657	13	138	them	they	PRON
assc-56657	13	139	difficult	difficult	ADJ
assc-56657	13	140	to	to	PART
assc-56657	13	141	deploy	deploy	VERB
assc-56657	13	142	on	on	ADP
assc-56657	13	143	edge	edge	NOUN
assc-56657	13	144	devices	device	NOUN
assc-56657	13	145	.	.	PUNCT
assc-56657	14	1	based	base	VERB
assc-56657	14	2	on	on	ADP
assc-56657	14	3	existing	exist	VERB
assc-56657	14	4	research	research	NOUN
assc-56657	14	5	results	result	NOUN
assc-56657	14	6	,	,	PUNCT
assc-56657	14	7	this	this	DET
assc-56657	14	8	paper	paper	NOUN
assc-56657	14	9	systematically	systematically	ADV
assc-56657	14	10	sorts	sort	VERB
assc-56657	14	11	out	out	ADP
assc-56657	14	12	the	the	DET
assc-56657	14	13	technical	technical	ADJ
assc-56657	14	14	evolution	evolution	NOUN
assc-56657	14	15	of	of	ADP
assc-56657	14	16	deep	deep	ADJ
assc-56657	14	17	learning	learning	NOUN
assc-56657	14	18	-	-	PUNCT
assc-56657	14	19	based	base	VERB
assc-56657	14	20	spatiotemporal	spatiotemporal	ADJ
assc-56657	14	21	action	action	NOUN
assc-56657	14	22	detection	detection	NOUN
assc-56657	14	23	models	model	NOUN
assc-56657	14	24	in	in	ADP
assc-56657	14	25	computer	computer	NOUN
assc-56657	14	26	vision	vision	NOUN
assc-56657	14	27	,	,	PUNCT
assc-56657	14	28	categorically	categorically	ADV
assc-56657	14	29	analyzes	analyze	VERB
assc-56657	14	30	mainstream	mainstream	NOUN
assc-56657	14	31	model	model	NOUN
assc-56657	14	32	architectures	architecture	NOUN
assc-56657	14	33	(	(	PUNCT
assc-56657	14	34	cnn	cnn	PROPN
assc-56657	14	35	-	-	PUNCT
assc-56657	14	36	based	base	VERB
assc-56657	14	37	,	,	PUNCT
assc-56657	14	38	transformer	transformer	NOUN
assc-56657	14	39	-	-	PUNCT
assc-56657	14	40	based	base	VERB
assc-56657	14	41	,	,	PUNCT
assc-56657	14	42	and	and	CCONJ
assc-56657	14	43	multi	multi	ADJ
assc-56657	14	44	-	-	ADJ
assc-56657	14	45	interaction	interaction	NOUN
assc-56657	14	46	relationship	relationship	NOUN
assc-56657	14	47	modeling	modeling	NOUN
assc-56657	14	48	-	-	PUNCT
assc-56657	14	49	based	base	VERB
assc-56657	14	50	)	)	PUNCT
assc-56657	14	51	,	,	PUNCT
assc-56657	14	52	summarizes	summarize	VERB
assc-56657	14	53	key	key	ADJ
assc-56657	14	54	technical	technical	ADJ
assc-56657	14	55	innovations	innovation	NOUN
assc-56657	14	56	(	(	PUNCT
assc-56657	14	57	feature	feature	NOUN
assc-56657	14	58	enhancement	enhancement	NOUN
assc-56657	14	59	,	,	PUNCT
assc-56657	14	60	multi	multi	ADJ
assc-56657	14	61	-	-	ADJ
assc-56657	14	62	scale	scale	ADJ
assc-56657	14	63	fusion	fusion	NOUN
assc-56657	14	64	,	,	PUNCT
assc-56657	14	65	and	and	CCONJ
assc-56657	14	66	interaction	interaction	NOUN
assc-56657	14	67	relationship	relationship	NOUN
assc-56657	14	68	modeling	modeling	NOUN
assc-56657	14	69	)	)	PUNCT
assc-56657	14	70	,	,	PUNCT
assc-56657	14	71	and	and	CCONJ
assc-56657	14	72	verifies	verifie	NOUN
assc-56657	14	73	model	model	NOUN
assc-56657	14	74	performance	performance	NOUN
assc-56657	14	75	through	through	ADP
assc-56657	14	76	comparative	comparative	ADJ
assc-56657	14	77	analysis	analysis	NOUN
assc-56657	14	78	of	of	ADP
assc-56657	14	79	experimental	experimental	ADJ
assc-56657	14	80	data	datum	NOUN
assc-56657	14	81	.	.	PUNCT
assc-56657	15	1	2	2	X
assc-56657	15	2	.	.	X
assc-56657	15	3	classification	classification	NOUN
assc-56657	15	4	of	of	ADP
assc-56657	15	5	technical	technical	ADJ
assc-56657	15	6	architectures	architecture	NOUN
assc-56657	15	7	for	for	ADP
assc-56657	15	8	spatiotemporal	spatiotemporal	ADJ
assc-56657	15	9	action	action	NOUN
assc-56657	15	10	detection	detection	NOUN
assc-56657	15	11	models	model	NOUN
assc-56657	15	12	based	base	VERB
assc-56657	15	13	on	on	ADP
assc-56657	15	14	differences	difference	NOUN
assc-56657	15	15	in	in	ADP
assc-56657	15	16	core	core	NOUN
assc-56657	15	17	architectures	architecture	NOUN
assc-56657	15	18	and	and	CCONJ
assc-56657	15	19	feature	feature	NOUN
assc-56657	15	20	modeling	modeling	NOUN
assc-56657	15	21	methods	method	NOUN
assc-56657	15	22	,	,	PUNCT
assc-56657	15	23	current	current	ADJ
assc-56657	15	24	deep	deep	ADJ
assc-56657	15	25	learning	learning	NOUN
assc-56657	15	26	-	-	PUNCT
assc-56657	15	27	based	base	VERB
assc-56657	15	28	spatiotemporal	spatiotemporal	ADJ
assc-56657	15	29	action	action	NOUN
assc-56657	15	30	detection	detection	NOUN
assc-56657	15	31	approaches	approach	NOUN
assc-56657	15	32	can	can	AUX
assc-56657	15	33	be	be	AUX
assc-56657	15	34	categorized	categorize	VERB
assc-56657	15	35	into	into	ADP
assc-56657	15	36	three	three	NUM
assc-56657	15	37	types	type	NOUN
assc-56657	15	38	:	:	PUNCT
assc-56657	15	39	convolutional	convolutional	ADJ
assc-56657	15	40	neural	neural	ADJ
assc-56657	15	41	network	network	NOUN
assc-56657	15	42	(	(	PUNCT
assc-56657	15	43	cnn)-based	cnn)-base	VERB
assc-56657	15	44	methods	method	NOUN
assc-56657	15	45	,	,	PUNCT
assc-56657	15	46	transformer	transformer	NOUN
assc-56657	15	47	-	-	PUNCT
assc-56657	15	48	based	base	VERB
assc-56657	15	49	methods	method	NOUN
assc-56657	15	50	,	,	PUNCT
assc-56657	15	51	and	and	CCONJ
assc-56657	15	52	multi	multi	ADJ
assc-56657	15	53	-	-	ADJ
assc-56657	15	54	interaction	interaction	NOUN
assc-56657	15	55	relationship	relationship	NOUN
assc-56657	15	56	modeling	modeling	NOUN
assc-56657	15	57	-	-	PUNCT
assc-56657	15	58	based	base	VERB
assc-56657	15	59	methods	method	NOUN
assc-56657	15	60	.	.	PUNCT
assc-56657	16	1	each	each	DET
assc-56657	16	2	type	type	NOUN
assc-56657	16	3	exhibits	exhibit	VERB
assc-56657	16	4	significant	significant	ADJ
assc-56657	16	5	differences	difference	NOUN
assc-56657	16	6	in	in	ADP
assc-56657	16	7	feature	feature	NOUN
assc-56657	16	8	extraction	extraction	NOUN
assc-56657	16	9	capability	capability	NOUN
assc-56657	16	10	,	,	PUNCT
assc-56657	16	11	interaction	interaction	NOUN
assc-56657	16	12	modeling	modeling	NOUN
assc-56657	16	13	ability	ability	NOUN
assc-56657	16	14	,	,	PUNCT
assc-56657	16	15	and	and	CCONJ
assc-56657	16	16	applicable	applicable	ADJ
assc-56657	16	17	scenarios	scenario	NOUN
assc-56657	16	18	.	.	PUNCT
assc-56657	17	1	2.1	2.1	NUM
assc-56657	17	2	methods	method	NOUN
assc-56657	17	3	based	base	VERB
assc-56657	17	4	on	on	ADP
assc-56657	17	5	convolutional	convolutional	ADJ
assc-56657	17	6	neural	neural	ADJ
assc-56657	17	7	networks	network	NOUN
assc-56657	17	8	(	(	PUNCT
assc-56657	17	9	cnns	cnns	PROPN
assc-56657	17	10	)	)	PUNCT
assc-56657	17	11	benefiting	benefit	VERB
assc-56657	17	12	from	from	ADP
assc-56657	17	13	the	the	DET
assc-56657	17	14	advantages	advantage	NOUN
assc-56657	17	15	of	of	ADP
assc-56657	17	16	local	local	ADJ
assc-56657	17	17	feature	feature	NOUN
assc-56657	17	18	extraction	extraction	NOUN
assc-56657	17	19	and	and	CCONJ
assc-56657	17	20	parameter	parameter	NOUN
assc-56657	17	21	sharing	sharing	NOUN
assc-56657	17	22	,	,	PUNCT
assc-56657	17	23	cnn	cnn	PROPN
assc-56657	17	24	has	have	AUX
assc-56657	17	25	become	become	VERB
assc-56657	17	26	the	the	DET
assc-56657	17	27	fundamental	fundamental	ADJ
assc-56657	17	28	architecture	architecture	NOUN
assc-56657	17	29	for	for	ADP
assc-56657	17	30	spatiotemporal	spatiotemporal	ADJ
assc-56657	17	31	action	action	NOUN
assc-56657	17	32	detection	detection	NOUN
assc-56657	17	33	,	,	PUNCT
assc-56657	17	34	which	which	PRON
assc-56657	17	35	can	can	AUX
assc-56657	17	36	be	be	AUX
assc-56657	17	37	further	far	ADV
assc-56657	17	38	subdivided	subdivide	VERB
assc-56657	17	39	into	into	ADP
assc-56657	17	40	2d	2d	NUM
assc-56657	17	41	cnn	cnn	PROPN
assc-56657	17	42	-	-	PUNCT
assc-56657	17	43	based	base	VERB
assc-56657	17	44	methods	method	NOUN
assc-56657	17	45	,	,	PUNCT
assc-56657	17	46	3d	3d	PROPN
assc-56657	17	47	cnn	cnn	PROPN
assc-56657	17	48	-	-	PUNCT
assc-56657	17	49	based	base	VERB
assc-56657	17	50	methods	method	NOUN
assc-56657	17	51	,	,	PUNCT
assc-56657	17	52	and	and	CCONJ
assc-56657	17	53	two	two	NUM
assc-56657	17	54	-	-	PUNCT
assc-56657	17	55	stream	stream	NOUN
assc-56657	17	56	network	network	NOUN
assc-56657	17	57	-	-	PUNCT
assc-56657	17	58	based	base	VERB
assc-56657	17	59	methods	method	NOUN
assc-56657	17	60	.	.	PUNCT
assc-56657	18	1	(	(	PUNCT
assc-56657	18	2	1	1	X
assc-56657	18	3	)	)	PUNCT
assc-56657	18	4	methods	method	NOUN
assc-56657	18	5	based	base	VERB
assc-56657	18	6	on	on	ADP
assc-56657	18	7	2d	2d	PROPN
assc-56657	18	8	cnns	cnn	NOUN
assc-56657	18	9	the	the	DET
assc-56657	18	10	2d	2d	NUM
assc-56657	18	11	convolutional	convolutional	ADJ
assc-56657	18	12	neural	neural	ADJ
assc-56657	18	13	network	network	NOUN
assc-56657	18	14	takes	take	VERB
assc-56657	18	15	static	static	ADJ
assc-56657	18	16	images	image	NOUN
assc-56657	18	17	as	as	ADP
assc-56657	18	18	input	input	NOUN
assc-56657	18	19	and	and	CCONJ
assc-56657	18	20	gradually	gradually	ADV
assc-56657	18	21	extracts	extract	VERB
assc-56657	18	22	spatial	spatial	ADJ
assc-56657	18	23	features	feature	NOUN
assc-56657	18	24	from	from	ADP
assc-56657	18	25	low	low	ADJ
assc-56657	18	26	-	-	PUNCT
assc-56657	18	27	level	level	NOUN
assc-56657	18	28	to	to	ADP
assc-56657	18	29	high	high	ADJ
assc-56657	18	30	-	-	PUNCT
assc-56657	18	31	level	level	NOUN
assc-56657	18	32	through	through	ADP
assc-56657	18	33	multiple	multiple	ADJ
assc-56657	18	34	layers	layer	NOUN
assc-56657	18	35	of	of	ADP
assc-56657	18	36	convolution	convolution	NOUN
assc-56657	18	37	operations	operation	NOUN
assc-56657	18	38	.	.	PUNCT
assc-56657	19	1	the	the	DET
assc-56657	19	2	core	core	NOUN
assc-56657	19	3	idea	idea	NOUN
assc-56657	19	4	is	be	AUX
assc-56657	19	5	to	to	PART
assc-56657	19	6	www.scholink.org/ojs/index.php/assc	www.scholink.org/ojs/index.php/assc	PROPN
assc-56657	19	7	advances	advance	NOUN
assc-56657	19	8	in	in	ADP
assc-56657	19	9	social	social	ADJ
assc-56657	19	10	science	science	NOUN
assc-56657	19	11	and	and	CCONJ
assc-56657	19	12	culture	culture	NOUN
assc-56657	19	13	vol	vol	NOUN
assc-56657	19	14	.	.	PROPN
assc-56657	19	15	7	7	NUM
assc-56657	20	1	no	no	NOUN
assc-56657	20	2	.	.	NOUN
assc-56657	20	3	5	5	NUM
assc-56657	20	4	,	,	PUNCT
assc-56657	20	5	2025	2025	NUM
assc-56657	20	6	published	publish	VERB
assc-56657	20	7	by	by	ADP
assc-56657	20	8	scholink	scholink	PROPN
assc-56657	20	9	inc	inc	PROPN
assc-56657	20	10	.	.	PROPN
assc-56657	20	11	142	142	NUM
assc-56657	20	12	significantly	significantly	ADV
assc-56657	20	13	reduce	reduce	VERB
assc-56657	20	14	the	the	DET
assc-56657	20	15	number	number	NOUN
assc-56657	20	16	of	of	ADP
assc-56657	20	17	network	network	NOUN
assc-56657	20	18	parameters	parameter	NOUN
assc-56657	20	19	through	through	ADP
assc-56657	20	20	the	the	DET
assc-56657	20	21	local	local	ADJ
assc-56657	20	22	connection	connection	NOUN
assc-56657	20	23	of	of	ADP
assc-56657	20	24	convolution	convolution	NOUN
assc-56657	20	25	kernels	kernel	NOUN
assc-56657	20	26	and	and	CCONJ
assc-56657	20	27	the	the	DET
assc-56657	20	28	sharing	sharing	NOUN
assc-56657	20	29	of	of	ADP
assc-56657	20	30	weights	weight	NOUN
assc-56657	20	31	,	,	PUNCT
assc-56657	20	32	while	while	SCONJ
assc-56657	20	33	retaining	retain	VERB
assc-56657	20	34	the	the	DET
assc-56657	20	35	hierarchical	hierarchical	ADJ
assc-56657	20	36	information	information	NOUN
assc-56657	20	37	of	of	ADP
assc-56657	20	38	the	the	DET
assc-56657	20	39	spatial	spatial	ADJ
assc-56657	20	40	structure	structure	NOUN
assc-56657	20	41	.	.	PUNCT
assc-56657	21	1	kalogetion	kalogetion	NOUN
assc-56657	21	2	et	et	PROPN
assc-56657	21	3	al	al	PROPN
assc-56657	21	4	.	.	PROPN
assc-56657	21	5	proposed	propose	VERB
assc-56657	21	6	the	the	DET
assc-56657	21	7	act	act	PROPN
assc-56657	21	8	model	model	NOUN
assc-56657	21	9	,	,	PUNCT
assc-56657	21	10	which	which	PRON
assc-56657	21	11	uses	use	VERB
assc-56657	21	12	a	a	DET
assc-56657	21	13	shared	share	VERB
assc-56657	21	14	-	-	PUNCT
assc-56657	21	15	weight	weight	NOUN
assc-56657	21	16	2d	2d	NOUN
assc-56657	21	17	cnn	cnn	PROPN
assc-56657	21	18	backbone	backbone	NOUN
assc-56657	21	19	to	to	PART
assc-56657	21	20	extract	extract	VERB
assc-56657	21	21	features	feature	NOUN
assc-56657	21	22	from	from	ADP
assc-56657	21	23	consecutive	consecutive	ADJ
assc-56657	21	24	k	k	ADJ
assc-56657	21	25	-	-	PUNCT
assc-56657	21	26	frame	frame	NOUN
assc-56657	21	27	image	image	NOUN
assc-56657	21	28	sequences	sequence	NOUN
assc-56657	21	29	,	,	PUNCT
assc-56657	21	30	addressing	address	VERB
assc-56657	21	31	the	the	DET
assc-56657	21	32	issue	issue	NOUN
assc-56657	21	33	of	of	ADP
assc-56657	21	34	temporal	temporal	ADJ
assc-56657	21	35	discontinuity	discontinuity	NOUN
assc-56657	21	36	in	in	ADP
assc-56657	21	37	a	a	DET
assc-56657	21	38	single	single	ADJ
assc-56657	21	39	frame	frame	NOUN
assc-56657	21	40	and	and	CCONJ
assc-56657	21	41	reducing	reduce	VERB
assc-56657	21	42	the	the	DET
assc-56657	21	43	ambiguity	ambiguity	NOUN
assc-56657	21	44	in	in	ADP
assc-56657	21	45	action	action	NOUN
assc-56657	21	46	prediction	prediction	NOUN
assc-56657	21	47	.	.	PUNCT
assc-56657	22	1	on	on	ADP
assc-56657	22	2	the	the	DET
assc-56657	22	3	ucf101	ucf101	NOUN
assc-56657	22	4	-	-	PUNCT
assc-56657	22	5	24	24	NUM
assc-56657	22	6	dataset	dataset	NOUN
assc-56657	22	7	,	,	PUNCT
assc-56657	22	8	the	the	DET
assc-56657	22	9	frame	frame	NOUN
assc-56657	22	10	-	-	PUNCT
assc-56657	22	11	map	map	NOUN
assc-56657	22	12	reached	reach	VERB
assc-56657	22	13	67.1	67.1	NUM
assc-56657	22	14	%	%	NOUN
assc-56657	22	15	and	and	CCONJ
assc-56657	22	16	the	the	DET
assc-56657	22	17	fps	fps	NOUN
assc-56657	22	18	was	be	AUX
assc-56657	22	19	25	25	NUM
assc-56657	22	20	(	(	PUNCT
assc-56657	22	21	kalogeiton	kalogeiton	PROPN
assc-56657	22	22	,	,	PUNCT
assc-56657	22	23	weinzaepfel	weinzaepfel	PROPN
assc-56657	22	24	,	,	PUNCT
assc-56657	22	25	ferrari	ferrari	PROPN
assc-56657	22	26	,	,	PUNCT
assc-56657	22	27	&	&	CCONJ
assc-56657	22	28	schmid	schmid	PROPN
assc-56657	22	29	,	,	PUNCT
assc-56657	22	30	2017	2017	NUM
assc-56657	22	31	)	)	PUNCT
assc-56657	22	32	.	.	PUNCT
assc-56657	23	1	li	li	PROPN
assc-56657	23	2	et	et	PROPN
assc-56657	23	3	al	al	PROPN
assc-56657	23	4	.	.	PROPN
assc-56657	23	5	proposed	propose	VERB
assc-56657	23	6	the	the	DET
assc-56657	23	7	moc	moc	NOUN
assc-56657	23	8	(	(	PUNCT
assc-56657	23	9	no	no	DET
assc-56657	23	10	anchor	anchor	NOUN
assc-56657	23	11	box	box	NOUN
assc-56657	23	12	action	action	NOUN
assc-56657	23	13	detector	detector	NOUN
assc-56657	23	14	)	)	PUNCT
assc-56657	23	15	based	base	VERB
assc-56657	23	16	on	on	ADP
assc-56657	23	17	act	act	PROPN
assc-56657	23	18	,	,	PUNCT
assc-56657	23	19	modeling	model	VERB
assc-56657	23	20	action	action	NOUN
assc-56657	23	21	instances	instance	NOUN
assc-56657	23	22	as	as	ADP
assc-56657	23	23	“	"	PUNCT
assc-56657	23	24	temporal	temporal	ADJ
assc-56657	23	25	motion	motion	NOUN
assc-56657	23	26	trajectories	trajectory	NOUN
assc-56657	23	27	of	of	ADP
assc-56657	23	28	frame	frame	NOUN
assc-56657	23	29	-	-	PUNCT
assc-56657	23	30	level	level	NOUN
assc-56657	23	31	action	action	NOUN
assc-56657	23	32	centers	center	NOUN
assc-56657	23	33	”	"	PUNCT
assc-56657	23	34	,	,	PUNCT
assc-56657	23	35	abandoning	abandon	VERB
assc-56657	23	36	the	the	DET
assc-56657	23	37	traditional	traditional	ADJ
assc-56657	23	38	anchor	anchor	NOUN
assc-56657	23	39	box	box	NOUN
assc-56657	23	40	design	design	NOUN
assc-56657	23	41	.	.	PUNCT
assc-56657	24	1	on	on	ADP
assc-56657	24	2	the	the	DET
assc-56657	24	3	ucf101	ucf101	NOUN
assc-56657	24	4	-	-	PUNCT
assc-56657	24	5	24	24	NUM
assc-56657	24	6	dataset	dataset	NOUN
assc-56657	24	7	,	,	PUNCT
assc-56657	24	8	the	the	DET
assc-56657	24	9	frame	frame	NOUN
assc-56657	24	10	-	-	PUNCT
assc-56657	24	11	map	map	NOUN
assc-56657	24	12	was	be	AUX
assc-56657	24	13	improved	improve	VERB
assc-56657	24	14	to	to	ADP
assc-56657	24	15	78.0	78.0	NUM
assc-56657	24	16	%	%	NOUN
assc-56657	24	17	and	and	CCONJ
assc-56657	24	18	the	the	DET
assc-56657	24	19	fps	fps	NOUN
assc-56657	24	20	reached	reach	VERB
assc-56657	24	21	53	53	NUM
assc-56657	24	22	(	(	PUNCT
assc-56657	24	23	li	li	PROPN
assc-56657	24	24	,	,	PUNCT
assc-56657	24	25	wang	wang	PROPN
assc-56657	24	26	,	,	PUNCT
assc-56657	24	27	wang	wang	PROPN
assc-56657	24	28	,	,	PUNCT
assc-56657	24	29	&	&	CCONJ
assc-56657	24	30	wu	wu	PROPN
assc-56657	24	31	,	,	PUNCT
assc-56657	24	32	2020	2020	NUM
assc-56657	24	33	)	)	PUNCT
assc-56657	24	34	.	.	PUNCT
assc-56657	25	1	(	(	PUNCT
assc-56657	25	2	2	2	X
assc-56657	25	3	)	)	PUNCT
assc-56657	25	4	method	method	NOUN
assc-56657	25	5	based	base	VERB
assc-56657	25	6	on	on	ADP
assc-56657	25	7	3d	3d	PROPN
assc-56657	25	8	cnn	cnn	PROPN
assc-56657	25	9	the	the	DET
assc-56657	25	10	3d	3d	PROPN
assc-56657	25	11	cnn	cnn	PROPN
assc-56657	25	12	directly	directly	ADV
assc-56657	25	13	models	model	VERB
assc-56657	25	14	the	the	DET
assc-56657	25	15	“	"	PUNCT
assc-56657	25	16	space	space	NOUN
assc-56657	25	17	-	-	PUNCT
assc-56657	25	18	time	time	NOUN
assc-56657	25	19	”	"	PUNCT
assc-56657	25	20	combined	combine	VERB
assc-56657	25	21	features	feature	NOUN
assc-56657	25	22	through	through	ADP
assc-56657	25	23	three	three	NUM
assc-56657	25	24	-	-	PUNCT
assc-56657	25	25	dimensional	dimensional	ADJ
assc-56657	25	26	convolution	convolution	NOUN
assc-56657	25	27	kernels	kernel	NOUN
assc-56657	25	28	,	,	PUNCT
assc-56657	25	29	naturally	naturally	ADV
assc-56657	25	30	capturing	capture	VERB
assc-56657	25	31	the	the	DET
assc-56657	25	32	motion	motion	NOUN
assc-56657	25	33	information	information	NOUN
assc-56657	25	34	between	between	ADP
assc-56657	25	35	frames	frame	NOUN
assc-56657	25	36	,	,	PUNCT
assc-56657	25	37	and	and	CCONJ
assc-56657	25	38	is	be	AUX
assc-56657	25	39	suitable	suitable	ADJ
assc-56657	25	40	for	for	ADP
assc-56657	25	41	complex	complex	ADJ
assc-56657	25	42	action	action	NOUN
assc-56657	25	43	detection.in	detection.in	NOUN
assc-56657	25	44	2013	2013	NUM
assc-56657	25	45	,	,	PUNCT
assc-56657	25	46	ji	ji	PROPN
assc-56657	25	47	et	et	PROPN
assc-56657	25	48	al	al	PROPN
assc-56657	25	49	.	.	PROPN
assc-56657	25	50	were	be	AUX
assc-56657	25	51	the	the	DET
assc-56657	25	52	first	first	ADJ
assc-56657	25	53	to	to	PART
assc-56657	25	54	introduce	introduce	VERB
assc-56657	25	55	3d	3d	PROPN
assc-56657	25	56	cnn	cnn	NOUN
assc-56657	25	57	into	into	ADP
assc-56657	25	58	the	the	DET
assc-56657	25	59	task	task	NOUN
assc-56657	25	60	of	of	ADP
assc-56657	25	61	temporal	temporal	ADJ
assc-56657	25	62	-	-	PUNCT
assc-56657	25	63	spatial	spatial	ADJ
assc-56657	25	64	feature	feature	NOUN
assc-56657	25	65	extraction	extraction	NOUN
assc-56657	25	66	.	.	PUNCT
assc-56657	26	1	by	by	ADP
assc-56657	26	2	extending	extend	VERB
assc-56657	26	3	the	the	DET
assc-56657	26	4	traditional	traditional	ADJ
assc-56657	26	5	2d	2d	NUM
assc-56657	26	6	cnn	cnn	PROPN
assc-56657	26	7	operations	operation	NOUN
assc-56657	26	8	,	,	PUNCT
assc-56657	26	9	they	they	PRON
assc-56657	26	10	enabled	enable	VERB
assc-56657	26	11	it	it	PRON
assc-56657	26	12	to	to	PART
assc-56657	26	13	perform	perform	VERB
assc-56657	26	14	convolution	convolution	NOUN
assc-56657	26	15	directly	directly	ADV
assc-56657	26	16	on	on	ADP
assc-56657	26	17	video	video	NOUN
assc-56657	26	18	sequences	sequence	NOUN
assc-56657	26	19	,	,	PUNCT
assc-56657	26	20	capturing	capture	VERB
assc-56657	26	21	the	the	DET
assc-56657	26	22	temporal	temporal	ADJ
assc-56657	26	23	-	-	PUNCT
assc-56657	26	24	spatial	spatial	ADJ
assc-56657	26	25	correlations	correlation	NOUN
assc-56657	26	26	of	of	ADP
assc-56657	26	27	actions	action	NOUN
assc-56657	26	28	(	(	PUNCT
assc-56657	26	29	ji	ji	PROPN
assc-56657	26	30	,	,	PUNCT
assc-56657	26	31	xu	xu	PROPN
assc-56657	26	32	,	,	PUNCT
assc-56657	26	33	yang	yang	PROPN
assc-56657	26	34	et	et	PROPN
assc-56657	26	35	al	al	PROPN
assc-56657	26	36	.	.	PROPN
assc-56657	26	37	,	,	PUNCT
assc-56657	26	38	2012	2012	NUM
assc-56657	26	39	)	)	PUNCT
assc-56657	26	40	.	.	PUNCT
assc-56657	27	1	subsequently	subsequently	ADV
assc-56657	27	2	,	,	PUNCT
assc-56657	27	3	tran	tran	PROPN
assc-56657	27	4	et	et	PROPN
assc-56657	27	5	al	al	PROPN
assc-56657	27	6	.	.	PROPN
assc-56657	27	7	proposed	propose	VERB
assc-56657	27	8	the	the	DET
assc-56657	27	9	c3d	c3d	PROPN
assc-56657	27	10	model	model	NOUN
assc-56657	27	11	,	,	PUNCT
assc-56657	27	12	which	which	PRON
assc-56657	27	13	employed	employ	VERB
assc-56657	27	14	3×3×3	3×3×3	NUM
assc-56657	27	15	convolutional	convolutional	ADJ
assc-56657	27	16	and	and	CCONJ
assc-56657	27	17	pooling	pool	VERB
assc-56657	27	18	kernels	kernel	NOUN
assc-56657	27	19	.	.	PUNCT
assc-56657	28	1	the	the	DET
assc-56657	28	2	effectiveness	effectiveness	NOUN
assc-56657	28	3	of	of	ADP
assc-56657	28	4	3d	3d	PROPN
assc-56657	28	5	cnn	cnn	PROPN
assc-56657	28	6	was	be	AUX
assc-56657	28	7	verified	verify	VERB
assc-56657	28	8	on	on	ADP
assc-56657	28	9	datasets	dataset	NOUN
assc-56657	28	10	such	such	ADJ
assc-56657	28	11	as	as	ADP
assc-56657	28	12	ucf101	ucf101	PROPN
assc-56657	28	13	and	and	CCONJ
assc-56657	28	14	hmdb-51	hmdb-51	PROPN
assc-56657	28	15	(	(	PUNCT
assc-56657	28	16	carreira	carreira	PROPN
assc-56657	28	17	&	&	CCONJ
assc-56657	28	18	zisserman	zisserman	PROPN
assc-56657	28	19	,	,	PUNCT
assc-56657	28	20	2017	2017	NUM
assc-56657	28	21	)	)	PUNCT
assc-56657	28	22	.	.	PUNCT
assc-56657	29	1	carreira	carreira	PROPN
assc-56657	29	2	et	et	PROPN
assc-56657	29	3	al	al	PROPN
assc-56657	29	4	.	.	PROPN
assc-56657	29	5	proposed	propose	VERB
assc-56657	29	6	the	the	DET
assc-56657	29	7	i3d	i3d	PROPN
assc-56657	29	8	model	model	NOUN
assc-56657	29	9	,	,	PUNCT
assc-56657	29	10	which	which	PRON
assc-56657	29	11	expands	expand	VERB
assc-56657	29	12	the	the	DET
assc-56657	29	13	2d	2d	NUM
assc-56657	29	14	cnn	cnn	PROPN
assc-56657	29	15	convolution	convolution	NOUN
assc-56657	29	16	kernels	kernel	NOUN
assc-56657	29	17	into	into	ADP
assc-56657	29	18	3d	3d	NUM
assc-56657	29	19	.	.	PUNCT
assc-56657	30	1	while	while	SCONJ
assc-56657	30	2	retaining	retain	VERB
assc-56657	30	3	the	the	DET
assc-56657	30	4	spatial	spatial	ADJ
assc-56657	30	5	feature	feature	NOUN
assc-56657	30	6	extraction	extraction	NOUN
