id	sid	tid	token	lemma	pos
bracis-28362	1	1	hierarchical	hierarchical	ADJ
bracis-28362	1	2	time	time	NOUN
bracis-28362	1	3	-	-	PUNCT
bracis-28362	1	4	aware	aware	ADJ
bracis-28362	1	5	approach	approach	NOUN
bracis-28362	1	6	for	for	ADP
bracis-28362	1	7	 	 	SPACE
bracis-28362	1	8	video	video	NOUN
bracis-28362	1	9	summarization	summarization	NOUN
bracis-28362	1	10	|	|	NOUN
bracis-28362	1	11	springer	springer	NOUN
bracis-28362	1	12	nature	nature	PROPN
bracis-28362	1	13	link	link	PROPN
bracis-28362	1	14	(	(	PUNCT
bracis-28362	1	15	formerly	formerly	ADV
bracis-28362	1	16	springerlink	springerlink	NOUN
bracis-28362	1	17	)	)	PUNCT
bracis-28362	1	18	skip	skip	VERB
bracis-28362	1	19	to	to	ADP
bracis-28362	1	20	main	main	ADJ
bracis-28362	1	21	content	content	NOUN
bracis-28362	1	22	advertisement	advertisement	NOUN
bracis-28362	1	23	log	log	NOUN
bracis-28362	1	24	in	in	ADP
bracis-28362	1	25	menu	menu	NOUN
bracis-28362	1	26	find	find	VERB
bracis-28362	1	27	a	a	DET
bracis-28362	1	28	journal	journal	NOUN
bracis-28362	1	29	publish	publish	VERB
bracis-28362	1	30	with	with	ADP
bracis-28362	1	31	us	we	PRON
bracis-28362	1	32	track	track	VERB
bracis-28362	1	33	your	your	PRON
bracis-28362	1	34	research	research	NOUN
bracis-28362	1	35	search	search	NOUN
bracis-28362	1	36	cart	cart	NOUN
bracis-28362	1	37	home	home	NOUN
bracis-28362	1	38	intelligent	intelligent	ADJ
bracis-28362	1	39	systems	system	NOUN
bracis-28362	1	40	conference	conference	NOUN
bracis-28362	1	41	paper	paper	NOUN
bracis-28362	1	42	hierarchical	hierarchical	ADJ
bracis-28362	1	43	time	time	NOUN
bracis-28362	1	44	-	-	PUNCT
bracis-28362	1	45	aware	aware	ADJ
bracis-28362	1	46	approach	approach	NOUN
bracis-28362	1	47	for	for	ADP
bracis-28362	1	48	 	 	SPACE
bracis-28362	1	49	video	video	NOUN
bracis-28362	1	50	summarization	summarization	NOUN
bracis-28362	1	51	conference	conference	NOUN
bracis-28362	1	52	paper	paper	NOUN
bracis-28362	1	53	first	first	ADV
bracis-28362	1	54	online	online	ADV
bracis-28362	1	55	:	:	PUNCT
bracis-28362	1	56	12	12	NUM
bracis-28362	1	57	october	october	NOUN
bracis-28362	1	58	2023	2023	NUM
bracis-28362	1	59	pp	pp	ADP
bracis-28362	1	60	274–288	274–288	NUM
bracis-28362	1	61	cite	cite	VERB
bracis-28362	1	62	this	this	DET
bracis-28362	1	63	conference	conference	NOUN
bracis-28362	1	64	paper	paper	NOUN
bracis-28362	1	65	access	access	NOUN
bracis-28362	1	66	provided	provide	VERB
bracis-28362	1	67	by	by	ADP
bracis-28362	1	68	university	university	PROPN
bracis-28362	1	69	of	of	ADP
bracis-28362	1	70	notre	notre	PROPN
bracis-28362	1	71	dame	dame	PROPN
bracis-28362	1	72	hesburgh	hesburgh	PROPN
bracis-28362	1	73	library	library	PROPN
bracis-28362	1	74	download	download	PROPN
bracis-28362	1	75	book	book	NOUN
bracis-28362	1	76	pdf	pdf	PROPN
bracis-28362	1	77	download	download	NOUN
bracis-28362	1	78	book	book	NOUN
bracis-28362	1	79	epub	epub	PROPN
bracis-28362	1	80	intelligent	intelligent	ADJ
bracis-28362	1	81	systems	system	NOUN
bracis-28362	1	82	(	(	PUNCT
bracis-28362	1	83	bracis	bracis	NOUN
bracis-28362	1	84	2023	2023	NUM
bracis-28362	1	85	)	)	PUNCT
bracis-28362	1	86	hierarchical	hierarchical	ADJ
bracis-28362	1	87	time	time	NOUN
bracis-28362	1	88	-	-	PUNCT
bracis-28362	1	89	aware	aware	ADJ
bracis-28362	1	90	approach	approach	NOUN
bracis-28362	1	91	for	for	ADP
bracis-28362	1	92	 	 	SPACE
bracis-28362	1	93	video	video	NOUN
bracis-28362	1	94	summarization	summarization	NOUN
bracis-28362	1	95	download	download	NOUN
bracis-28362	1	96	book	book	NOUN
bracis-28362	1	97	pdf	pdf	PROPN
bracis-28362	1	98	download	download	NOUN
bracis-28362	1	99	book	book	PROPN
bracis-28362	1	100	epub	epub	PROPN
bracis-28362	1	101	leonardo	leonardo	PROPN
bracis-28362	1	102	vilela	vilela	PROPN
bracis-28362	1	103	cardoso	cardoso	PROPN
bracis-28362	1	104	  	  	SPACE
bracis-28362	1	105	orcid	orcid	NOUN
bracis-28362	1	106	:	:	PUNCT
bracis-28362	1	107	orcid.org/0000-0003-0365-64039	orcid.org/0000-0003-0365-64039	NOUN
bracis-28362	1	108	,	,	PUNCT
bracis-28362	1	109	gustavo	gustavo	PROPN
bracis-28362	1	110	oliveira	oliveira	PROPN
bracis-28362	1	111	rocha	rocha	PROPN
bracis-28362	1	112	gomes	gomes	PROPN
bracis-28362	1	113	  	  	SPACE
bracis-28362	1	114	orcid	orcid	NOUN
bracis-28362	1	115	:	:	PUNCT
bracis-28362	1	116	orcid.org/0009-0008-8384-62189	orcid.org/0009-0008-8384-62189	PROPN
bracis-28362	1	117	,	,	PUNCT
bracis-28362	1	118	silvio	silvio	PROPN
bracis-28362	1	119	jamil	jamil	PROPN
bracis-28362	1	120	ferzoli	ferzoli	PROPN
bracis-28362	1	121	guimarães	guimarães	PROPN
bracis-28362	1	122	  	  	SPACE
bracis-28362	1	123	orcid	orcid	NOUN
bracis-28362	1	124	:	:	PUNCT
bracis-28362	1	125	orcid.org/0000-0001-8522-20569	orcid.org/0000-0001-8522-20569	PROPN
bracis-28362	1	126	&	&	CCONJ
bracis-28362	1	127	…	…	PUNCT
bracis-28362	1	128	zenilton	zenilton	PROPN
bracis-28362	1	129	kleber	kleber	PROPN
bracis-28362	1	130	gonçalves	gonçalves	PROPN
bracis-28362	1	131	do	do	VERB
bracis-28362	1	132	patrocínio	patrocínio	PROPN
bracis-28362	1	133	júnior	júnior	PROPN
bracis-28362	1	134	  	  	SPACE
bracis-28362	1	135	orcid	orcid	NOUN
bracis-28362	1	136	:	:	PUNCT
bracis-28362	1	137	orcid.org/0000-0003-0804-17909	orcid.org/0000-0003-0804-17909	NOUN
bracis-28362	1	138	  	  	SPACE
bracis-28362	1	139	show	show	NOUN
bracis-28362	1	140	authors	author	NOUN
bracis-28362	1	141	part	part	NOUN
bracis-28362	1	142	of	of	ADP
bracis-28362	1	143	the	the	DET
bracis-28362	1	144	book	book	NOUN
bracis-28362	1	145	series	series	NOUN
bracis-28362	1	146	:	:	PUNCT
bracis-28362	1	147	lecture	lecture	NOUN
bracis-28362	1	148	notes	note	NOUN
bracis-28362	1	149	in	in	ADP
bracis-28362	1	150	computer	computer	NOUN
bracis-28362	1	151	science	science	NOUN
bracis-28362	1	152	(	(	PUNCT
bracis-28362	1	153	(	(	PUNCT
bracis-28362	1	154	lnai	lnai	ADJ
bracis-28362	1	155	,	,	PUNCT
bracis-28362	1	156	volume	volume	NOUN
bracis-28362	1	157	14195	14195	NUM
bracis-28362	1	158	)	)	PUNCT
bracis-28362	1	159	)	)	PUNCT
bracis-28362	1	160	included	include	VERB
bracis-28362	1	161	in	in	ADP
bracis-28362	1	162	the	the	DET
bracis-28362	1	163	following	follow	VERB
bracis-28362	1	164	conference	conference	NOUN
bracis-28362	1	165	series	series	NOUN
bracis-28362	1	166	:	:	PUNCT
bracis-28362	1	167	brazilian	brazilian	ADJ
bracis-28362	1	168	conference	conference	NOUN
bracis-28362	1	169	on	on	ADP
bracis-28362	1	170	intelligent	intelligent	ADJ
bracis-28362	1	171	systems	system	NOUN
bracis-28362	1	172	528	528	NUM
bracis-28362	1	173	accesses	access	NOUN
bracis-28362	1	174	1	1	NUM
bracis-28362	1	175	citation	citation	NOUN
bracis-28362	1	176	abstract	abstract	ADJ
bracis-28362	1	177	video	video	NOUN
bracis-28362	1	178	summarization	summarization	NOUN
bracis-28362	1	179	consists	consist	VERB
bracis-28362	1	180	of	of	ADP
bracis-28362	1	181	generating	generate	VERB
bracis-28362	1	182	a	a	DET
bracis-28362	1	183	concise	concise	ADJ
bracis-28362	1	184	video	video	NOUN
bracis-28362	1	185	representation	representation	NOUN
bracis-28362	1	186	that	that	PRON
bracis-28362	1	187	captures	capture	VERB
bracis-28362	1	188	all	all	DET
bracis-28362	1	189	its	its	PRON
bracis-28362	1	190	meaningful	meaningful	ADJ
bracis-28362	1	191	information	information	NOUN
bracis-28362	1	192	.	.	PUNCT
bracis-28362	2	1	however	however	ADV
bracis-28362	2	2	,	,	PUNCT
bracis-28362	2	3	conventional	conventional	ADJ
bracis-28362	2	4	summarization	summarization	NOUN
bracis-28362	2	5	techniques	technique	NOUN
bracis-28362	2	6	often	often	ADV
bracis-28362	2	7	fall	fall	VERB
bracis-28362	2	8	short	short	ADV
bracis-28362	2	9	of	of	ADP
bracis-28362	2	10	capturing	capture	VERB
bracis-28362	2	11	all	all	DET
bracis-28362	2	12	the	the	DET
bracis-28362	2	13	significant	significant	ADJ
bracis-28362	2	14	events	event	NOUN
bracis-28362	2	15	in	in	ADP
bracis-28362	2	16	a	a	DET
bracis-28362	2	17	video	video	NOUN
bracis-28362	2	18	due	due	ADP
bracis-28362	2	19	to	to	ADP
bracis-28362	2	20	their	their	PRON
bracis-28362	2	21	inability	inability	NOUN
bracis-28362	2	22	to	to	PART
bracis-28362	2	23	incorporate	incorporate	VERB
bracis-28362	2	24	the	the	DET
bracis-28362	2	25	hierarchical	hierarchical	ADJ
bracis-28362	2	26	structure	structure	NOUN
bracis-28362	2	27	of	of	ADP
bracis-28362	2	28	the	the	DET
bracis-28362	2	29	video	video	NOUN
bracis-28362	2	30	content	content	NOUN
bracis-28362	2	31	.	.	PUNCT
bracis-28362	3	1	this	this	DET
bracis-28362	3	2	work	work	NOUN
bracis-28362	3	3	proposes	propose	VERB
bracis-28362	3	4	an	an	DET
bracis-28362	3	5	unsupervised	unsupervised	ADJ
bracis-28362	3	6	method	method	NOUN
bracis-28362	3	7	,	,	PUNCT
bracis-28362	3	8	named	name	VERB
bracis-28362	3	9	hierarchical	hierarchical	ADJ
bracis-28362	3	10	time	time	NOUN
bracis-28362	3	11	-	-	PUNCT
bracis-28362	3	12	aware	aware	ADJ
bracis-28362	3	13	summarizer	summarizer	NOUN
bracis-28362	3	14	–	–	PUNCT
bracis-28362	3	15	hietasumm	hietasumm	ADJ
bracis-28362	3	16	,	,	PUNCT
bracis-28362	3	17	that	that	PRON
bracis-28362	3	18	uses	use	VERB
bracis-28362	3	19	a	a	DET
bracis-28362	3	20	hierarchical	hierarchical	ADJ
bracis-28362	3	21	approach	approach	NOUN
bracis-28362	3	22	for	for	ADP
bracis-28362	3	23	that	that	DET
bracis-28362	3	24	task	task	NOUN
bracis-28362	3	25	.	.	PUNCT
bracis-28362	4	1	in	in	ADP
bracis-28362	4	2	this	this	DET
bracis-28362	4	3	regard	regard	NOUN
bracis-28362	4	4	,	,	PUNCT
bracis-28362	4	5	hierarchical	hierarchical	ADJ
bracis-28362	4	6	strategies	strategy	NOUN
bracis-28362	4	7	for	for	ADP
bracis-28362	4	8	video	video	NOUN
bracis-28362	4	9	summarization	summarization	NOUN
bracis-28362	4	10	have	have	AUX
bracis-28362	4	11	emerged	emerge	VERB
bracis-28362	4	12	as	as	ADP
bracis-28362	4	13	a	a	DET
bracis-28362	4	14	promising	promising	ADJ
bracis-28362	4	15	solution	solution	NOUN
bracis-28362	4	16	,	,	PUNCT
bracis-28362	4	17	in	in	ADP
bracis-28362	4	18	which	which	PRON
bracis-28362	4	19	video	video	NOUN
bracis-28362	4	20	content	content	NOUN
bracis-28362	4	21	is	be	AUX
bracis-28362	4	22	modeled	model	VERB
bracis-28362	4	23	as	as	ADP
bracis-28362	4	24	a	a	DET
bracis-28362	4	25	graph	graph	NOUN
bracis-28362	4	26	to	to	PART
bracis-28362	4	27	identify	identify	VERB
bracis-28362	4	28	keyframes	keyframe	NOUN
bracis-28362	4	29	that	that	PRON
bracis-28362	4	30	represent	represent	VERB
bracis-28362	4	31	the	the	DET
bracis-28362	4	32	most	most	ADV
bracis-28362	4	33	relevant	relevant	ADJ
bracis-28362	4	34	information	information	NOUN
bracis-28362	4	35	.	.	PUNCT
bracis-28362	5	1	this	this	DET
bracis-28362	5	2	approach	approach	NOUN
bracis-28362	5	3	enables	enable	VERB
bracis-28362	5	4	the	the	DET
bracis-28362	5	5	extraction	extraction	NOUN
bracis-28362	5	6	of	of	ADP
bracis-28362	5	7	the	the	DET
bracis-28362	5	8	frames	frame	NOUN
bracis-28362	5	9	that	that	PRON
bracis-28362	5	10	convey	convey	VERB
bracis-28362	5	11	the	the	DET
bracis-28362	5	12	central	central	ADJ
bracis-28362	5	13	message	message	NOUN
bracis-28362	5	14	of	of	ADP
bracis-28362	5	15	the	the	DET
bracis-28362	5	16	video	video	NOUN
bracis-28362	5	17	,	,	PUNCT
bracis-28362	5	18	resulting	result	VERB
bracis-28362	5	19	in	in	ADP
bracis-28362	5	20	a	a	DET
bracis-28362	5	21	more	more	ADV
bracis-28362	5	22	effective	effective	ADJ
bracis-28362	5	23	and	and	CCONJ
bracis-28362	5	24	precise	precise	ADJ
bracis-28362	5	25	summary	summary	NOUN
bracis-28362	5	26	.	.	PUNCT
bracis-28362	6	1	experimental	experimental	ADJ
bracis-28362	6	2	results	result	NOUN
bracis-28362	6	3	indicate	indicate	VERB
bracis-28362	6	4	that	that	SCONJ
bracis-28362	6	5	the	the	DET
bracis-28362	6	6	proposed	propose	VERB
bracis-28362	6	7	approach	approach	NOUN
bracis-28362	6	8	has	have	VERB
bracis-28362	6	9	great	great	ADJ
bracis-28362	6	10	potential	potential	NOUN
bracis-28362	6	11	.	.	PUNCT
bracis-28362	7	1	specifically	specifically	ADV
bracis-28362	7	2	,	,	PUNCT
bracis-28362	7	3	it	it	PRON
bracis-28362	7	4	seems	seem	VERB
bracis-28362	7	5	to	to	PART
bracis-28362	7	6	enhance	enhance	VERB
bracis-28362	7	7	coherence	coherence	NOUN
bracis-28362	7	8	among	among	ADP
bracis-28362	7	9	different	different	ADJ
bracis-28362	7	10	video	video	NOUN
bracis-28362	7	11	segments	segment	NOUN
bracis-28362	7	12	,	,	PUNCT
bracis-28362	7	13	reducing	reduce	VERB
bracis-28362	7	14	frame	frame	NOUN
bracis-28362	7	15	redundancy	redundancy	NOUN
bracis-28362	7	16	in	in	ADP
bracis-28362	7	17	the	the	DET
bracis-28362	7	18	generated	generate	VERB
bracis-28362	7	19	summaries	summary	NOUN
bracis-28362	7	20	,	,	PUNCT
bracis-28362	7	21	and	and	CCONJ
bracis-28362	7	22	enhancing	enhance	VERB
bracis-28362	7	23	the	the	DET
bracis-28362	7	24	diversity	diversity	NOUN
bracis-28362	7	25	of	of	ADP
bracis-28362	7	26	selected	select	VERB
bracis-28362	7	27	keyframes	keyframe	NOUN
bracis-28362	7	28	.	.	PUNCT
bracis-28362	8	1	code	code	PROPN
bracis-28362	8	2	available	available	ADJ
bracis-28362	8	3	at	at	ADP
bracis-28362	8	4	https://github.com/imscience-ppginf-pucminas/hietasumm	https://github.com/imscience-ppginf-pucminas/hietasumm	PROPN
bracis-28362	8	5	.	.	PUNCT
bracis-28362	9	1	access	access	NOUN
bracis-28362	9	2	provided	provide	VERB
bracis-28362	9	3	by	by	ADP
bracis-28362	9	4	university	university	PROPN
bracis-28362	9	5	of	of	ADP
bracis-28362	9	6	notre	notre	PROPN
bracis-28362	9	7	dame	dame	PROPN
bracis-28362	9	8	hesburgh	hesburgh	PROPN
bracis-28362	9	9	library	library	PROPN
bracis-28362	9	10	.	.	PUNCT
bracis-28362	10	1	download	download	PROPN
bracis-28362	10	2	conference	conference	NOUN
bracis-28362	10	3	paper	paper	NOUN
bracis-28362	10	4	pdf	pdf	NOUN
bracis-28362	10	5	similar	similar	ADJ
bracis-28362	10	6	content	content	NOUN
bracis-28362	10	7	being	be	AUX
bracis-28362	10	8	viewed	view	VERB
bracis-28362	10	9	by	by	ADP
bracis-28362	10	10	others	other	NOUN
bracis-28362	10	11	hierarchical	hierarchical	ADJ
bracis-28362	10	12	clustering	clustering	NOUN
bracis-28362	10	13	-	-	PUNCT
bracis-28362	10	14	based	base	VERB
bracis-28362	10	15	video	video	NOUN
bracis-28362	10	16	summarization	summarization	NOUN
bracis-28362	10	17	chapter	chapter	NOUN
bracis-28362	10	18	©	©	NOUN
bracis-28362	10	19	2020	2020	NUM
bracis-28362	10	20	hierarchical	hierarchical	ADJ
bracis-28362	10	21	extraction	extraction	NOUN
bracis-28362	10	22	algorithm	algorithm	NOUN
bracis-28362	10	23	of	of	ADP
bracis-28362	10	24	video	video	NOUN
bracis-28362	10	25	summary	summary	NOUN
bracis-28362	10	26	based	base	VERB
bracis-28362	10	27	on	on	ADP
bracis-28362	10	28	multi	multi	ADJ
bracis-28362	10	29	-	-	ADJ
bracis-28362	10	30	feature	feature	ADJ
bracis-28362	10	31	similarity	similarity	NOUN
bracis-28362	10	32	chapter	chapter	NOUN
bracis-28362	10	33	©	©	PROPN
bracis-28362	10	34	2021	2021	NUM
bracis-28362	10	35	unsupervised	unsupervised	ADJ
bracis-28362	10	36	temporal	temporal	ADJ
bracis-28362	10	37	attention	attention	NOUN
bracis-28362	10	38	summarization	summarization	NOUN
bracis-28362	10	39	model	model	NOUN
bracis-28362	10	40	for	for	ADP
bracis-28362	10	41	user	user	NOUN
bracis-28362	10	42	created	create	VERB
bracis-28362	10	43	videos	video	NOUN
bracis-28362	10	44	chapter	chapter	NOUN
bracis-28362	10	45	©	©	PROPN
bracis-28362	10	46	2021	2021	NUM
bracis-28362	10	47	explore	explore	VERB
bracis-28362	10	48	related	relate	VERB
bracis-28362	10	49	subjects	subject	NOUN
bracis-28362	10	50	discover	discover	VERB
bracis-28362	10	51	the	the	DET
bracis-28362	10	52	latest	late	ADJ
bracis-28362	10	53	articles	article	NOUN
bracis-28362	10	54	,	,	PUNCT
bracis-28362	10	55	books	book	NOUN
bracis-28362	10	56	and	and	CCONJ
bracis-28362	10	57	news	news	NOUN
bracis-28362	10	58	in	in	ADP
bracis-28362	10	59	related	related	ADJ
bracis-28362	10	60	subjects	subject	NOUN
bracis-28362	10	61	,	,	PUNCT
bracis-28362	10	62	suggested	suggest	VERB
bracis-28362	10	63	using	use	VERB
bracis-28362	10	64	machine	machine	NOUN
bracis-28362	10	65	learning	learning	NOUN
bracis-28362	10	66	.	.	PUNCT
bracis-28362	11	1	diversity	diversity	NOUN
bracis-28362	11	2	-	-	PUNCT
bracis-28362	11	3	oriented	orient	VERB
bracis-28362	11	4	synthesis	synthesis	NOUN
bracis-28362	11	5	film	film	NOUN
bracis-28362	11	6	theory	theory	NOUN
bracis-28362	11	7	multimedia	multimedia	NOUN
bracis-28362	11	8	information	information	NOUN
bracis-28362	11	9	systems	system	NOUN
bracis-28362	11	10	multimedia	multimedia	NOUN
bracis-28362	11	11	journalism	journalism	NOUN
bracis-28362	11	12	targeted	target	VERB
bracis-28362	11	13	resequencing	resequencing	NOUN
bracis-28362	11	14	time	time	NOUN
bracis-28362	11	15	-	-	PUNCT
bracis-28362	11	16	lapse	lapse	NOUN
bracis-28362	11	17	imaging	imaging	NOUN
bracis-28362	11	18	1	1	NUM
bracis-28362	11	19	introduction	introduction	NOUN
bracis-28362	11	20	video	video	NOUN
bracis-28362	11	21	summarization	summarization	NOUN
bracis-28362	11	22	is	be	AUX
bracis-28362	11	23	a	a	DET
bracis-28362	11	24	challenging	challenging	ADJ
bracis-28362	11	25	task	task	NOUN
bracis-28362	11	26	that	that	PRON
bracis-28362	11	27	has	have	AUX
bracis-28362	11	28	gained	gain	VERB
bracis-28362	11	29	significant	significant	ADJ
bracis-28362	11	30	attention	attention	NOUN
bracis-28362	11	31	in	in	ADP
bracis-28362	11	32	the	the	DET
bracis-28362	11	33	computer	computer	NOUN
bracis-28362	11	34	vision	vision	NOUN
bracis-28362	11	35	and	and	CCONJ
bracis-28362	11	36	multimedia	multimedia	NOUN
bracis-28362	11	37	communities	community	NOUN
bracis-28362	11	38	 	 	SPACE
bracis-28362	12	1	[	[	X
bracis-28362	12	2	1	1	NUM
bracis-28362	12	3	,	,	PUNCT
bracis-28362	12	4	19	19	NUM
bracis-28362	12	5	]	]	PUNCT
bracis-28362	12	6	.	.	PUNCT
bracis-28362	13	1	one	one	NUM
bracis-28362	13	2	of	of	ADP
bracis-28362	13	3	the	the	DET
bracis-28362	13	4	goals	goal	NOUN
bracis-28362	13	5	of	of	ADP
bracis-28362	13	6	video	video	NOUN
bracis-28362	13	7	summarization	summarization	NOUN
bracis-28362	13	8	is	be	AUX
bracis-28362	13	9	to	to	PART
bracis-28362	13	10	extract	extract	VERB
bracis-28362	13	11	essential	essential	ADJ
bracis-28362	13	12	information	information	NOUN
bracis-28362	13	13	from	from	ADP
bracis-28362	13	14	a	a	DET
bracis-28362	13	15	video	video	NOUN
bracis-28362	13	16	and	and	CCONJ
bracis-28362	13	17	present	present	VERB
bracis-28362	13	18	it	it	PRON
bracis-28362	13	19	in	in	ADP
bracis-28362	13	20	a	a	DET
bracis-28362	13	21	condensed	condense	VERB
bracis-28362	13	22	format	format	NOUN
bracis-28362	13	23	 	 	SPACE
bracis-28362	14	1	[	[	X
bracis-28362	14	2	9	9	NUM
bracis-28362	14	3	,	,	PUNCT
bracis-28362	14	4	10	10	NUM
bracis-28362	14	5	,	,	PUNCT
bracis-28362	14	6	16	16	NUM
bracis-28362	14	7	,	,	PUNCT
bracis-28362	14	8	18	18	NUM
bracis-28362	14	9	]	]	PUNCT
bracis-28362	14	10	.	.	PUNCT
bracis-28362	15	1	this	this	DET
bracis-28362	15	2	task	task	NOUN
bracis-28362	15	3	is	be	AUX
bracis-28362	15	4	essential	essential	ADJ
bracis-28362	15	5	for	for	ADP
bracis-28362	15	6	applications	application	NOUN
bracis-28362	15	7	such	such	ADJ
bracis-28362	15	8	as	as	ADP
bracis-28362	15	9	video	video	NOUN
bracis-28362	15	10	captioning	captioning	NOUN
bracis-28362	15	11	,	,	PUNCT
bracis-28362	15	12	surveillance	surveillance	NOUN
bracis-28362	15	13	,	,	PUNCT
bracis-28362	15	14	synopsis	synopsis	NOUN
bracis-28362	15	15	of	of	ADP
bracis-28362	15	16	news	news	NOUN
bracis-28362	15	17	videos	video	NOUN
bracis-28362	15	18	 	 	SPACE
bracis-28362	16	1	[	[	X
bracis-28362	16	2	4	4	NUM
bracis-28362	16	3	,	,	PUNCT
bracis-28362	16	4	5	5	NUM
bracis-28362	16	5	,	,	PUNCT
bracis-28362	16	6	13	13	NUM
bracis-28362	16	7	]	]	PUNCT
bracis-28362	16	8	,	,	PUNCT
bracis-28362	16	9	and	and	CCONJ
bracis-28362	16	10	video	video	NOUN
bracis-28362	16	11	retrieval	retrieval	NOUN
bracis-28362	16	12	,	,	PUNCT
bracis-28362	16	13	among	among	ADP
bracis-28362	16	14	others	other	NOUN
bracis-28362	16	15	 	 	SPACE
bracis-28362	17	1	[	[	X
bracis-28362	17	2	1	1	NUM
bracis-28362	17	3	]	]	PUNCT
bracis-28362	17	4	.	.	PUNCT
bracis-28362	18	1	the	the	DET
bracis-28362	18	2	video	video	NOUN
bracis-28362	18	3	summarization	summarization	NOUN
bracis-28362	18	4	task	task	NOUN
bracis-28362	18	5	involves	involve	VERB
bracis-28362	18	6	several	several	ADJ
bracis-28362	18	7	sub	sub	NOUN
bracis-28362	18	8	-	-	NOUN
bracis-28362	18	9	tasks	task	NOUN
bracis-28362	18	10	,	,	PUNCT
bracis-28362	18	11	such	such	ADJ
bracis-28362	18	12	as	as	ADP
bracis-28362	18	13	keyframe	keyframe	NOUN
bracis-28362	18	14	extraction	extraction	NOUN
bracis-28362	18	15	,	,	PUNCT
bracis-28362	18	16	object	object	VERB
bracis-28362	18	17	tracking	tracking	NOUN
bracis-28362	18	18	,	,	PUNCT
bracis-28362	18	19	and	and	CCONJ
bracis-28362	18	20	summarization	summarization	NOUN
bracis-28362	18	21	itself	itself	PRON
bracis-28362	18	22	.	.	PUNCT
bracis-28362	19	1	the	the	DET
bracis-28362	19	2	keyframe	keyframe	PROPN
bracis-28362	19	3	extraction	extraction	NOUN
bracis-28362	19	4	step	step	NOUN
bracis-28362	19	5	selects	select	NOUN
bracis-28362	19	6	representative	representative	NOUN
bracis-28362	19	7	frames	frame	NOUN
bracis-28362	19	8	that	that	PRON
bracis-28362	19	9	capture	capture	VERB
bracis-28362	19	10	the	the	DET
bracis-28362	19	11	essence	essence	NOUN
bracis-28362	19	12	of	of	ADP
bracis-28362	19	13	the	the	DET
bracis-28362	19	14	video	video	NOUN
bracis-28362	19	15	,	,	PUNCT
bracis-28362	19	16	while	while	SCONJ
bracis-28362	19	17	object	object	NOUN
bracis-28362	19	18	tracking	tracking	NOUN
bracis-28362	19	19	aims	aim	VERB
bracis-28362	19	20	to	to	PART
bracis-28362	19	21	track	track	VERB
bracis-28362	19	22	important	important	ADJ
bracis-28362	19	23	objects	object	NOUN
bracis-28362	19	24	across	across	ADP
bracis-28362	19	25	frames	frame	NOUN
bracis-28362	19	26	 	 	SPACE
bracis-28362	20	1	[	[	X
bracis-28362	20	2	2	2	NUM
bracis-28362	20	3	]	]	PUNCT
bracis-28362	20	4	.	.	PUNCT
bracis-28362	21	1	the	the	DET
bracis-28362	21	2	summarization	summarization	NOUN
bracis-28362	21	3	step	step	NOUN
bracis-28362	21	4	involves	involve	VERB
bracis-28362	21	5	selecting	select	VERB
bracis-28362	21	6	a	a	DET
bracis-28362	21	7	subset	subset	NOUN
bracis-28362	21	8	of	of	ADP
bracis-28362	21	9	keyframes	keyframe	NOUN
bracis-28362	21	10	that	that	PRON
bracis-28362	21	11	provide	provide	VERB
bracis-28362	21	12	a	a	DET
bracis-28362	21	13	comprehensive	comprehensive	ADJ
bracis-28362	21	14	summary	summary	NOUN
bracis-28362	21	15	of	of	ADP
bracis-28362	21	16	the	the	DET
bracis-28362	21	17	video	video	NOUN
bracis-28362	21	18	while	while	SCONJ
bracis-28362	21	19	minimizing	minimize	VERB
bracis-28362	21	20	redundancy	redundancy	NOUN
bracis-28362	21	21	 	 	SPACE
bracis-28362	22	1	[	[	X
bracis-28362	22	2	6	6	NUM
bracis-28362	22	3	]	]	PUNCT
bracis-28362	22	4	.	.	PUNCT
bracis-28362	23	1	video	video	NOUN
bracis-28362	23	2	summarization	summarization	NOUN
bracis-28362	23	3	techniques	technique	NOUN
bracis-28362	23	4	can	can	AUX
bracis-28362	23	5	be	be	AUX
bracis-28362	23	6	categorized	categorize	VERB
bracis-28362	23	7	into	into	ADP
bracis-28362	23	8	unsupervised	unsupervised	ADJ
bracis-28362	23	9	and	and	CCONJ
bracis-28362	23	10	supervised	supervised	ADJ
bracis-28362	23	11	approaches	approach	NOUN
bracis-28362	23	12	,	,	PUNCT
bracis-28362	23	13	depending	depend	VERB
bracis-28362	23	14	on	on	ADP
bracis-28362	23	15	the	the	DET
bracis-28362	23	16	availability	availability	NOUN
bracis-28362	23	17	of	of	ADP
bracis-28362	23	18	training	training	NOUN
bracis-28362	23	19	data	datum	NOUN
bracis-28362	23	20	.	.	PUNCT
bracis-28362	24	1	while	while	SCONJ
bracis-28362	24	2	unsupervised	unsupervised	ADJ
bracis-28362	24	3	techniques	technique	NOUN
bracis-28362	24	4	aim	aim	VERB
bracis-28362	24	5	to	to	PART
bracis-28362	24	6	identify	identify	VERB
bracis-28362	24	7	patterns	pattern	NOUN
bracis-28362	24	8	in	in	ADP
bracis-28362	24	9	the	the	DET
bracis-28362	24	10	video	video	NOUN
bracis-28362	24	11	data	datum	NOUN
bracis-28362	24	12	without	without	ADP
bracis-28362	24	13	any	any	DET
bracis-28362	24	14	prior	prior	ADJ
bracis-28362	24	15	knowledge	knowledge	NOUN
bracis-28362	24	16	,	,	PUNCT
bracis-28362	24	17	supervised	supervise	VERB
bracis-28362	24	18	techniques	technique	NOUN
bracis-28362	24	19	require	require	VERB
bracis-28362	24	20	labeled	label	VERB
bracis-28362	24	21	data	datum	NOUN
bracis-28362	24	22	to	to	PART
bracis-28362	24	23	train	train	VERB
bracis-28362	24	24	the	the	DET
bracis-28362	24	25	summarization	summarization	NOUN
bracis-28362	24	26	model	model	NOUN
bracis-28362	24	27	 	 	SPACE
bracis-28362	25	1	[	[	X
bracis-28362	25	2	1	1	NUM
bracis-28362	25	3	,	,	PUNCT
bracis-28362	25	4	19	19	NUM
bracis-28362	25	5	]	]	PUNCT
bracis-28362	25	6	.	.	PUNCT
bracis-28362	26	1	video	video	NOUN
bracis-28362	26	2	summarization	summarization	NOUN
bracis-28362	26	3	is	be	AUX
bracis-28362	26	4	particularly	particularly	ADV
bracis-28362	26	5	useful	useful	ADJ
bracis-28362	26	6	when	when	SCONJ
bracis-28362	26	7	dealing	deal	VERB
bracis-28362	26	8	with	with	ADP
bracis-28362	26	9	a	a	DET
bracis-28362	26	10	video	video	NOUN
bracis-28362	26	11	collection	collection	NOUN
bracis-28362	26	12	containing	contain	VERB
bracis-28362	26	13	lots	lot	NOUN
bracis-28362	26	14	of	of	ADP
bracis-28362	26	15	repeated	repeat	VERB
bracis-28362	26	16	or	or	CCONJ
bracis-28362	26	17	redundant	redundant	ADJ
bracis-28362	26	18	information	information	NOUN
bracis-28362	26	19	spread	spread	VERB
bracis-28362	26	20	out	out	ADP
bracis-28362	26	21	over	over	ADP
bracis-28362	26	22	many	many	ADJ
bracis-28362	26	23	points	point	NOUN
bracis-28362	26	24	in	in	ADP
bracis-28362	26	25	time	time	NOUN
bracis-28362	26	26	 	 	SPACE
bracis-28362	27	1	[	[	X
bracis-28362	27	2	6	6	NUM
bracis-28362	27	3	]	]	PUNCT
bracis-28362	27	4	.	.	PUNCT
bracis-28362	28	1	in	in	ADP
bracis-28362	28	2	such	such	ADJ
bracis-28362	28	3	cases	case	NOUN
bracis-28362	28	4	,	,	PUNCT
bracis-28362	28	5	it	it	PRON
bracis-28362	28	6	becomes	become	VERB
bracis-28362	28	7	a	a	DET
bracis-28362	28	8	challenge	challenge	NOUN
bracis-28362	28	9	to	to	PART
bracis-28362	28	10	analyze	analyze	VERB
bracis-28362	28	11	the	the	DET
bracis-28362	28	12	entire	entire	ADJ
bracis-28362	28	13	video	video	NOUN
bracis-28362	28	14	and	and	CCONJ
bracis-28362	28	15	efficiently	efficiently	ADV
bracis-28362	28	16	extract	extract	VERB
bracis-28362	28	17	useful	useful	ADJ
bracis-28362	28	18	information	information	NOUN
bracis-28362	28	19	.	.	PUNCT
bracis-28362	29	1	video	video	NOUN
bracis-28362	29	2	summary	summary	NOUN
bracis-28362	29	3	techniques	technique	NOUN
bracis-28362	29	4	can	can	AUX
bracis-28362	29	5	help	help	AUX
bracis-28362	29	6	identify	identify	VERB
bracis-28362	29	7	the	the	DET
bracis-28362	29	8	most	most	ADV
bracis-28362	29	9	important	important	ADJ
bracis-28362	29	10	frames	frame	NOUN
bracis-28362	29	11	in	in	ADP
bracis-28362	29	12	the	the	DET
bracis-28362	29	13	video	video	NOUN
bracis-28362	29	14	that	that	PRON
bracis-28362	29	15	are	be	AUX
bracis-28362	29	16	likely	likely	ADJ
bracis-28362	29	17	to	to	PART
bracis-28362	29	18	contain	contain	VERB
bracis-28362	29	19	unique	unique	ADJ
bracis-28362	29	20	and	and	CCONJ
bracis-28362	29	21	relevant	relevant	ADJ
bracis-28362	29	22	information	information	NOUN
bracis-28362	29	23	.	.	PUNCT
bracis-28362	30	1	by	by	ADP
bracis-28362	30	2	summarizing	summarize	VERB
bracis-28362	30	3	the	the	DET
bracis-28362	30	4	video	video	NOUN
bracis-28362	30	5	,	,	PUNCT
bracis-28362	30	6	one	one	PRON
bracis-28362	30	7	can	can	AUX
bracis-28362	30	8	achieve	achieve	VERB
bracis-28362	30	9	a	a	DET
bracis-28362	30	10	condensed	condense	VERB
bracis-28362	30	11	version	version	NOUN
bracis-28362	30	12	that	that	PRON
bracis-28362	30	13	retains	retain	VERB
bracis-28362	30	14	the	the	DET
bracis-28362	30	15	most	most	ADV
bracis-28362	30	16	relevant	relevant	ADJ
bracis-28362	30	17	information	information	NOUN
bracis-28362	30	18	while	while	SCONJ
bracis-28362	30	19	reducing	reduce	VERB
bracis-28362	30	20	the	the	DET
bracis-28362	30	21	overall	overall	ADJ
bracis-28362	30	22	size	size	NOUN
bracis-28362	30	23	of	of	ADP
bracis-28362	30	24	the	the	DET
bracis-28362	30	25	video	video	NOUN
bracis-28362	30	26	collection	collection	NOUN
bracis-28362	30	27	 	 	SPACE
bracis-28362	31	1	[	[	X
bracis-28362	31	2	6	6	NUM
bracis-28362	31	3	]	]	PUNCT
bracis-28362	31	4	.	.	PUNCT
bracis-28362	32	1	this	this	PRON
bracis-28362	32	2	allows	allow	VERB
bracis-28362	32	3	us	we	PRON
bracis-28362	32	4	to	to	PART
bracis-28362	32	5	efficiently	efficiently	ADV
bracis-28362	32	6	analyze	analyze	VERB
bracis-28362	32	7	large	large	ADJ
bracis-28362	32	8	video	video	NOUN
bracis-28362	32	9	datasets	dataset	NOUN
bracis-28362	32	10	and	and	CCONJ
bracis-28362	32	11	highlight	highlight	VERB
bracis-28362	32	12	the	the	DET
bracis-28362	32	13	most	most	ADV
bracis-28362	32	14	important	important	ADJ
bracis-28362	32	15	information	information	NOUN
bracis-28362	32	16	,	,	PUNCT
bracis-28362	32	17	improving	improve	VERB
bracis-28362	32	18	the	the	DET
bracis-28362	32	19	overall	overall	ADJ
bracis-28362	32	20	effectiveness	effectiveness	NOUN
bracis-28362	32	21	of	of	ADP
bracis-28362	32	22	video	video	NOUN
bracis-28362	32	23	analysis	analysis	NOUN
bracis-28362	32	24	tasks	task	NOUN
bracis-28362	32	25	 	 	SPACE
bracis-28362	33	1	[	[	X
