id	sid	tid	token	lemma	pos
ajst-29931	1	1	academic	academic	ADJ
ajst-29931	1	2	journal	journal	NOUN
ajst-29931	1	3	of	of	ADP
ajst-29931	1	4	science	science	NOUN
ajst-29931	1	5	and	and	CCONJ
ajst-29931	1	6	technology	technology	NOUN
ajst-29931	1	7	issn	issn	NOUN
ajst-29931	1	8	:	:	PUNCT
ajst-29931	1	9	2771	2771	NUM
ajst-29931	1	10	-	-	SYM
ajst-29931	1	11	3032	3032	NUM
ajst-29931	1	12	|	|	NOUN
ajst-29931	1	13	vol	vol	NOUN
ajst-29931	1	14	.	.	PUNCT
ajst-29931	2	1	14	14	NUM
ajst-29931	2	2	,	,	PUNCT
ajst-29931	2	3	no	no	INTJ
ajst-29931	2	4	.	.	NOUN
ajst-29931	2	5	2	2	NUM
ajst-29931	2	6	,	,	PUNCT
ajst-29931	2	7	2025	2025	NUM
ajst-29931	2	8	205	205	NUM
ajst-29931	2	9	deep	deep	ADJ
ajst-29931	2	10	learning‐based	learning‐based	ADJ
ajst-29931	2	11	video	video	NOUN
ajst-29931	2	12	gis	gis	PROPN
ajst-29931	2	13	behavior	behavior	NOUN
ajst-29931	2	14	recognition	recognition	NOUN
ajst-29931	2	15	method	method	NOUN
ajst-29931	2	16	using	use	VERB
ajst-29931	2	17	cesium	cesium	NOUN
ajst-29931	2	18	youwei	youwei	PROPN
ajst-29931	2	19	jia	jia	PROPN
ajst-29931	2	20	henan	henan	PROPN
ajst-29931	2	21	polytechnic	polytechnic	PROPN
ajst-29931	2	22	university	university	PROPN
ajst-29931	2	23	,	,	PUNCT
ajst-29931	2	24	jiaozuo	jiaozuo	PROPN
ajst-29931	2	25	,	,	PUNCT
ajst-29931	2	26	henan	henan	PROPN
ajst-29931	2	27	,	,	PUNCT
ajst-29931	3	1	china	china	PROPN
ajst-29931	3	2	abstract	abstract	PROPN
ajst-29931	3	3	:	:	PUNCT
ajst-29931	3	4	the	the	DET
ajst-29931	3	5	cesium	cesium	NOUN
ajst-29931	3	6	video	video	NOUN
ajst-29931	3	7	gis	gis	PROPN
ajst-29931	3	8	behavior	behavior	NOUN
ajst-29931	3	9	recognition	recognition	NOUN
ajst-29931	3	10	method	method	NOUN
ajst-29931	3	11	based	base	VERB
ajst-29931	3	12	on	on	ADP
ajst-29931	3	13	the	the	DET
ajst-29931	3	14	slowfast	slowfast	ADJ
ajst-29931	3	15	network	network	NOUN
ajst-29931	3	16	combines	combine	VERB
ajst-29931	3	17	video	video	NOUN
ajst-29931	3	18	analysis	analysis	NOUN
ajst-29931	3	19	with	with	ADP
ajst-29931	3	20	geographic	geographic	ADJ
ajst-29931	3	21	information	information	NOUN
ajst-29931	3	22	systems	system	NOUN
ajst-29931	3	23	(	(	PUNCT
ajst-29931	3	24	gis	gis	NOUN
ajst-29931	3	25	)	)	PUNCT
ajst-29931	3	26	,	,	PUNCT
ajst-29931	3	27	aiming	aim	VERB
ajst-29931	3	28	to	to	PART
ajst-29931	3	29	enhance	enhance	VERB
ajst-29931	3	30	behavior	behavior	NOUN
ajst-29931	3	31	recognition	recognition	NOUN
ajst-29931	3	32	in	in	ADP
ajst-29931	3	33	smart	smart	ADJ
ajst-29931	3	34	city	city	NOUN
ajst-29931	3	35	and	and	CCONJ
ajst-29931	3	36	public	public	ADJ
ajst-29931	3	37	safety	safety	NOUN
ajst-29931	3	38	applications	application	NOUN
ajst-29931	3	39	.	.	PUNCT
ajst-29931	4	1	by	by	ADP
ajst-29931	4	2	utilizing	utilize	VERB
ajst-29931	4	3	the	the	DET
ajst-29931	4	4	cesium	cesium	NOUN
ajst-29931	4	5	platform	platform	NOUN
ajst-29931	4	6	for	for	ADP
ajst-29931	4	7	video	video	NOUN
ajst-29931	4	8	data	datum	NOUN
ajst-29931	4	9	visualization	visualization	NOUN
ajst-29931	4	10	and	and	CCONJ
ajst-29931	4	11	spatial	spatial	ADJ
ajst-29931	4	12	data	data	NOUN
ajst-29931	4	13	management	management	NOUN
ajst-29931	4	14	,	,	PUNCT
ajst-29931	4	15	and	and	CCONJ
ajst-29931	4	16	leveraging	leverage	VERB
ajst-29931	4	17	the	the	DET
ajst-29931	4	18	dual	dual	ADJ
ajst-29931	4	19	-	-	PUNCT
ajst-29931	4	20	path	path	NOUN
ajst-29931	4	21	characteristics	characteristic	NOUN
ajst-29931	4	22	of	of	ADP
ajst-29931	4	23	the	the	DET
ajst-29931	4	24	slowfast	slowfast	ADJ
ajst-29931	4	25	model	model	NOUN
ajst-29931	4	26	,	,	PUNCT
ajst-29931	4	27	dynamic	dynamic	ADJ
ajst-29931	4	28	behavior	behavior	NOUN
ajst-29931	4	29	features	feature	VERB
ajst-29931	4	30	in	in	ADP
ajst-29931	4	31	videos	video	NOUN
ajst-29931	4	32	are	be	AUX
ajst-29931	4	33	extracted	extract	VERB
ajst-29931	4	34	.	.	PUNCT
ajst-29931	5	1	the	the	DET
ajst-29931	5	2	slowfast	slowfast	NOUN
ajst-29931	5	3	model	model	NOUN
ajst-29931	5	4	effectively	effectively	ADV
ajst-29931	5	5	captures	capture	VERB
ajst-29931	5	6	video	video	NOUN
ajst-29931	5	7	information	information	NOUN
ajst-29931	5	8	at	at	ADP
ajst-29931	5	9	different	different	ADJ
ajst-29931	5	10	speeds	speed	NOUN
ajst-29931	5	11	,	,	PUNCT
ajst-29931	5	12	recognizing	recognize	VERB
ajst-29931	5	13	behavior	behavior	NOUN
ajst-29931	5	14	patterns	pattern	NOUN
ajst-29931	5	15	with	with	ADP
ajst-29931	5	16	both	both	CCONJ
ajst-29931	5	17	rapid	rapid	ADJ
ajst-29931	5	18	and	and	CCONJ
ajst-29931	5	19	slow	slow	ADJ
ajst-29931	5	20	changes	change	NOUN
ajst-29931	5	21	.	.	PUNCT
ajst-29931	6	1	this	this	DET
ajst-29931	6	2	method	method	NOUN
ajst-29931	6	3	improves	improve	VERB
ajst-29931	6	4	the	the	DET
ajst-29931	6	5	accuracy	accuracy	NOUN
ajst-29931	6	6	and	and	CCONJ
ajst-29931	6	7	robustness	robustness	NOUN
ajst-29931	6	8	of	of	ADP
ajst-29931	6	9	behavior	behavior	NOUN
ajst-29931	6	10	recognition	recognition	NOUN
ajst-29931	6	11	,	,	PUNCT
ajst-29931	6	12	making	make	VERB
ajst-29931	6	13	it	it	PRON
ajst-29931	6	14	suitable	suitable	ADJ
ajst-29931	6	15	for	for	ADP
ajst-29931	6	16	long	long	ADJ
ajst-29931	6	17	-	-	PUNCT
ajst-29931	6	18	duration	duration	NOUN
ajst-29931	6	19	video	video	NOUN
ajst-29931	6	20	streams	stream	NOUN
ajst-29931	6	21	and	and	CCONJ
ajst-29931	6	22	highresolution	highresolution	NOUN
ajst-29931	6	23	data	datum	NOUN
ajst-29931	6	24	,	,	PUNCT
ajst-29931	6	25	providing	provide	VERB
ajst-29931	6	26	more	more	ADV
ajst-29931	6	27	precise	precise	ADJ
ajst-29931	6	28	decision	decision	NOUN
ajst-29931	6	29	support	support	NOUN
ajst-29931	6	30	for	for	ADP
ajst-29931	6	31	intelligent	intelligent	ADJ
ajst-29931	6	32	monitoring	monitoring	NOUN
ajst-29931	6	33	and	and	CCONJ
ajst-29931	6	34	traffic	traffic	NOUN
ajst-29931	6	35	management	management	NOUN
ajst-29931	6	36	.	.	PUNCT
ajst-29931	7	1	keywords	keyword	NOUN
ajst-29931	7	2	:	:	PUNCT
ajst-29931	7	3	slowfast	slowfast	VERB
ajst-29931	7	4	model	model	NOUN
ajst-29931	7	5	;	;	PUNCT
ajst-29931	7	6	cesium	cesium	NOUN
ajst-29931	7	7	;	;	PUNCT
ajst-29931	7	8	video	video	NOUN
ajst-29931	7	9	gis	gis	NOUN
ajst-29931	7	10	.	.	PUNCT
ajst-29931	8	1	1	1	X
ajst-29931	8	2	.	.	X
ajst-29931	8	3	introduction	introduction	NOUN
ajst-29931	8	4	behavior	behavior	NOUN
ajst-29931	8	5	recognition	recognition	NOUN
ajst-29931	8	6	technology	technology	NOUN
ajst-29931	8	7	,	,	PUNCT
ajst-29931	8	8	as	as	ADP
ajst-29931	8	9	a	a	DET
ajst-29931	8	10	key	key	ADJ
ajst-29931	8	11	research	research	NOUN
ajst-29931	8	12	direction	direction	NOUN
ajst-29931	8	13	in	in	ADP
ajst-29931	8	14	computer	computer	NOUN
ajst-29931	8	15	vision	vision	NOUN
ajst-29931	8	16	and	and	CCONJ
ajst-29931	8	17	deep	deep	ADJ
ajst-29931	8	18	learning	learning	NOUN
ajst-29931	8	19	,	,	PUNCT
ajst-29931	8	20	holds	hold	VERB
ajst-29931	8	21	significant	significant	ADJ
ajst-29931	8	22	importance	importance	NOUN
ajst-29931	8	23	in	in	ADP
ajst-29931	8	24	solving	solve	VERB
ajst-29931	8	25	critical	critical	ADJ
ajst-29931	8	26	issues	issue	NOUN
ajst-29931	8	27	in	in	ADP
ajst-29931	8	28	social	social	ADJ
ajst-29931	8	29	management	management	NOUN
ajst-29931	8	30	,	,	PUNCT
ajst-29931	8	31	public	public	ADJ
ajst-29931	8	32	safety	safety	NOUN
ajst-29931	8	33	,	,	PUNCT
ajst-29931	8	34	and	and	CCONJ
ajst-29931	8	35	intelligent	intelligent	ADJ
ajst-29931	8	36	development	development	NOUN
ajst-29931	8	37	.	.	PUNCT
ajst-29931	9	1	through	through	ADP
ajst-29931	9	2	accurate	accurate	ADJ
ajst-29931	9	3	recognition	recognition	NOUN
ajst-29931	9	4	and	and	CCONJ
ajst-29931	9	5	analysis	analysis	NOUN
ajst-29931	9	6	of	of	ADP
ajst-29931	9	7	individual	individual	ADJ
ajst-29931	9	8	or	or	CCONJ
ajst-29931	9	9	group	group	NOUN
ajst-29931	9	10	behaviors	behavior	NOUN
ajst-29931	9	11	,	,	PUNCT
ajst-29931	9	12	it	it	PRON
ajst-29931	9	13	not	not	PART
ajst-29931	9	14	only	only	ADV
ajst-29931	9	15	enhances	enhance	VERB
ajst-29931	9	16	public	public	ADJ
ajst-29931	9	17	safety	safety	NOUN
ajst-29931	9	18	,	,	PUNCT
ajst-29931	9	19	such	such	ADJ
ajst-29931	9	20	as	as	ADP
ajst-29931	9	21	in	in	ADP
ajst-29931	9	22	traffic	traffic	NOUN
ajst-29931	9	23	management	management	NOUN
ajst-29931	9	24	and	and	CCONJ
ajst-29931	9	25	urban	urban	ADJ
ajst-29931	9	26	surveillance	surveillance	NOUN
ajst-29931	9	27	for	for	ADP
ajst-29931	9	28	timely	timely	ADJ
ajst-29931	9	29	detection	detection	NOUN
ajst-29931	9	30	of	of	ADP
ajst-29931	9	31	abnormal	abnormal	ADJ
ajst-29931	9	32	behavior	behavior	NOUN
ajst-29931	9	33	,	,	PUNCT
ajst-29931	9	34	but	but	CCONJ
ajst-29931	9	35	also	also	ADV
ajst-29931	9	36	optimizes	optimize	VERB
ajst-29931	9	37	social	social	ADJ
ajst-29931	9	38	resource	resource	NOUN
ajst-29931	9	39	allocation	allocation	NOUN
ajst-29931	9	40	and	and	CCONJ
ajst-29931	9	41	improves	improve	VERB
ajst-29931	9	42	urban	urban	ADJ
ajst-29931	9	43	governance	governance	NOUN
ajst-29931	9	44	efficiency	efficiency	NOUN
ajst-29931	9	45	.	.	PUNCT
ajst-29931	10	1	in	in	ADP
ajst-29931	10	2	addition	addition	NOUN
ajst-29931	10	3	,	,	PUNCT
ajst-29931	10	4	behavior	behavior	NOUN
ajst-29931	10	5	recognition	recognition	NOUN
ajst-29931	10	6	has	have	VERB
ajst-29931	10	7	broad	broad	ADJ
ajst-29931	10	8	application	application	NOUN
ajst-29931	10	9	prospects	prospect	NOUN
ajst-29931	10	10	in	in	ADP
ajst-29931	10	11	the	the	DET
ajst-29931	10	12	healthcare	healthcare	NOUN
ajst-29931	10	13	field	field	NOUN
ajst-29931	10	14	.	.	PUNCT
ajst-29931	11	1	by	by	ADP
ajst-29931	11	2	monitoring	monitor	VERB
ajst-29931	11	3	the	the	DET
ajst-29931	11	4	daily	daily	ADJ
ajst-29931	11	5	activities	activity	NOUN
ajst-29931	11	6	of	of	ADP
ajst-29931	11	7	elderly	elderly	ADJ
ajst-29931	11	8	people	people	NOUN
ajst-29931	11	9	or	or	CCONJ
ajst-29931	11	10	patients	patient	NOUN
ajst-29931	11	11	,	,	PUNCT
ajst-29931	11	12	it	it	PRON
ajst-29931	11	13	enables	enable	VERB
ajst-29931	11	14	remote	remote	ADJ
ajst-29931	11	15	healthcare	healthcare	NOUN
ajst-29931	11	16	and	and	CCONJ
ajst-29931	11	17	intelligent	intelligent	ADJ
ajst-29931	11	18	early	early	ADJ
ajst-29931	11	19	warning	warning	NOUN
ajst-29931	11	20	systems	system	NOUN
ajst-29931	11	21	,	,	PUNCT
ajst-29931	11	22	providing	provide	VERB
ajst-29931	11	23	more	more	ADV
ajst-29931	11	24	efficient	efficient	ADJ
ajst-29931	11	25	protection	protection	NOUN
ajst-29931	11	26	and	and	CCONJ
ajst-29931	11	27	support	support	NOUN
ajst-29931	11	28	for	for	ADP
ajst-29931	11	29	vulnerable	vulnerable	ADJ
ajst-29931	11	30	groups	group	NOUN
ajst-29931	11	31	.	.	PUNCT
ajst-29931	12	1	behavior	behavior	NOUN
ajst-29931	12	2	recognition	recognition	NOUN
ajst-29931	12	3	is	be	AUX
ajst-29931	12	4	widely	widely	ADV
ajst-29931	12	5	applied	apply	VERB
ajst-29931	12	6	in	in	ADP
ajst-29931	12	7	public	public	ADJ
ajst-29931	12	8	safety	safety	NOUN
ajst-29931	12	9	,	,	PUNCT
ajst-29931	12	10	traffic	traffic	NOUN
ajst-29931	12	11	management	management	NOUN
ajst-29931	12	12	,	,	PUNCT
ajst-29931	12	13	smart	smart	ADJ
ajst-29931	12	14	cities	city	NOUN
ajst-29931	12	15	,	,	PUNCT
ajst-29931	12	16	healthcare	healthcare	PROPN
ajst-29931	12	17	,	,	PUNCT
ajst-29931	12	18	industrial	industrial	ADJ
ajst-29931	12	19	monitoring	monitoring	NOUN
ajst-29931	12	20	,	,	PUNCT
ajst-29931	12	21	and	and	CCONJ
ajst-29931	12	22	virtual	virtual	ADJ
ajst-29931	12	23	reality	reality	NOUN
ajst-29931	12	24	.	.	PUNCT
ajst-29931	13	1	for	for	ADP
ajst-29931	13	2	example	example	NOUN
ajst-29931	13	3	,	,	PUNCT
ajst-29931	13	4	in	in	ADP
ajst-29931	13	5	intelligent	intelligent	ADJ
ajst-29931	13	6	transportation	transportation	NOUN
ajst-29931	13	7	systems	system	NOUN
ajst-29931	13	8	,	,	PUNCT
ajst-29931	13	9	behavior	behavior	NOUN
ajst-29931	13	10	recognition	recognition	NOUN
ajst-29931	13	11	can	can	AUX
ajst-29931	13	12	be	be	AUX
ajst-29931	13	13	used	use	VERB
ajst-29931	13	14	to	to	PART
ajst-29931	13	15	analyze	analyze	VERB
ajst-29931	13	16	drivers	driver	NOUN
ajst-29931	13	17	'	'	PART
ajst-29931	13	18	driving	drive	VERB
ajst-29931	13	19	status	status	NOUN
ajst-29931	13	20	and	and	CCONJ
ajst-29931	13	21	pedestrians	pedestrian	NOUN
ajst-29931	13	22	'	'	PART
ajst-29931	13	23	crossing	crossing	NOUN
ajst-29931	13	24	behaviors	behavior	NOUN
ajst-29931	13	25	,	,	PUNCT
ajst-29931	13	26	reducing	reduce	VERB
ajst-29931	13	27	the	the	DET
ajst-29931	13	28	occurrence	occurrence	NOUN
ajst-29931	13	29	of	of	ADP
ajst-29931	13	30	accidents	accident	NOUN
ajst-29931	13	31	.	.	PUNCT
ajst-29931	14	1	in	in	ADP
ajst-29931	14	2	smart	smart	ADJ
ajst-29931	14	3	cities	city	NOUN
ajst-29931	14	4	,	,	PUNCT
ajst-29931	14	5	recognizing	recognize	VERB
ajst-29931	14	6	crowd	crowd	NOUN
ajst-29931	14	7	movement	movement	NOUN
ajst-29931	14	8	patterns	pattern	NOUN
ajst-29931	14	9	can	can	AUX
ajst-29931	14	10	optimize	optimize	VERB
ajst-29931	14	11	urban	urban	ADJ
ajst-29931	14	12	infrastructure	infrastructure	NOUN
ajst-29931	14	13	layout	layout	NOUN
ajst-29931	14	14	.	.	PUNCT
ajst-29931	15	1	in	in	ADP
ajst-29931	15	2	virtual	virtual	ADJ
ajst-29931	15	3	reality	reality	NOUN
ajst-29931	15	4	,	,	PUNCT
ajst-29931	15	5	behavior	behavior	NOUN
ajst-29931	15	6	recognition	recognition	NOUN
ajst-29931	15	7	technology	technology	NOUN
ajst-29931	15	8	enhances	enhance	VERB
ajst-29931	15	9	user	user	NOUN
ajst-29931	15	10	interaction	interaction	NOUN
ajst-29931	15	11	and	and	CCONJ
ajst-29931	15	12	promotes	promote	VERB
ajst-29931	15	13	the	the	DET
ajst-29931	15	14	naturalization	naturalization	NOUN
ajst-29931	15	15	and	and	CCONJ
ajst-29931	15	16	intelligence	intelligence	NOUN
ajst-29931	15	17	of	of	ADP
ajst-29931	15	18	human	human	ADJ
ajst-29931	15	19	-	-	PUNCT
ajst-29931	15	20	computer	computer	NOUN
ajst-29931	15	21	interaction	interaction	NOUN
ajst-29931	15	22	.	.	PUNCT
ajst-29931	16	1	video	video	NOUN
ajst-29931	16	2	geographic	geographic	ADJ
ajst-29931	16	3	information	information	NOUN
ajst-29931	16	4	systems	system	NOUN
ajst-29931	16	5	(	(	PUNCT
ajst-29931	16	6	video	video	NOUN
ajst-29931	16	7	gis	gis	NOUN
ajst-29931	16	8	)	)	PUNCT
ajst-29931	16	9	is	be	AUX
ajst-29931	16	10	an	an	DET
ajst-29931	16	11	emerging	emerge	VERB
ajst-29931	16	12	research	research	NOUN
ajst-29931	16	13	direction	direction	NOUN
ajst-29931	16	14	combining	combine	VERB
ajst-29931	16	15	geographic	geographic	ADJ
ajst-29931	16	16	information	information	NOUN
ajst-29931	16	17	system	system	NOUN
ajst-29931	16	18	(	(	PUNCT
ajst-29931	16	19	gis	gis	NOUN
ajst-29931	16	20	)	)	PUNCT
ajst-29931	16	21	technology	technology	NOUN
ajst-29931	16	22	with	with	ADP
ajst-29931	16	23	video	video	NOUN
ajst-29931	16	24	data	datum	NOUN
ajst-29931	16	25	,	,	PUNCT
ajst-29931	16	26	enabling	enable	VERB
ajst-29931	16	27	traditional	traditional	ADJ
ajst-29931	16	28	gis	gis	NOUN
ajst-29931	16	29	to	to	PART
ajst-29931	16	30	have	have	VERB
ajst-29931	16	31	dynamic	dynamic	ADJ
ajst-29931	16	32	perception	perception	NOUN
ajst-29931	16	33	and	and	CCONJ
ajst-29931	16	34	realtime	realtime	VERB
ajst-29931	16	35	analysis	analysis	NOUN
ajst-29931	16	36	capabilities	capability	NOUN
ajst-29931	16	37	.	.	PUNCT
ajst-29931	17	1	with	with	ADP
ajst-29931	17	2	the	the	DET
ajst-29931	17	3	rapid	rapid	ADJ
ajst-29931	17	4	development	development	NOUN
ajst-29931	17	5	of	of	ADP
ajst-29931	17	6	video	video	NOUN
ajst-29931	17	7	capture	capture	NOUN
ajst-29931	17	8	devices	device	NOUN
ajst-29931	17	9	,	,	PUNCT
ajst-29931	17	10	drones	drone	NOUN
ajst-29931	17	11	,	,	PUNCT
ajst-29931	17	12	and	and	CCONJ
ajst-29931	17	13	satellite	satellite	NOUN
ajst-29931	17	14	technology	technology	NOUN
ajst-29931	17	15	,	,	PUNCT
ajst-29931	17	16	massive	massive	ADJ
ajst-29931	17	17	video	video	NOUN
ajst-29931	17	18	data	datum	NOUN
ajst-29931	17	19	can	can	AUX
ajst-29931	17	20	be	be	AUX
ajst-29931	17	21	deeply	deeply	ADV
ajst-29931	17	22	integrated	integrate	VERB
ajst-29931	17	23	with	with	ADP
ajst-29931	17	24	spatial	spatial	ADJ
ajst-29931	17	25	information	information	NOUN
ajst-29931	17	26	,	,	PUNCT
ajst-29931	17	27	providing	provide	VERB
ajst-29931	17	28	strong	strong	ADJ
ajst-29931	17	29	support	support	NOUN
ajst-29931	17	30	for	for	ADP
ajst-29931	17	31	research	research	NOUN
ajst-29931	17	32	across	across	ADP
ajst-29931	17	33	multiple	multiple	ADJ
ajst-29931	17	34	fields	field	NOUN
ajst-29931	17	35	.	.	PUNCT
ajst-29931	18	1	unlike	unlike	ADP
ajst-29931	18	2	traditional	traditional	ADJ
ajst-29931	18	3	static	static	PROPN
ajst-29931	18	4	gis	gis	PROPN
ajst-29931	18	5	,	,	PUNCT
ajst-29931	18	6	video	video	NOUN
ajst-29931	18	7	gis	gis	NOUN
ajst-29931	18	8	not	not	PART
ajst-29931	18	9	only	only	ADV
ajst-29931	18	10	presents	present	VERB
ajst-29931	18	11	the	the	DET
ajst-29931	18	12	distribution	distribution	NOUN
ajst-29931	18	13	and	and	CCONJ
ajst-29931	18	14	features	feature	NOUN
ajst-29931	18	15	of	of	ADP
ajst-29931	18	16	geographic	geographic	ADJ
ajst-29931	18	17	entities	entity	NOUN
ajst-29931	18	18	but	but	CCONJ
ajst-29931	18	19	also	also	ADV
ajst-29931	18	20	captures	capture	VERB
ajst-29931	18	21	dynamic	dynamic	ADJ
ajst-29931	18	22	events	event	NOUN
ajst-29931	18	23	,	,	PUNCT
ajst-29931	18	24	behavior	behavior	NOUN
ajst-29931	18	25	trajectories	trajectory	NOUN
ajst-29931	18	26	,	,	PUNCT
ajst-29931	18	27	and	and	CCONJ
ajst-29931	18	28	change	change	NOUN
ajst-29931	18	29	processes	process	NOUN
ajst-29931	18	30	,	,	PUNCT
ajst-29931	18	31	showing	show	VERB
ajst-29931	18	32	great	great	ADJ
ajst-29931	18	33	potential	potential	NOUN
ajst-29931	18	34	in	in	ADP
ajst-29931	18	35	emergency	emergency	NOUN
ajst-29931	18	36	management	management	NOUN
ajst-29931	18	37	,	,	PUNCT
ajst-29931	18	38	environmental	environmental	ADJ
ajst-29931	18	39	monitoring	monitoring	NOUN
ajst-29931	18	40	,	,	PUNCT
ajst-29931	18	41	and	and	CCONJ
ajst-29931	18	42	smart	smart	ADJ
ajst-29931	18	43	city	city	NOUN
ajst-29931	18	44	construction	construction	NOUN
ajst-29931	18	45	.	.	PUNCT
ajst-29931	19	1	in	in	ADP
ajst-29931	19	2	terms	term	NOUN
ajst-29931	19	3	of	of	ADP
ajst-29931	19	4	application	application	NOUN
ajst-29931	19	5	potential	potential	NOUN
ajst-29931	19	6	in	in	ADP
ajst-29931	19	7	behavior	behavior	NOUN
ajst-29931	19	8	recognition	recognition	NOUN
ajst-29931	19	9	,	,	PUNCT
ajst-29931	19	10	video	video	NOUN
ajst-29931	19	11	gis	gis	NOUN
ajst-29931	19	12	provides	provide	VERB
ajst-29931	19	13	richer	rich	ADJ
ajst-29931	19	14	semantic	semantic	ADJ
ajst-29931	19	15	information	information	NOUN
ajst-29931	19	16	by	by	ADP
ajst-29931	19	17	integrating	integrate	VERB
ajst-29931	19	18	temporal	temporal	ADJ
ajst-29931	19	19	,	,	PUNCT
ajst-29931	19	20	spatial	spatial	ADJ
ajst-29931	19	21	,	,	PUNCT
ajst-29931	19	22	and	and	CCONJ
ajst-29931	19	23	behavioral	behavioral	ADJ
ajst-29931	19	24	features	feature	NOUN
ajst-29931	19	25	from	from	ADP
ajst-29931	19	26	video	video	NOUN
ajst-29931	19	27	data	datum	NOUN
ajst-29931	19	28	.	.	PUNCT
ajst-29931	20	1	for	for	ADP
ajst-29931	20	2	example	example	NOUN
ajst-29931	20	3	,	,	PUNCT
ajst-29931	20	4	by	by	ADP
ajst-29931	20	5	analyzing	analyze	VERB
ajst-29931	20	6	video	video	NOUN
ajst-29931	20	7	surveillance	surveillance	NOUN
ajst-29931	20	8	data	datum	NOUN
ajst-29931	20	9	in	in	ADP
ajst-29931	20	10	geographical	geographical	ADJ
ajst-29931	20	11	spaces	space	NOUN
ajst-29931	20	12	,	,	PUNCT
ajst-29931	20	13	real	real	ADJ
ajst-29931	20	14	-	-	PUNCT
ajst-29931	20	15	time	time	NOUN
ajst-29931	20	16	monitoring	monitoring	NOUN
ajst-29931	20	17	of	of	ADP
ajst-29931	20	18	crowd	crowd	NOUN
ajst-29931	20	19	gathering	gathering	NOUN
ajst-29931	20	20	,	,	PUNCT
ajst-29931	20	21	traffic	traffic	NOUN
ajst-29931	20	22	flow	flow	NOUN
ajst-29931	20	23	,	,	PUNCT
ajst-29931	20	24	and	and	CCONJ
ajst-29931	20	25	abnormal	abnormal	ADJ
ajst-29931	20	26	behaviors	behavior	NOUN
ajst-29931	20	27	can	can	AUX
ajst-29931	20	28	be	be	AUX
ajst-29931	20	29	achieved	achieve	VERB
ajst-29931	20	30	.	.	PUNCT
ajst-29931	21	1	in	in	ADP
ajst-29931	21	2	smart	smart	ADJ
ajst-29931	21	3	cities	city	NOUN
ajst-29931	21	4	,	,	PUNCT
ajst-29931	21	5	video	video	NOUN
ajst-29931	21	6	gis	gis	NOUN
ajst-29931	21	7	combined	combine	VERB
ajst-29931	21	8	with	with	ADP
ajst-29931	21	9	behavior	behavior	NOUN
ajst-29931	21	10	recognition	recognition	NOUN
ajst-29931	21	11	technology	technology	NOUN
ajst-29931	21	12	can	can	AUX
ajst-29931	21	13	enable	enable	VERB
ajst-29931	21	14	fine	fine	ADJ
ajst-29931	21	15	management	management	NOUN
ajst-29931	21	16	,	,	PUNCT
ajst-29931	21	17	such	such	ADJ
ajst-29931	21	18	as	as	ADP
ajst-29931	21	19	monitoring	monitor	VERB
ajst-29931	21	20	behavior	behavior	NOUN
ajst-29931	21	21	patterns	pattern	NOUN
ajst-29931	21	22	in	in	ADP
ajst-29931	21	23	crowded	crowded	ADJ
ajst-29931	21	24	places	place	NOUN
ajst-29931	21	25	and	and	CCONJ
ajst-29931	21	26	optimizing	optimize	VERB
ajst-29931	21	27	resource	resource	NOUN
ajst-29931	21	28	allocation	allocation	NOUN
ajst-29931	21	29	.	.	PUNCT
ajst-29931	22	1	in	in	ADP
ajst-29931	22	2	disaster	disaster	NOUN
ajst-29931	22	3	emergency	emergency	NOUN
ajst-29931	22	4	response	response	NOUN
ajst-29931	22	5	,	,	PUNCT
ajst-29931	22	6	behavior	behavior	NOUN
ajst-29931	22	7	analysis	analysis	NOUN
ajst-29931	22	8	based	base	VERB
ajst-29931	22	9	on	on	ADP
ajst-29931	22	10	video	video	NOUN
ajst-29931	22	11	gis	gis	NOUN
ajst-29931	22	12	can	can	AUX
ajst-29931	22	13	quickly	quickly	ADV
ajst-29931	22	14	locate	locate	VERB
ajst-29931	22	15	the	the	DET
ajst-29931	22	16	distribution	distribution	NOUN
ajst-29931	22	17	and	and	CCONJ
ajst-29931	22	18	escape	escape	NOUN
ajst-29931	22	19	routes	route	NOUN
ajst-29931	22	20	of	of	ADP
ajst-29931	22	21	affected	affected	ADJ
ajst-29931	22	22	populations	population	NOUN
ajst-29931	22	23	,	,	PUNCT
ajst-29931	22	24	thus	thus	ADV
ajst-29931	22	25	improving	improve	VERB
ajst-29931	22	26	rescue	rescue	NOUN
ajst-29931	22	27	efficiency	efficiency	NOUN
ajst-29931	22	28	.	.	PUNCT
ajst-29931	23	1	with	with	ADP
ajst-29931	23	2	the	the	DET
ajst-29931	23	3	development	development	NOUN
ajst-29931	23	4	of	of	ADP
ajst-29931	23	5	deep	deep	ADJ
ajst-29931	23	6	learning	learning	NOUN
ajst-29931	23	7	and	and	CCONJ
ajst-29931	23	8	computer	computer	NOUN
ajst-29931	23	9	vision	vision	NOUN
ajst-29931	23	10	technologies	technology	NOUN
ajst-29931	23	11	,	,	PUNCT
ajst-29931	23	12	video	video	NOUN
ajst-29931	23	13	gis	gis	NOUN
ajst-29931	23	14	provides	provide	VERB