assc-56657	30	7	capability	capability	NOUN
assc-56657	30	8	of	of	ADP
assc-56657	30	9	2d	2d	PROPN
assc-56657	30	10	cnn	cnn	PROPN
assc-56657	30	11	,	,	PUNCT
assc-56657	30	12	it	it	PRON
assc-56657	30	13	enhances	enhance	VERB
assc-56657	30	14	the	the	DET
assc-56657	30	15	temporal	temporal	ADJ
assc-56657	30	16	feature	feature	NOUN
assc-56657	30	17	capture	capture	NOUN
assc-56657	30	18	.	.	PUNCT
assc-56657	31	1	on	on	ADP
assc-56657	31	2	the	the	DET
assc-56657	31	3	kinetics	kinetic	NOUN
assc-56657	31	4	dataset	dataset	VERB
assc-56657	31	5	,	,	PUNCT
assc-56657	31	6	the	the	DET
assc-56657	31	7	accuracy	accuracy	NOUN
assc-56657	31	8	of	of	ADP
assc-56657	31	9	action	action	NOUN
assc-56657	31	10	recognition	recognition	NOUN
assc-56657	31	11	reached	reach	VERB
assc-56657	31	12	78.4	78.4	NUM
assc-56657	31	13	%	%	NOUN
assc-56657	31	14	(	(	PUNCT
assc-56657	31	15	qiu	qiu	PROPN
assc-56657	31	16	,	,	PUNCT
assc-56657	31	17	yao	yao	PROPN
assc-56657	31	18	,	,	PUNCT
assc-56657	31	19	&	&	CCONJ
assc-56657	31	20	mei	mei	PROPN
assc-56657	31	21	,	,	PUNCT
assc-56657	31	22	2017	2017	NUM
assc-56657	31	23	)	)	PUNCT
assc-56657	31	24	.	.	PUNCT
assc-56657	32	1	to	to	PART
assc-56657	32	2	address	address	VERB
assc-56657	32	3	the	the	DET
assc-56657	32	4	high	high	ADJ
assc-56657	32	5	computational	computational	ADJ
assc-56657	32	6	cost	cost	NOUN
assc-56657	32	7	issue	issue	NOUN
assc-56657	32	8	of	of	ADP
assc-56657	32	9	3d	3d	PROPN
assc-56657	32	10	cnn	cnn	PROPN
assc-56657	32	11	,	,	PUNCT
assc-56657	32	12	researchers	researcher	NOUN
assc-56657	32	13	have	have	AUX
assc-56657	32	14	proposed	propose	VERB
assc-56657	32	15	an	an	DET
assc-56657	32	16	optimization	optimization	NOUN
assc-56657	32	17	solution	solution	NOUN
assc-56657	32	18	:	:	PUNCT
assc-56657	32	19	qiu	qiu	PROPN
assc-56657	32	20	et	et	PROPN
assc-56657	32	21	al	al	PROPN
assc-56657	32	22	.	.	PROPN
assc-56657	32	23	proposed	propose	VERB
assc-56657	32	24	the	the	DET
assc-56657	32	25	p3d	p3d	PROPN
assc-56657	32	26	model	model	NOUN
assc-56657	32	27	,	,	PUNCT
assc-56657	32	28	which	which	PRON
assc-56657	32	29	decomposes	decompose	VERB
assc-56657	32	30	the	the	DET
assc-56657	32	31	3d	3d	NUM
assc-56657	32	32	convolution	convolution	NOUN
assc-56657	32	33	into	into	ADP
assc-56657	32	34	1×3×3	1×3×3	NUM
assc-56657	32	35	spatial	spatial	ADJ
assc-56657	32	36	convolution	convolution	NOUN
assc-56657	32	37	and	and	CCONJ
assc-56657	32	38	3×1×1	3×1×1	NUM
assc-56657	32	39	temporal	temporal	ADJ
assc-56657	32	40	convolution	convolution	NOUN
assc-56657	32	41	,	,	PUNCT
assc-56657	32	42	reducing	reduce	VERB
assc-56657	32	43	the	the	DET
assc-56657	32	44	parameter	parameter	NOUN
assc-56657	32	45	quantity	quantity	NOUN
assc-56657	32	46	by	by	ADP
assc-56657	32	47	40	40	NUM
assc-56657	32	48	%	%	NOUN
assc-56657	32	49	(	(	PUNCT
assc-56657	32	50	qiu	qiu	PROPN
assc-56657	32	51	,	,	PUNCT
assc-56657	32	52	yao	yao	PROPN
assc-56657	32	53	,	,	PUNCT
assc-56657	32	54	&	&	CCONJ
assc-56657	32	55	mei	mei	PROPN
assc-56657	32	56	,	,	PUNCT
assc-56657	32	57	2017	2017	NUM
assc-56657	32	58	)	)	PUNCT
assc-56657	32	59	.	.	PUNCT
assc-56657	33	1	tran	tran	PROPN
assc-56657	33	2	et	et	PROPN
assc-56657	33	3	al	al	PROPN
assc-56657	33	4	.	.	PROPN
assc-56657	33	5	proposed	propose	VERB
assc-56657	33	6	the	the	DET
assc-56657	33	7	r	r	NOUN
assc-56657	33	8	(	(	PUNCT
assc-56657	33	9	2	2	NUM
assc-56657	33	10	+	+	NOUN
assc-56657	33	11	1	1	NUM
assc-56657	33	12	)	)	PUNCT
assc-56657	33	13	d	d	NOUN
assc-56657	33	14	model	model	NOUN
assc-56657	33	15	,	,	PUNCT
assc-56657	33	16	which	which	PRON
assc-56657	33	17	further	far	ADV
assc-56657	33	18	decomposed	decompose	VERB
assc-56657	33	19	the	the	DET
assc-56657	33	20	3d	3d	NUM
assc-56657	33	21	convolution	convolution	NOUN
assc-56657	33	22	into	into	ADP
assc-56657	33	23	2d	2d	NUM
assc-56657	33	24	spatial	spatial	ADJ
assc-56657	33	25	convolution	convolution	NOUN
assc-56657	33	26	and	and	CCONJ
assc-56657	33	27	1d	1d	NUM
assc-56657	33	28	temporal	temporal	ADJ
assc-56657	33	29	convolution	convolution	NOUN
assc-56657	33	30	,	,	PUNCT
assc-56657	33	31	while	while	SCONJ
assc-56657	33	32	maintaining	maintain	VERB
assc-56657	33	33	accuracy	accuracy	NOUN
assc-56657	33	34	and	and	CCONJ
assc-56657	33	35	reducing	reduce	VERB
assc-56657	33	36	computational	computational	ADJ
assc-56657	33	37	complexity	complexity	NOUN
assc-56657	33	38	(	(	PUNCT
assc-56657	33	39	tran	tran	PROPN
assc-56657	33	40	,	,	PUNCT
assc-56657	33	41	wang	wang	PROPN
assc-56657	33	42	,	,	PUNCT
assc-56657	33	43	torresani	torresani	PROPN
assc-56657	33	44	et	et	PROPN
assc-56657	33	45	al	al	PROPN
assc-56657	33	46	.	.	PROPN
assc-56657	33	47	,	,	PUNCT
assc-56657	33	48	2018	2018	NUM
assc-56657	33	49	)	)	PUNCT
assc-56657	33	50	.	.	PUNCT
assc-56657	34	1	(	(	PUNCT
assc-56657	34	2	3	3	X
assc-56657	34	3	)	)	PUNCT
assc-56657	34	4	two	two	NUM
assc-56657	34	5	-	-	PUNCT
assc-56657	34	6	stream	stream	NOUN
assc-56657	34	7	network	network	NOUN
assc-56657	34	8	-	-	PUNCT
assc-56657	34	9	based	base	VERB
assc-56657	34	10	approaches	approach	NOUN
assc-56657	34	11	the	the	DET
assc-56657	34	12	two	two	NUM
assc-56657	34	13	-	-	PUNCT
assc-56657	34	14	stream	stream	NOUN
assc-56657	34	15	network	network	NOUN
assc-56657	34	16	integrates	integrate	VERB
assc-56657	34	17	the	the	DET
assc-56657	34	18	temporal	temporal	ADJ
assc-56657	34	19	modeling	modeling	NOUN
assc-56657	34	20	capability	capability	NOUN
assc-56657	34	21	of	of	ADP
assc-56657	34	22	3d	3d	PROPN
assc-56657	34	23	cnns	cnn	NOUN
assc-56657	34	24	and	and	CCONJ
assc-56657	34	25	the	the	DET
assc-56657	34	26	spatial	spatial	ADJ
assc-56657	34	27	feature	feature	NOUN
assc-56657	34	28	extraction	extraction	NOUN
assc-56657	34	29	advantages	advantage	NOUN
assc-56657	34	30	of	of	ADP
assc-56657	34	31	2d	2d	NOUN
assc-56657	34	32	cnns	cnn	NOUN
assc-56657	34	33	.	.	PUNCT
assc-56657	35	1	its	its	PRON
assc-56657	35	2	two	two	NUM
assc-56657	35	3	branches	branch	NOUN
assc-56657	35	4	process	process	NOUN
assc-56657	35	5	“	"	PUNCT
assc-56657	35	6	spatiotemporal	spatiotemporal	ADJ
assc-56657	35	7	features	feature	NOUN
assc-56657	35	8	”	"	PUNCT
assc-56657	35	9	and	and	CCONJ
assc-56657	35	10	“	"	PUNCT
assc-56657	35	11	spatial	spatial	ADJ
assc-56657	35	12	features	feature	NOUN
assc-56657	35	13	”	"	PUNCT
assc-56657	35	14	respectively	respectively	ADV
assc-56657	35	15	,	,	PUNCT
assc-56657	35	16	balancing	balance	VERB
assc-56657	35	17	computational	computational	ADJ
assc-56657	35	18	cost	cost	NOUN
assc-56657	35	19	and	and	CCONJ
assc-56657	35	20	model	model	NOUN
assc-56657	35	21	performance	performance	NOUN
assc-56657	35	22	.	.	PUNCT
assc-56657	36	1	in	in	ADP
assc-56657	36	2	2019	2019	NUM
assc-56657	36	3	,	,	PUNCT
assc-56657	36	4	köpüklü	köpüklü	PROPN
assc-56657	36	5	et	et	PROPN
assc-56657	36	6	al	al	PROPN
assc-56657	36	7	.	.	PROPN
assc-56657	36	8	proposed	propose	VERB
assc-56657	36	9	the	the	DET
assc-56657	36	10	yowo	yowo	PROPN
assc-56657	36	11	model	model	NOUN
assc-56657	36	12	(	(	PUNCT
assc-56657	36	13	köpüklü	köpüklü	PROPN
assc-56657	36	14	,	,	PUNCT
assc-56657	36	15	wei	wei	PROPN
assc-56657	36	16	,	,	PUNCT
assc-56657	36	17	&	&	CCONJ
assc-56657	36	18	rigoll	rigoll	PROPN
assc-56657	36	19	,	,	PUNCT
assc-56657	36	20	2019	2019	NUM
assc-56657	36	21	)	)	PUNCT
assc-56657	36	22	,	,	PUNCT
assc-56657	36	23	which	which	PRON
assc-56657	36	24	for	for	ADP
assc-56657	36	25	the	the	DET
assc-56657	36	26	first	first	ADJ
assc-56657	36	27	time	time	NOUN
assc-56657	36	28	combined	combine	VERB
assc-56657	36	29	3d	3d	PROPN
assc-56657	36	30	cnn	cnn	PROPN
assc-56657	36	31	(	(	PUNCT
assc-56657	36	32	3d	3d	NOUN
assc-56657	36	33	-	-	PUNCT
assc-56657	36	34	resnext-101	resnext-101	NOUN
assc-56657	36	35	)	)	PUNCT
assc-56657	36	36	with	with	ADP
assc-56657	36	37	a	a	DET
assc-56657	36	38	2d	2d	NUM
assc-56657	36	39	object	object	NOUN
assc-56657	36	40	detection	detection	NOUN
assc-56657	36	41	network	network	NOUN
assc-56657	36	42	(	(	PUNCT
assc-56657	36	43	darknet-19	darknet-19	PROPN
assc-56657	36	44	):	):	PUNCT
assc-56657	36	45	the	the	DET
assc-56657	36	46	3d	3d	PROPN
assc-56657	36	47	cnn	cnn	PROPN
assc-56657	36	48	branch	branch	NOUN
assc-56657	36	49	extracts	extract	VERB
assc-56657	36	50	spatiotemporal	spatiotemporal	ADJ
assc-56657	36	51	features	feature	NOUN
assc-56657	36	52	from	from	ADP
assc-56657	36	53	video	video	NOUN
assc-56657	36	54	sequences	sequence	NOUN
assc-56657	36	55	,	,	PUNCT
assc-56657	36	56	while	while	SCONJ
assc-56657	36	57	the	the	DET
assc-56657	36	58	2d	2d	NUM
assc-56657	36	59	cnn	cnn	PROPN
assc-56657	36	60	branch	branch	NOUN
assc-56657	36	61	extracts	extract	VERB
assc-56657	36	62	spatial	spatial	ADJ
assc-56657	36	63	features	feature	NOUN
assc-56657	36	64	from	from	ADP
assc-56657	36	65	the	the	DET
assc-56657	36	66	current	current	ADJ
assc-56657	36	67	frame	frame	NOUN
assc-56657	36	68	.	.	PUNCT
assc-56657	37	1	feature	feature	NOUN
assc-56657	37	2	integration	integration	NOUN
assc-56657	37	3	is	be	AUX
assc-56657	37	4	achieved	achieve	VERB
assc-56657	37	5	through	through	ADP
assc-56657	37	6	channel	channel	NOUN
assc-56657	37	7	fusion	fusion	NOUN
assc-56657	37	8	and	and	CCONJ
assc-56657	37	9	an	an	DET
assc-56657	37	10	attention	attention	NOUN
assc-56657	37	11	mechanism	mechanism	NOUN
assc-56657	37	12	(	(	PUNCT
assc-56657	37	13	cfam	cfam	PROPN
assc-56657	37	14	)	)	PUNCT
assc-56657	37	15	,	,	PUNCT
assc-56657	37	16	pioneering	pioneer	VERB
assc-56657	37	17	the	the	DET
assc-56657	37	18	one	one	NUM
assc-56657	37	19	-	-	PUNCT
assc-56657	37	20	stage	stage	NOUN
assc-56657	37	21	spatiotemporal	spatiotemporal	ADJ
assc-56657	37	22	action	action	NOUN
assc-56657	37	23	detection	detection	NOUN
assc-56657	37	24	paradigm	paradigm	NOUN
assc-56657	37	25	.	.	PUNCT
assc-56657	38	1	www.scholink.org/ojs/index.php/assc	www.scholink.org/ojs/index.php/assc	PROPN
assc-56657	38	2	advances	advance	VERB
assc-56657	38	3	in	in	ADP
assc-56657	38	4	social	social	ADJ
assc-56657	38	5	science	science	NOUN
assc-56657	38	6	and	and	CCONJ
assc-56657	38	7	culture	culture	NOUN
assc-56657	38	8	vol	vol	NOUN
assc-56657	38	9	.	.	PROPN
assc-56657	39	1	7	7	NUM
assc-56657	40	1	no	no	NOUN
assc-56657	40	2	.	.	NOUN
assc-56657	40	3	5	5	NUM
assc-56657	40	4	,	,	PUNCT
assc-56657	40	5	2025	2025	NUM
assc-56657	40	6	published	publish	VERB
assc-56657	40	7	by	by	ADP
assc-56657	40	8	scholink	scholink	PROPN
assc-56657	40	9	inc	inc	PROPN
assc-56657	40	10	.	.	PROPN
assc-56657	40	11	143	143	NUM
assc-56657	40	12	jiang	jiang	PROPN
assc-56657	40	13	,	,	PUNCT
assc-56657	40	14	yang	yang	PROPN
assc-56657	40	15	,	,	PUNCT
assc-56657	40	16	jiang	jiang	PROPN
assc-56657	40	17	et	et	PROPN
assc-56657	40	18	al	al	PROPN
assc-56657	40	19	.	.	PROPN
assc-56657	41	1	(	(	PUNCT
assc-56657	41	2	2024	2024	NUM
assc-56657	41	3	)	)	PUNCT
assc-56657	41	4	proposed	propose	VERB
assc-56657	41	5	yowov2	yowov2	NOUN
assc-56657	41	6	based	base	VERB
assc-56657	41	7	on	on	ADP
assc-56657	41	8	yowo	yowo	PROPN
assc-56657	41	9	,	,	PUNCT
assc-56657	41	10	constructing	construct	VERB
assc-56657	41	11	a	a	DET
assc-56657	41	12	feature	feature	NOUN
assc-56657	41	13	pyramid	pyramid	NOUN
assc-56657	41	14	network	network	NOUN
assc-56657	41	15	and	and	CCONJ
assc-56657	41	16	a	a	DET
assc-56657	41	17	decoupled	decoupled	ADJ
assc-56657	41	18	head	head	NOUN
assc-56657	41	19	to	to	PART
assc-56657	41	20	separate	separate	VERB
assc-56657	41	21	classification	classification	NOUN
assc-56657	41	22	and	and	CCONJ
assc-56657	41	23	localization	localization	NOUN
assc-56657	41	24	features	feature	VERB
assc-56657	41	25	:	:	PUNCT
assc-56657	41	26	the	the	DET
assc-56657	41	27	feature	feature	NOUN
assc-56657	41	28	pyramid	pyramid	NOUN
assc-56657	41	29	enhances	enhance	VERB
assc-56657	41	30	small	small	ADJ
assc-56657	41	31	target	target	NOUN
assc-56657	41	32	detection	detection	NOUN
assc-56657	41	33	capability	capability	NOUN
assc-56657	41	34	through	through	ADP
assc-56657	41	35	multi	multi	ADJ
assc-56657	41	36	-	-	ADJ
assc-56657	41	37	scale	scale	ADJ
assc-56657	41	38	feature	feature	NOUN
assc-56657	41	39	fusion	fusion	NOUN
assc-56657	41	40	,	,	PUNCT
assc-56657	41	41	while	while	SCONJ
assc-56657	41	42	the	the	DET
assc-56657	41	43	decoupled	decouple	VERB
assc-56657	41	44	head	head	NOUN
assc-56657	41	45	optimizes	optimize	VERB
assc-56657	41	46	classification	classification	NOUN
assc-56657	41	47	loss	loss	NOUN
assc-56657	41	48	and	and	CCONJ
assc-56657	41	49	localization	localization	NOUN
assc-56657	41	50	loss	loss	NOUN
assc-56657	41	51	respectively	respectively	ADV
assc-56657	41	52	.	.	PUNCT
assc-56657	42	1	its	its	PRON
assc-56657	42	2	lightweight	lightweight	ADJ
assc-56657	42	3	version	version	NOUN
assc-56657	42	4	(	(	PUNCT
assc-56657	42	5	with	with	ADP
assc-56657	42	6	3d	3d	NOUN
assc-56657	42	7	-	-	PUNCT
assc-56657	42	8	shufflenetv2	shufflenetv2	NOUN
assc-56657	42	9	as	as	ADP
assc-56657	42	10	the	the	DET
assc-56657	42	11	backbone	backbone	NOUN
assc-56657	42	12	)	)	PUNCT
assc-56657	42	13	achieves	achieve	VERB
assc-56657	42	14	only	only	ADV
assc-56657	42	15	2.9	2.9	NUM
assc-56657	42	16	gflops	gflop	NOUN
assc-56657	42	17	and	and	CCONJ
assc-56657	42	18	a	a	DET
assc-56657	42	19	frame	frame	NOUN
assc-56657	42	20	-	-	PUNCT
assc-56657	42	21	map	map	NOUN
assc-56657	42	22	of	of	ADP
assc-56657	42	23	15.6	15.6	NUM
assc-56657	42	24	%	%	NOUN
assc-56657	42	25	.	.	PUNCT
assc-56657	43	1	zhu	zhu	PROPN
assc-56657	43	2	,	,	PUNCT
assc-56657	43	3	wang	wang	PROPN
assc-56657	43	4	,	,	PUNCT
assc-56657	43	5	yang	yang	PROPN
assc-56657	43	6	et	et	PROPN
assc-56657	43	7	al	al	PROPN
assc-56657	43	8	.	.	PROPN
assc-56657	43	9	(	(	PUNCT
assc-56657	43	10	2024	2024	NUM
assc-56657	43	11	)	)	PUNCT
assc-56657	43	12	proposed	propose	VERB
assc-56657	43	13	yowov3	yowov3	PROPN
assc-56657	43	14	,	,	PUNCT
assc-56657	43	15	which	which	PRON
assc-56657	43	16	adopts	adopt	VERB
assc-56657	43	17	two	two	NUM
assc-56657	43	18	label	label	NOUN
assc-56657	43	19	assignment	assignment	NOUN
assc-56657	43	20	mechanisms	mechanism	NOUN
assc-56657	43	21	to	to	PART
assc-56657	43	22	match	match	VERB
assc-56657	43	23	predicted	predict	VERB
assc-56657	43	24	and	and	CCONJ
assc-56657	43	25	ground	ground	NOUN
assc-56657	43	26	-	-	PUNCT
assc-56657	43	27	truth	truth	NOUN
assc-56657	43	28	labels	label	NOUN
assc-56657	43	29	,	,	PUNCT
assc-56657	43	30	further	far	ADV
assc-56657	43	31	improving	improve	VERB
assc-56657	43	32	bounding	bounding	NOUN
assc-56657	43	33	box	box	NOUN
assc-56657	43	34	regression	regression	NOUN
assc-56657	43	35	accuracy	accuracy	NOUN
assc-56657	43	36	,	,	PUNCT
assc-56657	43	37	with	with	ADP
assc-56657	43	38	a	a	DET
assc-56657	43	39	frame	frame	NOUN
assc-56657	43	40	-	-	PUNCT
assc-56657	43	41	map	map	NOUN
assc-56657	43	42	of	of	ADP
assc-56657	43	43	81.44	81.44	NUM
assc-56657	43	44	%	%	NOUN
assc-56657	43	45	on	on	ADP
assc-56657	43	46	the	the	DET
assc-56657	43	47	ucf101	ucf101	NOUN
assc-56657	43	48	-	-	PUNCT
assc-56657	43	49	24	24	NUM
assc-56657	43	50	dataset	dataset	NOUN
assc-56657	43	51	.	.	PUNCT
assc-56657	44	1	such	such	ADJ
assc-56657	44	2	methods	method	NOUN
assc-56657	44	3	make	make	VERB
assc-56657	44	4	up	up	ADP
assc-56657	44	5	for	for	ADP
assc-56657	44	6	the	the	DET
assc-56657	44	7	shortcomings	shortcoming	NOUN
assc-56657	44	8	of	of	ADP
assc-56657	44	9	2d	2d	PROPN
assc-56657	44	10	cnns	cnn	NOUN
assc-56657	44	11	and	and	CCONJ
assc-56657	44	12	3d	3d	PROPN
assc-56657	44	13	cnns	cnns	PROPN
assc-56657	44	14	through	through	ADP
assc-56657	44	15	a	a	DET
assc-56657	44	16	dual	dual	ADJ
assc-56657	44	17	-	-	PUNCT
assc-56657	44	18	branch	branch	NOUN
assc-56657	44	19	structure	structure	NOUN
assc-56657	44	20	,	,	PUNCT
assc-56657	44	21	striking	strike	VERB
assc-56657	44	22	a	a	DET
assc-56657	44	23	balance	balance	NOUN
assc-56657	44	24	between	between	ADP
assc-56657	44	25	accuracy	accuracy	NOUN
assc-56657	44	26	and	and	CCONJ
assc-56657	44	27	speed	speed	NOUN
assc-56657	44	28	,	,	PUNCT
assc-56657	44	29	and	and	CCONJ
assc-56657	44	30	have	have	AUX
assc-56657	44	31	become	become	VERB
assc-56657	44	32	the	the	DET
assc-56657	44	33	mainstream	mainstream	NOUN
assc-56657	44	34	solution	solution	NOUN
assc-56657	44	35	for	for	ADP
assc-56657	44	36	real	real	ADJ
assc-56657	44	37	-	-	PUNCT
assc-56657	44	38	time	time	NOUN
assc-56657	44	39	spatiotemporal	spatiotemporal	ADJ
assc-56657	44	40	action	action	NOUN
assc-56657	44	41	detection	detection	NOUN
assc-56657	44	42	.	.	PUNCT
assc-56657	45	1	2.2	2.2	NUM
assc-56657	45	2	methods	method	NOUN
assc-56657	45	3	based	base	VERB
assc-56657	45	4	on	on	ADP
assc-56657	45	5	transformers	transformer	NOUN
assc-56657	45	6	benefiting	benefit	VERB
assc-56657	45	7	from	from	ADP
assc-56657	45	8	the	the	DET
assc-56657	45	9	global	global	ADJ
assc-56657	45	10	dependency	dependency	NOUN
assc-56657	45	11	modeling	modeling	NOUN
assc-56657	45	12	capability	capability	NOUN
assc-56657	45	13	of	of	ADP
assc-56657	45	14	the	the	DET
assc-56657	45	15	self	self	NOUN
assc-56657	45	16	-	-	PUNCT
assc-56657	45	17	attention	attention	NOUN
assc-56657	45	18	mechanism	mechanism	NOUN
assc-56657	45	19	,	,	PUNCT
assc-56657	45	20	transformers	transformer	NOUN
assc-56657	45	21	break	break	VERB
assc-56657	45	22	through	through	ADP
assc-56657	45	23	the	the	DET
assc-56657	45	24	limitation	limitation	NOUN
assc-56657	45	25	of	of	ADP
assc-56657	45	26	cnns	cnns	PROPN
assc-56657	45	27	’	'	PUNCT
assc-56657	45	28	local	local	ADJ
assc-56657	45	29	receptive	receptive	ADJ
assc-56657	45	30	fields	field	NOUN
assc-56657	45	31	and	and	CCONJ
assc-56657	45	32	have	have	AUX
assc-56657	45	33	become	become	VERB
assc-56657	45	34	a	a	DET
assc-56657	45	35	research	research	NOUN
assc-56657	45	36	hotspot	hotspot	NOUN
assc-56657	45	37	in	in	ADP
assc-56657	45	38	spatiotemporal	spatiotemporal	ADJ
assc-56657	45	39	action	action	NOUN
assc-56657	45	40	detection	detection	NOUN
assc-56657	45	41	in	in	ADP
assc-56657	45	42	recent	recent	ADJ
assc-56657	45	43	years	year	NOUN
assc-56657	45	44	,	,	PUNCT
assc-56657	45	45	especially	especially	ADV
assc-56657	45	46	performing	perform	VERB
assc-56657	45	47	prominently	prominently	ADV
assc-56657	45	48	in	in	ADP
assc-56657	45	49	long	long	ADJ
assc-56657	45	50	-	-	PUNCT
assc-56657	45	51	temporal	temporal	ADJ
assc-56657	45	52	action	action	NOUN
assc-56657	45	53	and	and	CCONJ
assc-56657	45	54	multimodal	multimodal	NOUN
assc-56657	45	55	interaction	interaction	NOUN
assc-56657	45	56	scenarios	scenario	NOUN
assc-56657	45	57	.	.	PUNCT
assc-56657	46	1	gritsenko	gritsenko	VERB
assc-56657	46	2	et	et	PROPN
assc-56657	46	3	al	al	PROPN
assc-56657	46	4	.	.	PROPN
assc-56657	46	5	proposed	propose	VERB
assc-56657	46	6	the	the	DET
assc-56657	46	7	star	star	NOUN
assc-56657	46	8	model	model	NOUN
assc-56657	46	9	with	with	ADP
assc-56657	46	10	an	an	DET
assc-56657	46	11	all	all	DET
assc-56657	46	12	-	-	PUNCT
assc-56657	46	13	transformer	transformer	NOUN
assc-56657	46	14	architecture	architecture	NOUN
assc-56657	46	15	,	,	PUNCT
assc-56657	46	16	which	which	PRON
assc-56657	46	17	incorporates	incorporate	VERB
assc-56657	46	18	temporal	temporal	ADJ
assc-56657	46	19	inductive	inductive	ADJ
assc-56657	46	20	bias	bias	NOUN
assc-56657	46	21	into	into	ADP
assc-56657	46	22	the	the	DET
assc-56657	46	23	encoder	encoder	NOUN
assc-56657	46	24	and	and	CCONJ
assc-56657	46	25	captures	capture	VERB
assc-56657	46	26	long	long	ADJ
assc-56657	46	27	-	-	PUNCT
assc-56657	46	28	range	range	NOUN
assc-56657	46	29	temporal	temporal	ADJ
assc-56657	46	30	dependencies	dependency	NOUN
assc-56657	46	31	through	through	ADP
assc-56657	46	32	the	the	DET
assc-56657	46	33	self	self	NOUN
assc-56657	46	34	-	-	PUNCT
assc-56657	46	35	attention	attention	NOUN
assc-56657	46	36	mechanism	mechanism	NOUN
assc-56657	46	37	.	.	PUNCT
assc-56657	47	1	it	it	PRON
assc-56657	47	2	can	can	AUX
assc-56657	47	3	accurately	accurately	ADV
assc-56657	47	4	predict	predict	VERB
assc-56657	47	5	the	the	DET
assc-56657	47	6	spatiotemporal	spatiotemporal	ADJ
assc-56657	47	7	range	range	NOUN
assc-56657	47	8	of	of	ADP
assc-56657	47	9	actions	action	NOUN
assc-56657	47	10	even	even	ADV
assc-56657	47	11	in	in	ADP
assc-56657	47	12	weakly	weakly	ADJ
assc-56657	47	13	supervised	supervised	ADJ
assc-56657	47	14	scenarios	scenario	NOUN
assc-56657	47	15	,	,	PUNCT
assc-56657	47	16	achieving	achieve	VERB
assc-56657	47	17	a	a	DET
assc-56657	47	18	frame	frame	NOUN
assc-56657	47	19	-	-	PUNCT
assc-56657	47	20	map	map	NOUN
assc-56657	47	21	of	of	ADP
assc-56657	47	22	24.93	24.93	NUM
assc-56657	47	23	%	%	NOUN
assc-56657	47	24	on	on	ADP
assc-56657	47	25	the	the	DET
assc-56657	47	26	ava	ava	PROPN
assc-56657	47	27	dataset	dataset	PROPN
assc-56657	47	28	(	(	PUNCT
assc-56657	47	29	gritsenko	gritsenko	PROPN
assc-56657	47	30	,	,	PUNCT
assc-56657	47	31	xiong	xiong	PROPN
assc-56657	47	32	,	,	PUNCT
assc-56657	47	33	djolonga	djolonga	PROPN
assc-56657	47	34	et	et	PROPN
assc-56657	47	35	al	al	PROPN
assc-56657	47	36	.	.	PROPN
assc-56657	47	37	,	,	PUNCT
assc-56657	47	38	2024	2024	NUM
assc-56657	47	39	)	)	PUNCT
assc-56657	47	40	.	.	PUNCT
assc-56657	48	1	faure	faure	PROPN
assc-56657	48	2	et	et	PROPN
assc-56657	48	3	al	al	PROPN
assc-56657	48	4	.	.	PROPN
assc-56657	48	5	proposed	propose	VERB
assc-56657	48	6	the	the	DET
assc-56657	48	7	hit	hit	NOUN
assc-56657	48	8	model	model	NOUN
assc-56657	48	9	(	(	PUNCT
assc-56657	48	10	holistic	holistic	ADJ
assc-56657	48	11	interaction	interaction	NOUN
assc-56657	48	12	transformer	transformer	NOUN
assc-56657	48	13	network	network	NOUN
assc-56657	48	14	)	)	PUNCT
assc-56657	48	15	,	,	PUNCT
assc-56657	48	16	which	which	PRON
assc-56657	48	17	fuses	fuse	VERB
assc-56657	48	18	rgb	rgb	PROPN
assc-56657	48	19	stream	stream	NOUN
assc-56657	48	20	and	and	CCONJ
assc-56657	48	21	pose	pose	VERB
assc-56657	48	22	stream	stream	NOUN
assc-56657	48	23	data	datum	NOUN
assc-56657	48	24	and	and	CCONJ
assc-56657	48	25	designs	design	VERB