bracis-28362	33	2	10	10	NUM
bracis-28362	33	3	,	,	PUNCT
bracis-28362	33	4	16	16	NUM
bracis-28362	33	5	]	]	PUNCT
bracis-28362	33	6	.	.	PUNCT
bracis-28362	34	1	fig	fig	NOUN
bracis-28362	34	2	.	.	PUNCT
bracis-28362	35	1	1	1	NUM
bracis-28362	35	2	.	.	X
bracis-28362	35	3	example	example	NOUN
bracis-28362	35	4	of	of	ADP
bracis-28362	35	5	the	the	DET
bracis-28362	35	6	summary	summary	NOUN
bracis-28362	35	7	generated	generate	VERB
bracis-28362	35	8	by	by	ADP
bracis-28362	35	9	the	the	DET
bracis-28362	35	10	hietasumm	hietasumm	ADJ
bracis-28362	35	11	method	method	NOUN
bracis-28362	35	12	compared	compare	VERB
bracis-28362	35	13	with	with	ADP
bracis-28362	35	14	the	the	DET
bracis-28362	35	15	groundtruth	groundtruth	NOUN
bracis-28362	35	16	.	.	PUNCT
bracis-28362	36	1	in	in	ADP
bracis-28362	36	2	this	this	DET
bracis-28362	36	3	case	case	NOUN
bracis-28362	36	4	,	,	PUNCT
bracis-28362	36	5	the	the	DET
bracis-28362	36	6	hietasumm	hietasumm	ADJ
bracis-28362	36	7	method	method	NOUN
bracis-28362	36	8	returns	return	VERB
bracis-28362	36	9	13	13	NUM
bracis-28362	36	10	keyframes	keyframe	NOUN
bracis-28362	36	11	in	in	ADP
bracis-28362	36	12	contrast	contrast	NOUN
bracis-28362	36	13	to	to	ADP
bracis-28362	36	14	two	two	NUM
bracis-28362	36	15	annotators	annotator	NOUN
bracis-28362	36	16	,	,	PUNCT
bracis-28362	36	17	the	the	DET
bracis-28362	36	18	first	first	ADJ
bracis-28362	36	19	one	one	NUM
bracis-28362	36	20	(	(	PUNCT
bracis-28362	36	21	user	user	NOUN
bracis-28362	36	22	 	 	SPACE
bracis-28362	36	23	1	1	NUM
bracis-28362	36	24	)	)	PUNCT
bracis-28362	36	25	selects	select	VERB
bracis-28362	36	26	11	11	NUM
bracis-28362	36	27	keyframes	keyframe	NOUN
bracis-28362	36	28	while	while	SCONJ
bracis-28362	36	29	the	the	DET
bracis-28362	36	30	second	second	ADJ
bracis-28362	36	31	(	(	PUNCT
bracis-28362	36	32	user	user	NOUN
bracis-28362	36	33	 	 	SPACE
bracis-28362	36	34	4	4	NUM
bracis-28362	36	35	)	)	PUNCT
bracis-28362	36	36	selects	select	VERB
bracis-28362	36	37	9	9	NUM
bracis-28362	36	38	keyframes	keyframe	NOUN
bracis-28362	36	39	for	for	ADP
bracis-28362	36	40	video	video	NOUN
bracis-28362	36	41	v21	v21	NOUN
bracis-28362	36	42	of	of	ADP
bracis-28362	36	43	the	the	DET
bracis-28362	36	44	openvideo	openvideo	NOUN
bracis-28362	36	45	dataset	dataset	NOUN
bracis-28362	36	46	.	.	PUNCT
bracis-28362	37	1	full	full	ADJ
bracis-28362	37	2	size	size	NOUN
bracis-28362	37	3	image	image	NOUN
bracis-28362	37	4	figure	figure	NOUN
bracis-28362	37	5	 	 	SPACE
bracis-28362	37	6	1	1	NUM
bracis-28362	37	7	shows	show	VERB
bracis-28362	37	8	that	that	SCONJ
bracis-28362	37	9	creating	create	VERB
bracis-28362	37	10	a	a	DET
bracis-28362	37	11	single	single	ADJ
bracis-28362	37	12	summary	summary	NOUN
bracis-28362	37	13	for	for	ADP
bracis-28362	37	14	a	a	DET
bracis-28362	37	15	video	video	NOUN
bracis-28362	37	16	that	that	PRON
bracis-28362	37	17	accurately	accurately	ADV
bracis-28362	37	18	reflects	reflect	VERB
bracis-28362	37	19	every	every	DET
bracis-28362	37	20	user	user	NOUN
bracis-28362	37	21	’s	’s	PART
bracis-28362	37	22	perception	perception	NOUN
bracis-28362	37	23	and	and	CCONJ
bracis-28362	37	24	preferences	preference	NOUN
bracis-28362	37	25	can	can	AUX
bracis-28362	37	26	be	be	AUX
bracis-28362	37	27	a	a	DET
bracis-28362	37	28	challenging	challenging	ADJ
bracis-28362	37	29	task	task	NOUN
bracis-28362	37	30	.	.	PUNCT
bracis-28362	38	1	since	since	SCONJ
bracis-28362	38	2	groundtruth	groundtruth	PROPN
bracis-28362	38	3	data	datum	NOUN
bracis-28362	38	4	is	be	AUX
bracis-28362	38	5	generated	generate	VERB
bracis-28362	38	6	by	by	ADP
bracis-28362	38	7	humans	human	NOUN
bracis-28362	38	8	,	,	PUNCT
bracis-28362	38	9	the	the	DET
bracis-28362	38	10	interpretation	interpretation	NOUN
bracis-28362	38	11	of	of	ADP
bracis-28362	38	12	each	each	DET
bracis-28362	38	13	user	user	NOUN
bracis-28362	38	14	of	of	ADP
bracis-28362	38	15	what	what	PRON
bracis-28362	38	16	is	be	AUX
bracis-28362	38	17	essential	essential	ADJ
bracis-28362	38	18	and	and	CCONJ
bracis-28362	38	19	relevant	relevant	ADJ
bracis-28362	38	20	may	may	AUX
bracis-28362	38	21	vary	vary	VERB
bracis-28362	38	22	.	.	PUNCT
bracis-28362	39	1	to	to	PART
bracis-28362	39	2	generate	generate	VERB
bracis-28362	39	3	the	the	DET
bracis-28362	39	4	groundtruth	groundtruth	NOUN
bracis-28362	39	5	for	for	ADP
bracis-28362	39	6	the	the	DET
bracis-28362	39	7	video	video	NOUN
bracis-28362	39	8	summarization	summarization	NOUN
bracis-28362	39	9	task	task	NOUN
bracis-28362	39	10	,	,	PUNCT
bracis-28362	39	11	annotators	annotator	NOUN
bracis-28362	39	12	must	must	AUX
bracis-28362	39	13	watch	watch	VERB
bracis-28362	39	14	the	the	DET
bracis-28362	39	15	entire	entire	ADJ
bracis-28362	39	16	video	video	NOUN
bracis-28362	39	17	and	and	CCONJ
bracis-28362	39	18	identify	identify	VERB
bracis-28362	39	19	the	the	DET
bracis-28362	39	20	most	most	ADV
bracis-28362	39	21	crucial	crucial	ADJ
bracis-28362	39	22	moments	moment	NOUN
bracis-28362	39	23	.	.	PUNCT
bracis-28362	40	1	however	however	ADV
bracis-28362	40	2	,	,	PUNCT
bracis-28362	40	3	what	what	PRON
bracis-28362	40	4	one	one	NUM
bracis-28362	40	5	annotator	annotator	NOUN
bracis-28362	40	6	perceives	perceive	VERB
bracis-28362	40	7	as	as	ADP
bracis-28362	40	8	essential	essential	ADJ
bracis-28362	40	9	may	may	AUX
bracis-28362	40	10	differ	differ	VERB
bracis-28362	40	11	from	from	ADP
bracis-28362	40	12	another	another	PRON
bracis-28362	40	13	,	,	PUNCT
bracis-28362	40	14	leading	lead	VERB
bracis-28362	40	15	to	to	ADP
bracis-28362	40	16	a	a	DET
bracis-28362	40	17	subjective	subjective	ADJ
bracis-28362	40	18	groundtruth	groundtruth	NOUN
bracis-28362	40	19	.	.	PUNCT
bracis-28362	41	1	hence	hence	ADV
bracis-28362	41	2	,	,	PUNCT
bracis-28362	41	3	the	the	DET
bracis-28362	41	4	subjectivity	subjectivity	NOUN
bracis-28362	41	5	of	of	ADP
bracis-28362	41	6	groundtruth	groundtruth	PROPN
bracis-28362	41	7	generated	generate	VERB
bracis-28362	41	8	for	for	ADP
bracis-28362	41	9	each	each	DET
bracis-28362	41	10	user	user	NOUN
bracis-28362	41	11	is	be	AUX
bracis-28362	41	12	a	a	DET
bracis-28362	41	13	critical	critical	ADJ
bracis-28362	41	14	aspect	aspect	NOUN
bracis-28362	41	15	to	to	PART
bracis-28362	41	16	consider	consider	VERB
bracis-28362	41	17	in	in	ADP
bracis-28362	41	18	a	a	DET
bracis-28362	41	19	machine	machine	NOUN
bracis-28362	41	20	learning	learning	NOUN
bracis-28362	41	21	method	method	NOUN
bracis-28362	41	22	 	 	SPACE
bracis-28362	42	1	[	[	X
bracis-28362	42	2	2	2	NUM
bracis-28362	42	3	,	,	PUNCT
bracis-28362	42	4	16	16	NUM
bracis-28362	42	5	]	]	PUNCT
bracis-28362	42	6	.	.	PUNCT
bracis-28362	43	1	regardless	regardless	ADV
bracis-28362	43	2	of	of	ADP
bracis-28362	43	3	the	the	DET
bracis-28362	43	4	difficulties	difficulty	NOUN
bracis-28362	43	5	related	relate	VERB
bracis-28362	43	6	to	to	ADP
bracis-28362	43	7	the	the	DET
bracis-28362	43	8	subjectivity	subjectivity	NOUN
bracis-28362	43	9	of	of	ADP
bracis-28362	43	10	groundtruth	groundtruth	NOUN
bracis-28362	43	11	generated	generate	VERB
bracis-28362	43	12	by	by	ADP
bracis-28362	43	13	several	several	ADJ
bracis-28362	43	14	users	user	NOUN
bracis-28362	43	15	,	,	PUNCT
bracis-28362	43	16	many	many	ADJ
bracis-28362	43	17	unsupervised	unsupervised	ADJ
bracis-28362	43	18	methods	method	NOUN
bracis-28362	43	19	have	have	AUX
bracis-28362	43	20	been	be	AUX
bracis-28362	43	21	proposed	propose	VERB
bracis-28362	43	22	over	over	ADP
bracis-28362	43	23	the	the	DET
bracis-28362	43	24	years	year	NOUN
bracis-28362	43	25	.	.	PUNCT
bracis-28362	44	1	in	in	ADP
bracis-28362	44	2	 	 	SPACE
bracis-28362	44	3	[	[	PUNCT
bracis-28362	44	4	11	11	NUM
bracis-28362	44	5	]	]	PUNCT
bracis-28362	44	6	,	,	PUNCT
bracis-28362	44	7	the	the	DET
bracis-28362	44	8	authors	author	NOUN
bracis-28362	44	9	presented	present	VERB
bracis-28362	44	10	a	a	DET
bracis-28362	44	11	platform	platform	NOUN
bracis-28362	44	12	for	for	ADP
bracis-28362	44	13	customizing	customize	VERB
bracis-28362	44	14	video	video	NOUN
bracis-28362	44	15	summaries	summary	NOUN
bracis-28362	44	16	.	.	PUNCT
bracis-28362	45	1	using	use	VERB
bracis-28362	45	2	clustering	clustering	ADJ
bracis-28362	45	3	techniques	technique	NOUN
bracis-28362	45	4	,	,	PUNCT
bracis-28362	45	5	they	they	PRON
bracis-28362	45	6	proposed	propose	VERB
bracis-28362	45	7	a	a	DET
bracis-28362	45	8	method	method	NOUN
bracis-28362	45	9	named	name	VERB
bracis-28362	45	10	visto	visto	NOUN
bracis-28362	45	11	,	,	PUNCT
bracis-28362	45	12	which	which	PRON
bracis-28362	45	13	analyzed	analyze	VERB
bracis-28362	45	14	low	low	ADJ
bracis-28362	45	15	-	-	PUNCT
bracis-28362	45	16	level	level	NOUN
bracis-28362	45	17	features	feature	NOUN
bracis-28362	45	18	to	to	PART
bracis-28362	45	19	determine	determine	VERB
bracis-28362	45	20	the	the	DET
bracis-28362	45	21	similarity	similarity	NOUN
bracis-28362	45	22	between	between	ADP
bracis-28362	45	23	frames	frame	NOUN
bracis-28362	45	24	.	.	PUNCT
bracis-28362	46	1	keyframe	keyframe	PROPN
bracis-28362	46	2	selection	selection	NOUN
bracis-28362	46	3	is	be	AUX
bracis-28362	46	4	done	do	VERB
bracis-28362	46	5	by	by	ADP
bracis-28362	46	6	selecting	select	VERB
bracis-28362	46	7	the	the	DET
bracis-28362	46	8	center	center	NOUN
bracis-28362	46	9	of	of	ADP
bracis-28362	46	10	each	each	DET
bracis-28362	46	11	cluster	cluster	NOUN
bracis-28362	46	12	then	then	ADV
bracis-28362	46	13	a	a	DET
bracis-28362	46	14	post	post	ADJ
bracis-28362	46	15	-	-	ADJ
bracis-28362	46	16	processing	processing	ADJ
bracis-28362	46	17	step	step	NOUN
bracis-28362	46	18	is	be	AUX
bracis-28362	46	19	responsible	responsible	ADJ
bracis-28362	46	20	for	for	ADP
bracis-28362	46	21	analyzing	analyze	VERB
bracis-28362	46	22	and	and	CCONJ
bracis-28362	46	23	removing	remove	VERB
bracis-28362	46	24	possible	possible	ADJ
bracis-28362	46	25	frame	frame	NOUN
bracis-28362	46	26	redundancies	redundancy	NOUN
bracis-28362	46	27	.	.	PUNCT
bracis-28362	47	1	in	in	ADP
bracis-28362	47	2	 	 	SPACE
bracis-28362	47	3	[	[	X
bracis-28362	47	4	9	9	NUM
bracis-28362	47	5	]	]	PUNCT
bracis-28362	47	6	,	,	PUNCT
bracis-28362	47	7	the	the	DET
bracis-28362	47	8	authors	author	NOUN
bracis-28362	47	9	presented	present	VERB
bracis-28362	47	10	a	a	DET
bracis-28362	47	11	clustering	clustering	NOUN
bracis-28362	47	12	-	-	PUNCT
bracis-28362	47	13	based	base	VERB
bracis-28362	47	14	strategy	strategy	NOUN
bracis-28362	47	15	to	to	PART
bracis-28362	47	16	solve	solve	VERB
bracis-28362	47	17	the	the	DET
bracis-28362	47	18	video	video	NOUN
bracis-28362	47	19	summarization	summarization	NOUN
bracis-28362	47	20	task	task	NOUN
bracis-28362	47	21	named	name	VERB
bracis-28362	47	22	vsumm	vsumm	ADJ
bracis-28362	47	23	.	.	PUNCT
bracis-28362	48	1	first	first	ADV
bracis-28362	48	2	,	,	PUNCT
bracis-28362	48	3	a	a	DET
bracis-28362	48	4	sampling	sampling	NOUN
bracis-28362	48	5	process	process	NOUN
bracis-28362	48	6	is	be	AUX
bracis-28362	48	7	made	make	VERB
bracis-28362	48	8	to	to	PART
bracis-28362	48	9	reduce	reduce	VERB
bracis-28362	48	10	the	the	DET
bracis-28362	48	11	number	number	NOUN
bracis-28362	48	12	of	of	ADP
bracis-28362	48	13	frames	frame	NOUN
bracis-28362	48	14	under	under	ADP
bracis-28362	48	15	analysis	analysis	NOUN
bracis-28362	48	16	.	.	PUNCT
bracis-28362	49	1	then	then	ADV
bracis-28362	49	2	,	,	PUNCT
bracis-28362	49	3	frames	frame	NOUN
bracis-28362	49	4	represented	represent	VERB
bracis-28362	49	5	by	by	ADP
bracis-28362	49	6	color	color	NOUN
bracis-28362	49	7	histograms	histogram	NOUN
bracis-28362	49	8	were	be	AUX
bracis-28362	49	9	grouped	group	VERB
bracis-28362	49	10	into	into	ADP
bracis-28362	49	11	similar	similar	ADJ
bracis-28362	49	12	sets	set	NOUN
bracis-28362	49	13	by	by	ADP
bracis-28362	49	14	a	a	DET
bracis-28362	49	15	k	k	ADJ
bracis-28362	49	16	-	-	PUNCT
bracis-28362	49	17	means	means	NOUN
bracis-28362	49	18	algorithm	algorithm	NOUN
bracis-28362	49	19	.	.	PUNCT
bracis-28362	50	1	vsumm	vsumm	PROPN
bracis-28362	50	2	results	result	NOUN
bracis-28362	50	3	tended	tend	VERB
bracis-28362	50	4	to	to	AUX
bracis-28362	50	5	group	group	NOUN
bracis-28362	50	6	dispersed	disperse	VERB
bracis-28362	50	7	frames	frame	NOUN
bracis-28362	50	8	in	in	ADP
bracis-28362	50	9	time	time	NOUN
bracis-28362	50	10	that	that	PRON
bracis-28362	50	11	may	may	AUX
bracis-28362	50	12	have	have	VERB
bracis-28362	50	13	a	a	DET
bracis-28362	50	14	considerable	considerable	ADJ
bracis-28362	50	15	temporal	temporal	ADJ
bracis-28362	50	16	separation	separation	NOUN
bracis-28362	50	17	.	.	PUNCT
bracis-28362	51	1	in	in	ADP
bracis-28362	51	2	 	 	SPACE
bracis-28362	51	3	[	[	X
bracis-28362	51	4	17	17	NUM
bracis-28362	51	5	]	]	PUNCT
bracis-28362	51	6	,	,	PUNCT
bracis-28362	51	7	the	the	DET
bracis-28362	51	8	authors	author	NOUN
bracis-28362	51	9	presented	present	VERB
bracis-28362	51	10	a	a	DET
bracis-28362	51	11	graph	graph	NOUN
bracis-28362	51	12	-	-	PUNCT
bracis-28362	51	13	based	base	VERB
bracis-28362	51	14	approach	approach	NOUN
bracis-28362	51	15	for	for	ADP
bracis-28362	51	16	video	video	NOUN
bracis-28362	51	17	summarization	summarization	NOUN
bracis-28362	51	18	named	name	VERB
bracis-28362	51	19	hsumm	hsumm	ADJ
bracis-28362	51	20	.	.	PUNCT
bracis-28362	52	1	the	the	DET
bracis-28362	52	2	proposed	propose	VERB
bracis-28362	52	3	approach	approach	NOUN
bracis-28362	52	4	was	be	AUX
bracis-28362	52	5	hierarchical	hierarchical	ADJ
bracis-28362	52	6	and	and	CCONJ
bracis-28362	52	7	comprised	comprise	VERB
bracis-28362	52	8	keyframe	keyframe	NOUN
bracis-28362	52	9	extraction	extraction	NOUN
bracis-28362	52	10	,	,	PUNCT
bracis-28362	52	11	scene	scene	NOUN
bracis-28362	52	12	segmentation	segmentation	NOUN
bracis-28362	52	13	,	,	PUNCT
bracis-28362	52	14	and	and	CCONJ
bracis-28362	52	15	video	video	NOUN
bracis-28362	52	16	summarization	summarization	NOUN
bracis-28362	52	17	stages	stage	NOUN
bracis-28362	52	18	.	.	PUNCT
bracis-28362	53	1	during	during	ADP
bracis-28362	53	2	the	the	DET
bracis-28362	53	3	keyframe	keyframe	NOUN
bracis-28362	53	4	extraction	extraction	NOUN
bracis-28362	53	5	stage	stage	NOUN
bracis-28362	53	6	,	,	PUNCT
bracis-28362	53	7	their	their	PRON
bracis-28362	53	8	method	method	NOUN
bracis-28362	53	9	selected	select	VERB
bracis-28362	53	10	representative	representative	NOUN
bracis-28362	53	11	frames	frame	NOUN
bracis-28362	53	12	based	base	VERB
bracis-28362	53	13	on	on	ADP
bracis-28362	53	14	image	image	NOUN
bracis-28362	53	15	quality	quality	NOUN
bracis-28362	53	16	and	and	CCONJ
bracis-28362	53	17	diversity	diversity	NOUN
bracis-28362	53	18	.	.	PUNCT
bracis-28362	54	1	in	in	ADP
bracis-28362	54	2	the	the	DET
bracis-28362	54	3	scene	scene	NOUN
bracis-28362	54	4	segmentation	segmentation	NOUN
bracis-28362	54	5	stage	stage	NOUN
bracis-28362	54	6	,	,	PUNCT
bracis-28362	54	7	the	the	DET
bracis-28362	54	8	video	video	NOUN
bracis-28362	54	9	was	be	AUX
bracis-28362	54	10	divided	divide	VERB
bracis-28362	54	11	into	into	ADP
bracis-28362	54	12	different	different	ADJ
bracis-28362	54	13	scenes	scene	NOUN
bracis-28362	54	14	based	base	VERB
bracis-28362	54	15	on	on	ADP
bracis-28362	54	16	the	the	DET
bracis-28362	54	17	visual	visual	ADJ
bracis-28362	54	18	similarity	similarity	NOUN
bracis-28362	54	19	between	between	ADP
bracis-28362	54	20	frames	frame	NOUN
bracis-28362	54	21	.	.	PUNCT
bracis-28362	55	1	finally	finally	ADV
bracis-28362	55	2	,	,	PUNCT
bracis-28362	55	3	keyframes	keyframe	NOUN
bracis-28362	55	4	were	be	AUX
bracis-28362	55	5	combined	combine	VERB
bracis-28362	55	6	to	to	PART
bracis-28362	55	7	generate	generate	VERB
bracis-28362	55	8	a	a	DET
bracis-28362	55	9	video	video	NOUN
bracis-28362	55	10	summary	summary	NOUN
bracis-28362	55	11	.	.	PUNCT
bracis-28362	56	1	the	the	DET
bracis-28362	56	2	proposed	propose	VERB
bracis-28362	56	3	approach	approach	NOUN
bracis-28362	56	4	employed	employ	VERB
bracis-28362	56	5	a	a	DET
bracis-28362	56	6	hierarchical	hierarchical	ADJ
bracis-28362	56	7	graph	graph	NOUN
bracis-28362	56	8	-	-	PUNCT
bracis-28362	56	9	based	base	VERB
bracis-28362	56	10	clustering	clustering	NOUN
bracis-28362	56	11	that	that	PRON
bracis-28362	56	12	was	be	AUX
bracis-28362	56	13	capable	capable	ADJ
bracis-28362	56	14	of	of	ADP
bracis-28362	56	15	generating	generate	VERB
bracis-28362	56	16	effective	effective	ADJ
bracis-28362	56	17	video	video	NOUN
bracis-28362	56	18	summaries	summary	NOUN
bracis-28362	56	19	.	.	PUNCT
bracis-28362	57	1	in	in	ADP
bracis-28362	57	2	 	 	SPACE
bracis-28362	57	3	[	[	X
bracis-28362	57	4	15	15	NUM
bracis-28362	57	5	]	]	PUNCT
bracis-28362	57	6	,	,	PUNCT
bracis-28362	57	7	the	the	DET
bracis-28362	57	8	authors	author	NOUN
bracis-28362	57	9	presented	present	VERB
bracis-28362	57	10	an	an	DET
bracis-28362	57	11	unsupervised	unsupervised	ADJ
bracis-28362	57	12	approach	approach	NOUN
bracis-28362	57	13	for	for	ADP
bracis-28362	57	14	summarizing	summarize	VERB
bracis-28362	57	15	a	a	DET
bracis-28362	57	16	collection	collection	NOUN
bracis-28362	57	17	of	of	ADP
bracis-28362	57	18	videos	video	NOUN
bracis-28362	57	19	.	.	PUNCT
bracis-28362	58	1	they	they	PRON
bracis-28362	58	2	developed	develop	VERB
bracis-28362	58	3	a	a	DET
bracis-28362	58	4	diversity	diversity	NOUN
bracis-28362	58	5	-	-	PUNCT
bracis-28362	58	6	aware	aware	ADJ
bracis-28362	58	7	optimization	optimization	NOUN
bracis-28362	58	8	method	method	NOUN
bracis-28362	58	9	for	for	ADP
bracis-28362	58	10	multi	multi	ADJ
bracis-28362	58	11	-	-	ADJ
bracis-28362	58	12	video	video	ADJ
bracis-28362	58	13	summarization	summarization	NOUN
bracis-28362	58	14	by	by	ADP
bracis-28362	58	15	exploring	explore	VERB
bracis-28362	58	16	the	the	DET
bracis-28362	58	17	videos	video	NOUN
bracis-28362	58	18	’	'	PUNCT
bracis-28362	58	19	complementarity	complementarity	NOUN
bracis-28362	58	20	.	.	PUNCT
bracis-28362	59	1	the	the	DET
bracis-28362	59	2	video	video	NOUN
bracis-28362	59	3	summarization	summarization	NOUN
bracis-28362	59	4	landscape	landscape	NOUN
bracis-28362	59	5	has	have	AUX
bracis-28362	59	6	evolved	evolve	VERB
bracis-28362	59	7	over	over	ADP
bracis-28362	59	8	the	the	DET
bracis-28362	59	9	last	last	ADJ
bracis-28362	59	10	few	few	ADJ
bracis-28362	59	11	years	year	NOUN
bracis-28362	59	12	,	,	PUNCT
bracis-28362	59	13	especially	especially	ADV
bracis-28362	59	14	after	after	ADP
bracis-28362	59	15	the	the	DET
bracis-28362	59	16	introduction	introduction	NOUN
bracis-28362	59	17	of	of	ADP
bracis-28362	59	18	deep	deep	ADJ
bracis-28362	59	19	learning	learning	NOUN
bracis-28362	59	20	algorithms	algorithm	NOUN
bracis-28362	59	21	.	.	PUNCT
bracis-28362	60	1	the	the	DET
bracis-28362	60	2	study	study	NOUN
bracis-28362	60	3	in	in	ADP
bracis-28362	60	4	 	 	SPACE
bracis-28362	60	5	[	[	X
bracis-28362	60	6	14	14	NUM
bracis-28362	60	7	]	]	PUNCT
bracis-28362	60	8	focused	focus	VERB
bracis-28362	60	9	on	on	ADP
bracis-28362	60	10	egocentric	egocentric	ADJ
bracis-28362	60	11	’	'	PUNCT
bracis-28362	60	12	video	video	NOUN
bracis-28362	60	13	summarization	summarization	NOUN
bracis-28362	60	14	and	and	CCONJ
bracis-28362	60	15	the	the	DET
bracis-28362	60	16	challenges	challenge	NOUN
bracis-28362	60	17	of	of	ADP
bracis-28362	60	18	this	this	DET
bracis-28362	60	19	task	task	NOUN
bracis-28362	60	20	.	.	PUNCT
bracis-28362	61	1	in	in	ADP
bracis-28362	61	2	 	 	SPACE
bracis-28362	61	3	[	[	X
bracis-28362	61	4	3	3	NUM
bracis-28362	61	5	]	]	PUNCT
bracis-28362	61	6	,	,	PUNCT
bracis-28362	61	7	the	the	DET
bracis-28362	61	8	authors	author	NOUN
bracis-28362	61	9	concentrated	concentrate	VERB
bracis-28362	61	10	on	on	ADP
bracis-28362	61	11	summarization	summarization	NOUN
bracis-28362	61	12	methods	method	NOUN
bracis-28362	61	13	that	that	PRON
bracis-28362	61	14	are	be	AUX
bracis-28362	61	15	directly	directly	ADV
bracis-28362	61	16	applied	apply	VERB
bracis-28362	61	17	to	to	ADP
bracis-28362	61	18	the	the	DET
bracis-28362	61	19	compressed	compress	VERB
bracis-28362	61	20	domain	domain	NOUN
bracis-28362	61	21	.	.	PUNCT
bracis-28362	62	1	finally	finally	ADV
bracis-28362	62	2	,	,	PUNCT
bracis-28362	62	3	the	the	DET
bracis-28362	62	4	authors	author	NOUN
bracis-28362	62	5	in	in	ADP
bracis-28362	62	6	 	 	SPACE
bracis-28362	63	1	[	[	X
bracis-28362	63	2	20	20	NUM
bracis-28362	63	3	]	]	PUNCT
bracis-28362	63	4	presented	present	VERB
bracis-28362	63	5	the	the	DET
bracis-28362	63	6	relevant	relevant	ADJ
bracis-28362	63	7	bibliography	bibliography	NOUN
bracis-28362	63	8	for	for	ADP
bracis-28362	63	9	dynamic	dynamic	ADJ
bracis-28362	63	10	video	video	NOUN
bracis-28362	63	11	summarization	summarization	NOUN
bracis-28362	63	12	.	.	PUNCT
bracis-28362	64	1	according	accord	VERB
bracis-28362	64	2	to	to	ADP
bracis-28362	64	3	 	 	SPACE
bracis-28362	64	4	[	[	X
bracis-28362	64	5	1	1	NUM
bracis-28362	64	6	]	]	PUNCT
bracis-28362	64	7	,	,	PUNCT
bracis-28362	64	8	in	in	ADP
bracis-28362	64	9	deep	deep	ADJ
bracis-28362	64	10	-	-	PUNCT
bracis-28362	64	11	learning	learning	NOUN
bracis-28362	64	12	-	-	PUNCT
bracis-28362	64	13	based	base	VERB
bracis-28362	64	14	video	video	NOUN
bracis-28362	64	15	summarization	summarization	NOUN
bracis-28362	64	16	methods	method	NOUN
bracis-28362	64	17	,	,	PUNCT
bracis-28362	64	18	the	the	DET
bracis-28362	64	19	video	video	NOUN
bracis-28362	64	20	content	content	NOUN
bracis-28362	64	21	is	be	AUX
bracis-28362	64	22	represented	represent	VERB
bracis-28362	64	23	by	by	ADP
bracis-28362	64	24	deep	deep	ADJ
bracis-28362	64	25	feature	feature	NOUN
bracis-28362	64	26	vectors	vector	NOUN
bracis-28362	64	27	extracted	extract	VERB
bracis-28362	64	28	by	by	ADP
bracis-28362	64	29	pre	pre	ADJ
bracis-28362	64	30	-	-	ADJ
bracis-28362	64	31	trained	train	VERB
bracis-28362	64	32	neural	neural	ADJ
bracis-28362	64	33	networks	network	NOUN
bracis-28362	64	34	.	.	PUNCT
bracis-28362	65	1	the	the	DET
bracis-28362	65	2	extracted	extract	VERB
bracis-28362	65	3	features	feature	NOUN
bracis-28362	65	4	are	be	AUX
bracis-28362	65	5	then	then	ADV
bracis-28362	65	6	utilized	utilize	VERB
bracis-28362	65	7	by	by	ADP
bracis-28362	65	8	a	a	DET
bracis-28362	65	9	deep	deep	ADJ
bracis-28362	65	10	summarizer	summarizer	NOUN
bracis-28362	65	11	network	network	NOUN
bracis-28362	65	12	and	and	CCONJ
bracis-28362	65	13	its	its	PRON
bracis-28362	65	14	output	output	NOUN
bracis-28362	65	15	can	can	AUX
bracis-28362	65	16	be	be	AUX
bracis-28362	65	17	either	either	CCONJ
bracis-28362	65	18	a	a	DET
bracis-28362	65	19	set	set	NOUN
bracis-28362	65	20	of	of	ADP
bracis-28362	65	21	keyframes	keyframe	NOUN
bracis-28362	65	22	(	(	PUNCT
bracis-28362	65	23	i.e.	i.e.	X
bracis-28362	65	24	,	,	PUNCT
bracis-28362	65	25	a	a	DET
bracis-28362	65	26	static	static	ADJ
bracis-28362	65	27	summary	summary	NOUN
bracis-28362	65	28	)	)	PUNCT
bracis-28362	65	29	or	or	CCONJ
bracis-28362	65	30	a	a	DET
bracis-28362	65	31	set	set	NOUN
bracis-28362	65	32	of	of	ADP
bracis-28362	65	33	video	video	NOUN
bracis-28362	65	34	fragments	fragment	NOUN
bracis-28362	65	35	(	(	PUNCT
bracis-28362	65	36	that	that	PRON
bracis-28362	65	37	form	form	VERB
bracis-28362	65	38	a	a	DET
bracis-28362	65	39	dynamic	dynamic	ADJ
bracis-28362	65	40	summary	summary	NOUN
bracis-28362	65	41	)	)	PUNCT
bracis-28362	65	42	.	.	PUNCT
bracis-28362	66	1	the	the	DET
bracis-28362	66	2	study	study	NOUN
bracis-28362	66	3	conducted	conduct	VERB
bracis-28362	66	4	by	by	ADP
bracis-28362	66	5	 	 	SPACE
bracis-28362	66	6	[	[	PUNCT
bracis-28362	66	7	6	6	NUM
bracis-28362	66	8	]	]	PUNCT
bracis-28362	66	9	introduces	introduce	VERB
bracis-28362	66	10	a	a	DET
bracis-28362	66	11	hierarchical	hierarchical	ADJ
bracis-28362	66	12	approach	approach	NOUN
bracis-28362	66	13	for	for	ADP
bracis-28362	66	14	generating	generate	VERB
bracis-28362	66	15	a	a	DET
bracis-28362	66	16	fixed	fix	VERB
bracis-28362	66	17	number	number	NOUN
bracis-28362	66	18	of	of	ADP
bracis-28362	66	19	keyframes	keyframe	NOUN
bracis-28362	66	20	for	for	ADP
bracis-28362	66	21	video	video	NOUN
bracis-28362	66	22	captioning	captioning	NOUN
bracis-28362	66	23	.	.	PUNCT
bracis-28362	67	1	their	their	PRON
bracis-28362	67	2	approach	approach	NOUN
bracis-28362	67	3	involves	involve	VERB
bracis-28362	67	4	generating	generate	VERB
bracis-28362	67	5	a	a	DET
bracis-28362	67	6	fixed	fix	VERB
bracis-28362	67	7	number	number	NOUN
bracis-28362	67	8	of	of	ADP
bracis-28362	67	9	keyframes	keyframe	NOUN
bracis-28362	67	10	per	per	ADP
bracis-28362	67	11	video	video	NOUN
bracis-28362	67	12	,	,	PUNCT
bracis-28362	67	13	which	which	PRON
bracis-28362	67	14	serves	serve	VERB
bracis-28362	67	15	as	as	ADP
bracis-28362	67	16	a	a	DET
bracis-28362	67	17	representative	representative	ADJ
bracis-28362	67	18	distribution	distribution	NOUN
bracis-28362	67	19	of	of	ADP
bracis-28362	67	20	the	the	DET
bracis-28362	67	21	video	video	NOUN
bracis-28362	67	22	content	content	NOUN
bracis-28362	67	23	.	.	PUNCT
bracis-28362	68	1	these	these	DET
bracis-28362	68	2	keyframes	keyframe	NOUN
bracis-28362	68	3	are	be	AUX
bracis-28362	68	4	then	then	ADV
bracis-28362	68	5	used	use	VERB
bracis-28362	68	6	as	as	ADP
bracis-28362	68	7	input	input	NOUN
bracis-28362	68	8	for	for	ADP
bracis-28362	68	9	a	a	DET
bracis-28362	68	10	transformer	transformer	NOUN
bracis-28362	68	11	-	-	PUNCT
bracis-28362	68	12	based	base	VERB
bracis-28362	68	13	method	method	NOUN
bracis-28362	68	14	.	.	PUNCT
bracis-28362	69	1	in	in	ADP
bracis-28362	69	2	contrast	contrast	NOUN
bracis-28362	69	3	to	to	ADP
bracis-28362	69	4	the	the	DET
bracis-28362	69	5	proposed	propose	VERB
bracis-28362	69	6	by	by	ADP
bracis-28362	69	7	 	 	SPACE
bracis-28362	69	8	[	[	PUNCT
bracis-28362	69	9	6	6	NUM
bracis-28362	69	10	]	]	PUNCT
bracis-28362	69	11	,	,	PUNCT
bracis-28362	69	12	our	our	PRON
bracis-28362	69	13	proposed	propose	VERB
bracis-28362	69	14	approach	approach	NOUN
bracis-28362	69	15	takes	take	VERB
bracis-28362	69	16	a	a	DET
bracis-28362	69	17	different	different	ADJ
bracis-28362	69	18	direction	direction	NOUN
bracis-28362	69	19	.	.	PUNCT
bracis-28362	70	1	we	we	PRON
bracis-28362	70	2	propose	propose	VERB
bracis-28362	70	3	the	the	DET
bracis-28362	70	4	creation	creation	NOUN
bracis-28362	70	5	of	of	ADP
bracis-28362	70	6	a	a	DET
bracis-28362	70	7	dynamic	dynamic	ADJ
bracis-28362	70	8	number	number	NOUN
bracis-28362	70	9	of	of	ADP
bracis-28362	70	10	keyframes	keyframe	NOUN
bracis-28362	70	11	to	to	PART
bracis-28362	70	12	serve	serve	VERB
bracis-28362	70	13	as	as	ADP
bracis-28362	70	14	a	a	DET
bracis-28362	70	15	comprehensive	comprehensive	ADJ
bracis-28362	70	16	summary	summary	NOUN
bracis-28362	70	17	for	for	ADP
bracis-28362	70	18	each	each	DET
bracis-28362	70	19	video	video	NOUN
bracis-28362	70	20	.	.	PUNCT
bracis-28362	71	1	this	this	DET
bracis-28362	71	2	approach	approach	NOUN
bracis-28362	71	3	recognizes	recognize	VERB
bracis-28362	71	4	the	the	DET
bracis-28362	71	5	inherent	inherent	ADJ
bracis-28362	71	6	variability	variability	NOUN
bracis-28362	71	7	in	in	ADP
bracis-28362	71	8	video	video	NOUN
bracis-28362	71	9	content	content	NOUN
bracis-28362	71	10	and	and	CCONJ
bracis-28362	71	11	aims	aim	VERB
bracis-28362	71	12	to	to	PART
bracis-28362	71	13	capture	capture	VERB
bracis-28362	71	14	the	the	DET
bracis-28362	71	15	most	most	ADV
bracis-28362	71	16	salient	salient	NOUN
bracis-28362	71	17	frames	frame	NOUN
bracis-28362	71	18	specific	specific	ADJ
bracis-28362	71	19	to	to	ADP
bracis-28362	71	20	each	each	DET
bracis-28362	71	21	video	video	NOUN
bracis-28362	71	22	.	.	PUNCT
bracis-28362	72	1	consequently	consequently	ADV
bracis-28362	72	2	,	,	PUNCT
bracis-28362	72	3	the	the	DET
bracis-28362	72	4	number	number	NOUN
bracis-28362	72	5	of	of	ADP
bracis-28362	72	6	keyframes	keyframe	NOUN
bracis-28362	72	7	in	in	ADP
bracis-28362	72	8	the	the	DET
bracis-28362	72	9	summary	summary	NOUN
bracis-28362	72	10	differs	differ	VERB
bracis-28362	72	11	across	across	ADP
bracis-28362	72	12	videos	video	NOUN
bracis-28362	72	13	within	within	ADP
bracis-28362	72	14	the	the	DET
bracis-28362	72	15	same	same	ADJ
bracis-28362	72	16	dataset	dataset	NOUN
bracis-28362	72	17	.	.	PUNCT
bracis-28362	73	1	by	by	ADP
bracis-28362	73	2	employing	employ	VERB
bracis-28362	73	3	a	a	DET
bracis-28362	73	4	dynamic	dynamic	ADJ
bracis-28362	73	5	keyframe	keyframe	NOUN
bracis-28362	73	6	selection	selection	NOUN
bracis-28362	73	7	process	process	NOUN
bracis-28362	73	8	,	,	PUNCT
bracis-28362	73	9	the	the	DET
bracis-28362	73	10	proposed	propose	VERB
bracis-28362	73	11	approach	approach	NOUN
bracis-28362	73	12	enables	enable	VERB
bracis-28362	73	13	a	a	DET
bracis-28362	73	14	more	more	ADV
bracis-28362	73	15	discriminating	discriminating	ADJ
bracis-28362	73	16	representation	representation	NOUN
bracis-28362	73	17	of	of	ADP
bracis-28362	73	18	the	the	DET
bracis-28362	73	19	video	video	NOUN
bracis-28362	73	20	content	content	NOUN
bracis-28362	73	21	compared	compare	VERB
bracis-28362	73	22	to	to	ADP
bracis-28362	73	23	the	the	DET
bracis-28362	73	24	fixed	fix	VERB
bracis-28362	73	25	number	number	NOUN
bracis-28362	73	26	approach	approach	NOUN
bracis-28362	73	27	suggested	suggest	VERB
bracis-28362	73	28	by	by	ADP
bracis-28362	73	29	 	 	SPACE
bracis-28362	73	30	[	[	PUNCT
bracis-28362	73	31	6	6	NUM
bracis-28362	73	32	]	]	PUNCT
bracis-28362	73	33	.	.	PUNCT