ajst-29931	23	15	broader	broad	ADJ
ajst-29931	23	16	application	application	NOUN
ajst-29931	23	17	space	space	NOUN
ajst-29931	23	18	for	for	ADP
ajst-29931	23	19	behavior	behavior	NOUN
ajst-29931	23	20	recognition	recognition	NOUN
ajst-29931	23	21	,	,	PUNCT
ajst-29931	23	22	making	make	VERB
ajst-29931	23	23	it	it	PRON
ajst-29931	23	24	an	an	DET
ajst-29931	23	25	important	important	ADJ
ajst-29931	23	26	direction	direction	NOUN
ajst-29931	23	27	for	for	ADP
ajst-29931	23	28	future	future	ADJ
ajst-29931	23	29	technological	technological	ADJ
ajst-29931	23	30	integration	integration	NOUN
ajst-29931	23	31	and	and	CCONJ
ajst-29931	23	32	innovation	innovation	NOUN
ajst-29931	23	33	.	.	PUNCT
ajst-29931	24	1	slowfast	slowfast	PROPN
ajst-29931	24	2	is	be	AUX
ajst-29931	24	3	a	a	DET
ajst-29931	24	4	deep	deep	ADJ
ajst-29931	24	5	learning	learning	NOUN
ajst-29931	24	6	-	-	PUNCT
ajst-29931	24	7	based	base	VERB
ajst-29931	24	8	model	model	NOUN
ajst-29931	24	9	specifically	specifically	ADV
ajst-29931	24	10	designed	design	VERB
ajst-29931	24	11	for	for	ADP
ajst-29931	24	12	video	video	NOUN
ajst-29931	24	13	behavior	behavior	NOUN
ajst-29931	24	14	recognition	recognition	NOUN
ajst-29931	24	15	tasks	task	NOUN
ajst-29931	24	16	.	.	PUNCT
ajst-29931	25	1	it	it	PRON
ajst-29931	25	2	is	be	AUX
ajst-29931	25	3	an	an	DET
ajst-29931	25	4	extension	extension	NOUN
ajst-29931	25	5	of	of	ADP
ajst-29931	25	6	convolutional	convolutional	ADJ
ajst-29931	25	7	neural	neural	ADJ
ajst-29931	25	8	networks	network	NOUN
ajst-29931	25	9	(	(	PUNCT
ajst-29931	25	10	cnns	cnns	PROPN
ajst-29931	25	11	)	)	PUNCT
ajst-29931	25	12	and	and	CCONJ
ajst-29931	25	13	employs	employ	VERB
ajst-29931	25	14	a	a	DET
ajst-29931	25	15	unique	unique	ADJ
ajst-29931	25	16	dual	dual	ADJ
ajst-29931	25	17	-	-	PUNCT
ajst-29931	25	18	path	path	NOUN
ajst-29931	25	19	structure	structure	NOUN
ajst-29931	25	20	that	that	PRON
ajst-29931	25	21	combines	combine	VERB
ajst-29931	25	22	input	input	NOUN
ajst-29931	25	23	streams	stream	NOUN
ajst-29931	25	24	at	at	ADP
ajst-29931	25	25	different	different	ADJ
ajst-29931	25	26	frame	frame	NOUN
ajst-29931	25	27	rates	rate	NOUN
ajst-29931	25	28	to	to	PART
ajst-29931	25	29	effectively	effectively	ADV
ajst-29931	25	30	process	process	VERB
ajst-29931	25	31	video	video	NOUN
ajst-29931	25	32	data	datum	NOUN
ajst-29931	25	33	.	.	PUNCT
ajst-29931	26	1	the	the	DET
ajst-29931	26	2	design	design	NOUN
ajst-29931	26	3	inspiration	inspiration	NOUN
ajst-29931	26	4	comes	come	VERB
ajst-29931	26	5	from	from	ADP
ajst-29931	26	6	the	the	DET
ajst-29931	26	7	hierarchical	hierarchical	ADJ
ajst-29931	26	8	perception	perception	NOUN
ajst-29931	26	9	mechanism	mechanism	NOUN
ajst-29931	26	10	of	of	ADP
ajst-29931	26	11	human	human	ADJ
ajst-29931	26	12	visual	visual	ADJ
ajst-29931	26	13	systems	system	NOUN
ajst-29931	26	14	for	for	ADP
ajst-29931	26	15	fast	fast	ADJ
ajst-29931	26	16	and	and	CCONJ
ajst-29931	26	17	slow	slow	ADJ
ajst-29931	26	18	motion	motion	NOUN
ajst-29931	26	19	.	.	PUNCT
ajst-29931	27	1	the	the	DET
ajst-29931	27	2	model	model	NOUN
ajst-29931	27	3	works	work	VERB
ajst-29931	27	4	by	by	ADP
ajst-29931	27	5	coordinating	coordinate	VERB
ajst-29931	27	6	two	two	NUM
ajst-29931	27	7	branches	branch	NOUN
ajst-29931	27	8	:	:	PUNCT
ajst-29931	27	9	the	the	DET
ajst-29931	27	10	"	"	PUNCT
ajst-29931	27	11	slow	slow	ADJ
ajst-29931	27	12	"	"	PUNCT
ajst-29931	27	13	branch	branch	NOUN
ajst-29931	27	14	captures	capture	VERB
ajst-29931	27	15	long	long	ADJ
ajst-29931	27	16	-	-	PUNCT
ajst-29931	27	17	term	term	NOUN
ajst-29931	27	18	semantic	semantic	ADJ
ajst-29931	27	19	information	information	NOUN
ajst-29931	27	20	at	at	ADP
ajst-29931	27	21	a	a	DET
ajst-29931	27	22	lower	low	ADJ
ajst-29931	27	23	frame	frame	NOUN
ajst-29931	27	24	rate	rate	NOUN
ajst-29931	27	25	,	,	PUNCT
ajst-29931	27	26	such	such	ADJ
ajst-29931	27	27	as	as	ADP
ajst-29931	27	28	the	the	DET
ajst-29931	27	29	overall	overall	ADJ
ajst-29931	27	30	motion	motion	NOUN
ajst-29931	27	31	process	process	NOUN
ajst-29931	27	32	;	;	PUNCT
ajst-29931	27	33	the	the	DET
ajst-29931	27	34	"	"	PUNCT
ajst-29931	27	35	fast	fast	ADJ
ajst-29931	27	36	"	"	PUNCT
ajst-29931	27	37	branch	branch	NOUN
ajst-29931	27	38	focuses	focus	VERB
ajst-29931	27	39	on	on	ADP
ajst-29931	27	40	short	short	ADJ
ajst-29931	27	41	-	-	PUNCT
ajst-29931	27	42	term	term	NOUN
ajst-29931	27	43	dynamic	dynamic	ADJ
ajst-29931	27	44	details	detail	NOUN
ajst-29931	27	45	,	,	PUNCT
ajst-29931	27	46	such	such	ADJ
ajst-29931	27	47	as	as	ADP
ajst-29931	27	48	transient	transient	ADJ
ajst-29931	27	49	features	feature	NOUN
ajst-29931	27	50	of	of	ADP
ajst-29931	27	51	fast	fast	ADJ
ajst-29931	27	52	movements	movement	NOUN
ajst-29931	27	53	.	.	PUNCT
ajst-29931	28	1	these	these	DET
ajst-29931	28	2	two	two	NUM
ajst-29931	28	3	branches	branch	NOUN
ajst-29931	28	4	extract	extract	VERB
ajst-29931	28	5	features	feature	NOUN
ajst-29931	28	6	at	at	ADP
ajst-29931	28	7	different	different	ADJ
ajst-29931	28	8	time	time	NOUN
ajst-29931	28	9	scales	scale	NOUN
ajst-29931	28	10	,	,	PUNCT
ajst-29931	28	11	and	and	CCONJ
ajst-29931	28	12	their	their	PRON
ajst-29931	28	13	information	information	NOUN
ajst-29931	28	14	is	be	AUX
ajst-29931	28	15	fused	fuse	VERB
ajst-29931	28	16	through	through	ADP
ajst-29931	28	17	cross	cross	ADJ
ajst-29931	28	18	-	-	ADJ
ajst-29931	28	19	path	path	ADJ
ajst-29931	28	20	connections	connection	NOUN
ajst-29931	28	21	,	,	PUNCT
ajst-29931	28	22	allowing	allow	VERB
ajst-29931	28	23	the	the	DET
ajst-29931	28	24	model	model	NOUN
ajst-29931	28	25	to	to	PART
ajst-29931	28	26	efficiently	efficiently	ADV
ajst-29931	28	27	capture	capture	VERB
ajst-29931	28	28	temporal	temporal	ADJ
ajst-29931	28	29	dynamic	dynamic	ADJ
ajst-29931	28	30	features	feature	NOUN
ajst-29931	28	31	while	while	SCONJ
ajst-29931	28	32	retaining	retain	VERB
ajst-29931	28	33	rich	rich	ADJ
ajst-29931	28	34	contextual	contextual	ADJ
ajst-29931	28	35	information	information	NOUN
ajst-29931	28	36	.	.	PUNCT
ajst-29931	29	1	cesium	cesium	NOUN
ajst-29931	29	2	is	be	AUX
ajst-29931	29	3	a	a	DET
ajst-29931	29	4	web	web	NOUN
ajst-29931	29	5	-	-	PUNCT
ajst-29931	29	6	based	base	VERB
ajst-29931	29	7	open	open	ADJ
ajst-29931	29	8	-	-	PUNCT
ajst-29931	29	9	source	source	NOUN
ajst-29931	29	10	3d	3d	PROPN
ajst-29931	29	11	geospatial	geospatial	ADJ
ajst-29931	29	12	visualization	visualization	NOUN
ajst-29931	29	13	platform	platform	NOUN
ajst-29931	29	14	,	,	PUNCT
ajst-29931	29	15	and	and	CCONJ
ajst-29931	29	16	its	its	PRON
ajst-29931	29	17	high	high	ADJ
ajst-29931	29	18	-	-	PUNCT
ajst-29931	29	19	performance	performance	NOUN
ajst-29931	29	20	3d	3d	NOUN
ajst-29931	29	21	rendering	rendering	NOUN
ajst-29931	29	22	engine	engine	NOUN
ajst-29931	29	23	and	and	CCONJ
ajst-29931	29	24	broad	broad	ADJ
ajst-29931	29	25	compatibility	compatibility	NOUN
ajst-29931	29	26	have	have	AUX
ajst-29931	29	27	established	establish	VERB
ajst-29931	29	28	its	its	PRON
ajst-29931	29	29	importance	importance	NOUN
ajst-29931	29	30	in	in	ADP
ajst-29931	29	31	geospatial	geospatial	ADJ
ajst-29931	29	32	data	datum	NOUN
ajst-29931	29	33	visualization	visualization	NOUN
ajst-29931	29	34	.	.	PUNCT
ajst-29931	30	1	as	as	ADP
ajst-29931	30	2	a	a	DET
ajst-29931	30	3	framework	framework	NOUN
ajst-29931	30	4	supporting	support	VERB
ajst-29931	30	5	large	large	ADJ
ajst-29931	30	6	-	-	PUNCT
ajst-29931	30	7	scale	scale	NOUN
ajst-29931	30	8	geospatial	geospatial	ADJ
ajst-29931	30	9	data	datum	NOUN
ajst-29931	30	10	interaction	interaction	NOUN
ajst-29931	30	11	,	,	PUNCT
ajst-29931	30	12	cesium	cesium	NOUN
ajst-29931	30	13	efficiently	efficiently	ADV
ajst-29931	30	14	loads	load	VERB
ajst-29931	30	15	and	and	CCONJ
ajst-29931	30	16	renders	render	VERB
ajst-29931	30	17	various	various	ADJ
ajst-29931	30	18	types	type	NOUN
ajst-29931	30	19	of	of	ADP
ajst-29931	30	20	geospatial	geospatial	ADJ
ajst-29931	30	21	data	datum	NOUN
ajst-29931	30	22	,	,	PUNCT
ajst-29931	30	23	including	include	VERB
ajst-29931	30	24	vector	vector	NOUN
ajst-29931	30	25	data	datum	NOUN
ajst-29931	30	26	,	,	PUNCT
ajst-29931	30	27	raster	raster	PROPN
ajst-29931	30	28	data	data	PROPN
ajst-29931	30	29	,	,	PUNCT
ajst-29931	30	30	3d	3d	NUM
ajst-29931	30	31	models	model	NOUN
ajst-29931	30	32	,	,	PUNCT
ajst-29931	30	33	and	and	CCONJ
ajst-29931	30	34	timevarying	timevarye	VERB
ajst-29931	30	35	data	datum	NOUN
ajst-29931	30	36	.	.	PUNCT
ajst-29931	31	1	its	its	PRON
ajst-29931	31	2	support	support	NOUN
ajst-29931	31	3	for	for	ADP
ajst-29931	31	4	open	open	ADJ
ajst-29931	31	5	standards	standard	NOUN
ajst-29931	31	6	(	(	PUNCT
ajst-29931	31	7	such	such	ADJ
ajst-29931	31	8	as	as	ADP
ajst-29931	31	9	3d	3d	PROPN
ajst-29931	31	10	tiles	tile	NOUN
ajst-29931	31	11	and	and	CCONJ
ajst-29931	31	12	gltf	gltf	NOUN
ajst-29931	31	13	)	)	PUNCT
ajst-29931	31	14	and	and	CCONJ
ajst-29931	31	15	cross	cross	ADJ
ajst-29931	31	16	-	-	ADJ
ajst-29931	31	17	platform	platform	ADJ
ajst-29931	31	18	capabilities	capability	NOUN
ajst-29931	31	19	have	have	AUX
ajst-29931	31	20	made	make	VERB
ajst-29931	31	21	it	it	PRON
ajst-29931	31	22	widely	widely	ADV
ajst-29931	31	23	applied	apply	VERB
ajst-29931	31	24	in	in	ADP
ajst-29931	31	25	smart	smart	ADJ
ajst-29931	31	26	cities	city	NOUN
ajst-29931	31	27	,	,	PUNCT
ajst-29931	31	28	drone	drone	NOUN
ajst-29931	31	29	remote	remote	ADJ
ajst-29931	31	30	sensing	sensing	NOUN
ajst-29931	31	31	,	,	PUNCT
ajst-29931	31	32	and	and	CCONJ
ajst-29931	31	33	dynamic	dynamic	ADJ
ajst-29931	31	34	event	event	NOUN
ajst-29931	31	35	monitoring	monitoring	NOUN
ajst-29931	31	36	.	.	PUNCT
ajst-29931	32	1	206	206	NUM
ajst-29931	32	2	cesium	cesium	NOUN
ajst-29931	32	3	demonstrates	demonstrate	VERB
ajst-29931	32	4	unique	unique	ADJ
ajst-29931	32	5	advantages	advantage	NOUN
ajst-29931	32	6	when	when	SCONJ
ajst-29931	32	7	integrated	integrate	VERB
ajst-29931	32	8	with	with	ADP
ajst-29931	32	9	video	video	NOUN
ajst-29931	32	10	data	datum	NOUN
ajst-29931	32	11	.	.	PUNCT
ajst-29931	33	1	by	by	ADP
ajst-29931	33	2	mapping	map	VERB
ajst-29931	33	3	video	video	NOUN
ajst-29931	33	4	data	datum	NOUN
ajst-29931	33	5	onto	onto	ADP
ajst-29931	33	6	geospatial	geospatial	ADJ
ajst-29931	33	7	environments	environment	NOUN
ajst-29931	33	8	,	,	PUNCT
ajst-29931	33	9	cesium	cesium	NOUN
ajst-29931	33	10	can	can	AUX
ajst-29931	33	11	present	present	VERB
ajst-29931	33	12	video	video	NOUN
ajst-29931	33	13	content	content	NOUN
ajst-29931	33	14	within	within	ADP
ajst-29931	33	15	realworld	realworld	PROPN
ajst-29931	33	16	geographic	geographic	ADJ
ajst-29931	33	17	contexts	contexts	NOUN
ajst-29931	33	18	.	.	PUNCT
ajst-29931	34	1	for	for	ADP
ajst-29931	34	2	example	example	NOUN
ajst-29931	34	3	,	,	PUNCT
ajst-29931	34	4	in	in	ADP
ajst-29931	34	5	drone	drone	NOUN
ajst-29931	34	6	aerial	aerial	ADJ
ajst-29931	34	7	photography	photography	NOUN
ajst-29931	34	8	or	or	CCONJ
ajst-29931	34	9	satellite	satellite	NOUN
ajst-29931	34	10	monitoring	monitoring	NOUN
ajst-29931	34	11	scenarios	scenario	NOUN
ajst-29931	34	12	,	,	PUNCT
ajst-29931	34	13	videos	video	NOUN
ajst-29931	34	14	can	can	AUX
ajst-29931	34	15	be	be	AUX
ajst-29931	34	16	embedded	embed	VERB
ajst-29931	34	17	into	into	ADP
ajst-29931	34	18	3d	3d	NUM
ajst-29931	34	19	terrain	terrain	NOUN
ajst-29931	34	20	models	model	NOUN
ajst-29931	34	21	for	for	ADP
ajst-29931	34	22	visual	visual	ADJ
ajst-29931	34	23	analysis	analysis	NOUN
ajst-29931	34	24	.	.	PUNCT
ajst-29931	35	1	this	this	DET
ajst-29931	35	2	fusion	fusion	NOUN
ajst-29931	35	3	not	not	PART
ajst-29931	35	4	only	only	ADV
ajst-29931	35	5	enhances	enhance	VERB
ajst-29931	35	6	the	the	DET
ajst-29931	35	7	intuitiveness	intuitiveness	NOUN
ajst-29931	35	8	of	of	ADP
ajst-29931	35	9	geographic	geographic	ADJ
ajst-29931	35	10	information	information	NOUN
ajst-29931	35	11	expression	expression	NOUN
ajst-29931	35	12	but	but	CCONJ
ajst-29931	35	13	also	also	ADV
ajst-29931	35	14	strengthens	strengthen	VERB
ajst-29931	35	15	the	the	DET
ajst-29931	35	16	interaction	interaction	NOUN
ajst-29931	35	17	between	between	ADP
ajst-29931	35	18	video	video	NOUN
ajst-29931	35	19	data	datum	NOUN
ajst-29931	35	20	and	and	CCONJ
ajst-29931	35	21	spatial	spatial	ADJ
ajst-29931	35	22	information	information	NOUN
ajst-29931	35	23	.	.	PUNCT
ajst-29931	36	1	in	in	ADP
ajst-29931	36	2	behavior	behavior	NOUN
ajst-29931	36	3	recognition	recognition	NOUN
ajst-29931	36	4	applications	application	NOUN
ajst-29931	36	5	,	,	PUNCT
ajst-29931	36	6	cesium	cesium	NOUN
ajst-29931	36	7	provides	provide	VERB
ajst-29931	36	8	an	an	DET
ajst-29931	36	9	efficient	efficient	ADJ
ajst-29931	36	10	visualization	visualization	NOUN
ajst-29931	36	11	platform	platform	NOUN
ajst-29931	36	12	that	that	PRON
ajst-29931	36	13	can	can	AUX
ajst-29931	36	14	dynamically	dynamically	ADV
ajst-29931	36	15	display	display	VERB
ajst-29931	36	16	individual	individual	ADJ
ajst-29931	36	17	or	or	CCONJ
ajst-29931	36	18	group	group	NOUN
ajst-29931	36	19	behavior	behavior	NOUN
ajst-29931	36	20	patterns	pattern	NOUN
ajst-29931	36	21	in	in	ADP
ajst-29931	36	22	videos	video	NOUN
ajst-29931	36	23	,	,	PUNCT
ajst-29931	36	24	and	and	CCONJ
ajst-29931	36	25	through	through	ADP
ajst-29931	36	26	time	time	NOUN
ajst-29931	36	27	and	and	CCONJ
ajst-29931	36	28	space	space	NOUN
ajst-29931	36	29	dynamic	dynamic	ADJ
ajst-29931	36	30	analysis	analysis	NOUN
ajst-29931	36	31	,	,	PUNCT
ajst-29931	36	32	help	help	VERB
ajst-29931	36	33	users	user	NOUN
ajst-29931	36	34	detect	detect	VERB
ajst-29931	36	35	abnormal	abnormal	ADJ
ajst-29931	36	36	behaviors	behavior	NOUN
ajst-29931	36	37	,	,	PUNCT
ajst-29931	36	38	monitor	monitor	VERB
ajst-29931	36	39	crowd	crowd	NOUN
ajst-29931	36	40	activity	activity	NOUN
ajst-29931	36	41	paths	path	NOUN
ajst-29931	36	42	,	,	PUNCT
ajst-29931	36	43	or	or	CCONJ
ajst-29931	36	44	conduct	conduct	VERB
ajst-29931	36	45	real	real	ADJ
ajst-29931	36	46	-	-	PUNCT
ajst-29931	36	47	time	time	NOUN
ajst-29931	36	48	disaster	disaster	NOUN
ajst-29931	36	49	response	response	NOUN
ajst-29931	36	50	evaluations	evaluation	NOUN
ajst-29931	36	51	.	.	PUNCT
ajst-29931	37	1	the	the	DET
ajst-29931	37	2	integration	integration	NOUN
ajst-29931	37	3	of	of	ADP
ajst-29931	37	4	video	video	NOUN
ajst-29931	37	5	data	datum	NOUN
ajst-29931	37	6	with	with	ADP
ajst-29931	37	7	the	the	DET
ajst-29931	37	8	cesium	cesium	NOUN
ajst-29931	37	9	platform	platform	NOUN
ajst-29931	37	10	drives	drive	VERB
ajst-29931	37	11	the	the	DET
ajst-29931	37	12	evolution	evolution	NOUN
ajst-29931	37	13	of	of	ADP
ajst-29931	37	14	gis	gis	NOUN
ajst-29931	37	15	towards	towards	ADP
ajst-29931	37	16	dynamic	dynamic	ADJ
ajst-29931	37	17	and	and	CCONJ
ajst-29931	37	18	intelligent	intelligent	ADJ
ajst-29931	37	19	systems	system	NOUN
ajst-29931	37	20	,	,	PUNCT
ajst-29931	37	21	providing	provide	VERB
ajst-29931	37	22	innovative	innovative	ADJ
ajst-29931	37	23	solutions	solution	NOUN
ajst-29931	37	24	for	for	ADP
ajst-29931	37	25	smart	smart	ADJ
ajst-29931	37	26	city	city	NOUN
ajst-29931	37	27	management	management	NOUN
ajst-29931	37	28	,	,	PUNCT
ajst-29931	37	29	public	public	ADJ
ajst-29931	37	30	safety	safety	NOUN
ajst-29931	37	31	monitoring	monitoring	NOUN
ajst-29931	37	32	,	,	PUNCT
ajst-29931	37	33	and	and	CCONJ
ajst-29931	37	34	emergency	emergency	NOUN
ajst-29931	37	35	response	response	NOUN
ajst-29931	37	36	.	.	PUNCT
ajst-29931	38	1	as	as	SCONJ
ajst-29931	38	2	deep	deep	ADJ
ajst-29931	38	3	learning	learning	NOUN
ajst-29931	38	4	technologies	technology	NOUN
ajst-29931	38	5	,	,	PUNCT
ajst-29931	38	6	especially	especially	ADV
ajst-29931	38	7	behavior	behavior	NOUN
ajst-29931	38	8	recognition	recognition	NOUN
ajst-29931	38	9	models	model	NOUN
ajst-29931	38	10	like	like	ADP
ajst-29931	38	11	slowfast	slowfast	NOUN
ajst-29931	38	12	,	,	PUNCT
ajst-29931	38	13	are	be	AUX
ajst-29931	38	14	integrated	integrate	VERB
ajst-29931	38	15	,	,	PUNCT
ajst-29931	38	16	cesium	cesium	NOUN
ajst-29931	38	17	’s	’s	PART
ajst-29931	38	18	potential	potential	NOUN
ajst-29931	38	19	in	in	ADP
ajst-29931	38	20	the	the	DET
ajst-29931	38	21	video	video	NOUN
ajst-29931	38	22	gis	gis	NOUN
ajst-29931	38	23	domain	domain	NOUN
ajst-29931	38	24	will	will	AUX
ajst-29931	38	25	be	be	AUX
ajst-29931	38	26	further	far	ADV
ajst-29931	38	27	explored	explore	VERB
ajst-29931	38	28	,	,	PUNCT
ajst-29931	38	29	offering	offer	VERB
ajst-29931	38	30	broader	broad	ADJ
ajst-29931	38	31	development	development	NOUN
ajst-29931	38	32	space	space	NOUN
ajst-29931	38	33	for	for	ADP
ajst-29931	38	34	interdisciplinary	interdisciplinary	ADJ
ajst-29931	38	35	research	research	NOUN
ajst-29931	38	36	.	.	PUNCT
ajst-29931	39	1	2	2	X
ajst-29931	39	2	.	.	X
ajst-29931	39	3	related	relate	VERB
ajst-29931	39	4	work	work	NOUN
ajst-29931	39	5	2.1	2.1	NUM
ajst-29931	39	6	.	.	PUNCT
ajst-29931	40	1	slowfast	slowfast	VERB
ajst-29931	40	2	model	model	NOUN
ajst-29931	40	3	2.1.1	2.1.1	NUM
ajst-29931	40	4	.	.	PUNCT
ajst-29931	41	1	slowfast	slowfast	ADJ
ajst-29931	41	2	model	model	NOUN
ajst-29931	41	3	and	and	CCONJ
ajst-29931	41	4	its	its	PRON
ajst-29931	41	5	features	feature	NOUN
ajst-29931	41	6	the	the	DET
ajst-29931	41	7	slowfast	slowfast	ADJ
ajst-29931	41	8	model	model	NOUN
ajst-29931	41	9	is	be	AUX
ajst-29931	41	10	a	a	DET
ajst-29931	41	11	deep	deep	ADJ
ajst-29931	41	12	learning	learning	NOUN
ajst-29931	41	13	architecture	architecture	NOUN
ajst-29931	41	14	designed	design	VERB
ajst-29931	41	15	for	for	ADP
ajst-29931	41	16	video	video	NOUN
ajst-29931	41	17	understanding	understanding	NOUN
ajst-29931	41	18	,	,	PUNCT
ajst-29931	41	19	particularly	particularly	ADV
ajst-29931	41	20	suited	suit	VERB
ajst-29931	41	21	for	for	ADP
ajst-29931	41	22	processing	processing	NOUN
ajst-29931	41	23	video	video	NOUN
ajst-29931	41	24	data	datum	NOUN
ajst-29931	41	25	with	with	ADP
ajst-29931	41	26	multi	multi	ADJ
ajst-29931	41	27	-	-	ADJ
ajst-29931	41	28	scale	scale	ADJ
ajst-29931	41	29	spatial	spatial	ADJ
ajst-29931	41	30	-	-	PUNCT
ajst-29931	41	31	temporal	temporal	ADJ
ajst-29931	41	32	information	information	NOUN
ajst-29931	41	33	.	.	PUNCT
ajst-29931	42	1	the	the	DET
ajst-29931	42	2	core	core	ADJ
ajst-29931	42	3	idea	idea	NOUN
ajst-29931	42	4	of	of	ADP
ajst-29931	42	5	the	the	DET
ajst-29931	42	6	model	model	NOUN
ajst-29931	42	7	is	be	AUX
ajst-29931	42	8	to	to	PART
ajst-29931	42	9	divide	divide	VERB
ajst-29931	42	10	the	the	DET
ajst-29931	42	11	processing	processing	NOUN
ajst-29931	42	12	of	of	ADP
ajst-29931	42	13	video	video	NOUN
ajst-29931	42	14	frames	frame	NOUN
ajst-29931	42	15	into	into	ADP
ajst-29931	42	16	two	two	NUM
ajst-29931	42	17	different	different	ADJ
ajst-29931	42	18	-	-	PUNCT
ajst-29931	42	19	speed	speed	NOUN
ajst-29931	42	20	streams	stream	NOUN
ajst-29931	42	21	,	,	PUNCT
ajst-29931	42	22	namely	namely	ADV
ajst-29931	42	23	the	the	DET
ajst-29931	42	24	"	"	PUNCT
ajst-29931	42	25	slow	slow	ADJ
ajst-29931	42	26	"	"	PUNCT
ajst-29931	42	27	and	and	CCONJ
ajst-29931	42	28	"	"	PUNCT
ajst-29931	42	29	fast	fast	ADJ
ajst-29931	42	30	"	"	PUNCT
ajst-29931	42	31	streams	stream	NOUN
ajst-29931	42	32	,	,	PUNCT
ajst-29931	42	33	to	to	PART
ajst-29931	42	34	effectively	effectively	ADV
ajst-29931	42	35	capture	capture	VERB
ajst-29931	42	36	both	both	DET
ajst-29931	42	37	long	long	ADJ
ajst-29931	42	38	-	-	PUNCT
ajst-29931	42	39	term	term	NOUN
ajst-29931	42	40	and	and	CCONJ
ajst-29931	42	41	short	short	ADJ
ajst-29931	42	42	-	-	PUNCT
ajst-29931	42	43	term	term	NOUN
ajst-29931	42	44	temporal	temporal	ADJ
ajst-29931	42	45	information	information	NOUN
ajst-29931	42	46	in	in	ADP
ajst-29931	42	47	the	the	DET
ajst-29931	42	48	video	video	NOUN
ajst-29931	42	49	,	,	PUNCT
ajst-29931	42	50	enabling	enable	VERB
ajst-29931	42	51	precise	precise	ADJ
ajst-29931	42	52	understanding	understanding	NOUN
ajst-29931	42	53	of	of	ADP
ajst-29931	42	54	video	video	NOUN
ajst-29931	42	55	content	content	NOUN
ajst-29931	42	56	.	.	PUNCT
ajst-29931	43	1	the	the	DET
ajst-29931	43	2	slow	slow	ADJ
ajst-29931	43	3	pathway	pathway	NOUN
ajst-29931	43	4	network	network	NOUN
ajst-29931	43	5	is	be	AUX
ajst-29931	43	6	responsible	responsible	ADJ
ajst-29931	43	7	for	for	ADP
ajst-29931	43	8	extracting	extract	VERB
ajst-29931	43	9	long	long	ADJ
ajst-29931	43	10	-	-	PUNCT
ajst-29931	43	11	term	term	NOUN
ajst-29931	43	12	temporal	temporal	ADJ
ajst-29931	43	13	information	information	NOUN
ajst-29931	43	14	from	from	ADP
ajst-29931	43	15	low	low	ADJ
ajst-29931	43	16	-	-	PUNCT
ajst-29931	43	17	frame	frame	NOUN
ajst-29931	43	18	-	-	PUNCT
ajst-29931	43	19	rate	rate	NOUN
ajst-29931	43	20	videos	video	NOUN
ajst-29931	43	21	,	,	PUNCT
ajst-29931	43	22	focusing	focus	VERB
ajst-29931	43	23	on	on	ADP
ajst-29931	43	24	global	global	ADJ
ajst-29931	43	25	dynamic	dynamic	ADJ
ajst-29931	43	26	changes	change	NOUN
ajst-29931	43	27	,	,	PUNCT
ajst-29931	43	28	while	while	SCONJ
ajst-29931	43	29	the	the	DET
ajst-29931	43	30	fast	fast	ADJ
ajst-29931	43	31	pathway	pathway	NOUN
ajst-29931	43	32	network	network	NOUN
ajst-29931	43	33	processes	process	VERB
ajst-29931	43	34	the	the	DET
ajst-29931	43	35	video	video	NOUN
ajst-29931	43	36	at	at	ADP
ajst-29931	43	37	a	a	DET
ajst-29931	43	38	higher	high	ADJ
ajst-29931	43	39	frame	frame	NOUN
ajst-29931	43	40	rate	rate	NOUN
ajst-29931	43	41	to	to	PART
ajst-29931	43	42	capture	capture	VERB
ajst-29931	43	43	local	local	ADJ
ajst-29931	43	44	fast	fast	ADJ
ajst-29931	43	45	changes	change	NOUN
ajst-29931	43	46	,	,	PUNCT
ajst-29931	43	47	able	able	ADJ
ajst-29931	43	48	to	to	PART
ajst-29931	43	49	detect	detect	VERB
ajst-29931	43	50	rapid	rapid	ADJ
ajst-29931	43	51	motions	motion	NOUN
ajst-29931	43	52	and	and	CCONJ
ajst-29931	43	53	detailed	detailed	ADJ
ajst-29931	43	54	variations	variation	NOUN
ajst-29931	43	55	.	.	PUNCT
ajst-29931	44	1	the	the	DET
ajst-29931	44	2	slow	slow	ADJ
ajst-29931	44	3	pathway	pathway	NOUN
ajst-29931	44	4	network	network	NOUN
ajst-29931	44	5	uses	use	VERB
ajst-29931	44	6	low	low	ADJ
ajst-29931	44	7	-	-	PUNCT
ajst-29931	44	8	frame	frame	NOUN
ajst-29931	44	9	-	-	PUNCT
ajst-29931	44	10	rate	rate	NOUN
ajst-29931	44	11	input	input	NOUN
ajst-29931	44	12	,	,	PUNCT
ajst-29931	44	13	typically	typically	ADV
ajst-29931	44	14	processing	process	VERB
ajst-29931	44	15	only	only	ADV
ajst-29931	44	16	a	a	DET
ajst-29931	44	17	few	few	ADJ