assc-56657	48	26	an	an	DET
assc-56657	48	27	intra	intra	ADJ
assc-56657	48	28	-	-	ADJ
assc-56657	48	29	modal	modal	ADJ
assc-56657	48	30	aggregation	aggregation	NOUN
assc-56657	48	31	(	(	PUNCT
assc-56657	48	32	i	i	NOUN
assc-56657	48	33	m	m	PROPN
assc-56657	48	34	a	a	NOUN
assc-56657	48	35	)	)	PUNCT
assc-56657	48	36	module	module	NOUN
assc-56657	48	37	and	and	CCONJ
assc-56657	48	38	an	an	DET
assc-56657	48	39	attentive	attentive	ADJ
assc-56657	48	40	fusion	fusion	NOUN
assc-56657	48	41	module	module	NOUN
assc-56657	48	42	(	(	PUNCT
assc-56657	48	43	afm	afm	PROPN
assc-56657	48	44	):	):	PUNCT
assc-56657	48	45	the	the	DET
assc-56657	48	46	i	i	PROPN
assc-56657	48	47	m	m	PROPN
assc-56657	48	48	a	a	DET
assc-56657	48	49	module	module	NOUN
assc-56657	48	50	selectively	selectively	ADV
assc-56657	48	51	merges	merge	VERB
assc-56657	48	52	“	"	PUNCT
assc-56657	48	53	human	human	ADJ
assc-56657	48	54	-	-	PUNCT
assc-56657	48	55	object	object	NOUN
assc-56657	48	56	-	-	PUNCT
assc-56657	48	57	hand	hand	NOUN
assc-56657	48	58	”	"	PUNCT
assc-56657	48	59	interaction	interaction	NOUN
assc-56657	48	60	features	feature	NOUN
assc-56657	48	61	within	within	ADP
assc-56657	48	62	a	a	DET
assc-56657	48	63	single	single	ADJ
assc-56657	48	64	modality	modality	NOUN
assc-56657	48	65	,	,	PUNCT
assc-56657	48	66	while	while	SCONJ
assc-56657	48	67	the	the	DET
assc-56657	48	68	afm	afm	PROPN
assc-56657	48	69	module	module	NOUN
assc-56657	48	70	adaptively	adaptively	ADV
assc-56657	48	71	fuses	fuse	VERB
assc-56657	48	72	multi	multi	ADJ
assc-56657	48	73	-	-	ADJ
assc-56657	48	74	modal	modal	ADJ
assc-56657	48	75	features	feature	NOUN
assc-56657	48	76	.	.	PUNCT
assc-56657	49	1	it	it	PRON
assc-56657	49	2	achieves	achieve	VERB
assc-56657	49	3	a	a	DET
assc-56657	49	4	frame	frame	NOUN
assc-56657	49	5	-	-	PUNCT
assc-56657	49	6	map	map	NOUN
assc-56657	49	7	of	of	ADP
assc-56657	49	8	83.8	83.8	NUM
assc-56657	49	9	%	%	NOUN
assc-56657	49	10	and	and	CCONJ
assc-56657	49	11	a	a	DET
assc-56657	49	12	video	video	NOUN
assc-56657	49	13	-	-	PUNCT
assc-56657	49	14	map	map	NOUN
assc-56657	49	15	of	of	ADP
assc-56657	49	16	9.7	9.7	NUM
assc-56657	49	17	%	%	NOUN
assc-56657	49	18	on	on	ADP
assc-56657	49	19	the	the	DET
assc-56657	49	20	jhmdb-21	jhmdb-21	PROPN
assc-56657	49	21	dataset	dataset	NOUN
assc-56657	49	22	.	.	PUNCT
assc-56657	50	1	wang	wang	PROPN
assc-56657	50	2	,	,	PUNCT
assc-56657	50	3	huang	huang	PROPN
assc-56657	50	4	,	,	PUNCT
assc-56657	50	5	zhao	zhao	PROPN
assc-56657	50	6	,	,	PUNCT
assc-56657	50	7	tong	tong	PROPN
assc-56657	50	8	et	et	PROPN
assc-56657	50	9	al	al	PROPN
assc-56657	50	10	.	.	PROPN
assc-56657	50	11	(	(	PUNCT
assc-56657	50	12	2023	2023	NUM
assc-56657	50	13	)	)	PUNCT
assc-56657	50	14	proposed	propose	VERB
assc-56657	50	15	the	the	DET
assc-56657	50	16	videomae	videomae	PROPN
assc-56657	50	17	model	model	NOUN
assc-56657	50	18	,	,	PUNCT
assc-56657	50	19	which	which	PRON
assc-56657	50	20	performs	perform	VERB
assc-56657	50	21	pre	pre	ADJ
assc-56657	50	22	-	-	NOUN
assc-56657	50	23	training	train	VERB
assc-56657	50	24	through	through	ADP
assc-56657	50	25	a	a	DET
assc-56657	50	26	“	"	PUNCT
assc-56657	50	27	dual	dual	ADJ
assc-56657	50	28	masking	masking	NOUN
assc-56657	50	29	strategy	strategy	NOUN
assc-56657	50	30	”	"	PUNCT
assc-56657	50	31	:	:	PUNCT
assc-56657	50	32	the	the	DET
assc-56657	50	33	encoder	encoder	NOUN
assc-56657	50	34	processes	process	VERB
assc-56657	50	35	a	a	DET
assc-56657	50	36	subset	subset	NOUN
assc-56657	50	37	of	of	ADP
assc-56657	50	38	video	video	NOUN
assc-56657	50	39	tokens	token	NOUN
assc-56657	50	40	,	,	PUNCT
assc-56657	50	41	while	while	SCONJ
assc-56657	50	42	the	the	DET
assc-56657	50	43	decoder	decoder	NOUN
assc-56657	50	44	reconstructs	reconstruct	VERB
assc-56657	50	45	another	another	DET
assc-56657	50	46	subset	subset	NOUN
assc-56657	50	47	.	.	PUNCT
assc-56657	51	1	this	this	PRON
assc-56657	51	2	enables	enable	VERB
assc-56657	51	3	efficient	efficient	ADJ
assc-56657	51	4	spatiotemporal	spatiotemporal	ADJ
assc-56657	51	5	feature	feature	NOUN
assc-56657	51	6	learning	learn	VERB
assc-56657	51	7	at	at	ADP
assc-56657	51	8	the	the	DET
assc-56657	51	9	billion	billion	NUM
assc-56657	51	10	-	-	PUNCT
assc-56657	51	11	parameter	parameter	NOUN
assc-56657	51	12	scale	scale	NOUN
assc-56657	51	13	,	,	PUNCT
assc-56657	51	14	with	with	ADP
assc-56657	51	15	action	action	NOUN
assc-56657	51	16	detection	detection	NOUN
assc-56657	51	17	accuracy	accuracy	NOUN
assc-56657	51	18	improved	improve	VERB
assc-56657	51	19	by	by	ADP
assc-56657	51	20	over	over	ADP
assc-56657	51	21	15	15	NUM
assc-56657	51	22	%	%	NOUN
assc-56657	51	23	after	after	ADP
assc-56657	51	24	fine	fine	NOUN
assc-56657	51	25	-	-	PUNCT
assc-56657	51	26	tuning	tuning	NOUN
assc-56657	51	27	.	.	PUNCT
assc-56657	52	1	lu	lu	PROPN
assc-56657	52	2	et	et	PROPN
assc-56657	52	3	al	al	PROPN
assc-56657	52	4	.	.	PROPN
assc-56657	52	5	proposed	propose	VERB
assc-56657	52	6	the	the	DET
assc-56657	52	7	ftp	ftp	PROPN
assc-56657	52	8	framework	framework	PROPN
assc-56657	52	9	,	,	PUNCT
assc-56657	52	10	which	which	PRON
assc-56657	52	11	combines	combine	VERB
assc-56657	52	12	vision	vision	NOUN
assc-56657	52	13	transformer	transformer	NOUN
assc-56657	52	14	(	(	PUNCT
assc-56657	52	15	vit	vit	NOUN
assc-56657	52	16	)	)	PUNCT
assc-56657	52	17	with	with	ADP
assc-56657	52	18	vision	vision	NOUN
assc-56657	52	19	-	-	PUNCT
assc-56657	52	20	language	language	NOUN
assc-56657	52	21	models	model	NOUN
assc-56657	52	22	(	(	PUNCT
assc-56657	52	23	such	such	ADJ
assc-56657	52	24	as	as	ADP
assc-56657	52	25	llava	llava	ADJ
assc-56657	52	26	)	)	PUNCT
assc-56657	52	27	.	.	PUNCT
assc-56657	53	1	it	it	PRON
assc-56657	53	2	retains	retain	VERB
assc-56657	53	3	the	the	DET
assc-56657	53	4	global	global	ADJ
assc-56657	53	5	modeling	modeling	NOUN
assc-56657	53	6	capability	capability	NOUN
assc-56657	53	7	of	of	ADP
assc-56657	53	8	vit	vit	NOUN
assc-56657	53	9	and	and	CCONJ
assc-56657	53	10	enhances	enhance	VERB
assc-56657	53	11	the	the	DET
assc-56657	53	12	semantic	semantic	ADJ
assc-56657	53	13	expression	expression	NOUN
assc-56657	53	14	of	of	ADP
assc-56657	53	15	visual	visual	ADJ
assc-56657	53	16	encoding	encoding	NOUN
assc-56657	53	17	by	by	ADP
assc-56657	53	18	aligning	align	VERB
assc-56657	53	19	with	with	ADP
assc-56657	53	20	vlm	vlm	NOUN
assc-56657	53	21	outputs	output	NOUN
assc-56657	53	22	,	,	PUNCT
assc-56657	53	23	achieving	achieve	VERB
assc-56657	53	24	a	a	DET
assc-56657	53	25	frame	frame	NOUN
assc-56657	53	26	-	-	PUNCT
assc-56657	53	27	map	map	NOUN
assc-56657	53	28	of	of	ADP
assc-56657	53	29	32.6	32.6	NUM
assc-56657	53	30	%	%	NOUN
assc-56657	53	31	on	on	ADP
assc-56657	53	32	the	the	DET
assc-56657	53	33	ava	ava	PROPN
assc-56657	53	34	dataset	dataset	PROPN
assc-56657	53	35	(	(	PUNCT
assc-56657	53	36	lu	lu	PROPN
assc-56657	53	37	,	,	PUNCT
assc-56657	53	38	jian	jian	PROPN
assc-56657	53	39	,	,	PUNCT
assc-56657	53	40	poppe	poppe	PROPN
assc-56657	53	41	&	&	CCONJ
assc-56657	53	42	salah	salah	PROPN
assc-56657	53	43	,	,	PUNCT
assc-56657	53	44	2024	2024	NUM
assc-56657	53	45	)	)	PUNCT
assc-56657	53	46	.	.	PUNCT
assc-56657	54	1	in	in	ADP
assc-56657	54	2	addition	addition	NOUN
assc-56657	54	3	,	,	PUNCT
assc-56657	54	4	zhao	zhao	PROPN
assc-56657	54	5	et	et	PROPN
assc-56657	54	6	al	al	PROPN
assc-56657	54	7	.	.	PROPN
assc-56657	54	8	proposed	propose	VERB
assc-56657	54	9	the	the	DET
assc-56657	54	10	tuber	tuber	PROPN
assc-56657	54	11	model	model	NOUN
assc-56657	54	12	,	,	PUNCT
assc-56657	54	13	which	which	PRON
assc-56657	54	14	combines	combine	VERB
assc-56657	54	15	3d	3d	PROPN
assc-56657	54	16	cnns	cnn	NOUN
assc-56657	54	17	with	with	ADP
assc-56657	54	18	transformers	transformer	NOUN
assc-56657	54	19	.	.	PUNCT
assc-56657	55	1	it	it	PRON
assc-56657	55	2	predicts	predict	VERB
assc-56657	55	3	the	the	DET
assc-56657	55	4	spatiotemporal	spatiotemporal	ADJ
assc-56657	55	5	boundaries	boundary	NOUN
assc-56657	55	6	of	of	ADP
assc-56657	55	7	action	action	NOUN
assc-56657	55	8	tubes	tube	NOUN
assc-56657	55	9	through	through	ADP
assc-56657	55	10	a	a	DET
assc-56657	55	11	transformer	transformer	NOUN
assc-56657	55	12	decoder	decoder	NOUN
assc-56657	55	13	,	,	PUNCT
assc-56657	55	14	addressing	address	VERB
assc-56657	55	15	the	the	DET
assc-56657	55	16	limitation	limitation	NOUN
assc-56657	55	17	of	of	ADP
assc-56657	55	18	3d	3d	PROPN
assc-56657	55	19	cnns	cnn	NOUN
assc-56657	55	20	with	with	ADP
assc-56657	55	21	fixed	fix	VERB
assc-56657	55	22	clip	clip	NOUN
assc-56657	55	23	lengths	length	NOUN
assc-56657	55	24	,	,	PUNCT
assc-56657	55	25	and	and	CCONJ
assc-56657	55	26	achieves	achieve	VERB
assc-56657	55	27	a	a	DET
assc-56657	55	28	video	video	NOUN
assc-56657	55	29	-	-	PUNCT
assc-56657	55	30	map	map	NOUN
assc-56657	55	31	of	of	ADP
assc-56657	55	32	58.4	58.4	NUM
assc-56657	55	33	%	%	NOUN
assc-56657	55	34	on	on	ADP
assc-56657	55	35	the	the	DET
assc-56657	55	36	ucf101	ucf101	NOUN
assc-56657	55	37	-	-	PUNCT
assc-56657	55	38	24	24	NUM
assc-56657	55	39	dataset	dataset	NOUN
assc-56657	55	40	.	.	PUNCT
assc-56657	56	1	the	the	DET
assc-56657	56	2	advantages	advantage	NOUN
assc-56657	56	3	of	of	ADP
assc-56657	56	4	such	such	ADJ
assc-56657	56	5	methods	method	NOUN
assc-56657	56	6	lie	lie	VERB
assc-56657	56	7	in	in	ADP
assc-56657	56	8	their	their	PRON
assc-56657	56	9	strong	strong	ADJ
assc-56657	56	10	global	global	ADJ
assc-56657	56	11	temporal	temporal	ADJ
assc-56657	56	12	modeling	modeling	NOUN
assc-56657	56	13	capability	capability	NOUN
assc-56657	56	14	,	,	PUNCT
assc-56657	56	15	making	make	VERB
assc-56657	56	16	them	they	PRON
assc-56657	56	17	suitable	suitable	ADJ
assc-56657	56	18	for	for	ADP
assc-56657	56	19	long	long	ADJ
assc-56657	56	20	video	video	NOUN
assc-56657	56	21	action	action	NOUN
assc-56657	56	22	detection	detection	NOUN
assc-56657	56	23	.	.	PUNCT
assc-56657	57	1	however	however	ADV
assc-56657	57	2	,	,	PUNCT
assc-56657	57	3	they	they	PRON
assc-56657	57	4	have	have	VERB
assc-56657	57	5	high	high	ADJ
assc-56657	57	6	computational	computational	ADJ
assc-56657	57	7	costs	cost	NOUN
assc-56657	57	8	,	,	PUNCT
assc-56657	57	9	www.scholink.org/ojs/index.php/assc	www.scholink.org/ojs/index.php/assc	PROPN
assc-56657	57	10	advances	advance	VERB
assc-56657	57	11	in	in	ADP
assc-56657	57	12	social	social	ADJ
assc-56657	57	13	science	science	NOUN
assc-56657	57	14	and	and	CCONJ
assc-56657	57	15	culture	culture	NOUN
assc-56657	57	16	vol	vol	NOUN
assc-56657	57	17	.	.	PROPN
assc-56657	58	1	7	7	NUM
assc-56657	58	2	no	no	NOUN
assc-56657	58	3	.	.	NOUN
assc-56657	58	4	5	5	NUM
assc-56657	58	5	,	,	PUNCT
assc-56657	58	6	2025	2025	NUM
assc-56657	58	7	published	publish	VERB
assc-56657	58	8	by	by	ADP
assc-56657	58	9	scholink	scholink	PROPN
assc-56657	58	10	inc	inc	PROPN
assc-56657	58	11	.	.	PROPN
assc-56657	58	12	144	144	NUM
assc-56657	58	13	strong	strong	ADJ
assc-56657	58	14	dependence	dependence	NOUN
assc-56657	58	15	on	on	ADP
assc-56657	58	16	large	large	ADJ
assc-56657	58	17	-	-	PUNCT
assc-56657	58	18	scale	scale	NOUN
assc-56657	58	19	annotated	annotate	VERB
assc-56657	58	20	data	datum	NOUN
assc-56657	58	21	,	,	PUNCT
assc-56657	58	22	and	and	CCONJ
assc-56657	58	23	face	face	VERB
assc-56657	58	24	significant	significant	ADJ
assc-56657	58	25	challenges	challenge	NOUN
assc-56657	58	26	in	in	ADP
assc-56657	58	27	deployment	deployment	NOUN
assc-56657	58	28	on	on	ADP
assc-56657	58	29	edge	edge	NOUN
assc-56657	58	30	devices	device	NOUN
assc-56657	58	31	.	.	PUNCT
assc-56657	59	1	2.3	2.3	NUM
assc-56657	59	2	methods	method	NOUN
assc-56657	59	3	based	base	VERB
assc-56657	59	4	on	on	ADP
assc-56657	59	5	multi	multi	ADJ
assc-56657	59	6	-	-	ADJ
assc-56657	59	7	interaction	interaction	NOUN
assc-56657	59	8	relationship	relationship	NOUN
assc-56657	59	9	modeling	modeling	NOUN
assc-56657	59	10	in	in	ADP
assc-56657	59	11	complex	complex	ADJ
assc-56657	59	12	scenarios	scenario	NOUN
assc-56657	59	13	,	,	PUNCT
assc-56657	59	14	the	the	DET
assc-56657	59	15	semantic	semantic	ADJ
assc-56657	59	16	understanding	understanding	NOUN
assc-56657	59	17	of	of	ADP
assc-56657	59	18	actions	action	NOUN
assc-56657	59	19	highly	highly	ADV
assc-56657	59	20	depends	depend	VERB
assc-56657	59	21	on	on	ADP
assc-56657	59	22	spatial	spatial	ADJ
assc-56657	59	23	interactions	interaction	NOUN
assc-56657	59	24	between	between	ADP
assc-56657	59	25	“	"	PUNCT
assc-56657	59	26	people	people	NOUN
assc-56657	59	27	and	and	CCONJ
assc-56657	59	28	people	people	NOUN
assc-56657	59	29	”	"	PUNCT
assc-56657	59	30	or	or	CCONJ
assc-56657	59	31	“	"	PUNCT
assc-56657	59	32	people	people	NOUN
assc-56657	59	33	and	and	CCONJ
assc-56657	59	34	objects	object	NOUN
assc-56657	59	35	”	"	PUNCT
assc-56657	59	36	,	,	PUNCT
assc-56657	59	37	as	as	ADV
assc-56657	59	38	well	well	ADV
assc-56657	59	39	as	as	ADP
assc-56657	59	40	temporal	temporal	ADJ
assc-56657	59	41	interactions	interaction	NOUN
assc-56657	59	42	between	between	ADP
assc-56657	59	43	“	"	PUNCT
assc-56657	59	44	frames	frame	NOUN
assc-56657	59	45	and	and	CCONJ
assc-56657	59	46	frames	frame	NOUN
assc-56657	59	47	.	.	PUNCT
assc-56657	59	48	”	"	PUNCT
assc-56657	60	1	most	most	ADJ
assc-56657	60	2	existing	exist	VERB
assc-56657	60	3	methods	method	NOUN
assc-56657	60	4	focus	focus	VERB
assc-56657	60	5	on	on	ADP
assc-56657	60	6	a	a	DET
assc-56657	60	7	single	single	ADJ
assc-56657	60	8	type	type	NOUN
assc-56657	60	9	of	of	ADP
assc-56657	60	10	interaction	interaction	NOUN
assc-56657	60	11	,	,	PUNCT
assc-56657	60	12	which	which	PRON
assc-56657	60	13	limits	limit	VERB
assc-56657	60	14	detection	detection	NOUN
assc-56657	60	15	accuracy	accuracy	NOUN
assc-56657	60	16	.	.	PUNCT
assc-56657	61	1	methods	method	NOUN
assc-56657	61	2	based	base	VERB
assc-56657	61	3	on	on	ADP
assc-56657	61	4	multi	multi	ADJ
assc-56657	61	5	-	-	ADJ
assc-56657	61	6	interaction	interaction	NOUN
assc-56657	61	7	relationship	relationship	NOUN
assc-56657	61	8	modeling	modeling	NOUN
assc-56657	61	9	explicitly	explicitly	ADV
assc-56657	61	10	capture	capture	VERB
assc-56657	61	11	multi	multi	ADJ
assc-56657	61	12	-	-	ADJ
assc-56657	61	13	dimensional	dimensional	ADJ
assc-56657	61	14	correlations	correlation	NOUN
assc-56657	61	15	,	,	PUNCT
assc-56657	61	16	significantly	significantly	ADV
assc-56657	61	17	enhancing	enhance	VERB
assc-56657	61	18	adaptability	adaptability	NOUN
assc-56657	61	19	to	to	ADP
assc-56657	61	20	complex	complex	ADJ
assc-56657	61	21	scenarios	scenario	NOUN
assc-56657	61	22	.	.	PUNCT
assc-56657	62	1	tang	tang	PROPN
assc-56657	62	2	,	,	PUNCT
assc-56657	62	3	xia	xia	PROPN
assc-56657	62	4	,	,	PUNCT
assc-56657	62	5	mu	mu	PROPN
assc-56657	62	6	,	,	PUNCT
assc-56657	62	7	pang	pang	NOUN
assc-56657	62	8	,	,	PUNCT
assc-56657	62	9	and	and	CCONJ
assc-56657	62	10	lu	lu	PROPN
assc-56657	62	11	(	(	PUNCT
assc-56657	62	12	2020	2020	NUM
assc-56657	62	13	)	)	PUNCT
assc-56657	62	14	proposed	propose	VERB
assc-56657	62	15	the	the	DET
assc-56657	62	16	aia	aia	PROPN
assc-56657	62	17	network	network	PROPN
assc-56657	62	18	(	(	PUNCT
assc-56657	62	19	asynchronous	asynchronous	ADJ
assc-56657	62	20	interaction	interaction	NOUN
assc-56657	62	21	aggregation	aggregation	NOUN
assc-56657	62	22	network	network	NOUN
assc-56657	62	23	)	)	PUNCT
assc-56657	62	24	,	,	PUNCT
assc-56657	62	25	which	which	PRON
assc-56657	62	26	serially	serially	ADV
assc-56657	62	27	stacks	stack	VERB
assc-56657	62	28	interaction	interaction	NOUN
assc-56657	62	29	modules	module	NOUN
assc-56657	62	30	for	for	ADP
assc-56657	62	31	“	"	PUNCT
assc-56657	62	32	person	person	NOUN
assc-56657	62	33	-	-	PUNCT
assc-56657	62	34	person	person	NOUN
assc-56657	62	35	”	"	PUNCT
assc-56657	62	36	,	,	PUNCT
assc-56657	62	37	“	"	PUNCT
assc-56657	62	38	person	person	NOUN
assc-56657	62	39	-	-	PUNCT
assc-56657	62	40	object	object	NOUN
assc-56657	62	41	”	"	PUNCT
assc-56657	62	42	,	,	PUNCT
assc-56657	62	43	and	and	CCONJ
assc-56657	62	44	“	"	PUNCT
assc-56657	62	45	person	person	NOUN
assc-56657	62	46	-	-	PUNCT
assc-56657	62	47	temporal	temporal	ADJ
assc-56657	62	48	memory	memory	NOUN
assc-56657	62	49	”	"	PUNCT
assc-56657	62	50	interactions	interaction	NOUN
assc-56657	62	51	,	,	PUNCT
assc-56657	62	52	integrating	integrate	VERB
assc-56657	62	53	interaction	interaction	NOUN
assc-56657	62	54	relationships	relationship	NOUN
assc-56657	62	55	into	into	ADP
assc-56657	62	56	a	a	DET
assc-56657	62	57	hierarchical	hierarchical	ADJ
assc-56657	62	58	structure	structure	NOUN
assc-56657	62	59	for	for	ADP
assc-56657	62	60	collaborative	collaborative	ADJ
assc-56657	62	61	work	work	NOUN
assc-56657	62	62	:	:	PUNCT
assc-56657	62	63	the	the	DET
assc-56657	62	64	“	"	PUNCT
assc-56657	62	65	person	person	NOUN
assc-56657	62	66	-	-	PUNCT
assc-56657	62	67	person	person	NOUN
assc-56657	62	68	interaction	interaction	NOUN
assc-56657	62	69	”	"	PUNCT
assc-56657	62	70	module	module	NOUN
assc-56657	62	71	models	model	NOUN
assc-56657	62	72	multi	multi	ADJ
assc-56657	62	73	-	-	ADJ
assc-56657	62	74	target	target	ADJ
assc-56657	62	75	limb	limb	NOUN
assc-56657	62	76	correlations	correlation	NOUN
assc-56657	62	77	;	;	PUNCT
assc-56657	62	78	the	the	DET
assc-56657	62	79	“	"	PUNCT
assc-56657	62	80	person	person	NOUN
assc-56657	62	81	-	-	PUNCT
assc-56657	62	82	object	object	NOUN
assc-56657	62	83	interaction	interaction	NOUN
assc-56657	62	84	”	"	PUNCT
assc-56657	62	85	module	module	NOUN
assc-56657	62	86	parses	parse	VERB
assc-56657	62	87	the	the	DET
assc-56657	62	88	spatial	spatial	ADJ
assc-56657	62	89	dependencies	dependency	NOUN
assc-56657	62	90	between	between	ADP
assc-56657	62	91	actors	actor	NOUN
assc-56657	62	92	and	and	CCONJ
assc-56657	62	93	scene	scene	NOUN
assc-56657	62	94	objects	object	NOUN
assc-56657	62	95	;	;	PUNCT
assc-56657	62	96	the	the	DET
assc-56657	62	97	“	"	PUNCT
assc-56657	62	98	person	person	NOUN
assc-56657	62	99	-	-	PUNCT
assc-56657	62	100	temporal	temporal	ADJ
assc-56657	62	101	memory	memory	NOUN
assc-56657	62	102	”	"	PUNCT
assc-56657	62	103	module	module	NOUN
assc-56657	62	104	captures	capture	VERB
assc-56657	62	105	long	long	ADJ
assc-56657	62	106	-	-	PUNCT
assc-56657	62	107	term	term	NOUN
assc-56657	62	108	action	action	NOUN
assc-56657	62	109	dynamics	dynamic	NOUN
assc-56657	62	110	,	,	PUNCT
assc-56657	62	111	resulting	result	VERB
assc-56657	62	112	in	in	ADP
assc-56657	62	113	an	an	DET
assc-56657	62	114	8.7	8.7	NUM
assc-56657	62	115	%	%	NOUN
assc-56657	62	116	improvement	improvement	NOUN
assc-56657	62	117	in	in	ADP
assc-56657	62	118	video	video	NOUN
assc-56657	62	119	-	-	PUNCT
assc-56657	62	120	map	map	NOUN
assc-56657	62	121	on	on	ADP
assc-56657	62	122	the	the	DET
assc-56657	62	123	thumos’14	thumos’14	NOUN
assc-56657	62	124	dataset	dataset	NOUN
assc-56657	62	125	.	.	PUNCT
assc-56657	63	1	pan	pan	PROPN
assc-56657	63	2	,	,	PUNCT
assc-56657	63	3	chen	chen	PROPN
assc-56657	63	4	,	,	PUNCT
assc-56657	63	5	shou	shou	PROPN
assc-56657	63	6	,	,	PUNCT
assc-56657	63	7	liu	liu	PROPN
assc-56657	63	8	,	,	PUNCT
assc-56657	63	9	shao	shao	PROPN
assc-56657	63	10	,	,	PUNCT
assc-56657	63	11	and	and	CCONJ
assc-56657	63	12	li	li	PROPN
assc-56657	63	13	(	(	PUNCT
assc-56657	63	14	2021	2021	NUM
assc-56657	63	15	)	)	PUNCT
assc-56657	63	16	proposed	propose	VERB
assc-56657	63	17	acar	acar	NOUN
assc-56657	63	18	-	-	PUNCT
assc-56657	63	19	net	net	NOUN
assc-56657	63	20	,	,	PUNCT
assc-56657	63	21	which	which	PRON
assc-56657	63	22	not	not	PART
assc-56657	63	23	only	only	ADV
assc-56657	63	24	models	model	VERB
assc-56657	63	25	direct	direct	ADJ
assc-56657	63	26	interactions	interaction	NOUN
assc-56657	63	27	between	between	ADP
assc-56657	63	28	person	person	NOUN
assc-56657	63	29	-	-	PUNCT
assc-56657	63	30	object	object	NOUN
assc-56657	63	31	pairs	pair	NOUN
assc-56657	63	32	but	but	CCONJ
assc-56657	63	33	also	also	ADV
assc-56657	63	34	designs	design	VERB
assc-56657	63	35	a	a	DET
assc-56657	63	36	high	high	ADJ
assc-56657	63	37	-	-	PUNCT
assc-56657	63	38	order	order	NOUN
assc-56657	63	39	relation	relation	NOUN
assc-56657	63	40	reasoning	reasoning	NOUN
assc-56657	63	41	operator	operator	NOUN
assc-56657	63	42	(	(	PUNCT
assc-56657	63	43	hr2o	hr2o	NOUN
assc-56657	63	44	)	)	PUNCT
assc-56657	63	45	to	to	PART
assc-56657	63	46	capture	capture	VERB
assc-56657	63	47	indirect	indirect	ADJ
assc-56657	63	48	correlations	correlation	NOUN
assc-56657	63	49	among	among	ADP
assc-56657	63	50	multiple	multiple	ADJ
assc-56657	63	51	objects	object	NOUN
assc-56657	63	52	.	.	PUNCT
assc-56657	64	1	by	by	ADP
assc-56657	64	2	storing	store	VERB
assc-56657	64	3	full	full	ADJ
assc-56657	64	4	-	-	PUNCT
assc-56657	64	5	video	video	NOUN
assc-56657	64	6	high	high	ADJ
assc-56657	64	7	-	-	PUNCT
assc-56657	64	8	order	order	NOUN
assc-56657	64	9	relationship	relationship	NOUN
assc-56657	64	10	information	information	NOUN
assc-56657	64	11	through	through	ADP
assc-56657	64	12	an	an	DET
assc-56657	64	13	actor	actor	NOUN
assc-56657	64	14	-	-	PUNCT
assc-56657	64	15	context	context	NOUN
assc-56657	64	16	feature	feature	NOUN
assc-56657	64	17	bank	bank	NOUN
assc-56657	64	18	(	(	PUNCT
assc-56657	64	19	acfb	acfb	PROPN
assc-56657	64	20	)	)	PUNCT
assc-56657	64	21	,	,	PUNCT
assc-56657	64	22	it	it	PRON
assc-56657	64	23	achieves	achieve	VERB
assc-56657	64	24	a	a	DET
assc-56657	64	25	frame	frame	NOUN
assc-56657	64	26	-	-	PUNCT
assc-56657	64	27	map	map	NOUN
assc-56657	64	28	of	of	ADP
assc-56657	64	29	33.3	33.3	NUM
assc-56657	64	30	%	%	NOUN
assc-56657	64	31	on	on	ADP
assc-56657	64	32	the	the	DET
assc-56657	64	33	ava	ava	PROPN
assc-56657	64	34	dataset	dataset	PROPN
assc-56657	64	35	.	.	PUNCT
assc-56657	65	1	wu	wu	PROPN
assc-56657	65	2	et	et	PROPN
assc-56657	65	3	al	al	PROPN
assc-56657	65	4	.	.	PROPN
assc-56657	65	5	proposed	propose	VERB
assc-56657	65	6	the	the	DET
assc-56657	65	7	long	long	ADJ
assc-56657	65	8	-	-	PUNCT
assc-56657	65	9	term	term	NOUN
assc-56657	65	10	feature	feature	NOUN