bracis-28362	74	1	this	this	DET
bracis-28362	74	2	work	work	NOUN
bracis-28362	74	3	proposes	propose	VERB
bracis-28362	74	4	an	an	DET
bracis-28362	74	5	unsupervised	unsupervised	ADJ
bracis-28362	74	6	method	method	NOUN
bracis-28362	74	7	for	for	ADP
bracis-28362	74	8	video	video	NOUN
bracis-28362	74	9	summarization	summarization	NOUN
bracis-28362	74	10	that	that	PRON
bracis-28362	74	11	considers	consider	VERB
bracis-28362	74	12	changes	change	NOUN
bracis-28362	74	13	in	in	ADP
bracis-28362	74	14	video	video	NOUN
bracis-28362	74	15	content	content	NOUN
bracis-28362	74	16	over	over	ADP
bracis-28362	74	17	time	time	NOUN
bracis-28362	74	18	,	,	PUNCT
bracis-28362	74	19	named	name	VERB
bracis-28362	74	20	hierarchical	hierarchical	ADJ
bracis-28362	74	21	time	time	NOUN
bracis-28362	74	22	-	-	PUNCT
bracis-28362	74	23	aware	aware	ADJ
bracis-28362	74	24	summarizer	summarizer	NOUN
bracis-28362	74	25	–	–	PUNCT
bracis-28362	74	26	hietasumm	hietasumm	NOUN
bracis-28362	74	27	.	.	PUNCT
bracis-28362	75	1	similarly	similarly	ADV
bracis-28362	75	2	to	to	ADP
bracis-28362	75	3	recent	recent	ADJ
bracis-28362	75	4	deep	deep	ADJ
bracis-28362	75	5	-	-	PUNCT
bracis-28362	75	6	learning	learning	NOUN
bracis-28362	75	7	-	-	PUNCT
bracis-28362	75	8	based	base	VERB
bracis-28362	75	9	approaches	approach	NOUN
bracis-28362	75	10	,	,	PUNCT
bracis-28362	75	11	the	the	DET
bracis-28362	75	12	proposed	propose	VERB
bracis-28362	75	13	method	method	NOUN
bracis-28362	75	14	uses	use	VERB
bracis-28362	75	15	pre	pre	ADJ
bracis-28362	75	16	-	-	ADJ
bracis-28362	75	17	trained	train	VERB
bracis-28362	75	18	neural	neural	ADJ
bracis-28362	75	19	networks	network	NOUN
bracis-28362	75	20	to	to	PART
bracis-28362	75	21	generate	generate	VERB
bracis-28362	75	22	video	video	NOUN
bracis-28362	75	23	frame	frame	NOUN
bracis-28362	75	24	descriptions	description	NOUN
bracis-28362	75	25	.	.	PUNCT
bracis-28362	76	1	however	however	ADV
bracis-28362	76	2	,	,	PUNCT
bracis-28362	76	3	it	it	PRON
bracis-28362	76	4	does	do	AUX
bracis-28362	76	5	not	not	PART
bracis-28362	76	6	adopt	adopt	VERB
bracis-28362	76	7	a	a	DET
bracis-28362	76	8	deep	deep	ADJ
bracis-28362	76	9	summarizer	summarizer	NOUN
bracis-28362	76	10	network	network	NOUN
bracis-28362	76	11	to	to	PART
bracis-28362	76	12	avoid	avoid	VERB
bracis-28362	76	13	the	the	DET
bracis-28362	76	14	challenges	challenge	NOUN
bracis-28362	76	15	related	relate	VERB
bracis-28362	76	16	to	to	ADP
bracis-28362	76	17	its	its	PRON
bracis-28362	76	18	training	training	NOUN
bracis-28362	76	19	.	.	PUNCT
bracis-28362	77	1	instead	instead	ADV
bracis-28362	77	2	,	,	PUNCT
bracis-28362	77	3	a	a	DET
bracis-28362	77	4	hierarchical	hierarchical	ADJ
bracis-28362	77	5	graph	graph	NOUN
bracis-28362	77	6	-	-	PUNCT
bracis-28362	77	7	based	base	VERB
bracis-28362	77	8	clustering	clustering	ADJ
bracis-28362	77	9	strategy	strategy	NOUN
bracis-28362	77	10	is	be	AUX
bracis-28362	77	11	adopted	adopt	VERB
bracis-28362	77	12	.	.	PUNCT
bracis-28362	78	1	it	it	PRON
bracis-28362	78	2	is	be	AUX
bracis-28362	78	3	worth	worth	ADJ
bracis-28362	78	4	mentioning	mention	VERB
bracis-28362	78	5	that	that	SCONJ
bracis-28362	78	6	the	the	DET
bracis-28362	78	7	proposed	propose	VERB
bracis-28362	78	8	method	method	NOUN
bracis-28362	78	9	assesses	assesse	NOUN
bracis-28362	78	10	frame	frame	NOUN
bracis-28362	78	11	importance	importance	NOUN
bracis-28362	78	12	over	over	ADP
bracis-28362	78	13	time	time	NOUN
bracis-28362	78	14	for	for	ADP
bracis-28362	78	15	selecting	select	VERB
bracis-28362	78	16	keyframes	keyframe	NOUN
bracis-28362	78	17	that	that	PRON
bracis-28362	78	18	comprise	comprise	VERB
bracis-28362	78	19	the	the	DET
bracis-28362	78	20	video	video	NOUN
bracis-28362	78	21	summary	summary	NOUN
bracis-28362	78	22	,	,	PUNCT
bracis-28362	78	23	which	which	PRON
bracis-28362	78	24	is	be	AUX
bracis-28362	78	25	different	different	ADJ
bracis-28362	78	26	from	from	ADP
bracis-28362	78	27	other	other	ADJ
bracis-28362	78	28	hierarchical	hierarchical	ADJ
bracis-28362	78	29	approaches	approach	NOUN
bracis-28362	78	30	.	.	PUNCT
bracis-28362	79	1	the	the	DET
bracis-28362	79	2	major	major	ADJ
bracis-28362	79	3	contributions	contribution	NOUN
bracis-28362	79	4	of	of	ADP
bracis-28362	79	5	this	this	DET
bracis-28362	79	6	work	work	NOUN
bracis-28362	79	7	are	be	AUX
bracis-28362	79	8	two	two	NUM
bracis-28362	79	9	-	-	PUNCT
bracis-28362	79	10	fold	fold	ADV
bracis-28362	79	11	:	:	PUNCT
bracis-28362	79	12	(	(	PUNCT
bracis-28362	79	13	i	i	NOUN
bracis-28362	79	14	)	)	PUNCT
bracis-28362	79	15	 	 	SPACE
bracis-28362	79	16	a	a	DET
bracis-28362	79	17	strategy	strategy	NOUN
bracis-28362	79	18	for	for	ADP
bracis-28362	79	19	video	video	NOUN
bracis-28362	79	20	summarization	summarization	NOUN
bracis-28362	79	21	that	that	PRON
bracis-28362	79	22	incorporates	incorporate	VERB
bracis-28362	79	23	frame	frame	NOUN
bracis-28362	79	24	importance	importance	NOUN
bracis-28362	79	25	over	over	ADP
bracis-28362	79	26	time	time	NOUN
bracis-28362	79	27	for	for	ADP
bracis-28362	79	28	selecting	select	VERB
bracis-28362	79	29	keyframes	keyframe	NOUN
bracis-28362	79	30	;	;	PUNCT
bracis-28362	79	31	and	and	CCONJ
bracis-28362	79	32	(	(	PUNCT
bracis-28362	79	33	ii	ii	NOUN
bracis-28362	79	34	)	)	PUNCT
bracis-28362	79	35	 	 	SPACE
bracis-28362	79	36	the	the	DET
bracis-28362	79	37	identification	identification	NOUN
bracis-28362	79	38	of	of	ADP
bracis-28362	79	39	keyframes	keyframe	NOUN
bracis-28362	79	40	through	through	ADP
bracis-28362	79	41	a	a	DET
bracis-28362	79	42	hierarchical	hierarchical	ADJ
bracis-28362	79	43	graph	graph	NOUN
bracis-28362	79	44	-	-	PUNCT
bracis-28362	79	45	based	base	VERB
bracis-28362	79	46	clustering	clustering	NOUN
bracis-28362	79	47	using	use	VERB
bracis-28362	79	48	deep	deep	ADJ
bracis-28362	79	49	-	-	PUNCT
bracis-28362	79	50	learning	learning	NOUN
bracis-28362	79	51	-	-	PUNCT
bracis-28362	79	52	based	base	VERB
bracis-28362	79	53	descriptors	descriptor	NOUN
bracis-28362	79	54	and	and	CCONJ
bracis-28362	79	55	a	a	DET
bracis-28362	79	56	dynamic	dynamic	ADJ
bracis-28362	79	57	strategy	strategy	NOUN
bracis-28362	79	58	to	to	PART
bracis-28362	79	59	define	define	VERB
bracis-28362	79	60	summary	summary	NOUN
bracis-28362	79	61	sizes	size	NOUN
bracis-28362	79	62	.	.	PUNCT
bracis-28362	80	1	this	this	DET
bracis-28362	80	2	work	work	NOUN
bracis-28362	80	3	is	be	AUX
bracis-28362	80	4	organized	organize	VERB
bracis-28362	80	5	as	as	SCONJ
bracis-28362	80	6	follows	follow	VERB
bracis-28362	80	7	.	.	PUNCT
bracis-28362	81	1	section	section	NOUN
bracis-28362	81	2	 	 	SPACE
bracis-28362	81	3	2	2	NUM
bracis-28362	81	4	defines	define	VERB
bracis-28362	81	5	many	many	ADJ
bracis-28362	81	6	concepts	concept	NOUN
bracis-28362	81	7	used	use	VERB
bracis-28362	81	8	in	in	ADP
bracis-28362	81	9	this	this	DET
bracis-28362	81	10	work	work	NOUN
bracis-28362	81	11	.	.	PUNCT
bracis-28362	82	1	section	section	NOUN
bracis-28362	82	2	 	 	SPACE
bracis-28362	82	3	3	3	NUM
bracis-28362	82	4	presents	present	VERB
bracis-28362	82	5	the	the	DET
bracis-28362	82	6	proposed	propose	VERB
bracis-28362	82	7	method	method	NOUN
bracis-28362	82	8	,	,	PUNCT
bracis-28362	82	9	followed	follow	VERB
bracis-28362	82	10	by	by	ADP
bracis-28362	82	11	the	the	DET
bracis-28362	82	12	experimental	experimental	ADJ
bracis-28362	82	13	results	result	NOUN
bracis-28362	82	14	in	in	ADP
bracis-28362	82	15	sect	sect	NOUN
bracis-28362	82	16	.	.	PUNCT
bracis-28362	82	17	 	 	SPACE
bracis-28362	83	1	4	4	X
bracis-28362	83	2	.	.	PUNCT
bracis-28362	84	1	finally	finally	ADV
bracis-28362	84	2	,	,	PUNCT
bracis-28362	84	3	sect	sect	NOUN
bracis-28362	84	4	.	.	PUNCT
bracis-28362	84	5	 	 	SPACE
bracis-28362	84	6	5	5	NUM
bracis-28362	84	7	draws	draw	VERB
bracis-28362	84	8	some	some	DET
bracis-28362	84	9	conclusions	conclusion	NOUN
bracis-28362	84	10	and	and	CCONJ
bracis-28362	84	11	future	future	ADJ
bracis-28362	84	12	work	work	NOUN
bracis-28362	84	13	proposals	proposal	NOUN
bracis-28362	84	14	.	.	PUNCT
bracis-28362	85	1	2	2	NUM
bracis-28362	85	2	fundamental	fundamental	ADJ
bracis-28362	85	3	concepts	concept	NOUN
bracis-28362	85	4	let	let	VERB
bracis-28362	85	5	\({\mathbb	\({\mathbb	PROPN
bracis-28362	85	6	{	{	PUNCT
bracis-28362	85	7	a}}\subset	a}}\subset	X
bracis-28362	85	8	{	{	PUNCT
bracis-28362	85	9	\mathbb	\mathbb	PROPN
bracis-28362	85	10	{	{	PUNCT
bracis-28362	85	11	n}}^2\	n}}^2\	PROPN
bracis-28362	85	12	)	)	PUNCT
bracis-28362	85	13	,	,	PUNCT
bracis-28362	85	14	\({\mathbb	\({\mathbb	NOUN
bracis-28362	85	15	{	{	PUNCT
bracis-28362	85	16	a}}=\{0,\ldots	a}}=\{0,\ldot	NOUN
bracis-28362	85	17	,	,	PUNCT
bracis-28362	85	18	\textrm{h}-1\}\times	\textrm{h}-1\}\times	ADP
bracis-28362	85	19	\{0,\ldots	\{0,\ldot	NOUN
bracis-28362	85	20	,	,	PUNCT
bracis-28362	85	21	\textrm{w}-1\}\	\textrm{w}-1\}\	NOUN
bracis-28362	85	22	)	)	PUNCT
bracis-28362	85	23	,	,	PUNCT
bracis-28362	85	24	where	where	SCONJ
bracis-28362	85	25	\(\textrm{h}\	\(\textrm{h}\	NOUN
bracis-28362	85	26	)	)	PUNCT
bracis-28362	85	27	and	and	CCONJ
bracis-28362	85	28	\(\textrm{w}\	\(\textrm{w}\	NUM
bracis-28362	85	29	)	)	PUNCT
bracis-28362	85	30	are	be	AUX
bracis-28362	85	31	the	the	DET
bracis-28362	85	32	width	width	ADJ
bracis-28362	85	33	and	and	CCONJ
bracis-28362	85	34	height	height	NOUN
bracis-28362	85	35	of	of	ADP
bracis-28362	85	36	each	each	DET
bracis-28362	85	37	frame	frame	NOUN
bracis-28362	85	38	,	,	PUNCT
bracis-28362	85	39	respectively	respectively	ADV
bracis-28362	85	40	,	,	PUNCT
bracis-28362	85	41	and	and	CCONJ
bracis-28362	85	42	,	,	PUNCT
bracis-28362	85	43	\({\mathbb	\({\mathbb	PROPN
bracis-28362	85	44	{	{	PUNCT
bracis-28362	85	45	t}}\subset	t}}\subset	NOUN
bracis-28362	85	46	{	{	PUNCT
bracis-28362	85	47	\mathbb	\mathbb	PROPN
bracis-28362	85	48	{	{	PUNCT
bracis-28362	85	49	n}}\	n}}\	INTJ
bracis-28362	85	50	)	)	PUNCT
bracis-28362	85	51	,	,	PUNCT
bracis-28362	85	52	\({\mathbb	\({\mathbb	PRON
bracis-28362	85	53	{	{	PUNCT
bracis-28362	85	54	t}}=\{0,\ldots	t}}=\{0,\ldot	NOUN
bracis-28362	85	55	,	,	PUNCT
bracis-28362	85	56	n-1\}\	n-1\}\	NOUN
bracis-28362	85	57	)	)	PUNCT
bracis-28362	85	58	,	,	PUNCT
bracis-28362	85	59	in	in	ADP
bracis-28362	85	60	which	which	PRON
bracis-28362	85	61	n	n	ADV
bracis-28362	85	62	is	be	AUX
bracis-28362	85	63	the	the	DET
bracis-28362	85	64	number	number	NOUN
bracis-28362	85	65	of	of	ADP
bracis-28362	85	66	frames	frame	NOUN
bracis-28362	85	67	of	of	ADP
bracis-28362	85	68	a	a	DET
bracis-28362	85	69	video	video	NOUN
bracis-28362	85	70	.	.	PUNCT
bracis-28362	86	1	a	a	DET
bracis-28362	86	2	frame	frame	NOUN
bracis-28362	86	3	f	f	X
bracis-28362	86	4	is	be	AUX
bracis-28362	86	5	a	a	DET
bracis-28362	86	6	function	function	NOUN
bracis-28362	86	7	from	from	ADP
bracis-28362	86	8	\({\mathbb	\({\mathbb	PROPN
bracis-28362	86	9	{	{	PUNCT
bracis-28362	86	10	a}}\	a}}\	NOUN
bracis-28362	86	11	)	)	PUNCT
bracis-28362	86	12	to	to	ADP
bracis-28362	86	13	\({\mathbb	\({\mathbb	PROPN
bracis-28362	86	14	{	{	PUNCT
bracis-28362	86	15	r}}^3\	r}}^3\	NOUN
bracis-28362	86	16	)	)	PUNCT
bracis-28362	86	17	,	,	PUNCT
bracis-28362	86	18	where	where	SCONJ
bracis-28362	86	19	for	for	ADP
bracis-28362	86	20	each	each	DET
bracis-28362	86	21	spatial	spatial	ADJ
bracis-28362	86	22	position	position	NOUN
bracis-28362	86	23	(	(	PUNCT
bracis-28362	86	24	x	x	NOUN
bracis-28362	86	25	,	,	PUNCT
bracis-28362	86	26	 	 	SPACE
bracis-28362	86	27	y	y	NOUN
bracis-28362	86	28	)	)	PUNCT
bracis-28362	86	29	in	in	ADP
bracis-28362	86	30	\({\mathbb	\({\mathbb	PROPN
bracis-28362	86	31	{	{	PUNCT
bracis-28362	86	32	a}}\	a}}\	NOUN
bracis-28362	86	33	)	)	PUNCT
bracis-28362	86	34	,	,	PUNCT
bracis-28362	86	35	f(x	f(x	PROPN
bracis-28362	86	36	,	,	PUNCT
bracis-28362	86	37	 	 	SPACE
bracis-28362	86	38	y	y	NOUN
bracis-28362	86	39	)	)	PUNCT
bracis-28362	86	40	represents	represent	VERB
bracis-28362	86	41	the	the	DET
bracis-28362	86	42	color	color	NOUN
bracis-28362	86	43	value	value	NOUN
bracis-28362	86	44	at	at	ADP
bracis-28362	86	45	pixel	pixel	PROPN
bracis-28362	86	46	location	location	NOUN
bracis-28362	86	47	(	(	PUNCT
bracis-28362	86	48	x	x	NOUN
bracis-28362	86	49	,	,	PUNCT
bracis-28362	86	50	 	 	SPACE
bracis-28362	86	51	y	y	NOUN
bracis-28362	86	52	)	)	PUNCT
bracis-28362	86	53	.	.	PUNCT
bracis-28362	87	1	a	a	DET
bracis-28362	87	2	video	video	NOUN
bracis-28362	87	3	\(\textrm{v	\(\textrm{v	PROPN
bracis-28362	87	4	}	}	PUNCT
bracis-28362	87	5	_	_	PRON
bracis-28362	87	6	{	{	PUNCT
bracis-28362	87	7	n	n	CCONJ
bracis-28362	87	8	}	}	PUNCT
bracis-28362	87	9	^{}\	^{}\	NUM
bracis-28362	87	10	)	)	PUNCT
bracis-28362	87	11	,	,	PUNCT
bracis-28362	87	12	in	in	ADP
bracis-28362	87	13	domain	domain	NOUN
bracis-28362	87	14	\({\mathbb	\({\mathbb	PROPN
bracis-28362	87	15	{	{	PUNCT
bracis-28362	87	16	a}}\times	a}}\time	NOUN
bracis-28362	87	17	{	{	PUNCT
bracis-28362	87	18	\mathbb	\mathbb	PROPN
bracis-28362	87	19	{	{	PUNCT
bracis-28362	87	20	t}}\	t}}\	NOUN
bracis-28362	87	21	)	)	PUNCT
bracis-28362	87	22	,	,	PUNCT
bracis-28362	87	23	can	can	AUX
bracis-28362	87	24	be	be	AUX
bracis-28362	87	25	seen	see	VERB
bracis-28362	87	26	as	as	ADP
bracis-28362	87	27	a	a	DET
bracis-28362	87	28	sequence	sequence	NOUN
bracis-28362	87	29	of	of	ADP
bracis-28362	87	30	frames	frame	NOUN
bracis-28362	87	31	\	\	PROPN
bracis-28362	87	32	(	(	PUNCT
bracis-28362	87	33	{	{	PUNCT
bracis-28362	87	34	f}_{}\	f}_{}\	PROPN
bracis-28362	87	35	)	)	PUNCT
bracis-28362	87	36	.	.	PUNCT
bracis-28362	88	1	it	it	PRON
bracis-28362	88	2	can	can	AUX
bracis-28362	88	3	be	be	AUX
bracis-28362	88	4	described	describe	VERB
bracis-28362	88	5	by	by	ADP
bracis-28362	88	6	\	\	PROPN
bracis-28362	88	7	(	(	PUNCT
bracis-28362	88	8	\textrm{v	\textrm{v	PROPN
bracis-28362	88	9	}	}	PUNCT
bracis-28362	88	10	_	_	NOUN
bracis-28362	88	11	{	{	PUNCT
bracis-28362	88	12	n	n	CCONJ
bracis-28362	88	13	}	}	PUNCT
bracis-28362	88	14	^{}=	^{}=	NOUN
bracis-28362	88	15	{	{	PUNCT
bracis-28362	88	16	(	(	PUNCT
bracis-28362	88	17	{	{	PUNCT
bracis-28362	88	18	f}_{})}_{t\in	f}_{})}_{t\in	PUNCT
bracis-28362	88	19	{	{	PUNCT
bracis-28362	88	20	\mathbb	\mathbb	PROPN
bracis-28362	88	21	{	{	PUNCT
bracis-28362	88	22	t}}}\	t}}}\	NOUN
bracis-28362	88	23	)	)	PUNCT
bracis-28362	88	24	,	,	PUNCT
bracis-28362	88	25	where	where	SCONJ
bracis-28362	88	26	\	\	PROPN
bracis-28362	88	27	(	(	PUNCT
bracis-28362	88	28	n	n	PRON
bracis-28362	88	29	\	\	NOUN
bracis-28362	88	30	)	)	PUNCT
bracis-28362	88	31	is	be	AUX
bracis-28362	88	32	the	the	DET
bracis-28362	88	33	number	number	NOUN
bracis-28362	88	34	of	of	ADP
bracis-28362	88	35	frames	frame	NOUN
bracis-28362	88	36	contained	contain	VERB
bracis-28362	88	37	in	in	ADP
bracis-28362	88	38	the	the	DET
bracis-28362	88	39	video	video	NOUN
bracis-28362	88	40	.	.	PUNCT
bracis-28362	89	1	a	a	DET
bracis-28362	89	2	frame	frame	NOUN
bracis-28362	89	3	\	\	PROPN
bracis-28362	89	4	(	(	PUNCT
bracis-28362	89	5	{	{	PUNCT
bracis-28362	89	6	f}_{}\	f}_{}\	NOUN
bracis-28362	89	7	)	)	PUNCT
bracis-28362	89	8	is	be	AUX
bracis-28362	89	9	usually	usually	ADV
bracis-28362	89	10	described	describe	VERB
bracis-28362	89	11	in	in	ADP
bracis-28362	89	12	terms	term	NOUN
bracis-28362	89	13	of	of	ADP
bracis-28362	89	14	a	a	DET
bracis-28362	89	15	global	global	ADJ
bracis-28362	89	16	descriptor	descriptor	NOUN
bracis-28362	89	17	\(d	\(d	NOUN
bracis-28362	89	18	(	(	PUNCT
bracis-28362	89	19	{	{	PUNCT
bracis-28362	89	20	f}_{})\	f}_{})\	NOUN
bracis-28362	89	21	)	)	PUNCT
bracis-28362	89	22	.	.	PUNCT
bracis-28362	90	1	let	let	VERB
bracis-28362	90	2	\	\	PROPN
bracis-28362	90	3	(	(	PUNCT
bracis-28362	90	4	{	{	X
bracis-28362	90	5	f}_{t_1}\	f}_{t_1}\	NUM
bracis-28362	90	6	)	)	PUNCT
bracis-28362	90	7	and	and	CCONJ
bracis-28362	90	8	\	\	PROPN
bracis-28362	90	9	(	(	PUNCT
bracis-28362	90	10	{	{	PUNCT
bracis-28362	90	11	f}_{t_2}\	f}_{t_2}\	NUM
bracis-28362	90	12	)	)	PUNCT
bracis-28362	90	13	be	be	VERB
bracis-28362	90	14	two	two	NUM
bracis-28362	90	15	video	video	NOUN
bracis-28362	90	16	frames	frame	NOUN
bracis-28362	90	17	at	at	ADP
bracis-28362	90	18	locations	location	NOUN
bracis-28362	90	19	\(t_1\	\(t_1\	PROPN
bracis-28362	90	20	)	)	PUNCT
bracis-28362	90	21	and	and	CCONJ
bracis-28362	90	22	\(t_2\	\(t_2\	PROPN
bracis-28362	90	23	)	)	PUNCT
bracis-28362	90	24	,	,	PUNCT
bracis-28362	90	25	respectively	respectively	ADV
bracis-28362	90	26	.	.	PUNCT
bracis-28362	91	1	the	the	DET
bracis-28362	91	2	(	(	PUNCT
bracis-28362	91	3	dis)similarity	dis)similarity	NOUN
bracis-28362	91	4	between	between	ADP
bracis-28362	91	5	\	\	PROPN
bracis-28362	91	6	(	(	PUNCT
bracis-28362	91	7	{	{	X
bracis-28362	91	8	f}_{t_1}\	f}_{t_1}\	NUM
bracis-28362	91	9	)	)	PUNCT
bracis-28362	91	10	and	and	CCONJ
bracis-28362	91	11	\	\	PROPN
bracis-28362	91	12	(	(	PUNCT
bracis-28362	91	13	{	{	PUNCT
bracis-28362	91	14	f}_{t_2}\	f}_{t_2}\	NUM
bracis-28362	91	15	)	)	PUNCT
bracis-28362	91	16	can	can	AUX
bracis-28362	91	17	be	be	AUX
bracis-28362	91	18	evaluated	evaluate	VERB
bracis-28362	91	19	by	by	ADP
bracis-28362	91	20	a	a	DET
bracis-28362	91	21	distance	distance	NOUN
bracis-28362	91	22	measure	measure	NOUN
bracis-28362	91	23	\(\mathcal	\(\mathcal	ADJ
bracis-28362	91	24	{	{	PUNCT
bracis-28362	91	25	d}{(d	d}{(d	NOUN
bracis-28362	91	26	(	(	PUNCT
bracis-28362	91	27	{	{	PUNCT
bracis-28362	91	28	f}_{t_1}),d	f}_{t_1}),d	VERB
bracis-28362	91	29	(	(	PUNCT
bracis-28362	91	30	{	{	PUNCT
bracis-28362	91	31	f}_{t_2}))}\	f}_{t_2}))}\	PROPN
bracis-28362	91	32	)	)	PUNCT
bracis-28362	91	33	between	between	ADP
bracis-28362	91	34	their	their	PRON
bracis-28362	91	35	descriptors	descriptor	NOUN
bracis-28362	91	36	.	.	PUNCT
bracis-28362	92	1	there	there	PRON
bracis-28362	92	2	are	be	VERB
bracis-28362	92	3	several	several	ADJ
bracis-28362	92	4	choices	choice	NOUN
bracis-28362	92	5	for	for	ADP
bracis-28362	92	6	\(\mathcal	\(\mathcal	ADJ
bracis-28362	92	7	{	{	PUNCT
bracis-28362	92	8	d}{(d	d}{(d	NOUN
bracis-28362	92	9	(	(	PUNCT
bracis-28362	92	10	{	{	PUNCT
bracis-28362	92	11	f}_{t_1}),d	f}_{t_1}),d	VERB
bracis-28362	92	12	(	(	PUNCT
bracis-28362	92	13	{	{	PUNCT
bracis-28362	92	14	f}_{t_2}))}\	f}_{t_2}))}\	PROPN
bracis-28362	92	15	)	)	PUNCT
bracis-28362	92	16	,	,	PUNCT
bracis-28362	92	17	i.e.	i.e.	X
bracis-28362	92	18	,	,	PUNCT
bracis-28362	92	19	the	the	DET
bracis-28362	92	20	distance	distance	NOUN
bracis-28362	92	21	measure	measure	NOUN
bracis-28362	92	22	between	between	ADP
bracis-28362	92	23	two	two	NUM
bracis-28362	92	24	frames	frame	NOUN
bracis-28362	92	25	depending	depend	VERB
bracis-28362	92	26	on	on	ADP
bracis-28362	92	27	the	the	DET
bracis-28362	92	28	global	global	ADJ
bracis-28362	92	29	descriptor	descriptor	NOUN
bracis-28362	92	30	,	,	PUNCT
bracis-28362	92	31	e.g.	e.g.	ADV
bracis-28362	92	32	histogram	histogram	NOUN
bracis-28362	92	33	/	/	SYM
bracis-28362	92	34	frame	frame	NOUN
bracis-28362	92	35	difference	difference	NOUN
bracis-28362	92	36	,	,	PUNCT
bracis-28362	92	37	histogram	histogram	NOUN
bracis-28362	92	38	intersection	intersection	NOUN
bracis-28362	92	39	,	,	PUNCT
bracis-28362	92	40	difference	difference	NOUN
bracis-28362	92	41	of	of	ADP
bracis-28362	92	42	histograms	histogram	NOUN
bracis-28362	92	43	means	mean	VERB
bracis-28362	92	44	,	,	PUNCT
bracis-28362	92	45	and	and	CCONJ
bracis-28362	92	46	even	even	ADV
bracis-28362	92	47	the	the	DET
bracis-28362	92	48	\(l_2\	\(l_2\	PROPN
bracis-28362	92	49	)	)	PUNCT
bracis-28362	92	50	norm	norm	NOUN
bracis-28362	92	51	.	.	PUNCT
bracis-28362	93	1	a	a	DET
bracis-28362	93	2	time	time	NOUN
bracis-28362	93	3	-	-	PUNCT
bracis-28362	93	4	aware	aware	ADJ
bracis-28362	93	5	frame	frame	NOUN
bracis-28362	93	6	similarity	similarity	NOUN
bracis-28362	93	7	graph	graph	NOUN
bracis-28362	93	8	\(g_\delta	\(g_\delta	PROPN
bracis-28362	93	9	=	=	SYM
bracis-28362	93	10	(	(	PUNCT
bracis-28362	93	11	v	v	NOUN
bracis-28362	93	12	,	,	PUNCT
bracis-28362	93	13	e_\delta	e_\delta	ADJ
bracis-28362	93	14	)	)	PUNCT
bracis-28362	93	15	\	\	NOUN
bracis-28362	93	16	)	)	PUNCT
bracis-28362	93	17	is	be	AUX
bracis-28362	93	18	a	a	DET
bracis-28362	93	19	weighted	weight	VERB
bracis-28362	93	20	undirected	undirected	ADJ
bracis-28362	93	21	graph	graph	NOUN
bracis-28362	93	22	.	.	PUNCT
bracis-28362	94	1	each	each	DET
bracis-28362	94	2	node	node	ADJ
bracis-28362	94	3	\(v_{t	\(v_{t	PROPN
bracis-28362	94	4	}	}	PUNCT
bracis-28362	94	5	\in	\in	PROPN
bracis-28362	94	6	v\	v\	NOUN
bracis-28362	94	7	)	)	PUNCT
bracis-28362	94	8	represents	represent	VERB
bracis-28362	94	9	a	a	DET
bracis-28362	94	10	frame	frame	NOUN
bracis-28362	94	11	\(f_{t	\(f_{t	ADP
bracis-28362	94	12	}	}	PUNCT
bracis-28362	94	13	\in	\in	ADJ
bracis-28362	94	14	\textrm{v}_{n}^{}\	\textrm{v}_{n}^{}\	NOUN
bracis-28362	94	15	)	)	PUNCT
bracis-28362	94	16	.	.	PUNCT
bracis-28362	95	1	there	there	PRON
bracis-28362	95	2	is	be	VERB
bracis-28362	95	3	an	an	DET
bracis-28362	95	4	edge	edge	NOUN
bracis-28362	95	5	\(e	\(e	ADJ
bracis-28362	95	6	\in	\in	PROPN
bracis-28362	95	7	e_\delta	e_\delta	NOUN
bracis-28362	95	8	\	\	NOUN
bracis-28362	95	9	)	)	PUNCT
bracis-28362	95	10	with	with	ADP
bracis-28362	95	11	a	a	DET
bracis-28362	95	12	weight	weight	NOUN
bracis-28362	95	13	\(w(e	\(w(e	NOUN
bracis-28362	95	14	)	)	PUNCT
bracis-28362	96	1	=	=	SYM
bracis-28362	96	2	\mathcal	\mathcal	ADJ
bracis-28362	96	3	{	{	PUNCT
bracis-28362	96	4	d}{(d	d}{(d	PROPN
bracis-28362	96	5	(	(	PUNCT
bracis-28362	96	6	{	{	PUNCT
bracis-28362	96	7	f}_{t_1}),d	f}_{t_1}),d	VERB
bracis-28362	96	8	(	(	PUNCT
bracis-28362	96	9	{	{	PUNCT
bracis-28362	96	10	f}_{t_2}))}\	f}_{t_2}))}\	PROPN
bracis-28362	96	11	)	)	PUNCT
bracis-28362	96	12	between	between	ADP
bracis-28362	96	13	two	two	NUM
bracis-28362	96	14	nodes	node	NOUN
bracis-28362	96	15	\(v_{t_1}\	\(v_{t_1}\	VERB
bracis-28362	96	16	)	)	PUNCT
bracis-28362	96	17	and	and	CCONJ
bracis-28362	96	18	\(v_{t_2}\	\(v_{t_2}\	NOUN
bracis-28362	96	19	)	)	PUNCT
bracis-28362	96	20	if	if	SCONJ
bracis-28362	96	21	the	the	DET
bracis-28362	96	22	difference	difference	NOUN
bracis-28362	96	23	between	between	ADP
bracis-28362	96	24	their	their	PRON
bracis-28362	96	25	time	time	NOUN
bracis-28362	96	26	indexes	index	NOUN
bracis-28362	96	27	falls	fall	VERB
bracis-28362	96	28	below	below	ADP
bracis-28362	96	29	a	a	DET
bracis-28362	96	30	specified	specify	VERB
bracis-28362	96	31	threshold	threshold	NOUN
bracis-28362	96	32	\(\delta	\(\delta	NOUN
bracis-28362	96	33	\	\	NOUN
bracis-28362	96	34	)	)	PUNCT
bracis-28362	96	35	,	,	PUNCT
bracis-28362	96	36	i.e.	i.e.	X
bracis-28362	96	37	,	,	PUNCT
bracis-28362	96	38	$	$	SYM
bracis-28362	96	39	$	$	SYM
bracis-28362	96	40	\begin{aligned	\begin{aligne	VERB
bracis-28362	96	41	}	}	PUNCT
bracis-28362	96	42	e_\delta	e_\delta	ADJ
bracis-28362	96	43	=	=	SYM
bracis-28362	96	44	\{\;(v_{t_1},v_{t_2	\{\;(v_{t_1},v_{t_2	NOUN
bracis-28362	96	45	}	}	PUNCT
bracis-28362	96	46	,	,	PUNCT
bracis-28362	96	47	\mathcal	\mathcal	PROPN
bracis-28362	96	48	{	{	PUNCT
bracis-28362	96	49	d}{(d	d}{(d	PROPN
bracis-28362	96	50	(	(	PUNCT
bracis-28362	96	51	{	{	PUNCT
bracis-28362	96	52	f}_{t_1}),d	f}_{t_1}),d	VERB
bracis-28362	96	53	(	(	PUNCT
bracis-28362	96	54	{	{	PUNCT
bracis-28362	96	55	f}_{t_2}))})\	f}_{t_2}))})\	NOUN
bracis-28362	96	56	;	;	PUNCT
bracis-28362	96	57	|\;v_{t_1	|\;v_{t_1	ADV
bracis-28362	96	58	}	}	PUNCT
bracis-28362	96	59	,	,	PUNCT
bracis-28362	96	60	v_{t_2	v_{t_2	ADV
bracis-28362	96	61	}	}	PUNCT
bracis-28362	96	62	\in	\in	PROPN
bracis-28362	96	63	v	v	NOUN
bracis-28362	96	64	,	,	PUNCT
bracis-28362	96	65	v_{t_1	v_{t_1	ADV
bracis-28362	96	66	}	}	PUNCT
bracis-28362	96	67	\ne	\ne	NUM
bracis-28362	96	68	v_{t_2	v_{t_2	NOUN
bracis-28362	96	69	}	}	PUNCT
bracis-28362	96	70	,	,	PUNCT
bracis-28362	96	71	|t_2	|t_2	PROPN
bracis-28362	96	72	t_1|	t_1|	NOUN
bracis-28362	96	73	\le	\le	PROPN
bracis-28362	96	74	\delta	\delta	PROPN
bracis-28362	96	75	\	\	PROPN
bracis-28362	96	76	}	}	PUNCT
bracis-28362	96	77	.	.	PUNCT
bracis-28362	97	1	\end{aligned}$$	\end{aligned}$$	PROPN
bracis-28362	97	2	(	(	PUNCT
bracis-28362	97	3	1	1	X
bracis-28362	97	4	)	)	PUNCT
bracis-28362	97	5	this	this	DET
bracis-28362	97	6	constraint	constraint	NOUN
bracis-28362	97	7	over	over	ADP
bracis-28362	97	8	the	the	DET
bracis-28362	97	9	frames	frame	NOUN
bracis-28362	97	10	’	’	PART
bracis-28362	97	11	time	time	NOUN
bracis-28362	97	12	indexes	index	NOUN
bracis-28362	97	13	limits	limit	VERB
bracis-28362	97	14	the	the	DET
bracis-28362	97	15	connections	connection	NOUN
bracis-28362	97	16	between	between	ADP
bracis-28362	97	17	distant	distant	ADJ
bracis-28362	97	18	video	video	NOUN
bracis-28362	97	19	frames	frame	NOUN
bracis-28362	97	20	,	,	PUNCT
bracis-28362	97	21	effectively	effectively	ADV
bracis-28362	97	22	allowing	allow	VERB
bracis-28362	97	23	the	the	DET
bracis-28362	97	24	proposed	propose	VERB
bracis-28362	97	25	method	method	NOUN
bracis-28362	97	26	to	to	PART
bracis-28362	97	27	consider	consider	VERB
bracis-28362	97	28	two	two	NUM
bracis-28362	97	29	frames	frame	NOUN
bracis-28362	97	30	as	as	ADP
bracis-28362	97	31	similar	similar	ADJ
bracis-28362	97	32	only	only	ADV
bracis-28362	97	33	if	if	SCONJ
bracis-28362	97	34	they	they	PRON
bracis-28362	97	35	are	be	AUX
bracis-28362	97	36	not	not	PART
bracis-28362	97	37	very	very	ADV
bracis-28362	97	38	far	far	ADV
bracis-28362	97	39	in	in	ADP
bracis-28362	97	40	time	time	NOUN
bracis-28362	97	41	.	.	PUNCT
bracis-28362	98	1	this	this	PRON
bracis-28362	98	2	is	be	AUX
bracis-28362	98	3	a	a	DET
bracis-28362	98	4	noteworthy	noteworthy	ADJ
bracis-28362	98	5	distinction	distinction	NOUN
bracis-28362	98	6	from	from	ADP
bracis-28362	98	7	many	many	ADJ
bracis-28362	98	8	other	other	ADJ
bracis-28362	98	9	approaches	approach	NOUN
bracis-28362	98	10	in	in	ADP
bracis-28362	98	11	the	the	DET
bracis-28362	98	12	literature	literature	NOUN
bracis-28362	98	13	,	,	PUNCT
bracis-28362	98	14	which	which	PRON
bracis-28362	98	15	may	may	AUX
bracis-28362	98	16	consider	consider	VERB
bracis-28362	98	17	two	two	NUM
bracis-28362	98	18	frames	frame	NOUN
bracis-28362	98	19	as	as	ADP
bracis-28362	98	20	similar	similar	ADJ
bracis-28362	98	21	independently	independently	ADV
bracis-28362	98	22	from	from	ADP
bracis-28362	98	23	their	their	PRON
bracis-28362	98	24	time	time	NOUN
bracis-28362	98	25	occurrence	occurrence	NOUN
bracis-28362	98	26	.	.	PUNCT
bracis-28362	99	1	doing	do	VERB
bracis-28362	99	2	that	that	PRON
bracis-28362	99	3	permits	permit	VERB
bracis-28362	99	4	the	the	DET
bracis-28362	99	5	proposed	propose	VERB
bracis-28362	99	6	method	method	NOUN
bracis-28362	99	7	to	to	PART
bracis-28362	99	8	assess	assess	VERB
bracis-28362	99	9	frame	frame	NOUN
bracis-28362	99	10	importance	importance	NOUN
bracis-28362	99	11	over	over	ADP
bracis-28362	99	12	time	time	NOUN
bracis-28362	99	13	for	for	ADP
bracis-28362	99	14	selecting	select	VERB
bracis-28362	99	15	it	it	PRON
bracis-28362	99	16	as	as	ADP
bracis-28362	99	17	a	a	DET
bracis-28362	99	18	keyframe	keyframe	NOUN
bracis-28362	99	19	to	to	PART
bracis-28362	99	20	form	form	VERB
bracis-28362	99	21	the	the	DET
bracis-28362	99	22	video	video	NOUN
bracis-28362	99	23	summary	summary	NOUN
bracis-28362	99	24	even	even	ADV
bracis-28362	99	25	when	when	SCONJ
bracis-28362	99	26	it	it	PRON
bracis-28362	99	27	seems	seem	VERB
bracis-28362	99	28	to	to	PART
bracis-28362	99	29	reoccur	reoccur	VERB
bracis-28362	99	30	throughout	throughout	ADP
bracis-28362	99	31	the	the	DET
bracis-28362	99	32	video	video	NOUN
bracis-28362	99	33	.	.	PUNCT
bracis-28362	100	1	figure	figure	NOUN
bracis-28362	100	2	 	 	SPACE
bracis-28362	100	3	2(a	2(a	NOUN
bracis-28362	100	4	)	)	PUNCT
bracis-28362	100	5	illustrates	illustrate	VERB
bracis-28362	100	6	a	a	DET
bracis-28362	100	7	time	time	NOUN
bracis-28362	100	8	-	-	PUNCT
bracis-28362	100	9	aware	aware	ADJ
bracis-28362	100	10	frame	frame	NOUN
bracis-28362	100	11	similarity	similarity	NOUN
bracis-28362	100	12	graph	graph	NOUN
bracis-28362	100	13	with	with	ADP
bracis-28362	100	14	\(\delta	\(\delta	NOUN
bracis-28362	100	15	=	=	SYM
bracis-28362	100	16	4\	4\	PROPN
bracis-28362	100	17	)	)	PUNCT
bracis-28362	100	18	.	.	PUNCT
bracis-28362	101	1	similar	similar	ADJ
bracis-28362	101	2	to	to	ADP
bracis-28362	101	3	 	 	SPACE
bracis-28362	101	4	[	[	X
bracis-28362	101	5	17	17	NUM
bracis-28362	101	6	]	]	PUNCT
bracis-28362	101	7	,	,	PUNCT
bracis-28362	101	8	this	this	DET
bracis-28362	101	9	work	work	NOUN
bracis-28362	101	10	also	also	ADV
bracis-28362	101	11	constructs	construct	VERB
bracis-28362	101	12	a	a	DET
bracis-28362	101	13	hierarchy	hierarchy	NOUN
bracis-28362	101	14	based	base	VERB
bracis-28362	101	15	on	on	ADP
bracis-28362	101	16	a	a	DET
bracis-28362	101	17	minimum	minimum	ADJ
bracis-28362	101	18	spanning	span	VERB
bracis-28362	101	19	tree	tree	NOUN
bracis-28362	101	20	(	(	PUNCT
bracis-28362	101	21	mst	mst	PROPN
bracis-28362	101	22	)	)	PUNCT
bracis-28362	101	23	of	of	ADP
bracis-28362	101	24	the	the	DET
bracis-28362	101	25	original	original	ADJ
bracis-28362	101	26	graph	graph	NOUN
bracis-28362	101	27	.	.	PUNCT
bracis-28362	102	1	so	so	ADV
bracis-28362	102	2	,	,	PUNCT
bracis-28362	102	3	we	we	PRON
bracis-28362	102	4	define	define	VERB
bracis-28362	102	5	an	an	DET
bracis-28362	102	6	edge	edge	NOUN
bracis-28362	102	7	-	-	PUNCT