ajst-29931	44	18	frames	frame	NOUN
ajst-29931	44	19	per	per	ADP
ajst-29931	44	20	second	second	NOUN
ajst-29931	44	21	,	,	PUNCT
ajst-29931	44	22	which	which	PRON
ajst-29931	44	23	reduces	reduce	VERB
ajst-29931	44	24	computational	computational	ADJ
ajst-29931	44	25	load	load	NOUN
ajst-29931	44	26	and	and	CCONJ
ajst-29931	44	27	focuses	focus	VERB
ajst-29931	44	28	on	on	ADP
ajst-29931	44	29	capturing	capture	VERB
ajst-29931	44	30	global	global	ADJ
ajst-29931	44	31	,	,	PUNCT
ajst-29931	44	32	long	long	ADJ
ajst-29931	44	33	-	-	PUNCT
ajst-29931	44	34	term	term	NOUN
ajst-29931	44	35	spatial	spatial	ADJ
ajst-29931	44	36	-	-	PUNCT
ajst-29931	44	37	temporal	temporal	ADJ
ajst-29931	44	38	structural	structural	ADJ
ajst-29931	44	39	features	feature	NOUN
ajst-29931	44	40	in	in	ADP
ajst-29931	44	41	the	the	DET
ajst-29931	44	42	video	video	NOUN
ajst-29931	44	43	.	.	PUNCT
ajst-29931	45	1	this	this	DET
ajst-29931	45	2	design	design	NOUN
ajst-29931	45	3	allows	allow	VERB
ajst-29931	45	4	the	the	DET
ajst-29931	45	5	network	network	NOUN
ajst-29931	45	6	to	to	PART
ajst-29931	45	7	effectively	effectively	ADV
ajst-29931	45	8	analyze	analyze	VERB
ajst-29931	45	9	largescale	largescale	ADJ
ajst-29931	45	10	motion	motion	NOUN
ajst-29931	45	11	changes	change	NOUN
ajst-29931	45	12	,	,	PUNCT
ajst-29931	45	13	such	such	ADJ
ajst-29931	45	14	as	as	ADP
ajst-29931	45	15	the	the	DET
ajst-29931	45	16	overall	overall	ADJ
ajst-29931	45	17	motion	motion	NOUN
ajst-29931	45	18	of	of	ADP
ajst-29931	45	19	the	the	DET
ajst-29931	45	20	human	human	ADJ
ajst-29931	45	21	body	body	NOUN
ajst-29931	45	22	or	or	CCONJ
ajst-29931	45	23	the	the	DET
ajst-29931	45	24	trajectory	trajectory	NOUN
ajst-29931	45	25	of	of	ADP
ajst-29931	45	26	objects	object	NOUN
ajst-29931	45	27	.	.	PUNCT
ajst-29931	46	1	in	in	ADP
ajst-29931	46	2	contrast	contrast	NOUN
ajst-29931	46	3	,	,	PUNCT
ajst-29931	46	4	the	the	DET
ajst-29931	46	5	fast	fast	ADJ
ajst-29931	46	6	pathway	pathway	NOUN
ajst-29931	46	7	network	network	NOUN
ajst-29931	46	8	uses	use	VERB
ajst-29931	46	9	high	high	ADJ
ajst-29931	46	10	-	-	PUNCT
ajst-29931	46	11	frame	frame	NOUN
ajst-29931	46	12	-	-	PUNCT
ajst-29931	46	13	rate	rate	NOUN
ajst-29931	46	14	video	video	NOUN
ajst-29931	46	15	input	input	NOUN
ajst-29931	46	16	,	,	PUNCT
ajst-29931	46	17	processing	process	VERB
ajst-29931	46	18	more	more	ADJ
ajst-29931	46	19	frames	frame	NOUN
ajst-29931	46	20	per	per	ADP
ajst-29931	46	21	second	second	NOUN
ajst-29931	46	22	to	to	PART
ajst-29931	46	23	capture	capture	VERB
ajst-29931	46	24	the	the	DET
ajst-29931	46	25	finer	fine	ADJ
ajst-29931	46	26	details	detail	NOUN
ajst-29931	46	27	and	and	CCONJ
ajst-29931	46	28	fast	fast	ADJ
ajst-29931	46	29	changes	change	NOUN
ajst-29931	46	30	,	,	PUNCT
ajst-29931	46	31	such	such	ADJ
ajst-29931	46	32	as	as	ADP
ajst-29931	46	33	quick	quick	ADJ
ajst-29931	46	34	movements	movement	NOUN
ajst-29931	46	35	or	or	CCONJ
ajst-29931	46	36	instantaneous	instantaneous	ADJ
ajst-29931	46	37	changes	change	NOUN
ajst-29931	46	38	.	.	PUNCT
ajst-29931	47	1	the	the	DET
ajst-29931	47	2	high	high	ADJ
ajst-29931	47	3	-	-	PUNCT
ajst-29931	47	4	frame	frame	NOUN
ajst-29931	47	5	-	-	PUNCT
ajst-29931	47	6	rate	rate	NOUN
ajst-29931	47	7	design	design	NOUN
ajst-29931	47	8	of	of	ADP
ajst-29931	47	9	the	the	DET
ajst-29931	47	10	fast	fast	ADJ
ajst-29931	47	11	pathway	pathway	NOUN
ajst-29931	47	12	enables	enable	VERB
ajst-29931	47	13	the	the	DET
ajst-29931	47	14	network	network	NOUN
ajst-29931	47	15	to	to	PART
ajst-29931	47	16	handle	handle	VERB
ajst-29931	47	17	fast	fast	ADJ
ajst-29931	47	18	motion	motion	NOUN
ajst-29931	47	19	or	or	CCONJ
ajst-29931	47	20	fine	fine	ADJ
ajst-29931	47	21	spatialtemporal	spatialtemporal	ADJ
ajst-29931	47	22	changes	change	NOUN
ajst-29931	47	23	,	,	PUNCT
ajst-29931	47	24	compensating	compensate	VERB
ajst-29931	47	25	for	for	ADP
ajst-29931	47	26	the	the	DET
ajst-29931	47	27	slow	slow	ADJ
ajst-29931	47	28	pathway	pathway	NOUN
ajst-29931	47	29	’s	’s	PART
ajst-29931	47	30	lack	lack	NOUN
ajst-29931	47	31	of	of	ADP
ajst-29931	47	32	information	information	NOUN
ajst-29931	47	33	on	on	ADP
ajst-29931	47	34	short	short	ADJ
ajst-29931	47	35	time	time	NOUN
ajst-29931	47	36	scales	scale	NOUN
ajst-29931	47	37	.	.	PUNCT
ajst-29931	48	1	in	in	ADP
ajst-29931	48	2	terms	term	NOUN
ajst-29931	48	3	of	of	ADP
ajst-29931	48	4	network	network	NOUN
ajst-29931	48	5	architecture	architecture	NOUN
ajst-29931	48	6	,	,	PUNCT
ajst-29931	48	7	the	the	DET
ajst-29931	48	8	slowfast	slowfast	ADJ
ajst-29931	48	9	model	model	NOUN
ajst-29931	48	10	uses	use	VERB
ajst-29931	48	11	a	a	DET
ajst-29931	48	12	parallel	parallel	ADJ
ajst-29931	48	13	design	design	NOUN
ajst-29931	48	14	for	for	ADP
ajst-29931	48	15	the	the	DET
ajst-29931	48	16	slow	slow	ADJ
ajst-29931	48	17	and	and	CCONJ
ajst-29931	48	18	fast	fast	ADJ
ajst-29931	48	19	pathways	pathway	NOUN
ajst-29931	48	20	,	,	PUNCT
ajst-29931	48	21	processing	process	VERB
ajst-29931	48	22	low	low	ADJ
ajst-29931	48	23	-	-	PUNCT
ajst-29931	48	24	frame	frame	NOUN
ajst-29931	48	25	-	-	PUNCT
ajst-29931	48	26	rate	rate	NOUN
ajst-29931	48	27	and	and	CCONJ
ajst-29931	48	28	high	high	ADJ
ajst-29931	48	29	-	-	PUNCT
ajst-29931	48	30	frame	frame	NOUN
ajst-29931	48	31	-	-	PUNCT
ajst-29931	48	32	rate	rate	NOUN
ajst-29931	48	33	inputs	input	NOUN
ajst-29931	48	34	respectively	respectively	ADV
ajst-29931	48	35	,	,	PUNCT
ajst-29931	48	36	and	and	CCONJ
ajst-29931	48	37	then	then	ADV
ajst-29931	48	38	fusing	fuse	VERB
ajst-29931	48	39	the	the	DET
ajst-29931	48	40	features	feature	NOUN
ajst-29931	48	41	of	of	ADP
ajst-29931	48	42	both	both	PRON
ajst-29931	48	43	.	.	PUNCT
ajst-29931	49	1	specifically	specifically	ADV
ajst-29931	49	2	,	,	PUNCT
ajst-29931	49	3	the	the	DET
ajst-29931	49	4	slow	slow	ADJ
ajst-29931	49	5	and	and	CCONJ
ajst-29931	49	6	fast	fast	ADJ
ajst-29931	49	7	networks	network	NOUN
ajst-29931	49	8	typically	typically	ADV
ajst-29931	49	9	share	share	VERB
ajst-29931	49	10	some	some	DET
ajst-29931	49	11	lower	low	ADJ
ajst-29931	49	12	-	-	PUNCT
ajst-29931	49	13	layer	layer	NOUN
ajst-29931	49	14	convolutional	convolutional	ADJ
ajst-29931	49	15	layers	layer	NOUN
ajst-29931	49	16	,	,	PUNCT
ajst-29931	49	17	but	but	CCONJ
ajst-29931	49	18	the	the	DET
ajst-29931	49	19	fast	fast	ADJ
ajst-29931	49	20	pathway	pathway	NOUN
ajst-29931	49	21	’s	’s	PART
ajst-29931	49	22	convolutional	convolutional	ADJ
ajst-29931	49	23	layers	layer	NOUN
ajst-29931	49	24	use	use	VERB
ajst-29931	49	25	a	a	DET
ajst-29931	49	26	higher	high	ADJ
ajst-29931	49	27	time	time	NOUN
ajst-29931	49	28	resolution	resolution	NOUN
ajst-29931	49	29	,	,	PUNCT
ajst-29931	49	30	while	while	SCONJ
ajst-29931	49	31	the	the	DET
ajst-29931	49	32	slow	slow	ADJ
ajst-29931	49	33	pathway	pathway	NOUN
ajst-29931	49	34	operates	operate	VERB
ajst-29931	49	35	at	at	ADP
ajst-29931	49	36	a	a	DET
ajst-29931	49	37	lower	low	ADJ
ajst-29931	49	38	time	time	NOUN
ajst-29931	49	39	resolution	resolution	NOUN
ajst-29931	49	40	.	.	PUNCT
ajst-29931	50	1	this	this	DET
ajst-29931	50	2	design	design	NOUN
ajst-29931	50	3	allows	allow	VERB
ajst-29931	50	4	the	the	DET
ajst-29931	50	5	slowfast	slowfast	NOUN
ajst-29931	50	6	model	model	NOUN
ajst-29931	50	7	to	to	PART
ajst-29931	50	8	efficiently	efficiently	ADV
ajst-29931	50	9	compute	compute	VERB
ajst-29931	50	10	while	while	SCONJ
ajst-29931	50	11	maximizing	maximize	VERB
ajst-29931	50	12	the	the	DET
ajst-29931	50	13	extraction	extraction	NOUN
ajst-29931	50	14	of	of	ADP
ajst-29931	50	15	spatial	spatial	ADJ
ajst-29931	50	16	-	-	PUNCT
ajst-29931	50	17	temporal	temporal	ADJ
ajst-29931	50	18	information	information	NOUN
ajst-29931	50	19	from	from	ADP
ajst-29931	50	20	the	the	DET
ajst-29931	50	21	video	video	NOUN
ajst-29931	50	22	,	,	PUNCT
ajst-29931	50	23	enabling	enable	VERB
ajst-29931	50	24	flexible	flexible	ADJ
ajst-29931	50	25	capture	capture	NOUN
ajst-29931	50	26	of	of	ADP
ajst-29931	50	27	various	various	ADJ
ajst-29931	50	28	movement	movement	NOUN
ajst-29931	50	29	patterns	pattern	NOUN
ajst-29931	50	30	.	.	PUNCT
ajst-29931	51	1	the	the	DET
ajst-29931	51	2	parallel	parallel	ADJ
ajst-29931	51	3	design	design	NOUN
ajst-29931	51	4	of	of	ADP
ajst-29931	51	5	the	the	DET
ajst-29931	51	6	slow	slow	ADJ
ajst-29931	51	7	and	and	CCONJ
ajst-29931	51	8	fast	fast	ADJ
ajst-29931	51	9	streams	stream	NOUN
ajst-29931	51	10	allows	allow	VERB
ajst-29931	51	11	the	the	DET
ajst-29931	51	12	slowfast	slowfast	NOUN
ajst-29931	51	13	model	model	NOUN
ajst-29931	51	14	to	to	PART
ajst-29931	51	15	capture	capture	VERB
ajst-29931	51	16	spatial	spatial	ADJ
ajst-29931	51	17	-	-	PUNCT
ajst-29931	51	18	temporal	temporal	ADJ
ajst-29931	51	19	features	feature	NOUN
ajst-29931	51	20	at	at	ADP
ajst-29931	51	21	different	different	ADJ
ajst-29931	51	22	scales	scale	NOUN
ajst-29931	51	23	,	,	PUNCT
ajst-29931	51	24	making	make	VERB
ajst-29931	51	25	it	it	PRON
ajst-29931	51	26	adaptable	adaptable	ADJ
ajst-29931	51	27	to	to	ADP
ajst-29931	51	28	a	a	DET
ajst-29931	51	29	variety	variety	NOUN
ajst-29931	51	30	of	of	ADP
ajst-29931	51	31	complex	complex	ADJ
ajst-29931	51	32	video	video	NOUN
ajst-29931	51	33	understanding	understanding	NOUN
ajst-29931	51	34	tasks	task	NOUN
ajst-29931	51	35	,	,	PUNCT
ajst-29931	51	36	such	such	ADJ
ajst-29931	51	37	as	as	ADP
ajst-29931	51	38	action	action	NOUN
ajst-29931	51	39	recognition	recognition	NOUN
ajst-29931	51	40	and	and	CCONJ
ajst-29931	51	41	video	video	NOUN
ajst-29931	51	42	classification	classification	NOUN
ajst-29931	51	43	.	.	PUNCT
ajst-29931	52	1	in	in	ADP
ajst-29931	52	2	practical	practical	ADJ
ajst-29931	52	3	applications	application	NOUN
ajst-29931	52	4	,	,	PUNCT
ajst-29931	52	5	the	the	DET
ajst-29931	52	6	combination	combination	NOUN
ajst-29931	52	7	of	of	ADP
ajst-29931	52	8	the	the	DET
ajst-29931	52	9	slow	slow	ADJ
ajst-29931	52	10	and	and	CCONJ
ajst-29931	52	11	fast	fast	ADJ
ajst-29931	52	12	streams	stream	NOUN
ajst-29931	52	13	not	not	PART
ajst-29931	52	14	only	only	ADV
ajst-29931	52	15	improves	improve	VERB
ajst-29931	52	16	the	the	DET
ajst-29931	52	17	model	model	NOUN
ajst-29931	52	18	's	's	PART
ajst-29931	52	19	ability	ability	NOUN
ajst-29931	52	20	to	to	PART
ajst-29931	52	21	capture	capture	VERB
ajst-29931	52	22	long	long	ADJ
ajst-29931	52	23	-	-	PUNCT
ajst-29931	52	24	term	term	NOUN
ajst-29931	52	25	sequence	sequence	NOUN
ajst-29931	52	26	information	information	NOUN
ajst-29931	52	27	but	but	CCONJ
ajst-29931	52	28	also	also	ADV
ajst-29931	52	29	enhances	enhance	VERB
ajst-29931	52	30	its	its	PRON
ajst-29931	52	31	responsiveness	responsiveness	NOUN
ajst-29931	52	32	to	to	ADP
ajst-29931	52	33	short	short	ADJ
ajst-29931	52	34	-	-	PUNCT
ajst-29931	52	35	term	term	NOUN
ajst-29931	52	36	rapid	rapid	ADJ
ajst-29931	52	37	events	event	NOUN
ajst-29931	52	38	,	,	PUNCT
ajst-29931	52	39	demonstrating	demonstrate	VERB
ajst-29931	52	40	excellent	excellent	ADJ
ajst-29931	52	41	performance	performance	NOUN
ajst-29931	52	42	across	across	ADP
ajst-29931	52	43	multiple	multiple	ADJ
ajst-29931	52	44	video	video	NOUN
ajst-29931	52	45	analysis	analysis	NOUN
ajst-29931	52	46	tasks	task	NOUN
ajst-29931	52	47	.	.	PUNCT
ajst-29931	53	1	the	the	DET
ajst-29931	53	2	slowfast	slowfast	ADJ
ajst-29931	53	3	network	network	NOUN
ajst-29931	53	4	architecture	architecture	NOUN
ajst-29931	53	5	is	be	AUX
ajst-29931	53	6	shown	show	VERB
ajst-29931	53	7	in	in	ADP
ajst-29931	53	8	the	the	DET
ajst-29931	53	9	figure	figure	NOUN
ajst-29931	53	10	below	below	ADV
ajst-29931	53	11	:	:	PUNCT
ajst-29931	53	12	figure	figure	VERB
ajst-29931	53	13	2	2	NUM
ajst-29931	53	14	-	-	SYM
ajst-29931	53	15	1	1	NUM
ajst-29931	53	16	.	.	PUNCT
ajst-29931	53	17	schematic	schematic	ADJ
ajst-29931	53	18	diagram	diagram	NOUN
ajst-29931	53	19	of	of	ADP
ajst-29931	53	20	the	the	DET
ajst-29931	53	21	slowfast	slowfast	ADJ
ajst-29931	53	22	model	model	NOUN
ajst-29931	53	23	structure	structure	NOUN
ajst-29931	53	24	2.1.2	2.1.2	PROPN
ajst-29931	53	25	.	.	PUNCT
ajst-29931	53	26	slowfast	slowfast	ADJ
ajst-29931	53	27	model	model	NOUN
ajst-29931	53	28	training	training	NOUN
ajst-29931	53	29	process	process	NOUN
ajst-29931	53	30	the	the	DET
ajst-29931	53	31	training	training	NOUN
ajst-29931	53	32	process	process	NOUN
ajst-29931	53	33	of	of	ADP
ajst-29931	53	34	the	the	DET
ajst-29931	53	35	slowfast	slowfast	NOUN
ajst-29931	53	36	model	model	NOUN
ajst-29931	53	37	is	be	AUX
ajst-29931	53	38	designed	design	VERB
ajst-29931	53	39	to	to	PART
ajst-29931	53	40	leverage	leverage	VERB
ajst-29931	53	41	the	the	DET
ajst-29931	53	42	multi	multi	ADJ
ajst-29931	53	43	-	-	ADJ
ajst-29931	53	44	scale	scale	ADJ
ajst-29931	53	45	spatial	spatial	ADJ
ajst-29931	53	46	-	-	PUNCT
ajst-29931	53	47	temporal	temporal	ADJ
ajst-29931	53	48	information	information	NOUN
ajst-29931	53	49	in	in	ADP
ajst-29931	53	50	videos	video	NOUN
ajst-29931	53	51	through	through	ADP
ajst-29931	53	52	the	the	DET
ajst-29931	53	53	parallel	parallel	ADJ
ajst-29931	53	54	slow	slow	ADJ
ajst-29931	53	55	pathway	pathway	NOUN
ajst-29931	53	56	and	and	CCONJ
ajst-29931	53	57	fast	fast	ADJ
ajst-29931	53	58	pathway	pathway	NOUN
ajst-29931	53	59	networks	network	NOUN
ajst-29931	53	60	,	,	PUNCT
ajst-29931	53	61	significantly	significantly	ADV
ajst-29931	53	62	improving	improve	VERB
ajst-29931	53	63	the	the	DET
ajst-29931	53	64	model	model	NOUN
ajst-29931	53	65	's	's	PART
ajst-29931	53	66	performance	performance	NOUN
ajst-29931	53	67	in	in	ADP
ajst-29931	53	68	video	video	NOUN
ajst-29931	53	69	understanding	understanding	NOUN
ajst-29931	53	70	tasks	task	NOUN
ajst-29931	53	71	.	.	PUNCT
ajst-29931	54	1	the	the	DET
ajst-29931	54	2	training	training	NOUN
ajst-29931	54	3	involves	involve	VERB
ajst-29931	54	4	key	key	ADJ
ajst-29931	54	5	technical	technical	ADJ
ajst-29931	54	6	details	detail	NOUN
ajst-29931	54	7	such	such	ADJ
ajst-29931	54	8	as	as	ADP
ajst-29931	54	9	data	data	NOUN
ajst-29931	54	10	preprocessing	preprocessing	NOUN
ajst-29931	54	11	,	,	PUNCT
ajst-29931	54	12	network	network	NOUN
ajst-29931	54	13	architecture	architecture	NOUN
ajst-29931	54	14	configuration	configuration	NOUN
ajst-29931	54	15	,	,	PUNCT
ajst-29931	54	16	loss	loss	NOUN
ajst-29931	54	17	function	function	NOUN
ajst-29931	54	18	design	design	NOUN
ajst-29931	54	19	,	,	PUNCT
ajst-29931	54	20	and	and	CCONJ
ajst-29931	54	21	optimization	optimization	NOUN
ajst-29931	54	22	strategies	strategy	NOUN
ajst-29931	54	23	.	.	PUNCT
ajst-29931	55	1	each	each	DET
ajst-29931	55	2	component	component	NOUN
ajst-29931	55	3	is	be	AUX
ajst-29931	55	4	carefully	carefully	ADV
ajst-29931	55	5	designed	design	VERB
ajst-29931	55	6	to	to	PART
ajst-29931	55	7	ensure	ensure	VERB
ajst-29931	55	8	the	the	DET
ajst-29931	55	9	model	model	NOUN
ajst-29931	55	10	can	can	AUX
ajst-29931	55	11	efficiently	efficiently	ADV
ajst-29931	55	12	capture	capture	VERB
ajst-29931	55	13	long	long	ADJ
ajst-29931	55	14	-	-	PUNCT
ajst-29931	55	15	term	term	NOUN
ajst-29931	55	16	temporal	temporal	ADJ
ajst-29931	55	17	dependencies	dependency	NOUN
ajst-29931	55	18	and	and	CCONJ
ajst-29931	55	19	short	short	ADJ
ajst-29931	55	20	-	-	PUNCT
ajst-29931	55	21	term	term	NOUN
ajst-29931	55	22	temporal	temporal	ADJ
ajst-29931	55	23	information	information	NOUN
ajst-29931	55	24	in	in	ADP
ajst-29931	55	25	videos	video	NOUN
ajst-29931	55	26	while	while	SCONJ
ajst-29931	55	27	maintaining	maintain	VERB
ajst-29931	55	28	good	good	ADJ
ajst-29931	55	29	computational	computational	ADJ
ajst-29931	55	30	efficiency	efficiency	NOUN
ajst-29931	55	31	to	to	PART
ajst-29931	55	32	meet	meet	VERB
ajst-29931	55	33	the	the	DET
ajst-29931	55	34	demands	demand	NOUN
ajst-29931	55	35	of	of	ADP
ajst-29931	55	36	large	large	ADJ
ajst-29931	55	37	-	-	PUNCT
ajst-29931	55	38	scale	scale	NOUN
ajst-29931	55	39	video	video	NOUN
ajst-29931	55	40	data	datum	NOUN
ajst-29931	55	41	processing	processing	NOUN
ajst-29931	55	42	.	.	PUNCT
ajst-29931	56	1	first	first	ADV
ajst-29931	56	2	,	,	PUNCT
ajst-29931	56	3	the	the	DET
ajst-29931	56	4	training	training	NOUN
ajst-29931	56	5	of	of	ADP
ajst-29931	56	6	the	the	DET
ajst-29931	56	7	slowfast	slowfast	NOUN
ajst-29931	56	8	model	model	NOUN
ajst-29931	56	9	begins	begin	VERB
ajst-29931	56	10	with	with	ADP
ajst-29931	56	11	data	datum	NOUN
ajst-29931	56	12	207	207	NUM
ajst-29931	56	13	preprocessing	preprocessing	NOUN
ajst-29931	56	14	.	.	PUNCT
ajst-29931	57	1	video	video	NOUN
ajst-29931	57	2	data	datum	NOUN
ajst-29931	57	3	usually	usually	ADV
ajst-29931	57	4	have	have	VERB
ajst-29931	57	5	high	high	ADJ
ajst-29931	57	6	frame	frame	NOUN
ajst-29931	57	7	rates	rate	NOUN
ajst-29931	57	8	and	and	CCONJ
ajst-29931	57	9	rich	rich	ADJ
ajst-29931	57	10	spatial	spatial	ADJ
ajst-29931	57	11	-	-	PUNCT
ajst-29931	57	12	temporal	temporal	ADJ
ajst-29931	57	13	information	information	NOUN
ajst-29931	57	14	,	,	PUNCT
ajst-29931	57	15	so	so	ADV
ajst-29931	57	16	efficiently	efficiently	ADV
ajst-29931	57	17	extracting	extract	VERB
ajst-29931	57	18	this	this	DET
ajst-29931	57	19	information	information	NOUN
ajst-29931	57	20	is	be	AUX
ajst-29931	57	21	crucial	crucial	ADJ
ajst-29931	57	22	in	in	ADP
ajst-29931	57	23	training	training	NOUN
ajst-29931	57	24	.	.	PUNCT
ajst-29931	58	1	input	input	NOUN
ajst-29931	58	2	videos	video	NOUN
ajst-29931	58	3	are	be	AUX
ajst-29931	58	4	typically	typically	ADV
ajst-29931	58	5	split	split	VERB
ajst-29931	58	6	into	into	ADP
ajst-29931	58	7	several	several	ADJ
ajst-29931	58	8	frames	frame	NOUN
ajst-29931	58	9	and	and	CCONJ
ajst-29931	58	10	fed	feed	VERB
ajst-29931	58	11	into	into	ADP
ajst-29931	58	12	the	the	DET
ajst-29931	58	13	slow	slow	ADJ
ajst-29931	58	14	and	and	CCONJ
ajst-29931	58	15	fast	fast	ADJ
ajst-29931	58	16	networks	network	NOUN
ajst-29931	58	17	at	at	ADP
ajst-29931	58	18	specific	specific	ADJ
ajst-29931	58	19	time	time	NOUN
ajst-29931	58	20	resolutions	resolution	NOUN
ajst-29931	58	21	.	.	PUNCT
ajst-29931	59	1	the	the	DET
ajst-29931	59	2	slow	slow	ADJ
ajst-29931	59	3	pathway	pathway	NOUN
ajst-29931	59	4	network	network	NOUN
ajst-29931	59	5	receives	receive	VERB
ajst-29931	59	6	low	low	ADJ
ajst-29931	59	7	frame	frame	NOUN
ajst-29931	59	8	rate	rate	NOUN
ajst-29931	59	9	video	video	NOUN
ajst-29931	59	10	inputs	input	NOUN
ajst-29931	59	11	,	,	PUNCT
ajst-29931	59	12	usually	usually	ADV
ajst-29931	59	13	sampling	sample	VERB
ajst-29931	59	14	only	only	ADV
ajst-29931	59	15	a	a	DET
ajst-29931	59	16	few	few	ADJ
ajst-29931	59	17	frames	frame	NOUN
ajst-29931	59	18	per	per	ADP
ajst-29931	59	19	second	second	NOUN
ajst-29931	59	20	,	,	PUNCT
ajst-29931	59	21	which	which	PRON
ajst-29931	59	22	effectively	effectively	ADV
ajst-29931	59	23	capture	capture	VERB
ajst-29931	59	24	long	long	ADJ
ajst-29931	59	25	-	-	PUNCT
ajst-29931	59	26	term	term	NOUN
ajst-29931	59	27	temporal	temporal	ADJ
ajst-29931	59	28	dependencies	dependency	NOUN
ajst-29931	59	29	and	and	CCONJ
ajst-29931	59	30	global	global	ADJ
ajst-29931	59	31	features	feature	NOUN
ajst-29931	59	32	in	in	ADP
ajst-29931	59	33	the	the	DET
ajst-29931	59	34	video	video	NOUN
ajst-29931	59	35	,	,	PUNCT
ajst-29931	59	36	such	such	ADJ
ajst-29931	59	37	as	as	ADP
ajst-29931	59	38	motion	motion	NOUN
ajst-29931	59	39	trends	trend	NOUN
ajst-29931	59	40	and	and	CCONJ
ajst-29931	59	41	background	background	NOUN
ajst-29931	59	42	changes	change	NOUN
ajst-29931	59	43	.	.	PUNCT
ajst-29931	60	1	on	on	ADP
ajst-29931	60	2	the	the	DET
ajst-29931	60	3	other	other	ADJ
ajst-29931	60	4	hand	hand	NOUN
ajst-29931	60	5	,	,	PUNCT
ajst-29931	60	6	the	the	DET
ajst-29931	60	7	fast	fast	ADJ
ajst-29931	60	8	pathway	pathway	NOUN
ajst-29931	60	9	network	network	NOUN
ajst-29931	60	10	receives	receive	VERB
ajst-29931	60	11	high	high	ADJ
ajst-29931	60	12	frame	frame	NOUN
ajst-29931	60	13	rate	rate	NOUN
ajst-29931	60	14	video	video	NOUN
ajst-29931	60	15	inputs	input	NOUN
ajst-29931	60	16	,	,	PUNCT
ajst-29931	60	17	sampling	sample	VERB
ajst-29931	60	18	more	more	ADJ
ajst-29931	60	19	frames	frame	NOUN
ajst-29931	60	20	per	per	ADP
ajst-29931	60	21	second	second	NOUN
ajst-29931	60	22	,	,	PUNCT
ajst-29931	60	23	enabling	enable	VERB
ajst-29931	60	24	it	it	PRON
ajst-29931	60	25	to	to	PART
ajst-29931	60	26	capture	capture	VERB
ajst-29931	60	27	detailed	detailed	ADJ
ajst-29931	60	28	changes	change	NOUN
ajst-29931	60	29	and	and	CCONJ
ajst-29931	60	30	fast	fast	ADJ
ajst-29931	60	31	motions	motion	NOUN
ajst-29931	60	32	,	,	PUNCT
ajst-29931	60	33	which	which	PRON
ajst-29931	60	34	is	be	AUX
ajst-29931	60	35	crucial	crucial	ADJ
ajst-29931	60	36	for	for	ADP
ajst-29931	60	37	detecting	detect	VERB
ajst-29931	60	38	fine	fine	ADJ
ajst-29931	60	39	movements	movement	NOUN
ajst-29931	60	40	or	or	CCONJ
ajst-29931	60	41	highfrequency	highfrequency	NOUN
ajst-29931	60	42	variations	variation	NOUN
ajst-29931	60	43	in	in	ADP
ajst-29931	60	44	the	the	DET
ajst-29931	60	45	video	video	NOUN
ajst-29931	60	46	.	.	PUNCT
ajst-29931	61	1	to	to	PART
ajst-29931	61	2	ensure	ensure	VERB
ajst-29931	61	3	that	that	SCONJ
ajst-29931	61	4	the	the	DET
ajst-29931	61	5	model	model	NOUN
ajst-29931	61	6	can	can	AUX
ajst-29931	61	7	process	process	VERB
ajst-29931	61	8	video	video	NOUN
ajst-29931	61	9	data	datum	NOUN
ajst-29931	61	10	at	at	ADP
ajst-29931	61	11	different	different	ADJ
ajst-29931	61	12	frame	frame	NOUN
ajst-29931	61	13	rates	rate	NOUN
ajst-29931	61	14	,	,	PUNCT
ajst-29931	61	15	spatialtemporal	spatialtemporal	ADJ
ajst-29931	61	16	downsampling	downsampling	NOUN
ajst-29931	61	17	and	and	CCONJ
ajst-29931	61	18	time	time	NOUN
ajst-29931	61	19	alignment	alignment	NOUN
ajst-29931	61	20	are	be	AUX
ajst-29931	61	21	performed	perform	VERB
ajst-29931	61	22	during	during	ADP
ajst-29931	61	23	training	training	NOUN
ajst-29931	61	24	to	to	PART
ajst-29931	61	25	ensure	ensure	VERB
ajst-29931	61	26	that	that	SCONJ
ajst-29931	61	27	both	both	CCONJ
ajst-29931	61	28	slow	slow	ADJ
ajst-29931	61	29	and	and	CCONJ
ajst-29931	61	30	fast	fast	ADJ
ajst-29931	61	31	networks	network	NOUN
ajst-29931	61	32	can	can	AUX
ajst-29931	61	33	process	process	VERB
ajst-29931	61	34	the	the	DET
ajst-29931	61	35	same	same	ADJ
ajst-29931	61	36	time	time	NOUN
ajst-29931	61	37	period	period	NOUN
ajst-29931	61	38	at	at	ADP
ajst-29931	61	39	different	different	ADJ
ajst-29931	61	40	resolutions	resolution	NOUN
ajst-29931	61	41	.	.	PUNCT
ajst-29931	62	1	this	this	DET