assc-56657	65	11	bank	bank	NOUN
assc-56657	65	12	(	(	PUNCT
assc-56657	65	13	lfb	lfb	PROPN
assc-56657	65	14	)	)	PUNCT
assc-56657	65	15	,	,	PUNCT
assc-56657	65	16	which	which	PRON
assc-56657	65	17	provides	provide	VERB
assc-56657	65	18	the	the	DET
assc-56657	65	19	model	model	NOUN
assc-56657	65	20	with	with	ADP
assc-56657	65	21	long	long	ADJ
assc-56657	65	22	-	-	PUNCT
assc-56657	65	23	temporal	temporal	ADJ
assc-56657	65	24	context	context	NOUN
assc-56657	65	25	support	support	NOUN
assc-56657	65	26	by	by	ADP
assc-56657	65	27	integrating	integrate	VERB
assc-56657	65	28	roi	roi	NOUN
assc-56657	65	29	features	feature	NOUN
assc-56657	65	30	over	over	ADP
assc-56657	65	31	fixed	fix	VERB
assc-56657	65	32	time	time	NOUN
assc-56657	65	33	steps	step	NOUN
assc-56657	65	34	:	:	PUNCT
assc-56657	65	35	the	the	DET
assc-56657	65	36	lfb	lfb	PROPN
assc-56657	65	37	module	module	NOUN
assc-56657	65	38	records	record	NOUN
assc-56657	65	39	action	action	NOUN
assc-56657	65	40	features	feature	NOUN
assc-56657	65	41	of	of	ADP
assc-56657	65	42	the	the	DET
assc-56657	65	43	entire	entire	ADJ
assc-56657	65	44	video	video	NOUN
assc-56657	65	45	,	,	PUNCT
assc-56657	65	46	and	and	CCONJ
assc-56657	65	47	the	the	DET
assc-56657	65	48	feature	feature	NOUN
assc-56657	65	49	bank	bank	NOUN
assc-56657	65	50	operator	operator	NOUN
assc-56657	65	51	calculates	calculate	VERB
assc-56657	65	52	the	the	DET
assc-56657	65	53	interaction	interaction	NOUN
assc-56657	65	54	relationship	relationship	NOUN
assc-56657	65	55	between	between	ADP
assc-56657	65	56	short	short	ADJ
assc-56657	65	57	-	-	PUNCT
assc-56657	65	58	term	term	NOUN
assc-56657	65	59	roi	roi	NOUN
assc-56657	65	60	features	feature	NOUN
assc-56657	65	61	and	and	CCONJ
assc-56657	65	62	long	long	ADJ
assc-56657	65	63	-	-	PUNCT
assc-56657	65	64	term	term	NOUN
assc-56657	65	65	features	feature	NOUN
assc-56657	65	66	through	through	ADP
assc-56657	65	67	an	an	DET
assc-56657	65	68	attention	attention	NOUN
assc-56657	65	69	mechanism	mechanism	NOUN
assc-56657	65	70	,	,	PUNCT
assc-56657	65	71	achieving	achieve	VERB
assc-56657	65	72	a	a	DET
assc-56657	65	73	frame	frame	NOUN
assc-56657	65	74	-	-	PUNCT
assc-56657	65	75	map	map	NOUN
assc-56657	65	76	of	of	ADP
assc-56657	65	77	61.6	61.6	NUM
assc-56657	65	78	%	%	NOUN
assc-56657	65	79	on	on	ADP
assc-56657	65	80	the	the	DET
assc-56657	65	81	thumos’14	thumos’14	NOUN
assc-56657	65	82	dataset	dataset	NOUN
assc-56657	65	83	(	(	PUNCT
assc-56657	65	84	wu	wu	PROPN
assc-56657	65	85	,	,	PUNCT
assc-56657	65	86	feichtenhofer	feichtenhofer	NOUN
assc-56657	65	87	,	,	PUNCT
assc-56657	65	88	fan	fan	PROPN
assc-56657	65	89	,	,	PUNCT
assc-56657	65	90	he	he	PRON
assc-56657	65	91	,	,	PUNCT
assc-56657	65	92	krahenbuhl	krahenbuhl	PROPN
assc-56657	65	93	,	,	PUNCT
assc-56657	65	94	&	&	CCONJ
assc-56657	65	95	girshick	girshick	PROPN
assc-56657	65	96	,	,	PUNCT
assc-56657	65	97	2019	2019	NUM
assc-56657	65	98	)	)	PUNCT
assc-56657	65	99	.	.	PUNCT
assc-56657	66	1	3	3	X
assc-56657	66	2	.	.	X
assc-56657	66	3	key	key	ADJ
assc-56657	66	4	technologies	technology	NOUN
assc-56657	66	5	focusing	focus	VERB
assc-56657	66	6	on	on	ADP
assc-56657	66	7	the	the	DET
assc-56657	66	8	three	three	NUM
assc-56657	66	9	goals	goal	NOUN
assc-56657	66	10	of	of	ADP
assc-56657	66	11	“	"	PUNCT
assc-56657	66	12	accuracy	accuracy	NOUN
assc-56657	66	13	improvement	improvement	NOUN
assc-56657	66	14	”	"	PUNCT
assc-56657	66	15	,	,	PUNCT
assc-56657	66	16	“	"	PUNCT
assc-56657	66	17	efficiency	efficiency	NOUN
assc-56657	66	18	optimization	optimization	NOUN
assc-56657	66	19	”	"	PUNCT
assc-56657	66	20	,	,	PUNCT
assc-56657	66	21	and	and	CCONJ
assc-56657	66	22	“	"	PUNCT
assc-56657	66	23	complex	complex	ADJ
assc-56657	66	24	scenario	scenario	NOUN
assc-56657	66	25	adaptation	adaptation	NOUN
assc-56657	66	26	”	"	PUNCT
assc-56657	66	27	,	,	PUNCT
assc-56657	66	28	researchers	researcher	NOUN
assc-56657	66	29	have	have	AUX
assc-56657	66	30	proposed	propose	VERB
assc-56657	66	31	a	a	DET
assc-56657	66	32	number	number	NOUN
assc-56657	66	33	of	of	ADP
assc-56657	66	34	technological	technological	ADJ
assc-56657	66	35	innovations	innovation	NOUN
assc-56657	66	36	,	,	PUNCT
assc-56657	66	37	forming	form	VERB
assc-56657	66	38	practical	practical	ADJ
assc-56657	66	39	optimization	optimization	NOUN
assc-56657	66	40	paths	path	NOUN
assc-56657	66	41	.	.	PUNCT
assc-56657	67	1	the	the	DET
assc-56657	67	2	details	detail	NOUN
assc-56657	67	3	are	be	AUX
assc-56657	67	4	as	as	SCONJ
assc-56657	67	5	follows	follow	VERB
assc-56657	67	6	.	.	PUNCT
assc-56657	68	1	3.1	3.1	NUM
assc-56657	68	2	feature	feature	NOUN
assc-56657	68	3	enhancement	enhancement	NOUN
assc-56657	68	4	technology	technology	NOUN
assc-56657	68	5	feature	feature	NOUN
assc-56657	68	6	enhancement	enhancement	NOUN
assc-56657	68	7	improves	improve	VERB
assc-56657	68	8	the	the	DET
assc-56657	68	9	discriminability	discriminability	NOUN
assc-56657	68	10	and	and	CCONJ
assc-56657	68	11	robustness	robustness	NOUN
assc-56657	68	12	of	of	ADP
assc-56657	68	13	action	action	NOUN
assc-56657	68	14	information	information	NOUN
assc-56657	68	15	by	by	ADP
assc-56657	68	16	optimizing	optimize	VERB
assc-56657	68	17	the	the	DET
assc-56657	68	18	feature	feature	NOUN
assc-56657	68	19	extraction	extraction	NOUN
assc-56657	68	20	process	process	NOUN
assc-56657	68	21	,	,	PUNCT
assc-56657	68	22	such	such	ADJ
assc-56657	68	23	as	as	ADP
assc-56657	68	24	the	the	DET
assc-56657	68	25	enhancement	enhancement	NOUN
assc-56657	68	26	of	of	ADP
assc-56657	68	27	key	key	ADJ
assc-56657	68	28	features	feature	NOUN
assc-56657	68	29	based	base	VERB
assc-56657	68	30	on	on	ADP
assc-56657	68	31	attention	attention	NOUN
assc-56657	68	32	mechanisms	mechanism	NOUN
assc-56657	68	33	.	.	PUNCT
assc-56657	69	1	the	the	DET
assc-56657	69	2	attention	attention	NOUN
assc-56657	69	3	mechanism	mechanism	NOUN
assc-56657	69	4	focuses	focus	VERB
assc-56657	69	5	on	on	ADP
assc-56657	69	6	key	key	ADJ
assc-56657	69	7	action	action	NOUN
assc-56657	69	8	regions	region	NOUN
assc-56657	69	9	and	and	CCONJ
assc-56657	69	10	suppresses	suppress	VERB
assc-56657	69	11	background	background	NOUN
assc-56657	69	12	interference	interference	NOUN
assc-56657	69	13	by	by	ADP
assc-56657	69	14	dynamically	dynamically	ADV
assc-56657	69	15	adjusting	adjust	VERB
assc-56657	69	16	feature	feature	NOUN
assc-56657	69	17	weights	weight	NOUN
assc-56657	69	18	.	.	PUNCT
assc-56657	70	1	hou	hou	NOUN
assc-56657	70	2	,	,	PUNCT
assc-56657	70	3	zhou	zhou	PROPN
assc-56657	70	4	,	,	PUNCT
assc-56657	70	5	and	and	CCONJ
assc-56657	70	6	feng	feng	X
assc-56657	70	7	(	(	PUNCT
assc-56657	70	8	2021	2021	NUM
assc-56657	70	9	)	)	PUNCT
assc-56657	70	10	proposed	propose	VERB
assc-56657	70	11	the	the	DET
assc-56657	70	12	coordinate	coordinate	ADJ
assc-56657	70	13	attention	attention	NOUN
assc-56657	70	14	(	(	PUNCT
assc-56657	70	15	ca	ca	NOUN
assc-56657	70	16	)	)	PUNCT
assc-56657	70	17	module	module	NOUN
assc-56657	70	18	,	,	PUNCT
assc-56657	70	19	which	which	PRON
assc-56657	70	20	converts	convert	VERB
assc-56657	70	21	feature	feature	NOUN
assc-56657	70	22	maps	map	NOUN
assc-56657	70	23	into	into	ADP
assc-56657	70	24	coordinate	coordinate	NOUN
assc-56657	70	25	representations	representation	NOUN
assc-56657	70	26	along	along	ADP
assc-56657	70	27	the	the	DET
assc-56657	70	28	spatial	spatial	ADJ
assc-56657	70	29	dimension	dimension	NOUN
assc-56657	70	30	,	,	PUNCT
assc-56657	70	31	focusing	focus	VERB
assc-56657	70	32	on	on	ADP
assc-56657	70	33	horizontal	horizontal	ADJ
assc-56657	70	34	and	and	CCONJ
assc-56657	70	35	vertical	vertical	ADJ
assc-56657	70	36	spatial	spatial	ADJ
assc-56657	70	37	dependencies	dependency	NOUN
assc-56657	70	38	respectively	respectively	ADV
assc-56657	70	39	to	to	PART
assc-56657	70	40	enhance	enhance	VERB
assc-56657	70	41	the	the	DET
assc-56657	70	42	model	model	NOUN
assc-56657	70	43	's	's	PART
assc-56657	70	44	sensitivity	sensitivity	NOUN
assc-56657	70	45	www.scholink.org/ojs/index.php/assc	www.scholink.org/ojs/index.php/assc	NOUN
assc-56657	70	46	advances	advance	NOUN
assc-56657	70	47	in	in	ADP
assc-56657	70	48	social	social	ADJ
assc-56657	70	49	science	science	NOUN
assc-56657	70	50	and	and	CCONJ
assc-56657	70	51	culture	culture	NOUN
assc-56657	70	52	vol	vol	NOUN
assc-56657	70	53	.	.	PROPN
assc-56657	71	1	7	7	NUM
assc-56657	72	1	no	no	NOUN
assc-56657	72	2	.	.	NOUN
assc-56657	72	3	5	5	NUM
assc-56657	72	4	,	,	PUNCT
assc-56657	72	5	2025	2025	NUM
assc-56657	72	6	published	publish	VERB
assc-56657	72	7	by	by	ADP
assc-56657	72	8	scholink	scholink	PROPN
assc-56657	72	9	inc	inc	PROPN
assc-56657	72	10	.	.	PROPN
assc-56657	72	11	145	145	NUM
assc-56657	72	12	to	to	PART
assc-56657	72	13	target	target	VERB
assc-56657	72	14	positions	position	NOUN
assc-56657	72	15	.	.	PUNCT
assc-56657	73	1	hu	hu	PROPN
assc-56657	73	2	,	,	PUNCT
assc-56657	73	3	shen	shen	NOUN
assc-56657	73	4	,	,	PUNCT
assc-56657	73	5	and	and	CCONJ
assc-56657	73	6	sun	sun	NOUN
assc-56657	73	7	(	(	PUNCT
assc-56657	73	8	2018	2018	NUM
assc-56657	73	9	)	)	PUNCT
assc-56657	73	10	proposed	propose	VERB
assc-56657	73	11	the	the	DET
assc-56657	73	12	squeeze	squeeze	NOUN
assc-56657	73	13	-	-	PUNCT
assc-56657	73	14	and	and	CCONJ
assc-56657	73	15	-	-	PUNCT
assc-56657	73	16	excitation	excitation	NOUN
assc-56657	73	17	(	(	PUNCT
assc-56657	73	18	se	se	ADJ
assc-56657	73	19	)	)	PUNCT
assc-56657	73	20	module	module	NOUN
assc-56657	73	21	,	,	PUNCT
assc-56657	73	22	which	which	PRON
assc-56657	73	23	obtains	obtain	VERB
assc-56657	73	24	channel	channel	NOUN
assc-56657	73	25	-	-	PUNCT
assc-56657	73	26	level	level	NOUN
assc-56657	73	27	statistical	statistical	ADJ
assc-56657	73	28	features	feature	NOUN
assc-56657	73	29	through	through	ADP
assc-56657	73	30	global	global	ADJ
assc-56657	73	31	average	average	ADJ
assc-56657	73	32	pooling	pooling	NOUN
assc-56657	73	33	and	and	CCONJ
assc-56657	73	34	then	then	ADV
assc-56657	73	35	learns	learn	VERB
assc-56657	73	36	channel	channel	NOUN
assc-56657	73	37	weights	weight	NOUN
assc-56657	73	38	via	via	ADP
assc-56657	73	39	fully	fully	ADV
assc-56657	73	40	connected	connected	ADJ
assc-56657	73	41	layers	layer	NOUN
assc-56657	73	42	to	to	PART
assc-56657	73	43	enhance	enhance	VERB
assc-56657	73	44	key	key	ADJ
assc-56657	73	45	channel	channel	NOUN
assc-56657	73	46	features	feature	NOUN
assc-56657	73	47	.	.	PUNCT
assc-56657	74	1	woo	woo	NOUN
assc-56657	74	2	,	,	PUNCT
assc-56657	74	3	park	park	PROPN
assc-56657	74	4	,	,	PUNCT
assc-56657	74	5	lee	lee	PROPN
assc-56657	74	6	et	et	PROPN
assc-56657	74	7	al	al	PROPN
assc-56657	74	8	.	.	PROPN
assc-56657	75	1	(	(	PUNCT
assc-56657	75	2	2018	2018	NUM
assc-56657	75	3	)	)	PUNCT
assc-56657	75	4	proposed	propose	VERB
assc-56657	75	5	the	the	DET
assc-56657	75	6	cbam	cbam	NOUN
assc-56657	75	7	module	module	NOUN
assc-56657	75	8	,	,	PUNCT
assc-56657	75	9	which	which	PRON
assc-56657	75	10	combines	combine	VERB
assc-56657	75	11	channel	channel	NOUN
assc-56657	75	12	attention	attention	NOUN
assc-56657	75	13	and	and	CCONJ
assc-56657	75	14	spatial	spatial	ADJ
assc-56657	75	15	attention	attention	NOUN
assc-56657	75	16	:	:	PUNCT
assc-56657	75	17	channel	channel	NOUN
assc-56657	75	18	attention	attention	NOUN
assc-56657	75	19	optimizes	optimize	VERB
assc-56657	75	20	channel	channel	NOUN
assc-56657	75	21	weights	weight	NOUN
assc-56657	75	22	,	,	PUNCT
assc-56657	75	23	while	while	SCONJ
assc-56657	75	24	spatial	spatial	ADJ
assc-56657	75	25	attention	attention	NOUN
assc-56657	75	26	locates	locate	VERB
assc-56657	75	27	key	key	ADJ
assc-56657	75	28	spatial	spatial	ADJ
assc-56657	75	29	regions	region	NOUN
assc-56657	75	30	.	.	PUNCT
assc-56657	76	1	after	after	ADP
assc-56657	76	2	introducing	introduce	VERB
assc-56657	76	3	cbam	cbam	NOUN
assc-56657	76	4	into	into	ADP
assc-56657	76	5	the	the	DET
assc-56657	76	6	yowo	yowo	PROPN
assc-56657	76	7	model	model	NOUN
assc-56657	76	8	,	,	PUNCT
assc-56657	76	9	the	the	DET
assc-56657	76	10	frame	frame	NOUN
assc-56657	76	11	-	-	PUNCT
assc-56657	76	12	map	map	NOUN
assc-56657	76	13	on	on	ADP
assc-56657	76	14	the	the	DET
assc-56657	76	15	ucf101	ucf101	NOUN
assc-56657	76	16	-	-	PUNCT
assc-56657	76	17	24	24	NUM
assc-56657	76	18	dataset	dataset	NOUN
assc-56657	76	19	increased	increase	VERB
assc-56657	76	20	by	by	ADP
assc-56657	76	21	1.2	1.2	NUM
assc-56657	76	22	%	%	NOUN
assc-56657	76	23	(	(	PUNCT
assc-56657	76	24	wang	wang	PROPN
assc-56657	76	25	,	,	PUNCT
assc-56657	76	26	ga	ga	PROPN
assc-56657	76	27	,	,	PUNCT
assc-56657	76	28	zhang	zhang	PROPN
assc-56657	76	29	,	,	PUNCT
assc-56657	76	30	and	and	CCONJ
assc-56657	76	31	sang	sing	VERB
assc-56657	76	32	,	,	PUNCT
assc-56657	76	33	2021	2021	NUM
assc-56657	76	34	)	)	PUNCT
assc-56657	76	35	.	.	PUNCT
assc-56657	77	1	3.2	3.2	NUM
assc-56657	77	2	multi	multi	ADJ
assc-56657	77	3	-	-	ADJ
assc-56657	77	4	scale	scale	ADJ
assc-56657	77	5	feature	feature	NOUN
assc-56657	77	6	fusion	fusion	NOUN
assc-56657	77	7	technology	technology	NOUN
assc-56657	77	8	multi	multi	ADJ
assc-56657	77	9	-	-	ADJ
assc-56657	77	10	scale	scale	ADJ
assc-56657	77	11	feature	feature	NOUN
assc-56657	77	12	fusion	fusion	NOUN
assc-56657	77	13	enhances	enhance	VERB
assc-56657	77	14	the	the	DET
assc-56657	77	15	model	model	NOUN
assc-56657	77	16	’s	’s	PART
assc-56657	77	17	adaptability	adaptability	NOUN
assc-56657	77	18	to	to	ADP
assc-56657	77	19	multi	multi	ADJ
assc-56657	77	20	-	-	ADJ
assc-56657	77	21	scale	scale	ADJ
assc-56657	77	22	actions	action	NOUN
assc-56657	77	23	by	by	ADP
assc-56657	77	24	integrating	integrate	VERB
assc-56657	77	25	features	feature	NOUN
assc-56657	77	26	from	from	ADP
assc-56657	77	27	different	different	ADJ
assc-56657	77	28	levels	level	NOUN
assc-56657	77	29	and	and	CCONJ
assc-56657	77	30	modalities	modality	NOUN
assc-56657	77	31	,	,	PUNCT
assc-56657	77	32	with	with	ADP
assc-56657	77	33	common	common	ADJ
assc-56657	77	34	methods	method	NOUN
assc-56657	77	35	based	base	VERB
assc-56657	77	36	on	on	ADP
assc-56657	77	37	feature	feature	NOUN
assc-56657	77	38	pyramid	pyramid	NOUN
assc-56657	77	39	fusion	fusion	NOUN
assc-56657	77	40	.	.	PUNCT
assc-56657	78	1	the	the	DET
assc-56657	78	2	feature	feature	NOUN
assc-56657	78	3	pyramid	pyramid	NOUN
assc-56657	78	4	network	network	NOUN
assc-56657	78	5	(	(	PUNCT
assc-56657	78	6	fpn	fpn	PROPN
assc-56657	78	7	)	)	PUNCT
assc-56657	78	8	fuses	fuse	VERB
assc-56657	78	9	multi	multi	ADJ
assc-56657	78	10	-	-	ADJ
assc-56657	78	11	level	level	ADJ
assc-56657	78	12	features	feature	NOUN
assc-56657	78	13	through	through	ADP
assc-56657	78	14	top	top	ADJ
assc-56657	78	15	-	-	PUNCT
assc-56657	78	16	down	down	NOUN
assc-56657	78	17	and	and	CCONJ
assc-56657	78	18	bottom	bottom	ADJ
assc-56657	78	19	-	-	PUNCT
assc-56657	78	20	up	up	ADP
assc-56657	78	21	paths	path	NOUN
assc-56657	78	22	,	,	PUNCT
assc-56657	78	23	improving	improve	VERB
assc-56657	78	24	the	the	DET
assc-56657	78	25	detection	detection	NOUN
assc-56657	78	26	capability	capability	NOUN
assc-56657	78	27	for	for	ADP
assc-56657	78	28	small	small	ADJ
assc-56657	78	29	targets	target	NOUN
assc-56657	78	30	.	.	PUNCT
assc-56657	79	1	wang	wang	PROPN
assc-56657	79	2	,	,	PUNCT
assc-56657	79	3	gao	gao	PROPN
assc-56657	79	4	,	,	PUNCT
assc-56657	79	5	zhang	zhang	PROPN
assc-56657	79	6	and	and	CCONJ
assc-56657	79	7	sang	sing	VERB
assc-56657	79	8	(	(	PUNCT
assc-56657	79	9	2020	2020	NUM
assc-56657	79	10	)	)	PUNCT
assc-56657	79	11	proposed	propose	VERB
assc-56657	79	12	the	the	DET
assc-56657	79	13	multi	multi	ADJ
assc-56657	79	14	-	-	ADJ
assc-56657	79	15	layer	layer	ADJ
assc-56657	79	16	temporal	temporal	ADJ
assc-56657	79	17	pyramid	pyramid	NOUN
assc-56657	79	18	network	network	NOUN
assc-56657	79	19	(	(	PUNCT
assc-56657	79	20	mltpn	mltpn	NOUN
assc-56657	79	21	)	)	PUNCT
assc-56657	79	22	,	,	PUNCT
assc-56657	79	23	which	which	PRON
assc-56657	79	24	designs	design	VERB
assc-56657	79	25	a	a	DET
assc-56657	79	26	temporal	temporal	ADJ
assc-56657	79	27	h	h	NOUN
assc-56657	79	28	-	-	PUNCT
assc-56657	79	29	module	module	NOUN
assc-56657	79	30	(	(	PUNCT
assc-56657	79	31	thm	thm	PROPN
assc-56657	79	32	)	)	PUNCT
assc-56657	79	33	to	to	PART
assc-56657	79	34	generate	generate	VERB
assc-56657	79	35	multi	multi	ADJ
assc-56657	79	36	-	-	ADJ
assc-56657	79	37	scale	scale	ADJ
assc-56657	79	38	temporal	temporal	ADJ
assc-56657	79	39	features	feature	NOUN
assc-56657	79	40	.	.	PUNCT
assc-56657	80	1	a	a	DET
assc-56657	80	2	pyramid	pyramid	NOUN
assc-56657	80	3	structure	structure	NOUN
assc-56657	80	4	composed	compose	VERB
assc-56657	80	5	of	of	ADP
assc-56657	80	6	cascaded	cascade	VERB
assc-56657	80	7	multiple	multiple	ADJ
assc-56657	80	8	thms	thm	NOUN
assc-56657	80	9	and	and	CCONJ
assc-56657	80	10	convs	convs	NOUN
assc-56657	80	11	is	be	AUX
assc-56657	80	12	constructed	construct	VERB
assc-56657	80	13	to	to	PART
assc-56657	80	14	enhance	enhance	VERB
assc-56657	80	15	the	the	DET
assc-56657	80	16	model	model	NOUN
assc-56657	80	17	’s	’s	PART
assc-56657	80	18	ability	ability	NOUN
assc-56657	80	19	to	to	PART
assc-56657	80	20	capture	capture	VERB
assc-56657	80	21	actions	action	NOUN
assc-56657	80	22	of	of	ADP
assc-56657	80	23	different	different	ADJ
assc-56657	80	24	durations	duration	NOUN
assc-56657	80	25	,	,	PUNCT
assc-56657	80	26	achieving	achieve	VERB
assc-56657	80	27	a	a	DET
assc-56657	80	28	video	video	NOUN
assc-56657	80	29	-	-	PUNCT
assc-56657	80	30	map	map	NOUN
assc-56657	80	31	of	of	ADP
assc-56657	80	32	59.9	59.9	NUM
assc-56657	80	33	%	%	NOUN
assc-56657	80	34	on	on	ADP
assc-56657	80	35	the	the	DET
assc-56657	80	36	thumos’14	thumos’14	NOUN
assc-56657	80	37	dataset	dataset	NOUN
assc-56657	80	38	.	.	PUNCT
assc-56657	81	1	weng	weng	PROPN
assc-56657	81	2	,	,	PUNCT
assc-56657	81	3	pan	pan	PROPN
assc-56657	81	4	,	,	PUNCT
assc-56657	81	5	han	han	PROPN
assc-56657	81	6	,	,	PUNCT
assc-56657	81	7	chang	chang	PROPN
assc-56657	81	8	,	,	PUNCT
assc-56657	81	9	and	and	CCONJ
assc-56657	81	10	zhuang	zhuang	PROPN
assc-56657	81	11	(	(	PUNCT
assc-56657	81	12	2022	2022	NUM
assc-56657	81	13	)	)	PUNCT
assc-56657	81	14	proposed	propose	VERB
assc-56657	81	15	the	the	DET
assc-56657	81	16	spatiotemporal	spatiotemporal	ADJ
assc-56657	81	17	pyramid	pyramid	NOUN
assc-56657	81	18	transforme(stpt	transforme(stpt	PROPN
assc-56657	81	19	)	)	PUNCT
assc-56657	81	20	.	.	PUNCT
assc-56657	82	1	its	its	PRON
assc-56657	82	2	first	first	ADJ
assc-56657	82	3	two	two	NUM
assc-56657	82	4	stages	stage	NOUN
assc-56657	82	5	use	use	VERB
assc-56657	82	6	local	local	ADJ
assc-56657	82	7	spatiotemporal	spatiotemporal	ADJ
assc-56657	82	8	attention	attention	NOUN
assc-56657	82	9	blocks	block	NOUN
assc-56657	82	10	(	(	PUNCT
assc-56657	82	11	lsta	lsta	ADJ
assc-56657	82	12	)	)	PUNCT
assc-56657	82	13	to	to	PART
assc-56657	82	14	capture	capture	VERB
assc-56657	82	15	local	local	ADJ
assc-56657	82	16	patterns	pattern	NOUN
assc-56657	82	17	,	,	PUNCT
assc-56657	82	18	while	while	SCONJ
assc-56657	82	19	the	the	DET
assc-56657	82	20	last	last	ADJ
assc-56657	82	21	two	two	NUM
assc-56657	82	22	stages	stage	NOUN
assc-56657	82	23	use	use	VERB
assc-56657	82	24	global	global	ADJ
assc-56657	82	25	spatiotemporal	spatiotemporal	ADJ
assc-56657	82	26	attention	attention	NOUN
assc-56657	82	27	blocks	block	NOUN
assc-56657	82	28	(	(	PUNCT
assc-56657	82	29	gsta	gsta	PROPN
assc-56657	82	30	)	)	PUNCT
assc-56657	82	31	to	to	PART
assc-56657	82	32	handle	handle	VERB
assc-56657	82	33	long	long	ADJ
assc-56657	82	34	-	-	PUNCT
assc-56657	82	35	range	range	NOUN
assc-56657	82	36	dependencies	dependency	NOUN
assc-56657	82	37	.	.	PUNCT
assc-56657	83	1	finally	finally	ADV
assc-56657	83	2	,	,	PUNCT
assc-56657	83	3	a	a	DET
assc-56657	83	4	temporal	temporal	ADJ
assc-56657	83	5	feature	feature	NOUN
assc-56657	83	6	pyramid	pyramid	NOUN
assc-56657	83	7	network	network	NOUN
assc-56657	83	8	is	be	AUX
assc-56657	83	9	used	use	VERB
assc-56657	83	10	to	to	PART
assc-56657	83	11	reduce	reduce	VERB
assc-56657	83	12	spatiotemporal	spatiotemporal	ADJ
assc-56657	83	13	dimensions	dimension	NOUN
assc-56657	83	14	and	and	CCONJ
assc-56657	83	15	obtain	obtain	VERB
assc-56657	83	16	multi	multi	ADJ
assc-56657	83	17	-	-	ADJ
assc-56657	83	18	scale	scale	ADJ
assc-56657	83	19	temporal	temporal	ADJ
assc-56657	83	20	features	feature	NOUN
assc-56657	83	21	,	,	PUNCT
assc-56657	83	22	achieving	achieve	VERB
assc-56657	83	23	a	a	DET
assc-56657	83	24	frame	frame	NOUN
assc-56657	83	25	-	-	PUNCT
assc-56657	83	26	map	map	NOUN
assc-56657	83	27	of	of	ADP
assc-56657	83	28	30.1	30.1	NUM
assc-56657	83	29	%	%	NOUN
assc-56657	83	30	on	on	ADP
assc-56657	83	31	the	the	DET
assc-56657	83	32	ava	ava	PROPN
assc-56657	83	33	dataset	dataset	PROPN
assc-56657	83	34	.	.	PUNCT
assc-56657	84	1	by	by	ADP
assc-56657	84	2	complementing	complement	VERB
assc-56657	84	3	multi	multi	ADJ
assc-56657	84	4	-	-	ADJ
assc-56657	84	5	scale	scale	ADJ
assc-56657	84	6	features	feature	NOUN
assc-56657	84	7	,	,	PUNCT
assc-56657	84	8	such	such	ADJ
assc-56657	84	9	methods	method	NOUN
assc-56657	84	10	effectively	effectively	ADV
assc-56657	84	11	improve	improve	VERB
assc-56657	84	12	action	action	NOUN
assc-56657	84	13	detection	detection	NOUN
assc-56657	84	14	accuracy	accuracy	NOUN
assc-56657	84	15	in	in	ADP
assc-56657	84	16	complex	complex	ADJ
assc-56657	84	17	scenarios	scenario	NOUN
assc-56657	84	18	.	.	PUNCT
assc-56657	85	1	3.3	3.3	NUM
assc-56657	85	2	interaction	interaction	NOUN
assc-56657	85	3	relationship	relationship	NOUN
assc-56657	85	4	modeling	model	VERB
assc-56657	85	5	technology	technology	NOUN
assc-56657	85	6	interaction	interaction	NOUN
assc-56657	85	7	relationship	relationship	NOUN
assc-56657	85	8	modeling	modeling	NOUN
assc-56657	85	9	enhances	enhance	VERB
assc-56657	85	10	the	the	DET
assc-56657	85	11	ability	ability	NOUN
assc-56657	85	12	to	to	PART
assc-56657	85	13	understand	understand	VERB
assc-56657	85	14	actions	action	NOUN