bracis-28362	102	8	weighted	weight	VERB
bracis-28362	102	9	tree	tree	NOUN
bracis-28362	102	10	of	of	ADP
bracis-28362	102	11	frames	frame	NOUN
bracis-28362	102	12	\(t_{g_\delta	\(t_{g_\delta	NOUN
bracis-28362	102	13	}	}	PUNCT
bracis-28362	102	14	=	=	SYM
bracis-28362	102	15	(	(	PUNCT
bracis-28362	102	16	v	v	NOUN
bracis-28362	102	17	,	,	PUNCT
bracis-28362	102	18	e_\delta	e_\delta	ADV
bracis-28362	102	19	^*)\	^*)\	NUM
bracis-28362	102	20	)	)	PUNCT
bracis-28362	102	21	is	be	AUX
bracis-28362	102	22	a	a	DET
bracis-28362	102	23	connected	connected	ADJ
bracis-28362	102	24	acyclic	acyclic	ADJ
bracis-28362	102	25	subgraph	subgraph	NOUN
bracis-28362	102	26	of	of	ADP
bracis-28362	102	27	\(g_\delta	\(g_\delta	PROPN
bracis-28362	102	28	\	\	PROPN
bracis-28362	102	29	)	)	PUNCT
bracis-28362	102	30	,	,	PUNCT
bracis-28362	102	31	i.e.	i.e.	X
bracis-28362	102	32	,	,	PUNCT
bracis-28362	102	33	\(e_\delta	\(e_\delta	PROPN
bracis-28362	102	34	^	^	SYM
bracis-28362	102	35	*	*	PUNCT
bracis-28362	102	36	\subseteq	\subseteq	PROPN
bracis-28362	102	37	e_\delta	e_\delta	ADJ
bracis-28362	102	38	\	\	NOUN
bracis-28362	102	39	)	)	PUNCT
bracis-28362	102	40	.	.	PUNCT
bracis-28362	103	1	the	the	DET
bracis-28362	103	2	weight	weight	NOUN
bracis-28362	103	3	of	of	ADP
bracis-28362	103	4	\(t_{g_\delta	\(t_{g_\delta	NOUN
bracis-28362	103	5	}	}	PUNCT
bracis-28362	103	6	\	\	NOUN
bracis-28362	103	7	)	)	PUNCT
bracis-28362	103	8	is	be	AUX
bracis-28362	103	9	equal	equal	ADJ
bracis-28362	103	10	to	to	ADP
bracis-28362	103	11	the	the	DET
bracis-28362	103	12	sum	sum	NOUN
bracis-28362	103	13	of	of	ADP
bracis-28362	103	14	weights	weight	NOUN
bracis-28362	103	15	of	of	ADP
bracis-28362	103	16	all	all	DET
bracis-28362	103	17	edges	edge	NOUN
bracis-28362	103	18	belonging	belong	VERB
bracis-28362	103	19	to	to	ADP
bracis-28362	103	20	\(e_\delta	\(e_\delta	PROPN
bracis-28362	103	21	^*\	^*\	NUM
bracis-28362	103	22	)	)	PUNCT
bracis-28362	103	23	,	,	PUNCT
bracis-28362	103	24	i.e.	i.e.	X
bracis-28362	103	25	,	,	PUNCT
bracis-28362	103	26	\(w(t_{g_\delta	\(w(t_{g_\delta	ADP
bracis-28362	103	27	}	}	PUNCT
bracis-28362	103	28	)	)	PUNCT
bracis-28362	103	29	=	=	SYM
bracis-28362	103	30	\sum	\sum	NOUN
bracis-28362	103	31	_	_	PUNCT
bracis-28362	103	32	{	{	PUNCT
bracis-28362	103	33	e	e	X
bracis-28362	103	34	\in	\in	X
bracis-28362	103	35	e_\delta	e_\delta	VERB
bracis-28362	103	36	^	^	NOUN
bracis-28362	103	37	*	*	ADJ
bracis-28362	103	38	}	}	PUNCT
bracis-28362	103	39	w(e)\	w(e)\	NOUN
bracis-28362	103	40	)	)	PUNCT
bracis-28362	103	41	.	.	PUNCT
bracis-28362	104	1	the	the	DET
bracis-28362	104	2	minimum	minimum	ADJ
bracis-28362	104	3	spanning	span	VERB
bracis-28362	104	4	tree	tree	NOUN
bracis-28362	104	5	of	of	ADP
bracis-28362	104	6	frames	frame	NOUN
bracis-28362	104	7	\(t^{*}_{g_\delta	\(t^{*}_{g_\delta	VERB
bracis-28362	104	8	}	}	PUNCT
bracis-28362	104	9	\	\	NOUN
bracis-28362	104	10	)	)	PUNCT
bracis-28362	104	11	is	be	AUX
bracis-28362	104	12	a	a	DET
bracis-28362	104	13	tree	tree	NOUN
bracis-28362	104	14	of	of	ADP
bracis-28362	104	15	frames	frame	NOUN
bracis-28362	104	16	whose	whose	DET
bracis-28362	104	17	weight	weight	NOUN
bracis-28362	104	18	is	be	AUX
bracis-28362	104	19	minimal	minimal	ADJ
bracis-28362	104	20	.	.	PUNCT
bracis-28362	105	1	given	give	VERB
bracis-28362	105	2	a	a	DET
bracis-28362	105	3	finite	finite	NOUN
bracis-28362	105	4	set	set	VERB
bracis-28362	105	5	v	v	ADP
bracis-28362	105	6	,	,	PUNCT
bracis-28362	105	7	a	a	DET
bracis-28362	105	8	partition	partition	NOUN
bracis-28362	105	9	of	of	ADP
bracis-28362	105	10	v	v	NOUN
bracis-28362	105	11	is	be	AUX
bracis-28362	105	12	a	a	DET
bracis-28362	105	13	set	set	ADJ
bracis-28362	105	14	\(\textbf{p}\	\(\textbf{p}\	NOUN
bracis-28362	105	15	)	)	PUNCT
bracis-28362	105	16	of	of	ADP
bracis-28362	105	17	nonempty	nonempty	X
bracis-28362	105	18	disjoint	disjoint	NOUN
bracis-28362	105	19	subsets	subset	NOUN
bracis-28362	105	20	of	of	ADP
bracis-28362	105	21	v	v	ADP
bracis-28362	105	22	whose	whose	DET
bracis-28362	105	23	union	union	NOUN
bracis-28362	105	24	is	be	AUX
bracis-28362	105	25	v.	v.	ADP
bracis-28362	105	26	any	any	DET
bracis-28362	105	27	element	element	NOUN
bracis-28362	105	28	of	of	ADP
bracis-28362	105	29	\(\textbf{p}\	\(\textbf{p}\	PROPN
bracis-28362	105	30	)	)	PUNCT
bracis-28362	105	31	,	,	PUNCT
bracis-28362	105	32	denoted	denote	VERB
bracis-28362	105	33	by	by	ADP
bracis-28362	105	34	\(\textbf{r}\	\(\textbf{r}\	PROPN
bracis-28362	105	35	)	)	PUNCT
bracis-28362	105	36	,	,	PUNCT
bracis-28362	105	37	is	be	AUX
bracis-28362	105	38	called	call	VERB
bracis-28362	105	39	a	a	DET
bracis-28362	105	40	region	region	NOUN
bracis-28362	105	41	of	of	ADP
bracis-28362	105	42	\(\textbf{p}\	\(\textbf{p}\	NOUN
bracis-28362	105	43	)	)	PUNCT
bracis-28362	105	44	.	.	PUNCT
bracis-28362	106	1	given	give	VERB
bracis-28362	106	2	two	two	NUM
bracis-28362	106	3	partitions	partition	NOUN
bracis-28362	106	4	\(\textbf{p}\	\(\textbf{p}\	NOUN
bracis-28362	106	5	)	)	PUNCT
bracis-28362	106	6	and	and	CCONJ
bracis-28362	106	7	\(\textbf{p}^\prime	\(\textbf{p}^\prime	VERB
bracis-28362	106	8	\	\	NOUN
bracis-28362	106	9	)	)	PUNCT
bracis-28362	106	10	of	of	ADP
bracis-28362	106	11	v	v	NOUN
bracis-28362	106	12	,	,	PUNCT
bracis-28362	106	13	\(\textbf{p}^\prime	\(\textbf{p}^\prime	ADJ
bracis-28362	106	14	\	\	NOUN
bracis-28362	106	15	)	)	PUNCT
bracis-28362	106	16	is	be	AUX
bracis-28362	106	17	said	say	VERB
bracis-28362	106	18	to	to	PART
bracis-28362	106	19	be	be	AUX
bracis-28362	106	20	a	a	DET
bracis-28362	106	21	(	(	PUNCT
bracis-28362	106	22	total	total	ADJ
bracis-28362	106	23	)	)	PUNCT
bracis-28362	106	24	refinement	refinement	NOUN
bracis-28362	106	25	of	of	ADP
bracis-28362	106	26	\(\textbf{p}\	\(\textbf{p}\	PROPN
bracis-28362	106	27	)	)	PUNCT
bracis-28362	106	28	,	,	PUNCT
bracis-28362	106	29	denoted	denote	VERB
bracis-28362	106	30	by	by	ADP
bracis-28362	106	31	\(\textbf{p}^{\prime	\(\textbf{p}^{\prime	PROPN
bracis-28362	106	32	}	}	PUNCT
bracis-28362	106	33	\preceq	\preceq	PROPN
bracis-28362	106	34	\textbf{p}\	\textbf{p}\	NUM
bracis-28362	106	35	)	)	PUNCT
bracis-28362	106	36	,	,	PUNCT
bracis-28362	106	37	if	if	SCONJ
bracis-28362	106	38	any	any	DET
bracis-28362	106	39	region	region	NOUN
bracis-28362	106	40	of	of	ADP
bracis-28362	106	41	\(\textbf{p}^\prime	\(\textbf{p}^\prime	NOUN
bracis-28362	106	42	\	\	NOUN
bracis-28362	106	43	)	)	PUNCT
bracis-28362	106	44	is	be	AUX
bracis-28362	106	45	included	include	VERB
bracis-28362	106	46	in	in	ADP
bracis-28362	106	47	a	a	DET
bracis-28362	106	48	region	region	NOUN
bracis-28362	106	49	of	of	ADP
bracis-28362	106	50	\(\textbf{p}\	\(\textbf{p}\	NOUN
bracis-28362	106	51	)	)	PUNCT
bracis-28362	106	52	.	.	PUNCT
bracis-28362	107	1	let	let	VERB
bracis-28362	107	2	\(\mathcal	\(\mathcal	ADJ
bracis-28362	107	3	{	{	PUNCT
bracis-28362	107	4	h}=	h}=	PROPN
bracis-28362	107	5	(	(	PUNCT
bracis-28362	107	6	\textbf{p}_1	\textbf{p}_1	PROPN
bracis-28362	107	7	,	,	PUNCT
bracis-28362	107	8	\dots	\dot	NOUN
bracis-28362	107	9	,	,	PUNCT
bracis-28362	107	10	\textbf{p}_\ell	\textbf{p}_\ell	NOUN
bracis-28362	107	11	)	)	PUNCT
bracis-28362	107	12	\	\	NOUN
bracis-28362	107	13	)	)	PUNCT
bracis-28362	107	14	be	be	AUX
bracis-28362	107	15	a	a	DET
bracis-28362	107	16	set	set	NOUN
bracis-28362	107	17	of	of	ADP
bracis-28362	107	18	\(\ell	\(\ell	NOUN
bracis-28362	107	19	\	\	NOUN
bracis-28362	107	20	)	)	PUNCT
bracis-28362	108	1	partitions	partition	NOUN
bracis-28362	108	2	on	on	ADP
bracis-28362	108	3	v.	v.	ADP
bracis-28362	108	4	\(\mathcal	\(\mathcal	ADJ
bracis-28362	108	5	{	{	PUNCT
bracis-28362	108	6	h}\	h}\	NOUN
bracis-28362	108	7	)	)	PUNCT
bracis-28362	108	8	is	be	AUX
bracis-28362	108	9	a	a	DET
bracis-28362	108	10	hierarchy	hierarchy	NOUN
bracis-28362	108	11	if	if	SCONJ
bracis-28362	108	12	\(\textbf{p}_{i-1	\(\textbf{p}_{i-1	ADJ
bracis-28362	108	13	}	}	PUNCT
bracis-28362	108	14	\preceq	\preceq	ADJ
bracis-28362	108	15	\textbf{p}_i\	\textbf{p}_i\	NOUN
bracis-28362	108	16	)	)	PUNCT
bracis-28362	108	17	,	,	PUNCT
bracis-28362	108	18	for	for	ADP
bracis-28362	108	19	any	any	DET
bracis-28362	108	20	\(i	\(i	NOUN
bracis-28362	108	21	\in	\in	PROPN
bracis-28362	108	22	\	\	PROPN
bracis-28362	108	23	{	{	PUNCT
bracis-28362	108	24	2	2	NUM
bracis-28362	108	25	,	,	PUNCT
bracis-28362	108	26	\dots	\dot	NOUN
bracis-28362	108	27	,	,	PUNCT
bracis-28362	108	28	\ell	\ell	PROPN
bracis-28362	108	29	\}\	\}\	NOUN
bracis-28362	108	30	)	)	PUNCT
bracis-28362	108	31	.	.	PUNCT
bracis-28362	109	1	according	accord	VERB
bracis-28362	109	2	to	to	ADP
bracis-28362	109	3	 	 	SPACE
bracis-28362	109	4	[	[	X
bracis-28362	109	5	8	8	NUM
bracis-28362	109	6	]	]	PUNCT
bracis-28362	109	7	,	,	PUNCT
bracis-28362	109	8	an	an	DET
bracis-28362	109	9	mst	mst	PROPN
bracis-28362	109	10	can	can	AUX
bracis-28362	109	11	be	be	AUX
bracis-28362	109	12	utilized	utilize	VERB
bracis-28362	109	13	to	to	PART
bracis-28362	109	14	represent	represent	VERB
bracis-28362	109	15	a	a	DET
bracis-28362	109	16	hierarchy	hierarchy	NOUN
bracis-28362	109	17	,	,	PUNCT
bracis-28362	109	18	and	and	CCONJ
bracis-28362	109	19	a	a	DET
bracis-28362	109	20	weighted	weight	VERB
bracis-28362	109	21	mst	mst	PROPN
bracis-28362	109	22	of	of	ADP
bracis-28362	109	23	a	a	DET
bracis-28362	109	24	graph	graph	NOUN
bracis-28362	109	25	can	can	AUX
bracis-28362	109	26	address	address	VERB
bracis-28362	109	27	any	any	DET
bracis-28362	109	28	connected	connected	ADJ
bracis-28362	109	29	hierarchy	hierarchy	NOUN
bracis-28362	109	30	for	for	ADP
bracis-28362	109	31	that	that	DET
bracis-28362	109	32	graph	graph	NOUN
bracis-28362	109	33	.	.	PUNCT
bracis-28362	110	1	additionally	additionally	ADV
bracis-28362	110	2	,	,	PUNCT
bracis-28362	110	3	the	the	DET
bracis-28362	110	4	work	work	NOUN
bracis-28362	110	5	in	in	ADP
bracis-28362	110	6	 	 	SPACE
bracis-28362	110	7	[	[	X
bracis-28362	110	8	12	12	NUM
bracis-28362	110	9	]	]	PUNCT
bracis-28362	110	10	demonstrated	demonstrate	VERB
bracis-28362	110	11	that	that	SCONJ
bracis-28362	110	12	creating	create	VERB
bracis-28362	110	13	a	a	DET
bracis-28362	110	14	hierarchical	hierarchical	ADJ
bracis-28362	110	15	graph	graph	NOUN
bracis-28362	110	16	segmentation	segmentation	NOUN
bracis-28362	110	17	involves	involve	VERB
bracis-28362	110	18	reweighting	reweighte	VERB
bracis-28362	110	19	an	an	DET
bracis-28362	110	20	mst	mst	NOUN
bracis-28362	110	21	using	use	VERB
bracis-28362	110	22	a	a	DET
bracis-28362	110	23	dissimilarity	dissimilarity	NOUN
bracis-28362	110	24	measure	measure	NOUN
bracis-28362	110	25	between	between	ADP
bracis-28362	110	26	regions	region	NOUN
bracis-28362	110	27	.	.	PUNCT
bracis-28362	111	1	thus	thus	ADV
bracis-28362	111	2	,	,	PUNCT
bracis-28362	111	3	the	the	DET
bracis-28362	111	4	proposed	propose	VERB
bracis-28362	111	5	method	method	NOUN
bracis-28362	111	6	utilizes	utilize	VERB
bracis-28362	111	7	an	an	DET
bracis-28362	111	8	mst	mst	PROPN
bracis-28362	111	9	of	of	ADP
bracis-28362	111	10	frame	frame	NOUN
bracis-28362	111	11	similarity	similarity	NOUN
bracis-28362	111	12	graph	graph	NOUN
bracis-28362	111	13	\(t^{*}_{g_\delta	\(t^{*}_{g_\delta	X
bracis-28362	111	14	}	}	PUNCT
bracis-28362	111	15	\	\	NOUN
bracis-28362	111	16	)	)	PUNCT
bracis-28362	111	17	to	to	PART
bracis-28362	111	18	obtain	obtain	VERB
bracis-28362	111	19	a	a	DET
bracis-28362	111	20	hierarchy	hierarchy	NOUN
bracis-28362	111	21	\(\mathcal	\(\mathcal	ADJ
bracis-28362	111	22	{	{	PUNCT
bracis-28362	111	23	h}\	h}\	NOUN
bracis-28362	111	24	)	)	PUNCT
bracis-28362	111	25	which	which	PRON
bracis-28362	111	26	is	be	AUX
bracis-28362	111	27	then	then	ADV
bracis-28362	111	28	used	use	VERB
bracis-28362	111	29	to	to	PART
bracis-28362	111	30	obtain	obtain	VERB
bracis-28362	111	31	frame	frame	NOUN
bracis-28362	111	32	clusters	cluster	NOUN
bracis-28362	111	33	.	.	PUNCT
bracis-28362	112	1	finally	finally	ADV
bracis-28362	112	2	,	,	PUNCT
bracis-28362	112	3	a	a	DET
bracis-28362	112	4	hierarchical	hierarchical	ADJ
bracis-28362	112	5	segmentation	segmentation	NOUN
bracis-28362	112	6	of	of	ADP
bracis-28362	112	7	\(g_\delta	\(g_\delta	PROPN
bracis-28362	112	8	\	\	NOUN
bracis-28362	112	9	)	)	PUNCT
bracis-28362	112	10	into	into	ADP
bracis-28362	112	11	k	k	PROPN
bracis-28362	112	12	components	component	NOUN
bracis-28362	112	13	is	be	AUX
bracis-28362	112	14	equivalent	equivalent	ADJ
bracis-28362	112	15	to	to	ADP
bracis-28362	112	16	the	the	DET
bracis-28362	112	17	partition	partition	NOUN
bracis-28362	112	18	of	of	ADP
bracis-28362	112	19	a	a	DET
bracis-28362	112	20	hierarchy	hierarchy	NOUN
bracis-28362	112	21	\(\mathcal	\(\mathcal	ADJ
bracis-28362	112	22	{	{	PUNCT
bracis-28362	112	23	h}\	h}\	NOUN
bracis-28362	112	24	)	)	PUNCT
bracis-28362	112	25	into	into	ADP
bracis-28362	112	26	k	k	PROPN
bracis-28362	112	27	regions	region	NOUN
bracis-28362	112	28	(	(	PUNCT
bracis-28362	112	29	containing	contain	VERB
bracis-28362	112	30	more	more	ADV
bracis-28362	112	31	similar	similar	ADJ
bracis-28362	112	32	elements	element	NOUN
bracis-28362	112	33	)	)	PUNCT
bracis-28362	112	34	and	and	CCONJ
bracis-28362	112	35	can	can	AUX
bracis-28362	112	36	be	be	AUX
bracis-28362	112	37	done	do	VERB
bracis-28362	112	38	by	by	ADP
bracis-28362	112	39	removing	remove	VERB
bracis-28362	112	40	\(k-1\	\(k-1\	NOUN
bracis-28362	112	41	)	)	PUNCT
bracis-28362	112	42	edges	edge	VERB
bracis-28362	112	43	that	that	PRON
bracis-28362	112	44	present	present	VERB
bracis-28362	112	45	higher	high	ADJ
bracis-28362	112	46	weights	weight	NOUN
bracis-28362	112	47	(	(	PUNCT
bracis-28362	112	48	representing	represent	VERB
bracis-28362	112	49	greater	great	ADJ
bracis-28362	112	50	dissimilar	dissimilar	ADJ
bracis-28362	112	51	)	)	PUNCT
bracis-28362	112	52	from	from	ADP
bracis-28362	112	53	the	the	DET
bracis-28362	112	54	\(t^{*}_{g_\delta	\(t^{*}_{g_\delta	NOUN
bracis-28362	112	55	}	}	PUNCT
bracis-28362	112	56	\	\	NOUN
bracis-28362	112	57	)	)	PUNCT
bracis-28362	112	58	(	(	PUNCT
bracis-28362	112	59	since	since	SCONJ
bracis-28362	112	60	it	it	PRON
bracis-28362	112	61	represents	represent	VERB
bracis-28362	112	62	\(\mathcal	\(\mathcal	ADJ
bracis-28362	112	63	{	{	PUNCT
bracis-28362	112	64	h}\	h}\	NOUN
bracis-28362	112	65	)	)	PUNCT
bracis-28362	112	66	)	)	PUNCT
bracis-28362	112	67	.	.	PUNCT
bracis-28362	113	1	this	this	DET
bracis-28362	113	2	strategy	strategy	NOUN
bracis-28362	113	3	incorporates	incorporate	VERB
bracis-28362	113	4	a	a	DET
bracis-28362	113	5	similarity	similarity	NOUN
bracis-28362	113	6	measure	measure	NOUN
bracis-28362	113	7	between	between	ADP
bracis-28362	113	8	clusters	cluster	NOUN
bracis-28362	113	9	while	while	SCONJ
bracis-28362	113	10	partitioning	partition	VERB
bracis-28362	113	11	the	the	DET
bracis-28362	113	12	graph	graph	NOUN
bracis-28362	113	13	,	,	PUNCT
bracis-28362	113	14	providing	provide	VERB
bracis-28362	113	15	a	a	DET
bracis-28362	113	16	more	more	ADV
bracis-28362	113	17	comprehensive	comprehensive	ADJ
bracis-28362	113	18	approach	approach	NOUN
bracis-28362	113	19	than	than	ADP
bracis-28362	113	20	traditional	traditional	ADJ
bracis-28362	113	21	methods	method	NOUN
bracis-28362	113	22	that	that	PRON
bracis-28362	113	23	only	only	ADV
bracis-28362	113	24	consider	consider	VERB
bracis-28362	113	25	the	the	DET
bracis-28362	113	26	similarity	similarity	NOUN
bracis-28362	113	27	between	between	ADP
bracis-28362	113	28	isolated	isolate	VERB
bracis-28362	113	29	frames	frame	NOUN
bracis-28362	113	30	.	.	PUNCT
bracis-28362	114	1	3	3	NUM
bracis-28362	114	2	hierarchical	hierarchical	ADJ
bracis-28362	114	3	time	time	NOUN
bracis-28362	114	4	-	-	PUNCT
bracis-28362	114	5	aware	aware	ADJ
bracis-28362	114	6	video	video	NOUN
bracis-28362	114	7	summarization	summarization	NOUN
bracis-28362	114	8	figure	figure	NOUN
bracis-28362	114	9	 	 	SPACE
bracis-28362	114	10	2	2	NUM
bracis-28362	114	11	illustrates	illustrate	VERB
bracis-28362	114	12	the	the	DET
bracis-28362	114	13	proposed	propose	VERB
bracis-28362	114	14	method	method	NOUN
bracis-28362	114	15	steps	step	NOUN
bracis-28362	114	16	.	.	PUNCT
bracis-28362	115	1	the	the	DET
bracis-28362	115	2	main	main	ADJ
bracis-28362	115	3	steps	step	NOUN
bracis-28362	115	4	of	of	ADP
bracis-28362	115	5	hietasumm	hietasumm	ADJ
bracis-28362	115	6	method	method	NOUN
bracis-28362	115	7	are	be	AUX
bracis-28362	115	8	the	the	DET
bracis-28362	115	9	following	follow	VERB
bracis-28362	115	10	:	:	PUNCT
bracis-28362	115	11	(	(	PUNCT
bracis-28362	115	12	i	i	NOUN
bracis-28362	115	13	)	)	PUNCT
bracis-28362	115	14	 	 	SPACE
bracis-28362	115	15	generation	generation	NOUN
bracis-28362	115	16	of	of	ADP
bracis-28362	115	17	a	a	DET
bracis-28362	115	18	time	time	NOUN
bracis-28362	115	19	-	-	PUNCT
bracis-28362	115	20	aware	aware	ADJ
bracis-28362	115	21	frame	frame	NOUN
bracis-28362	115	22	similarity	similarity	NOUN
bracis-28362	115	23	graph	graph	NOUN
bracis-28362	115	24	\(g_\delta	\(g_\delta	PROPN
bracis-28362	115	25	\	\	NOUN
bracis-28362	115	26	)	)	PUNCT
bracis-28362	115	27	to	to	PART
bracis-28362	115	28	represent	represent	VERB
bracis-28362	115	29	a	a	DET
bracis-28362	115	30	video	video	NOUN
bracis-28362	115	31	;	;	PUNCT
bracis-28362	115	32	(	(	PUNCT
bracis-28362	115	33	b	b	X
bracis-28362	115	34	)	)	PUNCT
bracis-28362	115	35	 	 	SPACE
bracis-28362	115	36	computation	computation	NOUN
bracis-28362	115	37	of	of	ADP
bracis-28362	115	38	a	a	DET
bracis-28362	115	39	minimum	minimum	ADJ
bracis-28362	115	40	spanning	span	VERB
bracis-28362	115	41	tree	tree	NOUN
bracis-28362	115	42	\(t^{*}_{g_\delta	\(t^{*}_{g_\delta	X
bracis-28362	115	43	}	}	PUNCT
bracis-28362	115	44	\	\	NOUN
bracis-28362	115	45	)	)	PUNCT
bracis-28362	115	46	for	for	ADP
bracis-28362	115	47	that	that	DET
bracis-28362	115	48	graph	graph	NOUN
bracis-28362	115	49	;	;	PUNCT
bracis-28362	115	50	(	(	PUNCT
bracis-28362	115	51	c	c	X
bracis-28362	115	52	)	)	PUNCT
bracis-28362	115	53	 	 	SPACE
bracis-28362	115	54	creation	creation	NOUN
bracis-28362	115	55	of	of	ADP
bracis-28362	115	56	a	a	DET
bracis-28362	115	57	hierarchy	hierarchy	NOUN
bracis-28362	115	58	\(\mathcal	\(\mathcal	ADJ
bracis-28362	115	59	{	{	PUNCT
bracis-28362	115	60	h}\	h}\	NOUN
bracis-28362	115	61	)	)	PUNCT
bracis-28362	115	62	based	base	VERB
bracis-28362	115	63	on	on	ADP
bracis-28362	115	64	the	the	DET
bracis-28362	115	65	\(t^{*}_{g_\delta	\(t^{*}_{g_\delta	NOUN
bracis-28362	115	66	}	}	PUNCT
bracis-28362	115	67	\	\	NOUN
bracis-28362	115	68	)	)	PUNCT
bracis-28362	115	69	;	;	PUNCT
bracis-28362	115	70	(	(	PUNCT
bracis-28362	115	71	d	d	X
bracis-28362	115	72	)	)	PUNCT
bracis-28362	115	73	 	 	SPACE
bracis-28362	115	74	generation	generation	NOUN
bracis-28362	115	75	of	of	ADP
bracis-28362	115	76	subsets	subset	NOUN
bracis-28362	115	77	of	of	ADP
bracis-28362	115	78	frames	frame	NOUN
bracis-28362	115	79	through	through	ADP
bracis-28362	115	80	cuts	cut	NOUN
bracis-28362	115	81	on	on	ADP
bracis-28362	115	82	the	the	DET
bracis-28362	115	83	hierarchy	hierarchy	NOUN
bracis-28362	115	84	;	;	PUNCT
bracis-28362	115	85	and	and	CCONJ
bracis-28362	115	86	(	(	PUNCT
bracis-28362	115	87	e	e	NOUN
bracis-28362	115	88	)	)	PUNCT
bracis-28362	115	89	 	 	SPACE
bracis-28362	115	90	selection	selection	NOUN
bracis-28362	115	91	of	of	ADP
bracis-28362	115	92	keyframes	keyframe	NOUN
bracis-28362	115	93	to	to	PART
bracis-28362	115	94	represent	represent	VERB
bracis-28362	115	95	each	each	DET
bracis-28362	115	96	subset	subset	NOUN
bracis-28362	115	97	.	.	PUNCT
bracis-28362	116	1	fig	fig	NOUN
bracis-28362	116	2	.	.	PUNCT
bracis-28362	117	1	2	2	X
bracis-28362	117	2	.	.	X
bracis-28362	117	3	illustration	illustration	NOUN
bracis-28362	117	4	of	of	ADP
bracis-28362	117	5	the	the	DET
bracis-28362	117	6	proposed	propose	VERB
bracis-28362	117	7	method	method	NOUN
bracis-28362	117	8	steps	step	NOUN
bracis-28362	117	9	:	:	PUNCT
bracis-28362	117	10	(	(	PUNCT
bracis-28362	117	11	a	a	X
bracis-28362	117	12	)	)	PUNCT
bracis-28362	117	13	 	 	SPACE
bracis-28362	117	14	generation	generation	NOUN
bracis-28362	117	15	of	of	ADP
bracis-28362	117	16	a	a	DET
bracis-28362	117	17	time	time	NOUN
bracis-28362	117	18	-	-	PUNCT
bracis-28362	117	19	aware	aware	ADJ
bracis-28362	117	20	frame	frame	NOUN
bracis-28362	117	21	similarity	similarity	NOUN
bracis-28362	117	22	graph	graph	NOUN
bracis-28362	117	23	\(g_\delta	\(g_\delta	PROPN
bracis-28362	117	24	\	\	NOUN
bracis-28362	117	25	)	)	PUNCT
bracis-28362	117	26	for	for	ADP
bracis-28362	117	27	a	a	DET
bracis-28362	117	28	video	video	NOUN
bracis-28362	117	29	;	;	PUNCT
bracis-28362	117	30	(	(	PUNCT
bracis-28362	117	31	b	b	X
bracis-28362	117	32	)	)	PUNCT
bracis-28362	117	33	 	 	SPACE
bracis-28362	117	34	computation	computation	NOUN
bracis-28362	117	35	of	of	ADP
bracis-28362	117	36	its	its	PRON
bracis-28362	117	37	minimum	minimum	ADJ
bracis-28362	117	38	spanning	span	VERB
bracis-28362	117	39	tree	tree	NOUN
bracis-28362	117	40	\(t^{*}_{g_\delta	\(t^{*}_{g_\delta	X
bracis-28362	117	41	}	}	PUNCT
bracis-28362	117	42	\	\	NOUN
bracis-28362	117	43	)	)	PUNCT
bracis-28362	117	44	;	;	PUNCT
bracis-28362	117	45	(	(	PUNCT
bracis-28362	117	46	c	c	X
bracis-28362	117	47	)	)	PUNCT
bracis-28362	117	48	 	 	SPACE
bracis-28362	117	49	creation	creation	NOUN
bracis-28362	117	50	of	of	ADP
bracis-28362	117	51	a	a	DET
bracis-28362	117	52	hierarchy	hierarchy	NOUN
bracis-28362	117	53	\(\mathcal	\(\mathcal	ADJ
bracis-28362	117	54	{	{	PUNCT
bracis-28362	117	55	h}\	h}\	NOUN
bracis-28362	117	56	)	)	PUNCT
bracis-28362	117	57	based	base	VERB
bracis-28362	117	58	on	on	ADP
bracis-28362	117	59	\(t^{*}_{g_\delta	\(t^{*}_{g_\delta	X
bracis-28362	117	60	}	}	PUNCT
bracis-28362	117	61	\	\	NOUN
bracis-28362	117	62	)	)	PUNCT
bracis-28362	117	63	;	;	PUNCT
bracis-28362	117	64	(	(	PUNCT
bracis-28362	117	65	d	d	X
bracis-28362	117	66	)	)	PUNCT
bracis-28362	117	67	 	 	SPACE
bracis-28362	117	68	generation	generation	NOUN
bracis-28362	117	69	of	of	ADP
bracis-28362	117	70	subsets	subset	NOUN
bracis-28362	117	71	of	of	ADP
bracis-28362	117	72	frames	frame	NOUN
bracis-28362	117	73	through	through	ADP
bracis-28362	117	74	hierarchy	hierarchy	NOUN
bracis-28362	117	75	cuts	cut	NOUN
bracis-28362	117	76	(	(	PUNCT
bracis-28362	117	77	edge	edge	NOUN
bracis-28362	117	78	removals	removal	NOUN
bracis-28362	117	79	)	)	PUNCT
bracis-28362	117	80	;	;	PUNCT
bracis-28362	117	81	and	and	CCONJ
bracis-28362	117	82	(	(	PUNCT
bracis-28362	117	83	e	e	NOUN
bracis-28362	117	84	)	)	PUNCT
bracis-28362	117	85	 	 	SPACE
bracis-28362	117	86	selection	selection	NOUN
bracis-28362	117	87	of	of	ADP
bracis-28362	117	88	keyframes	keyframe	NOUN
bracis-28362	117	89	to	to	PART
bracis-28362	117	90	represent	represent	VERB
bracis-28362	117	91	each	each	DET
bracis-28362	117	92	subset	subset	NOUN
bracis-28362	117	93	.	.	PUNCT
bracis-28362	118	1	these	these	DET
bracis-28362	118	2	keyframes	keyframe	NOUN
bracis-28362	118	3	are	be	AUX
bracis-28362	118	4	the	the	DET
bracis-28362	118	5	result	result	NOUN
bracis-28362	118	6	of	of	ADP
bracis-28362	118	7	the	the	DET
bracis-28362	118	8	summarization	summarization	NOUN
bracis-28362	118	9	process	process	NOUN
bracis-28362	118	10	.	.	PUNCT
bracis-28362	119	1	full	full	ADJ
bracis-28362	119	2	size	size	NOUN
bracis-28362	119	3	image	image	NOUN
bracis-28362	119	4	the	the	DET
bracis-28362	119	5	hietasumm	hietasumm	ADJ
bracis-28362	119	6	method	method	NOUN
bracis-28362	119	7	(	(	PUNCT
bracis-28362	119	8	see	see	VERB
bracis-28362	119	9	algorithm	algorithm	NOUN
bracis-28362	119	10	 	 	SPACE
bracis-28362	119	11	1	1	NUM
bracis-28362	119	12	)	)	PUNCT
bracis-28362	119	13	created	create	VERB
bracis-28362	119	14	and	and	CCONJ
bracis-28362	119	15	uses	use	VERB
bracis-28362	119	16	a	a	DET
bracis-28362	119	17	frame	frame	NOUN
bracis-28362	119	18	similarity	similarity	NOUN
bracis-28362	119	19	graph	graph	NOUN
bracis-28362	119	20	\(g_\delta	\(g_\delta	PROPN
bracis-28362	119	21	\	\	PROPN
bracis-28362	119	22	)	)	PUNCT
bracis-28362	119	23	.	.	PUNCT
bracis-28362	120	1	each	each	DET
bracis-28362	120	2	vertex	vertex	NOUN
bracis-28362	120	3	represents	represent	VERB
bracis-28362	120	4	a	a	DET
bracis-28362	120	5	distinct	distinct	ADJ
bracis-28362	120	6	video	video	NOUN
bracis-28362	120	7	frame	frame	NOUN
bracis-28362	120	8	and	and	CCONJ
bracis-28362	120	9	there	there	PRON
bracis-28362	120	10	is	be	VERB
bracis-28362	120	11	an	an	DET
bracis-28362	120	12	edge	edge	NOUN
bracis-28362	120	13	between	between	ADP
bracis-28362	120	14	two	two	NUM
bracis-28362	120	15	vertices	vertex	NOUN
bracis-28362	120	16	if	if	SCONJ
bracis-28362	120	17	the	the	DET
bracis-28362	120	18	difference	difference	NOUN
bracis-28362	120	19	between	between	ADP
bracis-28362	120	20	their	their	PRON
bracis-28362	120	21	time	time	NOUN
bracis-28362	120	22	indexes	index	NOUN
bracis-28362	120	23	falls	fall	VERB
bracis-28362	120	24	below	below	ADP
bracis-28362	120	25	a	a	DET
bracis-28362	120	26	specified	specify	VERB
bracis-28362	120	27	threshold	threshold	NOUN
bracis-28362	120	28	\(\delta	\(\delta	NOUN
bracis-28362	120	29	_	_	PUNCT
bracis-28362	120	30	t\	t\	PROPN
bracis-28362	120	31	)	)	PUNCT
bracis-28362	120	32	.	.	PUNCT
bracis-28362	121	1	equation	equation	NOUN
bracis-28362	121	2	 	 	SPACE
bracis-28362	121	3	2	2	NUM
bracis-28362	121	4	represents	represent	VERB
bracis-28362	121	5	this	this	DET
bracis-28362	121	6	constraint	constraint	NOUN
bracis-28362	121	7	and	and	CCONJ
bracis-28362	121	8	is	be	AUX
bracis-28362	121	9	implemented	implement	VERB
bracis-28362	121	10	at	at	ADP
bracis-28362	121	11	line	line	NOUN
bracis-28362	121	12	7	7	NUM
bracis-28362	121	13	of	of	ADP
bracis-28362	121	14	algorithm	algorithm	NOUN
bracis-28362	121	15	 	 	SPACE
bracis-28362	121	16	1	1	NUM
bracis-28362	121	17	.	.	PUNCT
bracis-28362	121	18	$	$	SYM
bracis-28362	121	19	$	$	SYM
bracis-28362	121	20	\begin{aligned	\begin{aligne	VERB
bracis-28362	121	21	}	}	PUNCT
bracis-28362	121	22	|t_2	|t_2	PROPN
bracis-28362	121	23	t_1|	t_1|	NOUN
bracis-28362	121	24	<	<	X
bracis-28362	121	25	\delta	\delta	PROPN
bracis-28362	121	26	_	_	PROPN
bracis-28362	121	27	t	t	PROPN
bracis-28362	121	28	\end{aligned}$$	\end{aligned}$$	X
bracis-28362	121	29	(	(	PUNCT
bracis-28362	121	30	2	2	NUM
bracis-28362	121	31	)	)	PUNCT
bracis-28362	121	32	in	in	ADP
bracis-28362	121	33	which	which	PRON
bracis-28362	121	34	\(t_f\	\(t_f\	VERB
bracis-28362	121	35	)	)	PUNCT
bracis-28362	121	36	and	and	CCONJ
bracis-28362	121	37	\(t_{f'}\	\(t_{f'}\	PROPN
bracis-28362	121	38	)	)	PUNCT
bracis-28362	121	39	represent	represent	VERB
bracis-28362	121	40	the	the	DET
bracis-28362	121	41	time	time	NOUN
bracis-28362	121	42	indexes	index	NOUN
bracis-28362	121	43	of	of	ADP
bracis-28362	121	44	frames	frame	NOUN
bracis-28362	121	45	f	f	PROPN
bracis-28362	121	46	and	and	CCONJ
bracis-28362	121	47	\(f'\	\(f'\	NOUN
bracis-28362	121	48	)	)	PUNCT
bracis-28362	121	49	,	,	PUNCT
bracis-28362	121	50	respectively	respectively	ADV
bracis-28362	121	51	.	.	PUNCT
bracis-28362	122	1	additionally	additionally	ADV
bracis-28362	122	2	,	,	PUNCT
bracis-28362	122	3	the	the	DET
bracis-28362	122	4	edge	edge	NOUN
bracis-28362	122	5	weight	weight	NOUN
bracis-28362	122	6	represents	represent	VERB
bracis-28362	122	7	the	the	DET
bracis-28362	122	8	(	(	PUNCT
bracis-28362	122	9	dis)similarity	dis)similarity	NOUN
bracis-28362	122	10	between	between	ADP
bracis-28362	122	11	frames	frame	NOUN
bracis-28362	122	12	.	.	PUNCT
bracis-28362	123	1	algorithm	algorithm	NOUN
bracis-28362	123	2	1	1	NUM
bracis-28362	123	3	hierarchical	hierarchical	ADJ
bracis-28362	123	4	time	time	NOUN
bracis-28362	123	5	-	-	PUNCT
bracis-28362	123	6	aware	aware	ADJ
bracis-28362	123	7	video	video	NOUN
bracis-28362	123	8	summarization	summarization	NOUN
bracis-28362	123	9	full	full	ADJ
bracis-28362	123	10	size	size	NOUN
bracis-28362	123	11	image	image	NOUN
bracis-28362	123	12	the	the	DET
bracis-28362	123	13	proposed	propose	VERB
bracis-28362	123	14	method	method	NOUN
bracis-28362	123	15	employs	employ	VERB
bracis-28362	123	16	the	the	DET
bracis-28362	123	17	kruskal	kruskal	ADJ
bracis-28362	123	18	algorithm	algorithm	NOUN
bracis-28362	123	19	to	to	PART
bracis-28362	123	20	obtain	obtain	VERB
bracis-28362	123	21	the	the	DET
bracis-28362	123	22	mst	mst	PROPN
bracis-28362	123	23	\(t^{*}_{g_\delta	\(t^{*}_{g_\delta	X
bracis-28362	123	24	}	}	PUNCT
bracis-28362	123	25	\	\	NOUN
bracis-28362	123	26	)	)	PUNCT
bracis-28362	123	27	from	from	ADP
bracis-28362	123	28	\(g_\delta	\(g_\delta	PROPN
bracis-28362	123	29	\	\	PROPN
bracis-28362	123	30	)	)	PUNCT
bracis-28362	123	31	,	,	PUNCT
bracis-28362	123	32	while	while	SCONJ
bracis-28362	123	33	the	the	DET
bracis-28362	123	34	watershed	watershed	NOUN
bracis-28362	123	35	by	by	ADP
bracis-28362	123	36	area	area	NOUN
bracis-28362	123	37	 	 	SPACE
bracis-28362	124	1	[	[	X
bracis-28362	124	2	7	7	X
bracis-28362	124	3	]	]	PUNCT
bracis-28362	124	4	is	be	AUX
bracis-28362	124	5	used	use	VERB
bracis-28362	124	6	to	to	PART
bracis-28362	124	7	generate	generate	VERB
bracis-28362	124	8	a	a	DET
bracis-28362	124	9	hierarchy	hierarchy	NOUN
bracis-28362	124	10	\(\mathcal	\(\mathcal	ADJ
bracis-28362	124	11	{	{	PUNCT
bracis-28362	124	12	h}\	h}\	NOUN
bracis-28362	124	13	)	)	PUNCT
bracis-28362	124	14	from	from	ADP
bracis-28362	124	15	\(t^{*}_{g_\delta	\(t^{*}_{g_\delta	NOUN