ajst-29931	62	2	process	process	NOUN
ajst-29931	62	3	prevents	prevent	VERB
ajst-29931	62	4	time	time	NOUN
ajst-29931	62	5	misalignment	misalignment	NOUN
ajst-29931	62	6	between	between	ADP
ajst-29931	62	7	video	video	NOUN
ajst-29931	62	8	frames	frame	NOUN
ajst-29931	62	9	,	,	PUNCT
ajst-29931	62	10	ensuring	ensure	VERB
ajst-29931	62	11	the	the	DET
ajst-29931	62	12	model	model	NOUN
ajst-29931	62	13	can	can	AUX
ajst-29931	62	14	extract	extract	VERB
ajst-29931	62	15	valid	valid	ADJ
ajst-29931	62	16	features	feature	NOUN
ajst-29931	62	17	at	at	ADP
ajst-29931	62	18	different	different	ADJ
ajst-29931	62	19	resolutions	resolution	NOUN
ajst-29931	62	20	.	.	PUNCT
ajst-29931	63	1	in	in	ADP
ajst-29931	63	2	terms	term	NOUN
ajst-29931	63	3	of	of	ADP
ajst-29931	63	4	network	network	NOUN
ajst-29931	63	5	architecture	architecture	NOUN
ajst-29931	63	6	design	design	NOUN
ajst-29931	63	7	,	,	PUNCT
ajst-29931	63	8	the	the	DET
ajst-29931	63	9	slowfast	slowfast	NOUN
ajst-29931	63	10	model	model	NOUN
ajst-29931	63	11	relies	rely	VERB
ajst-29931	63	12	on	on	ADP
ajst-29931	63	13	two	two	NUM
ajst-29931	63	14	parallel	parallel	ADJ
ajst-29931	63	15	flow	flow	NOUN
ajst-29931	63	16	paths	path	NOUN
ajst-29931	63	17	—	—	PUNCT
ajst-29931	63	18	the	the	DET
ajst-29931	63	19	slow	slow	ADJ
ajst-29931	63	20	and	and	CCONJ
ajst-29931	63	21	fast	fast	ADJ
ajst-29931	63	22	paths	path	NOUN
ajst-29931	63	23	—	—	PUNCT
ajst-29931	63	24	interactively	interactively	ADV
ajst-29931	63	25	trained	train	VERB
ajst-29931	63	26	.	.	PUNCT
ajst-29931	64	1	each	each	DET
ajst-29931	64	2	path	path	NOUN
ajst-29931	64	3	contains	contain	VERB
ajst-29931	64	4	independent	independent	ADJ
ajst-29931	64	5	convolutional	convolutional	ADJ
ajst-29931	64	6	layers	layer	NOUN
ajst-29931	64	7	,	,	PUNCT
ajst-29931	64	8	pooling	pool	VERB
ajst-29931	64	9	layers	layer	NOUN
ajst-29931	64	10	,	,	PUNCT
ajst-29931	64	11	and	and	CCONJ
ajst-29931	64	12	other	other	ADJ
ajst-29931	64	13	processing	processing	NOUN
ajst-29931	64	14	units	unit	NOUN
ajst-29931	64	15	,	,	PUNCT
ajst-29931	64	16	but	but	CCONJ
ajst-29931	64	17	some	some	DET
ajst-29931	64	18	lower	low	ADJ
ajst-29931	64	19	-	-	PUNCT
ajst-29931	64	20	layer	layer	NOUN
ajst-29931	64	21	network	network	NOUN
ajst-29931	64	22	structures	structure	NOUN
ajst-29931	64	23	are	be	AUX
ajst-29931	64	24	shared	share	VERB
ajst-29931	64	25	.	.	PUNCT
ajst-29931	65	1	the	the	DET
ajst-29931	65	2	slow	slow	ADJ
ajst-29931	65	3	pathway	pathway	NOUN
ajst-29931	65	4	focuses	focus	VERB
ajst-29931	65	5	on	on	ADP
ajst-29931	65	6	extracting	extract	VERB
ajst-29931	65	7	low	low	ADJ
ajst-29931	65	8	-	-	PUNCT
ajst-29931	65	9	time	time	NOUN
ajst-29931	65	10	resolution	resolution	NOUN
ajst-29931	65	11	and	and	CCONJ
ajst-29931	65	12	global	global	ADJ
ajst-29931	65	13	features	feature	NOUN
ajst-29931	65	14	,	,	PUNCT
ajst-29931	65	15	effectively	effectively	ADV
ajst-29931	65	16	capturing	capture	VERB
ajst-29931	65	17	long	long	ADJ
ajst-29931	65	18	-	-	PUNCT
ajst-29931	65	19	term	term	NOUN
ajst-29931	65	20	information	information	NOUN
ajst-29931	65	21	in	in	ADP
ajst-29931	65	22	the	the	DET
ajst-29931	65	23	video	video	NOUN
ajst-29931	65	24	.	.	PUNCT
ajst-29931	66	1	in	in	ADP
ajst-29931	66	2	contrast	contrast	NOUN
ajst-29931	66	3	,	,	PUNCT
ajst-29931	66	4	the	the	DET
ajst-29931	66	5	fast	fast	ADJ
ajst-29931	66	6	pathway	pathway	NOUN
ajst-29931	66	7	operates	operate	VERB
ajst-29931	66	8	at	at	ADP
ajst-29931	66	9	high	high	ADJ
ajst-29931	66	10	time	time	NOUN
ajst-29931	66	11	resolution	resolution	NOUN
ajst-29931	66	12	,	,	PUNCT
ajst-29931	66	13	focusing	focus	VERB
ajst-29931	66	14	on	on	ADP
ajst-29931	66	15	capturing	capture	VERB
ajst-29931	66	16	fast	fast	ADJ
ajst-29931	66	17	motions	motion	NOUN
ajst-29931	66	18	and	and	CCONJ
ajst-29931	66	19	detailed	detailed	ADJ
ajst-29931	66	20	changes	change	NOUN
ajst-29931	66	21	,	,	PUNCT
ajst-29931	66	22	which	which	PRON
ajst-29931	66	23	is	be	AUX
ajst-29931	66	24	particularly	particularly	ADV
ajst-29931	66	25	important	important	ADJ
ajst-29931	66	26	for	for	ADP
ajst-29931	66	27	high	high	ADJ
ajst-29931	66	28	-	-	PUNCT
ajst-29931	66	29	frequency	frequency	NOUN
ajst-29931	66	30	movements	movement	NOUN
ajst-29931	66	31	.	.	PUNCT
ajst-29931	67	1	through	through	ADP
ajst-29931	67	2	this	this	DET
ajst-29931	67	3	parallel	parallel	ADJ
ajst-29931	67	4	structure	structure	NOUN
ajst-29931	67	5	design	design	NOUN
ajst-29931	67	6	,	,	PUNCT
ajst-29931	67	7	the	the	DET
ajst-29931	67	8	network	network	NOUN
ajst-29931	67	9	can	can	AUX
ajst-29931	67	10	extract	extract	VERB
ajst-29931	67	11	rich	rich	ADJ
ajst-29931	67	12	feature	feature	NOUN
ajst-29931	67	13	information	information	NOUN
ajst-29931	67	14	at	at	ADP
ajst-29931	67	15	different	different	ADJ
ajst-29931	67	16	time	time	NOUN
ajst-29931	67	17	scales	scale	NOUN
ajst-29931	67	18	,	,	PUNCT
ajst-29931	67	19	improving	improve	VERB
ajst-29931	67	20	the	the	DET
ajst-29931	67	21	model	model	NOUN
ajst-29931	67	22	's	's	PART
ajst-29931	67	23	performance	performance	NOUN
ajst-29931	67	24	.	.	PUNCT
ajst-29931	68	1	during	during	ADP
ajst-29931	68	2	training	training	NOUN
ajst-29931	68	3	,	,	PUNCT
ajst-29931	68	4	by	by	ADP
ajst-29931	68	5	sharing	share	VERB
ajst-29931	68	6	some	some	DET
ajst-29931	68	7	lower	low	ADJ
ajst-29931	68	8	-	-	PUNCT
ajst-29931	68	9	layer	layer	NOUN
ajst-29931	68	10	network	network	NOUN
ajst-29931	68	11	layers	layer	NOUN
ajst-29931	68	12	,	,	PUNCT
ajst-29931	68	13	the	the	DET
ajst-29931	68	14	model	model	NOUN
ajst-29931	68	15	can	can	AUX
ajst-29931	68	16	reduce	reduce	VERB
ajst-29931	68	17	the	the	DET
ajst-29931	68	18	number	number	NOUN
ajst-29931	68	19	of	of	ADP
ajst-29931	68	20	parameters	parameter	NOUN
ajst-29931	68	21	and	and	CCONJ
ajst-29931	68	22	lighten	lighten	VERB
ajst-29931	68	23	the	the	DET
ajst-29931	68	24	computational	computational	ADJ
ajst-29931	68	25	burden	burden	NOUN
ajst-29931	68	26	,	,	PUNCT
ajst-29931	68	27	while	while	SCONJ
ajst-29931	68	28	still	still	ADV
ajst-29931	68	29	effectively	effectively	ADV
ajst-29931	68	30	extracting	extract	VERB
ajst-29931	68	31	features	feature	NOUN
ajst-29931	68	32	at	at	ADP
ajst-29931	68	33	different	different	ADJ
ajst-29931	68	34	time	time	NOUN
ajst-29931	68	35	scales	scale	NOUN
ajst-29931	68	36	.	.	PUNCT
ajst-29931	69	1	to	to	PART
ajst-29931	69	2	allow	allow	VERB
ajst-29931	69	3	each	each	DET
ajst-29931	69	4	flow	flow	NOUN
ajst-29931	69	5	to	to	PART
ajst-29931	69	6	independently	independently	ADV
ajst-29931	69	7	and	and	CCONJ
ajst-29931	69	8	effectively	effectively	ADV
ajst-29931	69	9	handle	handle	VERB
ajst-29931	69	10	its	its	PRON
ajst-29931	69	11	specific	specific	ADJ
ajst-29931	69	12	task	task	NOUN
ajst-29931	69	13	,	,	PUNCT
ajst-29931	69	14	the	the	DET
ajst-29931	69	15	slowfast	slowfast	ADJ
ajst-29931	69	16	network	network	NOUN
ajst-29931	69	17	design	design	NOUN
ajst-29931	69	18	considers	consider	VERB
ajst-29931	69	19	the	the	DET
ajst-29931	69	20	independent	independent	ADJ
ajst-29931	69	21	training	training	NOUN
ajst-29931	69	22	process	process	NOUN
ajst-29931	69	23	of	of	ADP
ajst-29931	69	24	both	both	CCONJ
ajst-29931	69	25	the	the	DET
ajst-29931	69	26	slow	slow	ADJ
ajst-29931	69	27	and	and	CCONJ
ajst-29931	69	28	fast	fast	ADJ
ajst-29931	69	29	pathways	pathway	NOUN
ajst-29931	69	30	,	,	PUNCT
ajst-29931	69	31	optimizing	optimize	VERB
ajst-29931	69	32	the	the	DET
ajst-29931	69	33	parameters	parameter	NOUN
ajst-29931	69	34	of	of	ADP
ajst-29931	69	35	each	each	DET
ajst-29931	69	36	flow	flow	NOUN
ajst-29931	69	37	to	to	PART
ajst-29931	69	38	adapt	adapt	VERB
ajst-29931	69	39	to	to	ADP
ajst-29931	69	40	their	their	PRON
ajst-29931	69	41	specific	specific	ADJ
ajst-29931	69	42	spatial	spatial	ADJ
ajst-29931	69	43	-	-	PUNCT
ajst-29931	69	44	temporal	temporal	ADJ
ajst-29931	69	45	information	information	NOUN
ajst-29931	69	46	capture	capture	NOUN
ajst-29931	69	47	requirements	requirement	NOUN
ajst-29931	69	48	.	.	PUNCT
ajst-29931	70	1	this	this	DET
ajst-29931	70	2	design	design	NOUN
ajst-29931	70	3	allows	allow	VERB
ajst-29931	70	4	the	the	DET
ajst-29931	70	5	network	network	NOUN
ajst-29931	70	6	to	to	PART
ajst-29931	70	7	optimize	optimize	VERB
ajst-29931	70	8	the	the	DET
ajst-29931	70	9	parameters	parameter	NOUN
ajst-29931	70	10	of	of	ADP
ajst-29931	70	11	both	both	DET
ajst-29931	70	12	flows	flow	VERB
ajst-29931	70	13	separately	separately	ADV
ajst-29931	70	14	during	during	ADP
ajst-29931	70	15	training	training	NOUN
ajst-29931	70	16	,	,	PUNCT
ajst-29931	70	17	enabling	enable	VERB
ajst-29931	70	18	it	it	PRON
ajst-29931	70	19	to	to	PART
ajst-29931	70	20	capture	capture	VERB
ajst-29931	70	21	key	key	ADJ
ajst-29931	70	22	information	information	NOUN
ajst-29931	70	23	at	at	ADP
ajst-29931	70	24	different	different	ADJ
ajst-29931	70	25	time	time	NOUN
ajst-29931	70	26	scales	scale	NOUN
ajst-29931	70	27	in	in	ADP
ajst-29931	70	28	the	the	DET
ajst-29931	70	29	video	video	NOUN
ajst-29931	70	30	and	and	CCONJ
ajst-29931	70	31	significantly	significantly	ADV
ajst-29931	70	32	improving	improve	VERB
ajst-29931	70	33	overall	overall	ADJ
ajst-29931	70	34	performance	performance	NOUN
ajst-29931	70	35	.	.	PUNCT
ajst-29931	71	1	in	in	ADP
ajst-29931	71	2	terms	term	NOUN
ajst-29931	71	3	of	of	ADP
ajst-29931	71	4	loss	loss	NOUN
ajst-29931	71	5	function	function	NOUN
ajst-29931	71	6	design	design	NOUN
ajst-29931	71	7	,	,	PUNCT
ajst-29931	71	8	the	the	DET
ajst-29931	71	9	slowfast	slowfast	NOUN
ajst-29931	71	10	model	model	NOUN
ajst-29931	71	11	usually	usually	ADV
ajst-29931	71	12	adopts	adopt	VERB
ajst-29931	71	13	a	a	DET
ajst-29931	71	14	multi	multi	ADJ
ajst-29931	71	15	-	-	ADJ
ajst-29931	71	16	task	task	ADJ
ajst-29931	71	17	learning	learning	NOUN
ajst-29931	71	18	framework	framework	NOUN
ajst-29931	71	19	,	,	PUNCT
ajst-29931	71	20	simultaneously	simultaneously	ADV
ajst-29931	71	21	optimizing	optimize	VERB
ajst-29931	71	22	the	the	DET
ajst-29931	71	23	performance	performance	NOUN
ajst-29931	71	24	of	of	ADP
ajst-29931	71	25	both	both	DET
ajst-29931	71	26	flows	flow	NOUN
ajst-29931	71	27	with	with	ADP
ajst-29931	71	28	a	a	DET
ajst-29931	71	29	weighted	weight	VERB
ajst-29931	71	30	loss	loss	NOUN
ajst-29931	71	31	function	function	NOUN
ajst-29931	71	32	.	.	PUNCT
ajst-29931	72	1	in	in	ADP
ajst-29931	72	2	behavior	behavior	NOUN
ajst-29931	72	3	recognition	recognition	NOUN
ajst-29931	72	4	tasks	task	NOUN
ajst-29931	72	5	,	,	PUNCT
ajst-29931	72	6	the	the	DET
ajst-29931	72	7	loss	loss	NOUN
ajst-29931	72	8	function	function	NOUN
ajst-29931	72	9	typically	typically	ADV
ajst-29931	72	10	consists	consist	VERB
ajst-29931	72	11	of	of	ADP
ajst-29931	72	12	classification	classification	NOUN
ajst-29931	72	13	loss	loss	NOUN
ajst-29931	72	14	and	and	CCONJ
ajst-29931	72	15	temporal	temporal	ADJ
ajst-29931	72	16	loss	loss	NOUN
ajst-29931	72	17	.	.	PUNCT
ajst-29931	73	1	the	the	DET
ajst-29931	73	2	classification	classification	NOUN
ajst-29931	73	3	loss	loss	NOUN
ajst-29931	73	4	ensures	ensure	VERB
ajst-29931	73	5	that	that	SCONJ
ajst-29931	73	6	the	the	DET
ajst-29931	73	7	model	model	NOUN
ajst-29931	73	8	can	can	AUX
ajst-29931	73	9	accurately	accurately	ADV
ajst-29931	73	10	predict	predict	VERB
ajst-29931	73	11	the	the	DET
ajst-29931	73	12	current	current	ADJ
ajst-29931	73	13	action	action	NOUN
ajst-29931	73	14	category	category	NOUN
ajst-29931	73	15	at	at	ADP
ajst-29931	73	16	each	each	DET
ajst-29931	73	17	moment	moment	NOUN
ajst-29931	73	18	in	in	ADP
ajst-29931	73	19	the	the	DET
ajst-29931	73	20	video	video	NOUN
ajst-29931	73	21	,	,	PUNCT
ajst-29931	73	22	while	while	SCONJ
ajst-29931	73	23	the	the	DET
ajst-29931	73	24	temporal	temporal	ADJ
ajst-29931	73	25	loss	loss	NOUN
ajst-29931	73	26	improves	improve	VERB
ajst-29931	73	27	the	the	DET
ajst-29931	73	28	model	model	NOUN
ajst-29931	73	29	's	's	PART
ajst-29931	73	30	accuracy	accuracy	NOUN
ajst-29931	73	31	in	in	ADP
ajst-29931	73	32	capturing	capture	VERB
ajst-29931	73	33	temporal	temporal	ADJ
ajst-29931	73	34	information	information	NOUN
ajst-29931	73	35	,	,	PUNCT
ajst-29931	73	36	ensuring	ensure	VERB
ajst-29931	73	37	the	the	DET
ajst-29931	73	38	model	model	NOUN
ajst-29931	73	39	can	can	AUX
ajst-29931	73	40	correctly	correctly	ADV
ajst-29931	73	41	understand	understand	VERB
ajst-29931	73	42	the	the	DET
ajst-29931	73	43	evolution	evolution	NOUN
ajst-29931	73	44	of	of	ADP
ajst-29931	73	45	actions	action	NOUN
ajst-29931	73	46	in	in	ADP
ajst-29931	73	47	the	the	DET
ajst-29931	73	48	video	video	NOUN
ajst-29931	73	49	.	.	PUNCT
ajst-29931	74	1	this	this	DET
ajst-29931	74	2	multi	multi	ADJ
ajst-29931	74	3	-	-	ADJ
ajst-29931	74	4	task	task	ADJ
ajst-29931	74	5	learning	learn	VERB
ajst-29931	74	6	framework	framework	NOUN
ajst-29931	74	7	allows	allow	VERB
ajst-29931	74	8	slowfast	slowfast	VERB
ajst-29931	74	9	to	to	PART
ajst-29931	74	10	handle	handle	VERB
ajst-29931	74	11	not	not	PART
ajst-29931	74	12	only	only	ADV
ajst-29931	74	13	static	static	ADJ
ajst-29931	74	14	information	information	NOUN
ajst-29931	74	15	in	in	ADP
ajst-29931	74	16	videos	video	NOUN
ajst-29931	74	17	(	(	PUNCT
ajst-29931	74	18	such	such	ADJ
ajst-29931	74	19	as	as	ADP
ajst-29931	74	20	image	image	NOUN
ajst-29931	74	21	content	content	NOUN
ajst-29931	74	22	)	)	PUNCT
ajst-29931	74	23	but	but	CCONJ
ajst-29931	74	24	also	also	ADV
ajst-29931	74	25	the	the	DET
ajst-29931	74	26	dynamic	dynamic	ADJ
ajst-29931	74	27	changes	change	NOUN
ajst-29931	74	28	of	of	ADP
ajst-29931	74	29	actions	action	NOUN
ajst-29931	74	30	in	in	ADP
ajst-29931	74	31	the	the	DET
ajst-29931	74	32	video	video	NOUN
ajst-29931	74	33	.	.	PUNCT
ajst-29931	75	1	to	to	PART
ajst-29931	75	2	further	far	ADV
ajst-29931	75	3	enhance	enhance	VERB
ajst-29931	75	4	the	the	DET
ajst-29931	75	5	model	model	NOUN
ajst-29931	75	6	's	's	PART
ajst-29931	75	7	generalization	generalization	NOUN
ajst-29931	75	8	ability	ability	NOUN
ajst-29931	75	9	and	and	CCONJ
ajst-29931	75	10	stability	stability	NOUN
ajst-29931	75	11	,	,	PUNCT
ajst-29931	75	12	data	datum	NOUN
ajst-29931	75	13	augmentation	augmentation	NOUN
ajst-29931	75	14	techniques	technique	NOUN
ajst-29931	75	15	such	such	ADJ
ajst-29931	75	16	as	as	ADP
ajst-29931	75	17	temporal	temporal	ADJ
ajst-29931	75	18	cropping	cropping	NOUN
ajst-29931	75	19	,	,	PUNCT
ajst-29931	75	20	spatial	spatial	ADJ
ajst-29931	75	21	cropping	cropping	NOUN
ajst-29931	75	22	,	,	PUNCT
ajst-29931	75	23	and	and	CCONJ
ajst-29931	75	24	image	image	NOUN
ajst-29931	75	25	flipping	flipping	NOUN
ajst-29931	75	26	are	be	AUX
ajst-29931	75	27	also	also	ADV
ajst-29931	75	28	employed	employ	VERB
ajst-29931	75	29	during	during	ADP
ajst-29931	75	30	training	training	NOUN
ajst-29931	75	31	.	.	PUNCT
ajst-29931	76	1	these	these	DET
ajst-29931	76	2	augmentation	augmentation	NOUN
ajst-29931	76	3	methods	method	NOUN
ajst-29931	76	4	improve	improve	VERB
ajst-29931	76	5	the	the	DET
ajst-29931	76	6	model	model	NOUN
ajst-29931	76	7	's	's	PART
ajst-29931	76	8	adaptability	adaptability	NOUN
ajst-29931	76	9	in	in	ADP
ajst-29931	76	10	various	various	ADJ
ajst-29931	76	11	environments	environment	NOUN
ajst-29931	76	12	,	,	PUNCT
ajst-29931	76	13	especially	especially	ADV
ajst-29931	76	14	when	when	SCONJ
ajst-29931	76	15	the	the	DET
ajst-29931	76	16	training	training	NOUN
ajst-29931	76	17	data	data	NOUN
ajst-29931	76	18	is	be	AUX
ajst-29931	76	19	small	small	ADJ
ajst-29931	76	20	or	or	CCONJ
ajst-29931	76	21	the	the	DET
ajst-29931	76	22	environmental	environmental	ADJ
ajst-29931	76	23	variations	variation	NOUN
ajst-29931	76	24	are	be	AUX
ajst-29931	76	25	large	large	ADJ
ajst-29931	76	26	.	.	PUNCT
ajst-29931	77	1	data	datum	NOUN
ajst-29931	77	2	augmentation	augmentation	NOUN
ajst-29931	77	3	helps	help	VERB
ajst-29931	77	4	to	to	PART
ajst-29931	77	5	enhance	enhance	VERB
ajst-29931	77	6	the	the	DET
ajst-29931	77	7	robustness	robustness	NOUN
ajst-29931	77	8	of	of	ADP
ajst-29931	77	9	the	the	DET
ajst-29931	77	10	model	model	NOUN
ajst-29931	77	11	.	.	PUNCT
ajst-29931	78	1	in	in	ADP
ajst-29931	78	2	terms	term	NOUN
ajst-29931	78	3	of	of	ADP
ajst-29931	78	4	optimization	optimization	NOUN
ajst-29931	78	5	strategies	strategy	NOUN
ajst-29931	78	6	,	,	PUNCT
ajst-29931	78	7	the	the	DET
ajst-29931	78	8	slowfast	slowfast	ADJ
ajst-29931	78	9	model	model	NOUN
ajst-29931	78	10	typically	typically	ADV
ajst-29931	78	11	uses	use	VERB
ajst-29931	78	12	gradient	gradient	ADJ
ajst-29931	78	13	descent	descent	NOUN
ajst-29931	78	14	-	-	PUNCT
ajst-29931	78	15	based	base	VERB
ajst-29931	78	16	optimization	optimization	NOUN
ajst-29931	78	17	algorithms	algorithm	NOUN
ajst-29931	78	18	,	,	PUNCT
ajst-29931	78	19	such	such	ADJ
ajst-29931	78	20	as	as	ADP
ajst-29931	78	21	adam	adam	PROPN
ajst-29931	78	22	or	or	CCONJ
ajst-29931	78	23	sgd	sgd	PROPN
ajst-29931	78	24	,	,	PUNCT
ajst-29931	78	25	combined	combine	VERB
ajst-29931	78	26	with	with	ADP
ajst-29931	78	27	learning	learn	VERB
ajst-29931	78	28	rate	rate	NOUN
ajst-29931	78	29	decay	decay	NOUN
ajst-29931	78	30	strategies	strategy	NOUN
ajst-29931	78	31	to	to	PART
ajst-29931	78	32	gradually	gradually	ADV
ajst-29931	78	33	adjust	adjust	VERB
ajst-29931	78	34	the	the	DET
ajst-29931	78	35	learning	learning	NOUN
ajst-29931	78	36	rate	rate	NOUN
ajst-29931	78	37	,	,	PUNCT
ajst-29931	78	38	ensuring	ensure	VERB
ajst-29931	78	39	the	the	DET
ajst-29931	78	40	stability	stability	NOUN
ajst-29931	78	41	and	and	CCONJ
ajst-29931	78	42	convergence	convergence	NOUN
ajst-29931	78	43	of	of	ADP
ajst-29931	78	44	the	the	DET
ajst-29931	78	45	training	training	NOUN
ajst-29931	78	46	process	process	NOUN
ajst-29931	78	47	.	.	PUNCT
ajst-29931	79	1	due	due	ADP
ajst-29931	79	2	to	to	ADP
ajst-29931	79	3	the	the	DET
ajst-29931	79	4	complexity	complexity	NOUN
ajst-29931	79	5	of	of	ADP
ajst-29931	79	6	the	the	DET
ajst-29931	79	7	slowfast	slowfast	ADJ
ajst-29931	79	8	model	model	NOUN
ajst-29931	79	9	structure	structure	NOUN
ajst-29931	79	10	,	,	PUNCT
ajst-29931	79	11	gradient	gradient	ADJ
ajst-29931	79	12	clipping	clipping	NOUN
ajst-29931	79	13	,	,	PUNCT
ajst-29931	79	14	batch	batch	NOUN
ajst-29931	79	15	normalization	normalization	NOUN
ajst-29931	79	16	,	,	PUNCT
ajst-29931	79	17	and	and	CCONJ
ajst-29931	79	18	other	other	ADJ
ajst-29931	79	19	techniques	technique	NOUN
ajst-29931	79	20	may	may	AUX
ajst-29931	79	21	also	also	ADV
ajst-29931	79	22	be	be	AUX
ajst-29931	79	23	used	use	VERB
ajst-29931	79	24	during	during	ADP
ajst-29931	79	25	training	training	NOUN
ajst-29931	79	26	.	.	PUNCT
ajst-29931	80	1	these	these	DET
ajst-29931	80	2	techniques	technique	NOUN
ajst-29931	80	3	help	help	AUX
ajst-29931	80	4	prevent	prevent	VERB
ajst-29931	80	5	gradient	gradient	ADJ
ajst-29931	80	6	explosion	explosion	NOUN
ajst-29931	80	7	and	and	CCONJ
ajst-29931	80	8	accelerate	accelerate	VERB
ajst-29931	80	9	convergence	convergence	NOUN
ajst-29931	80	10	.	.	PUNCT
ajst-29931	81	1	specifically	specifically	ADV
ajst-29931	81	2	,	,	PUNCT
ajst-29931	81	3	gradient	gradient	ADJ
ajst-29931	81	4	clipping	clipping	NOUN
ajst-29931	81	5	limits	limit	NOUN
ajst-29931	81	6	the	the	DET
ajst-29931	81	7	size	size	NOUN
ajst-29931	81	8	of	of	ADP
ajst-29931	81	9	gradients	gradient	NOUN
ajst-29931	81	10	to	to	PART
ajst-29931	81	11	prevent	prevent	VERB
ajst-29931	81	12	gradient	gradient	ADJ
ajst-29931	81	13	explosion	explosion	NOUN
ajst-29931	81	14	during	during	ADP
ajst-29931	81	15	training	training	NOUN
ajst-29931	81	16	,	,	PUNCT
ajst-29931	81	17	stabilizing	stabilize	VERB
ajst-29931	81	18	the	the	DET
ajst-29931	81	19	process	process	NOUN
ajst-29931	81	20	,	,	PUNCT
ajst-29931	81	21	while	while	SCONJ
ajst-29931	81	22	batch	batch	NOUN
ajst-29931	81	23	normalization	normalization	NOUN
ajst-29931	81	24	alleviates	alleviate	VERB
ajst-29931	81	25	the	the	DET
ajst-29931	81	26	internal	internal	ADJ
ajst-29931	81	27	covariate	covariate	ADJ
ajst-29931	81	28	shift	shift	NOUN
ajst-29931	81	29	problem	problem	NOUN
ajst-29931	81	30	,	,	PUNCT
ajst-29931	81	31	accelerating	accelerate	VERB
ajst-29931	81	32	convergence	convergence	NOUN
ajst-29931	81	33	,	,	PUNCT
ajst-29931	81	34	and	and	CCONJ
ajst-29931	81	35	improving	improve	VERB
ajst-29931	81	36	training	training	NOUN
ajst-29931	81	37	stability	stability	NOUN
ajst-29931	81	38	.	.	PUNCT
ajst-29931	82	1	overall	overall	ADV
ajst-29931	82	2	,	,	PUNCT
ajst-29931	82	3	the	the	DET
ajst-29931	82	4	training	training	NOUN
ajst-29931	82	5	design	design	NOUN
ajst-29931	82	6	of	of	ADP
ajst-29931	82	7	the	the	DET
ajst-29931	82	8	slowfast	slowfast	ADJ
ajst-29931	82	9	model	model	NOUN
ajst-29931	82	10	fully	fully	ADV
ajst-29931	82	11	considers	consider	VERB
ajst-29931	82	12	the	the	DET
ajst-29931	82	13	spatial	spatial	ADJ
ajst-29931	82	14	-	-	PUNCT
ajst-29931	82	15	temporal	temporal	ADJ
ajst-29931	82	16	characteristics	characteristic	NOUN
ajst-29931	82	17	of	of	ADP
ajst-29931	82	18	video	video	NOUN
ajst-29931	82	19	data	datum	NOUN
ajst-29931	82	20	.	.	PUNCT
ajst-29931	83	1	by	by	ADP
ajst-29931	83	2	processing	process	VERB
ajst-29931	83	3	long	long	ADJ
ajst-29931	83	4	-	-	PUNCT
ajst-29931	83	5	term	term	NOUN
ajst-29931	83	6	and	and	CCONJ
ajst-29931	83	7	short	short	ADJ
ajst-29931	83	8	-	-	PUNCT
ajst-29931	83	9	term	term	NOUN
ajst-29931	83	10	information	information	NOUN
ajst-29931	83	11	in	in	ADP
ajst-29931	83	12	parallel	parallel	NOUN
ajst-29931	83	13	through	through	ADP
ajst-29931	83	14	the	the	DET
ajst-29931	83	15	slow	slow	ADJ
ajst-29931	83	16	and	and	CCONJ
ajst-29931	83	17	fast	fast	ADJ
ajst-29931	83	18	pathways	pathway	NOUN
ajst-29931	83	19	,	,	PUNCT
ajst-29931	83	20	the	the	DET
ajst-29931	83	21	model	model	NOUN
ajst-29931	83	22	improves	improve	VERB
ajst-29931	83	23	the	the	DET
ajst-29931	83	24	accuracy	accuracy	NOUN
ajst-29931	83	25	of	of	ADP
ajst-29931	83	26	video	video	NOUN
ajst-29931	83	27	action	action	NOUN
ajst-29931	83	28	recognition	recognition	NOUN
ajst-29931	83	29	tasks	task	NOUN
ajst-29931	83	30	.	.	PUNCT
ajst-29931	84	1	its	its	PRON
ajst-29931	84	2	optimization	optimization	NOUN
ajst-29931	84	3	strategies	strategy	NOUN
ajst-29931	84	4	combine	combine	VERB
ajst-29931	84	5	multi	multi	ADJ
ajst-29931	84	6	-	-	ADJ
ajst-29931	84	7	task	task	ADJ
ajst-29931	84	8	learning	learning	NOUN
ajst-29931	84	9	,	,	PUNCT
ajst-29931	84	10	data	datum	NOUN
ajst-29931	84	11	augmentation	augmentation	NOUN