assc-56657	85	15	in	in	ADP
assc-56657	85	16	complex	complex	ADJ
assc-56657	85	17	scenarios	scenario	NOUN
assc-56657	85	18	by	by	ADP
assc-56657	85	19	explicitly	explicitly	ADV
assc-56657	85	20	capturing	capture	VERB
assc-56657	85	21	associations	association	NOUN
assc-56657	85	22	between	between	ADP
assc-56657	85	23	“	"	PUNCT
assc-56657	85	24	people	people	NOUN
assc-56657	85	25	and	and	CCONJ
assc-56657	85	26	people	people	NOUN
assc-56657	85	27	”	"	PUNCT
assc-56657	85	28	,	,	PUNCT
assc-56657	85	29	“	"	PUNCT
assc-56657	85	30	people	people	NOUN
assc-56657	85	31	and	and	CCONJ
assc-56657	85	32	objects	object	NOUN
assc-56657	85	33	”	"	PUNCT
assc-56657	85	34	,	,	PUNCT
assc-56657	85	35	and	and	CCONJ
assc-56657	85	36	“	"	PUNCT
assc-56657	85	37	frames	frame	NOUN
assc-56657	85	38	and	and	CCONJ
assc-56657	85	39	frames	frame	NOUN
assc-56657	85	40	”	"	PUNCT
assc-56657	85	41	.	.	PUNCT
assc-56657	86	1	for	for	ADP
assc-56657	86	2	example	example	NOUN
assc-56657	86	3	,	,	PUNCT
assc-56657	86	4	spatial	spatial	ADJ
assc-56657	86	5	interaction	interaction	NOUN
assc-56657	86	6	modeling	modeling	NOUN
assc-56657	86	7	focuses	focus	VERB
assc-56657	86	8	on	on	ADP
assc-56657	86	9	the	the	DET
assc-56657	86	10	spatial	spatial	ADJ
assc-56657	86	11	correlations	correlation	NOUN
assc-56657	86	12	between	between	ADP
assc-56657	86	13	actors	actor	NOUN
assc-56657	86	14	,	,	PUNCT
assc-56657	86	15	the	the	DET
assc-56657	86	16	environment	environment	NOUN
assc-56657	86	17	,	,	PUNCT
assc-56657	86	18	and	and	CCONJ
assc-56657	86	19	objects	object	NOUN
assc-56657	86	20	.	.	PUNCT
assc-56657	87	1	sun	sun	PROPN
assc-56657	87	2	c	c	PROPN
assc-56657	87	3	,	,	PUNCT
assc-56657	87	4	shrivastava	shrivastava	PROPN
assc-56657	87	5	,	,	PUNCT
assc-56657	87	6	vondrick	vondrick	NOUN
assc-56657	87	7	,	,	PUNCT
assc-56657	87	8	murphy	murphy	PROPN
assc-56657	87	9	,	,	PUNCT
assc-56657	87	10	sukthankar	sukthankar	PROPN
assc-56657	87	11	and	and	CCONJ
assc-56657	87	12	schmid	schmid	PROPN
assc-56657	87	13	(	(	PUNCT
assc-56657	87	14	2018	2018	NUM
assc-56657	87	15	)	)	PUNCT
assc-56657	87	16	proposed	propose	VERB
assc-56657	87	17	the	the	DET
assc-56657	87	18	actor	actor	NOUN
assc-56657	87	19	-	-	PUNCT
assc-56657	87	20	centered	center	VERB
assc-56657	87	21	relation	relation	NOUN
assc-56657	87	22	network	network	NOUN
assc-56657	87	23	(	(	PUNCT
assc-56657	87	24	acrn	acrn	PROPN
assc-56657	87	25	)	)	PUNCT
assc-56657	87	26	,	,	PUNCT
assc-56657	87	27	which	which	PRON
assc-56657	87	28	uses	use	VERB
assc-56657	87	29	1×1	1×1	NUM
assc-56657	87	30	convolution	convolution	NOUN
assc-56657	87	31	to	to	PART
assc-56657	87	32	calculate	calculate	VERB
assc-56657	87	33	the	the	DET
assc-56657	87	34	relationship	relationship	NOUN
assc-56657	87	35	feature	feature	NOUN
assc-56657	87	36	maps	map	NOUN
assc-56657	87	37	between	between	ADP
assc-56657	87	38	actors	actor	NOUN
assc-56657	87	39	and	and	CCONJ
assc-56657	87	40	surrounding	surround	VERB
assc-56657	87	41	objects	object	NOUN
assc-56657	87	42	,	,	PUNCT
assc-56657	87	43	and	and	CCONJ
assc-56657	87	44	then	then	ADV
assc-56657	87	45	accumulates	accumulate	VERB
assc-56657	87	46	correlation	correlation	NOUN
assc-56657	87	47	information	information	NOUN
assc-56657	87	48	of	of	ADP
assc-56657	87	49	adjacent	adjacent	ADJ
assc-56657	87	50	positions	position	NOUN
assc-56657	87	51	through	through	ADP
assc-56657	87	52	3×3	3×3	NUM
assc-56657	87	53	convolution	convolution	NOUN
assc-56657	87	54	to	to	PART
assc-56657	87	55	strengthen	strengthen	VERB
assc-56657	87	56	the	the	DET
assc-56657	87	57	modeling	modeling	NOUN
assc-56657	87	58	of	of	ADP
assc-56657	87	59	“	"	PUNCT
assc-56657	87	60	person	person	NOUN
assc-56657	87	61	-	-	PUNCT
assc-56657	87	62	object	object	VERB
assc-56657	87	63	”	"	PUNCT
assc-56657	87	64	interactions	interaction	NOUN
assc-56657	87	65	,	,	PUNCT
assc-56657	87	66	achieving	achieve	VERB
assc-56657	87	67	a	a	DET
assc-56657	87	68	frame	frame	NOUN
assc-56657	87	69	-	-	PUNCT
assc-56657	87	70	map	map	NOUN
assc-56657	87	71	of	of	ADP
assc-56657	87	72	82.4	82.4	NUM
assc-56657	87	73	%	%	NOUN
assc-56657	87	74	on	on	ADP
assc-56657	87	75	the	the	DET
assc-56657	87	76	ucf101	ucf101	NOUN
assc-56657	87	77	-	-	PUNCT
assc-56657	87	78	24	24	NUM
assc-56657	87	79	dataset	dataset	NOUN
assc-56657	87	80	.	.	PUNCT
assc-56657	88	1	3.4	3.4	NUM
assc-56657	88	2	loss	loss	NOUN
assc-56657	88	3	function	function	NOUN
assc-56657	88	4	optimization	optimization	NOUN
assc-56657	88	5	technology	technology	NOUN
assc-56657	88	6	loss	loss	NOUN
assc-56657	88	7	function	function	NOUN
assc-56657	88	8	optimization	optimization	NOUN
assc-56657	88	9	improves	improve	VERB
assc-56657	88	10	the	the	DET
assc-56657	88	11	model	model	NOUN
assc-56657	88	12	’s	’s	PART
assc-56657	88	13	prediction	prediction	NOUN
assc-56657	88	14	accuracy	accuracy	NOUN
assc-56657	88	15	by	by	ADP
assc-56657	88	16	refining	refining	NOUN
assc-56657	88	17	bounding	bounding	NOUN
assc-56657	88	18	box	box	NOUN
assc-56657	88	19	regression	regression	NOUN
assc-56657	88	20	loss	loss	NOUN
assc-56657	88	21	and	and	CCONJ
assc-56657	88	22	classification	classification	NOUN
assc-56657	88	23	loss	loss	NOUN
assc-56657	88	24	.	.	PUNCT
assc-56657	89	1	zheng	zheng	PROPN
assc-56657	89	2	,	,	PUNCT
assc-56657	89	3	wang	wang	PROPN
assc-56657	89	4	,	,	PUNCT
assc-56657	89	5	liu	liu	PROPN
assc-56657	89	6	et	et	PROPN
assc-56657	89	7	al	al	PROPN
assc-56657	89	8	.	.	PROPN
assc-56657	89	9	(	(	PUNCT
assc-56657	89	10	2020	2020	NUM
assc-56657	89	11	)	)	PUNCT
assc-56657	89	12	proposed	propose	VERB
assc-56657	89	13	the	the	DET
assc-56657	89	14	ciou	ciou	NOUN
assc-56657	89	15	loss	loss	NOUN
assc-56657	89	16	,	,	PUNCT
assc-56657	89	17	which	which	PRON
assc-56657	89	18	comprehensively	comprehensively	ADV
assc-56657	89	19	considers	consider	VERB
assc-56657	89	20	the	the	DET
assc-56657	89	21	iou	iou	NOUN
assc-56657	89	22	between	between	ADP
assc-56657	89	23	the	the	DET
assc-56657	89	24	predicted	predict	VERB
assc-56657	89	25	box	box	NOUN
assc-56657	89	26	and	and	CCONJ
assc-56657	89	27	the	the	DET
assc-56657	89	28	ground	ground	NOUN
assc-56657	89	29	-	-	PUNCT
assc-56657	89	30	truth	truth	NOUN
assc-56657	89	31	box	box	NOUN
assc-56657	89	32	,	,	PUNCT
assc-56657	89	33	the	the	DET
assc-56657	89	34	distance	distance	NOUN
assc-56657	89	35	www.scholink.org/ojs/index.php/assc	www.scholink.org/ojs/index.php/assc	NOUN
assc-56657	89	36	advances	advance	VERB
assc-56657	89	37	in	in	ADP
assc-56657	89	38	social	social	ADJ
assc-56657	89	39	science	science	NOUN
assc-56657	89	40	and	and	CCONJ
assc-56657	89	41	culture	culture	NOUN
assc-56657	89	42	vol	vol	NOUN
assc-56657	89	43	.	.	PROPN
assc-56657	90	1	7	7	NUM
assc-56657	91	1	no	no	NOUN
assc-56657	91	2	.	.	NOUN
assc-56657	91	3	5	5	NUM
assc-56657	91	4	,	,	PUNCT
assc-56657	91	5	2025	2025	NUM
assc-56657	91	6	published	publish	VERB
assc-56657	91	7	by	by	ADP
assc-56657	91	8	scholink	scholink	PROPN
assc-56657	91	9	inc	inc	PROPN
assc-56657	91	10	.	.	PROPN
assc-56657	91	11	146	146	NUM
assc-56657	91	12	between	between	ADP
assc-56657	91	13	center	center	NOUN
assc-56657	91	14	points	point	NOUN
assc-56657	91	15	,	,	PUNCT
assc-56657	91	16	and	and	CCONJ
assc-56657	91	17	the	the	DET
assc-56657	91	18	aspect	aspect	NOUN
assc-56657	91	19	ratio	ratio	NOUN
assc-56657	91	20	,	,	PUNCT
assc-56657	91	21	thereby	thereby	ADV
assc-56657	91	22	addressing	address	VERB
assc-56657	91	23	the	the	DET
assc-56657	91	24	problem	problem	NOUN
assc-56657	91	25	of	of	ADP
assc-56657	91	26	bounding	bound	VERB
assc-56657	91	27	box	box	PROPN
assc-56657	91	28	regression	regression	NOUN
assc-56657	91	29	bias	bias	NOUN
assc-56657	91	30	.	.	PUNCT
assc-56657	92	1	gevorgyan	gevorgyan	PROPN
assc-56657	92	2	et	et	PROPN
assc-56657	92	3	al	al	PROPN
assc-56657	92	4	.	.	PROPN
assc-56657	93	1	(	(	PUNCT
assc-56657	93	2	2022	2022	NUM
assc-56657	93	3	)	)	PUNCT
assc-56657	93	4	proposed	propose	VERB
assc-56657	93	5	the	the	DET
assc-56657	93	6	siou	siou	NOUN
assc-56657	93	7	loss	loss	NOUN
assc-56657	93	8	,	,	PUNCT
assc-56657	93	9	which	which	PRON
assc-56657	93	10	adds	add	VERB
assc-56657	93	11	angle	angle	NOUN
assc-56657	93	12	loss	loss	NOUN
assc-56657	93	13	(	(	PUNCT
assc-56657	93	14	direction	direction	NOUN
assc-56657	93	15	difference	difference	NOUN
assc-56657	93	16	between	between	ADP
assc-56657	93	17	the	the	DET
assc-56657	93	18	ground	ground	NOUN
assc-56657	93	19	-	-	PUNCT
assc-56657	93	20	truth	truth	NOUN
assc-56657	93	21	box	box	NOUN
assc-56657	93	22	and	and	CCONJ
assc-56657	93	23	the	the	DET
assc-56657	93	24	predicted	predict	VERB
assc-56657	93	25	box	box	PROPN
assc-56657	93	26	)	)	PUNCT
assc-56657	93	27	,	,	PUNCT
assc-56657	93	28	distance	distance	NOUN
assc-56657	93	29	loss	loss	NOUN
assc-56657	93	30	(	(	PUNCT
assc-56657	93	31	distance	distance	NOUN
assc-56657	93	32	between	between	ADP
assc-56657	93	33	center	center	NOUN
assc-56657	93	34	points	point	NOUN
assc-56657	93	35	)	)	PUNCT
assc-56657	93	36	,	,	PUNCT
assc-56657	93	37	and	and	CCONJ
assc-56657	93	38	shape	shape	VERB
assc-56657	93	39	loss	loss	NOUN
assc-56657	93	40	(	(	PUNCT
assc-56657	93	41	aspect	aspect	NOUN
assc-56657	93	42	ratio	ratio	NOUN
assc-56657	93	43	difference	difference	NOUN
assc-56657	93	44	)	)	PUNCT
assc-56657	93	45	to	to	PART
assc-56657	93	46	further	far	ADV
assc-56657	93	47	optimize	optimize	VERB
assc-56657	93	48	bounding	bounding	NOUN
assc-56657	93	49	box	box	NOUN
assc-56657	93	50	regression	regression	NOUN
assc-56657	93	51	.	.	PUNCT
assc-56657	94	1	after	after	SCONJ
assc-56657	94	2	the	the	DET
assc-56657	94	3	ead	ead	PROPN
assc-56657	94	4	model	model	NOUN
assc-56657	94	5	adopted	adopt	VERB
assc-56657	94	6	the	the	DET
assc-56657	94	7	siou	siou	NOUN
assc-56657	94	8	loss	loss	NOUN
assc-56657	94	9	,	,	PUNCT
assc-56657	94	10	the	the	DET
assc-56657	94	11	frame	frame	NOUN
assc-56657	94	12	-	-	PUNCT
assc-56657	94	13	map	map	NOUN
assc-56657	94	14	on	on	ADP
assc-56657	94	15	the	the	DET
assc-56657	94	16	ucf101	ucf101	NOUN
assc-56657	94	17	-	-	PUNCT
assc-56657	94	18	24	24	NUM
assc-56657	94	19	dataset	dataset	NOUN
assc-56657	94	20	increased	increase	VERB
assc-56657	94	21	by	by	ADP
assc-56657	94	22	0.8	0.8	NUM
assc-56657	94	23	%	%	NOUN
assc-56657	94	24	.	.	PUNCT
assc-56657	95	1	4	4	X
assc-56657	95	2	.	.	X
assc-56657	95	3	experimental	experimental	ADJ
assc-56657	95	4	verification	verification	NOUN
assc-56657	95	5	and	and	CCONJ
assc-56657	95	6	performance	performance	NOUN
assc-56657	95	7	comparison	comparison	NOUN
assc-56657	95	8	4.1	4.1	NUM
assc-56657	95	9	core	core	NOUN
assc-56657	95	10	datasets	dataset	NOUN
assc-56657	95	11	and	and	CCONJ
assc-56657	95	12	evaluation	evaluation	NOUN
assc-56657	95	13	metrics	metric	NOUN
assc-56657	95	14	(	(	PUNCT
assc-56657	95	15	1	1	X
assc-56657	95	16	)	)	PUNCT
assc-56657	95	17	core	core	NOUN
assc-56657	95	18	datasets	dataset	NOUN
assc-56657	95	19			ADJ
assc-56657	95	20	ucf101	ucf101	NOUN
assc-56657	95	21	-	-	PUNCT
assc-56657	95	22	24	24	NUM
assc-56657	95	23	:	:	PUNCT
assc-56657	95	24	it	it	PRON
assc-56657	95	25	contains	contain	VERB
assc-56657	95	26	24	24	NUM
assc-56657	95	27	action	action	NOUN
assc-56657	95	28	categories	category	NOUN
assc-56657	95	29	and	and	CCONJ
assc-56657	95	30	3207	3207	NUM
assc-56657	95	31	untrimmed	untrimme	VERB
assc-56657	95	32	videos	video	NOUN
assc-56657	95	33	,	,	PUNCT
assc-56657	95	34	with	with	ADP
assc-56657	95	35	numerous	numerous	ADJ
assc-56657	95	36	dynamic	dynamic	ADJ
assc-56657	95	37	backgrounds	background	NOUN
assc-56657	95	38	.	.	PUNCT
assc-56657	96	1	it	it	PRON
assc-56657	96	2	features	feature	VERB
assc-56657	96	3	frame	frame	NOUN
assc-56657	96	4	-	-	PUNCT
assc-56657	96	5	level	level	NOUN
assc-56657	96	6	annotations	annotation	NOUN
assc-56657	96	7	of	of	ADP
assc-56657	96	8	spatiotemporal	spatiotemporal	ADJ
assc-56657	96	9	boundaries	boundary	NOUN
assc-56657	96	10	,	,	PUNCT
assc-56657	96	11	making	make	VERB
assc-56657	96	12	it	it	PRON
assc-56657	96	13	suitable	suitable	ADJ
assc-56657	96	14	for	for	ADP
assc-56657	96	15	evaluating	evaluate	VERB
assc-56657	96	16	the	the	DET
assc-56657	96	17	model	model	NOUN
assc-56657	96	18	’s	’s	PART
assc-56657	96	19	adaptability	adaptability	NOUN
assc-56657	96	20	to	to	ADP
assc-56657	96	21	complex	complex	ADJ
assc-56657	96	22	scenarios	scenario	NOUN
assc-56657	96	23	.	.	PUNCT
assc-56657	97	1			PROPN
assc-56657	97	2	jhmdb-21	jhmdb-21	PROPN
assc-56657	97	3	:	:	PUNCT
assc-56657	97	4	it	it	PRON
assc-56657	97	5	contains	contain	VERB
assc-56657	97	6	21	21	NUM
assc-56657	97	7	action	action	NOUN
assc-56657	97	8	categories	category	NOUN
assc-56657	97	9	and	and	CCONJ
assc-56657	97	10	31,838	31,838	NUM
assc-56657	97	11	annotated	annotate	VERB
assc-56657	97	12	images	image	NOUN
assc-56657	97	13	,	,	PUNCT
assc-56657	97	14	with	with	ADP
assc-56657	97	15	significant	significant	ADJ
assc-56657	97	16	differences	difference	NOUN
assc-56657	97	17	in	in	ADP
assc-56657	97	18	action	action	NOUN
assc-56657	97	19	durations	duration	NOUN
assc-56657	97	20	,	,	PUNCT
assc-56657	97	21	making	make	VERB
assc-56657	97	22	it	it	PRON
assc-56657	97	23	suitable	suitable	ADJ
assc-56657	97	24	for	for	ADP
assc-56657	97	25	evaluating	evaluate	VERB
assc-56657	97	26	the	the	DET
assc-56657	97	27	model	model	NOUN
assc-56657	97	28	's	's	PART
assc-56657	97	29	temporal	temporal	ADJ
assc-56657	97	30	modeling	modeling	NOUN
assc-56657	97	31	capability	capability	NOUN
assc-56657	97	32	.	.	PUNCT
assc-56657	98	1			ADJ
assc-56657	98	2	ava2.2	ava2.2	PROPN
assc-56657	98	3	:	:	PUNCT
assc-56657	98	4	it	it	PRON
assc-56657	98	5	contains	contain	VERB
assc-56657	98	6	80	80	NUM
assc-56657	98	7	categories	category	NOUN
assc-56657	98	8	of	of	ADP
assc-56657	98	9	atomic	atomic	ADJ
assc-56657	98	10	actions	action	NOUN
assc-56657	98	11	and	and	CCONJ
assc-56657	98	12	430	430	NUM
assc-56657	98	13	videos	video	NOUN
assc-56657	98	14	,	,	PUNCT
assc-56657	98	15	with	with	ADP
assc-56657	98	16	dense	dense	ADJ
assc-56657	98	17	annotations	annotation	NOUN
assc-56657	98	18	at	at	ADP
assc-56657	98	19	1	1	NUM
assc-56657	98	20	frame	frame	NOUN
assc-56657	98	21	per	per	ADP
assc-56657	98	22	second	second	NOUN
assc-56657	98	23	.	.	PUNCT
assc-56657	99	1	it	it	PRON
assc-56657	99	2	supports	support	VERB
assc-56657	99	3	multi	multi	ADJ
assc-56657	99	4	-	-	ADJ
assc-56657	99	5	label	label	ADJ
assc-56657	99	6	action	action	NOUN
assc-56657	99	7	detection	detection	NOUN
assc-56657	99	8	and	and	CCONJ
assc-56657	99	9	serves	serve	VERB
assc-56657	99	10	as	as	ADP
assc-56657	99	11	an	an	DET
assc-56657	99	12	authoritative	authoritative	ADJ
assc-56657	99	13	benchmark	benchmark	NOUN
assc-56657	99	14	for	for	ADP
assc-56657	99	15	spatiotemporal	spatiotemporal	ADJ
assc-56657	99	16	action	action	NOUN
assc-56657	99	17	detection	detection	NOUN
assc-56657	99	18	.	.	PUNCT
assc-56657	100	1			ADJ
assc-56657	100	2	thumos’14	thumos’14	PROPN
assc-56657	100	3	:	:	PUNCT
assc-56657	100	4	it	it	PRON
assc-56657	100	5	contains	contain	VERB
assc-56657	100	6	20	20	NUM
assc-56657	100	7	action	action	NOUN
assc-56657	100	8	categories	category	NOUN
assc-56657	100	9	and	and	CCONJ
assc-56657	100	10	2584	2584	NUM
assc-56657	100	11	test	test	NOUN
assc-56657	100	12	instances	instance	NOUN
assc-56657	100	13	.	.	PUNCT
assc-56657	101	1	the	the	DET
assc-56657	101	2	test	test	NOUN
assc-56657	101	3	set	set	NOUN
assc-56657	101	4	provides	provide	VERB
assc-56657	101	5	only	only	ADJ
assc-56657	101	6	partial	partial	ADJ
assc-56657	101	7	annotations	annotation	NOUN
assc-56657	101	8	,	,	PUNCT
assc-56657	101	9	posing	pose	VERB
assc-56657	101	10	challenges	challenge	NOUN
assc-56657	101	11	to	to	ADP
assc-56657	101	12	the	the	DET
assc-56657	101	13	model	model	NOUN
assc-56657	101	14	's	's	PART
assc-56657	101	15	open	open	ADJ
assc-56657	101	16	-	-	PUNCT
assc-56657	101	17	world	world	NOUN
assc-56657	101	18	detection	detection	NOUN
assc-56657	101	19	capability	capability	NOUN
assc-56657	101	20	.	.	PUNCT
assc-56657	102	1	(	(	PUNCT
assc-56657	102	2	2)evaluation	2)evaluation	NUM
assc-56657	102	3	metrics	metric	NOUN
assc-56657	102	4			ADJ
assc-56657	102	5	frame	frame	NOUN
assc-56657	102	6	-	-	PUNCT
assc-56657	102	7	map	map	NOUN
assc-56657	102	8	:	:	PUNCT
assc-56657	102	9	the	the	DET
assc-56657	102	10	area	area	NOUN
assc-56657	102	11	under	under	ADP
assc-56657	102	12	the	the	DET
assc-56657	102	13	precision	precision	NOUN
assc-56657	102	14	-	-	PUNCT
assc-56657	102	15	recall	recall	NOUN
assc-56657	102	16	curve	curve	NOUN
assc-56657	102	17	of	of	ADP
assc-56657	102	18	per	per	ADP
assc-56657	102	19	-	-	PUNCT
assc-56657	102	20	frame	frame	NOUN
assc-56657	102	21	detection	detection	NOUN
assc-56657	102	22	results	result	NOUN
assc-56657	102	23	is	be	AUX
assc-56657	102	24	calculated	calculate	VERB
assc-56657	102	25	to	to	PART
assc-56657	102	26	measure	measure	VERB
assc-56657	102	27	the	the	DET
assc-56657	102	28	accuracy	accuracy	NOUN
assc-56657	102	29	of	of	ADP
assc-56657	102	30	frame	frame	NOUN
assc-56657	102	31	-	-	PUNCT
assc-56657	102	32	level	level	NOUN
assc-56657	102	33	action	action	NOUN
assc-56657	102	34	classification	classification	NOUN
assc-56657	102	35	and	and	CCONJ
assc-56657	102	36	localization	localization	NOUN
assc-56657	102	37	.	.	PUNCT
assc-56657	103	1			ADJ
assc-56657	103	2	video	video	NOUN
assc-56657	103	3	-	-	PUNCT
assc-56657	103	4	map	map	NOUN
assc-56657	103	5	:	:	PUNCT
assc-56657	103	6	it	it	PRON
assc-56657	103	7	is	be	AUX
assc-56657	103	8	calculated	calculate	VERB
assc-56657	103	9	based	base	VERB
assc-56657	103	10	on	on	ADP
assc-56657	103	11	the	the	DET
assc-56657	103	12	overall	overall	ADJ
assc-56657	103	13	video	video	NOUN
assc-56657	103	14	prediction	prediction	NOUN
assc-56657	103	15	results	result	NOUN
assc-56657	103	16	.	.	PUNCT
assc-56657	104	1	a	a	DET
assc-56657	104	2	prediction	prediction	NOUN
assc-56657	104	3	is	be	AUX
assc-56657	104	4	considered	consider	VERB
assc-56657	104	5	correct	correct	ADJ
assc-56657	104	6	if	if	SCONJ
assc-56657	104	7	the	the	DET
assc-56657	104	8	average	average	ADJ
assc-56657	104	9	iou	iou	NOUN
assc-56657	104	10	between	between	ADP
assc-56657	104	11	the	the	DET
assc-56657	104	12	action	action	NOUN
assc-56657	104	13	tube	tube	NOUN
assc-56657	104	14	and	and	CCONJ
assc-56657	104	15	the	the	DET
assc-56657	104	16	ground	ground	NOUN
assc-56657	104	17	-	-	PUNCT
assc-56657	104	18	truth	truth	NOUN
assc-56657	104	19	annotation	annotation	NOUN
assc-56657	104	20	exceeds	exceed	VERB
assc-56657	104	21	the	the	DET
assc-56657	104	22	threshold	threshold	NOUN
assc-56657	104	23	and	and	CCONJ
assc-56657	104	24	the	the	DET
assc-56657	104	25	category	category	NOUN
assc-56657	104	26	is	be	AUX
assc-56657	104	27	accurate	accurate	ADJ
assc-56657	104	28	,	,	PUNCT
assc-56657	104	29	which	which	PRON
assc-56657	104	30	is	be	AUX
assc-56657	104	31	used	use	VERB
assc-56657	104	32	to	to	PART
assc-56657	104	33	measure	measure	VERB
assc-56657	104	34	the	the	DET
assc-56657	104	35	temporal	temporal	ADJ
assc-56657	104	36	modeling	modeling	NOUN
assc-56657	104	37	capability	capability	NOUN
assc-56657	104	38	.	.	PUNCT
assc-56657	105	1			PROPN
assc-56657	105	2	fps	fps	PROPN
assc-56657	105	3	:	:	PUNCT
assc-56657	105	4	the	the	DET
assc-56657	105	5	number	number	NOUN
assc-56657	105	6	of	of	ADP
assc-56657	105	7	video	video	NOUN
assc-56657	105	8	frames	frame	NOUN
assc-56657	105	9	processed	process	VERB
assc-56657	105	10	per	per	ADP
assc-56657	105	11	second	second	ADJ
assc-56657	105	12	,	,	PUNCT
assc-56657	105	13	used	use	VERB
assc-56657	105	14	to	to	PART
assc-56657	105	15	evaluate	evaluate	VERB
assc-56657	105	16	the	the	DET
assc-56657	105	17	real	real	ADJ
assc-56657	105	18	-	-	PUNCT
assc-56657	105	19	time	time	NOUN
assc-56657	105	20	performance	performance	NOUN
assc-56657	105	21	of	of	ADP
assc-56657	105	22	the	the	DET
assc-56657	105	23	model	model	NOUN
assc-56657	105	24	.	.	PUNCT
assc-56657	106	1			ADJ
assc-56657	106	2	gflops	gflop	NOUN
assc-56657	106	3	/	/	SYM
assc-56657	106	4	params	param	NOUN
assc-56657	106	5	:	:	PUNCT
assc-56657	106	6	it	it	PRON
assc-56657	106	7	measures	measure	VERB
assc-56657	106	8	the	the	DET
assc-56657	106	9	computational	computational	ADJ
assc-56657	106	10	complexity	complexity	NOUN
assc-56657	106	11	and	and	CCONJ
assc-56657	106	12	parameter	parameter	NOUN
assc-56657	106	13	quantity	quantity	NOUN
assc-56657	106	14	of	of	ADP
assc-56657	106	15	the	the	DET
assc-56657	106	16	model	model	NOUN
assc-56657	106	17	,	,	PUNCT
assc-56657	106	18	and	and	CCONJ
assc-56657	106	19	is	be	AUX
assc-56657	106	20	used	use	VERB
assc-56657	106	21	to	to	PART
assc-56657	106	22	evaluate	evaluate	VERB
assc-56657	106	23	the	the	DET
assc-56657	106	24	model	model	NOUN
assc-56657	106	25	’s	’s	PART
assc-56657	106	26	computational	computational	ADJ
assc-56657	106	27	complexity	complexity	NOUN
assc-56657	106	28	and	and	CCONJ
assc-56657	106	29	scale	scale	NOUN
assc-56657	106	30	.	.	PUNCT
assc-56657	107	1	4.2	4.2	NUM
assc-56657	107	2	performance	performance	NOUN
assc-56657	107	3	comparison	comparison	NOUN
assc-56657	107	4	of	of	ADP
assc-56657	107	5	representative	representative	ADJ
assc-56657	107	6	models	model	NOUN
assc-56657	107	7	www.scholink.org/ojs/index.php/assc	www.scholink.org/ojs/index.php/assc	VERB
assc-56657	107	8	advances	advance	NOUN
assc-56657	107	9	in	in	ADP
assc-56657	107	10	social	social	ADJ
assc-56657	107	11	science	science	NOUN
assc-56657	107	12	and	and	CCONJ
assc-56657	107	13	culture	culture	NOUN
assc-56657	107	14	vol	vol	NOUN
assc-56657	107	15	.	.	PROPN
assc-56657	108	1	7	7	NUM
assc-56657	108	2	no	no	NOUN
assc-56657	108	3	.	.	NOUN
assc-56657	108	4	5	5	NUM
assc-56657	108	5	,	,	PUNCT
assc-56657	108	6	2025	2025	NUM
assc-56657	108	7	published	publish	VERB
assc-56657	108	8	by	by	ADP
assc-56657	108	9	scholink	scholink	PROPN
assc-56657	108	10	inc	inc	PROPN
assc-56657	108	11	.	.	PROPN
assc-56657	108	12	147	147	NUM