bracis-28362	124	16	}	}	PUNCT
bracis-28362	124	17	\	\	NOUN
bracis-28362	124	18	)	)	PUNCT
bracis-28362	124	19	.	.	PUNCT
bracis-28362	125	1	once	once	ADV
bracis-28362	125	2	a	a	DET
bracis-28362	125	3	hierarchy	hierarchy	NOUN
bracis-28362	125	4	\(\mathcal	\(\mathcal	ADJ
bracis-28362	125	5	{	{	PUNCT
bracis-28362	125	6	h}\	h}\	NOUN
bracis-28362	125	7	)	)	PUNCT
bracis-28362	125	8	is	be	AUX
bracis-28362	125	9	constructed	construct	VERB
bracis-28362	125	10	,	,	PUNCT
bracis-28362	125	11	a	a	DET
bracis-28362	125	12	hierarchical	hierarchical	ADJ
bracis-28362	125	13	segmentation	segmentation	NOUN
bracis-28362	125	14	of	of	ADP
bracis-28362	125	15	\(g_\delta	\(g_\delta	PROPN
bracis-28362	125	16	\	\	NOUN
bracis-28362	125	17	)	)	PUNCT
bracis-28362	125	18	generates	generate	VERB
bracis-28362	125	19	a	a	DET
bracis-28362	125	20	video	video	NOUN
bracis-28362	125	21	summary	summary	NOUN
bracis-28362	125	22	of	of	ADP
bracis-28362	125	23	size	size	NOUN
bracis-28362	125	24	k.	k.	PROPN
bracis-28362	125	25	for	for	ADP
bracis-28362	125	26	that	that	PRON
bracis-28362	125	27	,	,	PUNCT
bracis-28362	125	28	the	the	DET
bracis-28362	125	29	proposed	propose	VERB
bracis-28362	125	30	method	method	NOUN
bracis-28362	125	31	needs	need	VERB
bracis-28362	125	32	only	only	ADV
bracis-28362	125	33	to	to	PART
bracis-28362	125	34	remove	remove	VERB
bracis-28362	125	35	the	the	DET
bracis-28362	125	36	\(k-1\	\(k-1\	NOUN
bracis-28362	125	37	)	)	PUNCT
bracis-28362	125	38	edges	edge	NOUN
bracis-28362	125	39	with	with	ADP
bracis-28362	125	40	higher	high	ADJ
bracis-28362	125	41	weights	weight	NOUN
bracis-28362	125	42	from	from	ADP
bracis-28362	125	43	\(\mathcal	\(\mathcal	ADJ
bracis-28362	125	44	{	{	PUNCT
bracis-28362	125	45	h}\	h}\	NOUN
bracis-28362	125	46	)	)	PUNCT
bracis-28362	125	47	.	.	PUNCT
bracis-28362	126	1	instead	instead	ADV
bracis-28362	126	2	of	of	ADP
bracis-28362	126	3	generating	generate	VERB
bracis-28362	126	4	a	a	DET
bracis-28362	126	5	fixed	fix	VERB
bracis-28362	126	6	-	-	PUNCT
bracis-28362	126	7	size	size	NOUN
bracis-28362	126	8	video	video	NOUN
bracis-28362	126	9	summary	summary	NOUN
bracis-28362	126	10	,	,	PUNCT
bracis-28362	126	11	we	we	PRON
bracis-28362	126	12	adopt	adopt	VERB
bracis-28362	126	13	a	a	DET
bracis-28362	126	14	strategy	strategy	NOUN
bracis-28362	126	15	for	for	ADP
bracis-28362	126	16	identifying	identify	VERB
bracis-28362	126	17	the	the	DET
bracis-28362	126	18	moment	moment	NOUN
bracis-28362	126	19	when	when	SCONJ
bracis-28362	126	20	stability	stability	NOUN
bracis-28362	126	21	is	be	AUX
bracis-28362	126	22	reached	reach	VERB
bracis-28362	126	23	during	during	ADP
bracis-28362	126	24	the	the	DET
bracis-28362	126	25	edge	edge	NOUN
bracis-28362	126	26	removal	removal	NOUN
bracis-28362	126	27	process	process	NOUN
bracis-28362	126	28	that	that	PRON
bracis-28362	126	29	is	be	AUX
bracis-28362	126	30	similar	similar	ADJ
bracis-28362	126	31	(	(	PUNCT
bracis-28362	126	32	but	but	CCONJ
bracis-28362	126	33	distinct	distinct	ADJ
bracis-28362	126	34	)	)	PUNCT
bracis-28362	126	35	to	to	ADP
bracis-28362	126	36	the	the	DET
bracis-28362	126	37	one	one	NOUN
bracis-28362	126	38	used	use	VERB
bracis-28362	126	39	in	in	ADP
bracis-28362	126	40	 	 	SPACE
bracis-28362	126	41	[	[	X
bracis-28362	126	42	17	17	NUM
bracis-28362	126	43	]	]	PUNCT
bracis-28362	126	44	.	.	PUNCT
bracis-28362	127	1	let	let	AUX
bracis-28362	127	2	\(e'\	\(e'\	PROPN
bracis-28362	127	3	)	)	PUNCT
bracis-28362	127	4	be	be	VERB
bracis-28362	127	5	the	the	DET
bracis-28362	127	6	edge	edge	NOUN
bracis-28362	127	7	with	with	ADP
bracis-28362	127	8	the	the	DET
bracis-28362	127	9	highest	high	ADJ
bracis-28362	127	10	weight	weight	NOUN
bracis-28362	127	11	in	in	ADP
bracis-28362	127	12	the	the	DET
bracis-28362	127	13	hierarchy	hierarchy	NOUN
bracis-28362	127	14	\(\mathcal	\(\mathcal	ADJ
bracis-28362	127	15	{	{	PUNCT
bracis-28362	127	16	h}\	h}\	NOUN
bracis-28362	127	17	)	)	PUNCT
bracis-28362	127	18	.	.	PUNCT
bracis-28362	128	1	thus	thus	ADV
bracis-28362	128	2	,	,	PUNCT
bracis-28362	128	3	the	the	DET
bracis-28362	128	4	edge	edge	NOUN
bracis-28362	128	5	\(e'\	\(e'\	PROPN
bracis-28362	128	6	)	)	PUNCT
bracis-28362	128	7	is	be	AUX
bracis-28362	128	8	removed	remove	VERB
bracis-28362	128	9	only	only	ADV
bracis-28362	128	10	when	when	SCONJ
bracis-28362	128	11	its	its	PRON
bracis-28362	128	12	weight	weight	NOUN
bracis-28362	128	13	\(w(e')\	\(w(e')\	NOUN
bracis-28362	128	14	)	)	PUNCT
bracis-28362	128	15	is	be	AUX
bracis-28362	128	16	greater	great	ADJ
bracis-28362	128	17	than	than	ADP
bracis-28362	128	18	or	or	CCONJ
bracis-28362	128	19	equal	equal	ADJ
bracis-28362	128	20	to	to	ADP
bracis-28362	128	21	an	an	DET
bracis-28362	128	22	equilibrium	equilibrium	NOUN
bracis-28362	128	23	measure	measure	NOUN
bracis-28362	128	24	function	function	VERB
bracis-28362	128	25	\(f(e')\	\(f(e')\	NOUN
bracis-28362	128	26	)	)	PUNCT
bracis-28362	128	27	,	,	PUNCT
bracis-28362	128	28	i.e.	i.e.	X
bracis-28362	128	29	,	,	PUNCT
bracis-28362	128	30	\(w(e	\(w(e	PROPN
bracis-28362	128	31	'	'	PUNCT
bracis-28362	128	32	)	)	PUNCT
bracis-28362	128	33	\ge	\ge	PROPN
bracis-28362	128	34	\textbf{f}(e)\	\textbf{f}(e)\	PROPN
bracis-28362	128	35	)	)	PUNCT
bracis-28362	128	36	.	.	PUNCT
bracis-28362	129	1	in	in	ADP
bracis-28362	129	2	this	this	DET
bracis-28362	129	3	work	work	NOUN
bracis-28362	129	4	,	,	PUNCT
bracis-28362	129	5	the	the	DET
bracis-28362	129	6	equilibrium	equilibrium	NOUN
bracis-28362	129	7	measure	measure	NOUN
bracis-28362	129	8	function	function	NOUN
bracis-28362	129	9	is	be	AUX
bracis-28362	129	10	given	give	VERB
bracis-28362	129	11	by	by	ADP
bracis-28362	129	12	eq	eq	PROPN
bracis-28362	129	13	.	.	PROPN
bracis-28362	129	14	 	 	SPACE
bracis-28362	130	1	3	3	NUM
bracis-28362	130	2	.	.	NOUN
bracis-28362	130	3	$	$	SYM
bracis-28362	130	4	$	$	SYM
bracis-28362	130	5	\begin{aligned	\begin{aligne	VERB
bracis-28362	130	6	}	}	PUNCT
bracis-28362	130	7	\textbf{f}(e	\textbf{f}(e	NUM
bracis-28362	130	8	)	)	PUNCT
bracis-28362	131	1	=	=	SYM
bracis-28362	131	2	\gamma	\gamma	VERB
bracis-28362	131	3	\sigma	\sigma	PROPN
bracis-28362	131	4	_	_	PROPN
bracis-28362	131	5	w(e	w(e	NOUN
bracis-28362	131	6	)	)	PUNCT
bracis-28362	131	7	\end{aligned}$$	\end{aligned}$$	X
bracis-28362	131	8	(	(	PUNCT
bracis-28362	131	9	3	3	NUM
bracis-28362	131	10	)	)	PUNCT
bracis-28362	131	11	in	in	ADP
bracis-28362	131	12	which	which	PRON
bracis-28362	131	13	\(\sigma	\(\sigma	NOUN
bracis-28362	131	14	_	_	PRON
bracis-28362	131	15	w(e)\	w(e)\	NOUN
bracis-28362	131	16	)	)	PUNCT
bracis-28362	131	17	represents	represent	VERB
bracis-28362	131	18	the	the	DET
bracis-28362	131	19	standard	standard	ADJ
bracis-28362	131	20	deviation	deviation	NOUN
bracis-28362	131	21	of	of	ADP
bracis-28362	131	22	all	all	DET
bracis-28362	131	23	edge	edge	NOUN
bracis-28362	131	24	weights	weight	NOUN
bracis-28362	131	25	of	of	ADP
bracis-28362	131	26	the	the	DET
bracis-28362	131	27	connected	connected	ADJ
bracis-28362	131	28	component	component	NOUN
bracis-28362	131	29	that	that	PRON
bracis-28362	131	30	contains	contain	VERB
bracis-28362	131	31	edge	edge	NOUN
bracis-28362	131	32	e	e	NOUN
bracis-28362	131	33	,	,	PUNCT
bracis-28362	131	34	and	and	CCONJ
bracis-28362	131	35	\(\gamma	\(\gamma	X
bracis-28362	131	36	\	\	NOUN
bracis-28362	131	37	)	)	PUNCT
bracis-28362	131	38	is	be	AUX
bracis-28362	131	39	a	a	DET
bracis-28362	131	40	parameter	parameter	NOUN
bracis-28362	131	41	related	relate	VERB
bracis-28362	131	42	to	to	ADP
bracis-28362	131	43	the	the	DET
bracis-28362	131	44	allowed	allow	VERB
bracis-28362	131	45	variability	variability	NOUN
bracis-28362	131	46	.	.	PUNCT
bracis-28362	132	1	during	during	ADP
bracis-28362	132	2	tests	test	NOUN
bracis-28362	132	3	,	,	PUNCT
bracis-28362	132	4	we	we	PRON
bracis-28362	132	5	have	have	AUX
bracis-28362	132	6	set	set	VERB
bracis-28362	132	7	\(\gamma	\(\gamma	NOUN
bracis-28362	132	8	\	\	NOUN
bracis-28362	132	9	)	)	PUNCT
bracis-28362	132	10	empirically	empirically	ADV
bracis-28362	132	11	.	.	PUNCT
bracis-28362	133	1	finally	finally	ADV
bracis-28362	133	2	,	,	PUNCT
bracis-28362	133	3	after	after	ADP
bracis-28362	133	4	dividing	divide	VERB
bracis-28362	133	5	the	the	DET
bracis-28362	133	6	hierarchy	hierarchy	NOUN
bracis-28362	133	7	into	into	ADP
bracis-28362	133	8	several	several	ADJ
bracis-28362	133	9	connected	connected	ADJ
bracis-28362	133	10	components	component	NOUN
bracis-28362	133	11	,	,	PUNCT
bracis-28362	133	12	central	central	ADJ
bracis-28362	133	13	frames	frame	NOUN
bracis-28362	133	14	(	(	PUNCT
bracis-28362	133	15	concerning	concern	VERB
bracis-28362	133	16	chronological	chronological	ADJ
bracis-28362	133	17	order	order	NOUN
bracis-28362	133	18	)	)	PUNCT
bracis-28362	133	19	are	be	AUX
bracis-28362	133	20	selected	select	VERB
bracis-28362	133	21	as	as	ADP
bracis-28362	133	22	keyframes	keyframe	NOUN
bracis-28362	133	23	for	for	ADP
bracis-28362	133	24	the	the	DET
bracis-28362	133	25	video	video	NOUN
bracis-28362	133	26	summary	summary	NOUN
bracis-28362	133	27	.	.	PUNCT
bracis-28362	134	1	this	this	DET
bracis-28362	134	2	dynamic	dynamic	ADJ
bracis-28362	134	3	choice	choice	NOUN
bracis-28362	134	4	of	of	ADP
bracis-28362	134	5	the	the	DET
bracis-28362	134	6	number	number	NOUN
bracis-28362	134	7	of	of	ADP
bracis-28362	134	8	components	component	NOUN
bracis-28362	134	9	and	and	CCONJ
bracis-28362	134	10	,	,	PUNCT
bracis-28362	134	11	consequently	consequently	ADV
bracis-28362	134	12	,	,	PUNCT
bracis-28362	134	13	the	the	DET
bracis-28362	134	14	size	size	NOUN
bracis-28362	134	15	of	of	ADP
bracis-28362	134	16	the	the	DET
bracis-28362	134	17	video	video	NOUN
bracis-28362	134	18	summary	summary	NOUN
bracis-28362	134	19	becomes	become	VERB
bracis-28362	134	20	essential	essential	ADJ
bracis-28362	134	21	when	when	SCONJ
bracis-28362	134	22	it	it	PRON
bracis-28362	134	23	comes	come	VERB
bracis-28362	134	24	to	to	ADP
bracis-28362	134	25	videos	video	NOUN
bracis-28362	134	26	that	that	PRON
bracis-28362	134	27	contain	contain	VERB
bracis-28362	134	28	numerous	numerous	ADJ
bracis-28362	134	29	very	very	ADV
bracis-28362	134	30	similar	similar	ADJ
bracis-28362	134	31	scenes	scene	NOUN
bracis-28362	134	32	.	.	PUNCT
bracis-28362	135	1	in	in	ADP
bracis-28362	135	2	such	such	ADJ
bracis-28362	135	3	cases	case	NOUN
bracis-28362	135	4	,	,	PUNCT
bracis-28362	135	5	employing	employ	VERB
bracis-28362	135	6	a	a	DET
bracis-28362	135	7	static	static	ADJ
bracis-28362	135	8	number	number	NOUN
bracis-28362	135	9	of	of	ADP
bracis-28362	135	10	frames	frame	NOUN
bracis-28362	135	11	for	for	ADP
bracis-28362	135	12	all	all	DET
bracis-28362	135	13	videos	video	NOUN
bracis-28362	135	14	can	can	AUX
bracis-28362	135	15	result	result	VERB
bracis-28362	135	16	in	in	ADP
bracis-28362	135	17	redundant	redundant	ADJ
bracis-28362	135	18	and	and	CCONJ
bracis-28362	135	19	repetitive	repetitive	ADJ
bracis-28362	135	20	content	content	NOUN
bracis-28362	135	21	in	in	ADP
bracis-28362	135	22	the	the	DET
bracis-28362	135	23	summary	summary	NOUN
bracis-28362	135	24	.	.	PUNCT
bracis-28362	136	1	by	by	ADP
bracis-28362	136	2	adopting	adopt	VERB
bracis-28362	136	3	a	a	DET
bracis-28362	136	4	dynamic	dynamic	ADJ
bracis-28362	136	5	approach	approach	NOUN
bracis-28362	136	6	,	,	PUNCT
bracis-28362	136	7	the	the	DET
bracis-28362	136	8	method	method	NOUN
bracis-28362	136	9	can	can	AUX
bracis-28362	136	10	infer	infer	VERB
bracis-28362	136	11	an	an	DET
bracis-28362	136	12	adequate	adequate	ADJ
bracis-28362	136	13	summary	summary	NOUN
bracis-28362	136	14	size	size	NOUN
bracis-28362	136	15	based	base	VERB
bracis-28362	136	16	on	on	ADP
bracis-28362	136	17	the	the	DET
bracis-28362	136	18	specific	specific	ADJ
bracis-28362	136	19	video	video	NOUN
bracis-28362	136	20	content	content	NOUN
bracis-28362	136	21	and	and	CCONJ
bracis-28362	136	22	characteristics	characteristic	NOUN
bracis-28362	136	23	.	.	PUNCT
bracis-28362	137	1	4	4	NUM
bracis-28362	137	2	experimental	experimental	ADJ
bracis-28362	137	3	results	result	NOUN
bracis-28362	137	4	this	this	DET
bracis-28362	137	5	section	section	NOUN
bracis-28362	137	6	provides	provide	VERB
bracis-28362	137	7	a	a	DET
bracis-28362	137	8	comprehensive	comprehensive	ADJ
bracis-28362	137	9	analysis	analysis	NOUN
bracis-28362	137	10	of	of	ADP
bracis-28362	137	11	results	result	NOUN
bracis-28362	137	12	obtained	obtain	VERB
bracis-28362	137	13	by	by	ADP
bracis-28362	137	14	the	the	DET
bracis-28362	137	15	proposed	propose	VERB
bracis-28362	137	16	approach	approach	NOUN
bracis-28362	137	17	to	to	ADP
bracis-28362	137	18	video	video	NOUN
bracis-28362	137	19	summarization	summarization	NOUN
bracis-28362	137	20	with	with	ADP
bracis-28362	137	21	a	a	DET
bracis-28362	137	22	dynamic	dynamic	ADJ
bracis-28362	137	23	selection	selection	NOUN
bracis-28362	137	24	of	of	ADP
bracis-28362	137	25	video	video	NOUN
bracis-28362	137	26	summaries	summary	NOUN
bracis-28362	137	27	.	.	PUNCT
bracis-28362	138	1	we	we	PRON
bracis-28362	138	2	compared	compare	VERB
bracis-28362	138	3	hietasumm	hietasumm	NOUN
bracis-28362	138	4	with	with	ADP
bracis-28362	138	5	other	other	ADJ
bracis-28362	138	6	unsupervised	unsupervised	ADJ
bracis-28362	138	7	video	video	NOUN
bracis-28362	138	8	summarization	summarization	NOUN
bracis-28362	138	9	methods	method	NOUN
bracis-28362	138	10	,	,	PUNCT
bracis-28362	138	11	namely	namely	ADV
bracis-28362	138	12	hsumm	hsumm	ADJ
bracis-28362	138	13	 	 	SPACE
bracis-28362	139	1	[	[	X
bracis-28362	139	2	17	17	NUM
bracis-28362	139	3	]	]	PUNCT
bracis-28362	139	4	,	,	PUNCT
bracis-28362	139	5	vsumm1	vsumm1	NOUN
bracis-28362	139	6	 	 	SPACE
bracis-28362	140	1	[	[	X
bracis-28362	140	2	9	9	NUM
bracis-28362	140	3	]	]	PUNCT
bracis-28362	140	4	,	,	PUNCT
bracis-28362	140	5	vsumm2	vsumm2	PROPN
bracis-28362	140	6	 	 	SPACE
bracis-28362	141	1	[	[	X
bracis-28362	141	2	9	9	NUM
bracis-28362	141	3	]	]	PUNCT
bracis-28362	141	4	,	,	PUNCT
bracis-28362	141	5	visto	visto	NOUN
bracis-28362	141	6	 	 	SPACE
bracis-28362	142	1	[	[	X
bracis-28362	142	2	11	11	NUM
bracis-28362	142	3	]	]	PUNCT
bracis-28362	142	4	and	and	CCONJ
bracis-28362	142	5	open	open	ADJ
bracis-28362	142	6	video	video	NOUN
bracis-28362	142	7	summaries	summary	NOUN
bracis-28362	142	8	(	(	PUNCT
bracis-28362	142	9	referred	refer	VERB
bracis-28362	142	10	to	to	ADP
bracis-28362	142	11	like	like	INTJ
bracis-28362	142	12	ovsummary	ovsummary	NOUN
bracis-28362	142	13	)	)	PUNCT
bracis-28362	142	14	.	.	PUNCT
bracis-28362	143	1	these	these	DET
bracis-28362	143	2	comparative	comparative	ADJ
bracis-28362	143	3	assessments	assessment	NOUN
bracis-28362	143	4	allow	allow	VERB
bracis-28362	143	5	for	for	ADP
bracis-28362	143	6	a	a	DET
bracis-28362	143	7	comprehensive	comprehensive	ADJ
bracis-28362	143	8	review	review	NOUN
bracis-28362	143	9	of	of	ADP
bracis-28362	143	10	the	the	DET
bracis-28362	143	11	performance	performance	NOUN
bracis-28362	143	12	and	and	CCONJ
bracis-28362	143	13	effectiveness	effectiveness	NOUN
bracis-28362	143	14	of	of	ADP
bracis-28362	143	15	hietasumm	hietasumm	NOUN
bracis-28362	143	16	against	against	ADP
bracis-28362	143	17	these	these	DET
bracis-28362	143	18	established	establish	VERB
bracis-28362	143	19	approaches	approach	NOUN
bracis-28362	143	20	.	.	PUNCT
bracis-28362	144	1	4.1	4.1	NUM
bracis-28362	144	2	implementation	implementation	NOUN
bracis-28362	144	3	details	detail	NOUN
bracis-28362	144	4	and	and	CCONJ
bracis-28362	144	5	 	 	SPACE
bracis-28362	144	6	dataset	dataset	VERB
bracis-28362	144	7	similar	similar	ADJ
bracis-28362	144	8	to	to	ADP
bracis-28362	144	9	 	 	SPACE
bracis-28362	144	10	[	[	X
bracis-28362	144	11	11	11	NUM
bracis-28362	144	12	,	,	PUNCT
bracis-28362	144	13	17	17	NUM
bracis-28362	144	14	]	]	PUNCT
bracis-28362	144	15	,	,	PUNCT
bracis-28362	144	16	we	we	PRON
bracis-28362	144	17	applied	apply	VERB
bracis-28362	144	18	the	the	DET
bracis-28362	144	19	proposed	propose	VERB
bracis-28362	144	20	method	method	NOUN
bracis-28362	144	21	to	to	ADP
bracis-28362	144	22	the	the	DET
bracis-28362	144	23	same	same	ADJ
bracis-28362	144	24	collections	collection	NOUN
bracis-28362	144	25	of	of	ADP
bracis-28362	144	26	videos	video	NOUN
bracis-28362	144	27	from	from	ADP
bracis-28362	144	28	the	the	DET
bracis-28362	144	29	openvideo	openvideo	NOUN
bracis-28362	144	30	dataset	dataset	NOUN
bracis-28362	144	31	(	(	PUNCT
bracis-28362	144	32	referred	refer	VERB
bracis-28362	144	33	to	to	ADP
bracis-28362	144	34	as	as	ADP
bracis-28362	144	35	the	the	DET
bracis-28362	144	36	vsumm	vsumm	NOUN
bracis-28362	144	37	dataset	dataset	NOUN
bracis-28362	144	38	in	in	ADP
bracis-28362	144	39	 	 	SPACE
bracis-28362	144	40	[	[	X
bracis-28362	144	41	19	19	NUM
bracis-28362	144	42	]	]	NUM
bracis-28362	144	43	)	)	PUNCT
bracis-28362	144	44	.	.	PUNCT
bracis-28362	145	1	this	this	DET
bracis-28362	145	2	dataset	dataset	NOUN
bracis-28362	145	3	contains	contain	VERB
bracis-28362	145	4	50	50	NUM
bracis-28362	145	5	videos	video	NOUN
bracis-28362	145	6	of	of	ADP
bracis-28362	145	7	different	different	ADJ
bracis-28362	145	8	genres	genre	NOUN
bracis-28362	145	9	.	.	PUNCT
bracis-28362	146	1	all	all	DET
bracis-28362	146	2	videos	video	NOUN
bracis-28362	146	3	are	be	AUX
bracis-28362	146	4	in	in	ADP
bracis-28362	146	5	mpeg-1	mpeg-1	PROPN
bracis-28362	146	6	format	format	NOUN
bracis-28362	146	7	(	(	PUNCT
bracis-28362	146	8	30	30	NUM
bracis-28362	146	9	 	 	SPACE
bracis-28362	146	10	fps	fps	PROPN
bracis-28362	146	11	,	,	PUNCT
bracis-28362	146	12	352	352	NUM
bracis-28362	146	13	\(\times	\(\time	NOUN
bracis-28362	146	14	\	\	NOUN
bracis-28362	146	15	)	)	PUNCT
bracis-28362	146	16	240	240	NUM
bracis-28362	146	17	pixels	pixel	NOUN
bracis-28362	146	18	)	)	PUNCT
bracis-28362	146	19	.	.	PUNCT
bracis-28362	147	1	the	the	DET
bracis-28362	147	2	genres	genre	NOUN
bracis-28362	147	3	are	be	AUX
bracis-28362	147	4	distributed	distribute	VERB
bracis-28362	147	5	into	into	ADP
bracis-28362	147	6	documentary	documentary	NOUN
bracis-28362	147	7	,	,	PUNCT
bracis-28362	147	8	educational	educational	ADJ
bracis-28362	147	9	,	,	PUNCT
bracis-28362	147	10	ephemeral	ephemeral	ADJ
bracis-28362	147	11	,	,	PUNCT
bracis-28362	147	12	historical	historical	ADJ
bracis-28362	147	13	,	,	PUNCT
bracis-28362	147	14	and	and	CCONJ
bracis-28362	147	15	lecture	lecture	NOUN
bracis-28362	147	16	.	.	PUNCT
bracis-28362	148	1	the	the	DET
bracis-28362	148	2	time	time	NOUN
bracis-28362	148	3	duration	duration	NOUN
bracis-28362	148	4	of	of	ADP
bracis-28362	148	5	each	each	DET
bracis-28362	148	6	video	video	NOUN
bracis-28362	148	7	varies	vary	VERB
bracis-28362	148	8	from	from	ADP
bracis-28362	148	9	01	01	NUM
bracis-28362	148	10	to	to	PART
bracis-28362	148	11	04	04	NUM
bracis-28362	148	12	 	 	SPACE
bracis-28362	148	13	min	min	NOUN
bracis-28362	148	14	.	.	PUNCT
bracis-28362	149	1	the	the	DET
bracis-28362	149	2	process	process	NOUN
bracis-28362	149	3	of	of	ADP
bracis-28362	149	4	creating	create	VERB
bracis-28362	149	5	of	of	ADP
bracis-28362	149	6	user	user	NOUN
bracis-28362	149	7	summary	summary	NOUN
bracis-28362	149	8	consists	consist	VERB
bracis-28362	149	9	of	of	ADP
bracis-28362	149	10	the	the	DET
bracis-28362	149	11	collaboration	collaboration	NOUN
bracis-28362	149	12	of	of	ADP
bracis-28362	149	13	50	50	NUM
bracis-28362	149	14	different	different	ADJ
bracis-28362	149	15	persons	person	NOUN
bracis-28362	149	16	.	.	PUNCT
bracis-28362	150	1	each	each	DET
bracis-28362	150	2	user	user	NOUN
bracis-28362	150	3	is	be	AUX
bracis-28362	150	4	dealing	deal	VERB
bracis-28362	150	5	with	with	ADP
bracis-28362	150	6	the	the	DET
bracis-28362	150	7	task	task	NOUN
bracis-28362	150	8	of	of	ADP
bracis-28362	150	9	choosing	choose	VERB
bracis-28362	150	10	the	the	DET
bracis-28362	150	11	keyframes	keyframe	NOUN
bracis-28362	150	12	for	for	ADP
bracis-28362	150	13	5	5	NUM
bracis-28362	150	14	videos	video	NOUN
bracis-28362	150	15	.	.	PUNCT
bracis-28362	151	1	thus	thus	ADV
bracis-28362	151	2	,	,	PUNCT
bracis-28362	151	3	250	250	NUM
bracis-28362	151	4	were	be	AUX
bracis-28362	151	5	created	create	VERB
bracis-28362	151	6	for	for	ADP
bracis-28362	151	7	the	the	DET
bracis-28362	151	8	dataset	dataset	NOUN
bracis-28362	151	9	each	each	DET
bracis-28362	151	10	video	video	NOUN
bracis-28362	151	11	has	have	VERB
bracis-28362	151	12	05	05	NUM
bracis-28362	151	13	different	different	ADJ
bracis-28362	151	14	user	user	NOUN
bracis-28362	151	15	summaries	summary	NOUN
bracis-28362	151	16	generated	generate	VERB
bracis-28362	151	17	manually	manually	ADV
bracis-28362	151	18	.	.	PUNCT
bracis-28362	152	1	and	and	CCONJ
bracis-28362	152	2	,	,	PUNCT
bracis-28362	152	3	as	as	ADP
bracis-28362	152	4	a	a	DET
bracis-28362	152	5	way	way	NOUN
bracis-28362	152	6	to	to	ADP
bracis-28362	152	7	pre	pre	VERB
bracis-28362	152	8	-	-	VERB
bracis-28362	152	9	process	process	VERB
bracis-28362	152	10	the	the	DET
bracis-28362	152	11	video	video	NOUN
bracis-28362	152	12	dataset	dataset	NOUN
bracis-28362	152	13	we	we	PRON
bracis-28362	152	14	extracted	extract	VERB
bracis-28362	152	15	04	04	NUM
bracis-28362	152	16	 	 	SPACE
bracis-28362	152	17	fps	fps	NOUN
bracis-28362	152	18	from	from	ADP
bracis-28362	152	19	all	all	DET
bracis-28362	152	20	videos	video	NOUN
bracis-28362	152	21	.	.	PUNCT
bracis-28362	153	1	for	for	ADP
bracis-28362	153	2	the	the	DET
bracis-28362	153	3	creation	creation	NOUN
bracis-28362	153	4	of	of	ADP
bracis-28362	153	5	the	the	DET
bracis-28362	153	6	frame	frame	NOUN
bracis-28362	153	7	similarity	similarity	NOUN
bracis-28362	153	8	graph	graph	NOUN
bracis-28362	153	9	,	,	PUNCT
bracis-28362	153	10	we	we	PRON
bracis-28362	153	11	use	use	VERB
bracis-28362	153	12	resnet50	resnet50	NOUN
bracis-28362	153	13	and	and	CCONJ
bracis-28362	153	14	vgg16	vgg16	PROPN
bracis-28362	153	15	(	(	PUNCT
bracis-28362	153	16	both	both	DET
bracis-28362	153	17	pre	pre	VERB
bracis-28362	153	18	-	-	VERB
bracis-28362	153	19	trained	train	VERB
bracis-28362	153	20	on	on	ADP
bracis-28362	153	21	imagenet	imagenet	NOUN
bracis-28362	153	22	)	)	PUNCT
bracis-28362	153	23	to	to	PART
bracis-28362	153	24	extract	extract	VERB
bracis-28362	153	25	frame	frame	NOUN
bracis-28362	153	26	descriptors	descriptor	NOUN
bracis-28362	153	27	.	.	PUNCT
bracis-28362	154	1	the	the	DET
bracis-28362	154	2	cosine	cosine	NOUN
bracis-28362	154	3	similarity	similarity	NOUN
bracis-28362	154	4	was	be	AUX
bracis-28362	154	5	used	use	VERB
bracis-28362	154	6	to	to	PART
bracis-28362	154	7	assess	assess	VERB
bracis-28362	154	8	the	the	DET
bracis-28362	154	9	similarity	similarity	NOUN
bracis-28362	154	10	between	between	ADP
bracis-28362	154	11	two	two	NUM
bracis-28362	154	12	frame	frame	NOUN
bracis-28362	154	13	descriptors	descriptor	NOUN
bracis-28362	154	14	.	.	PUNCT
bracis-28362	155	1	and	and	CCONJ
bracis-28362	155	2	,	,	PUNCT
bracis-28362	155	3	we	we	PRON
bracis-28362	155	4	also	also	ADV
bracis-28362	155	5	set	set	VERB
bracis-28362	155	6	\(\delta	\(\delta	NOUN
bracis-28362	155	7	_	_	PUNCT
bracis-28362	155	8	t	t	NOUN
bracis-28362	155	9	=	=	SYM
bracis-28362	155	10	32\	32\	NUM
bracis-28362	155	11	)	)	PUNCT
bracis-28362	155	12	(	(	PUNCT
bracis-28362	155	13	i.e.	i.e.	X
bracis-28362	155	14	,	,	PUNCT
bracis-28362	155	15	08	08	NUM
bracis-28362	155	16	 	 	SPACE
bracis-28362	155	17	s	s	PROPN
bracis-28362	155	18	with	with	ADP
bracis-28362	155	19	04	04	NUM
bracis-28362	155	20	 	 	SPACE
bracis-28362	155	21	fps	fps	PROPN
bracis-28362	155	22	)	)	PUNCT
bracis-28362	155	23	and	and	CCONJ
bracis-28362	155	24	\(\gamma	\(\gamma	X
bracis-28362	155	25	=	=	NOUN
bracis-28362	155	26	0.05\	0.05\	PROPN
bracis-28362	155	27	)	)	PUNCT
bracis-28362	155	28	,	,	PUNCT
bracis-28362	155	29	during	during	ADP
bracis-28362	155	30	the	the	DET
bracis-28362	155	31	experiments	experiment	NOUN
bracis-28362	155	32	.	.	PUNCT
bracis-28362	156	1	the	the	DET
bracis-28362	156	2	parameter	parameter	NOUN
bracis-28362	156	3	\(\delta	\(\delta	NOUN
bracis-28362	156	4	_	_	PUNCT
bracis-28362	156	5	t\	t\	VERB
bracis-28362	156	6	)	)	PUNCT
bracis-28362	156	7	plays	play	VERB
bracis-28362	156	8	a	a	DET
bracis-28362	156	9	crucial	crucial	ADJ
bracis-28362	156	10	role	role	NOUN
bracis-28362	156	11	in	in	ADP
bracis-28362	156	12	enhancing	enhance	VERB
bracis-28362	156	13	the	the	DET
bracis-28362	156	14	temporal	temporal	ADJ
bracis-28362	156	15	threshold	threshold	NOUN
bracis-28362	156	16	and	and	CCONJ
bracis-28362	156	17	restricting	restrict	VERB
bracis-28362	156	18	vertex	vertex	NOUN
bracis-28362	156	19	connections	connection	NOUN
bracis-28362	156	20	to	to	PART
bracis-28362	156	21	avoid	avoid	VERB
bracis-28362	156	22	the	the	DET
bracis-28362	156	23	creation	creation	NOUN
bracis-28362	156	24	of	of	ADP
bracis-28362	156	25	edges	edge	NOUN
bracis-28362	156	26	that	that	PRON
bracis-28362	156	27	span	span	VERB
bracis-28362	156	28	across	across	ADP
bracis-28362	156	29	all	all	DET
bracis-28362	156	30	frames	frame	NOUN
bracis-28362	156	31	of	of	ADP
bracis-28362	156	32	the	the	DET
bracis-28362	156	33	video	video	NOUN
bracis-28362	156	34	.	.	PUNCT
bracis-28362	157	1	this	this	DET
bracis-28362	157	2	strategy	strategy	NOUN
bracis-28362	157	3	is	be	AUX
bracis-28362	157	4	used	use	VERB
bracis-28362	157	5	since	since	SCONJ
bracis-28362	157	6	,	,	PUNCT
bracis-28362	157	7	if	if	SCONJ
bracis-28362	157	8	all	all	DET
bracis-28362	157	9	frames	frame	NOUN
bracis-28362	157	10	were	be	AUX
bracis-28362	157	11	connected	connect	VERB
bracis-28362	157	12	,	,	PUNCT
bracis-28362	157	13	temporal	temporal	ADJ
bracis-28362	157	14	dependencies	dependency	NOUN
bracis-28362	157	15	may	may	AUX
bracis-28362	157	16	be	be	AUX
bracis-28362	157	17	neglected	neglect	VERB
bracis-28362	157	18	.	.	PUNCT
bracis-28362	158	1	similarly	similarly	ADV
bracis-28362	158	2	,	,	PUNCT
bracis-28362	158	3	the	the	DET
bracis-28362	158	4	parameter	parameter	NOUN
bracis-28362	158	5	\(\gamma	\(\gamma	PUNCT
bracis-28362	158	6	\	\	PROPN
bracis-28362	158	7	)	)	PUNCT
bracis-28362	158	8	is	be	AUX
bracis-28362	158	9	employed	employ	VERB
bracis-28362	158	10	to	to	PART
bracis-28362	158	11	regulate	regulate	VERB
bracis-28362	158	12	the	the	DET
bracis-28362	158	13	variance	variance	NOUN
bracis-28362	158	14	amplification	amplification	NOUN
bracis-28362	158	15	in	in	ADP
bracis-28362	158	16	feature	feature	NOUN
bracis-28362	158	17	differences	difference	NOUN
bracis-28362	158	18	.	.	PUNCT
bracis-28362	159	1	its	its	PRON
bracis-28362	159	2	utilization	utilization	NOUN
bracis-28362	159	3	helps	help	VERB
bracis-28362	159	4	control	control	VERB
bracis-28362	159	5	the	the	DET
bracis-28362	159	6	level	level	NOUN
bracis-28362	159	7	of	of	ADP
bracis-28362	159	8	distinction	distinction	NOUN
bracis-28362	159	9	among	among	ADP
bracis-28362	159	10	features	feature	NOUN
bracis-28362	159	11	,	,	PUNCT
bracis-28362	159	12	ensuring	ensure	VERB
bracis-28362	159	13	a	a	DET
bracis-28362	159	14	balanced	balanced	ADJ
bracis-28362	159	15	representation	representation	NOUN
bracis-28362	159	16	of	of	ADP
bracis-28362	159	17	the	the	DET
bracis-28362	159	18	underlying	underlie	VERB
bracis-28362	159	19	data	datum	NOUN
bracis-28362	159	20	.	.	PUNCT
bracis-28362	160	1	4.2	4.2	NUM
bracis-28362	160	2	evaluation	evaluation	NOUN
bracis-28362	160	3	metrics	metric	NOUN
bracis-28362	160	4	assessing	assess	VERB
bracis-28362	160	5	frame	frame	NOUN
bracis-28362	160	6	quality	quality	NOUN
bracis-28362	160	7	in	in	ADP
bracis-28362	160	8	the	the	DET
bracis-28362	160	9	context	context	NOUN
bracis-28362	160	10	of	of	ADP
bracis-28362	160	11	video	video	NOUN
bracis-28362	160	12	summarization	summarization	NOUN
bracis-28362	160	13	poses	pose	VERB
bracis-28362	160	14	a	a	DET
bracis-28362	160	15	distinct	distinct	ADJ
bracis-28362	160	16	challenge	challenge	NOUN
bracis-28362	160	17	because	because	SCONJ
bracis-28362	160	18	of	of	ADP
bracis-28362	160	19	the	the	DET
bracis-28362	160	20	many	many	ADJ
bracis-28362	160	21	ways	way	NOUN
bracis-28362	160	22	in	in	ADP
bracis-28362	160	23	which	which	PRON
bracis-28362	160	24	frames	frame	NOUN
bracis-28362	160	25	can	can	AUX
bracis-28362	160	26	be	be	AUX
bracis-28362	160	27	constructed	construct	VERB
bracis-28362	160	28	while	while	SCONJ
bracis-28362	160	29	conveying	convey	VERB
bracis-28362	160	30	similar	similar	ADJ
bracis-28362	160	31	meanings	meaning	NOUN
bracis-28362	160	32	.	.	PUNCT
bracis-28362	161	1	these	these	DET
bracis-28362	161	2	variations	variation	NOUN
bracis-28362	161	3	can	can	AUX
bracis-28362	161	4	arise	arise	VERB
bracis-28362	161	5	from	from	ADP
bracis-28362	161	6	using	use	VERB
bracis-28362	161	7	different	different	ADJ
bracis-28362	161	8	analyzes	analyze	NOUN
bracis-28362	161	9	of	of	ADP
bracis-28362	161	10	resources	resource	NOUN
bracis-28362	161	11	from	from	ADP
bracis-28362	161	12	different	different	ADJ
bracis-28362	161	13	informational	informational	ADJ
bracis-28362	161	14	aspects	aspect	NOUN
bracis-28362	161	15	.	.	PUNCT
bracis-28362	162	1	although	although	SCONJ
bracis-28362	162	2	humans	human	NOUN
bracis-28362	162	3	have	have	VERB
bracis-28362	162	4	an	an	DET
bracis-28362	162	5	intuitive	intuitive	ADJ
bracis-28362	162	6	understanding	understanding	NOUN
bracis-28362	162	7	of	of	ADP
bracis-28362	162	8	this	this	DET