ajst-29931	84	12	,	,	PUNCT
ajst-29931	84	13	and	and	CCONJ
ajst-29931	84	14	modern	modern	ADJ
ajst-29931	84	15	optimization	optimization	NOUN
ajst-29931	84	16	algorithms	algorithm	NOUN
ajst-29931	84	17	,	,	PUNCT
ajst-29931	84	18	allowing	allow	VERB
ajst-29931	84	19	the	the	DET
ajst-29931	84	20	model	model	NOUN
ajst-29931	84	21	to	to	PART
ajst-29931	84	22	perform	perform	VERB
ajst-29931	84	23	strongly	strongly	ADV
ajst-29931	84	24	in	in	ADP
ajst-29931	84	25	various	various	ADJ
ajst-29931	84	26	scenarios	scenario	NOUN
ajst-29931	84	27	.	.	PUNCT
ajst-29931	85	1	through	through	ADP
ajst-29931	85	2	these	these	DET
ajst-29931	85	3	carefully	carefully	ADV
ajst-29931	85	4	designed	design	VERB
ajst-29931	85	5	technical	technical	ADJ
ajst-29931	85	6	details	detail	NOUN
ajst-29931	85	7	,	,	PUNCT
ajst-29931	85	8	the	the	DET
ajst-29931	85	9	slowfast	slowfast	NOUN
ajst-29931	85	10	model	model	NOUN
ajst-29931	85	11	not	not	PART
ajst-29931	85	12	only	only	ADV
ajst-29931	85	13	efficiently	efficiently	ADV
ajst-29931	85	14	captures	capture	VERB
ajst-29931	85	15	multi	multi	ADJ
ajst-29931	85	16	-	-	ADJ
ajst-29931	85	17	scale	scale	ADJ
ajst-29931	85	18	information	information	NOUN
ajst-29931	85	19	in	in	ADP
ajst-29931	85	20	videos	video	NOUN
ajst-29931	85	21	but	but	CCONJ
ajst-29931	85	22	also	also	ADV
ajst-29931	85	23	ensures	ensure	VERB
ajst-29931	85	24	the	the	DET
ajst-29931	85	25	efficiency	efficiency	NOUN
ajst-29931	85	26	and	and	CCONJ
ajst-29931	85	27	stability	stability	NOUN
ajst-29931	85	28	of	of	ADP
ajst-29931	85	29	the	the	DET
ajst-29931	85	30	training	training	NOUN
ajst-29931	85	31	process	process	NOUN
ajst-29931	85	32	,	,	PUNCT
ajst-29931	85	33	providing	provide	VERB
ajst-29931	85	34	robust	robust	ADJ
ajst-29931	85	35	support	support	NOUN
ajst-29931	85	36	for	for	ADP
ajst-29931	85	37	complex	complex	ADJ
ajst-29931	85	38	video	video	NOUN
ajst-29931	85	39	understanding	understanding	NOUN
ajst-29931	85	40	tasks.[1	tasks.[1	ADV
ajst-29931	85	41	]	]	PUNCT
ajst-29931	85	42	2.2	2.2	NUM
ajst-29931	85	43	.	.	PUNCT
ajst-29931	86	1	cesium	cesium	NOUN
ajst-29931	86	2	platform	platform	NOUN
ajst-29931	86	3	2.2.1	2.2.1	NUM
ajst-29931	86	4	.	.	PUNCT
ajst-29931	87	1	role	role	NOUN
ajst-29931	87	2	of	of	ADP
ajst-29931	87	3	cesium	cesium	NOUN
ajst-29931	87	4	in	in	ADP
ajst-29931	87	5	video	video	NOUN
ajst-29931	87	6	data	datum	NOUN
ajst-29931	87	7	visualization	visualization	NOUN
ajst-29931	87	8	and	and	CCONJ
ajst-29931	87	9	geospatial	geospatial	ADJ
ajst-29931	87	10	analysis	analysis	NOUN
ajst-29931	87	11	cesium	cesium	NOUN
ajst-29931	87	12	is	be	AUX
ajst-29931	87	13	an	an	DET
ajst-29931	87	14	open	open	ADJ
ajst-29931	87	15	-	-	PUNCT
ajst-29931	87	16	source	source	NOUN
ajst-29931	87	17	3d	3d	PROPN
ajst-29931	87	18	geospatial	geospatial	NOUN
ajst-29931	87	19	visualization	visualization	NOUN
ajst-29931	87	20	platform	platform	NOUN
ajst-29931	87	21	that	that	PRON
ajst-29931	87	22	plays	play	VERB
ajst-29931	87	23	a	a	DET
ajst-29931	87	24	critical	critical	ADJ
ajst-29931	87	25	role	role	NOUN
ajst-29931	87	26	in	in	ADP
ajst-29931	87	27	video	video	NOUN
ajst-29931	87	28	data	datum	NOUN
ajst-29931	87	29	visualization	visualization	NOUN
ajst-29931	87	30	and	and	CCONJ
ajst-29931	87	31	geospatial	geospatial	ADJ
ajst-29931	87	32	analysis	analysis	NOUN
ajst-29931	87	33	.	.	PUNCT
ajst-29931	88	1	with	with	ADP
ajst-29931	88	2	the	the	DET
ajst-29931	88	3	rapid	rapid	ADJ
ajst-29931	88	4	growth	growth	NOUN
ajst-29931	88	5	of	of	ADP
ajst-29931	88	6	big	big	ADJ
ajst-29931	88	7	data	datum	NOUN
ajst-29931	88	8	and	and	CCONJ
ajst-29931	88	9	real	real	ADJ
ajst-29931	88	10	-	-	PUNCT
ajst-29931	88	11	time	time	NOUN
ajst-29931	88	12	data	datum	NOUN
ajst-29931	88	13	,	,	PUNCT
ajst-29931	88	14	especially	especially	ADV
ajst-29931	88	15	in	in	ADP
ajst-29931	88	16	smart	smart	ADJ
ajst-29931	88	17	cities	city	NOUN
ajst-29931	88	18	and	and	CCONJ
ajst-29931	88	19	public	public	ADJ
ajst-29931	88	20	safety	safety	NOUN
ajst-29931	88	21	,	,	PUNCT
ajst-29931	88	22	integrating	integrate	VERB
ajst-29931	88	23	massive	massive	ADJ
ajst-29931	88	24	geospatial	geospatial	ADJ
ajst-29931	88	25	data	datum	NOUN
ajst-29931	88	26	with	with	ADP
ajst-29931	88	27	video	video	NOUN
ajst-29931	88	28	information	information	NOUN
ajst-29931	88	29	has	have	AUX
ajst-29931	88	30	become	become	VERB
ajst-29931	88	31	a	a	DET
ajst-29931	88	32	hot	hot	ADJ
ajst-29931	88	33	research	research	NOUN
ajst-29931	88	34	topic	topic	NOUN
ajst-29931	88	35	.	.	PUNCT
ajst-29931	89	1	cesium	cesium	NOUN
ajst-29931	89	2	,	,	PUNCT
ajst-29931	89	3	with	with	ADP
ajst-29931	89	4	its	its	PRON
ajst-29931	89	5	powerful	powerful	ADJ
ajst-29931	89	6	3d	3d	NOUN
ajst-29931	89	7	viewing	viewing	NOUN
ajst-29931	89	8	and	and	CCONJ
ajst-29931	89	9	spatial	spatial	ADJ
ajst-29931	89	10	analysis	analysis	NOUN
ajst-29931	89	11	capabilities	capability	NOUN
ajst-29931	89	12	,	,	PUNCT
ajst-29931	89	13	can	can	AUX
ajst-29931	89	14	accurately	accurately	ADV
ajst-29931	89	15	combine	combine	VERB
ajst-29931	89	16	video	video	NOUN
ajst-29931	89	17	data	datum	NOUN
ajst-29931	89	18	with	with	ADP
ajst-29931	89	19	geographic	geographic	ADJ
ajst-29931	89	20	coordinates	coordinate	NOUN
ajst-29931	89	21	,	,	PUNCT
ajst-29931	89	22	presenting	present	VERB
ajst-29931	89	23	rich	rich	ADJ
ajst-29931	89	24	spatiotemporal	spatiotemporal	ADJ
ajst-29931	89	25	information	information	NOUN
ajst-29931	89	26	.	.	PUNCT
ajst-29931	90	1	this	this	DET
ajst-29931	90	2	integration	integration	NOUN
ajst-29931	90	3	provides	provide	VERB
ajst-29931	90	4	users	user	NOUN
ajst-29931	90	5	with	with	ADP
ajst-29931	90	6	real	real	ADJ
ajst-29931	90	7	-	-	PUNCT
ajst-29931	90	8	time	time	NOUN
ajst-29931	90	9	geographic	geographic	ADJ
ajst-29931	90	10	updates	update	NOUN
ajst-29931	90	11	and	and	CCONJ
ajst-29931	90	12	enables	enable	VERB
ajst-29931	90	13	deep	deep	ADJ
ajst-29931	90	14	dynamic	dynamic	ADJ
ajst-29931	90	15	monitoring	monitoring	NOUN
ajst-29931	90	16	and	and	CCONJ
ajst-29931	90	17	analysis	analysis	NOUN
ajst-29931	90	18	of	of	ADP
ajst-29931	90	19	spatial	spatial	ADJ
ajst-29931	90	20	data	datum	NOUN
ajst-29931	90	21	.	.	PUNCT
ajst-29931	91	1	in	in	ADP
ajst-29931	91	2	video	video	NOUN
ajst-29931	91	3	data	datum	NOUN
ajst-29931	91	4	visualization	visualization	NOUN
ajst-29931	91	5	,	,	PUNCT
ajst-29931	91	6	cesium	cesium	NOUN
ajst-29931	91	7	supports	support	VERB
ajst-29931	91	8	a	a	DET
ajst-29931	91	9	variety	variety	NOUN
ajst-29931	91	10	of	of	ADP
ajst-29931	91	11	video	video	NOUN
ajst-29931	91	12	formats	format	NOUN
ajst-29931	91	13	and	and	CCONJ
ajst-29931	91	14	can	can	AUX
ajst-29931	91	15	combine	combine	VERB
ajst-29931	91	16	video	video	NOUN
ajst-29931	91	17	with	with	ADP
ajst-29931	91	18	3d	3d	PROPN
ajst-29931	91	19	maps	map	NOUN
ajst-29931	91	20	through	through	ADP
ajst-29931	91	21	geospatial	geospatial	ADJ
ajst-29931	91	22	annotations	annotation	NOUN
ajst-29931	91	23	and	and	CCONJ
ajst-29931	91	24	time	time	NOUN
ajst-29931	91	25	sequences	sequence	NOUN
ajst-29931	91	26	,	,	PUNCT
ajst-29931	91	27	providing	provide	VERB
ajst-29931	91	28	a	a	DET
ajst-29931	91	29	more	more	ADV
ajst-29931	91	30	intuitive	intuitive	ADJ
ajst-29931	91	31	display	display	NOUN
ajst-29931	91	32	.	.	PUNCT
ajst-29931	92	1	this	this	DET
ajst-29931	92	2	feature	feature	NOUN
ajst-29931	92	3	is	be	AUX
ajst-29931	92	4	especially	especially	ADV
ajst-29931	92	5	useful	useful	ADJ
ajst-29931	92	6	for	for	ADP
ajst-29931	92	7	applications	application	NOUN
ajst-29931	92	8	where	where	SCONJ
ajst-29931	92	9	analyzing	analyze	VERB
ajst-29931	92	10	and	and	CCONJ
ajst-29931	92	11	tracing	trace	VERB
ajst-29931	92	12	specific	specific	ADJ
ajst-29931	92	13	behaviors	behavior	NOUN
ajst-29931	92	14	or	or	CCONJ
ajst-29931	92	15	events	event	NOUN
ajst-29931	92	16	in	in	ADP
ajst-29931	92	17	a	a	DET
ajst-29931	92	18	particular	particular	ADJ
ajst-29931	92	19	region	region	NOUN
ajst-29931	92	20	is	be	AUX
ajst-29931	92	21	essential	essential	ADJ
ajst-29931	92	22	.	.	PUNCT
ajst-29931	93	1	for	for	ADP
ajst-29931	93	2	example	example	NOUN
ajst-29931	93	3	,	,	PUNCT
ajst-29931	93	4	in	in	ADP
ajst-29931	93	5	smart	smart	ADJ
ajst-29931	93	6	city	city	NOUN
ajst-29931	93	7	development	development	NOUN
ajst-29931	93	8	,	,	PUNCT
ajst-29931	93	9	combining	combine	VERB
ajst-29931	93	10	surveillance	surveillance	NOUN
ajst-29931	93	11	video	video	NOUN
ajst-29931	93	12	data	datum	NOUN
ajst-29931	93	13	with	with	ADP
ajst-29931	93	14	3d	3d	PROPN
ajst-29931	93	15	models	model	NOUN
ajst-29931	93	16	and	and	CCONJ
ajst-29931	93	17	map	map	VERB
ajst-29931	93	18	data	datum	NOUN
ajst-29931	93	19	of	of	ADP
ajst-29931	93	20	the	the	DET
ajst-29931	93	21	city	city	NOUN
ajst-29931	93	22	can	can	AUX
ajst-29931	93	23	enable	enable	VERB
ajst-29931	93	24	real	real	ADJ
ajst-29931	93	25	-	-	PUNCT
ajst-29931	93	26	time	time	NOUN
ajst-29931	93	27	monitoring	monitoring	NOUN
ajst-29931	93	28	of	of	ADP
ajst-29931	93	29	streets	street	NOUN
ajst-29931	93	30	,	,	PUNCT
ajst-29931	93	31	roads	road	NOUN
ajst-29931	93	32	,	,	PUNCT
ajst-29931	93	33	or	or	CCONJ
ajst-29931	93	34	public	public	ADJ
ajst-29931	93	35	areas	area	NOUN
ajst-29931	93	36	,	,	PUNCT
ajst-29931	93	37	offering	offer	VERB
ajst-29931	93	38	technical	technical	ADJ
ajst-29931	93	39	support	support	NOUN
ajst-29931	93	40	for	for	ADP
ajst-29931	93	41	public	public	ADJ
ajst-29931	93	42	safety	safety	NOUN
ajst-29931	93	43	management.[2	management.[2	NOUN
ajst-29931	93	44	]	]	PUNCT
ajst-29931	93	45	in	in	ADP
ajst-29931	93	46	geospatial	geospatial	ADJ
ajst-29931	93	47	analysis	analysis	NOUN
ajst-29931	93	48	,	,	PUNCT
ajst-29931	93	49	cesium	cesium	NOUN
ajst-29931	93	50	is	be	AUX
ajst-29931	93	51	more	more	ADJ
ajst-29931	93	52	than	than	ADP
ajst-29931	93	53	just	just	ADV
ajst-29931	93	54	a	a	DET
ajst-29931	93	55	data	data	NOUN
ajst-29931	93	56	display	display	NOUN
ajst-29931	93	57	tool	tool	NOUN
ajst-29931	93	58	;	;	PUNCT
ajst-29931	93	59	its	its	PRON
ajst-29931	93	60	integration	integration	NOUN
ajst-29931	93	61	with	with	ADP
ajst-29931	93	62	other	other	ADJ
ajst-29931	93	63	spatial	spatial	ADJ
ajst-29931	93	64	data	datum	NOUN
ajst-29931	93	65	processing	processing	NOUN
ajst-29931	93	66	tools	tool	NOUN
ajst-29931	93	67	and	and	CCONJ
ajst-29931	93	68	analysis	analysis	NOUN
ajst-29931	93	69	models	model	NOUN
ajst-29931	93	70	allows	allow	VERB
ajst-29931	93	71	for	for	ADP
ajst-29931	93	72	precise	precise	ADJ
ajst-29931	93	73	measurement	measurement	NOUN
ajst-29931	93	74	,	,	PUNCT
ajst-29931	93	75	simulation	simulation	NOUN
ajst-29931	93	76	,	,	PUNCT
ajst-29931	93	77	and	and	CCONJ
ajst-29931	93	78	analysis	analysis	NOUN
ajst-29931	93	79	of	of	ADP
ajst-29931	93	80	geographic	geographic	ADJ
ajst-29931	93	81	data	datum	NOUN
ajst-29931	93	82	.	.	PUNCT
ajst-29931	94	1	combined	combine	VERB
ajst-29931	94	2	with	with	ADP
ajst-29931	94	3	video	video	NOUN
ajst-29931	94	4	data	datum	NOUN
ajst-29931	94	5	,	,	PUNCT
ajst-29931	94	6	users	user	NOUN
ajst-29931	94	7	can	can	AUX
ajst-29931	94	8	perform	perform	VERB
ajst-29931	94	9	comprehensive	comprehensive	ADJ
ajst-29931	94	10	spatiotemporal	spatiotemporal	ADJ
ajst-29931	94	11	analysis	analysis	NOUN
ajst-29931	94	12	in	in	ADP
ajst-29931	94	13	a	a	DET
ajst-29931	94	14	3d	3d	NUM
ajst-29931	94	15	space	space	NOUN
ajst-29931	94	16	,	,	PUNCT
ajst-29931	94	17	identifying	identify	VERB
ajst-29931	94	18	regional	regional	ADJ
ajst-29931	94	19	behavior	behavior	NOUN
ajst-29931	94	20	patterns	pattern	NOUN
ajst-29931	94	21	.	.	PUNCT
ajst-29931	95	1	especially	especially	ADV
ajst-29931	95	2	in	in	ADP
ajst-29931	95	3	the	the	DET
ajst-29931	95	4	combination	combination	NOUN
ajst-29931	95	5	of	of	ADP
ajst-29931	95	6	video	video	NOUN
ajst-29931	95	7	gis	gis	NOUN
ajst-29931	95	8	and	and	CCONJ
ajst-29931	95	9	behavior	behavior	NOUN
ajst-29931	95	10	recognition	recognition	NOUN
ajst-29931	95	11	,	,	PUNCT
ajst-29931	95	12	cesium	cesium	NOUN
ajst-29931	95	13	,	,	PUNCT
ajst-29931	95	14	integrated	integrate	VERB
ajst-29931	95	15	with	with	ADP
ajst-29931	95	16	deep	deep	ADJ
ajst-29931	95	17	learning	learning	NOUN
ajst-29931	95	18	and	and	CCONJ
ajst-29931	95	19	computer	computer	NOUN
ajst-29931	95	20	vision	vision	NOUN
ajst-29931	95	21	technologies	technology	NOUN
ajst-29931	95	22	,	,	PUNCT
ajst-29931	95	23	can	can	AUX
ajst-29931	95	24	improve	improve	VERB
ajst-29931	95	25	the	the	DET
ajst-29931	95	26	accuracy	accuracy	NOUN
ajst-29931	95	27	and	and	CCONJ
ajst-29931	95	28	208	208	NUM
ajst-29931	95	29	efficiency	efficiency	NOUN
ajst-29931	95	30	of	of	ADP
ajst-29931	95	31	behavior	behavior	NOUN
ajst-29931	95	32	recognition	recognition	NOUN
ajst-29931	95	33	,	,	PUNCT
ajst-29931	95	34	providing	provide	VERB
ajst-29931	95	35	more	more	ADV
ajst-29931	95	36	precise	precise	ADJ
ajst-29931	95	37	and	and	CCONJ
ajst-29931	95	38	real	real	ADJ
ajst-29931	95	39	-	-	PUNCT
ajst-29931	95	40	time	time	NOUN
ajst-29931	95	41	decision	decision	NOUN
ajst-29931	95	42	support	support	NOUN
ajst-29931	95	43	for	for	ADP
ajst-29931	95	44	urban	urban	ADJ
ajst-29931	95	45	management	management	NOUN
ajst-29931	95	46	and	and	CCONJ
ajst-29931	95	47	security	security	NOUN
ajst-29931	95	48	monitoring.[4	monitoring.[4	X
ajst-29931	95	49	]	]	X
ajst-29931	95	50	2.2.2	2.2.2	X
ajst-29931	95	51	.	.	PUNCT
ajst-29931	95	52	methods	method	NOUN
ajst-29931	95	53	for	for	ADP
ajst-29931	95	54	integrating	integrate	VERB
ajst-29931	95	55	video	video	NOUN
ajst-29931	95	56	data	datum	NOUN
ajst-29931	95	57	into	into	ADP
ajst-29931	95	58	the	the	DET
ajst-29931	95	59	cesium	cesium	NOUN
ajst-29931	95	60	platform	platform	NOUN
ajst-29931	95	61	integrating	integrate	VERB
ajst-29931	95	62	video	video	NOUN
ajst-29931	95	63	data	datum	NOUN
ajst-29931	95	64	into	into	ADP
ajst-29931	95	65	the	the	DET
ajst-29931	95	66	cesium	cesium	NOUN
ajst-29931	95	67	platform	platform	NOUN
ajst-29931	95	68	for	for	ADP
ajst-29931	95	69	spatiotemporal	spatiotemporal	ADJ
ajst-29931	95	70	analysis	analysis	NOUN
ajst-29931	95	71	is	be	AUX
ajst-29931	95	72	an	an	DET
ajst-29931	95	73	essential	essential	ADJ
ajst-29931	95	74	technique	technique	NOUN
ajst-29931	95	75	for	for	ADP
ajst-29931	95	76	implementing	implement	VERB
ajst-29931	95	77	video	video	NOUN
ajst-29931	95	78	gis	gis	NOUN
ajst-29931	95	79	(	(	PUNCT
ajst-29931	95	80	geographic	geographic	ADJ
ajst-29931	95	81	information	information	NOUN
ajst-29931	95	82	system	system	NOUN
ajst-29931	95	83	)	)	PUNCT
ajst-29931	95	84	.	.	PUNCT
ajst-29931	96	1	with	with	ADP
ajst-29931	96	2	the	the	DET
ajst-29931	96	3	widespread	widespread	ADJ
ajst-29931	96	4	use	use	NOUN
ajst-29931	96	5	of	of	ADP
ajst-29931	96	6	video	video	NOUN
ajst-29931	96	7	surveillance	surveillance	NOUN
ajst-29931	96	8	equipment	equipment	NOUN
ajst-29931	96	9	and	and	CCONJ
ajst-29931	96	10	the	the	DET
ajst-29931	96	11	improvement	improvement	NOUN
ajst-29931	96	12	of	of	ADP
ajst-29931	96	13	data	datum	NOUN
ajst-29931	96	14	collection	collection	NOUN
ajst-29931	96	15	capabilities	capability	NOUN
ajst-29931	96	16	,	,	PUNCT
ajst-29931	96	17	effectively	effectively	ADV
ajst-29931	96	18	integrating	integrate	VERB
ajst-29931	96	19	video	video	NOUN
ajst-29931	96	20	data	datum	NOUN
ajst-29931	96	21	with	with	ADP
ajst-29931	96	22	geospatial	geospatial	ADJ
ajst-29931	96	23	information	information	NOUN
ajst-29931	96	24	has	have	AUX
ajst-29931	96	25	become	become	VERB
ajst-29931	96	26	a	a	DET
ajst-29931	96	27	key	key	ADJ
ajst-29931	96	28	focus	focus	NOUN
ajst-29931	96	29	in	in	ADP
ajst-29931	96	30	smart	smart	ADJ
ajst-29931	96	31	cities	city	NOUN
ajst-29931	96	32	and	and	CCONJ
ajst-29931	96	33	public	public	ADJ
ajst-29931	96	34	safety	safety	NOUN
ajst-29931	96	35	research	research	NOUN
ajst-29931	96	36	.	.	PUNCT
ajst-29931	97	1	cesium	cesium	NOUN
ajst-29931	97	2	,	,	PUNCT
ajst-29931	97	3	being	be	AUX
ajst-29931	97	4	a	a	DET
ajst-29931	97	5	powerful	powerful	ADJ
ajst-29931	97	6	3d	3d	PROPN
ajst-29931	97	7	geospatial	geospatial	NOUN
ajst-29931	97	8	visualization	visualization	NOUN
ajst-29931	97	9	platform	platform	NOUN
ajst-29931	97	10	,	,	PUNCT
ajst-29931	97	11	provides	provide	VERB
ajst-29931	97	12	efficient	efficient	ADJ
ajst-29931	97	13	spatial	spatial	ADJ
ajst-29931	97	14	data	data	NOUN
ajst-29931	97	15	visualization	visualization	NOUN
ajst-29931	97	16	and	and	CCONJ
ajst-29931	97	17	analysis	analysis	NOUN
ajst-29931	97	18	functions	function	NOUN
ajst-29931	97	19	,	,	PUNCT
ajst-29931	97	20	making	make	VERB
ajst-29931	97	21	it	it	PRON
ajst-29931	97	22	well	well	ADV
ajst-29931	97	23	-	-	PUNCT
ajst-29931	97	24	suited	suit	VERB
ajst-29931	97	25	for	for	ADP
ajst-29931	97	26	spatiotemporal	spatiotemporal	ADJ
ajst-29931	97	27	video	video	NOUN
ajst-29931	97	28	data	datum	NOUN
ajst-29931	97	29	analysis	analysis	NOUN
ajst-29931	97	30	.	.	PUNCT
ajst-29931	98	1	to	to	PART
ajst-29931	98	2	integrate	integrate	VERB
ajst-29931	98	3	video	video	NOUN
ajst-29931	98	4	data	datum	NOUN
ajst-29931	98	5	into	into	ADP
ajst-29931	98	6	cesium	cesium	NOUN
ajst-29931	98	7	,	,	PUNCT
ajst-29931	98	8	the	the	DET
ajst-29931	98	9	first	first	ADJ
ajst-29931	98	10	step	step	NOUN
ajst-29931	98	11	is	be	AUX
ajst-29931	98	12	to	to	PART
ajst-29931	98	13	georeference	georeference	VERB
ajst-29931	98	14	the	the	DET
ajst-29931	98	15	video	video	NOUN
ajst-29931	98	16	data	datum	NOUN
ajst-29931	98	17	.	.	PUNCT
ajst-29931	99	1	this	this	PRON
ajst-29931	99	2	involves	involve	VERB
ajst-29931	99	3	associating	associate	VERB
ajst-29931	99	4	video	video	NOUN
ajst-29931	99	5	frames	frame	NOUN
ajst-29931	99	6	with	with	ADP
ajst-29931	99	7	locations	location	NOUN
ajst-29931	99	8	in	in	ADP
ajst-29931	99	9	a	a	DET
ajst-29931	99	10	geographic	geographic	ADJ
ajst-29931	99	11	coordinate	coordinate	NOUN
ajst-29931	99	12	system	system	NOUN
ajst-29931	99	13	.	.	PUNCT
ajst-29931	100	1	by	by	ADP
ajst-29931	100	2	incorporating	incorporate	VERB
ajst-29931	100	3	camera	camera	NOUN
ajst-29931	100	4	location	location	NOUN
ajst-29931	100	5	,	,	PUNCT
ajst-29931	100	6	orientation	orientation	NOUN
ajst-29931	100	7	,	,	PUNCT
ajst-29931	100	8	focal	focal	ADJ
ajst-29931	100	9	length	length	NOUN
ajst-29931	100	10	,	,	PUNCT
ajst-29931	100	11	and	and	CCONJ
ajst-29931	100	12	other	other	ADJ
ajst-29931	100	13	parameters	parameter	NOUN
ajst-29931	100	14	,	,	PUNCT
ajst-29931	100	15	the	the	DET
ajst-29931	100	16	geospatial	geospatial	ADJ
ajst-29931	100	17	position	position	NOUN
ajst-29931	100	18	for	for	ADP
ajst-29931	100	19	each	each	DET
ajst-29931	100	20	video	video	NOUN
ajst-29931	100	21	frame	frame	NOUN
ajst-29931	100	22	can	can	AUX
ajst-29931	100	23	be	be	AUX
ajst-29931	100	24	determined	determine	VERB
ajst-29931	100	25	.	.	PUNCT
ajst-29931	101	1	video	video	NOUN
ajst-29931	101	2	data	datum	NOUN
ajst-29931	101	3	is	be	AUX
ajst-29931	101	4	typically	typically	ADV
ajst-29931	101	5	integrated	integrate	VERB
ajst-29931	101	6	using	use	VERB
ajst-29931	101	7	formats	format	NOUN
ajst-29931	101	8	like	like	ADP
ajst-29931	101	9	geojson	geojson	NOUN
ajst-29931	101	10	,	,	PUNCT
ajst-29931	101	11	kml	kml	PROPN
ajst-29931	101	12	,	,	PUNCT
ajst-29931	101	13	or	or	CCONJ
ajst-29931	101	14	other	other	ADJ
ajst-29931	101	15	geospatial	geospatial	ADJ
ajst-29931	101	16	data	datum	NOUN
ajst-29931	101	17	formats	format	NOUN
ajst-29931	101	18	in	in	ADP
ajst-29931	101	19	cesium	cesium	NOUN
ajst-29931	101	20	,	,	PUNCT
ajst-29931	101	21	with	with	ADP
ajst-29931	101	22	timestamps	timestamp	NOUN
ajst-29931	101	23	linking	link	VERB
ajst-29931	101	24	the	the	DET
ajst-29931	101	25	video	video	NOUN
ajst-29931	101	26	data	datum	NOUN
ajst-29931	101	27	to	to	ADP
ajst-29931	101	28	geographic	geographic	ADJ
ajst-29931	101	29	locations	location	NOUN
ajst-29931	101	30	on	on	ADP
ajst-29931	101	31	the	the	DET
ajst-29931	101	32	3d	3d	PROPN
ajst-29931	101	33	map	map	NOUN
ajst-29931	101	34	,	,	PUNCT
ajst-29931	101	35	enabling	enable	VERB
ajst-29931	101	36	spatial	spatial	ADJ
ajst-29931	101	37	display	display	NOUN
ajst-29931	101	38	of	of	ADP
ajst-29931	101	39	the	the	DET
ajst-29931	101	40	video	video	NOUN
ajst-29931	101	41	data	datum	NOUN
ajst-29931	101	42	.	.	PUNCT
ajst-29931	102	1	once	once	SCONJ
ajst-29931	102	2	the	the	DET
ajst-29931	102	3	video	video	NOUN
ajst-29931	102	4	data	data	NOUN
ajst-29931	102	5	is	be	AUX
ajst-29931	102	6	successfully	successfully	ADV
ajst-29931	102	7	integrated	integrate	VERB
ajst-29931	102	8	with	with	ADP
ajst-29931	102	9	geospatial	geospatial	ADJ
ajst-29931	102	10	information	information	NOUN
ajst-29931	102	11	,	,	PUNCT
ajst-29931	102	12	it	it	PRON
ajst-29931	102	13	can	can	AUX
ajst-29931	102	14	be	be	AUX
ajst-29931	102	15	visualized	visualize	VERB
ajst-29931	102	16	using	use	VERB
ajst-29931	102	17	cesium	cesium	NOUN
ajst-29931	102	18	's	's	PART
ajst-29931	102	19	3d	3d	NOUN
ajst-29931	102	20	features	feature	NOUN
ajst-29931	102	21	.	.	PUNCT
ajst-29931	103	1	the	the	DET
ajst-29931	103	2	platform	platform	NOUN
ajst-29931	103	3	allows	allow	VERB
ajst-29931	103	4	videos	video	NOUN
ajst-29931	103	5	to	to	PART
ajst-29931	103	6	be	be	AUX
ajst-29931	103	7	played	play	VERB
ajst-29931	103	8	in	in	ADP
ajst-29931	103	9	a	a	DET
ajst-29931	103	10	3d	3d	NUM
ajst-29931	103	11	earth	earth	NOUN
ajst-29931	103	12	view	view	NOUN
ajst-29931	103	13	and	and	CCONJ
ajst-29931	103	14	overlayed	overlay	VERB
ajst-29931	103	15	on	on	ADP
ajst-29931	103	16	the	the	DET
ajst-29931	103	17	map	map	NOUN
ajst-29931	103	18	,	,	PUNCT
ajst-29931	103	19	with	with	ADP
ajst-29931	103	20	users	user	NOUN
ajst-29931	103	21	able	able	ADJ
ajst-29931	103	22	to	to	PART
ajst-29931	103	23	view	view	VERB
ajst-29931	103	24	video	video	NOUN
ajst-29931	103	25	content	content	NOUN
ajst-29931	103	26	from	from	ADP
ajst-29931	103	27	different	different	ADJ
ajst-29931	103	28	locations	location	NOUN
ajst-29931	103	29	and	and	CCONJ
ajst-29931	103	30	times	time	NOUN
ajst-29931	103	31	.	.	PUNCT
ajst-29931	104	1	at	at	ADP
ajst-29931	104	2	this	this	DET
ajst-29931	104	3	point	point	NOUN
ajst-29931	104	4	,	,	PUNCT
ajst-29931	104	5	the	the	DET
ajst-29931	104	6	video	video	NOUN
ajst-29931	104	7	is	be	AUX
ajst-29931	104	8	no	no	ADV
ajst-29931	104	9	longer	long	ADV
ajst-29931	104	10	static	static	ADJ
ajst-29931	104	11	but	but	CCONJ