assc-56657	108	13	table	table	NOUN
assc-56657	108	14	1	1	NUM
assc-56657	108	15	.	.	PUNCT
assc-56657	109	1	performance	performance	NOUN
assc-56657	109	2	of	of	ADP
assc-56657	109	3	cnn	cnn	PROPN
assc-56657	109	4	-	-	PUNCT
assc-56657	109	5	based	base	VERB
assc-56657	109	6	models	model	NOUN
assc-56657	109	7	models	model	VERB
assc-56657	109	8	datasets	dataset	NOUN
assc-56657	109	9	fra	fra	NOUN
assc-56657	109	10	memap	memap	NOUN
assc-56657	109	11	（	（	PUNCT
assc-56657	109	12	%	%	NOUN
assc-56657	109	13	）	）	PUNCT
assc-56657	109	14	videomap	videomap	VERB
assc-56657	109	15	（	（	PUNCT
assc-56657	110	1	%	%	NOUN
assc-56657	110	2	）	）	PUNCT
assc-56657	111	1	f	f	X
assc-56657	111	2	ps	ps	PROPN
assc-56657	111	3	gflop	gflop	PROPN
assc-56657	111	4	s	s	PART
assc-56657	111	5	params	param	NOUN
assc-56657	111	6	（	（	PUNCT
assc-56657	111	7	m	m	PROPN
assc-56657	111	8	）	）	PROPN
assc-56657	111	9	c3d	c3d	VERB
assc-56657	111	10	ucf101	ucf101	NOUN
assc-56657	111	11	-	-	PUNCT
assc-56657	111	12	24	24	NUM
assc-56657	111	13	68.1	68.1	NUM
assc-56657	111	14	45.3	45.3	NUM
assc-56657	111	15	18	18	NUM
assc-56657	111	16	35.2b	35.2b	NOUN
assc-56657	111	17	87.6	87.6	NUM
assc-56657	111	18	i3d	i3d	NOUN
assc-56657	111	19	ucf101	ucf101	NOUN
assc-56657	111	20	-	-	PUNCT
assc-56657	111	21	24	24	NUM
assc-56657	111	22	76.3	76.3	NUM
assc-56657	111	23	59.9	59.9	NUM
assc-56657	111	24	22	22	NUM
assc-56657	111	25	42.5b	42.5b	NUM
assc-56657	111	26	94.3	94.3	NUM
assc-56657	111	27	slowfast	slowfast	NOUN
assc-56657	111	28	ava2.2	ava2.2	PROPN
assc-56657	111	29	24.2	24.2	NUM
assc-56657	111	30	15	15	NUM
assc-56657	111	31	308b	308b	NUM
assc-56657	111	32	304.0	304.0	NUM
assc-56657	111	33	yowo	yowo	NOUN
assc-56657	111	34	ucf101	ucf101	NOUN
assc-56657	111	35	-	-	PUNCT
assc-56657	111	36	24	24	NUM
assc-56657	111	37	80.4	80.4	NUM
assc-56657	111	38	48.8	48.8	NUM
assc-56657	111	39	34	34	NUM
assc-56657	111	40	43.7b	43.7b	NUM
assc-56657	111	41	121.4	121.4	NUM
assc-56657	111	42	yowov	yowov	NOUN
assc-56657	111	43	2	2	NUM
assc-56657	111	44	-	-	PUNCT
assc-56657	111	45	t	t	NOUN
assc-56657	111	46	ucf101	ucf101	NOUN
assc-56657	111	47	-	-	PUNCT
assc-56657	111	48	24	24	NUM
assc-56657	111	49	80.5	80.5	NUM
assc-56657	111	50	51.3	51.3	NUM
assc-56657	111	51	50	50	NUM
assc-56657	111	52	2.9b	2.9b	NUM
assc-56657	111	53	10.9	10.9	NUM
assc-56657	111	54	ead	ead	NOUN
assc-56657	111	55	ucf101	ucf101	NOUN
assc-56657	111	56	-	-	PUNCT
assc-56657	111	57	24	24	NUM
assc-56657	111	58	80.93	80.93	NUM
assc-56657	111	59	50.41	50.41	NUM
assc-56657	111	60	53	53	NUM
assc-56657	111	61	2.77b	2.77b	NUM
assc-56657	111	62	10.92	10.92	NUM
assc-56657	111	63	as	as	SCONJ
assc-56657	111	64	can	can	AUX
assc-56657	111	65	be	be	AUX
assc-56657	111	66	seen	see	VERB
assc-56657	111	67	from	from	ADP
assc-56657	111	68	the	the	DET
assc-56657	111	69	table	table	NOUN
assc-56657	111	70	,	,	PUNCT
assc-56657	111	71	the	the	DET
assc-56657	111	72	yowo	yowo	PROPN
assc-56657	111	73	series	series	PROPN
assc-56657	111	74	models	model	NOUN
assc-56657	111	75	based	base	VERB
assc-56657	111	76	on	on	ADP
assc-56657	111	77	two	two	NUM
assc-56657	111	78	-	-	PUNCT
assc-56657	111	79	stream	stream	NOUN
assc-56657	111	80	networks	network	NOUN
assc-56657	111	81	strike	strike	VERB
assc-56657	111	82	a	a	DET
assc-56657	111	83	balance	balance	NOUN
assc-56657	111	84	between	between	ADP
assc-56657	111	85	accuracy	accuracy	NOUN
assc-56657	111	86	and	and	CCONJ
assc-56657	111	87	speed	speed	NOUN
assc-56657	111	88	:	:	PUNCT
assc-56657	111	89	compared	compare	VERB
assc-56657	111	90	with	with	ADP
assc-56657	111	91	yowo	yowo	ADJ
assc-56657	111	92	,	,	PUNCT
assc-56657	111	93	yowov2	yowov2	PROPN
assc-56657	111	94	-	-	PUNCT
assc-56657	111	95	t	t	PROPN
assc-56657	111	96	reduces	reduce	VERB
assc-56657	111	97	the	the	DET
assc-56657	111	98	number	number	NOUN
assc-56657	111	99	of	of	ADP
assc-56657	111	100	parameters	parameter	NOUN
assc-56657	111	101	by	by	ADP
assc-56657	111	102	90.9	90.9	NUM
assc-56657	111	103	%	%	NOUN
assc-56657	111	104	,	,	PUNCT
assc-56657	111	105	increases	increase	VERB
assc-56657	111	106	fps	fps	VERB
assc-56657	111	107	by	by	ADP
assc-56657	111	108	47.1	47.1	NUM
assc-56657	111	109	%	%	NOUN
assc-56657	111	110	,	,	PUNCT
assc-56657	111	111	and	and	CCONJ
assc-56657	111	112	simultaneously	simultaneously	ADV
assc-56657	111	113	improves	improve	VERB
assc-56657	111	114	frame	frame	NOUN
assc-56657	111	115	-	-	PUNCT
assc-56657	111	116	map	map	NOUN
assc-56657	111	117	by	by	ADP
assc-56657	111	118	0.1	0.1	NUM
assc-56657	111	119	%	%	NOUN
assc-56657	111	120	;	;	PUNCT
assc-56657	111	121	after	after	ADP
assc-56657	111	122	introducing	introduce	VERB
assc-56657	111	123	lsdam	lsdam	NOUN
assc-56657	111	124	and	and	CCONJ
assc-56657	111	125	msffu	msffu	NOUN
assc-56657	111	126	,	,	PUNCT
assc-56657	111	127	the	the	DET
assc-56657	111	128	ead	ead	PROPN
assc-56657	111	129	model	model	NOUN
assc-56657	111	130	achieves	achieve	VERB
assc-56657	111	131	a	a	DET
assc-56657	111	132	0.43	0.43	NUM
assc-56657	111	133	%	%	NOUN
assc-56657	111	134	improvement	improvement	NOUN
assc-56657	111	135	in	in	ADP
assc-56657	111	136	frame	frame	NOUN
assc-56657	111	137	-	-	PUNCT
assc-56657	111	138	map	map	NOUN
assc-56657	111	139	and	and	CCONJ
assc-56657	111	140	a	a	DET
assc-56657	111	141	0.13b	0.13b	NOUN
assc-56657	111	142	reduction	reduction	NOUN
assc-56657	111	143	in	in	ADP
assc-56657	111	144	gflops	gflop	NOUN
assc-56657	111	145	compared	compare	VERB
assc-56657	111	146	with	with	ADP
assc-56657	111	147	yowov2	yowov2	NOUN
assc-56657	111	148	-	-	PUNCT
assc-56657	111	149	t.	t.	ADJ
assc-56657	111	150	table	table	NOUN
assc-56657	111	151	2	2	NUM
assc-56657	111	152	.	.	PUNCT
assc-56657	111	153	performance	performance	NOUN
assc-56657	111	154	of	of	ADP
assc-56657	111	155	transformer	transformer	NOUN
assc-56657	111	156	-	-	PUNCT
assc-56657	111	157	based	base	VERB
assc-56657	111	158	models	model	NOUN
assc-56657	111	159	models	model	VERB
assc-56657	111	160	datasets	dataset	NOUN
assc-56657	111	161	frame	frame	NOUN
assc-56657	111	162	-	-	PUNCT
assc-56657	111	163	ma	ma	NOUN
assc-56657	111	164	p（%	p（%	PROPN
assc-56657	111	165	）	）	PROPN
assc-56657	111	166	video	video	NOUN
assc-56657	111	167	-	-	PUNCT
assc-56657	111	168	ma	ma	PROPN
assc-56657	111	169	p（%	p（%	PROPN
assc-56657	111	170	）	）	PROPN
assc-56657	111	171	fps	fps	VERB
assc-56657	111	172	gflop	gflop	PROPN
assc-56657	111	173	s	s	PART
assc-56657	111	174	param	param	PROPN
assc-56657	111	175	s（m	s（m	PROPN
assc-56657	111	176	）	）	PROPN
assc-56657	111	177	star	star	NOUN
assc-56657	111	178	ava2.2	ava2.2	PROPN
assc-56657	111	179	24.93	24.93	NUM
assc-56657	111	180	8	8	NUM
assc-56657	111	181	128b	128b	PROPN
assc-56657	111	182	156.0	156.0	NUM
assc-56657	111	183	tuber	tuber	NOUN
assc-56657	111	184	ucf101	ucf101	NOUN
assc-56657	111	185	-	-	PUNCT
assc-56657	111	186	2	2	NUM
assc-56657	111	187	4	4	NUM
assc-56657	111	188	83.2	83.2	NUM
assc-56657	111	189	58.4	58.4	NUM
assc-56657	111	190	12	12	NUM
assc-56657	111	191	132b	132b	NOUN
assc-56657	111	192	142.0	142.0	NUM
assc-56657	111	193	www.scholink.org/ojs/index.php/assc	www.scholink.org/ojs/index.php/assc	NOUN
assc-56657	111	194	advances	advance	NOUN
assc-56657	111	195	in	in	ADP
assc-56657	111	196	social	social	ADJ
assc-56657	111	197	science	science	NOUN
assc-56657	111	198	and	and	CCONJ
assc-56657	111	199	culture	culture	NOUN
assc-56657	111	200	vol	vol	NOUN
assc-56657	111	201	.	.	PROPN
assc-56657	112	1	7	7	NUM
assc-56657	113	1	no	no	NOUN
assc-56657	113	2	.	.	NOUN
assc-56657	113	3	5	5	NUM
assc-56657	113	4	,	,	PUNCT
assc-56657	113	5	2025	2025	NUM
assc-56657	113	6	published	publish	VERB
assc-56657	113	7	by	by	ADP
assc-56657	113	8	scholink	scholink	PROPN
assc-56657	113	9	inc	inc	PROPN
assc-56657	113	10	.	.	PROPN
assc-56657	113	11	148	148	NUM
assc-56657	113	12	models	model	NOUN
assc-56657	113	13	datasets	dataset	VERB
assc-56657	113	14	frame	frame	NOUN
assc-56657	113	15	-	-	PUNCT
assc-56657	113	16	ma	ma	NOUN
assc-56657	113	17	p（%	p（%	PROPN
assc-56657	113	18	）	）	PROPN
assc-56657	113	19	video	video	NOUN
assc-56657	113	20	-	-	PUNCT
assc-56657	113	21	ma	ma	PROPN
assc-56657	113	22	p（%	p（%	PROPN
assc-56657	113	23	）	）	PROPN
assc-56657	113	24	fps	fps	VERB
assc-56657	113	25	gflop	gflop	PROPN
assc-56657	113	26	s	s	PART
assc-56657	113	27	param	param	PROPN
assc-56657	113	28	s（m	s（m	PROPN
assc-56657	113	29	）	）	PROPN
assc-56657	113	30	hit	hit	VERB
assc-56657	113	31	jhmdb-21	jhmdb-21	PROPN
assc-56657	113	32	83.8	83.8	NUM
assc-56657	113	33	89.7	89.7	NUM
assc-56657	113	34	12.3	12.3	NUM
assc-56657	113	35	7	7	NUM
assc-56657	113	36	165b	165b	NUM
assc-56657	113	37	187.0	187.0	NUM
assc-56657	113	38	video	video	NOUN
assc-56657	113	39	mae	mae	PROPN
assc-56657	113	40	ava2.2	ava2.2	PROPN
assc-56657	113	41	32.6	32.6	NUM
assc-56657	113	42	10	10	NUM
assc-56657	113	43	256b	256b	NOUN
assc-56657	113	44	210.0	210.0	NUM
assc-56657	113	45	transformer	transformer	NOUN
assc-56657	113	46	-	-	PUNCT
assc-56657	113	47	based	base	VERB
assc-56657	113	48	models	model	NOUN
assc-56657	113	49	exhibit	exhibit	VERB
assc-56657	113	50	strong	strong	ADJ
assc-56657	113	51	global	global	ADJ
assc-56657	113	52	modeling	modeling	NOUN
assc-56657	113	53	capabilities	capability	NOUN
assc-56657	113	54	but	but	CCONJ
assc-56657	113	55	incur	incur	VERB
assc-56657	113	56	high	high	ADJ
assc-56657	113	57	computational	computational	ADJ
assc-56657	113	58	costs	cost	NOUN
assc-56657	113	59	:	:	PUNCT
assc-56657	113	60	the	the	DET
assc-56657	113	61	hit	hit	NOUN
assc-56657	113	62	model	model	NOUN
assc-56657	113	63	achieves	achieve	VERB
assc-56657	113	64	a	a	DET
assc-56657	113	65	frame	frame	NOUN
assc-56657	113	66	-	-	PUNCT
assc-56657	113	67	map	map	NOUN
assc-56657	113	68	of	of	ADP
assc-56657	113	69	83.8	83.8	NUM
assc-56657	113	70	%	%	NOUN
assc-56657	113	71	on	on	ADP
assc-56657	113	72	the	the	DET
assc-56657	113	73	jhmdb-21	jhmdb-21	PROPN
assc-56657	113	74	dataset	dataset	NOUN
assc-56657	113	75	,	,	PUNCT
assc-56657	113	76	yet	yet	CCONJ
assc-56657	113	77	its	its	PRON
assc-56657	113	78	fps	fps	NOUN
assc-56657	113	79	is	be	AUX
assc-56657	113	80	only	only	ADV
assc-56657	113	81	12.37	12.37	NUM
assc-56657	113	82	,	,	PUNCT
assc-56657	113	83	making	make	VERB
assc-56657	113	84	real	real	ADJ
assc-56657	113	85	-	-	PUNCT
assc-56657	113	86	time	time	NOUN
assc-56657	113	87	deployment	deployment	NOUN
assc-56657	113	88	challenging	challenging	ADJ
assc-56657	113	89	;	;	PUNCT
assc-56657	113	90	videomae	videomae	PROPN
assc-56657	113	91	improves	improve	VERB
assc-56657	113	92	accuracy	accuracy	NOUN
assc-56657	113	93	through	through	ADP
assc-56657	113	94	pre	pre	ADJ
assc-56657	113	95	-	-	NOUN
assc-56657	113	96	training	training	NOUN
assc-56657	113	97	,	,	PUNCT
assc-56657	113	98	but	but	CCONJ
assc-56657	113	99	its	its	PRON
assc-56657	113	100	parameter	parameter	NOUN
assc-56657	113	101	count	count	NOUN
assc-56657	113	102	reaches	reach	VERB
assc-56657	113	103	210	210	NUM
assc-56657	113	104	m	m	NOUN
assc-56657	113	105	,	,	PUNCT
assc-56657	113	106	resulting	result	VERB
assc-56657	113	107	in	in	ADP
assc-56657	113	108	high	high	ADJ
assc-56657	113	109	hardware	hardware	NOUN
assc-56657	113	110	requirements	requirement	NOUN
assc-56657	113	111	.	.	PUNCT
assc-56657	114	1	table	table	NOUN
assc-56657	114	2	3	3	NUM
assc-56657	114	3	.	.	PUNCT
assc-56657	114	4	performance	performance	NOUN
assc-56657	114	5	of	of	ADP
assc-56657	114	6	models	model	NOUN
assc-56657	114	7	based	base	VERB
assc-56657	114	8	on	on	ADP
assc-56657	114	9	multi	multi	ADJ
assc-56657	114	10	-	-	ADJ
assc-56657	114	11	interaction	interaction	ADJ
assc-56657	114	12	relationship	relationship	NOUN
assc-56657	114	13	modeling	modeling	NOUN
assc-56657	114	14	model	model	NOUN
assc-56657	114	15	s	s	PART
assc-56657	114	16	datasets	dataset	NOUN
assc-56657	114	17	frame	frame	NOUN
assc-56657	114	18	-	-	PUNCT
assc-56657	114	19	ma	ma	NOUN
assc-56657	114	20	p（%	p（%	PROPN
assc-56657	114	21	）	）	PROPN
assc-56657	114	22	video	video	NOUN
assc-56657	114	23	-	-	PUNCT
assc-56657	114	24	ma	ma	PROPN
assc-56657	114	25	p（%	p（%	PROPN
assc-56657	114	26	）	）	PROPN
assc-56657	114	27	fp	fp	X
assc-56657	114	28	s	s	X
assc-56657	114	29	gflop	gflop	NOUN
assc-56657	114	30	s	s	X
assc-56657	114	31	param	param	NOUN
assc-56657	114	32	s（m	s（m	PROPN
assc-56657	114	33	）	）	SYM
assc-56657	114	34	aia	aia	X
assc-56657	114	35	thumos’1	thumos’1	X
assc-56657	114	36	4	4	NUM
assc-56657	114	37	78.8	78.8	NUM
assc-56657	114	38	54.4	54.4	NUM
assc-56657	114	39	20	20	NUM
assc-56657	114	40	85.6b	85.6b	NUM
assc-56657	114	41	112.0	112.0	NUM
assc-56657	114	42	acar	acar	NOUN
assc-56657	114	43	ava2.2	ava2.2	PROPN
assc-56657	114	44	33.3	33.3	NUM
assc-56657	114	45	18	18	NUM
assc-56657	114	46	252b	252b	NUM
assc-56657	114	47	208.0	208.0	NUM
assc-56657	114	48	lfb	lfb	PROPN
assc-56657	114	49	thumos’1	thumos’1	NOUN
assc-56657	114	50	4	4	NUM
assc-56657	114	51	61.6	61.6	NUM
assc-56657	114	52	64.8	64.8	NUM
assc-56657	114	53	25	25	NUM
assc-56657	114	54	92.4b	92.4b	NUM
assc-56657	114	55	135.0	135.0	NUM
assc-56657	114	56	irea	irea	NOUN
assc-56657	115	1	d	d	ADP
assc-56657	115	2	ava2.2	ava2.2	PROPN
assc-56657	115	3	19.34	19.34	NUM
assc-56657	115	4	50	50	NUM
assc-56657	115	5	16.04b	16.04b	NUM
assc-56657	115	6	23.44	23.44	NUM
assc-56657	115	7	models	model	NOUN
assc-56657	115	8	based	base	VERB
assc-56657	115	9	on	on	ADP
assc-56657	115	10	multi	multi	ADJ
assc-56657	115	11	-	-	ADJ
assc-56657	115	12	interaction	interaction	ADJ
assc-56657	115	13	relationship	relationship	NOUN
assc-56657	115	14	modeling	modeling	NOUN
assc-56657	115	15	perform	perform	VERB
assc-56657	115	16	excellently	excellently	ADV
assc-56657	115	17	in	in	ADP
assc-56657	115	18	complex	complex	ADJ
assc-56657	115	19	scenarios	scenario	NOUN
assc-56657	115	20	:	:	PUNCT
assc-56657	115	21	the	the	DET
assc-56657	115	22	iread	iread	ADJ
assc-56657	115	23	model	model	NOUN
assc-56657	115	24	,	,	PUNCT
assc-56657	115	25	equipped	equip	VERB
assc-56657	115	26	with	with	ADP
assc-56657	115	27	the	the	DET
assc-56657	115	28	irmm	irmm	ADJ
assc-56657	115	29	module	module	NOUN
assc-56657	115	30	,	,	PUNCT
assc-56657	115	31	achieves	achieve	VERB
assc-56657	115	32	a	a	DET
assc-56657	115	33	3.42	3.42	NUM
assc-56657	115	34	%	%	NOUN
assc-56657	115	35	higher	high	ADJ
assc-56657	115	36	frame	frame	NOUN
assc-56657	115	37	-	-	PUNCT
assc-56657	115	38	map	map	NOUN
assc-56657	115	39	than	than	ADP
assc-56657	115	40	the	the	DET
assc-56657	115	41	ead	ead	PROPN
assc-56657	115	42	model	model	NOUN
assc-56657	115	43	on	on	ADP
assc-56657	115	44	the	the	DET
assc-56657	115	45	ava2.2	ava2.2	PROPN
assc-56657	115	46	dataset	dataset	NOUN
assc-56657	115	47	while	while	SCONJ
assc-56657	115	48	maintaining	maintain	VERB
assc-56657	115	49	real	real	ADJ
assc-56657	115	50	-	-	PUNCT
assc-56657	115	51	time	time	NOUN
assc-56657	115	52	performance	performance	NOUN
assc-56657	115	53	of	of	ADP
assc-56657	115	54	50	50	NUM
assc-56657	115	55	fps	fps	NOUN
assc-56657	115	56	;	;	PUNCT
assc-56657	115	57	although	although	SCONJ
assc-56657	115	58	the	the	DET
assc-56657	115	59	acar	acar	ADJ
assc-56657	115	60	model	model	NOUN
assc-56657	115	61	delivers	deliver	VERB
assc-56657	115	62	the	the	DET
assc-56657	115	63	highest	high	ADJ
assc-56657	115	64	accuracy	accuracy	NOUN
assc-56657	115	65	,	,	PUNCT
assc-56657	115	66	its	its	PRON
assc-56657	115	67	gflops	gflop	NOUN
assc-56657	115	68	reach	reach	VERB
assc-56657	115	69	252b	252b	NOUN
assc-56657	115	70	,	,	PUNCT
assc-56657	115	71	making	make	VERB
assc-56657	115	72	edge	edge	NOUN
assc-56657	115	73	deployment	deployment	NOUN
assc-56657	115	74	difficult	difficult	ADJ
assc-56657	115	75	.	.	PUNCT
assc-56657	116	1	www.scholink.org/ojs/index.php/assc	www.scholink.org/ojs/index.php/assc	PROPN
assc-56657	116	2	advances	advance	VERB
assc-56657	116	3	in	in	ADP
assc-56657	116	4	social	social	ADJ
assc-56657	116	5	science	science	NOUN
assc-56657	116	6	and	and	CCONJ
assc-56657	116	7	culture	culture	NOUN
assc-56657	116	8	vol	vol	NOUN
assc-56657	116	9	.	.	PROPN
assc-56657	117	1	7	7	NUM
assc-56657	118	1	no	no	NOUN
assc-56657	118	2	.	.	NOUN
assc-56657	118	3	5	5	NUM
assc-56657	118	4	,	,	PUNCT
assc-56657	118	5	2025	2025	NUM
assc-56657	118	6	published	publish	VERB
assc-56657	118	7	by	by	ADP
assc-56657	118	8	scholink	scholink	PROPN
assc-56657	118	9	inc	inc	PROPN
assc-56657	118	10	.	.	PROPN
assc-56657	118	11	149	149	NUM
assc-56657	118	12	5	5	NUM
assc-56657	118	13	.	.	PUNCT
assc-56657	118	14	conclusion	conclusion	NOUN
assc-56657	118	15	this	this	DET
assc-56657	118	16	paper	paper	NOUN
assc-56657	118	17	systematically	systematically	ADV
assc-56657	118	18	reviews	review	VERB
assc-56657	118	19	the	the	DET
assc-56657	118	20	technological	technological	ADJ
assc-56657	118	21	evolution	evolution	NOUN
assc-56657	118	22	of	of	ADP
assc-56657	118	23	deep	deep	ADJ
assc-56657	118	24	learning	learning	NOUN
assc-56657	118	25	-	-	PUNCT
assc-56657	118	26	based	base	VERB
assc-56657	118	27	spatiotemporal	spatiotemporal	ADJ
assc-56657	118	28	action	action	NOUN
assc-56657	118	29	detection	detection	NOUN
assc-56657	118	30	models	model	NOUN
assc-56657	118	31	in	in	ADP
assc-56657	118	32	computer	computer	NOUN
assc-56657	118	33	vision	vision	NOUN
assc-56657	118	34	.	.	PUNCT
assc-56657	119	1	it	it	PRON
assc-56657	119	2	categorically	categorically	ADV
assc-56657	119	3	elaborates	elaborate	VERB
assc-56657	119	4	on	on	ADP
assc-56657	119	5	three	three	NUM
assc-56657	119	6	mainstream	mainstream	ADJ
assc-56657	119	7	architectures	architecture	NOUN
assc-56657	119	8	:	:	PUNCT
assc-56657	119	9	cnn	cnn	PROPN
assc-56657	119	10	-	-	PUNCT
assc-56657	119	11	based	base	VERB
assc-56657	119	12	,	,	PUNCT
assc-56657	119	13	transformer	transformer	NOUN
assc-56657	119	14	-	-	PUNCT
assc-56657	119	15	based	base	VERB
assc-56657	119	16	,	,	PUNCT
assc-56657	119	17	and	and	CCONJ
assc-56657	119	18	multi	multi	ADJ
assc-56657	119	19	-	-	ADJ
assc-56657	119	20	interaction	interaction	NOUN
assc-56657	119	21	relationship	relationship	NOUN
assc-56657	119	22	modeling	modeling	NOUN
assc-56657	119	23	-	-	PUNCT
assc-56657	119	24	based	base	VERB
assc-56657	119	25	models	model	NOUN
assc-56657	119	26	.	.	PUNCT
assc-56657	120	1	it	it	PRON
assc-56657	120	2	summarizes	summarize	VERB
assc-56657	120	3	key	key	ADJ
assc-56657	120	4	technological	technological	ADJ
assc-56657	120	5	innovations	innovation	NOUN
assc-56657	120	6	such	such	ADJ
assc-56657	120	7	as	as	ADP
assc-56657	120	8	feature	feature	NOUN
assc-56657	120	9	enhancement	enhancement	NOUN
assc-56657	120	10	,	,	PUNCT
assc-56657	120	11	multi	multi	ADJ
assc-56657	120	12	-	-	ADJ
assc-56657	120	13	scale	scale	ADJ
assc-56657	120	14	fusion	fusion	NOUN
assc-56657	120	15	,	,	PUNCT
assc-56657	120	16	and	and	CCONJ
assc-56657	120	17	interaction	interaction	NOUN
assc-56657	120	18	relationship	relationship	NOUN
assc-56657	120	19	modeling	modeling	NOUN
assc-56657	120	20	,	,	PUNCT
assc-56657	120	21	and	and	CCONJ
assc-56657	120	22	verifies	verifie	NOUN
assc-56657	120	23	model	model	NOUN
assc-56657	120	24	performance	performance	NOUN
assc-56657	120	25	with	with	ADP
assc-56657	120	26	experimental	experimental	ADJ
assc-56657	120	27	data	datum	NOUN
assc-56657	120	28	.	.	PUNCT
assc-56657	121	1	the	the	DET
assc-56657	121	2	research	research	NOUN
assc-56657	121	3	shows	show	VERB
assc-56657	121	4	that	that	SCONJ
assc-56657	121	5	two	two	NUM
assc-56657	121	6	-	-	PUNCT
assc-56657	121	7	stream	stream	NOUN
assc-56657	121	8	network	network	NOUN
assc-56657	121	9	-	-	PUNCT
assc-56657	121	10	based	base	VERB
assc-56657	121	11	models	model	NOUN
assc-56657	121	12	(	(	PUNCT
assc-56657	121	13	e.g.	e.g.	ADV
assc-56657	121	14	,	,	PUNCT
assc-56657	121	15	yowov2	yowov2	PROPN
assc-56657	121	16	,	,	PUNCT
assc-56657	121	17	ead	ead	NOUN
assc-56657	121	18	)	)	PUNCT
assc-56657	121	19	strike	strike	VERB
assc-56657	121	20	a	a	DET
assc-56657	121	21	balance	balance	NOUN
assc-56657	121	22	between	between	ADP
assc-56657	121	23	accuracy	accuracy	NOUN
assc-56657	121	24	and	and	CCONJ
assc-56657	121	25	speed	speed	NOUN
assc-56657	121	26	,	,	PUNCT
assc-56657	121	27	making	make	VERB
assc-56657	121	28	them	they	PRON
assc-56657	121	29	suitable	suitable	ADJ
assc-56657	121	30	for	for	ADP
assc-56657	121	31	real	real	ADJ
assc-56657	121	32	-	-	PUNCT
assc-56657	121	33	time	time	NOUN
assc-56657	121	34	deployment	deployment	NOUN
assc-56657	121	35	;	;	PUNCT
assc-56657	121	36	transformer	transformer	NOUN
assc-56657	121	37	-	-	PUNCT
assc-56657	121	38	based	base	VERB
assc-56657	121	39	models	model	NOUN
assc-56657	121	40	(	(	PUNCT
assc-56657	121	41	e.g.	e.g.	ADV
assc-56657	121	42	,	,	PUNCT
assc-56657	121	43	hit	hit	VERB
assc-56657	121	44	,	,	PUNCT
assc-56657	121	45	videomae	videomae	PROPN
assc-56657	121	46	)	)	PUNCT
assc-56657	121	47	possess	possess	VERB
assc-56657	121	48	strong	strong	ADJ
assc-56657	121	49	global	global	ADJ
assc-56657	121	50	modeling	modeling	NOUN
assc-56657	121	51	capabilities	capability	NOUN
assc-56657	121	52	,	,	PUNCT
assc-56657	121	53	making	make	VERB
assc-56657	121	54	them	they	PRON
assc-56657	121	55	suitable	suitable	ADJ
assc-56657	121	56	for	for	ADP
assc-56657	121	57	complex	complex	ADJ
assc-56657	121	58	scenarios	scenario	NOUN
assc-56657	121	59	;	;	PUNCT
assc-56657	121	60	and	and	CCONJ
assc-56657	121	61	multi	multi	ADJ
assc-56657	121	62	-	-	ADJ
assc-56657	121	63	interaction	interaction	NOUN
assc-56657	121	64	relationship	relationship	NOUN
assc-56657	121	65	modeling	modeling	NOUN
assc-56657	121	66	-	-	PUNCT
assc-56657	121	67	based	base	VERB
assc-56657	121	68	models	model	NOUN
assc-56657	121	69	(	(	PUNCT
assc-56657	121	70	e.g.	e.g.	ADV
assc-56657	121	71	,	,	PUNCT
assc-56657	121	72	iread	iread	ADJ
assc-56657	121	73	,	,	PUNCT
assc-56657	121	74	acar	acar	NOUN
assc-56657	121	75	)	)	PUNCT
assc-56657	121	76	perform	perform	VERB
assc-56657	121	77	excellently	excellently	ADV