bracis-28362	162	9	process	process	NOUN
bracis-28362	162	10	,	,	PUNCT
bracis-28362	162	11	abstract	abstract	ADJ
bracis-28362	162	12	evaluation	evaluation	NOUN
bracis-28362	162	13	remains	remain	VERB
bracis-28362	162	14	an	an	DET
bracis-28362	162	15	open	open	ADJ
bracis-28362	162	16	question	question	NOUN
bracis-28362	162	17	without	without	ADP
bracis-28362	162	18	a	a	DET
bracis-28362	162	19	specific	specific	ADJ
bracis-28362	162	20	framework	framework	NOUN
bracis-28362	162	21	.	.	PUNCT
bracis-28362	163	1	as	as	ADP
bracis-28362	163	2	a	a	DET
bracis-28362	163	3	result	result	NOUN
bracis-28362	163	4	,	,	PUNCT
bracis-28362	163	5	the	the	DET
bracis-28362	163	6	conventional	conventional	ADJ
bracis-28362	163	7	practice	practice	NOUN
bracis-28362	163	8	involves	involve	VERB
bracis-28362	163	9	adapting	adapt	VERB
bracis-28362	163	10	similar	similar	ADJ
bracis-28362	163	11	metrics	metric	NOUN
bracis-28362	163	12	that	that	PRON
bracis-28362	163	13	have	have	AUX
bracis-28362	163	14	been	be	AUX
bracis-28362	163	15	stretched	stretch	VERB
bracis-28362	163	16	to	to	PART
bracis-28362	163	17	accommodate	accommodate	VERB
bracis-28362	163	18	the	the	DET
bracis-28362	163	19	specific	specific	ADJ
bracis-28362	163	20	requirements	requirement	NOUN
bracis-28362	163	21	of	of	ADP
bracis-28362	163	22	the	the	DET
bracis-28362	163	23	video	video	NOUN
bracis-28362	163	24	summary	summary	NOUN
bracis-28362	163	25	task	task	NOUN
bracis-28362	163	26	.	.	PUNCT
bracis-28362	164	1	by	by	ADP
bracis-28362	164	2	re	re	VERB
bracis-28362	164	3	-	-	VERB
bracis-28362	164	4	purposing	purpose	VERB
bracis-28362	164	5	and	and	CCONJ
bracis-28362	164	6	customizing	customize	VERB
bracis-28362	164	7	these	these	DET
bracis-28362	164	8	metrics	metric	NOUN
bracis-28362	164	9	,	,	PUNCT
bracis-28362	164	10	researchers	researcher	NOUN
bracis-28362	164	11	,	,	PUNCT
bracis-28362	164	12	and	and	CCONJ
bracis-28362	164	13	practitioners	practitioner	NOUN
bracis-28362	164	14	can	can	AUX
bracis-28362	164	15	assess	assess	VERB
bracis-28362	164	16	the	the	DET
bracis-28362	164	17	effectiveness	effectiveness	NOUN
bracis-28362	164	18	and	and	CCONJ
bracis-28362	164	19	fidelity	fidelity	NOUN
bracis-28362	164	20	of	of	ADP
bracis-28362	164	21	summaries	summary	NOUN
bracis-28362	164	22	generated	generate	VERB
bracis-28362	164	23	in	in	ADP
bracis-28362	164	24	video	video	NOUN
bracis-28362	164	25	summarization	summarization	NOUN
bracis-28362	164	26	,	,	PUNCT
bracis-28362	164	27	despite	despite	SCONJ
bracis-28362	164	28	the	the	DET
bracis-28362	164	29	inherent	inherent	ADJ
bracis-28362	164	30	complexities	complexity	NOUN
bracis-28362	164	31	and	and	CCONJ
bracis-28362	164	32	subjectivity	subjectivity	NOUN
bracis-28362	164	33	involved	involve	VERB
bracis-28362	164	34	in	in	ADP
bracis-28362	164	35	sentence	sentence	NOUN
bracis-28362	164	36	evaluation	evaluation	NOUN
bracis-28362	164	37	 	 	SPACE
bracis-28362	165	1	[	[	X
bracis-28362	165	2	9	9	NUM
bracis-28362	165	3	,	,	PUNCT
bracis-28362	165	4	17	17	NUM
bracis-28362	165	5	]	]	PUNCT
bracis-28362	165	6	.	.	PUNCT
bracis-28362	166	1	to	to	PART
bracis-28362	166	2	compute	compute	VERB
bracis-28362	166	3	the	the	DET
bracis-28362	166	4	improvement	improvement	NOUN
bracis-28362	166	5	of	of	ADP
bracis-28362	166	6	the	the	DET
bracis-28362	166	7	frame	frame	NOUN
bracis-28362	166	8	selection	selection	NOUN
bracis-28362	166	9	,	,	PUNCT
bracis-28362	166	10	we	we	PRON
bracis-28362	166	11	will	will	AUX
bracis-28362	166	12	evaluate	evaluate	VERB
bracis-28362	166	13	the	the	DET
bracis-28362	166	14	obtained	obtain	VERB
bracis-28362	166	15	results	result	NOUN
bracis-28362	166	16	following	follow	VERB
bracis-28362	166	17	the	the	DET
bracis-28362	166	18	same	same	ADJ
bracis-28362	166	19	approach	approach	NOUN
bracis-28362	166	20	used	use	VERB
bracis-28362	166	21	by	by	ADP
bracis-28362	166	22	the	the	DET
bracis-28362	166	23	authors	author	NOUN
bracis-28362	166	24	of	of	ADP
bracis-28362	166	25	 	 	SPACE
bracis-28362	166	26	[	[	X
bracis-28362	166	27	9	9	NUM
bracis-28362	166	28	,	,	PUNCT
bracis-28362	166	29	17	17	NUM
bracis-28362	166	30	]	]	PUNCT
bracis-28362	166	31	.	.	PUNCT
bracis-28362	167	1	they	they	PRON
bracis-28362	167	2	reported	report	VERB
bracis-28362	167	3	their	their	PRON
bracis-28362	167	4	results	result	NOUN
bracis-28362	167	5	using	use	VERB
bracis-28362	167	6	metrics	metric	NOUN
bracis-28362	167	7	widely	widely	ADV
bracis-28362	167	8	disseminated	disseminate	VERB
bracis-28362	167	9	in	in	ADP
bracis-28362	167	10	the	the	DET
bracis-28362	167	11	literature	literature	NOUN
bracis-28362	167	12	such	such	ADJ
bracis-28362	167	13	as	as	ADP
bracis-28362	167	14	cusa	cusa	NOUN
bracis-28362	167	15	,	,	PUNCT
bracis-28362	167	16	cuse	cuse	NOUN
bracis-28362	167	17	 	 	SPACE
bracis-28362	168	1	[	[	X
bracis-28362	168	2	9	9	NUM
bracis-28362	168	3	,	,	PUNCT
bracis-28362	168	4	17	17	NUM
bracis-28362	168	5	]	]	PUNCT
bracis-28362	168	6	,	,	PUNCT
bracis-28362	168	7	and	and	CCONJ
bracis-28362	168	8	cov	cov	PROPN
bracis-28362	168	9	 	 	SPACE
bracis-28362	169	1	[	[	X
bracis-28362	169	2	17	17	NUM
bracis-28362	169	3	]	]	PUNCT
bracis-28362	169	4	,	,	PUNCT
bracis-28362	169	5	defined	define	VERB
bracis-28362	169	6	by	by	ADP
bracis-28362	169	7	the	the	DET
bracis-28362	169	8	eqs	eqs	PROPN
bracis-28362	169	9	.	.	PUNCT
bracis-28362	169	10	 	 	SPACE
bracis-28362	170	1	4–6	4–6	PROPN
bracis-28362	170	2	,	,	PUNCT
bracis-28362	170	3	respectively	respectively	ADV
bracis-28362	170	4	,	,	PUNCT
bracis-28362	170	5	to	to	PART
bracis-28362	170	6	evaluate	evaluate	VERB
bracis-28362	170	7	the	the	DET
bracis-28362	170	8	similarity	similarity	NOUN
bracis-28362	170	9	between	between	ADP
bracis-28362	170	10	the	the	DET
bracis-28362	170	11	frames	frame	NOUN
bracis-28362	170	12	generated	generate	VERB
bracis-28362	170	13	by	by	ADP
bracis-28362	170	14	their	their	PRON
bracis-28362	170	15	summarization	summarization	NOUN
bracis-28362	170	16	method	method	NOUN
bracis-28362	170	17	and	and	CCONJ
bracis-28362	170	18	the	the	DET
bracis-28362	170	19	gt	gt	PROPN
bracis-28362	170	20	results	result	NOUN
bracis-28362	170	21	.	.	PUNCT
bracis-28362	171	1	$	$	SYM
bracis-28362	171	2	$	$	SYM
bracis-28362	171	3	\begin{aligned	\begin{aligne	VERB
bracis-28362	171	4	}	}	PUNCT
bracis-28362	171	5	\text	\text	NOUN
bracis-28362	171	6	{	{	PUNCT
bracis-28362	171	7	cusa	cusa	NOUN
bracis-28362	171	8	}	}	PUNCT
bracis-28362	171	9	=	=	SYM
bracis-28362	171	10	&	&	CCONJ
bracis-28362	171	11	{	{	PUNCT
bracis-28362	171	12	}	}	PUNCT
bracis-28362	171	13	\frac{m_a}{n_u	\frac{m_a}{n_u	NUM
bracis-28362	171	14	}	}	PUNCT
bracis-28362	171	15	\end{aligned}$$	\end{aligned}$$	X
bracis-28362	171	16	(	(	PUNCT
bracis-28362	171	17	4	4	NUM
bracis-28362	171	18	)	)	PUNCT
bracis-28362	171	19	$	$	SYM
bracis-28362	171	20	$	$	SYM
bracis-28362	171	21	\begin{aligned	\begin{aligne	VERB
bracis-28362	171	22	}	}	PUNCT
bracis-28362	171	23	\text	\text	ADJ
bracis-28362	171	24	{	{	PUNCT
bracis-28362	171	25	cuse	cuse	NOUN
bracis-28362	171	26	}	}	PUNCT
bracis-28362	171	27	=	=	PUNCT
bracis-28362	171	28	&	&	CCONJ
bracis-28362	171	29	{	{	PUNCT
bracis-28362	171	30	}	}	PUNCT
bracis-28362	171	31	\frac{\overline{m}_a}{n_u	\frac{\overline{m}_a}{n_u	PROPN
bracis-28362	171	32	}	}	PUNCT
bracis-28362	171	33	\end{aligned}$$	\end{aligned}$$	X
bracis-28362	171	34	(	(	PUNCT
bracis-28362	171	35	5	5	NUM
bracis-28362	171	36	)	)	PUNCT
bracis-28362	171	37	in	in	ADP
bracis-28362	171	38	which	which	PRON
bracis-28362	171	39	\(m_a\	\(m_a\	NOUN
bracis-28362	171	40	)	)	PUNCT
bracis-28362	171	41	denotes	denote	VERB
bracis-28362	171	42	the	the	DET
bracis-28362	171	43	number	number	NOUN
bracis-28362	171	44	of	of	ADP
bracis-28362	171	45	matching	match	VERB
bracis-28362	171	46	keyframes	keyframe	NOUN
bracis-28362	171	47	generated	generate	VERB
bracis-28362	171	48	from	from	ADP
bracis-28362	171	49	the	the	DET
bracis-28362	171	50	automatic	automatic	ADJ
bracis-28362	171	51	summary	summary	NOUN
bracis-28362	171	52	(	(	PUNCT
bracis-28362	171	53	as	as	ADP
bracis-28362	171	54	)	)	PUNCT
bracis-28362	171	55	,	,	PUNCT
bracis-28362	171	56	\(\overline{m}_a\	\(\overline{m}_a\	PROPN
bracis-28362	171	57	)	)	PUNCT
bracis-28362	171	58	represent	represent	VERB
bracis-28362	171	59	non	non	ADJ
bracis-28362	171	60	-	-	ADJ
bracis-28362	171	61	matching	matching	ADJ
bracis-28362	171	62	keyframes	keyframe	NOUN
bracis-28362	171	63	from	from	ADP
bracis-28362	171	64	as	as	ADP
bracis-28362	171	65	,	,	PUNCT
bracis-28362	171	66	and	and	CCONJ
bracis-28362	171	67	\(n_u\	\(n_u\	PROPN
bracis-28362	171	68	)	)	PUNCT
bracis-28362	171	69	are	be	AUX
bracis-28362	171	70	the	the	DET
bracis-28362	171	71	number	number	NOUN
bracis-28362	171	72	of	of	ADP
bracis-28362	171	73	keyframes	keyframe	NOUN
bracis-28362	171	74	selected	select	VERB
bracis-28362	171	75	for	for	ADP
bracis-28362	171	76	the	the	DET
bracis-28362	171	77	user	user	NOUN
bracis-28362	171	78	to	to	PART
bracis-28362	171	79	represent	represent	VERB
bracis-28362	171	80	the	the	DET
bracis-28362	171	81	user	user	NOUN
bracis-28362	171	82	summary	summary	NOUN
bracis-28362	171	83	(	(	PUNCT
bracis-28362	171	84	u	u	NOUN
bracis-28362	171	85	)	)	PUNCT
bracis-28362	171	86	to	to	ADP
bracis-28362	171	87	each	each	DET
bracis-28362	171	88	video	video	NOUN
bracis-28362	171	89	.	.	PUNCT
bracis-28362	172	1	$	$	SYM
bracis-28362	172	2	$	$	SYM
bracis-28362	172	3	\begin{aligned	\begin{aligne	VERB
bracis-28362	172	4	}	}	PUNCT
bracis-28362	172	5	\text	\text	NOUN
bracis-28362	172	6	{	{	PUNCT
bracis-28362	172	7	cov	cov	NOUN
bracis-28362	172	8	}	}	PUNCT
bracis-28362	172	9	=	=	PUNCT
bracis-28362	172	10	\frac{\sum	\frac{\sum	VERB
bracis-28362	172	11	_	_	PUNCT
bracis-28362	172	12	{	{	PUNCT
bracis-28362	172	13	u	u	NOUN
bracis-28362	172	14	\in	\in	PROPN
bracis-28362	172	15	us}|m(as	us}|m(as	NOUN
bracis-28362	172	16	,	,	PUNCT
bracis-28362	172	17	u)|}{\sum	u)|}{\sum	PROPN
bracis-28362	172	18	_	_	PUNCT
bracis-28362	172	19	{	{	PUNCT
bracis-28362	172	20	u	u	PROPN
bracis-28362	172	21	\in	\in	PROPN
bracis-28362	172	22	us	we	PRON
bracis-28362	172	23	}	}	PUNCT
bracis-28362	172	24	|u|	|u|	PROPN
bracis-28362	172	25	}	}	PUNCT
bracis-28362	172	26	\end{aligned}$$	\end{aligned}$$	X
bracis-28362	172	27	(	(	PUNCT
bracis-28362	172	28	6	6	NUM
bracis-28362	172	29	)	)	PUNCT
bracis-28362	172	30	in	in	ADP
bracis-28362	172	31	which	which	PRON
bracis-28362	172	32	m(x	m(x	PROPN
bracis-28362	172	33	,	,	PUNCT
bracis-28362	172	34	 	 	SPACE
bracis-28362	172	35	y	y	NOUN
bracis-28362	172	36	)	)	PUNCT
bracis-28362	172	37	and	and	CCONJ
bracis-28362	172	38	|.|	|.|	NOUN
bracis-28362	172	39	are	be	AUX
bracis-28362	172	40	the	the	DET
bracis-28362	172	41	maximum	maximum	ADJ
bracis-28362	172	42	matching	matching	NOUN
bracis-28362	172	43	between	between	ADP
bracis-28362	172	44	two	two	NUM
bracis-28362	172	45	sets	set	NOUN
bracis-28362	172	46	of	of	ADP
bracis-28362	172	47	different	different	ADJ
bracis-28362	172	48	elements	element	NOUN
bracis-28362	172	49	x	x	PUNCT
bracis-28362	172	50	and	and	CCONJ
bracis-28362	172	51	y	y	PROPN
bracis-28362	172	52	,	,	PUNCT
bracis-28362	172	53	and	and	CCONJ
bracis-28362	172	54	the	the	DET
bracis-28362	172	55	cardinality	cardinality	NOUN
bracis-28362	172	56	of	of	ADP
bracis-28362	172	57	a	a	DET
bracis-28362	172	58	set	set	NOUN
bracis-28362	172	59	,	,	PUNCT
bracis-28362	172	60	respectively	respectively	ADV
bracis-28362	172	61	.	.	PUNCT
bracis-28362	173	1	while	while	SCONJ
bracis-28362	173	2	those	those	DET
bracis-28362	173	3	two	two	NUM
bracis-28362	173	4	first	first	ADJ
bracis-28362	173	5	metrics	metric	NOUN
bracis-28362	173	6	provide	provide	VERB
bracis-28362	173	7	valuable	valuable	ADJ
bracis-28362	173	8	insights	insight	NOUN
bracis-28362	173	9	,	,	PUNCT
bracis-28362	173	10	they	they	PRON
bracis-28362	173	11	often	often	ADV
bracis-28362	173	12	fail	fail	VERB
bracis-28362	173	13	to	to	PART
bracis-28362	173	14	measure	measure	VERB
bracis-28362	173	15	the	the	DET
bracis-28362	173	16	diversity	diversity	NOUN
bracis-28362	173	17	displayed	display	VERB
bracis-28362	173	18	in	in	ADP
bracis-28362	173	19	user	user	NOUN
bracis-28362	173	20	summaries	summary	NOUN
bracis-28362	173	21	as	as	SCONJ
bracis-28362	173	22	cov	cov	PROPN
bracis-28362	173	23	does	do	VERB
bracis-28362	173	24	.	.	PUNCT
bracis-28362	174	1	furthermore	furthermore	ADV
bracis-28362	174	2	,	,	PUNCT
bracis-28362	174	3	the	the	DET
bracis-28362	174	4	calculation	calculation	NOUN
bracis-28362	174	5	of	of	ADP
bracis-28362	174	6	averages	average	NOUN
bracis-28362	174	7	for	for	ADP
bracis-28362	174	8	each	each	DET
bracis-28362	174	9	user	user	NOUN
bracis-28362	174	10	’s	’s	PART
bracis-28362	174	11	measurements	measurement	NOUN
bracis-28362	174	12	can	can	AUX
bracis-28362	174	13	introduce	introduce	VERB
bracis-28362	174	14	distortions	distortion	NOUN
bracis-28362	174	15	and	and	CCONJ
bracis-28362	174	16	inaccuracies	inaccuracy	NOUN
bracis-28362	174	17	.	.	PUNCT
bracis-28362	175	1	specifically	specifically	ADV
bracis-28362	175	2	,	,	PUNCT
bracis-28362	175	3	the	the	DET
bracis-28362	175	4	cusa	cusa	NOUN
bracis-28362	175	5	,	,	PUNCT
bracis-28362	175	6	which	which	PRON
bracis-28362	175	7	is	be	AUX
bracis-28362	175	8	commonly	commonly	ADV
bracis-28362	175	9	employed	employ	VERB
bracis-28362	175	10	to	to	PART
bracis-28362	175	11	assess	assess	VERB
bracis-28362	175	12	user	user	NOUN
bracis-28362	175	13	opinions	opinion	NOUN
bracis-28362	175	14	,	,	PUNCT
bracis-28362	175	15	fails	fail	VERB
bracis-28362	175	16	to	to	PART
bracis-28362	175	17	effectively	effectively	ADV
bracis-28362	175	18	capture	capture	VERB
bracis-28362	175	19	the	the	DET
bracis-28362	175	20	diversity	diversity	NOUN
bracis-28362	175	21	of	of	ADP
bracis-28362	175	22	these	these	DET
bracis-28362	175	23	opinions	opinion	NOUN
bracis-28362	175	24	.	.	PUNCT
bracis-28362	176	1	to	to	PART
bracis-28362	176	2	illustrate	illustrate	VERB
bracis-28362	176	3	,	,	PUNCT
bracis-28362	176	4	consider	consider	VERB
bracis-28362	176	5	two	two	NUM
bracis-28362	176	6	users	user	NOUN
bracis-28362	176	7	,	,	PUNCT
bracis-28362	176	8	a	a	PRON
bracis-28362	176	9	and	and	CCONJ
bracis-28362	176	10	b	b	NOUN
bracis-28362	176	11	,	,	PUNCT
bracis-28362	176	12	providing	provide	VERB
bracis-28362	176	13	summaries	summary	NOUN
bracis-28362	176	14	for	for	ADP
bracis-28362	176	15	the	the	DET
bracis-28362	176	16	same	same	ADJ
bracis-28362	176	17	video	video	NOUN
bracis-28362	176	18	.	.	PUNCT
bracis-28362	177	1	let	let	VERB
bracis-28362	177	2	the	the	DET
bracis-28362	177	3	summary	summary	NOUN
bracis-28362	177	4	of	of	ADP
bracis-28362	177	5	user	user	NOUN
bracis-28362	177	6	a	a	DET
bracis-28362	177	7	be	be	AUX
bracis-28362	177	8	\(u_a	\(u_a	NOUN
bracis-28362	177	9	=	=	SYM
bracis-28362	177	10	\{x	\{x	NOUN
bracis-28362	177	11	,	,	PUNCT
bracis-28362	177	12	y\}\	y\}\	NOUN
bracis-28362	177	13	)	)	PUNCT
bracis-28362	177	14	while	while	SCONJ
bracis-28362	177	15	the	the	DET
bracis-28362	177	16	summary	summary	NOUN
bracis-28362	177	17	of	of	ADP
bracis-28362	177	18	user	user	PROPN
bracis-28362	177	19	b	b	PROPN
bracis-28362	177	20	is	be	AUX
bracis-28362	177	21	\(u_{b	\(u_{b	ADJ
bracis-28362	177	22	}	}	PUNCT
bracis-28362	177	23	=	=	SYM
bracis-28362	177	24	\{m	\{m	PROPN
bracis-28362	177	25	,	,	PUNCT
bracis-28362	177	26	n	n	CCONJ
bracis-28362	177	27	,	,	PUNCT
bracis-28362	177	28	o	o	NOUN
bracis-28362	177	29	,	,	PUNCT
bracis-28362	177	30	p	p	X
bracis-28362	177	31	,	,	PUNCT
bracis-28362	177	32	q	q	ADJ
bracis-28362	177	33	,	,	PUNCT
bracis-28362	177	34	r	r	NOUN
bracis-28362	177	35	,	,	PUNCT
bracis-28362	177	36	s	s	PROPN
bracis-28362	177	37	,	,	PUNCT
bracis-28362	177	38	t	t	PROPN
bracis-28362	177	39	,	,	PUNCT
bracis-28362	177	40	u	u	NOUN
bracis-28362	177	41	,	,	PUNCT
bracis-28362	177	42	v\}\	v\}\	ADJ
bracis-28362	177	43	)	)	PUNCT
bracis-28362	177	44	,	,	PUNCT
bracis-28362	177	45	in	in	ADP
bracis-28362	177	46	which	which	PRON
bracis-28362	177	47	each	each	DET
bracis-28362	177	48	character	character	NOUN
bracis-28362	177	49	denotes	denote	VERB
bracis-28362	177	50	a	a	DET
bracis-28362	177	51	single	single	ADJ
bracis-28362	177	52	frame	frame	NOUN
bracis-28362	177	53	of	of	ADP
bracis-28362	177	54	video	video	NOUN
bracis-28362	177	55	.	.	PUNCT
bracis-28362	178	1	now	now	ADV
bracis-28362	178	2	suppose	suppose	VERB
bracis-28362	178	3	that	that	SCONJ
bracis-28362	178	4	three	three	NUM
bracis-28362	178	5	distinct	distinct	ADJ
bracis-28362	178	6	methods	method	NOUN
bracis-28362	178	7	generate	generate	VERB
bracis-28362	178	8	summaries	summary	NOUN
bracis-28362	178	9	:	:	PUNCT
bracis-28362	178	10	\(as_1	\(as_1	PROPN
bracis-28362	178	11	=	=	SYM
bracis-28362	178	12	\{x	\{x	PROPN
bracis-28362	178	13	,	,	PUNCT
bracis-28362	178	14	y\}\	y\}\	NOUN
bracis-28362	178	15	)	)	PUNCT
bracis-28362	178	16	,	,	PUNCT
bracis-28362	178	17	\(as_2	\(as_2	PROPN
bracis-28362	178	18	=	=	SYM
bracis-28362	178	19	\{m	\{m	PROPN
bracis-28362	178	20	,	,	PUNCT
bracis-28362	178	21	n	n	CCONJ
bracis-28362	178	22	,	,	PUNCT
bracis-28362	178	23	o	o	NOUN
bracis-28362	178	24	,	,	PUNCT
bracis-28362	178	25	p	p	X
bracis-28362	178	26	,	,	PUNCT
bracis-28362	178	27	q	q	ADJ
bracis-28362	178	28	,	,	PUNCT
bracis-28362	178	29	r	r	NOUN
bracis-28362	178	30	,	,	PUNCT
bracis-28362	178	31	s	s	PROPN
bracis-28362	178	32	,	,	PUNCT
bracis-28362	178	33	t	t	PROPN
bracis-28362	178	34	,	,	PUNCT
bracis-28362	178	35	u	u	NOUN
bracis-28362	178	36	,	,	PUNCT
bracis-28362	178	37	v\}\	v\}\	ADJ
bracis-28362	178	38	)	)	PUNCT
bracis-28362	178	39	,	,	PUNCT
bracis-28362	178	40	and	and	CCONJ
bracis-28362	178	41	\(as_3	\(as_3	PROPN
bracis-28362	178	42	=	=	SYM
bracis-28362	178	43	\{x	\{x	PROPN
bracis-28362	178	44	,	,	PUNCT
bracis-28362	178	45	m	m	PROPN
bracis-28362	178	46	,	,	PUNCT
bracis-28362	178	47	n	n	CCONJ
bracis-28362	178	48	,	,	PUNCT
bracis-28362	178	49	o	o	NOUN
bracis-28362	178	50	,	,	PUNCT
bracis-28362	178	51	p	p	X
bracis-28362	178	52	,	,	PUNCT
bracis-28362	178	53	q\}\	q\}\	NOUN
bracis-28362	178	54	)	)	PUNCT
bracis-28362	178	55	.	.	PUNCT
bracis-28362	179	1	despite	despite	SCONJ
bracis-28362	179	2	these	these	DET
bracis-28362	179	3	summaries	summary	NOUN
bracis-28362	179	4	being	be	AUX
bracis-28362	179	5	completely	completely	ADV
bracis-28362	179	6	different	different	ADJ
bracis-28362	179	7	,	,	PUNCT
bracis-28362	179	8	they	they	PRON
bracis-28362	179	9	provide	provide	VERB
bracis-28362	179	10	the	the	DET
bracis-28362	179	11	same	same	ADJ
bracis-28362	179	12	accuracy	accuracy	NOUN
bracis-28362	179	13	rate	rate	NOUN
bracis-28362	179	14	(	(	PUNCT
bracis-28362	179	15	i.e.	i.e.	X
bracis-28362	179	16	,	,	PUNCT
bracis-28362	179	17	cusa	cusa	NOUN
bracis-28362	179	18	=	=	PROPN
bracis-28362	179	19	0.5	0.5	NUM
bracis-28362	179	20	)	)	PUNCT
bracis-28362	179	21	.	.	PUNCT
bracis-28362	180	1	this	this	PRON
bracis-28362	180	2	highlights	highlight	VERB
bracis-28362	180	3	the	the	DET
bracis-28362	180	4	limitations	limitation	NOUN
bracis-28362	180	5	of	of	ADP
bracis-28362	180	6	cusa	cusa	PROPN
bracis-28362	180	7	in	in	ADP
bracis-28362	180	8	accurately	accurately	ADV
bracis-28362	180	9	assessing	assess	VERB
bracis-28362	180	10	divergence	divergence	NOUN
bracis-28362	180	11	of	of	ADP
bracis-28362	180	12	opinion	opinion	NOUN
bracis-28362	180	13	and	and	CCONJ
bracis-28362	180	14	the	the	DET
bracis-28362	180	15	need	need	NOUN
bracis-28362	180	16	for	for	ADP
bracis-28362	180	17	more	more	ADV
bracis-28362	180	18	comprehensive	comprehensive	ADJ
bracis-28362	180	19	assessment	assessment	NOUN
bracis-28362	180	20	metrics	metric	NOUN
bracis-28362	180	21	 	 	SPACE
bracis-28362	181	1	[	[	X
bracis-28362	181	2	9	9	NUM
bracis-28362	181	3	,	,	PUNCT
bracis-28362	181	4	17	17	NUM
bracis-28362	181	5	]	]	PUNCT
bracis-28362	181	6	.	.	PUNCT
bracis-28362	182	1	unlike	unlike	ADP
bracis-28362	182	2	cusa	cusa	NOUN
bracis-28362	182	3	,	,	PUNCT
bracis-28362	182	4	cov	cov	PROPN
bracis-28362	182	5	assesses	assess	VERB
bracis-28362	182	6	the	the	DET
bracis-28362	182	7	extent	extent	NOUN
bracis-28362	182	8	to	to	PART
bracis-28362	182	9	which	which	PRON
bracis-28362	182	10	an	an	DET
bracis-28362	182	11	automatic	automatic	ADJ
bracis-28362	182	12	summary	summary	NOUN
bracis-28362	182	13	covers	cover	VERB
bracis-28362	182	14	all	all	DET
bracis-28362	182	15	user	user	NOUN
bracis-28362	182	16	-	-	PUNCT
bracis-28362	182	17	generated	generate	VERB
bracis-28362	182	18	summaries	summary	NOUN
bracis-28362	182	19	.	.	PUNCT
bracis-28362	183	1	this	this	DET
bracis-28362	183	2	measure	measure	NOUN
bracis-28362	183	3	takes	take	VERB
bracis-28362	183	4	into	into	ADP
bracis-28362	183	5	account	account	NOUN
bracis-28362	183	6	both	both	CCONJ
bracis-28362	183	7	the	the	DET
bracis-28362	183	8	diversity	diversity	NOUN
bracis-28362	183	9	of	of	ADP
bracis-28362	183	10	opinions	opinion	NOUN
bracis-28362	183	11	expressed	express	VERB
bracis-28362	183	12	by	by	ADP
bracis-28362	183	13	users	user	NOUN
bracis-28362	183	14	and	and	CCONJ
bracis-28362	183	15	the	the	DET
bracis-28362	183	16	degree	degree	NOUN
bracis-28362	183	17	of	of	ADP
bracis-28362	183	18	agreement	agreement	NOUN
bracis-28362	183	19	among	among	ADP
bracis-28362	183	20	them	they	PRON
bracis-28362	183	21	.	.	PUNCT
bracis-28362	184	1	specifically	specifically	ADV
bracis-28362	184	2	,	,	PUNCT
bracis-28362	184	3	the	the	DET
bracis-28362	184	4	cusa	cusa	PROPN
bracis-28362	184	5	measure	measure	NOUN
bracis-28362	184	6	calculates	calculate	VERB
bracis-28362	184	7	the	the	DET
bracis-28362	184	8	average	average	ADJ
bracis-28362	184	9	ratio	ratio	NOUN
bracis-28362	184	10	between	between	ADP
bracis-28362	184	11	each	each	DET
bracis-28362	184	12	user	user	NOUN
bracis-28362	184	13	’s	’s	PART
bracis-28362	184	14	summary	summary	NOUN
bracis-28362	184	15	and	and	CCONJ
bracis-28362	184	16	an	an	DET
bracis-28362	184	17	automatic	automatic	ADJ
bracis-28362	184	18	summary	summary	NOUN
bracis-28362	184	19	,	,	PUNCT
bracis-28362	184	20	thus	thus	ADV
bracis-28362	184	21	capturing	capture	VERB
bracis-28362	184	22	the	the	DET
bracis-28362	184	23	level	level	NOUN
bracis-28362	184	24	of	of	ADP
bracis-28362	184	25	agreement	agreement	NOUN
bracis-28362	184	26	between	between	ADP
bracis-28362	184	27	the	the	DET
bracis-28362	184	28	two	two	NUM
bracis-28362	184	29	.	.	PUNCT
bracis-28362	185	1	in	in	ADP
bracis-28362	185	2	contrast	contrast	NOUN
bracis-28362	185	3	,	,	PUNCT
bracis-28362	185	4	cov	cov	PROPN
bracis-28362	185	5	assesses	assess	VERB
bracis-28362	185	6	the	the	DET
bracis-28362	185	7	proportion	proportion	NOUN
bracis-28362	185	8	of	of	ADP
bracis-28362	185	9	an	an	DET
bracis-28362	185	10	automatic	automatic	ADJ
bracis-28362	185	11	summary	summary	NOUN
bracis-28362	185	12	that	that	PRON
bracis-28362	185	13	aligns	align	VERB
bracis-28362	185	14	with	with	ADP
bracis-28362	185	15	all	all	DET
bracis-28362	185	16	user	user	NOUN
bracis-28362	185	17	summaries	summary	NOUN
bracis-28362	185	18	,	,	PUNCT
bracis-28362	185	19	providing	provide	VERB
bracis-28362	185	20	a	a	DET
bracis-28362	185	21	measure	measure	NOUN
bracis-28362	185	22	of	of	ADP
bracis-28362	185	23	overall	overall	ADJ
bracis-28362	185	24	covering	covering	NOUN
bracis-28362	185	25	.	.	PUNCT
bracis-28362	186	1	we	we	PRON
bracis-28362	186	2	use	use	VERB
bracis-28362	186	3	cov	cov	NOUN
bracis-28362	186	4	as	as	ADP
bracis-28362	186	5	the	the	DET
bracis-28362	186	6	first	first	ADJ
bracis-28362	186	7	metric	metric	NOUN
bracis-28362	186	8	to	to	PART
bracis-28362	186	9	compute	compute	VERB
bracis-28362	186	10	the	the	DET
bracis-28362	186	11	effectiveness	effectiveness	NOUN
bracis-28362	186	12	of	of	ADP
bracis-28362	186	13	the	the	DET
bracis-28362	186	14	hietasumm	hietasumm	NOUN
bracis-28362	186	15	.	.	PUNCT
bracis-28362	187	1	the	the	DET
bracis-28362	187	2	reader	reader	NOUN
bracis-28362	187	3	should	should	AUX
bracis-28362	187	4	refer	refer	VERB
bracis-28362	187	5	to	to	ADP
bracis-28362	187	6	 	 	SPACE
bracis-28362	187	7	[	[	X
bracis-28362	187	8	9	9	NUM
bracis-28362	187	9	,	,	PUNCT
bracis-28362	187	10	17	17	NUM
bracis-28362	187	11	]	]	PUNCT
bracis-28362	187	12	for	for	ADP
bracis-28362	187	13	more	more	ADJ
bracis-28362	187	14	information	information	NOUN
bracis-28362	187	15	about	about	ADP
bracis-28362	187	16	those	those	DET
bracis-28362	187	17	metrics	metric	NOUN
bracis-28362	187	18	.	.	PUNCT
bracis-28362	188	1	4.3	4.3	NUM
bracis-28362	188	2	quantitative	quantitative	ADJ
bracis-28362	188	3	analysis	analysis	NOUN
bracis-28362	188	4	table	table	NOUN
bracis-28362	188	5	 	 	SPACE
bracis-28362	188	6	1	1	NUM
bracis-28362	188	7	presents	present	VERB
bracis-28362	188	8	the	the	DET
bracis-28362	188	9	hietasumm	hietasumm	ADJ
bracis-28362	188	10	results	result	NOUN
bracis-28362	188	11	.	.	PUNCT
bracis-28362	189	1	we	we	PRON
bracis-28362	189	2	used	use	VERB
bracis-28362	189	3	resnet50	resnet50	NOUN
bracis-28362	189	4	and	and	CCONJ
bracis-28362	189	5	vgg16	vgg16	NOUN
bracis-28362	189	6	to	to	PART
bracis-28362	189	7	extract	extract	VERB
bracis-28362	189	8	frame	frame	NOUN
bracis-28362	189	9	descriptors	descriptor	NOUN
bracis-28362	189	10	for	for	ADP
bracis-28362	189	11	the	the	DET
bracis-28362	189	12	construction	construction	NOUN
bracis-28362	189	13	of	of	ADP
bracis-28362	189	14	the	the	DET
bracis-28362	189	15	frame	frame	NOUN
bracis-28362	189	16	similarity	similarity	NOUN
bracis-28362	189	17	graph	graph	NOUN
bracis-28362	189	18	.	.	PUNCT
bracis-28362	190	1	during	during	ADP
bracis-28362	190	2	the	the	DET
bracis-28362	190	3	evaluation	evaluation	NOUN
bracis-28362	190	4	of	of	ADP
bracis-28362	190	5	the	the	DET
bracis-28362	190	6	results	result	NOUN
bracis-28362	190	7	,	,	PUNCT
bracis-28362	190	8	we	we	PRON
bracis-28362	190	9	also	also	ADV
bracis-28362	190	10	used	use	VERB
bracis-28362	190	11	resnet50	resnet50	NOUN
bracis-28362	190	12	and	and	CCONJ
bracis-28362	190	13	vgg16	vgg16	NOUN
bracis-28362	190	14	to	to	PART
bracis-28362	190	15	extract	extract	VERB
bracis-28362	190	16	frame	frame	NOUN
bracis-28362	190	17	descriptors	descriptor	NOUN
bracis-28362	190	18	but	but	CCONJ
bracis-28362	190	19	the	the	DET
bracis-28362	190	20	cosine	cosine	NOUN
bracis-28362	190	21	similarity	similarity	NOUN
bracis-28362	190	22	was	be	AUX
bracis-28362	190	23	used	use	VERB
bracis-28362	190	24	to	to	PART
bracis-28362	190	25	verify	verify	VERB
bracis-28362	190	26	the	the	DET
bracis-28362	190	27	agreement	agreement	NOUN
bracis-28362	190	28	between	between	ADP
bracis-28362	190	29	the	the	DET
bracis-28362	190	30	groundtruth	groundtruth	NOUN
bracis-28362	190	31	and	and	CCONJ
bracis-28362	190	32	automatic	automatic	ADJ
bracis-28362	190	33	summaries	summary	NOUN
bracis-28362	190	34	.	.	PUNCT
bracis-28362	191	1	we	we	PRON
bracis-28362	191	2	have	have	AUX
bracis-28362	191	3	also	also	ADV
bracis-28362	191	4	used	use	VERB
bracis-28362	191	5	color	color	NOUN
bracis-28362	191	6	histograms	histogram	NOUN
bracis-28362	191	7	(	(	PUNCT
bracis-28362	191	8	ch	ch	NOUN
bracis-28362	191	9	)	)	PUNCT
bracis-28362	191	10	during	during	ADP
bracis-28362	191	11	the	the	DET
bracis-28362	191	12	assessment	assessment	NOUN
bracis-28362	191	13	of	of	ADP
bracis-28362	191	14	the	the	DET
bracis-28362	191	15	results	result	NOUN
bracis-28362	191	16	.	.	PUNCT
bracis-28362	192	1	table	table	NOUN
bracis-28362	192	2	 	 	SPACE
bracis-28362	192	3	1	1	NUM
bracis-28362	192	4	presents	present	VERB
bracis-28362	192	5	the	the	DET
bracis-28362	192	6	average	average	ADJ
bracis-28362	192	7	values	value	NOUN
bracis-28362	192	8	of	of	ADP
bracis-28362	192	9	all	all	DET
bracis-28362	192	10	metrics	metric	NOUN
bracis-28362	192	11	for	for	ADP
bracis-28362	192	12	the	the	DET
bracis-28362	192	13	50	50	NUM
bracis-28362	192	14	videos	video	NOUN
bracis-28362	192	15	belonging	belong	VERB
bracis-28362	192	16	to	to	ADP
bracis-28362	192	17	the	the	DET
bracis-28362	192	18	dataset	dataset	NOUN
bracis-28362	192	19	.	.	PUNCT
bracis-28362	193	1	the	the	DET
bracis-28362	193	2	results	result	NOUN
bracis-28362	193	3	are	be	AUX
bracis-28362	193	4	presented	present	VERB
bracis-28362	193	5	for	for	ADP
bracis-28362	193	6	different	different	ADJ
bracis-28362	193	7	levels	level	NOUN
bracis-28362	193	8	of	of	ADP
bracis-28362	193	9	precision	precision	NOUN
bracis-28362	193	10	(	(	PUNCT
bracis-28362	193	11	between	between	ADP
bracis-28362	193	12	groundtruth	groundtruth	NOUN
bracis-28362	193	13	and	and	CCONJ
bracis-28362	193	14	automatic	automatic	ADJ
bracis-28362	193	15	summaries	summary	NOUN
bracis-28362	193	16	)	)	PUNCT
bracis-28362	193	17	.	.	PUNCT
bracis-28362	194	1	it	it	PRON
bracis-28362	194	2	is	be	AUX
bracis-28362	194	3	possible	possible	ADJ
bracis-28362	194	4	to	to	PART
bracis-28362	194	5	notice	notice	VERB
bracis-28362	194	6	that	that	SCONJ
bracis-28362	194	7	the	the	DET
bracis-28362	194	8	use	use	NOUN
bracis-28362	194	9	of	of	ADP
bracis-28362	194	10	resnet50	resnet50	NOUN
bracis-28362	194	11	presents	present	VERB
bracis-28362	194	12	a	a	DET
bracis-28362	194	13	slight	slight	ADJ
bracis-28362	194	14	improvement	improvement	NOUN
bracis-28362	194	15	compared	compare	VERB
bracis-28362	194	16	to	to	ADP
bracis-28362	194	17	the	the	DET
bracis-28362	194	18	results	result	NOUN