ajst-29931	104	12	can	can	AUX
ajst-29931	104	13	be	be	AUX
ajst-29931	104	14	analyzed	analyze	VERB
ajst-29931	104	15	alongside	alongside	ADP
ajst-29931	104	16	other	other	ADJ
ajst-29931	104	17	dynamic	dynamic	ADJ
ajst-29931	104	18	geographic	geographic	ADJ
ajst-29931	104	19	data	datum	NOUN
ajst-29931	104	20	.	.	PUNCT
ajst-29931	105	1	this	this	DET
ajst-29931	105	2	dynamic	dynamic	ADJ
ajst-29931	105	3	spatiotemporal	spatiotemporal	ADJ
ajst-29931	105	4	analysis	analysis	NOUN
ajst-29931	105	5	provides	provide	VERB
ajst-29931	105	6	strong	strong	ADJ
ajst-29931	105	7	data	datum	NOUN
ajst-29931	105	8	support	support	NOUN
ajst-29931	105	9	for	for	ADP
ajst-29931	105	10	public	public	ADJ
ajst-29931	105	11	safety	safety	NOUN
ajst-29931	105	12	,	,	PUNCT
ajst-29931	105	13	urban	urban	ADJ
ajst-29931	105	14	management	management	NOUN
ajst-29931	105	15	,	,	PUNCT
ajst-29931	105	16	and	and	CCONJ
ajst-29931	105	17	emergency	emergency	NOUN
ajst-29931	105	18	response.[5	response.[5	X
ajst-29931	105	19	]	]	PUNCT
ajst-29931	105	20	in	in	ADP
ajst-29931	105	21	spatiotemporal	spatiotemporal	ADJ
ajst-29931	105	22	analysis	analysis	NOUN
ajst-29931	105	23	,	,	PUNCT
ajst-29931	105	24	cesium	cesium	NOUN
ajst-29931	105	25	's	's	PART
ajst-29931	105	26	timeline	timeline	NOUN
ajst-29931	105	27	feature	feature	NOUN
ajst-29931	105	28	allows	allow	VERB
ajst-29931	105	29	users	user	NOUN
ajst-29931	105	30	to	to	PART
ajst-29931	105	31	view	view	VERB
ajst-29931	105	32	video	video	NOUN
ajst-29931	105	33	data	datum	NOUN
ajst-29931	105	34	and	and	CCONJ
ajst-29931	105	35	its	its	PRON
ajst-29931	105	36	corresponding	corresponding	ADJ
ajst-29931	105	37	geospatial	geospatial	ADJ
ajst-29931	105	38	information	information	NOUN
ajst-29931	105	39	in	in	ADP
ajst-29931	105	40	chronological	chronological	ADJ
ajst-29931	105	41	order	order	NOUN
ajst-29931	105	42	.	.	PUNCT
ajst-29931	106	1	users	user	NOUN
ajst-29931	106	2	can	can	AUX
ajst-29931	106	3	set	set	VERB
ajst-29931	106	4	specific	specific	ADJ
ajst-29931	106	5	analysis	analysis	NOUN
ajst-29931	106	6	regions	region	NOUN
ajst-29931	106	7	and	and	CCONJ
ajst-29931	106	8	perform	perform	VERB
ajst-29931	106	9	behavior	behavior	NOUN
ajst-29931	106	10	recognition	recognition	NOUN
ajst-29931	106	11	,	,	PUNCT
ajst-29931	106	12	anomaly	anomaly	NOUN
ajst-29931	106	13	detection	detection	NOUN
ajst-29931	106	14	,	,	PUNCT
ajst-29931	106	15	and	and	CCONJ
ajst-29931	106	16	other	other	ADJ
ajst-29931	106	17	analyses	analysis	NOUN
ajst-29931	106	18	based	base	VERB
ajst-29931	106	19	on	on	ADP
ajst-29931	106	20	video	video	NOUN
ajst-29931	106	21	data	datum	NOUN
ajst-29931	106	22	.	.	PUNCT
ajst-29931	107	1	by	by	ADP
ajst-29931	107	2	combining	combine	VERB
ajst-29931	107	3	deep	deep	ADJ
ajst-29931	107	4	learning	learning	NOUN
ajst-29931	107	5	or	or	CCONJ
ajst-29931	107	6	computer	computer	NOUN
ajst-29931	107	7	vision	vision	NOUN
ajst-29931	107	8	algorithms	algorithm	NOUN
ajst-29931	107	9	,	,	PUNCT
ajst-29931	107	10	the	the	DET
ajst-29931	107	11	platform	platform	NOUN
ajst-29931	107	12	can	can	AUX
ajst-29931	107	13	identify	identify	VERB
ajst-29931	107	14	specific	specific	ADJ
ajst-29931	107	15	behavioral	behavioral	ADJ
ajst-29931	107	16	patterns	pattern	NOUN
ajst-29931	107	17	or	or	CCONJ
ajst-29931	107	18	abnormal	abnormal	ADJ
ajst-29931	107	19	events	event	NOUN
ajst-29931	107	20	within	within	ADP
ajst-29931	107	21	the	the	DET
ajst-29931	107	22	video	video	NOUN
ajst-29931	107	23	and	and	CCONJ
ajst-29931	107	24	link	link	VERB
ajst-29931	107	25	them	they	PRON
ajst-29931	107	26	with	with	ADP
ajst-29931	107	27	geographic	geographic	ADJ
ajst-29931	107	28	data	datum	NOUN
ajst-29931	107	29	for	for	ADP
ajst-29931	107	30	real	real	ADJ
ajst-29931	107	31	-	-	PUNCT
ajst-29931	107	32	time	time	NOUN
ajst-29931	107	33	alerts	alert	NOUN
ajst-29931	107	34	and	and	CCONJ
ajst-29931	107	35	event	event	NOUN
ajst-29931	107	36	analysis	analysis	NOUN
ajst-29931	107	37	.	.	PUNCT
ajst-29931	108	1	these	these	DET
ajst-29931	108	2	spatiotemporal	spatiotemporal	ADJ
ajst-29931	108	3	analysis	analysis	NOUN
ajst-29931	108	4	functions	function	NOUN
ajst-29931	108	5	provide	provide	VERB
ajst-29931	108	6	users	user	NOUN
ajst-29931	108	7	with	with	ADP
ajst-29931	108	8	realtime	realtime	NOUN
ajst-29931	108	9	,	,	PUNCT
ajst-29931	108	10	accurate	accurate	ADJ
ajst-29931	108	11	data	datum	NOUN
ajst-29931	108	12	on	on	ADP
ajst-29931	108	13	activities	activity	NOUN
ajst-29931	108	14	,	,	PUNCT
ajst-29931	108	15	traffic	traffic	NOUN
ajst-29931	108	16	conditions	condition	NOUN
ajst-29931	108	17	,	,	PUNCT
ajst-29931	108	18	and	and	CCONJ
ajst-29931	108	19	more	more	ADV
ajst-29931	108	20	within	within	ADP
ajst-29931	108	21	specific	specific	ADJ
ajst-29931	108	22	geographic	geographic	ADJ
ajst-29931	108	23	areas	area	NOUN
ajst-29931	108	24	.	.	PUNCT
ajst-29931	109	1	3	3	X
ajst-29931	109	2	.	.	X
ajst-29931	109	3	research	research	NOUN
ajst-29931	109	4	methods	method	NOUN
ajst-29931	109	5	3.1	3.1	NUM
ajst-29931	109	6	.	.	PUNCT
ajst-29931	110	1	slowfast	slowfast	VERB
ajst-29931	110	2	dataset	dataset	ADJ
ajst-29931	110	3	selection	selection	NOUN
ajst-29931	110	4	the	the	DET
ajst-29931	110	5	kinetics-400	kinetics-400	NOUN
ajst-29931	110	6	dataset	dataset	NOUN
ajst-29931	110	7	was	be	AUX
ajst-29931	110	8	chosen	choose	VERB
ajst-29931	110	9	for	for	ADP
ajst-29931	110	10	training	train	VERB
ajst-29931	110	11	the	the	DET
ajst-29931	110	12	slowfast	slowfast	ADJ
ajst-29931	110	13	model	model	NOUN
ajst-29931	110	14	in	in	ADP
ajst-29931	110	15	this	this	DET
ajst-29931	110	16	study	study	NOUN
ajst-29931	110	17	.	.	PUNCT
ajst-29931	111	1	this	this	DET
ajst-29931	111	2	dataset	dataset	NOUN
ajst-29931	111	3	contains	contain	VERB
ajst-29931	111	4	over	over	ADP
ajst-29931	111	5	40,000	40,000	NUM
ajst-29931	111	6	video	video	NOUN
ajst-29931	111	7	samples	sample	NOUN
ajst-29931	111	8	across	across	ADP
ajst-29931	111	9	400	400	NUM
ajst-29931	111	10	action	action	NOUN
ajst-29931	111	11	categories	category	NOUN
ajst-29931	111	12	and	and	CCONJ
ajst-29931	111	13	is	be	AUX
ajst-29931	111	14	widely	widely	ADV
ajst-29931	111	15	used	use	VERB
ajst-29931	111	16	in	in	ADP
ajst-29931	111	17	action	action	NOUN
ajst-29931	111	18	recognition	recognition	NOUN
ajst-29931	111	19	and	and	CCONJ
ajst-29931	111	20	video	video	NOUN
ajst-29931	111	21	classification	classification	NOUN
ajst-29931	111	22	tasks	task	NOUN
ajst-29931	111	23	.	.	PUNCT
ajst-29931	112	1	the	the	DET
ajst-29931	112	2	major	major	ADJ
ajst-29931	112	3	feature	feature	NOUN
ajst-29931	112	4	of	of	ADP
ajst-29931	112	5	the	the	DET
ajst-29931	112	6	kinetics-400	kinetics-400	NOUN
ajst-29931	112	7	dataset	dataset	NOUN
ajst-29931	112	8	is	be	AUX
ajst-29931	112	9	its	its	PRON
ajst-29931	112	10	large	large	ADJ
ajst-29931	112	11	scale	scale	NOUN
ajst-29931	112	12	and	and	CCONJ
ajst-29931	112	13	diversity	diversity	NOUN
ajst-29931	112	14	,	,	PUNCT
ajst-29931	112	15	with	with	ADP
ajst-29931	112	16	each	each	DET
ajst-29931	112	17	category	category	NOUN
ajst-29931	112	18	containing	contain	VERB
ajst-29931	112	19	hundreds	hundred	NOUN
ajst-29931	112	20	of	of	ADP
ajst-29931	112	21	videos	video	NOUN
ajst-29931	112	22	ranging	range	VERB
ajst-29931	112	23	from	from	ADP
ajst-29931	112	24	everyday	everyday	ADJ
ajst-29931	112	25	actions	action	NOUN
ajst-29931	112	26	to	to	ADP
ajst-29931	112	27	complex	complex	ADJ
ajst-29931	112	28	movements	movement	NOUN
ajst-29931	112	29	like	like	ADP
ajst-29931	112	30	professional	professional	ADJ
ajst-29931	112	31	sports	sport	NOUN
ajst-29931	112	32	and	and	CCONJ
ajst-29931	112	33	dance	dance	NOUN
ajst-29931	112	34	.	.	PUNCT
ajst-29931	113	1	compared	compare	VERB
ajst-29931	113	2	to	to	ADP
ajst-29931	113	3	ucf101	ucf101	PROPN
ajst-29931	113	4	,	,	PUNCT
ajst-29931	113	5	kinetics-400	kinetics-400	NOUN
ajst-29931	113	6	offers	offer	VERB
ajst-29931	113	7	more	more	ADJ
ajst-29931	113	8	categories	category	NOUN
ajst-29931	113	9	and	and	CCONJ
ajst-29931	113	10	samples	sample	NOUN
ajst-29931	113	11	,	,	PUNCT
ajst-29931	113	12	suitable	suitable	ADJ
ajst-29931	113	13	for	for	ADP
ajst-29931	113	14	large	large	ADJ
ajst-29931	113	15	-	-	PUNCT
ajst-29931	113	16	scale	scale	NOUN
ajst-29931	113	17	training	training	NOUN
ajst-29931	113	18	and	and	CCONJ
ajst-29931	113	19	higher	high	ADJ
ajst-29931	113	20	precision	precision	NOUN
ajst-29931	113	21	model	model	NOUN
ajst-29931	113	22	optimization	optimization	NOUN
ajst-29931	113	23	.	.	PUNCT
ajst-29931	114	1	however	however	ADV
ajst-29931	114	2	,	,	PUNCT
ajst-29931	114	3	kinetics-400	kinetics-400	NOUN
ajst-29931	114	4	presents	present	VERB
ajst-29931	114	5	challenges	challenge	NOUN
ajst-29931	114	6	as	as	SCONJ
ajst-29931	114	7	some	some	DET
ajst-29931	114	8	action	action	NOUN
ajst-29931	114	9	categories	category	NOUN
ajst-29931	114	10	are	be	AUX
ajst-29931	114	11	more	more	ADV
ajst-29931	114	12	complex	complex	ADJ
ajst-29931	114	13	or	or	CCONJ
ajst-29931	114	14	have	have	VERB
ajst-29931	114	15	longer	long	ADJ
ajst-29931	114	16	durations	duration	NOUN
ajst-29931	114	17	,	,	PUNCT
ajst-29931	114	18	potentially	potentially	ADV
ajst-29931	114	19	lacking	lack	VERB
ajst-29931	114	20	the	the	DET
ajst-29931	114	21	distinct	distinct	ADJ
ajst-29931	114	22	action	action	NOUN
ajst-29931	114	23	differentiation	differentiation	NOUN
ajst-29931	114	24	found	find	VERB
ajst-29931	114	25	in	in	ADP
ajst-29931	114	26	ucf101	ucf101	PROPN
ajst-29931	114	27	.	.	PUNCT
ajst-29931	115	1	similar	similar	ADJ
ajst-29931	115	2	to	to	ADP
ajst-29931	115	3	kinetics-400	kinetics-400	NOUN
ajst-29931	115	4	,	,	PUNCT
ajst-29931	115	5	the	the	DET
ajst-29931	115	6	ucf101	ucf101	NOUN
ajst-29931	115	7	dataset	dataset	NOUN
ajst-29931	115	8	includes	include	VERB
ajst-29931	115	9	101	101	NUM
ajst-29931	115	10	action	action	NOUN
ajst-29931	115	11	categories	category	NOUN
ajst-29931	115	12	,	,	PUNCT
ajst-29931	115	13	covering	cover	VERB
ajst-29931	115	14	a	a	DET
ajst-29931	115	15	wide	wide	ADJ
ajst-29931	115	16	range	range	NOUN
ajst-29931	115	17	of	of	ADP
ajst-29931	115	18	activities	activity	NOUN
ajst-29931	115	19	from	from	ADP
ajst-29931	115	20	daily	daily	ADJ
ajst-29931	115	21	life	life	NOUN
ajst-29931	115	22	,	,	PUNCT
ajst-29931	115	23	with	with	ADP
ajst-29931	115	24	hundreds	hundred	NOUN
ajst-29931	115	25	of	of	ADP
ajst-29931	115	26	videos	video	NOUN
ajst-29931	115	27	per	per	ADP
ajst-29931	115	28	category	category	NOUN
ajst-29931	115	29	,	,	PUNCT
ajst-29931	115	30	making	make	VERB
ajst-29931	115	31	it	it	PRON
ajst-29931	115	32	ideal	ideal	ADJ
ajst-29931	115	33	for	for	ADP
ajst-29931	115	34	more	more	ADV
ajst-29931	115	35	streamlined	streamlined	ADJ
ajst-29931	115	36	model	model	NOUN
ajst-29931	115	37	training	training	NOUN
ajst-29931	115	38	.	.	PUNCT
ajst-29931	116	1	although	although	SCONJ
ajst-29931	116	2	ucf101	ucf101	NOUN
ajst-29931	116	3	contains	contain	VERB
ajst-29931	116	4	fewer	few	ADJ
ajst-29931	116	5	categories	category	NOUN
ajst-29931	116	6	and	and	CCONJ
ajst-29931	116	7	samples	sample	NOUN
ajst-29931	116	8	than	than	ADP
ajst-29931	116	9	kinetics-400	kinetics-400	NOUN
ajst-29931	116	10	,	,	PUNCT
ajst-29931	116	11	its	its	PRON
ajst-29931	116	12	action	action	NOUN
ajst-29931	116	13	categories	category	NOUN
ajst-29931	116	14	are	be	AUX
ajst-29931	116	15	more	more	ADV
ajst-29931	116	16	defined	define	VERB
ajst-29931	116	17	,	,	PUNCT
ajst-29931	116	18	and	and	CCONJ
ajst-29931	116	19	the	the	DET
ajst-29931	116	20	video	video	NOUN
ajst-29931	116	21	length	length	NOUN
ajst-29931	116	22	is	be	AUX
ajst-29931	116	23	shorter	short	ADJ
ajst-29931	116	24	,	,	PUNCT
ajst-29931	116	25	making	make	VERB
ajst-29931	116	26	it	it	PRON
ajst-29931	116	27	suitable	suitable	ADJ
ajst-29931	116	28	for	for	ADP
ajst-29931	116	29	tasks	task	NOUN
ajst-29931	116	30	involving	involve	VERB
ajst-29931	116	31	short	short	ADJ
ajst-29931	116	32	-	-	PUNCT
ajst-29931	116	33	duration	duration	NOUN
ajst-29931	116	34	action	action	NOUN
ajst-29931	116	35	recognition	recognition	NOUN
ajst-29931	116	36	.	.	PUNCT
ajst-29931	117	1	another	another	DET
ajst-29931	117	2	common	common	ADJ
ajst-29931	117	3	dataset	dataset	NOUN
ajst-29931	117	4	is	be	AUX
ajst-29931	117	5	hmdb51	hmdb51	NOUN
ajst-29931	117	6	,	,	PUNCT
ajst-29931	117	7	which	which	PRON
ajst-29931	117	8	contains	contain	VERB
ajst-29931	117	9	51	51	NUM
ajst-29931	117	10	action	action	NOUN
ajst-29931	117	11	categories	category	NOUN
ajst-29931	117	12	,	,	PUNCT
ajst-29931	117	13	but	but	CCONJ
ajst-29931	117	14	with	with	ADP
ajst-29931	117	15	fewer	few	ADJ
ajst-29931	117	16	samples	sample	NOUN
ajst-29931	117	17	per	per	ADP
ajst-29931	117	18	category	category	NOUN
ajst-29931	117	19	.	.	PUNCT
ajst-29931	118	1	compared	compare	VERB
ajst-29931	118	2	to	to	ADP
ajst-29931	118	3	ucf101	ucf101	PROPN
ajst-29931	118	4	and	and	CCONJ
ajst-29931	118	5	kinetics-400	kinetics-400	NOUN
ajst-29931	118	6	,	,	PUNCT
ajst-29931	118	7	hmdb51	hmdb51	PROPN
ajst-29931	118	8	contains	contain	VERB
ajst-29931	118	9	more	more	ADV
ajst-29931	118	10	fine	fine	ADV
ajst-29931	118	11	-	-	PUNCT
ajst-29931	118	12	grained	grain	VERB
ajst-29931	118	13	actions	action	NOUN
ajst-29931	118	14	,	,	PUNCT
ajst-29931	118	15	such	such	ADJ
ajst-29931	118	16	as	as	ADP
ajst-29931	118	17	"	"	PUNCT
ajst-29931	118	18	wave	wave	NOUN
ajst-29931	118	19	hand	hand	NOUN
ajst-29931	118	20	"	"	PUNCT
ajst-29931	118	21	versus	versus	ADP
ajst-29931	118	22	"	"	PUNCT
ajst-29931	118	23	raise	raise	VERB
ajst-29931	118	24	hand	hand	NOUN
ajst-29931	118	25	,	,	PUNCT
ajst-29931	118	26	"	"	PUNCT
ajst-29931	118	27	providing	provide	VERB
ajst-29931	118	28	higher	high	ADJ
ajst-29931	118	29	discriminative	discriminative	NOUN
ajst-29931	118	30	power	power	NOUN
ajst-29931	118	31	in	in	ADP
ajst-29931	118	32	certain	certain	ADJ
ajst-29931	118	33	scenarios	scenario	NOUN
ajst-29931	118	34	,	,	PUNCT
ajst-29931	118	35	but	but	CCONJ
ajst-29931	118	36	with	with	ADP
ajst-29931	118	37	weaker	weak	ADJ
ajst-29931	118	38	generalization	generalization	NOUN
ajst-29931	118	39	ability	ability	NOUN
ajst-29931	118	40	due	due	ADP
ajst-29931	118	41	to	to	ADP
ajst-29931	118	42	the	the	DET
ajst-29931	118	43	smaller	small	ADJ
ajst-29931	118	44	dataset	dataset	NOUN
ajst-29931	118	45	size	size	NOUN
ajst-29931	118	46	.	.	PUNCT
ajst-29931	119	1	the	the	DET
ajst-29931	119	2	something	something	PRON
ajst-29931	119	3	-	-	PUNCT
ajst-29931	119	4	something	something	PRON
ajst-29931	119	5	v2	v2	NOUN
ajst-29931	119	6	dataset	dataset	NOUN
ajst-29931	119	7	is	be	AUX
ajst-29931	119	8	representative	representative	ADJ
ajst-29931	119	9	for	for	ADP
ajst-29931	119	10	fine	fine	ADV
ajst-29931	119	11	-	-	PUNCT
ajst-29931	119	12	grained	grain	VERB
ajst-29931	119	13	video	video	NOUN
ajst-29931	119	14	recognition	recognition	NOUN
ajst-29931	119	15	tasks	task	NOUN
ajst-29931	119	16	,	,	PUNCT
ajst-29931	119	17	suitable	suitable	ADJ
ajst-29931	119	18	for	for	ADP
ajst-29931	119	19	recognizing	recognize	VERB
ajst-29931	119	20	subtle	subtle	ADJ
ajst-29931	119	21	daily	daily	ADJ
ajst-29931	119	22	actions	action	NOUN
ajst-29931	119	23	and	and	CCONJ
ajst-29931	119	24	brief	brief	ADJ
ajst-29931	119	25	interactive	interactive	ADJ
ajst-29931	119	26	behaviors	behavior	NOUN
ajst-29931	119	27	.	.	PUNCT
ajst-29931	120	1	the	the	DET
ajst-29931	120	2	challenge	challenge	NOUN
ajst-29931	120	3	with	with	ADP
ajst-29931	120	4	this	this	DET
ajst-29931	120	5	dataset	dataset	NOUN
ajst-29931	120	6	lies	lie	VERB
ajst-29931	120	7	in	in	ADP
ajst-29931	120	8	its	its	PRON
ajst-29931	120	9	abstract	abstract	ADJ
ajst-29931	120	10	actions	action	NOUN
ajst-29931	120	11	and	and	CCONJ
ajst-29931	120	12	short	short	ADJ
ajst-29931	120	13	video	video	NOUN
ajst-29931	120	14	durations	duration	NOUN
ajst-29931	120	15	,	,	PUNCT
ajst-29931	120	16	which	which	PRON
ajst-29931	120	17	demand	demand	VERB
ajst-29931	120	18	high	high	ADJ
ajst-29931	120	19	model	model	NOUN
ajst-29931	120	20	precision	precision	NOUN
ajst-29931	120	21	.	.	PUNCT
ajst-29931	121	1	overall	overall	ADV
ajst-29931	121	2	,	,	PUNCT
ajst-29931	121	3	the	the	DET
ajst-29931	121	4	kinetics-400	kinetics-400	NOUN
ajst-29931	121	5	dataset	dataset	NOUN
ajst-29931	121	6	offers	offer	VERB
ajst-29931	121	7	clear	clear	ADJ
ajst-29931	121	8	advantages	advantage	NOUN
ajst-29931	121	9	for	for	ADP
ajst-29931	121	10	large	large	ADJ
ajst-29931	121	11	-	-	PUNCT
ajst-29931	121	12	scale	scale	NOUN
ajst-29931	121	13	training	training	NOUN
ajst-29931	121	14	with	with	ADP
ajst-29931	121	15	its	its	PRON
ajst-29931	121	16	wide	wide	ADJ
ajst-29931	121	17	variety	variety	NOUN
ajst-29931	121	18	of	of	ADP
ajst-29931	121	19	actions	action	NOUN
ajst-29931	121	20	and	and	CCONJ
ajst-29931	121	21	samples	sample	NOUN
ajst-29931	121	22	,	,	PUNCT
ajst-29931	121	23	making	make	VERB
ajst-29931	121	24	it	it	PRON
ajst-29931	121	25	ideal	ideal	ADJ
ajst-29931	121	26	for	for	ADP
ajst-29931	121	27	complex	complex	ADJ
ajst-29931	121	28	behavior	behavior	NOUN
ajst-29931	121	29	recognition	recognition	NOUN
ajst-29931	121	30	tasks	task	NOUN
ajst-29931	121	31	.	.	PUNCT
ajst-29931	122	1	in	in	ADP
ajst-29931	122	2	contrast	contrast	NOUN
ajst-29931	122	3	,	,	PUNCT
ajst-29931	122	4	ucf101	ucf101	PROPN
ajst-29931	122	5	is	be	AUX
ajst-29931	122	6	better	well	ADV
ajst-29931	122	7	suited	suited	ADJ
ajst-29931	122	8	for	for	ADP
ajst-29931	122	9	clear	clear	ADJ
ajst-29931	122	10	action	action	NOUN
ajst-29931	122	11	categories	category	NOUN
ajst-29931	122	12	,	,	PUNCT
ajst-29931	122	13	while	while	SCONJ
ajst-29931	122	14	hmdb51	hmdb51	NOUN
ajst-29931	122	15	and	and	CCONJ
ajst-29931	122	16	something	something	PRON
ajst-29931	122	17	-	-	PUNCT
ajst-29931	122	18	something	something	PRON
ajst-29931	122	19	v2	v2	NOUN
ajst-29931	122	20	focus	focus	NOUN
ajst-29931	122	21	on	on	ADP
ajst-29931	122	22	fine	fine	ADV
ajst-29931	122	23	-	-	PUNCT
ajst-29931	122	24	grained	grain	VERB
ajst-29931	122	25	action	action	NOUN
ajst-29931	122	26	recognition	recognition	NOUN
ajst-29931	122	27	.	.	PUNCT
ajst-29931	123	1	the	the	DET
ajst-29931	123	2	dataset	dataset	NOUN
ajst-29931	123	3	selection	selection	NOUN
ajst-29931	123	4	should	should	AUX
ajst-29931	123	5	be	be	AUX
ajst-29931	123	6	based	base	VERB
ajst-29931	123	7	on	on	ADP
ajst-29931	123	8	task	task	NOUN
ajst-29931	123	9	requirements	requirement	NOUN
ajst-29931	123	10	,	,	PUNCT
ajst-29931	123	11	dataset	dataset	NOUN
ajst-29931	123	12	scale	scale	NOUN
ajst-29931	123	13	,	,	PUNCT
ajst-29931	123	14	and	and	CCONJ
ajst-29931	123	15	action	action	NOUN
ajst-29931	123	16	complexity.[3	complexity.[3	NOUN
ajst-29931	123	17	]	]	X
ajst-29931	123	18	3.2	3.2	NUM
ajst-29931	123	19	.	.	PUNCT
ajst-29931	124	1	slowfast	slowfast	ADJ
ajst-29931	124	2	model	model	NOUN
ajst-29931	124	3	training	train	VERB
ajst-29931	124	4	the	the	DET
ajst-29931	124	5	computational	computational	ADJ
ajst-29931	124	6	platform	platform	NOUN
ajst-29931	124	7	used	use	VERB
ajst-29931	124	8	in	in	ADP
ajst-29931	124	9	this	this	DET
ajst-29931	124	10	research	research	NOUN
ajst-29931	124	11	is	be	AUX
ajst-29931	124	12	configured	configure	VERB
ajst-29931	124	13	as	as	SCONJ
ajst-29931	124	14	follows	follow	VERB
ajst-29931	124	15	:	:	PUNCT
ajst-29931	124	16	the	the	DET
ajst-29931	124	17	gpu	gpu	NOUN
ajst-29931	124	18	is	be	AUX
ajst-29931	124	19	the	the	DET
ajst-29931	124	20	nvidia	nvidia	PROPN
ajst-29931	124	21	geforce	geforce	NOUN
ajst-29931	124	22	rtx	rtx	PROPN
ajst-29931	124	23	4060	4060	NUM
ajst-29931	124	24	,	,	PUNCT
ajst-29931	124	25	which	which	PRON
ajst-29931	124	26	boasts	boast	VERB
ajst-29931	124	27	powerful	powerful	ADJ
ajst-29931	124	28	graphics	graphic	NOUN
ajst-29931	124	29	processing	processing	NOUN
ajst-29931	124	30	capabilities	capability	NOUN
ajst-29931	124	31	,	,	PUNCT
ajst-29931	124	32	suitable	suitable	ADJ
ajst-29931	124	33	for	for	ADP
ajst-29931	124	34	large	large	ADJ
ajst-29931	124	35	-	-	PUNCT
ajst-29931	124	36	scale	scale	NOUN
ajst-29931	124	37	deep	deep	ADJ
ajst-29931	124	38	learning	learning	NOUN
ajst-29931	124	39	tasks	task	NOUN
ajst-29931	124	40	and	and	CCONJ
ajst-29931	124	41	image	image	NOUN
ajst-29931	124	42	processing	processing	NOUN
ajst-29931	124	43	applications	application	NOUN
ajst-29931	124	44	.	.	PUNCT
ajst-29931	125	1	the	the	DET
ajst-29931	125	2	processor	processor	NOUN
ajst-29931	125	3	is	be	AUX
ajst-29931	125	4	the	the	DET
ajst-29931	125	5	intel	intel	PROPN
ajst-29931	125	6	core	core	PROPN
ajst-29931	125	7	i913900hx	i913900hx	PROPN
ajst-29931	125	8	,	,	PUNCT
ajst-29931	125	9	offering	offer	VERB
ajst-29931	125	10	high	high	ADJ
ajst-29931	125	11	frequencies	frequency	NOUN
ajst-29931	125	12	and	and	CCONJ
ajst-29931	125	13	a	a	DET
ajst-29931	125	14	multi	multi	ADJ
ajst-29931	125	15	-	-	ADJ
ajst-29931	125	16	core	core	ADJ
ajst-29931	125	17	architecture	architecture	NOUN
ajst-29931	125	18	that	that	PRON
ajst-29931	125	19	delivers	deliver	VERB
ajst-29931	125	20	exceptional	exceptional	ADJ
ajst-29931	125	21	computational	computational	ADJ
ajst-29931	125	22	performance	performance	NOUN
ajst-29931	125	23	,	,	PUNCT
ajst-29931	125	24	especially	especially	ADV
ajst-29931	125	25	for	for	ADP
ajst-29931	125	26	high	high	ADJ
ajst-29931	125	27	-	-	PUNCT
ajst-29931	125	28	concurrency	concurrency	NOUN
ajst-29931	125	29	computing	computing	NOUN
ajst-29931	125	30	and	and	CCONJ
ajst-29931	125	31	complex	complex	ADJ
ajst-29931	125	32	algorithmic	algorithmic	ADJ
ajst-29931	125	33	operations	operation	NOUN
ajst-29931	125	34	.	.	PUNCT
ajst-29931	126	1	the	the	DET
ajst-29931	126	2	deep	deep	ADJ
ajst-29931	126	3	learning	learning	NOUN
ajst-29931	126	4	framework	framework	NOUN
ajst-29931	126	5	used	use	VERB
ajst-29931	126	6	is	be	AUX
ajst-29931	126	7	pytorch	pytorch	NOUN
ajst-29931	126	8	1.10.1	1.10.1	NUM
ajst-29931	126	9	,	,	PUNCT
ajst-29931	126	10	supporting	support	VERB
ajst-29931	126	11	various	various	ADJ
ajst-29931	126	12	advanced	advanced	ADJ
ajst-29931	126	13	deep	deep	ADJ
ajst-29931	126	14	learning	learning	NOUN
ajst-29931	126	15	models	model	NOUN
ajst-29931	126	16	and	and	CCONJ
ajst-29931	126	17	efficient	efficient	ADJ
ajst-29931	126	18	gpu	gpu	NOUN
ajst-29931	126	19	acceleration	acceleration	NOUN
ajst-29931	126	20	,	,	PUNCT
ajst-29931	126	21	ideal	ideal	ADJ
ajst-29931	126	22	for	for	ADP
ajst-29931	126	23	large	large	ADJ