assc-56657	121	78	in	in	ADP
assc-56657	121	79	multi	multi	ADJ
assc-56657	121	80	-	-	ADJ
assc-56657	121	81	object	object	ADJ
assc-56657	121	82	interaction	interaction	NOUN
assc-56657	121	83	scenarios	scenario	NOUN
assc-56657	121	84	.	.	PUNCT
assc-56657	122	1	future	future	ADJ
assc-56657	122	2	efforts	effort	NOUN
assc-56657	122	3	need	need	VERB
assc-56657	122	4	to	to	PART
assc-56657	122	5	further	far	ADV
assc-56657	122	6	break	break	VERB
assc-56657	122	7	through	through	ADP
assc-56657	122	8	technologies	technology	NOUN
assc-56657	122	9	such	such	ADJ
assc-56657	122	10	as	as	ADP
assc-56657	122	11	multi	multi	ADJ
assc-56657	122	12	-	-	ADJ
assc-56657	122	13	modal	modal	ADJ
assc-56657	122	14	fusion	fusion	NOUN
assc-56657	122	15	and	and	CCONJ
assc-56657	122	16	lightweight	lightweight	ADJ
assc-56657	122	17	inference	inference	NOUN
assc-56657	122	18	to	to	PART
assc-56657	122	19	promote	promote	VERB
assc-56657	122	20	the	the	DET
assc-56657	122	21	application	application	NOUN
assc-56657	122	22	of	of	ADP
assc-56657	122	23	spatiotemporal	spatiotemporal	ADJ
assc-56657	122	24	action	action	NOUN
assc-56657	122	25	detection	detection	NOUN
assc-56657	122	26	in	in	ADP
assc-56657	122	27	more	more	ADV
assc-56657	122	28	practical	practical	ADJ
assc-56657	122	29	scenarios	scenario	NOUN
assc-56657	122	30	.	.	PUNCT
assc-56657	123	1	references	reference	NOUN
assc-56657	123	2	carreira	carreira	PROPN
assc-56657	123	3	,	,	PUNCT
assc-56657	123	4	j.	j.	PROPN
assc-56657	123	5	,	,	PUNCT
assc-56657	123	6	&	&	CCONJ
assc-56657	123	7	zisserman	zisserman	PROPN
assc-56657	123	8	,	,	PUNCT
assc-56657	123	9	a.	a.	NOUN
assc-56657	123	10	(	(	PUNCT
assc-56657	123	11	2017	2017	NUM
assc-56657	123	12	)	)	PUNCT
assc-56657	123	13	.	.	PUNCT
assc-56657	124	1	quo	quo	NOUN
assc-56657	124	2	vadis	vadis	NOUN
assc-56657	124	3	,	,	PUNCT
assc-56657	124	4	action	action	NOUN
assc-56657	124	5	recognition	recognition	NOUN
assc-56657	124	6	?	?	PUNCT
assc-56657	125	1	a	a	DET
assc-56657	125	2	new	new	ADJ
assc-56657	125	3	model	model	NOUN
assc-56657	125	4	and	and	CCONJ
assc-56657	125	5	the	the	DET
assc-56657	125	6	kineticsdataset	kineticsdataset	NOUN
assc-56657	125	7	.	.	PUNCT
assc-56657	126	1	proceedings	proceeding	NOUN
assc-56657	126	2	of	of	ADP
assc-56657	126	3	the	the	DET
assc-56657	126	4	ieee	ieee	NOUN
assc-56657	126	5	conference	conference	NOUN
assc-56657	126	6	on	on	ADP
assc-56657	126	7	computer	computer	NOUN
assc-56657	126	8	vision	vision	NOUN
assc-56657	126	9	and	and	CCONJ
assc-56657	126	10	patternrecognition	patternrecognition	NOUN
assc-56657	126	11	,	,	PUNCT
assc-56657	126	12	6299	6299	NUM
assc-56657	126	13	-	-	SYM
assc-56657	126	14	6308	6308	NUM
assc-56657	126	15	.	.	PUNCT
assc-56657	127	1	faure	faure	PROPN
assc-56657	127	2	,	,	PUNCT
assc-56657	127	3	g.	g.	PROPN
assc-56657	127	4	j.	j.	PROPN
assc-56657	127	5	,	,	PUNCT
assc-56657	127	6	chen	chen	PROPN
assc-56657	127	7	,	,	PUNCT
assc-56657	127	8	m.	m.	PROPN
assc-56657	127	9	h.	h.	PROPN
assc-56657	127	10	,	,	PUNCT
assc-56657	127	11	&	&	CCONJ
assc-56657	127	12	lai	lai	PROPN
assc-56657	127	13	,	,	PUNCT
assc-56657	127	14	s.	s.	PROPN
assc-56657	127	15	h.	h.	PROPN
assc-56657	127	16	(	(	PUNCT
assc-56657	127	17	2023	2023	NUM
assc-56657	127	18	)	)	PUNCT
assc-56657	127	19	.	.	PUNCT
assc-56657	128	1	holistic	holistic	ADJ
assc-56657	128	2	interaction	interaction	NOUN
assc-56657	128	3	transformer	transformer	NOUN
assc-56657	128	4	network	network	NOUN
assc-56657	128	5	for	for	ADP
assc-56657	128	6	actiondetection	actiondetection	NOUN
assc-56657	128	7	.	.	PUNCT
assc-56657	129	1	proceedings	proceeding	NOUN
assc-56657	129	2	of	of	ADP
assc-56657	129	3	the	the	DET
assc-56657	129	4	ieee	ieee	NOUN
assc-56657	129	5	/	/	SYM
assc-56657	129	6	cvf	cvf	NOUN
assc-56657	129	7	winter	winter	NOUN
assc-56657	129	8	conference	conference	NOUN
assc-56657	129	9	on	on	ADP
assc-56657	129	10	applications	application	NOUN
assc-56657	129	11	of	of	ADP
assc-56657	129	12	computer	computer	NOUN
assc-56657	129	13	vision	vision	NOUN
assc-56657	129	14	,	,	PUNCT
assc-56657	129	15	3340	3340	NUM
assc-56657	129	16	-	-	SYM
assc-56657	129	17	3350	3350	NUM
assc-56657	129	18	.	.	PUNCT
assc-56657	130	1	gevorgyan	gevorgyan	PROPN
assc-56657	130	2	,	,	PUNCT
assc-56657	130	3	z.	z.	PROPN
assc-56657	130	4	(	(	PUNCT
assc-56657	130	5	2022	2022	NUM
assc-56657	130	6	)	)	PUNCT
assc-56657	130	7	.	.	PUNCT
assc-56657	131	1	siou	siou	PROPN
assc-56657	131	2	loss	loss	NOUN
assc-56657	131	3	:	:	PUNCT
assc-56657	131	4	more	more	ADV
assc-56657	131	5	powerful	powerful	ADJ
assc-56657	131	6	learning	learn	VERB
assc-56657	131	7	for	for	ADP
assc-56657	131	8	bounding	bound	VERB
assc-56657	131	9	box	box	NOUN
assc-56657	131	10	regression	regression	NOUN
assc-56657	131	11	.	.	PUNCT
assc-56657	132	1	arxivpreprint	arxivpreprint	NOUN
assc-56657	132	2	arxiv:2205.12740	arxiv:2205.12740	PROPN
assc-56657	132	3	.	.	PUNCT
assc-56657	133	1	gritsenko	gritsenko	PROPN
assc-56657	133	2	,	,	PUNCT
assc-56657	133	3	a.	a.	NOUN
assc-56657	133	4	a.	a.	PROPN
assc-56657	133	5	,	,	PUNCT
assc-56657	133	6	xiong	xiong	PROPN
assc-56657	133	7	,	,	PUNCT
assc-56657	133	8	x.	x.	NOUN
assc-56657	133	9	,	,	PUNCT
assc-56657	133	10	djolonga	djolonga	PROPN
assc-56657	133	11	,	,	PUNCT
assc-56657	133	12	j.	j.	PROPN
assc-56657	133	13	et	et	PROPN
assc-56657	133	14	al	al	PROPN
assc-56657	133	15	.	.	PROPN
assc-56657	134	1	(	(	PUNCT
assc-56657	134	2	2024	2024	NUM
assc-56657	134	3	)	)	PUNCT
assc-56657	134	4	.	.	PUNCT
assc-56657	135	1	end	end	NOUN
assc-56657	135	2	-	-	PUNCT
assc-56657	135	3	to	to	ADP
assc-56657	135	4	-	-	PUNCT
assc-56657	135	5	end	end	NOUN
assc-56657	135	6	spatio	spatio	PROPN
assc-56657	135	7	-	-	PUNCT
assc-56657	135	8	temporal	temporal	ADJ
assc-56657	135	9	action	action	NOUN
assc-56657	135	10	localisationwith	localisationwith	NOUN
assc-56657	135	11	video	video	NOUN
assc-56657	135	12	transformers	transformer	NOUN
assc-56657	135	13	.	.	PUNCT
assc-56657	136	1	proceedings	proceeding	NOUN
assc-56657	136	2	of	of	ADP
assc-56657	136	3	the	the	DET
assc-56657	136	4	ieee	ieee	NOUN
assc-56657	136	5	/	/	SYM
assc-56657	136	6	cvf	cvf	NOUN
assc-56657	136	7	conference	conference	NOUN
assc-56657	136	8	on	on	ADP
assc-56657	136	9	computervision	computervision	NOUN
assc-56657	136	10	and	and	CCONJ
assc-56657	136	11	pattern	pattern	NOUN
assc-56657	136	12	recognitio	recognitio	NOUN
assc-56657	136	13	,	,	PUNCT
assc-56657	136	14	18373	18373	NUM
assc-56657	136	15	-	-	SYM
assc-56657	136	16	18383	18383	NUM
assc-56657	136	17	.	.	PUNCT
assc-56657	137	1	hou	hou	PROPN
assc-56657	137	2	,	,	PUNCT
assc-56657	137	3	q.	q.	PROPN
assc-56657	137	4	,	,	PUNCT
assc-56657	137	5	zhou	zhou	PROPN
assc-56657	137	6	,	,	PUNCT
assc-56657	137	7	d.	d.	PROPN
assc-56657	137	8	,	,	PUNCT
assc-56657	137	9	&	&	CCONJ
assc-56657	137	10	feng	feng	PROPN
assc-56657	137	11	,	,	PUNCT
assc-56657	137	12	j.	j.	PROPN
assc-56657	137	13	(	(	PUNCT
assc-56657	137	14	2021	2021	NUM
assc-56657	137	15	)	)	PUNCT
assc-56657	137	16	.	.	PUNCT
assc-56657	138	1	coordinate	coordinate	VERB
assc-56657	138	2	attention	attention	NOUN
assc-56657	138	3	for	for	ADP
assc-56657	138	4	efficient	efficient	ADJ
assc-56657	138	5	mobile	mobile	ADJ
assc-56657	138	6	network	network	NOUN
assc-56657	138	7	design[c].proceedings	design[c].proceeding	NOUN
assc-56657	138	8	of	of	ADP
assc-56657	138	9	the	the	DET
assc-56657	138	10	ieee	ieee	PROPN
assc-56657	138	11	.	.	PUNCT
assc-56657	139	1	cvf	cvf	NOUN
assc-56657	139	2	conference	conference	NOUN
assc-56657	139	3	on	on	ADP
assc-56657	139	4	computer	computer	NOUN
assc-56657	139	5	vision	vision	NOUN
assc-56657	139	6	and	and	CCONJ
assc-56657	139	7	pattern	pattern	NOUN
assc-56657	139	8	recognition	recognition	NOUN
assc-56657	139	9	,	,	PUNCT
assc-56657	139	10	13713	13713	NUM
assc-56657	139	11	-	-	SYM
assc-56657	139	12	13722	13722	NUM
assc-56657	139	13	.	.	PUNCT
assc-56657	140	1	hu	hu	PROPN
assc-56657	140	2	,	,	PUNCT
assc-56657	140	3	j.	j.	PROPN
assc-56657	140	4	,	,	PUNCT
assc-56657	140	5	shen	shen	PROPN
assc-56657	140	6	,	,	PUNCT
assc-56657	140	7	l.	l.	PROPN
assc-56657	140	8	,	,	PUNCT
assc-56657	140	9	&	&	CCONJ
assc-56657	140	10	sun	sun	PROPN
assc-56657	140	11	,	,	PUNCT
assc-56657	140	12	g.	g.	PROPN
assc-56657	140	13	(	(	PUNCT
assc-56657	140	14	2018	2018	NUM
assc-56657	140	15	)	)	PUNCT
assc-56657	140	16	.	.	PUNCT
assc-56657	141	1	squeeze	squeeze	NOUN
assc-56657	141	2	-	-	PUNCT
assc-56657	141	3	and	and	CCONJ
assc-56657	141	4	-	-	PUNCT
assc-56657	141	5	excitation	excitation	NOUN
assc-56657	141	6	networks	network	NOUN
assc-56657	141	7	.	.	PUNCT
assc-56657	142	1	proceedings	proceeding	NOUN
assc-56657	142	2	of	of	ADP
assc-56657	142	3	the	the	DET
assc-56657	142	4	ieeeconference	ieeeconference	NOUN
assc-56657	142	5	on	on	ADP
assc-56657	142	6	computer	computer	NOUN
assc-56657	142	7	vision	vision	NOUN
assc-56657	142	8	and	and	CCONJ
assc-56657	142	9	pattern	pattern	NOUN
assc-56657	142	10	recognition	recognition	NOUN
assc-56657	142	11	,	,	PUNCT
assc-56657	142	12	7132	7132	NUM
assc-56657	142	13	-	-	SYM
assc-56657	142	14	7141	7141	NUM
assc-56657	142	15	.	.	PUNCT
assc-56657	143	1	ji	ji	PROPN
assc-56657	143	2	,	,	PUNCT
assc-56657	143	3	s.	s.	PROPN
assc-56657	143	4	,	,	PUNCT
assc-56657	143	5	xu	xu	PROPN
assc-56657	143	6	,	,	PUNCT
assc-56657	143	7	w.	w.	PROPN
assc-56657	143	8	,	,	PUNCT
assc-56657	143	9	yang	yang	PROPN
assc-56657	143	10	,	,	PUNCT
assc-56657	143	11	m.	m.	NOUN
assc-56657	143	12	et	et	PROPN
assc-56657	143	13	al	al	PROPN
assc-56657	143	14	.	.	PROPN
assc-56657	143	15	(	(	PUNCT
assc-56657	143	16	2021	2021	NUM
assc-56657	143	17	)	)	PUNCT
assc-56657	143	18	.	.	PUNCT
assc-56657	144	1	3d	3d	NUM
assc-56657	144	2	convolutional	convolutional	ADJ
assc-56657	144	3	neural	neural	ADJ
assc-56657	144	4	networks	network	NOUN
assc-56657	144	5	for	for	ADP
assc-56657	144	6	human	human	ADJ
assc-56657	144	7	actionrecognition	actionrecognition	NOUN
assc-56657	144	8	.	.	PUNCT
assc-56657	145	1	ieee	ieee	NOUN
assc-56657	145	2	transactions	transaction	NOUN
assc-56657	145	3	on	on	ADP
assc-56657	145	4	pattern	pattern	NOUN
assc-56657	145	5	analysis	analysis	NOUN
assc-56657	145	6	and	and	CCONJ
assc-56657	145	7	machine	machine	NOUN
assc-56657	145	8	intelligence	intelligence	NOUN
assc-56657	145	9	,	,	PUNCT
assc-56657	145	10	35(1	35(1	NUM
assc-56657	145	11	)	)	PUNCT
assc-56657	145	12	,	,	PUNCT
assc-56657	145	13	221	221	NUM
assc-56657	145	14	-	-	SYM
assc-56657	145	15	231	231	NUM
assc-56657	145	16	.	.	PUNCT
assc-56657	146	1	jiang	jiang	PROPN
assc-56657	146	2	,	,	PUNCT
assc-56657	146	3	z.	z.	PROPN
assc-56657	146	4	,	,	PUNCT
assc-56657	146	5	yang	yang	PROPN
assc-56657	146	6	,	,	PUNCT
assc-56657	146	7	j.	j.	PROPN
assc-56657	146	8	,	,	PUNCT
assc-56657	146	9	jiang	jiang	PROPN
assc-56657	146	10	,	,	PUNCT
assc-56657	146	11	n.	n.	PROPN
assc-56657	146	12	et	et	PROPN
assc-56657	146	13	al	al	PROPN
assc-56657	146	14	.	.	PROPN
assc-56657	146	15	(	(	PUNCT
assc-56657	146	16	2024	2024	NUM
assc-56657	146	17	)	)	PUNCT
assc-56657	146	18	.	.	PUNCT
assc-56657	147	1	yowov2	yowov2	NOUN
assc-56657	147	2	:	:	PUNCT
assc-56657	147	3	a	a	DET
assc-56657	147	4	stronger	strong	ADJ
assc-56657	147	5	yet	yet	CCONJ
assc-56657	147	6	efficient	efficient	ADJ
assc-56657	147	7	multi	multi	ADJ
assc-56657	147	8	-	-	ADJ
assc-56657	147	9	level	level	ADJ
assc-56657	147	10	detectionframework	detectionframework	NOUN
assc-56657	147	11	for	for	ADP
assc-56657	147	12	real	real	ADJ
assc-56657	147	13	-	-	PUNCT
assc-56657	147	14	time	time	NOUN
assc-56657	147	15	spatio	spatio	NOUN
assc-56657	147	16	-	-	PUNCT
assc-56657	147	17	temporal	temporal	ADJ
assc-56657	147	18	action	action	NOUN
assc-56657	147	19	detection	detection	NOUN
assc-56657	147	20	.	.	PUNCT
assc-56657	148	1	international	international	ADJ
assc-56657	148	2	conferenceon	conferenceon	NOUN
assc-56657	148	3	intelligent	intelligent	ADJ
assc-56657	148	4	robotics	robotic	NOUN
assc-56657	148	5	and	and	CCONJ
assc-56657	148	6	applications	application	NOUN
assc-56657	148	7	.	.	PUNCT
assc-56657	149	1	singapore	singapore	PROPN
assc-56657	149	2	:	:	PUNCT
assc-56657	149	3	springer	springer	NOUN
assc-56657	149	4	nature	nature	PROPN
assc-56657	149	5	singapore	singapore	PROPN
assc-56657	149	6	,	,	PUNCT
assc-56657	149	7	33	33	NUM
assc-56657	149	8	-	-	SYM
assc-56657	149	9	48	48	NUM
assc-56657	149	10	.	.	PUNCT
assc-56657	150	1	kalogeiton	kalogeiton	PROPN
assc-56657	150	2	,	,	PUNCT
assc-56657	150	3	v.	v.	PROPN
assc-56657	150	4	,	,	PUNCT
assc-56657	150	5	weinzaepfel	weinzaepfel	NOUN
assc-56657	150	6	,	,	PUNCT
assc-56657	150	7	p.	p.	NOUN
assc-56657	150	8	,	,	PUNCT
assc-56657	150	9	ferrari	ferrari	PROPN
assc-56657	150	10	,	,	PUNCT
assc-56657	150	11	v.	v.	PROPN
assc-56657	150	12	,	,	PUNCT
assc-56657	150	13	&	&	CCONJ
assc-56657	150	14	schmid	schmid	PROPN
assc-56657	150	15	c.	c.	PROPN
assc-56657	150	16	(	(	PUNCT
assc-56657	150	17	2017	2017	NUM
assc-56657	150	18	)	)	PUNCT
assc-56657	150	19	.	.	PUNCT
assc-56657	151	1	action	action	NOUN
assc-56657	151	2	tubelet	tubelet	ADJ
assc-56657	151	3	detector	detector	NOUN
assc-56657	151	4	for	for	ADP
assc-56657	151	5	www.scholink.org/ojs/index.php/assc	www.scholink.org/ojs/index.php/assc	PROPN
assc-56657	151	6	advances	advance	NOUN
assc-56657	151	7	in	in	ADP
assc-56657	151	8	social	social	ADJ
assc-56657	151	9	science	science	NOUN
assc-56657	151	10	and	and	CCONJ
assc-56657	151	11	culture	culture	NOUN
assc-56657	151	12	vol	vol	NOUN
assc-56657	151	13	.	.	PROPN
assc-56657	152	1	7	7	NUM
assc-56657	152	2	no	no	NOUN
assc-56657	152	3	.	.	NOUN
assc-56657	152	4	5	5	NUM
assc-56657	152	5	,	,	PUNCT
assc-56657	152	6	2025	2025	NUM
assc-56657	152	7	published	publish	VERB
assc-56657	152	8	by	by	ADP
assc-56657	152	9	scholink	scholink	PROPN
assc-56657	152	10	inc	inc	PROPN
assc-56657	152	11	.	.	PROPN
assc-56657	152	12	150	150	NUM
assc-56657	152	13	spatiotemporal	spatiotemporal	ADJ
assc-56657	152	14	action	action	NOUN
assc-56657	152	15	localization	localization	NOUN
assc-56657	152	16	.	.	PUNCT
assc-56657	153	1	proceedings	proceeding	NOUN
assc-56657	153	2	of	of	ADP
assc-56657	153	3	the	the	DET
assc-56657	153	4	ieee	ieee	PROPN
assc-56657	153	5	international	international	PROPN
assc-56657	153	6	conference	conference	PROPN
assc-56657	153	7	oncomputer	oncomputer	NOUN
assc-56657	153	8	vision	vision	NOUN
assc-56657	153	9	,	,	PUNCT
assc-56657	153	10	4405	4405	NUM
assc-56657	153	11	-	-	SYM
assc-56657	153	12	4413	4413	NUM
assc-56657	153	13	.	.	PUNCT
assc-56657	154	1	köpüklü	köpüklü	PROPN
assc-56657	154	2	,	,	PUNCT
assc-56657	154	3	o.	o.	PROPN
assc-56657	154	4	,	,	PUNCT
assc-56657	154	5	wei	wei	PROPN
assc-56657	154	6	,	,	PUNCT
assc-56657	154	7	x.	x.	PROPN
assc-56657	154	8	,	,	PUNCT
assc-56657	154	9	&	&	CCONJ
assc-56657	154	10	rigoll	rigoll	PROPN
assc-56657	154	11	,	,	PUNCT
assc-56657	154	12	g.	g.	PROPN
assc-56657	154	13	(	(	PUNCT
assc-56657	154	14	2019	2019	NUM
assc-56657	154	15	)	)	PUNCT
assc-56657	154	16	.	.	PUNCT
assc-56657	155	1	you	you	PRON
assc-56657	155	2	only	only	ADV
assc-56657	155	3	watch	watch	VERB
assc-56657	155	4	once	once	ADV
assc-56657	155	5	:	:	PUNCT
assc-56657	155	6	a	a	DET
assc-56657	155	7	unified	unified	ADJ
assc-56657	155	8	cnn	cnn	NOUN
assc-56657	155	9	architecture	architecture	NOUN
assc-56657	155	10	for	for	ADP
assc-56657	155	11	real	real	ADJ
assc-56657	155	12	-	-	PUNCT
assc-56657	155	13	timespatiotemporal	timespatiotemporal	ADJ
assc-56657	155	14	action	action	NOUN
assc-56657	155	15	localization	localization	NOUN
assc-56657	155	16	.	.	PUNCT
assc-56657	156	1	arxiv	arxiv	PROPN
assc-56657	156	2	preprint	preprint	PROPN
assc-56657	156	3	arxiv:1911.06644	arxiv:1911.06644	PROPN
assc-56657	156	4	.	.	PUNCT
assc-56657	157	1	li	li	PROPN
assc-56657	157	2	,	,	PUNCT
assc-56657	157	3	y.	y.	PROPN
assc-56657	157	4	,	,	PUNCT
assc-56657	157	5	wang	wang	PROPN
assc-56657	157	6	,	,	PUNCT
assc-56657	157	7	z.	z.	PROPN
assc-56657	157	8	,	,	PUNCT
assc-56657	157	9	wang	wang	PROPN
assc-56657	157	10	,	,	PUNCT
assc-56657	157	11	l.	l.	PROPN
assc-56657	157	12	,	,	PUNCT
assc-56657	157	13	&	&	CCONJ
assc-56657	157	14	wu	wu	PROPN
assc-56657	157	15	,	,	PUNCT
assc-56657	157	16	g.	g.	PROPN
assc-56657	157	17	(	(	PUNCT
assc-56657	157	18	2020	2020	NUM
assc-56657	157	19	)	)	PUNCT
assc-56657	157	20	.	.	PUNCT
assc-56657	158	1	actions	action	NOUN
assc-56657	158	2	as	as	ADP
assc-56657	158	3	moving	move	VERB
assc-56657	158	4	points	point	NOUN
assc-56657	158	5	.	.	PUNCT
assc-56657	159	1	proceedings	proceeding	NOUN
assc-56657	159	2	of	of	ADP
assc-56657	159	3	the	the	DET
assc-56657	159	4	european	european	PROPN
assc-56657	159	5	conference	conference	PROPN
assc-56657	159	6	on	on	ADP
assc-56657	159	7	computer	computer	NOUN
assc-56657	159	8	vision	vision	NOUN
assc-56657	159	9	,	,	PUNCT
assc-56657	159	10	68	68	NUM
assc-56657	159	11	-	-	SYM
assc-56657	159	12	84	84	NUM
assc-56657	159	13	.	.	PUNCT
assc-56657	160	1	lu	lu	PROPN
assc-56657	160	2	,	,	PUNCT
assc-56657	160	3	h.	h.	PROPN
assc-56657	160	4	,	,	PUNCT
assc-56657	160	5	jian	jian	PROPN
assc-56657	160	6	,	,	PUNCT
assc-56657	160	7	h.	h.	PROPN
assc-56657	160	8	,	,	PUNCT
assc-56657	160	9	poppe	poppe	PROPN
assc-56657	160	10	,	,	PUNCT
assc-56657	160	11	r.	r.	PROPN
assc-56657	160	12	,	,	PUNCT
assc-56657	160	13	&	&	CCONJ
assc-56657	160	14	salah	salah	PROPN
assc-56657	160	15	,	,	PUNCT
assc-56657	160	16	a.	a.	NOUN
assc-56657	160	17	a.	a.	NOUN
assc-56657	160	18	(	(	PUNCT
assc-56657	160	19	2024	2024	NUM
assc-56657	160	20	)	)	PUNCT
assc-56657	160	21	.	.	PUNCT
assc-56657	161	1	enhancing	enhance	VERB
assc-56657	161	2	video	video	NOUN
assc-56657	161	3	transformers	transformer	NOUN
assc-56657	161	4	for	for	ADP
assc-56657	161	5	actionunderstanding	actionunderstande	VERB
assc-56657	161	6	with	with	ADP
assc-56657	161	7	vlm	vlm	NOUN
assc-56657	161	8	-	-	PUNCT
assc-56657	161	9	aided	aid	VERB
assc-56657	161	10	training	training	NOUN
assc-56657	161	11	.	.	PUNCT
assc-56657	162	1	arxiv	arxiv	PROPN
assc-56657	162	2	preprint	preprint	NOUN
assc-56657	162	3	arxiv:2403.16128	arxiv:2403.16128	NOUN
assc-56657	162	4	,	,	PUNCT
assc-56657	162	5	pan	pan	PROPN
assc-56657	162	6	,	,	PUNCT
assc-56657	162	7	j.	j.	PROPN
assc-56657	162	8	,	,	PUNCT
assc-56657	162	9	chen	chen	PROPN
assc-56657	162	10	,	,	PUNCT
assc-56657	162	11	s.	s.	PROPN
assc-56657	162	12	,	,	PUNCT
assc-56657	162	13	shou	shou	PROPN
assc-56657	162	14	,	,	PUNCT
assc-56657	162	15	m.	m.	NOUN
assc-56657	162	16	z.	z.	PROPN
assc-56657	162	17	,	,	PUNCT
assc-56657	162	18	liu	liu	PROPN
assc-56657	162	19	,	,	PUNCT
assc-56657	162	20	y.	y.	PROPN
assc-56657	162	21	,	,	PUNCT
assc-56657	162	22	shao	shao	PROPN
assc-56657	162	23	,	,	PUNCT
assc-56657	162	24	j.	j.	PROPN
assc-56657	162	25	,	,	PUNCT
assc-56657	162	26	&	&	CCONJ
assc-56657	162	27	li	li	PROPN
assc-56657	162	28	,	,	PUNCT
assc-56657	162	29	h.	h.	PROPN
assc-56657	162	30	(	(	PUNCT
assc-56657	162	31	2021	2021	NUM
assc-56657	162	32	)	)	PUNCT
assc-56657	162	33	.	.	PUNCT
assc-56657	163	1	actor	actor	NOUN
assc-56657	163	2	-	-	PUNCT
assc-56657	163	3	context	context	NOUN
assc-56657	163	4	-	-	PUNCT
assc-56657	163	5	actor	actor	NOUN
assc-56657	163	6	relation	relation	NOUN
assc-56657	163	7	network	network	NOUN
assc-56657	163	8	forspatio	forspatio	NOUN
assc-56657	163	9	-	-	PUNCT
assc-56657	163	10	temporal	temporal	ADJ
assc-56657	163	11	action	action	NOUN
assc-56657	163	12	localization	localization	NOUN
assc-56657	163	13	.	.	PUNCT
assc-56657	164	1	proceedings	proceeding	NOUN
assc-56657	164	2	of	of	ADP
assc-56657	164	3	the	the	DET
assc-56657	164	4	ieee	ieee	NOUN
assc-56657	164	5	/	/	SYM
assc-56657	164	6	cvf	cvf	NOUN
assc-56657	164	7	conference	conference	NOUN
assc-56657	164	8	on	on	ADP
assc-56657	164	9	computer	computer	NOUN
assc-56657	164	10	vision	vision	NOUN
assc-56657	164	11	and	and	CCONJ
assc-56657	164	12	pattern	pattern	NOUN
assc-56657	164	13	recognition	recognition	NOUN
assc-56657	164	14	,	,	PUNCT
assc-56657	164	15	464	464	NUM
assc-56657	164	16	-	-	SYM
assc-56657	164	17	474	474	NUM
assc-56657	164	18	.	.	PUNCT
assc-56657	165	1	qiu	qiu	PROPN
assc-56657	165	2	,	,	PUNCT
assc-56657	165	3	z.	z.	PROPN
assc-56657	165	4	,	,	PUNCT
assc-56657	165	5	yao	yao	PROPN
assc-56657	165	6	,	,	PUNCT
assc-56657	165	7	t.	t.	PROPN
assc-56657	165	8	,	,	PUNCT
assc-56657	165	9	&	&	CCONJ
assc-56657	165	10	mei	mei	PROPN
assc-56657	165	11	,	,	PUNCT
assc-56657	165	12	t.	t.	PROPN
assc-56657	165	13	(	(	PUNCT
assc-56657	165	14	2017	2017	NUM
assc-56657	165	15	)	)	PUNCT
assc-56657	165	16	.	.	PUNCT
assc-56657	166	1	learning	learn	VERB
assc-56657	166	2	spatio	spatio	PROPN
assc-56657	166	3	-	-	PUNCT
assc-56657	166	4	temporal	temporal	ADJ
assc-56657	166	5	representation	representation	NOUN
assc-56657	166	6	with	with	ADP
assc-56657	166	7	pseudo-3d	pseudo-3d	PROPN
assc-56657	166	8	residualnetworks	residualnetwork	NOUN
assc-56657	166	9	.	.	PUNCT
assc-56657	167	1	proceedings	proceeding	NOUN
assc-56657	167	2	of	of	ADP
assc-56657	167	3	the	the	DET
assc-56657	167	4	ieee	ieee	NOUN
assc-56657	167	5	international	international	PROPN
assc-56657	167	6	conference	conference	NOUN
assc-56657	167	7	on	on	ADP
assc-56657	167	8	computer	computer	NOUN
assc-56657	167	9	vision	vision	NOUN
assc-56657	167	10	,	,	PUNCT
assc-56657	167	11	5533	5533	NUM
assc-56657	167	12	-	-	SYM
assc-56657	167	13	5541	5541	NUM
assc-56657	167	14	.	.	PUNCT
assc-56657	168	1	qiu	qiu	PROPN
assc-56657	168	2	,	,	PUNCT
assc-56657	168	3	z.	z.	PROPN
assc-56657	168	4	,	,	PUNCT
assc-56657	168	5	yao	yao	PROPN
assc-56657	168	6	,	,	PUNCT
assc-56657	168	7	t.	t.	PROPN
assc-56657	168	8	,	,	PUNCT
assc-56657	168	9	&	&	CCONJ
assc-56657	168	10	mei	mei	PROPN
assc-56657	168	11	,	,	PUNCT
assc-56657	168	12	t.	t.	PROPN
assc-56657	168	13	(	(	PUNCT
assc-56657	168	14	2017	2017	NUM
assc-56657	168	15	)	)	PUNCT
assc-56657	168	16	.	.	PUNCT
assc-56657	169	1	learning	learn	VERB
assc-56657	169	2	spatio	spatio	PROPN
assc-56657	169	3	-	-	PUNCT