bracis-28362	194	19	with	with	ADP
bracis-28362	194	20	vgg16	vgg16	PROPN
bracis-28362	194	21	(	(	PUNCT
bracis-28362	194	22	under	under	ADP
bracis-28362	194	23	a	a	DET
bracis-28362	194	24	greater	great	ADJ
bracis-28362	194	25	precision	precision	NOUN
bracis-28362	194	26	in	in	ADP
bracis-28362	194	27	evaluation	evaluation	NOUN
bracis-28362	194	28	)	)	PUNCT
bracis-28362	194	29	,	,	PUNCT
bracis-28362	194	30	and	and	CCONJ
bracis-28362	194	31	the	the	DET
bracis-28362	194	32	vgg16	vgg16	NOUN
bracis-28362	194	33	presented	present	VERB
bracis-28362	194	34	better	well	ADJ
bracis-28362	194	35	results	result	NOUN
bracis-28362	194	36	(	(	PUNCT
bracis-28362	194	37	under	under	ADP
bracis-28362	194	38	a	a	DET
bracis-28362	194	39	lower	low	ADJ
bracis-28362	194	40	preciseness	preciseness	NOUN
bracis-28362	194	41	in	in	ADP
bracis-28362	194	42	evaluation	evaluation	NOUN
bracis-28362	194	43	)	)	PUNCT
bracis-28362	194	44	.	.	PUNCT
bracis-28362	195	1	moreover	moreover	ADV
bracis-28362	195	2	,	,	PUNCT
bracis-28362	195	3	it	it	PRON
bracis-28362	195	4	is	be	AUX
bracis-28362	195	5	also	also	ADV
bracis-28362	195	6	possible	possible	ADJ
bracis-28362	195	7	to	to	PART
bracis-28362	195	8	observe	observe	VERB
bracis-28362	195	9	the	the	DET
bracis-28362	195	10	high	high	ADJ
bracis-28362	195	11	values	value	NOUN
bracis-28362	195	12	of	of	ADP
bracis-28362	195	13	cov	cov	PROPN
bracis-28362	195	14	and	and	CCONJ
bracis-28362	195	15	cusa	cusa	PROPN
bracis-28362	195	16	achieved	achieve	VERB
bracis-28362	195	17	by	by	ADP
bracis-28362	195	18	hietasumm	hietasumm	ADJ
bracis-28362	195	19	method	method	NOUN
bracis-28362	195	20	,	,	PUNCT
bracis-28362	195	21	and	and	CCONJ
bracis-28362	195	22	even	even	ADV
bracis-28362	195	23	under	under	ADP
bracis-28362	195	24	a	a	DET
bracis-28362	195	25	higher	high	ADJ
bracis-28362	195	26	precision	precision	NOUN
bracis-28362	195	27	in	in	ADP
bracis-28362	195	28	evaluation	evaluation	NOUN
bracis-28362	195	29	,	,	PUNCT
bracis-28362	195	30	the	the	DET
bracis-28362	195	31	proposed	propose	VERB
bracis-28362	195	32	method	method	NOUN
bracis-28362	195	33	still	still	ADV
bracis-28362	195	34	presents	present	VERB
bracis-28362	195	35	competitive	competitive	ADJ
bracis-28362	195	36	results	result	NOUN
bracis-28362	195	37	.	.	PUNCT
bracis-28362	196	1	table	table	NOUN
bracis-28362	196	2	1	1	NUM
bracis-28362	196	3	.	.	PUNCT
bracis-28362	197	1	performance	performance	NOUN
bracis-28362	197	2	of	of	ADP
bracis-28362	197	3	hietasumm	hietasumm	ADJ
bracis-28362	197	4	method	method	NOUN
bracis-28362	197	5	for	for	ADP
bracis-28362	197	6	different	different	ADJ
bracis-28362	197	7	levels	level	NOUN
bracis-28362	197	8	of	of	ADP
bracis-28362	197	9	precision	precision	NOUN
bracis-28362	197	10	in	in	ADP
bracis-28362	197	11	evaluation	evaluation	NOUN
bracis-28362	197	12	of	of	ADP
bracis-28362	197	13	video	video	NOUN
bracis-28362	197	14	summaries	summary	NOUN
bracis-28362	197	15	.	.	PUNCT
bracis-28362	198	1	cusa	cusa	NOUN
bracis-28362	198	2	,	,	PUNCT
bracis-28362	198	3	cuse	cuse	NOUN
bracis-28362	198	4	,	,	PUNCT
bracis-28362	198	5	and	and	CCONJ
bracis-28362	198	6	cov	cov	NOUN
bracis-28362	198	7	values	value	NOUN
bracis-28362	198	8	were	be	AUX
bracis-28362	198	9	multiplied	multiply	VERB
bracis-28362	198	10	by	by	ADP
bracis-28362	198	11	\(10	\(10	ADJ
bracis-28362	198	12	^	^	SYM
bracis-28362	198	13	2\	2\	NUM
bracis-28362	198	14	)	)	PUNCT
bracis-28362	198	15	to	to	PART
bracis-28362	198	16	improve	improve	VERB
bracis-28362	198	17	readability.full	readability.full	NUM
bracis-28362	198	18	size	size	NOUN
bracis-28362	198	19	table	table	NOUN
bracis-28362	198	20	fig	fig	NOUN
bracis-28362	198	21	.	.	PUNCT
bracis-28362	199	1	3	3	X
bracis-28362	199	2	.	.	X
bracis-28362	199	3	comparative	comparative	ADJ
bracis-28362	199	4	example	example	NOUN
bracis-28362	199	5	of	of	ADP
bracis-28362	199	6	hietasumm	hietasumm	ADJ
bracis-28362	199	7	results	result	NOUN
bracis-28362	199	8	compared	compare	VERB
bracis-28362	199	9	with	with	ADP
bracis-28362	199	10	hsumm	hsumm	ADJ
bracis-28362	199	11	results	result	NOUN
bracis-28362	199	12	and	and	CCONJ
bracis-28362	199	13	with	with	ADP
bracis-28362	199	14	the	the	DET
bracis-28362	199	15	frames	frame	NOUN
bracis-28362	199	16	selected	select	VERB
bracis-28362	199	17	by	by	ADP
bracis-28362	199	18	the	the	DET
bracis-28362	199	19	user	user	NOUN
bracis-28362	199	20	3	3	NUM
bracis-28362	199	21	and	and	CCONJ
bracis-28362	199	22	user	user	NOUN
bracis-28362	199	23	5	5	NUM
bracis-28362	199	24	(	(	PUNCT
bracis-28362	199	25	both	both	PRON
bracis-28362	199	26	selected	select	VERB
bracis-28362	199	27	9	9	NUM
bracis-28362	199	28	frames	frame	NOUN
bracis-28362	199	29	)	)	PUNCT
bracis-28362	199	30	.	.	PUNCT
bracis-28362	200	1	the	the	DET
bracis-28362	200	2	video	video	NOUN
bracis-28362	200	3	summary	summary	NOUN
bracis-28362	200	4	generated	generate	VERB
bracis-28362	200	5	by	by	ADP
bracis-28362	200	6	hietasumm	hietasumm	PROPN
bracis-28362	200	7	contains	contain	VERB
bracis-28362	200	8	9	9	NUM
bracis-28362	200	9	frames	frame	NOUN
bracis-28362	200	10	.	.	PUNCT
bracis-28362	201	1	full	full	ADJ
bracis-28362	201	2	size	size	NOUN
bracis-28362	201	3	image	image	NOUN
bracis-28362	201	4	4.4	4.4	NUM
bracis-28362	201	5	qualitative	qualitative	ADJ
bracis-28362	201	6	analysis	analysis	NOUN
bracis-28362	201	7	to	to	PART
bracis-28362	201	8	provide	provide	VERB
bracis-28362	201	9	a	a	DET
bracis-28362	201	10	better	well	ADJ
bracis-28362	201	11	understanding	understanding	NOUN
bracis-28362	201	12	of	of	ADP
bracis-28362	201	13	the	the	DET
bracis-28362	201	14	results	result	NOUN
bracis-28362	201	15	obtained	obtain	VERB
bracis-28362	201	16	and	and	CCONJ
bracis-28362	201	17	their	their	PRON
bracis-28362	201	18	improvements	improvement	NOUN
bracis-28362	201	19	,	,	PUNCT
bracis-28362	201	20	figs	fig	NOUN
bracis-28362	201	21	.	.	PUNCT
bracis-28362	201	22	 	 	SPACE
bracis-28362	201	23	3	3	NUM
bracis-28362	201	24	and	and	CCONJ
bracis-28362	201	25	 	 	SPACE
bracis-28362	201	26	4	4	NUM
bracis-28362	201	27	present	present	ADJ
bracis-28362	201	28	samples	sample	NOUN
bracis-28362	201	29	of	of	ADP
bracis-28362	201	30	summaries	summary	NOUN
bracis-28362	201	31	generated	generate	VERB
bracis-28362	201	32	by	by	ADP
bracis-28362	201	33	various	various	ADJ
bracis-28362	201	34	approaches	approach	NOUN
bracis-28362	201	35	in	in	ADP
bracis-28362	201	36	the	the	DET
bracis-28362	201	37	literature	literature	NOUN
bracis-28362	201	38	,	,	PUNCT
bracis-28362	201	39	including	include	VERB
bracis-28362	201	40	hsumm	hsumm	NOUN
bracis-28362	201	41	 	 	SPACE
bracis-28362	202	1	[	[	X
bracis-28362	202	2	17	17	NUM
bracis-28362	202	3	]	]	PUNCT
bracis-28362	202	4	,	,	PUNCT
bracis-28362	202	5	vsumm1	vsumm1	NOUN
bracis-28362	202	6	 	 	SPACE
bracis-28362	203	1	[	[	X
bracis-28362	203	2	9	9	NUM
bracis-28362	203	3	]	]	PUNCT
bracis-28362	203	4	,	,	PUNCT
bracis-28362	203	5	vsumm2	vsumm2	PROPN
bracis-28362	203	6	 	 	SPACE
bracis-28362	204	1	[	[	X
bracis-28362	204	2	9	9	NUM
bracis-28362	204	3	]	]	PUNCT
bracis-28362	204	4	,	,	PUNCT
bracis-28362	204	5	visto	visto	NOUN
bracis-28362	204	6	 	 	SPACE
bracis-28362	205	1	[	[	X
bracis-28362	205	2	11	11	NUM
bracis-28362	205	3	]	]	PUNCT
bracis-28362	205	4	and	and	CCONJ
bracis-28362	205	5	open	open	ADJ
bracis-28362	205	6	video	video	NOUN
bracis-28362	205	7	summaries	summary	NOUN
bracis-28362	205	8	(	(	PUNCT
bracis-28362	205	9	referred	refer	VERB
bracis-28362	205	10	to	to	ADP
bracis-28362	205	11	like	like	INTJ
bracis-28362	205	12	ovsummary	ovsummary	NOUN
bracis-28362	205	13	)	)	PUNCT
bracis-28362	205	14	,	,	PUNCT
bracis-28362	205	15	and	and	CCONJ
bracis-28362	205	16	the	the	DET
bracis-28362	205	17	groundtruth	groundtruth	NOUN
bracis-28362	205	18	(	(	PUNCT
bracis-28362	205	19	gt	gt	INTJ
bracis-28362	205	20	)	)	PUNCT
bracis-28362	205	21	results	result	NOUN
bracis-28362	205	22	,	,	PUNCT
bracis-28362	205	23	alongside	alongside	ADP
bracis-28362	205	24	those	those	PRON
bracis-28362	205	25	generated	generate	VERB
bracis-28362	205	26	by	by	ADP
bracis-28362	205	27	the	the	DET
bracis-28362	205	28	hietasumm	hietasumm	ADJ
bracis-28362	205	29	method	method	NOUN
bracis-28362	205	30	.	.	PUNCT
bracis-28362	206	1	this	this	DET
bracis-28362	206	2	comparison	comparison	NOUN
bracis-28362	206	3	enables	enable	VERB
bracis-28362	206	4	the	the	DET
bracis-28362	206	5	evaluation	evaluation	NOUN
bracis-28362	206	6	of	of	ADP
bracis-28362	206	7	time	time	NOUN
bracis-28362	206	8	awareness	awareness	NOUN
bracis-28362	206	9	,	,	PUNCT
bracis-28362	206	10	similarity	similarity	NOUN
bracis-28362	206	11	with	with	ADP
bracis-28362	206	12	the	the	DET
bracis-28362	206	13	gt	gt	PROPN
bracis-28362	206	14	results	result	NOUN
bracis-28362	206	15	,	,	PUNCT
bracis-28362	206	16	and	and	CCONJ
bracis-28362	206	17	the	the	DET
bracis-28362	206	18	rate	rate	NOUN
bracis-28362	206	19	of	of	ADP
bracis-28362	206	20	the	the	DET
bracis-28362	206	21	frames	frame	NOUN
bracis-28362	206	22	selected	select	VERB
bracis-28362	206	23	by	by	ADP
bracis-28362	206	24	the	the	DET
bracis-28362	206	25	hietasumm	hietasumm	ADJ
bracis-28362	206	26	method	method	NOUN
bracis-28362	206	27	and	and	CCONJ
bracis-28362	206	28	others	other	NOUN
bracis-28362	206	29	.	.	PUNCT
bracis-28362	207	1	fig	fig	NOUN
bracis-28362	207	2	.	.	PUNCT
bracis-28362	208	1	4	4	X
bracis-28362	208	2	.	.	X
bracis-28362	208	3	comparative	comparative	ADJ
bracis-28362	208	4	example	example	NOUN
bracis-28362	208	5	of	of	ADP
bracis-28362	208	6	hietasumm	hietasumm	ADJ
bracis-28362	208	7	results	result	NOUN
bracis-28362	208	8	compared	compare	VERB
bracis-28362	208	9	with	with	ADP
bracis-28362	208	10	the	the	DET
bracis-28362	208	11	results	result	NOUN
bracis-28362	208	12	of	of	ADP
bracis-28362	208	13	vsumm1	vsumm1	NOUN
bracis-28362	208	14	 	 	SPACE
bracis-28362	209	1	[	[	X
bracis-28362	209	2	9	9	NUM
bracis-28362	209	3	]	]	PUNCT
bracis-28362	209	4	,	,	PUNCT
bracis-28362	209	5	vsumm2	vsumm2	PROPN
bracis-28362	209	6	 	 	SPACE
bracis-28362	210	1	[	[	X
bracis-28362	210	2	9	9	NUM
bracis-28362	210	3	]	]	PUNCT
bracis-28362	210	4	,	,	PUNCT
bracis-28362	210	5	visto	visto	NOUN
bracis-28362	210	6	 	 	SPACE
bracis-28362	211	1	[	[	X
bracis-28362	211	2	11	11	NUM
bracis-28362	211	3	]	]	PUNCT
bracis-28362	211	4	,	,	PUNCT
bracis-28362	211	5	ovsummary	ovsummary	ADJ
bracis-28362	211	6	and	and	CCONJ
bracis-28362	211	7	with	with	ADP
bracis-28362	211	8	the	the	DET
bracis-28362	211	9	frames	frame	NOUN
bracis-28362	211	10	selected	select	VERB
bracis-28362	211	11	by	by	ADP
bracis-28362	211	12	the	the	DET
bracis-28362	211	13	user	user	NOUN
bracis-28362	211	14	2	2	NUM
bracis-28362	211	15	and	and	CCONJ
bracis-28362	211	16	user	user	NOUN
bracis-28362	211	17	3	3	NUM
bracis-28362	211	18	.	.	PUNCT
bracis-28362	212	1	full	full	ADJ
bracis-28362	212	2	size	size	NOUN
bracis-28362	212	3	image	image	NOUN
bracis-28362	212	4	figure	figure	NOUN
bracis-28362	212	5	 	 	SPACE
bracis-28362	212	6	3	3	NUM
bracis-28362	212	7	shows	show	VERB
bracis-28362	212	8	the	the	DET
bracis-28362	212	9	results	result	NOUN
bracis-28362	212	10	generated	generate	VERB
bracis-28362	212	11	by	by	ADP
bracis-28362	212	12	the	the	DET
bracis-28362	212	13	hietasumm	hietasumm	ADJ
bracis-28362	212	14	method	method	NOUN
bracis-28362	212	15	along	along	ADP
bracis-28362	212	16	with	with	ADP
bracis-28362	212	17	hsumm	hsumm	ADJ
bracis-28362	212	18	 	 	SPACE
bracis-28362	213	1	[	[	X
bracis-28362	213	2	17	17	NUM
bracis-28362	213	3	]	]	PUNCT
bracis-28362	213	4	results	result	NOUN
bracis-28362	213	5	,	,	PUNCT
bracis-28362	213	6	and	and	CCONJ
bracis-28362	213	7	the	the	DET
bracis-28362	213	8	summaries	summary	NOUN
bracis-28362	213	9	generated	generate	VERB
bracis-28362	213	10	by	by	ADP
bracis-28362	213	11	two	two	NUM
bracis-28362	213	12	users	user	NOUN
bracis-28362	213	13	.	.	PUNCT
bracis-28362	214	1	each	each	DET
bracis-28362	214	2	frame	frame	NOUN
bracis-28362	214	3	list	list	NOUN
bracis-28362	214	4	created	create	VERB
bracis-28362	214	5	for	for	ADP
bracis-28362	214	6	each	each	DET
bracis-28362	214	7	user	user	NOUN
bracis-28362	214	8	encapsulates	encapsulate	VERB
bracis-28362	214	9	a	a	DET
bracis-28362	214	10	distinct	distinct	ADJ
bracis-28362	214	11	selection	selection	NOUN
bracis-28362	214	12	of	of	ADP
bracis-28362	214	13	frames	frame	NOUN
bracis-28362	214	14	,	,	PUNCT
bracis-28362	214	15	reflecting	reflect	VERB
bracis-28362	214	16	individual	individual	ADJ
bracis-28362	214	17	preferences	preference	NOUN
bracis-28362	214	18	and	and	CCONJ
bracis-28362	214	19	perspectives	perspective	NOUN
bracis-28362	214	20	.	.	PUNCT
bracis-28362	215	1	employing	employ	VERB
bracis-28362	215	2	cosine	cosine	NOUN
bracis-28362	215	3	similarity	similarity	NOUN
bracis-28362	215	4	,	,	PUNCT
bracis-28362	215	5	we	we	PRON
bracis-28362	215	6	can	can	AUX
bracis-28362	215	7	quantify	quantify	VERB
bracis-28362	215	8	the	the	DET
bracis-28362	215	9	degree	degree	NOUN
bracis-28362	215	10	of	of	ADP
bracis-28362	215	11	similarity	similarity	NOUN
bracis-28362	215	12	between	between	ADP
bracis-28362	215	13	the	the	DET
bracis-28362	215	14	gt	gt	PROPN
bracis-28362	215	15	of	of	ADP
bracis-28362	215	16	the	the	DET
bracis-28362	215	17	users	user	NOUN
bracis-28362	215	18	and	and	CCONJ
bracis-28362	215	19	that	that	SCONJ
bracis-28362	215	20	generated	generate	VERB
bracis-28362	215	21	for	for	ADP
bracis-28362	215	22	hietasumm	hietasumm	ADJ
bracis-28362	215	23	method	method	NOUN
bracis-28362	215	24	.	.	PUNCT
bracis-28362	216	1	however	however	ADV
bracis-28362	216	2	,	,	PUNCT
bracis-28362	216	3	it	it	PRON
bracis-28362	216	4	is	be	AUX
bracis-28362	216	5	essential	essential	ADJ
bracis-28362	216	6	to	to	PART
bracis-28362	216	7	recognize	recognize	VERB
bracis-28362	216	8	that	that	PRON
bracis-28362	216	9	similarity	similarity	NOUN
bracis-28362	216	10	is	be	AUX
bracis-28362	216	11	subjective	subjective	ADJ
bracis-28362	216	12	and	and	CCONJ
bracis-28362	216	13	may	may	AUX
bracis-28362	216	14	vary	vary	VERB
bracis-28362	216	15	among	among	ADP
bracis-28362	216	16	observers	observer	NOUN
bracis-28362	216	17	.	.	PUNCT
bracis-28362	217	1	factors	factor	NOUN
bracis-28362	217	2	such	such	ADJ
bracis-28362	217	3	as	as	ADP
bracis-28362	217	4	the	the	DET
bracis-28362	217	5	weighting	weighting	NOUN
bracis-28362	217	6	of	of	ADP
bracis-28362	217	7	different	different	ADJ
bracis-28362	217	8	frames	frame	NOUN
bracis-28362	217	9	,	,	PUNCT
bracis-28362	217	10	the	the	DET
bracis-28362	217	11	level	level	NOUN
bracis-28362	217	12	of	of	ADP
bracis-28362	217	13	granularity	granularity	NOUN
bracis-28362	217	14	in	in	ADP
bracis-28362	217	15	frame	frame	NOUN
bracis-28362	217	16	selection	selection	NOUN
bracis-28362	217	17	,	,	PUNCT
bracis-28362	217	18	and	and	CCONJ
bracis-28362	217	19	the	the	DET
bracis-28362	217	20	specific	specific	ADJ
bracis-28362	217	21	context	context	NOUN
bracis-28362	217	22	of	of	ADP
bracis-28362	217	23	the	the	DET
bracis-28362	217	24	video	video	NOUN
bracis-28362	217	25	all	all	DET
bracis-28362	217	26	influence	influence	NOUN
bracis-28362	217	27	perceived	perceive	VERB
bracis-28362	217	28	similarity	similarity	NOUN
bracis-28362	217	29	.	.	PUNCT
bracis-28362	218	1	therefore	therefore	ADV
bracis-28362	218	2	,	,	PUNCT
bracis-28362	218	3	when	when	SCONJ
bracis-28362	218	4	evaluating	evaluate	VERB
bracis-28362	218	5	the	the	DET
bracis-28362	218	6	cosine	cosine	NOUN
bracis-28362	218	7	similarity	similarity	NOUN
bracis-28362	218	8	between	between	ADP
bracis-28362	218	9	two	two	NUM
bracis-28362	218	10	lists	list	NOUN
bracis-28362	218	11	of	of	ADP
bracis-28362	218	12	frames	frame	NOUN
bracis-28362	218	13	,	,	PUNCT
bracis-28362	218	14	it	it	PRON
bracis-28362	218	15	is	be	AUX
bracis-28362	218	16	crucial	crucial	ADJ
bracis-28362	218	17	to	to	PART
bracis-28362	218	18	consider	consider	VERB
bracis-28362	218	19	the	the	DET
bracis-28362	218	20	subjective	subjective	ADJ
bracis-28362	218	21	nature	nature	NOUN
bracis-28362	218	22	of	of	ADP
bracis-28362	218	23	the	the	DET
bracis-28362	218	24	perception	perception	NOUN
bracis-28362	218	25	and	and	CCONJ
bracis-28362	218	26	the	the	DET
bracis-28362	218	27	different	different	ADJ
bracis-28362	218	28	perspectives	perspective	NOUN
bracis-28362	218	29	that	that	PRON
bracis-28362	218	30	individuals	individual	NOUN
bracis-28362	218	31	bring	bring	VERB
bracis-28362	218	32	to	to	ADP
bracis-28362	218	33	the	the	DET
bracis-28362	218	34	comparison	comparison	NOUN
bracis-28362	218	35	.	.	PUNCT
bracis-28362	219	1	the	the	DET
bracis-28362	219	2	result	result	NOUN
bracis-28362	219	3	obtained	obtain	VERB
bracis-28362	219	4	for	for	ADP
bracis-28362	219	5	the	the	DET
bracis-28362	219	6	hsumm	hsumm	NOUN
bracis-28362	219	7	has	have	VERB
bracis-28362	219	8	a	a	DET
bracis-28362	219	9	much	much	ADV
bracis-28362	219	10	higher	high	ADJ
bracis-28362	219	11	number	number	NOUN
bracis-28362	219	12	of	of	ADP
bracis-28362	219	13	frames	frame	NOUN
bracis-28362	219	14	than	than	ADP
bracis-28362	219	15	the	the	DET
bracis-28362	219	16	others	other	NOUN
bracis-28362	219	17	and	and	CCONJ
bracis-28362	219	18	,	,	PUNCT
bracis-28362	219	19	due	due	ADP
bracis-28362	219	20	to	to	ADP
bracis-28362	219	21	this	this	PRON
bracis-28362	219	22	,	,	PUNCT
bracis-28362	219	23	they	they	PRON
bracis-28362	219	24	present	present	VERB
bracis-28362	219	25	a	a	DET
bracis-28362	219	26	large	large	ADJ
bracis-28362	219	27	number	number	NOUN
bracis-28362	219	28	of	of	ADP
bracis-28362	219	29	frames	frame	NOUN
bracis-28362	219	30	with	with	ADP
bracis-28362	219	31	high	high	ADJ
bracis-28362	219	32	similarity	similarity	NOUN
bracis-28362	219	33	.	.	PUNCT
bracis-28362	220	1	furthermore	furthermore	ADV
bracis-28362	220	2	,	,	PUNCT
bracis-28362	220	3	hsumm	hsumm	ADJ
bracis-28362	220	4	results	result	NOUN
bracis-28362	220	5	may	may	AUX
bracis-28362	220	6	not	not	PART
bracis-28362	220	7	preserve	preserve	VERB
bracis-28362	220	8	chronological	chronological	ADJ
bracis-28362	220	9	order	order	NOUN
bracis-28362	220	10	.	.	PUNCT
bracis-28362	221	1	on	on	ADP
bracis-28362	221	2	the	the	DET
bracis-28362	221	3	other	other	ADJ
bracis-28362	221	4	hand	hand	NOUN
bracis-28362	221	5	,	,	PUNCT
bracis-28362	221	6	hietasumm	hietasumm	ADJ
bracis-28362	221	7	method	method	NOUN
bracis-28362	221	8	presents	present	VERB
bracis-28362	221	9	a	a	DET
bracis-28362	221	10	fluid	fluid	ADJ
bracis-28362	221	11	and	and	CCONJ
bracis-28362	221	12	coherent	coherent	ADJ
bracis-28362	221	13	result	result	NOUN
bracis-28362	221	14	.	.	PUNCT
bracis-28362	222	1	furthermore	furthermore	ADV
bracis-28362	222	2	,	,	PUNCT
bracis-28362	222	3	the	the	DET
bracis-28362	222	4	select	select	ADJ
bracis-28362	222	5	keyframes	keyframe	NOUN
bracis-28362	222	6	are	be	AUX
bracis-28362	222	7	very	very	ADV
bracis-28362	222	8	similar	similar	ADJ
bracis-28362	222	9	to	to	ADP
bracis-28362	222	10	those	those	DET
bracis-28362	222	11	frames	frame	NOUN
bracis-28362	222	12	in	in	ADP
bracis-28362	222	13	gt	gt	PROPN
bracis-28362	222	14	.	.	PUNCT
bracis-28362	223	1	for	for	ADP
bracis-28362	223	2	all	all	DET
bracis-28362	223	3	keyframes	keyframe	NOUN
bracis-28362	223	4	selected	select	VERB
bracis-28362	223	5	by	by	ADP
bracis-28362	223	6	hietasumm	hietasumm	ADJ
bracis-28362	223	7	method	method	NOUN
bracis-28362	223	8	,	,	PUNCT
bracis-28362	223	9	only	only	ADV
bracis-28362	223	10	one	one	NUM
bracis-28362	223	11	frame	frame	NOUN
bracis-28362	223	12	does	do	AUX
bracis-28362	223	13	not	not	PART
bracis-28362	223	14	have	have	VERB
bracis-28362	223	15	another	another	PRON
bracis-28362	223	16	directly	directly	ADV
bracis-28362	223	17	correlated	correlate	VERB
bracis-28362	223	18	with	with	ADP
bracis-28362	223	19	those	those	PRON
bracis-28362	223	20	selected	select	VERB
bracis-28362	223	21	by	by	ADP
bracis-28362	223	22	the	the	DET
bracis-28362	223	23	two	two	NUM
bracis-28362	223	24	users	user	NOUN
bracis-28362	223	25	.	.	PUNCT
bracis-28362	224	1	but	but	CCONJ
bracis-28362	224	2	,	,	PUNCT
bracis-28362	224	3	in	in	ADP
bracis-28362	224	4	all	all	DET
bracis-28362	224	5	cases	case	NOUN
bracis-28362	224	6	,	,	PUNCT
bracis-28362	224	7	even	even	ADV
bracis-28362	224	8	with	with	ADP
bracis-28362	224	9	different	different	ADJ
bracis-28362	224	10	keyframes	keyframe	NOUN
bracis-28362	224	11	selected	select	VERB
bracis-28362	224	12	by	by	ADP
bracis-28362	224	13	the	the	DET
bracis-28362	224	14	users	user	NOUN
bracis-28362	224	15	,	,	PUNCT
bracis-28362	224	16	the	the	DET
bracis-28362	224	17	automatic	automatic	ADJ
bracis-28362	224	18	summary	summary	NOUN
bracis-28362	224	19	generated	generate	VERB
bracis-28362	224	20	by	by	ADP
bracis-28362	224	21	hietasumm	hietasumm	ADJ
bracis-28362	224	22	method	method	NOUN
bracis-28362	224	23	is	be	AUX
bracis-28362	224	24	very	very	ADV
bracis-28362	224	25	close	close	ADJ
bracis-28362	224	26	to	to	ADP
bracis-28362	224	27	theirs	theirs	PRON
bracis-28362	224	28	(	(	PUNCT
bracis-28362	224	29	especially	especially	ADV
bracis-28362	224	30	for	for	ADP
bracis-28362	224	31	users	user	NOUN
bracis-28362	224	32	3	3	NUM
bracis-28362	224	33	and	and	CCONJ
bracis-28362	224	34	5	5	NUM
bracis-28362	224	35	shown	show	VERB
bracis-28362	224	36	in	in	ADP
bracis-28362	224	37	fig	fig	NOUN
bracis-28362	224	38	.	.	PUNCT
bracis-28362	224	39	 	 	SPACE
bracis-28362	224	40	3	3	NUM
bracis-28362	224	41	)	)	PUNCT
bracis-28362	224	42	.	.	PUNCT
bracis-28362	225	1	in	in	ADP
bracis-28362	225	2	addition	addition	NOUN
bracis-28362	225	3	,	,	PUNCT
bracis-28362	225	4	the	the	DET
bracis-28362	225	5	unrelated	unrelated	ADJ
bracis-28362	225	6	keyframe	keyframe	NOUN
bracis-28362	225	7	preserves	preserve	VERB
bracis-28362	225	8	temporal	temporal	ADJ
bracis-28362	225	9	order	order	NOUN
bracis-28362	225	10	and	and	CCONJ
bracis-28362	225	11	,	,	PUNCT
bracis-28362	225	12	when	when	SCONJ
bracis-28362	225	13	we	we	PRON
bracis-28362	225	14	look	look	VERB
bracis-28362	225	15	at	at	ADP
bracis-28362	225	16	the	the	DET
bracis-28362	225	17	three	three	NUM
bracis-28362	225	18	keyframes	keyframe	NOUN
bracis-28362	225	19	in	in	ADP
bracis-28362	225	20	which	which	PRON
bracis-28362	225	21	the	the	DET
bracis-28362	225	22	map	map	NOUN
bracis-28362	225	23	is	be	AUX
bracis-28362	225	24	present	present	ADJ
bracis-28362	225	25	,	,	PUNCT
bracis-28362	225	26	it	it	PRON
bracis-28362	225	27	is	be	AUX
bracis-28362	225	28	possible	possible	ADJ
bracis-28362	225	29	to	to	PART
bracis-28362	225	30	observe	observe	VERB
bracis-28362	225	31	that	that	SCONJ
bracis-28362	225	32	a	a	DET
bracis-28362	225	33	refinement	refinement	NOUN
bracis-28362	225	34	process	process	NOUN
bracis-28362	225	35	takes	take	VERB
bracis-28362	225	36	place	place	NOUN
bracis-28362	225	37	to	to	PART
bracis-28362	225	38	identify	identify	VERB
bracis-28362	225	39	the	the	DET
bracis-28362	225	40	correct	correct	ADJ
bracis-28362	225	41	highlighted	highlight	VERB
bracis-28362	225	42	region	region	NOUN
bracis-28362	225	43	,	,	PUNCT
bracis-28362	225	44	starting	start	VERB
bracis-28362	225	45	from	from	ADP
bracis-28362	225	46	a	a	DET
bracis-28362	225	47	global	global	ADJ
bracis-28362	225	48	visualization	visualization	NOUN
bracis-28362	225	49	to	to	ADP
bracis-28362	225	50	an	an	DET
bracis-28362	225	51	analysis	analysis	NOUN
bracis-28362	225	52	local	local	ADJ
bracis-28362	225	53	that	that	PRON
bracis-28362	225	54	identifies	identify	VERB
bracis-28362	225	55	the	the	DET
bracis-28362	225	56	region	region	NOUN
bracis-28362	225	57	in	in	ADP
bracis-28362	225	58	focus	focus	NOUN
bracis-28362	225	59	as	as	ADP
bracis-28362	225	60	the	the	DET
bracis-28362	225	61	most	most	ADV
bracis-28362	225	62	important	important	ADJ
bracis-28362	225	63	point	point	NOUN
bracis-28362	225	64	of	of	ADP
bracis-28362	225	65	location	location	NOUN
bracis-28362	225	66	on	on	ADP
bracis-28362	225	67	the	the	DET
bracis-28362	225	68	map	map	NOUN
bracis-28362	225	69	of	of	ADP
bracis-28362	225	70	the	the	DET
bracis-28362	225	71	region	region	NOUN
bracis-28362	225	72	presented	present	VERB
bracis-28362	225	73	in	in	ADP
bracis-28362	225	74	the	the	DET
bracis-28362	225	75	video	video	NOUN
bracis-28362	225	76	.	.	PUNCT
bracis-28362	226	1	figure	figure	NOUN
bracis-28362	226	2	 	 	SPACE
bracis-28362	226	3	4	4	NUM
bracis-28362	226	4	also	also	ADV
bracis-28362	226	5	presents	present	VERB
bracis-28362	226	6	some	some	DET
bracis-28362	226	7	subjective	subjective	ADJ
bracis-28362	226	8	characteristics	characteristic	NOUN
bracis-28362	226	9	for	for	ADP
bracis-28362	226	10	the	the	DET
bracis-28362	226	11	keyframes	keyframe	NOUN
bracis-28362	226	12	selected	select	VERB
bracis-28362	226	13	by	by	ADP
bracis-28362	226	14	users	user	NOUN
bracis-28362	226	15	2	2	NUM
bracis-28362	226	16	and	and	CCONJ
bracis-28362	226	17	3	3	NUM
bracis-28362	226	18	.	.	PUNCT
bracis-28362	226	19	considering	consider	VERB
bracis-28362	226	20	the	the	DET
bracis-28362	226	21	number	number	NOUN
bracis-28362	226	22	of	of	ADP
bracis-28362	226	23	frames	frame	NOUN
bracis-28362	226	24	selected	select	VERB
bracis-28362	226	25	,	,	PUNCT
bracis-28362	226	26	15	15	NUM
bracis-28362	226	27	and	and	CCONJ
bracis-28362	226	28	17	17	NUM
bracis-28362	226	29	respectively	respectively	ADV
bracis-28362	226	30	,	,	PUNCT
bracis-28362	226	31	it	it	PRON
bracis-28362	226	32	tends	tend	VERB
bracis-28362	226	33	to	to	PART
bracis-28362	226	34	suggest	suggest	VERB
bracis-28362	226	35	the	the	DET
bracis-28362	226	36	existence	existence	NOUN
bracis-28362	226	37	of	of	ADP
bracis-28362	226	38	a	a	DET
bracis-28362	226	39	larger	large	ADJ
bracis-28362	226	40	number	number	NOUN
bracis-28362	226	41	of	of	ADP
bracis-28362	226	42	scene	scene	NOUN
bracis-28362	226	43	modifications	modification	NOUN
bracis-28362	226	44	.	.	PUNCT
bracis-28362	227	1	this	this	DET
bracis-28362	227	2	variation	variation	NOUN
bracis-28362	227	3	can	can	AUX
bracis-28362	227	4	cause	cause	VERB
bracis-28362	227	5	the	the	DET
bracis-28362	227	6	selection	selection	NOUN
bracis-28362	227	7	of	of	ADP
bracis-28362	227	8	a	a	DET
bracis-28362	227	9	greater	great	ADJ
bracis-28362	227	10	number	number	NOUN
bracis-28362	227	11	of	of	ADP
bracis-28362	227	12	frames	frame	NOUN
bracis-28362	227	13	returned	return	VERB
bracis-28362	227	14	by	by	ADP
bracis-28362	227	15	automatic	automatic	ADJ
bracis-28362	227	16	methods	method	NOUN
bracis-28362	227	17	,	,	PUNCT
bracis-28362	227	18	but	but	CCONJ
bracis-28362	227	19	the	the	DET
bracis-28362	227	20	increase	increase	NOUN
bracis-28362	227	21	in	in	ADP
bracis-28362	227	22	the	the	DET
bracis-28362	227	23	number	number	NOUN
bracis-28362	227	24	of	of	ADP
bracis-28362	227	25	scenes	scene	NOUN
bracis-28362	227	26	can	can	AUX
bracis-28362	227	27	cause	cause	VERB
bracis-28362	227	28	frames	frame	NOUN
bracis-28362	227	29	to	to	PART
bracis-28362	227	30	be	be	AUX
bracis-28362	227	31	repeated	repeat	VERB
bracis-28362	227	32	by	by	ADP
bracis-28362	227	33	automatic	automatic	ADJ
bracis-28362	227	34	methods	method	NOUN
bracis-28362	227	35	.	.	PUNCT
bracis-28362	228	1	in	in	ADP
bracis-28362	228	2	this	this	DET
bracis-28362	228	3	way	way	NOUN
bracis-28362	228	4	,	,	PUNCT
bracis-28362	228	5	the	the	DET
bracis-28362	228	6	returned	return	VERB
bracis-28362	228	7	summaries	summary	NOUN
bracis-28362	228	8	have	have	VERB
bracis-28362	228	9	a	a	DET
bracis-28362	228	10	great	great	ADJ
bracis-28362	228	11	challenge	challenge	NOUN
bracis-28362	228	12	of	of	ADP
bracis-28362	228	13	maintaining	maintain	VERB
bracis-28362	228	14	temporal	temporal	ADJ
bracis-28362	228	15	coherence	coherence	NOUN
bracis-28362	228	16	,	,	PUNCT
bracis-28362	228	17	but	but	CCONJ
bracis-28362	228	18	without	without	ADP
bracis-28362	228	19	two	two	NUM
bracis-28362	228	20	highly	highly	ADV
bracis-28362	228	21	similar	similar	ADJ
bracis-28362	228	22	frames	frame	NOUN
bracis-28362	228	23	being	be	AUX
bracis-28362	228	24	selected	select	VERB
bracis-28362	228	25	without	without	ADP
bracis-28362	228	26	the	the	DET
bracis-28362	228	27	presence	presence	NOUN
bracis-28362	228	28	of	of	ADP
bracis-28362	228	29	other	other	ADJ
bracis-28362	228	30	events	event	NOUN
bracis-28362	228	31	.	.	PUNCT
bracis-28362	229	1	with	with	ADP
bracis-28362	229	2	this	this	DET
bracis-28362	229	3	difficulty	difficulty	NOUN
bracis-28362	229	4	in	in	ADP
bracis-28362	229	5	mind	mind	NOUN
bracis-28362	229	6	,	,	PUNCT
bracis-28362	229	7	ovsummary	ovsummary	NOUN
bracis-28362	229	8	presents	present	VERB
bracis-28362	229	9	a	a	DET
bracis-28362	229	10	series	series	NOUN
bracis-28362	229	11	of	of	ADP
bracis-28362	229	12	repeated	repeat	VERB
bracis-28362	229	13	frames	frame	NOUN
bracis-28362	229	14	side	side	NOUN
bracis-28362	229	15	by	by	ADP
bracis-28362	229	16	side	side	NOUN
bracis-28362	229	17	.	.	PUNCT
bracis-28362	230	1	seen	see	VERB
bracis-28362	230	2	displays	display	VERB
bracis-28362	230	3	some	some	DET
bracis-28362	230	4	repeated	repeat	VERB
bracis-28362	230	5	frames	frame	NOUN
bracis-28362	230	6	,	,	PUNCT
bracis-28362	230	7	but	but	CCONJ
bracis-28362	230	8	a	a	DET
bracis-28362	230	9	reduced	reduce	VERB
bracis-28362	230	10	number	number	NOUN
bracis-28362	230	11	of	of	ADP
bracis-28362	230	12	frames	frame	NOUN
bracis-28362	230	13	with	with	ADP