ajst-29931	126	24	-	-	PUNCT
ajst-29931	126	25	scale	scale	NOUN
ajst-29931	126	26	data	datum	NOUN
ajst-29931	126	27	training	training	NOUN
ajst-29931	126	28	and	and	CCONJ
ajst-29931	126	29	model	model	NOUN
ajst-29931	126	30	optimization	optimization	NOUN
ajst-29931	126	31	.	.	PUNCT
ajst-29931	127	1	during	during	ADP
ajst-29931	127	2	slowfast	slowfast	ADJ
ajst-29931	127	3	model	model	NOUN
ajst-29931	127	4	training	training	NOUN
ajst-29931	127	5	,	,	PUNCT
ajst-29931	127	6	hyperparameter	hyperparameter	NOUN
ajst-29931	127	7	tuning	tuning	NOUN
ajst-29931	127	8	and	and	CCONJ
ajst-29931	127	9	training	training	NOUN
ajst-29931	127	10	techniques	technique	NOUN
ajst-29931	127	11	are	be	AUX
ajst-29931	127	12	critical	critical	ADJ
ajst-29931	127	13	for	for	ADP
ajst-29931	127	14	enhancing	enhance	VERB
ajst-29931	127	15	model	model	NOUN
ajst-29931	127	16	performance	performance	NOUN
ajst-29931	127	17	.	.	PUNCT
ajst-29931	128	1	proper	proper	ADJ
ajst-29931	128	2	hyperparameter	hyperparameter	NOUN
ajst-29931	128	3	settings	setting	NOUN
ajst-29931	128	4	improve	improve	VERB
ajst-29931	128	5	the	the	DET
ajst-29931	128	6	model	model	NOUN
ajst-29931	128	7	's	's	PART
ajst-29931	128	8	accuracy	accuracy	NOUN
ajst-29931	128	9	,	,	PUNCT
ajst-29931	128	10	robustness	robustness	NOUN
ajst-29931	128	11	,	,	PUNCT
ajst-29931	128	12	and	and	CCONJ
ajst-29931	128	13	generalization	generalization	NOUN
ajst-29931	128	14	capability	capability	NOUN
ajst-29931	128	15	.	.	PUNCT
ajst-29931	129	1	this	this	DET
ajst-29931	129	2	experiment	experiment	NOUN
ajst-29931	129	3	employed	employ	VERB
ajst-29931	129	4	cosine	cosine	NOUN
ajst-29931	129	5	annealing	annealing	NOUN
ajst-29931	129	6	and	and	CCONJ
ajst-29931	129	7	warm	warm	ADJ
ajst-29931	129	8	-	-	PUNCT
ajst-29931	129	9	up	up	ADP
ajst-29931	129	10	strategies	strategy	NOUN
ajst-29931	129	11	to	to	PART
ajst-29931	129	12	adjust	adjust	VERB
ajst-29931	129	13	the	the	DET
ajst-29931	129	14	learning	learning	NOUN
ajst-29931	129	15	rate	rate	NOUN
ajst-29931	129	16	,	,	PUNCT
ajst-29931	129	17	which	which	PRON
ajst-29931	129	18	gradually	gradually	ADV
ajst-29931	129	19	decreases	decrease	VERB
ajst-29931	129	20	over	over	ADP
ajst-29931	129	21	training	training	NOUN
ajst-29931	129	22	.	.	PUNCT
ajst-29931	130	1	this	this	DET
ajst-29931	130	2	learning	learning	NOUN
ajst-29931	130	3	rate	rate	NOUN
ajst-29931	130	4	scheduling	scheduling	NOUN
ajst-29931	130	5	method	method	NOUN
ajst-29931	130	6	helps	help	VERB
ajst-29931	130	7	avoid	avoid	VERB
ajst-29931	130	8	oscillations	oscillation	NOUN
ajst-29931	130	9	from	from	ADP
ajst-29931	130	10	an	an	DET
ajst-29931	130	11	overly	overly	ADV
ajst-29931	130	12	high	high	ADJ
ajst-29931	130	13	learning	learning	NOUN
ajst-29931	130	14	rate	rate	NOUN
ajst-29931	130	15	in	in	ADP
ajst-29931	130	16	later	later	ADJ
ajst-29931	130	17	stages	stage	NOUN
ajst-29931	130	18	,	,	PUNCT
ajst-29931	130	19	enhancing	enhance	VERB
ajst-29931	130	20	convergence	convergence	NOUN
ajst-29931	130	21	speed	speed	NOUN
ajst-29931	130	22	and	and	CCONJ
ajst-29931	130	23	stability	stability	NOUN
ajst-29931	130	24	.	.	PUNCT
ajst-29931	131	1	additionally	additionally	ADV
ajst-29931	131	2	,	,	PUNCT
ajst-29931	131	3	the	the	DET
ajst-29931	131	4	batch	batch	NOUN
ajst-29931	131	5	size	size	NOUN
ajst-29931	131	6	was	be	AUX
ajst-29931	131	7	set	set	VERB
ajst-29931	131	8	to	to	ADP
ajst-29931	131	9	16	16	NUM
ajst-29931	131	10	,	,	PUNCT
ajst-29931	131	11	balancing	balance	VERB
ajst-29931	131	12	training	training	NOUN
ajst-29931	131	13	efficiency	efficiency	NOUN
ajst-29931	131	14	and	and	CCONJ
ajst-29931	131	15	model	model	NOUN
ajst-29931	131	16	generalization	generalization	NOUN
ajst-29931	131	17	.	.	PUNCT
ajst-29931	132	1	smaller	small	ADJ
ajst-29931	132	2	batch	batch	NOUN
ajst-29931	132	3	sizes	size	NOUN
ajst-29931	132	4	help	help	VERB
ajst-29931	132	5	prevent	prevent	VERB
ajst-29931	132	6	overfitting	overfitting	NOUN
ajst-29931	132	7	and	and	CCONJ
ajst-29931	132	8	improve	improve	VERB
ajst-29931	132	9	the	the	DET
ajst-29931	132	10	model	model	NOUN
ajst-29931	132	11	’s	’s	PART
ajst-29931	132	12	adaptability	adaptability	NOUN
ajst-29931	132	13	to	to	PART
ajst-29931	132	14	noise	noise	VERB
ajst-29931	132	15	in	in	ADP
ajst-29931	132	16	the	the	DET
ajst-29931	132	17	data	datum	NOUN
ajst-29931	132	18	.	.	PUNCT
ajst-29931	133	1	the	the	DET
ajst-29931	133	2	adam	adam	PROPN
ajst-29931	133	3	optimizer	optimizer	NOUN
ajst-29931	133	4	was	be	AUX
ajst-29931	133	5	used	use	VERB
ajst-29931	133	6	,	,	PUNCT
ajst-29931	133	7	which	which	PRON
ajst-29931	133	8	adaptively	adaptively	ADV
ajst-29931	133	9	adjusts	adjust	VERB
ajst-29931	133	10	the	the	DET
ajst-29931	133	11	learning	learning	NOUN
ajst-29931	133	12	rate	rate	NOUN
ajst-29931	133	13	for	for	ADP
ajst-29931	133	14	each	each	DET
ajst-29931	133	15	parameter	parameter	NOUN
ajst-29931	133	16	through	through	ADP
ajst-29931	133	17	estimates	estimate	NOUN
ajst-29931	133	18	of	of	ADP
ajst-29931	133	19	the	the	DET
ajst-29931	133	20	first	first	ADJ
ajst-29931	133	21	and	and	CCONJ
ajst-29931	133	22	second	second	ADJ
ajst-29931	133	23	moments	moment	NOUN
ajst-29931	133	24	,	,	PUNCT
ajst-29931	133	25	accelerating	accelerate	VERB
ajst-29931	133	26	training	training	NOUN
ajst-29931	133	27	and	and	CCONJ
ajst-29931	133	28	effectively	effectively	ADV
ajst-29931	133	29	preventing	prevent	VERB
ajst-29931	133	30	gradient	gradient	ADJ
ajst-29931	133	31	vanishing	vanishing	NOUN
ajst-29931	133	32	or	or	CCONJ
ajst-29931	133	33	explosion	explosion	NOUN
ajst-29931	133	34	issues	issue	NOUN
ajst-29931	133	35	.	.	PUNCT
ajst-29931	134	1	the	the	DET
ajst-29931	134	2	adam	adam	PROPN
ajst-29931	134	3	optimizer	optimizer	NOUN
ajst-29931	134	4	demonstrated	demonstrate	VERB
ajst-29931	134	5	excellent	excellent	ADJ
ajst-29931	134	6	stability	stability	NOUN
ajst-29931	134	7	and	and	CCONJ
ajst-29931	134	8	robustness	robustness	NOUN
ajst-29931	134	9	in	in	ADP
ajst-29931	134	10	this	this	DET
ajst-29931	134	11	training	training	NOUN
ajst-29931	134	12	.	.	PUNCT
ajst-29931	135	1	to	to	PART
ajst-29931	135	2	avoid	avoid	VERB
ajst-29931	135	3	overfitting	overfitte	VERB
ajst-29931	135	4	,	,	PUNCT
ajst-29931	135	5	l2	l2	NOUN
ajst-29931	135	6	regularization	regularization	NOUN
ajst-29931	135	7	(	(	PUNCT
ajst-29931	135	8	weight	weight	NOUN
ajst-29931	135	9	decay	decay	NOUN
ajst-29931	135	10	)	)	PUNCT
ajst-29931	135	11	was	be	AUX
ajst-29931	135	12	209	209	NUM
ajst-29931	135	13	also	also	ADV
ajst-29931	135	14	employed	employ	VERB
ajst-29931	135	15	.	.	PUNCT
ajst-29931	136	1	l2	l2	NOUN
ajst-29931	136	2	regularization	regularization	NOUN
ajst-29931	136	3	penalizes	penalize	NOUN
ajst-29931	136	4	overly	overly	ADV
ajst-29931	136	5	large	large	ADJ
ajst-29931	136	6	weights	weight	NOUN
ajst-29931	136	7	,	,	PUNCT
ajst-29931	136	8	encouraging	encourage	VERB
ajst-29931	136	9	the	the	DET
ajst-29931	136	10	model	model	NOUN
ajst-29931	136	11	to	to	PART
ajst-29931	136	12	learn	learn	VERB
ajst-29931	136	13	simpler	simple	ADJ
ajst-29931	136	14	and	and	CCONJ
ajst-29931	136	15	more	more	ADV
ajst-29931	136	16	generalizable	generalizable	ADJ
ajst-29931	136	17	feature	feature	NOUN
ajst-29931	136	18	representations	representation	NOUN
ajst-29931	136	19	.	.	PUNCT
ajst-29931	137	1	the	the	DET
ajst-29931	137	2	regularization	regularization	NOUN
ajst-29931	137	3	coefficient	coefficient	NOUN
ajst-29931	137	4	was	be	AUX
ajst-29931	137	5	set	set	VERB
ajst-29931	137	6	to	to	ADP
ajst-29931	137	7	1e-5	1e-5	NUM
ajst-29931	137	8	,	,	PUNCT
ajst-29931	137	9	which	which	PRON
ajst-29931	137	10	was	be	AUX
ajst-29931	137	11	verified	verify	VERB
ajst-29931	137	12	experimentally	experimentally	ADV
ajst-29931	137	13	to	to	AUX
ajst-29931	137	14	effectively	effectively	ADV
ajst-29931	137	15	control	control	VERB
ajst-29931	137	16	overfitting	overfitte	VERB
ajst-29931	137	17	risk	risk	NOUN
ajst-29931	137	18	while	while	SCONJ
ajst-29931	137	19	maintaining	maintain	VERB
ajst-29931	137	20	the	the	DET
ajst-29931	137	21	model	model	NOUN
ajst-29931	137	22	’s	’s	PART
ajst-29931	137	23	learning	learning	NOUN
ajst-29931	137	24	ability	ability	NOUN
ajst-29931	137	25	.	.	PUNCT
ajst-29931	138	1	additionally	additionally	ADV
ajst-29931	138	2	,	,	PUNCT
ajst-29931	138	3	to	to	PART
ajst-29931	138	4	address	address	VERB
ajst-29931	138	5	class	class	NOUN
ajst-29931	138	6	imbalance	imbalance	NOUN
ajst-29931	138	7	in	in	ADP
ajst-29931	138	8	the	the	DET
ajst-29931	138	9	dataset	dataset	NOUN
ajst-29931	138	10	,	,	PUNCT
ajst-29931	138	11	focal	focal	ADJ
ajst-29931	138	12	loss	loss	NOUN
ajst-29931	138	13	was	be	AUX
ajst-29931	138	14	used	use	VERB
ajst-29931	138	15	as	as	ADP
ajst-29931	138	16	the	the	DET
ajst-29931	138	17	loss	loss	NOUN
ajst-29931	138	18	function	function	NOUN
ajst-29931	138	19	.	.	PUNCT
ajst-29931	139	1	focal	focal	ADJ
ajst-29931	139	2	loss	loss	NOUN
ajst-29931	139	3	increases	increase	VERB
ajst-29931	139	4	the	the	DET
ajst-29931	139	5	weight	weight	NOUN
ajst-29931	139	6	of	of	ADP
ajst-29931	139	7	hard	hard	ADJ
ajst-29931	139	8	-	-	PUNCT
ajst-29931	139	9	to	to	PART
ajst-29931	139	10	-	-	PUNCT
ajst-29931	139	11	classify	classify	VERB
ajst-29931	139	12	samples	sample	NOUN
ajst-29931	139	13	and	and	CCONJ
ajst-29931	139	14	decreases	decrease	VERB
ajst-29931	139	15	the	the	DET
ajst-29931	139	16	weight	weight	NOUN
ajst-29931	139	17	of	of	ADP
ajst-29931	139	18	easy	easy	ADJ
ajst-29931	139	19	-	-	PUNCT
ajst-29931	139	20	to	to	PART
ajst-29931	139	21	-	-	PUNCT
ajst-29931	139	22	classify	classify	VERB
ajst-29931	139	23	samples	sample	NOUN
ajst-29931	139	24	,	,	PUNCT
ajst-29931	139	25	making	make	VERB
ajst-29931	139	26	the	the	DET
ajst-29931	139	27	model	model	NOUN
ajst-29931	139	28	focus	focus	VERB
ajst-29931	139	29	more	more	ADV
ajst-29931	139	30	on	on	ADP
ajst-29931	139	31	difficult	difficult	ADJ
ajst-29931	139	32	samples	sample	NOUN
ajst-29931	139	33	and	and	CCONJ
ajst-29931	139	34	improving	improve	VERB
ajst-29931	139	35	classification	classification	NOUN
ajst-29931	139	36	performance	performance	NOUN
ajst-29931	139	37	.	.	PUNCT
ajst-29931	140	1	lastly	lastly	ADV
ajst-29931	140	2	,	,	PUNCT
ajst-29931	140	3	the	the	DET
ajst-29931	140	4	model	model	NOUN
ajst-29931	140	5	was	be	AUX
ajst-29931	140	6	initialized	initialize	VERB
ajst-29931	140	7	using	use	VERB
ajst-29931	140	8	the	the	DET
ajst-29931	140	9	kinetics-400	kinetics-400	NOUN
ajst-29931	140	10	pre	pre	ADJ
ajst-29931	140	11	-	-	ADJ
ajst-29931	140	12	trained	train	VERB
ajst-29931	140	13	model	model	NOUN
ajst-29931	140	14	.	.	PUNCT
ajst-29931	141	1	kinetics-400	kinetics-400	NOUN
ajst-29931	141	2	is	be	AUX
ajst-29931	141	3	a	a	DET
ajst-29931	141	4	large	large	ADJ
ajst-29931	141	5	-	-	PUNCT
ajst-29931	141	6	scale	scale	NOUN
ajst-29931	141	7	video	video	NOUN
ajst-29931	141	8	dataset	dataset	NOUN
ajst-29931	141	9	,	,	PUNCT
ajst-29931	141	10	and	and	CCONJ
ajst-29931	141	11	the	the	DET
ajst-29931	141	12	pre	pre	ADJ
ajst-29931	141	13	-	-	ADJ
ajst-29931	141	14	trained	trained	ADJ
ajst-29931	141	15	weights	weight	NOUN
ajst-29931	141	16	provided	provide	VERB
ajst-29931	141	17	strong	strong	ADJ
ajst-29931	141	18	support	support	NOUN
ajst-29931	141	19	for	for	ADP
ajst-29931	141	20	the	the	DET
ajst-29931	141	21	model	model	NOUN
ajst-29931	141	22	,	,	PUNCT
ajst-29931	141	23	helping	help	VERB
ajst-29931	141	24	accelerate	accelerate	VERB
ajst-29931	141	25	convergence	convergence	NOUN
ajst-29931	141	26	and	and	CCONJ
ajst-29931	141	27	improve	improve	VERB
ajst-29931	141	28	performance	performance	NOUN
ajst-29931	141	29	.	.	PUNCT
ajst-29931	142	1	in	in	ADP
ajst-29931	142	2	summary	summary	NOUN
ajst-29931	142	3	,	,	PUNCT
ajst-29931	142	4	this	this	DET
ajst-29931	142	5	experiment	experiment	NOUN
ajst-29931	142	6	applied	apply	VERB
ajst-29931	142	7	appropriate	appropriate	ADJ
ajst-29931	142	8	hyperparameter	hyperparameter	NOUN
ajst-29931	142	9	tuning	tuning	NOUN
ajst-29931	142	10	and	and	CCONJ
ajst-29931	142	11	training	training	NOUN
ajst-29931	142	12	techniques	technique	NOUN
ajst-29931	142	13	to	to	PART
ajst-29931	142	14	enhance	enhance	VERB
ajst-29931	142	15	the	the	DET
ajst-29931	142	16	performance	performance	NOUN
ajst-29931	142	17	of	of	ADP
ajst-29931	142	18	the	the	DET
ajst-29931	142	19	slowfast	slowfast	ADJ
ajst-29931	142	20	model	model	NOUN
ajst-29931	142	21	in	in	ADP
ajst-29931	142	22	video	video	NOUN
ajst-29931	142	23	behavior	behavior	NOUN
ajst-29931	142	24	recognition	recognition	NOUN
ajst-29931	142	25	tasks	task	NOUN
ajst-29931	142	26	,	,	PUNCT
ajst-29931	142	27	ensuring	ensure	VERB
ajst-29931	142	28	the	the	DET
ajst-29931	142	29	model	model	NOUN
ajst-29931	142	30	's	's	PART
ajst-29931	142	31	stability	stability	NOUN
ajst-29931	142	32	and	and	CCONJ
ajst-29931	142	33	generalization	generalization	NOUN
ajst-29931	142	34	capability	capability	NOUN
ajst-29931	142	35	.	.	PUNCT
ajst-29931	143	1	4	4	X
ajst-29931	143	2	.	.	NOUN
ajst-29931	143	3	results	result	NOUN
ajst-29931	143	4	and	and	CCONJ
ajst-29931	143	5	discussion	discussion	NOUN
ajst-29931	143	6	4.1	4.1	NUM
ajst-29931	143	7	.	.	PUNCT
ajst-29931	144	1	performance	performance	NOUN
ajst-29931	144	2	of	of	ADP
ajst-29931	144	3	the	the	DET
ajst-29931	144	4	slowfast	slowfast	ADJ
ajst-29931	144	5	model	model	NOUN
ajst-29931	144	6	in	in	ADP
ajst-29931	144	7	the	the	DET
ajst-29931	144	8	experiment	experiment	NOUN
ajst-29931	144	9	,	,	PUNCT
ajst-29931	144	10	the	the	DET
ajst-29931	144	11	slowfast	slowfast	ADJ
ajst-29931	144	12	model	model	NOUN
ajst-29931	144	13	was	be	AUX
ajst-29931	144	14	trained	train	VERB
ajst-29931	144	15	and	and	CCONJ
ajst-29931	144	16	tested	test	VERB
ajst-29931	144	17	on	on	ADP
ajst-29931	144	18	various	various	ADJ
ajst-29931	144	19	video	video	NOUN
ajst-29931	144	20	datasets	dataset	NOUN
ajst-29931	144	21	,	,	PUNCT
ajst-29931	144	22	demonstrating	demonstrate	VERB
ajst-29931	144	23	high	high	ADJ
ajst-29931	144	24	accuracy	accuracy	NOUN
ajst-29931	144	25	and	and	CCONJ
ajst-29931	144	26	robustness	robustness	NOUN
ajst-29931	144	27	.	.	PUNCT
ajst-29931	145	1	especially	especially	ADV
ajst-29931	145	2	in	in	ADP
ajst-29931	145	3	complex	complex	ADJ
ajst-29931	145	4	and	and	CCONJ
ajst-29931	145	5	dynamically	dynamically	ADV
ajst-29931	145	6	changing	change	VERB
ajst-29931	145	7	video	video	NOUN
ajst-29931	145	8	scenes	scene	NOUN
ajst-29931	145	9	,	,	PUNCT
ajst-29931	145	10	slowfast	slowfast	VERB
ajst-29931	145	11	effectively	effectively	ADV
ajst-29931	145	12	distinguishes	distinguish	VERB
ajst-29931	145	13	between	between	ADP
ajst-29931	145	14	different	different	ADJ
ajst-29931	145	15	types	type	NOUN
ajst-29931	145	16	of	of	ADP
ajst-29931	145	17	actions	action	NOUN
ajst-29931	145	18	and	and	CCONJ
ajst-29931	145	19	maintains	maintain	VERB
ajst-29931	145	20	high	high	ADJ
ajst-29931	145	21	recognition	recognition	NOUN
ajst-29931	145	22	accuracy	accuracy	NOUN
ajst-29931	145	23	when	when	SCONJ
ajst-29931	145	24	processing	processing	NOUN
ajst-29931	145	25	videos	video	NOUN
ajst-29931	145	26	with	with	ADP
ajst-29931	145	27	long	long	ADJ
ajst-29931	145	28	time	time	NOUN
ajst-29931	145	29	spans	span	NOUN
ajst-29931	145	30	.	.	PUNCT
ajst-29931	146	1	by	by	ADP
ajst-29931	146	2	optimizing	optimize	VERB
ajst-29931	146	3	the	the	DET
ajst-29931	146	4	model	model	NOUN
ajst-29931	146	5	's	's	PART
ajst-29931	146	6	hyperparameters	hyperparameter	NOUN
ajst-29931	146	7	,	,	PUNCT
ajst-29931	146	8	incorporating	incorporate	VERB
ajst-29931	146	9	data	datum	NOUN
ajst-29931	146	10	augmentation	augmentation	NOUN
ajst-29931	146	11	,	,	PUNCT
ajst-29931	146	12	and	and	CCONJ
ajst-29931	146	13	using	use	VERB
ajst-29931	146	14	pre	pre	ADJ
ajst-29931	146	15	-	-	ADJ
ajst-29931	146	16	trained	train	VERB
ajst-29931	146	17	models	model	NOUN
ajst-29931	146	18	,	,	PUNCT
ajst-29931	146	19	the	the	DET
ajst-29931	146	20	performance	performance	NOUN
ajst-29931	146	21	of	of	ADP
ajst-29931	146	22	action	action	NOUN
ajst-29931	146	23	recognition	recognition	NOUN
ajst-29931	146	24	was	be	AUX
ajst-29931	146	25	further	far	ADV
ajst-29931	146	26	enhanced	enhance	VERB
ajst-29931	146	27	.	.	PUNCT
ajst-29931	147	1	compared	compare	VERB
ajst-29931	147	2	to	to	ADP
ajst-29931	147	3	traditional	traditional	ADJ
ajst-29931	147	4	single	single	ADJ
ajst-29931	147	5	-	-	PUNCT
ajst-29931	147	6	stream	stream	NOUN
ajst-29931	147	7	networks	network	NOUN
ajst-29931	147	8	,	,	PUNCT
ajst-29931	147	9	the	the	DET
ajst-29931	147	10	slowfast	slowfast	NOUN
ajst-29931	147	11	model	model	NOUN
ajst-29931	147	12	exhibits	exhibit	VERB
ajst-29931	147	13	superior	superior	ADJ
ajst-29931	147	14	performance	performance	NOUN
ajst-29931	147	15	when	when	SCONJ
ajst-29931	147	16	handling	handle	VERB
ajst-29931	147	17	videos	video	NOUN
ajst-29931	147	18	with	with	ADP
ajst-29931	147	19	complex	complex	ADJ
ajst-29931	147	20	actions	action	NOUN
ajst-29931	147	21	and	and	CCONJ
ajst-29931	147	22	multi	multi	ADJ
ajst-29931	147	23	-	-	ADJ
ajst-29931	147	24	level	level	ADJ
ajst-29931	147	25	dynamics	dynamic	NOUN
ajst-29931	147	26	.	.	PUNCT
ajst-29931	148	1	this	this	PRON
ajst-29931	148	2	is	be	AUX
ajst-29931	148	3	particularly	particularly	ADV
ajst-29931	148	4	evident	evident	ADJ
ajst-29931	148	5	in	in	ADP
ajst-29931	148	6	its	its	PRON
ajst-29931	148	7	ability	ability	NOUN
ajst-29931	148	8	to	to	PART
ajst-29931	148	9	balance	balance	VERB
ajst-29931	148	10	the	the	DET
ajst-29931	148	11	capture	capture	NOUN
ajst-29931	148	12	of	of	ADP
ajst-29931	148	13	high	high	ADJ
ajst-29931	148	14	-	-	PUNCT
ajst-29931	148	15	frequency	frequency	NOUN
ajst-29931	148	16	details	detail	NOUN
ajst-29931	148	17	and	and	CCONJ
ajst-29931	148	18	low	low	ADJ
ajst-29931	148	19	-	-	PUNCT
ajst-29931	148	20	frequency	frequency	NOUN
ajst-29931	148	21	background	background	NOUN
ajst-29931	148	22	information	information	NOUN
ajst-29931	148	23	.	.	PUNCT
ajst-29931	149	1	as	as	ADP
ajst-29931	149	2	a	a	DET
ajst-29931	149	3	result	result	NOUN
ajst-29931	149	4	,	,	PUNCT
ajst-29931	149	5	the	the	DET
ajst-29931	149	6	slowfast	slowfast	NOUN
ajst-29931	149	7	model	model	NOUN
ajst-29931	149	8	has	have	AUX
ajst-29931	149	9	proven	prove	VERB
ajst-29931	149	10	to	to	PART
ajst-29931	149	11	be	be	AUX
ajst-29931	149	12	an	an	DET
ajst-29931	149	13	efficient	efficient	ADJ
ajst-29931	149	14	and	and	CCONJ
ajst-29931	149	15	powerful	powerful	ADJ
ajst-29931	149	16	solution	solution	NOUN
ajst-29931	149	17	for	for	ADP
ajst-29931	149	18	various	various	ADJ
ajst-29931	149	19	action	action	NOUN
ajst-29931	149	20	recognition	recognition	NOUN
ajst-29931	149	21	tasks	task	NOUN
ajst-29931	149	22	,	,	PUNCT
ajst-29931	149	23	particularly	particularly	ADV
ajst-29931	149	24	in	in	ADP
ajst-29931	149	25	applications	application	NOUN
ajst-29931	149	26	requiring	require	VERB
ajst-29931	149	27	long	long	ADJ
ajst-29931	149	28	-	-	PUNCT
ajst-29931	149	29	term	term	NOUN
ajst-29931	149	30	dependencies	dependency	NOUN
ajst-29931	149	31	and	and	CCONJ
ajst-29931	149	32	fine	fine	ADV
ajst-29931	149	33	-	-	PUNCT
ajst-29931	149	34	grained	grain	VERB
ajst-29931	149	35	action	action	NOUN
ajst-29931	149	36	recognition	recognition	NOUN
ajst-29931	149	37	,	,	PUNCT
ajst-29931	149	38	such	such	ADJ
ajst-29931	149	39	as	as	ADP
ajst-29931	149	40	sports	sport	NOUN
ajst-29931	149	41	video	video	NOUN
ajst-29931	149	42	analysis	analysis	NOUN
ajst-29931	149	43	,	,	PUNCT
ajst-29931	149	44	security	security	NOUN
ajst-29931	149	45	monitoring	monitoring	NOUN
ajst-29931	149	46	,	,	PUNCT
ajst-29931	149	47	and	and	CCONJ
ajst-29931	149	48	human	human	ADJ
ajst-29931	149	49	-	-	PUNCT
ajst-29931	149	50	computer	computer	NOUN
ajst-29931	149	51	interaction	interaction	NOUN
ajst-29931	149	52	.	.	PUNCT
ajst-29931	150	1	the	the	DET
ajst-29931	150	2	following	follow	VERB
ajst-29931	150	3	figure	figure	NOUN
ajst-29931	150	4	illustrates	illustrate	VERB
ajst-29931	150	5	the	the	DET
ajst-29931	150	6	recognition	recognition	NOUN
ajst-29931	150	7	performance	performance	NOUN
ajst-29931	150	8	of	of	ADP
ajst-29931	150	9	the	the	DET
ajst-29931	150	10	slowfast	slowfast	ADJ
ajst-29931	150	11	model	model	NOUN
ajst-29931	150	12	.	.	PUNCT
ajst-29931	151	1	figure	figure	VERB
ajst-29931	151	2	4	4	NUM
ajst-29931	151	3	-	-	SYM
ajst-29931	151	4	1	1	NUM
ajst-29931	151	5	.	.	PUNCT
ajst-29931	151	6	recognition	recognition	NOUN
ajst-29931	151	7	performance	performance	NOUN
ajst-29931	151	8	of	of	ADP
ajst-29931	151	9	the	the	DET
ajst-29931	151	10	improved	improved	ADJ
ajst-29931	151	11	slowfast	slowfast	NOUN
ajst-29931	151	12	model	model	NOUN
ajst-29931	151	13	in	in	ADP
ajst-29931	151	14	scenarios	scenario	NOUN
ajst-29931	151	15	4.2	4.2	NUM
ajst-29931	151	16	.	.	PUNCT
ajst-29931	152	1	deep	deep	ADJ
ajst-29931	152	2	learning	learning	NOUN
ajst-29931	152	3	-	-	PUNCT
ajst-29931	152	4	based	base	VERB
ajst-29931	152	5	cesium	cesium	NOUN
ajst-29931	152	6	video	video	NOUN
ajst-29931	152	7	gis	gis	PROPN
ajst-29931	152	8	behavior	behavior	NOUN
ajst-29931	152	9	recognition	recognition	NOUN
ajst-29931	152	10	this	this	DET
ajst-29931	152	11	paper	paper	NOUN
ajst-29931	152	12	designs	design	NOUN
ajst-29931	152	13	and	and	CCONJ
ajst-29931	152	14	develops	develop	VERB
ajst-29931	152	15	a	a	DET
ajst-29931	152	16	behavior	behavior	NOUN
ajst-29931	152	17	recognition	recognition	NOUN
ajst-29931	152	18	system	system	NOUN
ajst-29931	152	19	based	base	VERB
ajst-29931	152	20	on	on	ADP
ajst-29931	152	21	slowfast	slowfast	NOUN
ajst-29931	152	22	for	for	ADP
ajst-29931	152	23	cesium	cesium	NOUN
ajst-29931	152	24	video	video	NOUN
ajst-29931	152	25	gis	gis	NOUN
ajst-29931	152	26	,	,	PUNCT
ajst-29931	152	27	as	as	SCONJ
ajst-29931	152	28	shown	show	VERB
ajst-29931	152	29	in	in	ADP
ajst-29931	152	30	figure	figure	NOUN
ajst-29931	152	31	4	4	NUM
ajst-29931	152	32	-	-	SYM
ajst-29931	152	33	2	2	NUM
ajst-29931	152	34	.	.	PUNCT
ajst-29931	152	35	figure	figure	VERB
ajst-29931	152	36	4	4	NUM
ajst-29931	152	37	-	-	SYM
ajst-29931	152	38	2	2	NUM
ajst-29931	152	39	.	.	PUNCT
ajst-29931	153	1	interface	interface	NOUN
ajst-29931	153	2	of	of	ADP
ajst-29931	153	3	the	the	DET
ajst-29931	153	4	slowfast	slowfast	ADV
ajst-29931	153	5	-	-	PUNCT
ajst-29931	153	6	based	base	VERB
ajst-29931	153	7	cesium	cesium	NOUN
ajst-29931	153	8	video	video	NOUN
ajst-29931	153	9	gis	gis	PROPN