assc-56657	169	4	temporal	temporal	ADJ
assc-56657	169	5	representation	representation	NOUN
assc-56657	169	6	with	with	ADP
assc-56657	169	7	pseudo-3d	pseudo-3d	PROPN
assc-56657	169	8	residualnetworks	residualnetwork	NOUN
assc-56657	169	9	.	.	PUNCT
assc-56657	170	1	proceedings	proceeding	NOUN
assc-56657	170	2	of	of	ADP
assc-56657	170	3	the	the	DET
assc-56657	170	4	ieee	ieee	NOUN
assc-56657	170	5	international	international	PROPN
assc-56657	170	6	conference	conference	NOUN
assc-56657	170	7	on	on	ADP
assc-56657	170	8	computer	computer	NOUN
assc-56657	170	9	vision	vision	NOUN
assc-56657	170	10	,	,	PUNCT
assc-56657	170	11	5533	5533	NUM
assc-56657	170	12	-	-	SYM
assc-56657	170	13	5541	5541	NUM
assc-56657	170	14	.	.	PUNCT
assc-56657	171	1	sun	sun	PROPN
assc-56657	171	2	,	,	PUNCT
assc-56657	171	3	c.	c.	PROPN
assc-56657	171	4	,	,	PUNCT
assc-56657	171	5	shrivastava	shrivastava	PROPN
assc-56657	171	6	,	,	PUNCT
assc-56657	171	7	a.	a.	NOUN
assc-56657	171	8	,	,	PUNCT
assc-56657	171	9	vondrick	vondrick	NOUN
assc-56657	171	10	,	,	PUNCT
assc-56657	171	11	c.	c.	PROPN
assc-56657	171	12	,	,	PUNCT
assc-56657	171	13	murphy	murphy	PROPN
assc-56657	171	14	,	,	PUNCT
assc-56657	171	15	k.	k.	PROPN
assc-56657	171	16	,	,	PUNCT
assc-56657	171	17	sukthankar	sukthankar	PROPN
assc-56657	171	18	,	,	PUNCT
assc-56657	171	19	r.	r.	PROPN
assc-56657	171	20	,	,	PUNCT
assc-56657	171	21	&	&	CCONJ
assc-56657	171	22	schmid	schmid	PROPN
assc-56657	171	23	,	,	PUNCT
assc-56657	171	24	c.	c.	PROPN
assc-56657	171	25	(	(	PUNCT
assc-56657	171	26	2018	2018	NUM
assc-56657	171	27	)	)	PUNCT
assc-56657	171	28	.	.	PUNCT
assc-56657	172	1	actor	actor	NOUN
assc-56657	172	2	-	-	PUNCT
assc-56657	172	3	centricrelation	centricrelation	NOUN
assc-56657	172	4	network	network	NOUN
assc-56657	172	5	.	.	PUNCT
assc-56657	173	1	proceedings	proceeding	NOUN
assc-56657	173	2	of	of	ADP
assc-56657	173	3	the	the	DET
assc-56657	173	4	european	european	PROPN
assc-56657	173	5	conference	conference	PROPN
assc-56657	173	6	on	on	ADP
assc-56657	173	7	computer	computer	NOUN
assc-56657	173	8	vision	vision	NOUN
assc-56657	173	9	,	,	PUNCT
assc-56657	173	10	318	318	NUM
assc-56657	173	11	-	-	SYM
assc-56657	173	12	334	334	NUM
assc-56657	173	13	.	.	PUNCT
assc-56657	173	14	tang	tang	PROPN
assc-56657	173	15	,	,	PUNCT
assc-56657	173	16	j.	j.	PROPN
assc-56657	173	17	,	,	PUNCT
assc-56657	173	18	xia	xia	PROPN
assc-56657	173	19	,	,	PUNCT
assc-56657	173	20	j.	j.	PROPN
assc-56657	173	21	,	,	PUNCT
assc-56657	173	22	mu	mu	PROPN
assc-56657	173	23	,	,	PUNCT
assc-56657	173	24	x.	x.	NOUN
assc-56657	173	25	,	,	PUNCT
assc-56657	173	26	pang	pang	NOUN
assc-56657	173	27	,	,	PUNCT
assc-56657	173	28	b.	b.	PROPN
assc-56657	173	29	,	,	PUNCT
assc-56657	173	30	&	&	CCONJ
assc-56657	173	31	lu	lu	PROPN
assc-56657	173	32	,	,	PUNCT
assc-56657	173	33	c.	c.	PROPN
assc-56657	173	34	(	(	PUNCT
assc-56657	173	35	2020	2020	NUM
assc-56657	173	36	)	)	PUNCT
assc-56657	173	37	.	.	PUNCT
assc-56657	174	1	asynchronous	asynchronous	ADJ
assc-56657	174	2	interaction	interaction	NOUN
assc-56657	174	3	aggregation	aggregation	NOUN
assc-56657	174	4	for	for	ADP
assc-56657	174	5	actiondetection	actiondetection	NOUN
assc-56657	174	6	.	.	PUNCT
assc-56657	175	1	proceedings	proceeding	NOUN
assc-56657	175	2	of	of	ADP
assc-56657	175	3	the	the	DET
assc-56657	175	4	european	european	PROPN
assc-56657	175	5	conference	conference	PROPN
assc-56657	175	6	on	on	ADP
assc-56657	175	7	computer	computer	NOUN
assc-56657	175	8	vision	vision	NOUN
assc-56657	175	9	,	,	PUNCT
assc-56657	175	10	71	71	NUM
assc-56657	175	11	-	-	SYM
assc-56657	175	12	87	87	NUM
assc-56657	175	13	.	.	PUNCT
assc-56657	176	1	tran	tran	PROPN
assc-56657	176	2	,	,	PUNCT
assc-56657	176	3	d.	d.	PROPN
assc-56657	176	4	,	,	PUNCT
assc-56657	176	5	bourdev	bourdev	PROPN
assc-56657	176	6	,	,	PUNCT
assc-56657	176	7	l.	l.	PROPN
assc-56657	176	8	,	,	PUNCT
assc-56657	176	9	fergus	fergus	PROPN
assc-56657	176	10	,	,	PUNCT
assc-56657	176	11	r.	r.	PROPN
assc-56657	176	12	et	et	PROPN
assc-56657	176	13	al	al	PROPN
assc-56657	176	14	.	.	PROPN
assc-56657	176	15	(	(	PUNCT
assc-56657	176	16	2015	2015	NUM
assc-56657	176	17	)	)	PUNCT
assc-56657	176	18	.	.	PUNCT
assc-56657	177	1	learning	learn	VERB
assc-56657	177	2	spatiotemporal	spatiotemporal	ADJ
assc-56657	177	3	features	feature	NOUN
assc-56657	177	4	with	with	ADP
assc-56657	177	5	3dconvolutional	3dconvolutional	ADJ
assc-56657	177	6	networks	network	NOUN
assc-56657	177	7	.	.	PUNCT
assc-56657	178	1	proceedings	proceeding	NOUN
assc-56657	178	2	of	of	ADP
assc-56657	178	3	the	the	DET
assc-56657	178	4	ieee	ieee	PROPN
assc-56657	178	5	international	international	PROPN
assc-56657	178	6	conference	conference	PROPN
assc-56657	178	7	oncomputer	oncomputer	NOUN
assc-56657	178	8	vision	vision	NOUN
assc-56657	178	9	,	,	PUNCT
assc-56657	178	10	4489	4489	NUM
assc-56657	178	11	-	-	SYM
assc-56657	178	12	4497	4497	NUM
assc-56657	178	13	.	.	PUNCT
assc-56657	179	1	tran	tran	PROPN
assc-56657	179	2	,	,	PUNCT
assc-56657	179	3	d.	d.	PROPN
assc-56657	179	4	,	,	PUNCT
assc-56657	179	5	wang	wang	PROPN
assc-56657	179	6	,	,	PUNCT
assc-56657	179	7	h.	h.	PROPN
assc-56657	179	8	,	,	PUNCT
assc-56657	179	9	torresani	torresani	PROPN
assc-56657	179	10	,	,	PUNCT
assc-56657	179	11	l.	l.	PROPN
assc-56657	179	12	et	et	PROPN
assc-56657	179	13	al	al	PROPN
assc-56657	179	14	.	.	PROPN
assc-56657	179	15	(	(	PUNCT
assc-56657	179	16	2018	2018	NUM
assc-56657	179	17	)	)	PUNCT
assc-56657	179	18	.	.	PUNCT
assc-56657	180	1	a	a	DET
assc-56657	180	2	closer	close	ADJ
assc-56657	180	3	look	look	NOUN
assc-56657	180	4	at	at	ADP
assc-56657	180	5	spatiotemporal	spatiotemporal	ADJ
assc-56657	180	6	convolutions	convolution	NOUN
assc-56657	180	7	foraction	foraction	NOUN
assc-56657	180	8	recognition	recognition	NOUN
assc-56657	180	9	.	.	PUNCT
assc-56657	181	1	proceedings	proceeding	NOUN
assc-56657	181	2	of	of	ADP
assc-56657	181	3	the	the	DET
assc-56657	181	4	ieee	ieee	NOUN
assc-56657	181	5	conference	conference	NOUN
assc-56657	181	6	on	on	ADP
assc-56657	181	7	computer	computer	NOUN
assc-56657	181	8	vision	vision	NOUN
assc-56657	181	9	andpattern	andpattern	PROPN
assc-56657	181	10	recognition	recognition	PROPN
assc-56657	181	11	,	,	PUNCT
assc-56657	181	12	6450	6450	NUM
assc-56657	181	13	-	-	SYM
assc-56657	181	14	6459	6459	NUM
assc-56657	181	15	.	.	PUNCT
assc-56657	182	1	wang	wang	PROPN
assc-56657	182	2	,	,	PUNCT
assc-56657	182	3	l.	l.	PROPN
assc-56657	182	4	,	,	PUNCT
assc-56657	182	5	huang	huang	PROPN
assc-56657	182	6	,	,	PUNCT
assc-56657	182	7	b.	b.	PROPN
assc-56657	182	8	,	,	PUNCT
assc-56657	182	9	zhao	zhao	PROPN
assc-56657	182	10	,	,	PUNCT
assc-56657	182	11	z.	z.	PROPN
assc-56657	182	12	,	,	PUNCT
assc-56657	182	13	tong	tong	PROPN
assc-56657	182	14	,	,	PUNCT
assc-56657	182	15	z.	z.	PROPN
assc-56657	182	16	et	et	PROPN
assc-56657	182	17	al	al	PROPN
assc-56657	182	18	.	.	PROPN
assc-56657	182	19	(	(	PUNCT
assc-56657	182	20	2023	2023	NUM
assc-56657	182	21	)	)	PUNCT
assc-56657	182	22	.	.	PUNCT
assc-56657	183	1	videomae	videomae	PROPN
assc-56657	183	2	v2	v2	PROPN
assc-56657	183	3	:	:	PUNCT
assc-56657	183	4	scaling	scale	VERB
assc-56657	183	5	video	video	NOUN
assc-56657	183	6	masked	mask	VERB
assc-56657	183	7	autoencoderswith	autoencoderswith	ADP
assc-56657	183	8	dual	dual	ADJ
assc-56657	183	9	masking	masking	NOUN
assc-56657	183	10	.	.	PUNCT
assc-56657	184	1	proceedings	proceeding	NOUN
assc-56657	184	2	of	of	ADP
assc-56657	184	3	the	the	DET
assc-56657	184	4	ieee	ieee	NOUN
assc-56657	184	5	/	/	SYM
assc-56657	184	6	cvf	cvf	NOUN
assc-56657	184	7	conference	conference	NOUN
assc-56657	184	8	on	on	ADP
assc-56657	184	9	computer	computer	NOUN
assc-56657	184	10	vision	vision	NOUN
assc-56657	184	11	and	and	CCONJ
assc-56657	184	12	pattern	pattern	NOUN
assc-56657	184	13	recognition	recognition	NOUN
assc-56657	184	14	,	,	PUNCT
assc-56657	184	15	14549	14549	NUM
assc-56657	184	16	-	-	SYM
assc-56657	184	17	14560	14560	NUM
assc-56657	184	18	.	.	PUNCT
assc-56657	185	1	wang	wang	PROPN
assc-56657	185	2	,	,	PUNCT
assc-56657	185	3	x.	x.	PROPN
assc-56657	185	4	,	,	PUNCT
assc-56657	185	5	gao	gao	PROPN
assc-56657	185	6	,	,	PUNCT
assc-56657	185	7	c.	c.	PROPN
assc-56657	185	8	,	,	PUNCT
assc-56657	185	9	zhang	zhang	PROPN
assc-56657	185	10	,	,	PUNCT
assc-56657	185	11	s.	s.	PROPN
assc-56657	185	12	,	,	PUNCT
assc-56657	185	13	&	&	CCONJ
assc-56657	185	14	sang	sing	VERB
assc-56657	185	15	,	,	PUNCT
assc-56657	185	16	n.	n.	NOUN
assc-56657	185	17	(	(	PUNCT
assc-56657	185	18	2020	2020	NUM
assc-56657	185	19	)	)	PUNCT
assc-56657	185	20	.	.	PUNCT
assc-56657	186	1	multi	multi	ADJ
assc-56657	186	2	-	-	ADJ
assc-56657	186	3	level	level	ADJ
assc-56657	186	4	temporal	temporal	ADJ
assc-56657	186	5	pyramid	pyramid	NOUN
assc-56657	186	6	network	network	NOUN
assc-56657	186	7	for	for	ADP
assc-56657	186	8	actiondetection	actiondetection	NOUN
assc-56657	186	9	.	.	PUNCT
assc-56657	187	1	proceedings	proceeding	NOUN
assc-56657	187	2	of	of	ADP
assc-56657	187	3	the	the	DET
assc-56657	187	4	chinese	chinese	ADJ
assc-56657	187	5	conference	conference	NOUN
assc-56657	187	6	on	on	ADP
assc-56657	187	7	pattern	pattern	NOUN
assc-56657	187	8	recognition	recognition	NOUN
assc-56657	187	9	and	and	CCONJ
assc-56657	187	10	computer	computer	NOUN
assc-56657	187	11	vision	vision	NOUN
assc-56657	187	12	,	,	PUNCT
assc-56657	187	13	41	41	NUM
assc-56657	187	14	-	-	SYM
assc-56657	187	15	54	54	NUM
assc-56657	187	16	.	.	PUNCT
assc-56657	188	1	weng	weng	PROPN
assc-56657	188	2	,	,	PUNCT
assc-56657	188	3	y.	y.	PROPN
assc-56657	188	4	,	,	PUNCT
assc-56657	188	5	pan	pan	PROPN
assc-56657	188	6	,	,	PUNCT
assc-56657	188	7	z.	z.	PROPN
assc-56657	188	8	,	,	PUNCT
assc-56657	188	9	han	han	PROPN
assc-56657	188	10	,	,	PUNCT
assc-56657	188	11	m.	m.	NOUN
assc-56657	188	12	,	,	PUNCT
assc-56657	188	13	chang	chang	PROPN
assc-56657	188	14	,	,	PUNCT
assc-56657	188	15	x.	x.	PROPN
assc-56657	188	16	,	,	PUNCT
assc-56657	188	17	&	&	CCONJ
assc-56657	188	18	zhuang	zhuang	PROPN
assc-56657	188	19	,	,	PUNCT
assc-56657	188	20	b.	b.	PROPN
assc-56657	188	21	(	(	PUNCT
assc-56657	188	22	2022	2022	NUM
assc-56657	188	23	)	)	PUNCT
assc-56657	188	24	.	.	PUNCT
assc-56657	189	1	an	an	DET
assc-56657	189	2	efficient	efficient	ADJ
assc-56657	189	3	spatio	spatio	ADJ
assc-56657	189	4	-	-	PUNCT
assc-56657	189	5	temporal	temporal	ADJ
assc-56657	189	6	pyramidtransformer	pyramidtransformer	NOUN
assc-56657	189	7	for	for	ADP
assc-56657	189	8	action	action	NOUN
assc-56657	189	9	detection	detection	NOUN
assc-56657	189	10	.	.	PUNCT
assc-56657	190	1	proceedings	proceeding	NOUN
assc-56657	190	2	of	of	ADP
assc-56657	190	3	the	the	DET
assc-56657	190	4	european	european	PROPN
assc-56657	190	5	conference	conference	PROPN
assc-56657	190	6	on	on	ADP
assc-56657	190	7	computer	computer	NOUN
assc-56657	190	8	vision	vision	NOUN
assc-56657	190	9	,	,	PUNCT
assc-56657	190	10	358	358	NUM
assc-56657	190	11	-	-	SYM
assc-56657	190	12	375	375	NUM
assc-56657	190	13	.	.	PUNCT
assc-56657	191	1	woo	woo	PROPN
assc-56657	191	2	,	,	PUNCT
assc-56657	191	3	s.	s.	PROPN
assc-56657	191	4	,	,	PUNCT
assc-56657	191	5	park	park	PROPN
assc-56657	191	6	,	,	PUNCT
assc-56657	191	7	j.	j.	PROPN
assc-56657	191	8	,	,	PUNCT
assc-56657	191	9	lee	lee	PROPN
assc-56657	191	10	,	,	PUNCT
assc-56657	191	11	j.	j.	PROPN
assc-56657	191	12	y.	y.	PROPN
assc-56657	191	13	et	et	PROPN
assc-56657	191	14	al	al	PROPN
assc-56657	191	15	.	.	PROPN
assc-56657	192	1	(	(	PUNCT
assc-56657	192	2	2018	2018	NUM
assc-56657	192	3	)	)	PUNCT
assc-56657	192	4	.	.	PUNCT
assc-56657	193	1	cbam	cbam	NOUN
assc-56657	193	2	:	:	PUNCT
assc-56657	193	3	convolutional	convolutional	ADJ
assc-56657	193	4	block	block	NOUN
assc-56657	193	5	attention	attention	NOUN
assc-56657	193	6	module	module	NOUN
assc-56657	193	7	.	.	PUNCT
assc-56657	194	1	proceedings	proceeding	NOUN
assc-56657	194	2	of	of	ADP
assc-56657	194	3	www.scholink.org/ojs/index.php/assc	www.scholink.org/ojs/index.php/assc	PROPN
assc-56657	194	4	advances	advance	VERB
assc-56657	194	5	in	in	ADP
assc-56657	194	6	social	social	ADJ
assc-56657	194	7	science	science	NOUN
assc-56657	194	8	and	and	CCONJ
assc-56657	194	9	culture	culture	NOUN
assc-56657	194	10	vol	vol	NOUN
assc-56657	194	11	.	.	PROPN
assc-56657	195	1	7	7	NUM
assc-56657	196	1	no	no	NOUN
assc-56657	196	2	.	.	NOUN
assc-56657	196	3	5	5	NUM
assc-56657	196	4	,	,	PUNCT
assc-56657	196	5	2025	2025	NUM
assc-56657	196	6	published	publish	VERB
assc-56657	196	7	by	by	ADP
assc-56657	196	8	scholink	scholink	PROPN
assc-56657	196	9	inc	inc	PROPN
assc-56657	196	10	.	.	PROPN
assc-56657	196	11	151	151	NUM
assc-56657	196	12	the	the	DET
assc-56657	196	13	european	european	ADJ
assc-56657	196	14	conference	conference	NOUN
assc-56657	196	15	on	on	ADP
assc-56657	196	16	computer	computer	NOUN
assc-56657	196	17	vision	vision	NOUN
assc-56657	196	18	(	(	PUNCT
assc-56657	196	19	eccv	eccv	ADV
assc-56657	196	20	)	)	PUNCT
assc-56657	196	21	,	,	PUNCT
assc-56657	196	22	3	3	NUM
assc-56657	196	23	-	-	SYM
assc-56657	196	24	19	19	NUM
assc-56657	196	25	.	.	PUNCT
assc-56657	196	26	wu	wu	PROPN
assc-56657	196	27	,	,	PUNCT
assc-56657	196	28	c.	c.	PROPN
assc-56657	196	29	y.	y.	PROPN
assc-56657	196	30	,	,	PUNCT
assc-56657	196	31	feichtenhofer	feichtenhofer	NOUN
assc-56657	196	32	,	,	PUNCT
assc-56657	196	33	c.	c.	PROPN
assc-56657	196	34	,	,	PUNCT
assc-56657	196	35	fan	fan	PROPN
assc-56657	196	36	,	,	PUNCT
assc-56657	196	37	h.	h.	PROPN
assc-56657	196	38	,	,	PUNCT
assc-56657	196	39	he	he	PRON
assc-56657	196	40	,	,	PUNCT
assc-56657	196	41	k.	k.	PROPN
assc-56657	196	42	,	,	PUNCT
assc-56657	196	43	krahenbuhl	krahenbuhl	PROPN
assc-56657	196	44	,	,	PUNCT
assc-56657	196	45	p.	p.	NOUN
assc-56657	196	46	,	,	PUNCT
assc-56657	196	47	&	&	CCONJ
assc-56657	196	48	girshick	girshick	PROPN
assc-56657	196	49	,	,	PUNCT
assc-56657	196	50	r.	r.	PROPN
assc-56657	196	51	(	(	PUNCT
assc-56657	196	52	2019	2019	NUM
assc-56657	196	53	)	)	PUNCT
assc-56657	196	54	.	.	PUNCT
assc-56657	197	1	long	long	ADJ
assc-56657	197	2	-	-	PUNCT
assc-56657	197	3	term	term	NOUN
assc-56657	197	4	feature	feature	NOUN
assc-56657	197	5	banksfor	banksfor	NOUN
assc-56657	197	6	detailed	detailed	ADJ
assc-56657	197	7	video	video	NOUN
assc-56657	197	8	understanding	understanding	NOUN
assc-56657	197	9	.	.	PUNCT
assc-56657	198	1	proceedings	proceeding	NOUN
assc-56657	198	2	of	of	ADP
assc-56657	198	3	the	the	DET
assc-56657	198	4	ieee	ieee	NOUN
assc-56657	198	5	/	/	SYM
assc-56657	198	6	cvf	cvf	NOUN
assc-56657	198	7	conference	conference	NOUN
assc-56657	198	8	on	on	ADP
assc-56657	198	9	computer	computer	NOUN
assc-56657	198	10	vision	vision	NOUN
assc-56657	198	11	and	and	CCONJ
assc-56657	198	12	pattern	pattern	NOUN
assc-56657	198	13	recognition	recognition	NOUN
assc-56657	198	14	,	,	PUNCT
assc-56657	198	15	284	284	NUM
assc-56657	198	16	-	-	SYM
assc-56657	198	17	293	293	NUM
assc-56657	198	18	.	.	PUNCT
assc-56657	199	1	zhao	zhao	PROPN
assc-56657	199	2	,	,	PUNCT
assc-56657	199	3	j.	j.	PROPN
assc-56657	199	4	,	,	PUNCT
assc-56657	199	5	zhang	zhang	PROPN
assc-56657	199	6	,	,	PUNCT
assc-56657	199	7	y.	y.	PROPN
assc-56657	199	8	,	,	PUNCT
assc-56657	199	9	li	li	PROPN
assc-56657	199	10	,	,	PUNCT
assc-56657	199	11	x.	x.	PROPN
assc-56657	199	12	,	,	PUNCT
assc-56657	199	13	chen	chen	PROPN
assc-56657	199	14	,	,	PUNCT
assc-56657	199	15	h.	h.	PROPN
assc-56657	199	16	,	,	PUNCT
assc-56657	199	17	shuai	shuai	PROPN
assc-56657	199	18	,	,	PUNCT
assc-56657	199	19	b.	b.	PROPN
assc-56657	199	20	et	et	PROPN
assc-56657	199	21	al	al	PROPN
assc-56657	199	22	.	.	PROPN
assc-56657	199	23	(	(	PUNCT
assc-56657	199	24	2022	2022	NUM
assc-56657	199	25	)	)	PUNCT
assc-56657	199	26	.	.	PUNCT
assc-56657	200	1	tuber	tuber	NOUN
assc-56657	200	2	:	:	PUNCT
assc-56657	200	3	tubelet	tubelet	NOUN
assc-56657	200	4	transformer	transformer	NOUN
assc-56657	200	5	for	for	ADP
assc-56657	200	6	video	video	NOUN
assc-56657	200	7	actiondetection	actiondetection	NOUN
assc-56657	200	8	.	.	PUNCT
assc-56657	201	1	proceedings	proceeding	NOUN
assc-56657	201	2	of	of	ADP
assc-56657	201	3	the	the	DET
assc-56657	201	4	ieee	ieee	NOUN
assc-56657	201	5	/	/	SYM
assc-56657	201	6	cvf	cvf	NOUN
assc-56657	201	7	conference	conference	NOUN
assc-56657	201	8	on	on	ADP
assc-56657	201	9	computer	computer	NOUN
assc-56657	201	10	vision	vision	NOUN
assc-56657	201	11	and	and	CCONJ
assc-56657	201	12	patternrecognition	patternrecognition	NOUN
assc-56657	201	13	,	,	PUNCT
assc-56657	201	14	13598	13598	NUM
assc-56657	201	15	-	-	SYM
assc-56657	201	16	13607	13607	NUM
assc-56657	201	17	.	.	PUNCT
assc-56657	202	1	zheng	zheng	PROPN
assc-56657	202	2	,	,	PUNCT
assc-56657	202	3	z.	z.	PROPN
assc-56657	202	4	,	,	PUNCT
assc-56657	202	5	wang	wang	PROPN
assc-56657	202	6	,	,	PUNCT
assc-56657	202	7	p.	p.	PROPN
assc-56657	202	8	,	,	PUNCT
assc-56657	202	9	liu	liu	PROPN
assc-56657	202	10	,	,	PUNCT
assc-56657	202	11	w.	w.	PROPN
assc-56657	202	12	et	et	PROPN
assc-56657	202	13	al	al	PROPN
assc-56657	202	14	.	.	PROPN
assc-56657	202	15	(	(	PUNCT
assc-56657	202	16	2020	2020	NUM
assc-56657	202	17	)	)	PUNCT
assc-56657	202	18	.	.	PUNCT
assc-56657	203	1	distance	distance	NOUN
assc-56657	203	2	-	-	PUNCT
assc-56657	203	3	iou	iou	NOUN
assc-56657	203	4	loss	loss	NOUN
assc-56657	203	5	:	:	PUNCT
assc-56657	203	6	faster	fast	ADJ
assc-56657	203	7	and	and	CCONJ
assc-56657	203	8	better	well	ADV
assc-56657	203	9	learning	learn	VERB
assc-56657	203	10	forbounding	forbounde	VERB
assc-56657	203	11	box	box	NOUN
assc-56657	203	12	regression	regression	NOUN
assc-56657	203	13	.	.	PUNCT
assc-56657	204	1	proceedings	proceeding	NOUN
assc-56657	204	2	of	of	ADP
assc-56657	204	3	the	the	DET
assc-56657	204	4	aaai	aaai	PROPN
assc-56657	204	5	conference	conference	NOUN
assc-56657	204	6	on	on	ADP
assc-56657	204	7	artificialintelligence	artificialintelligence	NOUN
assc-56657	204	8	,	,	PUNCT
assc-56657	204	9	34(07	34(07	NUM
assc-56657	204	10	)	)	PUNCT
assc-56657	204	11	,	,	PUNCT
assc-56657	204	12	12993	12993	NUM
assc-56657	204	13	-	-	SYM
assc-56657	204	14	13000	13000	NUM
assc-56657	204	15	.	.	PUNCT
assc-56657	205	1	zhu	zhu	PROPN
assc-56657	205	2	,	,	PUNCT
assc-56657	205	3	a.	a.	PROPN
assc-56657	205	4	,	,	PUNCT
assc-56657	205	5	wang	wang	PROPN
assc-56657	205	6	,	,	PUNCT
assc-56657	205	7	y.	y.	PROPN
assc-56657	205	8	,	,	PUNCT
assc-56657	205	9	yang	yang	PROPN
assc-56657	205	10	,	,	PUNCT
assc-56657	205	11	j.	j.	PROPN
assc-56657	205	12	et	et	PROPN
assc-56657	205	13	al	al	PROPN
assc-56657	205	14	.	.	PROPN
assc-56657	205	15	(	(	PUNCT
assc-56657	205	16	2024	2024	NUM
assc-56657	205	17	)	)	PUNCT
assc-56657	205	18	.	.	PUNCT
assc-56657	206	1	yowov3	yowov3	PROPN
assc-56657	206	2	:	:	PUNCT
assc-56657	206	3	a	a	DET
assc-56657	206	4	lightweight	lightweight	ADJ
assc-56657	206	5	spatio	spatio	NOUN
assc-56657	206	6	-	-	PUNCT
assc-56657	206	7	temporal	temporal	ADJ
assc-56657	206	8	jointnetwork	jointnetwork	NOUN
assc-56657	206	9	for	for	ADP
assc-56657	206	10	video	video	NOUN
assc-56657	206	11	action	action	NOUN
assc-56657	206	12	detection	detection	NOUN
assc-56657	206	13	.	.	PUNCT
assc-56657	207	1	ieee	ieee	NOUN
assc-56657	207	2	transactions	transaction	NOUN
assc-56657	207	3	on	on	ADP
assc-56657	207	4	circuits	circuit	NOUN
assc-56657	207	5	and	and	CCONJ
assc-56657	207	6	systems	system	NOUN
assc-56657	207	7	forvideo	forvideo	NOUN
assc-56657	207	8	technology	technology	NOUN
assc-56657	207	9	,	,	PUNCT
assc-56657	207	10	34(9	34(9	NUM
assc-56657	207	11	)	)	PUNCT
assc-56657	207	12	,	,	PUNCT
assc-56657	207	13	8148	8148	NUM
assc-56657	207	14	-	-	SYM
assc-56657	207	15	8160	8160	NUM
assc-56657	207	16	.	.	PUNCT
assc-56657	208	1	funding	funding	NOUN
assc-56657	208	2	:	:	PUNCT
assc-56657	208	3	this	this	DET
assc-56657	208	4	work	work	NOUN
assc-56657	208	5	was	be	AUX
assc-56657	208	6	supported	support	VERB
assc-56657	208	7	by	by	ADP
assc-56657	208	8	the	the	DET
assc-56657	208	9	the	the	DET
assc-56657	208	10	shaanxi	shaanxi	PROPN
assc-56657	208	11	provincial	provincial	ADJ
assc-56657	208	12	sports	sport	NOUN
assc-56657	208	13	bureau	bureau	NOUN
assc-56657	208	14	project	project	NOUN
assc-56657	208	15	under	under	ADP
assc-56657	208	16	grant	grant	NOUN
assc-56657	208	17	no	no	NOUN
assc-56657	208	18	.	.	PUNCT
assc-56657	208	19	20250153	20250153	NUM
assc-56657	208	20	author	author	NOUN
assc-56657	208	21	information	information	NOUN
assc-56657	208	22	mingzhu	mingzhu	PROPN
assc-56657	208	23	zhang	zhang	PROPN
assc-56657	208	24	was	be	AUX
assc-56657	208	25	born	bear	VERB
assc-56657	208	26	in	in	ADP
assc-56657	208	27	taian	taian	ADJ
assc-56657	208	28	,	,	PUNCT
assc-56657	208	29	shandong	shandong	PROPN
assc-56657	208	30	,	,	PUNCT
assc-56657	208	31	china	china	PROPN
assc-56657	208	32	,	,	PUNCT
assc-56657	208	33	in	in	ADP
assc-56657	208	34	1981.she	1981.she	PRON
assc-56657	208	35	is	be	AUX
assc-56657	208	36	a	a	DET
assc-56657	208	37	associate	associate	NOUN
assc-56657	208	38	in	in	ADP
assc-56657	208	39	xi’an	xi’an	PROPN
assc-56657	208	40	fanyi	fanyi	PROPN
assc-56657	208	41	university	university	PROPN
assc-56657	208	42	.	.	PUNCT
assc-56657	209	1	she	she	PRON
assc-56657	209	2	received	receive	VERB
assc-56657	209	3	the	the	DET
assc-56657	209	4	master	master	NOUN
assc-56657	209	5	’s	’s	PART
assc-56657	209	6	degree	degree	NOUN
assc-56657	209	7	from	from	ADP
assc-56657	209	8	xi’an	xi’an	PROPN
assc-56657	209	9	technological	technological	ADJ
assc-56657	209	10	university	university	NOUN
assc-56657	209	11	.	.	PUNCT
assc-56657	210	1	her	her	PRON
assc-56657	210	2	research	research	NOUN
assc-56657	210	3	interest	interest	NOUN
assc-56657	210	4	include	include	VERB
assc-56657	210	5	computer	computer	NOUN
assc-56657	210	6	image	image	NOUN
assc-56657	210	7	processing	processing	NOUN
assc-56657	210	8	and	and	CCONJ
assc-56657	210	9	pattern	pattern	NOUN
assc-56657	210	10	recognition	recognition	NOUN
assc-56657	210	11	.	.	PUNCT