ajst-29931	153	10	behavior	behavior	NOUN
ajst-29931	153	11	recognition	recognition	NOUN
ajst-29931	153	12	system	system	NOUN
ajst-29931	153	13	(	(	PUNCT
ajst-29931	153	14	1	1	X
ajst-29931	153	15	)	)	PUNCT
ajst-29931	153	16	model	model	NOUN
ajst-29931	153	17	loading	loading	NOUN
ajst-29931	153	18	function	function	VERB
ajst-29931	153	19	the	the	DET
ajst-29931	153	20	slowfast	slowfast	ADV
ajst-29931	153	21	-	-	PUNCT
ajst-29931	153	22	based	base	VERB
ajst-29931	153	23	cesium	cesium	NOUN
ajst-29931	153	24	video	video	NOUN
ajst-29931	153	25	gis	gis	PROPN
ajst-29931	153	26	behavior	behavior	NOUN
ajst-29931	153	27	recognition	recognition	NOUN
ajst-29931	153	28	system	system	NOUN
ajst-29931	153	29	includes	include	VERB
ajst-29931	153	30	a	a	DET
ajst-29931	153	31	model	model	NOUN
ajst-29931	153	32	loading	loading	NOUN
ajst-29931	153	33	module	module	NOUN
ajst-29931	153	34	.	.	PUNCT
ajst-29931	154	1	by	by	ADP
ajst-29931	154	2	clicking	click	VERB
ajst-29931	154	3	the	the	DET
ajst-29931	154	4	"	"	PUNCT
ajst-29931	154	5	load	load	NOUN
ajst-29931	154	6	model	model	NOUN
ajst-29931	154	7	"	"	PUNCT
ajst-29931	154	8	button	button	NOUN
ajst-29931	154	9	,	,	PUNCT
ajst-29931	154	10	users	user	NOUN
ajst-29931	154	11	can	can	AUX
ajst-29931	154	12	add	add	VERB
ajst-29931	154	13	3d	3d	NUM
ajst-29931	154	14	models	model	NOUN
ajst-29931	154	15	to	to	ADP
ajst-29931	154	16	the	the	DET
ajst-29931	154	17	scene	scene	NOUN
ajst-29931	154	18	.	.	PUNCT
ajst-29931	155	1	figure	figure	VERB
ajst-29931	155	2	4	4	NUM
ajst-29931	155	3	-	-	SYM
ajst-29931	155	4	3	3	NUM
ajst-29931	155	5	shows	show	VERB
ajst-29931	155	6	the	the	DET
ajst-29931	155	7	model	model	NOUN
ajst-29931	155	8	loading	loading	NOUN
ajst-29931	155	9	effect	effect	NOUN
ajst-29931	155	10	.	.	PUNCT
ajst-29931	156	1	figure	figure	VERB
ajst-29931	156	2	4	4	NUM
ajst-29931	156	3	-	-	SYM
ajst-29931	156	4	3	3	NUM
ajst-29931	156	5	.	.	PUNCT
ajst-29931	156	6	model	model	NOUN
ajst-29931	156	7	loading	loading	NOUN
ajst-29931	156	8	execution	execution	NOUN
ajst-29931	156	9	effect	effect	NOUN
ajst-29931	156	10	(	(	PUNCT
ajst-29931	156	11	2	2	X
ajst-29931	156	12	)	)	PUNCT
ajst-29931	156	13	video	video	NOUN
ajst-29931	156	14	loading	loading	NOUN
ajst-29931	156	15	function	function	VERB
ajst-29931	156	16	the	the	DET
ajst-29931	156	17	cesium	cesium	NOUN
ajst-29931	156	18	video	video	NOUN
ajst-29931	156	19	gis	gis	PROPN
ajst-29931	156	20	behavior	behavior	NOUN
ajst-29931	156	21	recognition	recognition	NOUN
ajst-29931	156	22	system	system	NOUN
ajst-29931	156	23	based	base	VERB
ajst-29931	156	24	on	on	ADP
ajst-29931	156	25	the	the	DET
ajst-29931	156	26	slowfast	slowfast	ADJ
ajst-29931	156	27	model	model	NOUN
ajst-29931	156	28	includes	include	VERB
ajst-29931	156	29	a	a	DET
ajst-29931	156	30	built	build	VERB
ajst-29931	156	31	-	-	PUNCT
ajst-29931	156	32	in	in	ADP
ajst-29931	156	33	video	video	NOUN
ajst-29931	156	34	loading	loading	NOUN
ajst-29931	156	35	module	module	NOUN
ajst-29931	156	36	.	.	PUNCT
ajst-29931	157	1	users	user	NOUN
ajst-29931	157	2	can	can	AUX
ajst-29931	157	3	simply	simply	ADV
ajst-29931	157	4	click	click	VERB
ajst-29931	157	5	the	the	DET
ajst-29931	157	6	"	"	PUNCT
ajst-29931	157	7	load	load	NOUN
ajst-29931	157	8	video	video	NOUN
ajst-29931	157	9	"	"	PUNCT
ajst-29931	157	10	button	button	NOUN
ajst-29931	157	11	to	to	PART
ajst-29931	157	12	directly	directly	ADV
ajst-29931	157	13	load	load	VERB
ajst-29931	157	14	the	the	DET
ajst-29931	157	15	video	video	NOUN
ajst-29931	157	16	into	into	ADP
ajst-29931	157	17	the	the	DET
ajst-29931	157	18	scene	scene	NOUN
ajst-29931	157	19	,	,	PUNCT
ajst-29931	157	20	displaying	display	VERB
ajst-29931	157	21	real	real	ADJ
ajst-29931	157	22	-	-	PUNCT
ajst-29931	157	23	time	time	NOUN
ajst-29931	157	24	behavior	behavior	NOUN
ajst-29931	157	25	recognition	recognition	NOUN
ajst-29931	157	26	results	result	VERB
ajst-29931	157	27	and	and	CCONJ
ajst-29931	157	28	providing	provide	VERB
ajst-29931	157	29	an	an	DET
ajst-29931	157	30	intuitive	intuitive	ADJ
ajst-29931	157	31	visualization	visualization	NOUN
ajst-29931	157	32	experience	experience	NOUN
ajst-29931	157	33	.	.	PUNCT
ajst-29931	158	1	figure	figure	VERB
ajst-29931	158	2	4	4	NUM
ajst-29931	158	3	-	-	SYM
ajst-29931	158	4	4	4	NUM
ajst-29931	158	5	.	.	PUNCT
ajst-29931	158	6	video	video	NOUN
ajst-29931	158	7	loading	loading	NOUN
ajst-29931	158	8	runtime	runtime	NOUN
ajst-29931	158	9	effect	effect	NOUN
ajst-29931	158	10	210	210	NUM
ajst-29931	158	11	(	(	PUNCT
ajst-29931	158	12	3	3	NUM
ajst-29931	158	13	)	)	PUNCT
ajst-29931	158	14	behavior	behavior	NOUN
ajst-29931	158	15	analysis	analysis	NOUN
ajst-29931	158	16	the	the	DET
ajst-29931	158	17	behavior	behavior	NOUN
ajst-29931	158	18	analysis	analysis	NOUN
ajst-29931	158	19	module	module	NOUN
ajst-29931	158	20	of	of	ADP
ajst-29931	158	21	the	the	DET
ajst-29931	158	22	cesium	cesium	NOUN
ajst-29931	158	23	video	video	NOUN
ajst-29931	158	24	gis	gis	PROPN
ajst-29931	158	25	behavior	behavior	NOUN
ajst-29931	158	26	recognition	recognition	NOUN
ajst-29931	158	27	system	system	NOUN
ajst-29931	158	28	based	base	VERB
ajst-29931	158	29	on	on	ADP
ajst-29931	158	30	the	the	DET
ajst-29931	158	31	slowfast	slowfast	NOUN
ajst-29931	158	32	model	model	NOUN
ajst-29931	158	33	simultaneously	simultaneously	ADV
ajst-29931	158	34	calls	call	VERB
ajst-29931	158	35	the	the	DET
ajst-29931	158	36	model	model	NOUN
ajst-29931	158	37	loading	loading	NOUN
ajst-29931	158	38	and	and	CCONJ
ajst-29931	158	39	video	video	NOUN
ajst-29931	158	40	loading	loading	NOUN
ajst-29931	158	41	functions	function	NOUN
ajst-29931	158	42	.	.	PUNCT
ajst-29931	159	1	it	it	PRON
ajst-29931	159	2	seamlessly	seamlessly	ADV
ajst-29931	159	3	integrates	integrate	VERB
ajst-29931	159	4	the	the	DET
ajst-29931	159	5	behavior	behavior	NOUN
ajst-29931	159	6	recognition	recognition	NOUN
ajst-29931	159	7	results	result	VERB
ajst-29931	159	8	and	and	CCONJ
ajst-29931	159	9	visually	visually	ADV
ajst-29931	159	10	displays	display	VERB
ajst-29931	159	11	them	they	PRON
ajst-29931	159	12	within	within	ADP
ajst-29931	159	13	the	the	DET
ajst-29931	159	14	cesium	cesium	NOUN
ajst-29931	159	15	scene	scene	NOUN
ajst-29931	159	16	,	,	PUNCT
ajst-29931	159	17	offering	offer	VERB
ajst-29931	159	18	a	a	DET
ajst-29931	159	19	more	more	ADV
ajst-29931	159	20	immersive	immersive	ADJ
ajst-29931	159	21	visual	visual	ADJ
ajst-29931	159	22	experience	experience	NOUN
ajst-29931	159	23	.	.	PUNCT
ajst-29931	160	1	figure	figure	VERB
ajst-29931	160	2	4	4	NUM
ajst-29931	160	3	-	-	SYM
ajst-29931	160	4	5	5	NUM
ajst-29931	160	5	.	.	PUNCT
ajst-29931	160	6	operation	operation	NOUN
ajst-29931	160	7	effect	effect	NOUN
ajst-29931	160	8	of	of	ADP
ajst-29931	160	9	behavior	behavior	NOUN
ajst-29931	160	10	analysis	analysis	NOUN
ajst-29931	160	11	5	5	NUM
ajst-29931	160	12	.	.	PUNCT
ajst-29931	161	1	conclusion	conclusion	NOUN
ajst-29931	161	2	this	this	DET
ajst-29931	161	3	paper	paper	NOUN
ajst-29931	161	4	presents	present	VERB
ajst-29931	161	5	an	an	DET
ajst-29931	161	6	improved	improved	ADJ
ajst-29931	161	7	slowfast	slowfast	NOUN
ajst-29931	161	8	model	model	NOUN
ajst-29931	161	9	and	and	CCONJ
ajst-29931	161	10	successfully	successfully	ADV
ajst-29931	161	11	integrates	integrate	VERB
ajst-29931	161	12	it	it	PRON
ajst-29931	161	13	into	into	ADP
ajst-29931	161	14	the	the	DET
ajst-29931	161	15	cesium	cesium	NOUN
ajst-29931	161	16	platform	platform	NOUN
ajst-29931	161	17	to	to	PART
ajst-29931	161	18	achieve	achieve	VERB
ajst-29931	161	19	efficient	efficient	ADJ
ajst-29931	161	20	spatiotemporal	spatiotemporal	ADJ
ajst-29931	161	21	behavior	behavior	NOUN
ajst-29931	161	22	recognition	recognition	NOUN
ajst-29931	161	23	and	and	CCONJ
ajst-29931	161	24	visualization	visualization	NOUN
ajst-29931	161	25	.	.	PUNCT
ajst-29931	162	1	first	first	ADV
ajst-29931	162	2	,	,	PUNCT
ajst-29931	162	3	addressing	address	VERB
ajst-29931	162	4	the	the	DET
ajst-29931	162	5	limitations	limitation	NOUN
ajst-29931	162	6	of	of	ADP
ajst-29931	162	7	traditional	traditional	ADJ
ajst-29931	162	8	behavior	behavior	NOUN
ajst-29931	162	9	recognition	recognition	NOUN
ajst-29931	162	10	models	model	NOUN
ajst-29931	162	11	in	in	ADP
ajst-29931	162	12	handling	handle	VERB
ajst-29931	162	13	spatiotemporal	spatiotemporal	ADJ
ajst-29931	162	14	behavior	behavior	NOUN
ajst-29931	162	15	recognition	recognition	NOUN
ajst-29931	162	16	tasks	task	NOUN
ajst-29931	162	17	,	,	PUNCT
ajst-29931	162	18	the	the	DET
ajst-29931	162	19	study	study	NOUN
ajst-29931	162	20	utilizes	utilize	VERB
ajst-29931	162	21	the	the	DET
ajst-29931	162	22	slowfast	slowfast	ADJ
ajst-29931	162	23	model	model	NOUN
ajst-29931	162	24	to	to	PART
ajst-29931	162	25	improve	improve	VERB
ajst-29931	162	26	behavior	behavior	NOUN
ajst-29931	162	27	recognition	recognition	NOUN
ajst-29931	162	28	accuracy	accuracy	NOUN
ajst-29931	162	29	.	.	PUNCT
ajst-29931	163	1	another	another	DET
ajst-29931	163	2	key	key	ADJ
ajst-29931	163	3	contribution	contribution	NOUN
ajst-29931	163	4	of	of	ADP
ajst-29931	163	5	this	this	DET
ajst-29931	163	6	research	research	NOUN
ajst-29931	163	7	is	be	AUX
ajst-29931	163	8	the	the	DET
ajst-29931	163	9	integration	integration	NOUN
ajst-29931	163	10	of	of	ADP
ajst-29931	163	11	the	the	DET
ajst-29931	163	12	improved	improved	ADJ
ajst-29931	163	13	slowfast	slowfast	NOUN
ajst-29931	163	14	model	model	NOUN
ajst-29931	163	15	with	with	ADP
ajst-29931	163	16	the	the	DET
ajst-29931	163	17	cesium	cesium	NOUN
ajst-29931	163	18	platform	platform	NOUN
ajst-29931	163	19	,	,	PUNCT
ajst-29931	163	20	forming	form	VERB
ajst-29931	163	21	a	a	DET
ajst-29931	163	22	spatiotemporal	spatiotemporal	ADJ
ajst-29931	163	23	behavior	behavior	NOUN
ajst-29931	163	24	recognition	recognition	NOUN
ajst-29931	163	25	method	method	NOUN
ajst-29931	163	26	.	.	PUNCT
ajst-29931	164	1	in	in	ADP
ajst-29931	164	2	the	the	DET
ajst-29931	164	3	cesium	cesium	NOUN
ajst-29931	164	4	platform	platform	NOUN
ajst-29931	164	5	,	,	PUNCT
ajst-29931	164	6	the	the	DET
ajst-29931	164	7	model	model	NOUN
ajst-29931	164	8	can	can	AUX
ajst-29931	164	9	combine	combine	VERB
ajst-29931	164	10	the	the	DET
ajst-29931	164	11	recognized	recognize	VERB
ajst-29931	164	12	behaviors	behavior	NOUN
ajst-29931	164	13	extracted	extract	VERB
ajst-29931	164	14	from	from	ADP
ajst-29931	164	15	video	video	NOUN
ajst-29931	164	16	data	datum	NOUN
ajst-29931	164	17	with	with	ADP
ajst-29931	164	18	geospatial	geospatial	ADJ
ajst-29931	164	19	information	information	NOUN
ajst-29931	164	20	in	in	ADP
ajst-29931	164	21	real	real	ADJ
ajst-29931	164	22	-	-	PUNCT
ajst-29931	164	23	time	time	NOUN
ajst-29931	164	24	,	,	PUNCT
ajst-29931	164	25	achieving	achieve	VERB
ajst-29931	164	26	accurate	accurate	ADJ
ajst-29931	164	27	location	location	NOUN
ajst-29931	164	28	-	-	PUNCT
ajst-29931	164	29	based	base	VERB
ajst-29931	164	30	spatiotemporal	spatiotemporal	ADJ
ajst-29931	164	31	visualization	visualization	NOUN
ajst-29931	164	32	of	of	ADP
ajst-29931	164	33	the	the	DET
ajst-29931	164	34	behavior	behavior	NOUN
ajst-29931	164	35	recognition	recognition	NOUN
ajst-29931	164	36	results	result	VERB
ajst-29931	164	37	.	.	PUNCT
ajst-29931	165	1	this	this	DET
ajst-29931	165	2	integration	integration	NOUN
ajst-29931	165	3	not	not	PART
ajst-29931	165	4	only	only	ADV
ajst-29931	165	5	enhances	enhance	VERB
ajst-29931	165	6	the	the	DET
ajst-29931	165	7	real	real	ADJ
ajst-29931	165	8	-	-	PUNCT
ajst-29931	165	9	time	time	NOUN
ajst-29931	165	10	performance	performance	NOUN
ajst-29931	165	11	and	and	CCONJ
ajst-29931	165	12	accuracy	accuracy	NOUN
ajst-29931	165	13	of	of	ADP
ajst-29931	165	14	behavior	behavior	NOUN
ajst-29931	165	15	recognition	recognition	NOUN
ajst-29931	165	16	but	but	CCONJ
ajst-29931	165	17	also	also	ADV
ajst-29931	165	18	provides	provide	VERB
ajst-29931	165	19	more	more	ADJ
ajst-29931	165	20	contextual	contextual	ADJ
ajst-29931	165	21	information	information	NOUN
ajst-29931	165	22	for	for	ADP
ajst-29931	165	23	decision	decision	NOUN
ajst-29931	165	24	-	-	PUNCT
ajst-29931	165	25	making	making	NOUN
ajst-29931	165	26	within	within	ADP
ajst-29931	165	27	spatial	spatial	ADJ
ajst-29931	165	28	data	datum	NOUN
ajst-29931	165	29	,	,	PUNCT
ajst-29931	165	30	allowing	allow	VERB
ajst-29931	165	31	behavior	behavior	NOUN
ajst-29931	165	32	recognition	recognition	NOUN
ajst-29931	165	33	results	result	VERB
ajst-29931	165	34	to	to	PART
ajst-29931	165	35	be	be	AUX
ajst-29931	165	36	more	more	ADV
ajst-29931	165	37	intuitively	intuitively	ADV
ajst-29931	165	38	and	and	CCONJ
ajst-29931	165	39	effectively	effectively	ADV
ajst-29931	165	40	presented	present	VERB
ajst-29931	165	41	in	in	ADP
ajst-29931	165	42	a	a	DET
ajst-29931	165	43	geographic	geographic	ADJ
ajst-29931	165	44	information	information	NOUN
ajst-29931	165	45	system	system	NOUN
ajst-29931	165	46	(	(	PUNCT
ajst-29931	165	47	gis	gis	NOUN
ajst-29931	165	48	)	)	PUNCT
ajst-29931	165	49	.	.	PUNCT
ajst-29931	166	1	through	through	ADP
ajst-29931	166	2	this	this	DET
ajst-29931	166	3	approach	approach	NOUN
ajst-29931	166	4	,	,	PUNCT
ajst-29931	166	5	the	the	DET
ajst-29931	166	6	study	study	NOUN
ajst-29931	166	7	demonstrates	demonstrate	VERB
ajst-29931	166	8	the	the	DET
ajst-29931	166	9	superior	superior	ADJ
ajst-29931	166	10	performance	performance	NOUN
ajst-29931	166	11	of	of	ADP
ajst-29931	166	12	the	the	DET
ajst-29931	166	13	slowfast	slowfast	ADJ
ajst-29931	166	14	model	model	NOUN
ajst-29931	166	15	in	in	ADP
ajst-29931	166	16	video	video	NOUN
ajst-29931	166	17	behavior	behavior	NOUN
ajst-29931	166	18	recognition	recognition	NOUN
ajst-29931	166	19	and	and	CCONJ
ajst-29931	166	20	highlights	highlight	NOUN
ajst-29931	166	21	the	the	DET
ajst-29931	166	22	broad	broad	ADJ
ajst-29931	166	23	application	application	NOUN
ajst-29931	166	24	potential	potential	NOUN
ajst-29931	166	25	of	of	ADP
ajst-29931	166	26	spatiotemporal	spatiotemporal	ADJ
ajst-29931	166	27	data	datum	NOUN
ajst-29931	166	28	fusion	fusion	NOUN
ajst-29931	166	29	in	in	ADP
ajst-29931	166	30	fields	field	NOUN
ajst-29931	166	31	such	such	ADJ
ajst-29931	166	32	as	as	ADP
ajst-29931	166	33	intelligent	intelligent	ADJ
ajst-29931	166	34	surveillance	surveillance	NOUN
ajst-29931	166	35	and	and	CCONJ
ajst-29931	166	36	urban	urban	ADJ
ajst-29931	166	37	security	security	NOUN
ajst-29931	166	38	.	.	PUNCT
ajst-29931	167	1	the	the	DET
ajst-29931	167	2	successful	successful	ADJ
ajst-29931	167	3	implementation	implementation	NOUN
ajst-29931	167	4	of	of	ADP
ajst-29931	167	5	this	this	DET
ajst-29931	167	6	method	method	NOUN
ajst-29931	167	7	offers	offer	VERB
ajst-29931	167	8	new	new	ADJ
ajst-29931	167	9	insights	insight	NOUN
ajst-29931	167	10	for	for	ADP
ajst-29931	167	11	the	the	DET
ajst-29931	167	12	development	development	NOUN
ajst-29931	167	13	of	of	ADP
ajst-29931	167	14	multimodal	multimodal	NOUN
ajst-29931	167	15	data	datum	NOUN
ajst-29931	167	16	fusion	fusion	NOUN
ajst-29931	167	17	and	and	CCONJ
ajst-29931	167	18	spatiotemporal	spatiotemporal	ADJ
ajst-29931	167	19	behavior	behavior	NOUN
ajst-29931	167	20	recognition	recognition	NOUN
ajst-29931	167	21	technologies	technology	NOUN
ajst-29931	167	22	,	,	PUNCT
ajst-29931	167	23	with	with	ADP
ajst-29931	167	24	significant	significant	ADJ
ajst-29931	167	25	practical	practical	ADJ
ajst-29931	167	26	implications	implication	NOUN
ajst-29931	167	27	,	,	PUNCT
ajst-29931	167	28	especially	especially	ADV
ajst-29931	167	29	in	in	ADP
ajst-29931	167	30	research	research	NOUN
ajst-29931	167	31	directions	direction	NOUN
ajst-29931	167	32	integrating	integrate	VERB
ajst-29931	167	33	advanced	advanced	ADJ
ajst-29931	167	34	deep	deep	ADJ
ajst-29931	167	35	learning	learning	NOUN
ajst-29931	167	36	models	model	NOUN
ajst-29931	167	37	with	with	ADP
ajst-29931	167	38	gis	gis	NOUN
ajst-29931	167	39	platforms	platform	NOUN
ajst-29931	167	40	.	.	PUNCT
ajst-29931	168	1	references	reference	NOUN
ajst-29931	168	2	[	[	X
ajst-29931	168	3	1	1	NUM
ajst-29931	168	4	]	]	PUNCT
ajst-29931	168	5	feichtenhofer	feichtenhofer	NOUN
ajst-29931	168	6	c	c	NOUN
ajst-29931	168	7	,	,	PUNCT
ajst-29931	168	8	fan	fan	PROPN
ajst-29931	168	9	h	h	PROPN
ajst-29931	168	10	,	,	PUNCT
ajst-29931	168	11	malik	malik	PROPN
ajst-29931	168	12	j	j	PROPN
ajst-29931	168	13	,	,	PUNCT
ajst-29931	168	14	et	et	PROPN
ajst-29931	168	15	al	al	PROPN
ajst-29931	168	16	.	.	PROPN
ajst-29931	169	1	slowfast	slowfast	PROPN
ajst-29931	169	2	networks	network	NOUN
ajst-29931	169	3	for	for	ADP
ajst-29931	169	4	video	video	NOUN
ajst-29931	169	5	recognition[c]//proceedings	recognition[c]//proceeding	NOUN
ajst-29931	169	6	of	of	ADP
ajst-29931	169	7	the	the	DET
ajst-29931	169	8	ieee	ieee	NOUN
ajst-29931	169	9	/	/	SYM
ajst-29931	169	10	cvf	cvf	NOUN
ajst-29931	169	11	international	international	ADJ
ajst-29931	169	12	conference	conference	NOUN
ajst-29931	169	13	on	on	ADP
ajst-29931	169	14	computer	computer	NOUN
ajst-29931	169	15	vision	vision	NOUN
ajst-29931	169	16	.	.	PUNCT
ajst-29931	170	1	2019	2019	NUM
ajst-29931	170	2	:	:	PUNCT
ajst-29931	170	3	6202	6202	NUM
ajst-29931	170	4	-	-	SYM
ajst-29931	170	5	6211	6211	NUM
ajst-29931	170	6	.	.	PUNCT
ajst-29931	171	1	[	[	X
ajst-29931	171	2	2	2	NUM
ajst-29931	171	3	]	]	X
ajst-29931	171	4	zhang	zhang	PROPN
ajst-29931	171	5	x	x	PROPN
ajst-29931	171	6	,	,	PUNCT
ajst-29931	171	7	li	li	PROPN
ajst-29931	171	8	q	q	PROPN
ajst-29931	171	9	,	,	PUNCT
ajst-29931	171	10	li	li	PROPN
ajst-29931	171	11	x	x	PROPN
ajst-29931	171	12	,	,	PUNCT
ajst-29931	171	13	et	et	PROPN
ajst-29931	171	14	al	al	PROPN
ajst-29931	171	15	.	.	PUNCT
ajst-29931	172	1	a	a	DET
ajst-29931	172	2	new	new	ADJ
ajst-29931	172	3	method	method	NOUN
ajst-29931	172	4	for	for	ADP
ajst-29931	172	5	orthographic	orthographic	ADJ
ajst-29931	172	6	video	video	NOUN
ajst-29931	172	7	map	map	NOUN
ajst-29931	172	8	construction	construction	NOUN
ajst-29931	172	9	based	base	VERB
ajst-29931	172	10	on	on	ADP
ajst-29931	172	11	video	video	NOUN
ajst-29931	172	12	and	and	CCONJ
ajst-29931	172	13	gis[j	gis[j	PROPN
ajst-29931	172	14	]	]	PUNCT
ajst-29931	172	15	.	.	PUNCT
ajst-29931	173	1	geocarto	geocarto	PROPN
ajst-29931	173	2	international	international	PROPN
ajst-29931	173	3	,	,	PUNCT
ajst-29931	173	4	2023	2023	NUM
ajst-29931	173	5	,	,	PUNCT
ajst-29931	173	6	38(1	38(1	NUM
ajst-29931	173	7	):	):	PUNCT
ajst-29931	173	8	2289450	2289450	NUM
ajst-29931	173	9	.	.	PUNCT
ajst-29931	174	1	[	[	X
ajst-29931	174	2	3	3	X
ajst-29931	174	3	]	]	X
ajst-29931	174	4	kang	kang	PROPN
ajst-29931	174	5	x	x	PROPN
ajst-29931	174	6	,	,	PUNCT
ajst-29931	174	7	li	li	PROPN
ajst-29931	174	8	j	j	PROPN
ajst-29931	174	9	,	,	PUNCT
ajst-29931	174	10	fan	fan	PROPN
ajst-29931	174	11	x.	x.	PROPN
ajst-29931	174	12	spatial	spatial	ADJ
ajst-29931	174	13	-	-	PUNCT
ajst-29931	174	14	temporal	temporal	ADJ
ajst-29931	174	15	visualization	visualization	NOUN
ajst-29931	174	16	and	and	CCONJ
ajst-29931	174	17	analysis	analysis	NOUN
ajst-29931	174	18	of	of	ADP
ajst-29931	174	19	earth	earth	NOUN
ajst-29931	174	20	data	datum	NOUN
ajst-29931	174	21	under	under	ADP
ajst-29931	174	22	cesium	cesium	NOUN
ajst-29931	174	23	digital	digital	ADJ
ajst-29931	174	24	earth	earth	NOUN
ajst-29931	174	25	engine[c]//proceedings	engine[c]//proceeding	NOUN
ajst-29931	174	26	of	of	ADP
ajst-29931	174	27	the	the	DET
ajst-29931	174	28	2018	2018	NUM
ajst-29931	174	29	2nd	2nd	ADJ
ajst-29931	174	30	international	international	ADJ
ajst-29931	174	31	conference	conference	NOUN
ajst-29931	174	32	on	on	ADP
ajst-29931	174	33	big	big	ADJ
ajst-29931	174	34	data	datum	NOUN
ajst-29931	174	35	and	and	CCONJ
ajst-29931	174	36	internet	internet	NOUN
ajst-29931	174	37	of	of	ADP
ajst-29931	174	38	things	thing	NOUN
ajst-29931	174	39	.	.	PUNCT
ajst-29931	175	1	2018	2018	NUM
ajst-29931	175	2	:	:	PUNCT
ajst-29931	175	3	29	29	NUM
ajst-29931	175	4	-	-	SYM
ajst-29931	175	5	32	32	NUM
ajst-29931	175	6	.	.	PUNCT
ajst-29931	176	1	[	[	X
ajst-29931	176	2	4	4	NUM
ajst-29931	176	3	]	]	X
ajst-29931	176	4	jiao	jiao	PROPN
ajst-29931	176	5	q	q	PROPN
ajst-29931	176	6	,	,	PUNCT
ajst-29931	176	7	sun	sun	NOUN
ajst-29931	176	8	g	g	PROPN
ajst-29931	176	9	,	,	PUNCT
ajst-29931	176	10	chen	chen	PROPN
ajst-29931	176	11	z	z	PROPN
ajst-29931	176	12	,	,	PUNCT
ajst-29931	176	13	et	et	PROPN
ajst-29931	176	14	al	al	PROPN
ajst-29931	176	15	.	.	PUNCT
ajst-29931	177	1	a	a	DET
ajst-29931	177	2	3d	3d	NUM
ajst-29931	177	3	webgis	webgis	NOUN
ajst-29931	177	4	-	-	PUNCT
ajst-29931	177	5	enhanced	enhance	VERB
ajst-29931	177	6	representation	representation	NOUN
ajst-29931	177	7	method	method	NOUN
ajst-29931	177	8	fusing	fuse	VERB
ajst-29931	177	9	surveillance	surveillance	NOUN
ajst-29931	177	10	video	video	NOUN
ajst-29931	177	11	information[j	information[j	PROPN
ajst-29931	177	12	]	]	PUNCT
ajst-29931	177	13	.	.	PUNCT
ajst-29931	178	1	ieee	ieee	NOUN
ajst-29931	178	2	access	access	NOUN
ajst-29931	178	3	,	,	PUNCT
ajst-29931	178	4	2023	2023	NUM
ajst-29931	178	5	.	.	PUNCT
ajst-29931	179	1	[	[	X
ajst-29931	179	2	5	5	X
ajst-29931	179	3	]	]	X
ajst-29931	179	4	liu	liu	PROPN
ajst-29931	179	5	f	f	PROPN
ajst-29931	179	6	,	,	PUNCT
ajst-29931	179	7	han	han	PROPN
ajst-29931	179	8	z	z	PROPN
ajst-29931	179	9	,	,	PUNCT
ajst-29931	179	10	song	song	ADJ
ajst-29931	179	11	h	h	NOUN
ajst-29931	179	12	,	,	PUNCT
ajst-29931	179	13	et	et	PROPN
ajst-29931	179	14	al	al	PROPN
ajst-29931	179	15	.	.	PROPN
ajst-29931	179	16	crowd	crowd	PROPN
ajst-29931	179	17	sensing	sense	VERB
ajst-29931	179	18	and	and	CCONJ
ajst-29931	179	19	spatiotemporal	spatiotemporal	ADJ
ajst-29931	179	20	analysis	analysis	NOUN
ajst-29931	179	21	in	in	ADP
ajst-29931	179	22	urban	urban	ADJ
ajst-29931	179	23	open	open	ADJ
ajst-29931	179	24	space	space	NOUN
ajst-29931	179	25	using	use	VERB
ajst-29931	179	26	multi‐viewpoint	multi‐viewpoint	NOUN
ajst-29931	179	27	geotagged	geotagge	VERB
ajst-29931	179	28	videos[j	videos[j	PROPN
ajst-29931	179	29	]	]	PUNCT
ajst-29931	179	30	.	.	PUNCT
ajst-29931	180	1	transactions	transaction	NOUN
ajst-29931	180	2	in	in	ADP
ajst-29931	180	3	gis	gis	NOUN
ajst-29931	180	4	,	,	PUNCT
ajst-29931	180	5	2023	2023	NUM
ajst-29931	180	6	,	,	PUNCT
ajst-29931	180	7	27(2	27(2	NUM
ajst-29931	180	8	):	):	PUNCT
ajst-29931	180	9	494	494	NUM
ajst-29931	180	10	-	-	SYM
ajst-29931	180	11	515	515	NUM
ajst-29931	180	12	.	.	PUNCT