bracis-28362	230	14	more	more	ADV
bracis-28362	230	15	similar	similar	ADJ
bracis-28362	230	16	information	information	NOUN
bracis-28362	230	17	.	.	PUNCT
bracis-28362	231	1	vsumm1	vsumm1	NOUN
bracis-28362	231	2	observes	observe	VERB
bracis-28362	231	3	more	more	ADJ
bracis-28362	231	4	scene	scene	NOUN
bracis-28362	231	5	modification	modification	NOUN
bracis-28362	231	6	and	and	CCONJ
bracis-28362	231	7	has	have	VERB
bracis-28362	231	8	some	some	DET
bracis-28362	231	9	information	information	NOUN
bracis-28362	231	10	that	that	PRON
bracis-28362	231	11	tends	tend	VERB
bracis-28362	231	12	to	to	PART
bracis-28362	231	13	be	be	AUX
bracis-28362	231	14	more	more	ADV
bracis-28362	231	15	similar	similar	ADJ
bracis-28362	231	16	.	.	PUNCT
bracis-28362	232	1	vsumm2	vsumm2	NOUN
bracis-28362	232	2	tends	tend	VERB
bracis-28362	232	3	to	to	PART
bracis-28362	232	4	keep	keep	VERB
bracis-28362	232	5	the	the	DET
bracis-28362	232	6	results	result	NOUN
bracis-28362	232	7	without	without	ADP
bracis-28362	232	8	redundancy	redundancy	NOUN
bracis-28362	232	9	but	but	CCONJ
bracis-28362	232	10	without	without	ADP
bracis-28362	232	11	the	the	DET
bracis-28362	232	12	presence	presence	NOUN
bracis-28362	232	13	of	of	ADP
bracis-28362	232	14	some	some	DET
bracis-28362	232	15	scenes	scene	NOUN
bracis-28362	232	16	more	more	ADV
bracis-28362	232	17	relevant	relevant	ADJ
bracis-28362	232	18	to	to	ADP
bracis-28362	232	19	the	the	DET
bracis-28362	232	20	user	user	NOUN
bracis-28362	232	21	.	.	PUNCT
bracis-28362	233	1	finally	finally	ADV
bracis-28362	233	2	,	,	PUNCT
bracis-28362	233	3	the	the	DET
bracis-28362	233	4	hierarchical	hierarchical	ADJ
bracis-28362	233	5	approach	approach	NOUN
bracis-28362	233	6	used	use	VERB
bracis-28362	233	7	by	by	ADP
bracis-28362	233	8	hietasumm	hietasumm	PROPN
bracis-28362	233	9	tends	tend	VERB
bracis-28362	233	10	to	to	PART
bracis-28362	233	11	reduce	reduce	VERB
bracis-28362	233	12	the	the	DET
bracis-28362	233	13	redundancy	redundancy	NOUN
bracis-28362	233	14	of	of	ADP
bracis-28362	233	15	information	information	NOUN
bracis-28362	233	16	with	with	ADP
bracis-28362	233	17	a	a	DET
bracis-28362	233	18	lot	lot	NOUN
bracis-28362	233	19	of	of	ADP
bracis-28362	233	20	similarity	similarity	NOUN
bracis-28362	233	21	.	.	PUNCT
bracis-28362	234	1	hietasumm	hietasumm	PROPN
bracis-28362	234	2	results	result	NOUN
bracis-28362	234	3	has	have	VERB
bracis-28362	234	4	a	a	DET
bracis-28362	234	5	smaller	small	ADJ
bracis-28362	234	6	number	number	NOUN
bracis-28362	234	7	of	of	ADP
bracis-28362	234	8	keyframes	keyframe	NOUN
bracis-28362	234	9	,	,	PUNCT
bracis-28362	234	10	but	but	CCONJ
bracis-28362	234	11	these	these	DET
bracis-28362	234	12	keyframes	keyframe	NOUN
bracis-28362	234	13	are	be	AUX
bracis-28362	234	14	more	more	ADV
bracis-28362	234	15	related	related	ADJ
bracis-28362	234	16	to	to	ADP
bracis-28362	234	17	user	user	NOUN
bracis-28362	234	18	summaries	summary	NOUN
bracis-28362	234	19	.	.	PUNCT
bracis-28362	235	1	moreover	moreover	ADV
bracis-28362	235	2	,	,	PUNCT
bracis-28362	235	3	keyframes	keyframe	NOUN
bracis-28362	235	4	selected	select	VERB
bracis-28362	235	5	by	by	ADP
bracis-28362	235	6	hietasumm	hietasumm	ADJ
bracis-28362	235	7	method	method	NOUN
bracis-28362	235	8	keep	keep	VERB
bracis-28362	235	9	the	the	DET
bracis-28362	235	10	temporal	temporal	ADJ
bracis-28362	235	11	ordering	ordering	NOUN
bracis-28362	235	12	and	and	CCONJ
bracis-28362	235	13	shows	show	VERB
bracis-28362	235	14	that	that	SCONJ
bracis-28362	235	15	the	the	DET
bracis-28362	235	16	dynamic	dynamic	ADJ
bracis-28362	235	17	selection	selection	NOUN
bracis-28362	235	18	of	of	ADP
bracis-28362	235	19	summary	summary	NOUN
bracis-28362	235	20	size	size	NOUN
bracis-28362	235	21	helps	help	VERB
bracis-28362	235	22	to	to	PART
bracis-28362	235	23	better	well	ADV
bracis-28362	235	24	capture	capture	VERB
bracis-28362	235	25	the	the	DET
bracis-28362	235	26	changing	change	VERB
bracis-28362	235	27	scenes	scene	NOUN
bracis-28362	235	28	more	more	ADV
bracis-28362	235	29	smoothly	smoothly	ADV
bracis-28362	235	30	.	.	PUNCT
bracis-28362	236	1	5	5	NUM
bracis-28362	236	2	conclusion	conclusion	NOUN
bracis-28362	236	3	this	this	DET
bracis-28362	236	4	work	work	NOUN
bracis-28362	236	5	proposes	propose	VERB
bracis-28362	236	6	an	an	DET
bracis-28362	236	7	unsupervised	unsupervised	ADJ
bracis-28362	236	8	method	method	NOUN
bracis-28362	236	9	for	for	ADP
bracis-28362	236	10	video	video	NOUN
bracis-28362	236	11	summarization	summarization	NOUN
bracis-28362	236	12	that	that	PRON
bracis-28362	236	13	considers	consider	VERB
bracis-28362	236	14	changes	change	NOUN
bracis-28362	236	15	in	in	ADP
bracis-28362	236	16	video	video	NOUN
bracis-28362	236	17	content	content	NOUN
bracis-28362	236	18	over	over	ADP
bracis-28362	236	19	time	time	NOUN
bracis-28362	236	20	,	,	PUNCT
bracis-28362	236	21	named	name	VERB
bracis-28362	236	22	hierarchical	hierarchical	ADJ
bracis-28362	236	23	time	time	NOUN
bracis-28362	236	24	-	-	PUNCT
bracis-28362	236	25	aware	aware	ADJ
bracis-28362	236	26	summarizer	summarizer	NOUN
bracis-28362	236	27	–	–	PUNCT
bracis-28362	236	28	hietasumm	hietasumm	NOUN
bracis-28362	236	29	.	.	PUNCT
bracis-28362	237	1	it	it	PRON
bracis-28362	237	2	uses	use	VERB
bracis-28362	237	3	pre	pre	ADJ
bracis-28362	237	4	-	-	ADJ
bracis-28362	237	5	trained	train	VERB
bracis-28362	237	6	neural	neural	ADJ
bracis-28362	237	7	networks	network	NOUN
bracis-28362	237	8	to	to	PART
bracis-28362	237	9	generate	generate	VERB
bracis-28362	237	10	video	video	NOUN
bracis-28362	237	11	frame	frame	NOUN
bracis-28362	237	12	descriptions	description	NOUN
bracis-28362	237	13	with	with	ADP
bracis-28362	237	14	a	a	DET
bracis-28362	237	15	hierarchical	hierarchical	ADJ
bracis-28362	237	16	graph	graph	NOUN
bracis-28362	237	17	-	-	PUNCT
bracis-28362	237	18	based	base	VERB
bracis-28362	237	19	clustering	clustering	ADJ
bracis-28362	237	20	strategy	strategy	NOUN
bracis-28362	237	21	.	.	PUNCT
bracis-28362	238	1	the	the	DET
bracis-28362	238	2	proposed	propose	VERB
bracis-28362	238	3	method	method	NOUN
bracis-28362	238	4	explores	explore	VERB
bracis-28362	238	5	a	a	DET
bracis-28362	238	6	time	time	NOUN
bracis-28362	238	7	-	-	PUNCT
bracis-28362	238	8	aware	aware	ADJ
bracis-28362	238	9	frame	frame	NOUN
bracis-28362	238	10	similarity	similarity	NOUN
bracis-28362	238	11	graph	graph	NOUN
bracis-28362	238	12	to	to	PART
bracis-28362	238	13	represent	represent	VERB
bracis-28362	238	14	video	video	NOUN
bracis-28362	238	15	content	content	NOUN
bracis-28362	238	16	considering	consider	VERB
bracis-28362	238	17	changes	change	NOUN
bracis-28362	238	18	over	over	ADP
bracis-28362	238	19	time	time	NOUN
bracis-28362	238	20	.	.	PUNCT
bracis-28362	239	1	moreover	moreover	ADV
bracis-28362	239	2	,	,	PUNCT
bracis-28362	239	3	a	a	DET
bracis-28362	239	4	dynamic	dynamic	ADJ
bracis-28362	239	5	strategy	strategy	NOUN
bracis-28362	239	6	for	for	ADP
bracis-28362	239	7	defining	define	VERB
bracis-28362	239	8	summary	summary	NOUN
bracis-28362	239	9	size	size	NOUN
bracis-28362	239	10	is	be	AUX
bracis-28362	239	11	adopted	adopt	VERB
bracis-28362	239	12	.	.	PUNCT
bracis-28362	240	1	experimental	experimental	ADJ
bracis-28362	240	2	results	result	NOUN
bracis-28362	240	3	indicate	indicate	VERB
bracis-28362	240	4	that	that	SCONJ
bracis-28362	240	5	the	the	DET
bracis-28362	240	6	proposed	propose	VERB
bracis-28362	240	7	approach	approach	NOUN
bracis-28362	240	8	has	have	VERB
bracis-28362	240	9	great	great	ADJ
bracis-28362	240	10	potential	potential	NOUN
bracis-28362	240	11	.	.	PUNCT
bracis-28362	241	1	specifically	specifically	ADV
bracis-28362	241	2	,	,	PUNCT
bracis-28362	241	3	it	it	PRON
bracis-28362	241	4	seems	seem	VERB
bracis-28362	241	5	to	to	PART
bracis-28362	241	6	enhance	enhance	VERB
bracis-28362	241	7	coherence	coherence	NOUN
bracis-28362	241	8	among	among	ADP
bracis-28362	241	9	different	different	ADJ
bracis-28362	241	10	video	video	NOUN
bracis-28362	241	11	segments	segment	NOUN
bracis-28362	241	12	,	,	PUNCT
bracis-28362	241	13	reducing	reduce	VERB
bracis-28362	241	14	frame	frame	NOUN
bracis-28362	241	15	redundancy	redundancy	NOUN
bracis-28362	241	16	in	in	ADP
bracis-28362	241	17	the	the	DET
bracis-28362	241	18	generated	generate	VERB
bracis-28362	241	19	summaries	summary	NOUN
bracis-28362	241	20	,	,	PUNCT
bracis-28362	241	21	and	and	CCONJ
bracis-28362	241	22	enhancing	enhance	VERB
bracis-28362	241	23	the	the	DET
bracis-28362	241	24	diversity	diversity	NOUN
bracis-28362	241	25	of	of	ADP
bracis-28362	241	26	selected	select	VERB
bracis-28362	241	27	keyframes	keyframe	NOUN
bracis-28362	241	28	.	.	PUNCT
bracis-28362	242	1	future	future	ADJ
bracis-28362	242	2	works	work	NOUN
bracis-28362	242	3	may	may	AUX
bracis-28362	242	4	explore	explore	VERB
bracis-28362	242	5	other	other	ADJ
bracis-28362	242	6	strategies	strategy	NOUN
bracis-28362	242	7	for	for	ADP
bracis-28362	242	8	selecting	select	VERB
bracis-28362	242	9	keyframes	keyframe	NOUN
bracis-28362	242	10	and	and	CCONJ
bracis-28362	242	11	different	different	ADJ
bracis-28362	242	12	hierarchies	hierarchy	NOUN
bracis-28362	242	13	.	.	PUNCT
bracis-28362	243	1	it	it	PRON
bracis-28362	243	2	might	might	AUX
bracis-28362	243	3	also	also	ADV
bracis-28362	243	4	be	be	AUX
bracis-28362	243	5	interesting	interesting	ADJ
bracis-28362	243	6	to	to	PART
bracis-28362	243	7	investigate	investigate	VERB
bracis-28362	243	8	the	the	DET
bracis-28362	243	9	impact	impact	NOUN
bracis-28362	243	10	of	of	ADP
bracis-28362	243	11	different	different	ADJ
bracis-28362	243	12	datasets	dataset	NOUN
bracis-28362	243	13	with	with	ADP
bracis-28362	243	14	little	little	ADJ
bracis-28362	243	15	scene	scene	NOUN
bracis-28362	243	16	modifications	modification	NOUN
bracis-28362	243	17	.	.	PUNCT
bracis-28362	244	1	following	follow	VERB
bracis-28362	244	2	these	these	DET
bracis-28362	244	3	future	future	ADJ
bracis-28362	244	4	research	research	NOUN
bracis-28362	244	5	directions	direction	NOUN
bracis-28362	244	6	,	,	PUNCT
bracis-28362	244	7	we	we	PRON
bracis-28362	244	8	can	can	AUX
bracis-28362	244	9	advance	advance	VERB
bracis-28362	244	10	the	the	DET
bracis-28362	244	11	video	video	NOUN
bracis-28362	244	12	summary	summary	NOUN
bracis-28362	244	13	field	field	NOUN
bracis-28362	244	14	and	and	CCONJ
bracis-28362	244	15	further	far	ADV
bracis-28362	244	16	refine	refine	VERB
bracis-28362	244	17	the	the	DET
bracis-28362	244	18	dynamic	dynamic	ADJ
bracis-28362	244	19	frame	frame	NOUN
bracis-28362	244	20	selection	selection	NOUN
bracis-28362	244	21	approach	approach	NOUN
bracis-28362	244	22	to	to	PART
bracis-28362	244	23	provide	provide	VERB
bracis-28362	244	24	more	more	ADV
bracis-28362	244	25	accurate	accurate	ADJ
bracis-28362	244	26	,	,	PUNCT
bracis-28362	244	27	informative	informative	ADJ
bracis-28362	244	28	,	,	PUNCT
bracis-28362	244	29	and	and	CCONJ
bracis-28362	244	30	user	user	NOUN
bracis-28362	244	31	-	-	PUNCT
bracis-28362	244	32	centric	centric	ADJ
bracis-28362	244	33	video	video	NOUN
bracis-28362	244	34	summaries	summary	NOUN
bracis-28362	244	35	.	.	PUNCT
bracis-28362	245	1	references	reference	NOUN
bracis-28362	245	2	apostolidis	apostolidis	ADV
bracis-28362	245	3	,	,	PUNCT
bracis-28362	245	4	e.	e.	PROPN
bracis-28362	245	5	,	,	PUNCT
bracis-28362	245	6	adamantidou	adamantidou	PROPN
bracis-28362	245	7	,	,	PUNCT
bracis-28362	245	8	e.	e.	PROPN
bracis-28362	245	9	,	,	PUNCT
bracis-28362	245	10	metsai	metsai	PROPN
bracis-28362	245	11	,	,	PUNCT
bracis-28362	245	12	a.i	a.i	PROPN
bracis-28362	245	13	.	.	PROPN
bracis-28362	245	14	,	,	PUNCT
bracis-28362	245	15	mezaris	mezaris	PROPN
bracis-28362	245	16	,	,	PUNCT
bracis-28362	245	17	v.	v.	PROPN
bracis-28362	245	18	,	,	PUNCT
bracis-28362	245	19	patras	patras	PROPN
bracis-28362	245	20	,	,	PUNCT
bracis-28362	245	21	i.	i.	NOUN
bracis-28362	245	22	:	:	PUNCT
bracis-28362	245	23	video	video	NOUN
bracis-28362	245	24	summarization	summarization	NOUN
bracis-28362	245	25	using	use	VERB
bracis-28362	245	26	deep	deep	ADJ
bracis-28362	245	27	neural	neural	ADJ
bracis-28362	245	28	networks	network	NOUN
bracis-28362	245	29	:	:	PUNCT
bracis-28362	245	30	a	a	DET
bracis-28362	245	31	survey	survey	NOUN
bracis-28362	245	32	.	.	PUNCT
bracis-28362	246	1	proc	proc	NOUN
bracis-28362	246	2	.	.	PUNCT
bracis-28362	247	1	ieee	ieee	PROPN
bracis-28362	247	2	109(11	109(11	NUM
bracis-28362	247	3	)	)	PUNCT
bracis-28362	247	4	,	,	PUNCT
bracis-28362	247	5	1838–1863	1838–1863	NUM
bracis-28362	247	6	(	(	PUNCT
bracis-28362	247	7	2021	2021	NUM
bracis-28362	247	8	)	)	PUNCT
bracis-28362	247	9	article	article	NOUN
bracis-28362	247	10	  	  	SPACE
bracis-28362	247	11	google	google	PROPN
bracis-28362	247	12	scholar	scholar	NOUN
bracis-28362	247	13	  	  	SPACE
bracis-28362	247	14	asha	asha	PROPN
bracis-28362	247	15	paul	paul	PROPN
bracis-28362	247	16	,	,	PUNCT
bracis-28362	247	17	m.k	m.k	PROPN
bracis-28362	247	18	.	.	PROPN
bracis-28362	247	19	,	,	PUNCT
bracis-28362	247	20	kavitha	kavitha	PROPN
bracis-28362	247	21	,	,	PUNCT
bracis-28362	247	22	j.	j.	PROPN
bracis-28362	247	23	,	,	PUNCT
bracis-28362	247	24	jansi	jansi	PROPN
bracis-28362	247	25	rani	rani	PROPN
bracis-28362	247	26	,	,	PUNCT
bracis-28362	247	27	p.a	p.a	PROPN
bracis-28362	247	28	.	.	PROPN
bracis-28362	247	29	:	:	PUNCT
bracis-28362	247	30	key	key	ADJ
bracis-28362	247	31	-	-	PUNCT
bracis-28362	247	32	frame	frame	NOUN
bracis-28362	247	33	extraction	extraction	NOUN
bracis-28362	247	34	techniques	technique	NOUN
bracis-28362	247	35	:	:	PUNCT
bracis-28362	247	36	a	a	DET
bracis-28362	247	37	review	review	NOUN
bracis-28362	247	38	.	.	PUNCT
bracis-28362	248	1	recent	recent	ADJ
bracis-28362	248	2	patents	patent	NOUN
bracis-28362	248	3	comput	comput	VERB
bracis-28362	248	4	.	.	PUNCT
bracis-28362	249	1	sci	sci	PROPN
bracis-28362	249	2	.	.	PROPN
bracis-28362	249	3	11(1	11(1	NUM
bracis-28362	249	4	)	)	PUNCT
bracis-28362	249	5	,	,	PUNCT
bracis-28362	249	6	3–16	3–16	PROPN
bracis-28362	249	7	(	(	PUNCT
bracis-28362	249	8	2018	2018	NUM
bracis-28362	249	9	)	)	PUNCT
bracis-28362	249	10	article	article	NOUN
bracis-28362	249	11	  	  	SPACE
bracis-28362	249	12	google	google	PROPN
bracis-28362	249	13	scholar	scholar	NOUN
bracis-28362	249	14	  	  	SPACE
bracis-28362	249	15	basavarajaiah	basavarajaiah	NOUN
bracis-28362	249	16	,	,	PUNCT
bracis-28362	249	17	m.	m.	NOUN
bracis-28362	249	18	,	,	PUNCT
bracis-28362	249	19	sharma	sharma	PROPN
bracis-28362	249	20	,	,	PUNCT
bracis-28362	249	21	p.	p.	NOUN
bracis-28362	249	22	:	:	PUNCT
bracis-28362	249	23	survey	survey	NOUN
bracis-28362	249	24	of	of	ADP
bracis-28362	249	25	compressed	compressed	ADJ
bracis-28362	249	26	domain	domain	NOUN
bracis-28362	249	27	video	video	NOUN
bracis-28362	249	28	summarization	summarization	NOUN
bracis-28362	249	29	techniques	technique	NOUN
bracis-28362	249	30	.	.	PUNCT
bracis-28362	249	31	acm	acm	PROPN
bracis-28362	249	32	comput	comput	NOUN
bracis-28362	249	33	.	.	PUNCT
bracis-28362	250	1	surv	surv	NOUN
bracis-28362	250	2	.	.	PUNCT
bracis-28362	251	1	52(6	52(6	X
bracis-28362	251	2	)	)	PUNCT
bracis-28362	251	3	,	,	PUNCT
bracis-28362	251	4	1–29	1–29	PROPN
bracis-28362	251	5	(	(	PUNCT
bracis-28362	251	6	2019	2019	NUM
bracis-28362	251	7	)	)	PUNCT
bracis-28362	251	8	article	article	NOUN
bracis-28362	251	9	  	  	SPACE
bracis-28362	251	10	google	google	PROPN
bracis-28362	251	11	scholar	scholar	NOUN
bracis-28362	251	12	  	  	SPACE
bracis-28362	251	13	cardoso	cardoso	NOUN
bracis-28362	251	14	,	,	PUNCT
bracis-28362	251	15	l.v	l.v	PROPN
bracis-28362	251	16	.	.	PROPN
bracis-28362	251	17	,	,	PUNCT
bracis-28362	251	18	guimaraes	guimaraes	PROPN
bracis-28362	251	19	,	,	PUNCT
bracis-28362	251	20	s.j.f	s.j.f	NOUN
bracis-28362	251	21	.	.	PROPN
bracis-28362	251	22	,	,	PUNCT
bracis-28362	251	23	patrocínio	patrocínio	NOUN
bracis-28362	251	24	,	,	PUNCT
bracis-28362	251	25	z.k.g	z.k.g	NOUN
bracis-28362	251	26	.	.	PUNCT
bracis-28362	251	27	:	:	PUNCT
bracis-28362	251	28	enhanced	enhance	VERB
bracis-28362	251	29	-	-	PUNCT
bracis-28362	251	30	memory	memory	NOUN
bracis-28362	251	31	transformer	transformer	NOUN
bracis-28362	251	32	for	for	ADP
bracis-28362	251	33	coherent	coherent	ADJ
bracis-28362	251	34	paragraph	paragraph	NOUN
bracis-28362	251	35	video	video	NOUN
bracis-28362	251	36	captioning	captioning	NOUN
bracis-28362	251	37	.	.	PUNCT
bracis-28362	252	1	in	in	ADP
bracis-28362	252	2	:	:	PUNCT
bracis-28362	252	3	2021	2021	NUM
bracis-28362	252	4	ieee	ieee	NOUN
bracis-28362	252	5	33rd	33rd	ADJ
bracis-28362	252	6	international	international	ADJ
bracis-28362	252	7	conference	conference	NOUN
bracis-28362	252	8	on	on	ADP
bracis-28362	252	9	tools	tool	NOUN
bracis-28362	252	10	with	with	ADP
bracis-28362	252	11	artificial	artificial	ADJ
bracis-28362	252	12	intelligence	intelligence	NOUN
bracis-28362	252	13	(	(	PUNCT
bracis-28362	252	14	ictai	ictai	PROPN
bracis-28362	252	15	)	)	PUNCT
bracis-28362	252	16	,	,	PUNCT
bracis-28362	252	17	pp	pp	ADJ
bracis-28362	252	18	.	.	PUNCT
bracis-28362	253	1	836–840	836–840	NUM
bracis-28362	253	2	.	.	PUNCT
bracis-28362	254	1	ieee	ieee	NOUN
bracis-28362	254	2	(	(	PUNCT
bracis-28362	254	3	2021	2021	NUM
bracis-28362	254	4	)	)	PUNCT
bracis-28362	254	5	google	google	NOUN
bracis-28362	254	6	scholar	scholar	NOUN
bracis-28362	254	7	  	  	SPACE
bracis-28362	254	8	cardoso	cardoso	NOUN
bracis-28362	254	9	,	,	PUNCT
bracis-28362	254	10	l.v	l.v	PROPN
bracis-28362	254	11	.	.	PROPN
bracis-28362	254	12	,	,	PUNCT
bracis-28362	254	13	guimaraes	guimaraes	PROPN
bracis-28362	254	14	,	,	PUNCT
bracis-28362	254	15	s.j.f	s.j.f	NOUN
bracis-28362	254	16	.	.	PUNCT
bracis-28362	254	17	,	,	PUNCT
bracis-28362	254	18	patrocinio	patrocinio	NOUN
bracis-28362	254	19	,	,	PUNCT
bracis-28362	254	20	z.k.g	z.k.g	NOUN
bracis-28362	254	21	.	.	PUNCT
bracis-28362	254	22	:	:	PUNCT
bracis-28362	254	23	exploring	explore	VERB
bracis-28362	254	24	adaptive	adaptive	ADJ
bracis-28362	254	25	attention	attention	NOUN
bracis-28362	254	26	in	in	ADP
bracis-28362	254	27	memory	memory	NOUN
bracis-28362	254	28	transformer	transformer	NOUN
bracis-28362	254	29	applied	apply	VERB
bracis-28362	254	30	to	to	ADP
bracis-28362	254	31	coherent	coherent	ADJ
bracis-28362	254	32	video	video	NOUN
bracis-28362	254	33	paragraph	paragraph	NOUN
bracis-28362	254	34	captioning	captioning	NOUN
bracis-28362	254	35	.	.	PUNCT
bracis-28362	255	1	in	in	ADP
bracis-28362	255	2	:	:	PUNCT
bracis-28362	255	3	2022	2022	NUM
bracis-28362	255	4	ieee	ieee	PROPN
bracis-28362	255	5	eighth	eighth	ADJ
bracis-28362	255	6	international	international	ADJ
bracis-28362	255	7	conference	conference	NOUN
bracis-28362	255	8	on	on	ADP
bracis-28362	255	9	multimedia	multimedia	PROPN
bracis-28362	255	10	big	big	ADJ
bracis-28362	255	11	data	datum	NOUN
bracis-28362	255	12	(	(	PUNCT
bracis-28362	255	13	bigmm	bigmm	NOUN
bracis-28362	255	14	)	)	PUNCT
bracis-28362	255	15	,	,	PUNCT
bracis-28362	255	16	pp	pp	ADJ
bracis-28362	255	17	.	.	PUNCT
bracis-28362	255	18	37–44	37–44	NUM
bracis-28362	255	19	.	.	PUNCT
bracis-28362	255	20	ieee	ieee	NOUN
bracis-28362	255	21	(	(	PUNCT
bracis-28362	255	22	2022	2022	NUM
bracis-28362	255	23	)	)	PUNCT
bracis-28362	255	24	google	google	PROPN
bracis-28362	255	25	scholar	scholar	NOUN
bracis-28362	255	26	  	  	SPACE
bracis-28362	255	27	cardoso	cardoso	NOUN
bracis-28362	255	28	,	,	PUNCT
bracis-28362	255	29	l.v	l.v	PROPN
bracis-28362	255	30	.	.	PROPN
bracis-28362	255	31	,	,	PUNCT
bracis-28362	255	32	guimaraes	guimaraes	PROPN
bracis-28362	255	33	,	,	PUNCT
bracis-28362	255	34	s.j.f	s.j.f	NOUN
bracis-28362	255	35	.	.	PROPN
bracis-28362	255	36	,	,	PUNCT
bracis-28362	255	37	patrocinio	patrocinio	NOUN
bracis-28362	255	38	junior	junior	NOUN
bracis-28362	255	39	,	,	PUNCT
bracis-28362	255	40	z.k.g	z.k.g	NOUN
bracis-28362	255	41	.	.	PUNCT
bracis-28362	255	42	:	:	PUNCT
bracis-28362	255	43	hierarchical	hierarchical	ADJ
bracis-28362	255	44	time	time	NOUN
bracis-28362	255	45	-	-	PUNCT
bracis-28362	255	46	aware	aware	ADJ
bracis-28362	255	47	summarization	summarization	NOUN
bracis-28362	255	48	with	with	ADP
bracis-28362	255	49	an	an	DET
bracis-28362	255	50	adaptive	adaptive	ADJ
bracis-28362	255	51	transformer	transformer	NOUN
bracis-28362	255	52	for	for	ADP
bracis-28362	255	53	video	video	NOUN
bracis-28362	255	54	captioning	captioning	NOUN
bracis-28362	255	55	.	.	PUNCT
bracis-28362	256	1	int	int	NOUN
bracis-28362	256	2	.	.	PUNCT
bracis-28362	257	1	j.	j.	PROPN
bracis-28362	257	2	semant	semant	PROPN
bracis-28362	257	3	.	.	PUNCT
bracis-28362	258	1	comput	comput	NOUN
bracis-28362	258	2	.	.	PUNCT
bracis-28362	259	1	(	(	PUNCT
bracis-28362	259	2	2023	2023	NUM
bracis-28362	259	3	)	)	PUNCT
bracis-28362	259	4	google	google	NOUN
bracis-28362	259	5	scholar	scholar	NOUN
bracis-28362	259	6	  	  	SPACE
bracis-28362	259	7	cousty	cousty	NOUN
bracis-28362	259	8	,	,	PUNCT
bracis-28362	259	9	j.	j.	PROPN
bracis-28362	259	10	,	,	PUNCT
bracis-28362	259	11	najman	najman	PROPN
bracis-28362	259	12	,	,	PUNCT
bracis-28362	259	13	l.	l.	PROPN
bracis-28362	259	14	:	:	PUNCT
bracis-28362	259	15	incremental	incremental	ADJ
bracis-28362	259	16	algorithm	algorithm	NOUN
bracis-28362	259	17	for	for	ADP
bracis-28362	259	18	hierarchical	hierarchical	ADJ
bracis-28362	259	19	minimum	minimum	ADJ
bracis-28362	259	20	spanning	span	VERB
bracis-28362	259	21	forests	forest	NOUN
bracis-28362	259	22	and	and	CCONJ
bracis-28362	259	23	saliency	saliency	NOUN
bracis-28362	259	24	of	of	ADP
bracis-28362	259	25	watershed	watershe	VERB
bracis-28362	259	26	cuts	cut	NOUN
bracis-28362	259	27	.	.	PUNCT
bracis-28362	260	1	in	in	ADP
bracis-28362	260	2	:	:	PUNCT
bracis-28362	260	3	soille	soille	NOUN
bracis-28362	260	4	,	,	PUNCT
bracis-28362	260	5	p.	p.	NOUN
bracis-28362	260	6	,	,	PUNCT
bracis-28362	260	7	pesaresi	pesaresi	PROPN
bracis-28362	260	8	,	,	PUNCT
bracis-28362	260	9	m.	m.	NOUN
bracis-28362	260	10	,	,	PUNCT
bracis-28362	260	11	ouzounis	ouzounis	PROPN
bracis-28362	260	12	,	,	PUNCT
bracis-28362	260	13	g.k	g.k	PROPN
bracis-28362	260	14	.	.	PROPN
bracis-28362	260	15	(	(	PUNCT
bracis-28362	260	16	eds	ed	NOUN
bracis-28362	260	17	.	.	PUNCT
bracis-28362	260	18	)	)	PUNCT
bracis-28362	260	19	ismm	ismm	PROPN
bracis-28362	260	20	2011	2011	NUM
bracis-28362	260	21	.	.	PUNCT
bracis-28362	261	1	lncs	lncs	PROPN
bracis-28362	261	2	,	,	PUNCT
bracis-28362	261	3	vol	vol	NOUN
bracis-28362	261	4	.	.	PROPN
bracis-28362	261	5	6671	6671	NUM
bracis-28362	261	6	,	,	PUNCT
bracis-28362	261	7	pp	pp	ADJ
bracis-28362	261	8	.	.	PUNCT
bracis-28362	262	1	272–283	272–283	NUM
bracis-28362	262	2	.	.	PUNCT
bracis-28362	262	3	springer	springer	NOUN
bracis-28362	262	4	,	,	PUNCT
bracis-28362	262	5	heidelberg	heidelberg	PROPN
bracis-28362	262	6	(	(	PUNCT
bracis-28362	262	7	2011	2011	NUM
bracis-28362	262	8	)	)	PUNCT
bracis-28362	262	9	.	.	PUNCT
bracis-28362	263	1	https://doi.org/10.1007/978-3-642-21569-8_24	https://doi.org/10.1007/978-3-642-21569-8_24	PROPN
bracis-28362	263	2	chapter	chapter	NOUN
bracis-28362	263	3	  	  	SPACE
bracis-28362	263	4	math	math	NOUN
bracis-28362	263	5	  	  	SPACE
bracis-28362	263	6	google	google	PROPN
bracis-28362	263	7	scholar	scholar	NOUN
bracis-28362	263	8	  	  	SPACE
bracis-28362	263	9	cousty	cousty	NOUN
bracis-28362	263	10	,	,	PUNCT
bracis-28362	263	11	j.	j.	PROPN
bracis-28362	263	12	,	,	PUNCT
bracis-28362	263	13	najman	najman	PROPN
bracis-28362	263	14	,	,	PUNCT
bracis-28362	263	15	l.	l.	PROPN
bracis-28362	263	16	,	,	PUNCT
bracis-28362	263	17	kenmochi	kenmochi	PROPN
bracis-28362	263	18	,	,	PUNCT
bracis-28362	263	19	y.	y.	PROPN
bracis-28362	263	20	,	,	PUNCT
bracis-28362	263	21	guimarães	guimarães	PROPN
bracis-28362	263	22	,	,	PUNCT
bracis-28362	263	23	s.	s.	PROPN
bracis-28362	263	24	:	:	PUNCT
bracis-28362	263	25	hierarchical	hierarchical	ADJ
bracis-28362	263	26	segmentations	segmentation	NOUN
bracis-28362	263	27	with	with	ADP
bracis-28362	263	28	graphs	graph	NOUN
bracis-28362	263	29	:	:	PUNCT
bracis-28362	263	30	quasi	quasi	ADJ
bracis-28362	263	31	-	-	ADJ
bracis-28362	263	32	flat	flat	ADJ
bracis-28362	263	33	zones	zone	NOUN
bracis-28362	263	34	,	,	PUNCT
bracis-28362	263	35	minimum	minimum	ADJ
bracis-28362	263	36	spanning	span	VERB
bracis-28362	263	37	trees	tree	NOUN
bracis-28362	263	38	,	,	PUNCT
bracis-28362	263	39	and	and	CCONJ
bracis-28362	263	40	saliency	saliency	NOUN
bracis-28362	263	41	maps	map	NOUN
bracis-28362	263	42	.	.	PUNCT
bracis-28362	264	1	j.	j.	PROPN
bracis-28362	264	2	math	math	PROPN
bracis-28362	264	3	.	.	PUNCT
bracis-28362	265	1	imaging	imaging	NOUN
bracis-28362	265	2	vis	vis	X
bracis-28362	265	3	.	.	PROPN
bracis-28362	265	4	60(4	60(4	NUM
bracis-28362	265	5	)	)	PUNCT
bracis-28362	265	6	,	,	PUNCT
bracis-28362	265	7	479–502	479–502	NUM
bracis-28362	265	8	(	(	PUNCT
bracis-28362	265	9	2018	2018	NUM
bracis-28362	265	10	)	)	PUNCT
bracis-28362	265	11	article	article	NOUN
bracis-28362	265	12	  	  	SPACE
bracis-28362	265	13	mathscinet	mathscinet	NOUN
bracis-28362	265	14	  	  	SPACE
bracis-28362	265	15	math	math	NOUN
bracis-28362	265	16	  	  	SPACE
bracis-28362	265	17	google	google	PROPN
bracis-28362	265	18	scholar	scholar	NOUN
bracis-28362	265	19	  	  	SPACE
bracis-28362	265	20	de	de	X
bracis-28362	265	21	avila	avila	PROPN
bracis-28362	265	22	,	,	PUNCT
bracis-28362	265	23	s.e.f	s.e.f	NOUN
bracis-28362	265	24	.	.	PROPN
bracis-28362	265	25	,	,	PUNCT
bracis-28362	265	26	lopes	lopes	PROPN
bracis-28362	265	27	,	,	PUNCT
bracis-28362	265	28	a.p.b	a.p.b	NOUN
bracis-28362	265	29	.	.	PUNCT
bracis-28362	265	30	,	,	PUNCT
bracis-28362	265	31	da	da	PROPN
bracis-28362	265	32	luz	luz	PROPN
bracis-28362	265	33	jr	jr	PROPN
bracis-28362	265	34	.	.	PROPN
bracis-28362	265	35	,	,	PUNCT
bracis-28362	265	36	a.	a.	PROPN
bracis-28362	265	37	,	,	PUNCT
bracis-28362	265	38	de	de	X
bracis-28362	265	39	albuquerque	albuquerque	PROPN
bracis-28362	265	40	araújo	araújo	PROPN
bracis-28362	265	41	,	,	PUNCT
bracis-28362	265	42	a.	a.	NOUN
bracis-28362	265	43	:	:	PUNCT
bracis-28362	266	1	vsumm	vsumm	ADJ
bracis-28362	266	2	:	:	PUNCT
bracis-28362	266	3	a	a	DET
bracis-28362	266	4	mechanism	mechanism	NOUN
bracis-28362	266	5	designed	design	VERB
bracis-28362	266	6	to	to	PART
bracis-28362	266	7	produce	produce	VERB
bracis-28362	266	8	static	static	ADJ
bracis-28362	266	9	video	video	NOUN
bracis-28362	266	10	summaries	summary	NOUN
bracis-28362	266	11	and	and	CCONJ
bracis-28362	266	12	a	a	DET
bracis-28362	266	13	novel	novel	ADJ
bracis-28362	266	14	evaluation	evaluation	NOUN
bracis-28362	266	15	method	method	NOUN
bracis-28362	266	16	.	.	PUNCT
bracis-28362	267	1	pattern	pattern	NOUN
bracis-28362	267	2	recognit	recognit	VERB
bracis-28362	267	3	.	.	PUNCT
bracis-28362	268	1	lett	lett	PROPN
bracis-28362	268	2	.	.	PUNCT
bracis-28362	269	1	32(1	32(1	NUM
bracis-28362	269	2	)	)	PUNCT
bracis-28362	269	3	,	,	PUNCT
bracis-28362	269	4	56–68	56–68	NUM
bracis-28362	269	5	(	(	PUNCT
bracis-28362	269	6	2011	2011	NUM
bracis-28362	269	7	)	)	PUNCT
bracis-28362	269	8	google	google	PROPN
bracis-28362	269	9	scholar	scholar	NOUN
bracis-28362	269	10	  	  	SPACE
bracis-28362	269	11	ejaz	ejaz	PROPN
bracis-28362	269	12	,	,	PUNCT
bracis-28362	269	13	n.	n.	PROPN
bracis-28362	269	14	,	,	PUNCT
bracis-28362	269	15	tariq	tariq	PROPN
bracis-28362	269	16	,	,	PUNCT
bracis-28362	269	17	t.b	t.b	PROPN
bracis-28362	269	18	.	.	PROPN
bracis-28362	269	19	,	,	PUNCT
bracis-28362	269	20	baik	baik	PROPN
bracis-28362	269	21	,	,	PUNCT
bracis-28362	269	22	s.w	s.w	PROPN
bracis-28362	269	23	.	.	PROPN
bracis-28362	269	24	:	:	PUNCT
bracis-28362	270	1	adaptive	adaptive	ADJ
bracis-28362	270	2	key	key	ADJ
bracis-28362	270	3	frame	frame	NOUN
bracis-28362	270	4	extraction	extraction	NOUN
bracis-28362	270	5	for	for	ADP
bracis-28362	270	6	video	video	NOUN
bracis-28362	270	7	summarization	summarization	NOUN
bracis-28362	270	8	using	use	VERB
bracis-28362	270	9	an	an	DET
bracis-28362	270	10	aggregation	aggregation	NOUN
bracis-28362	270	11	mechanism	mechanism	NOUN
bracis-28362	270	12	.	.	PUNCT
bracis-28362	271	1	j.	j.	PROPN
bracis-28362	271	2	vis	vis	PROPN
bracis-28362	271	3	.	.	PUNCT
bracis-28362	271	4	commun	commun	PROPN
bracis-28362	271	5	.	.	PUNCT
bracis-28362	272	1	image	image	PROPN
bracis-28362	272	2	represent	represent	VERB
bracis-28362	272	3	.	.	PUNCT
bracis-28362	273	1	23(7	23(7	NUM
bracis-28362	273	2	)	)	PUNCT
bracis-28362	273	3	,	,	PUNCT
bracis-28362	273	4	1031–1040	1031–1040	NUM
bracis-28362	273	5	(	(	PUNCT
bracis-28362	273	6	2012	2012	NUM
bracis-28362	273	7	)	)	PUNCT
bracis-28362	273	8	article	article	NOUN
bracis-28362	273	9	  	  	SPACE
bracis-28362	273	10	google	google	PROPN
bracis-28362	273	11	scholar	scholar	NOUN
bracis-28362	273	12	  	  	SPACE
bracis-28362	273	13	furini	furini	PROPN
bracis-28362	273	14	,	,	PUNCT
bracis-28362	273	15	m.	m.	NOUN
bracis-28362	273	16	,	,	PUNCT
bracis-28362	273	17	geraci	geraci	NOUN
bracis-28362	273	18	,	,	PUNCT
bracis-28362	273	19	f.	f.	PROPN
bracis-28362	273	20	,	,	PUNCT
bracis-28362	273	21	montangero	montangero	NOUN
bracis-28362	273	22	,	,	PUNCT
bracis-28362	273	23	m.	m.	NOUN
bracis-28362	273	24	,	,	PUNCT
bracis-28362	273	25	pellegrini	pellegrini	PROPN
bracis-28362	273	26	,	,	PUNCT
bracis-28362	273	27	m.	m.	NOUN
bracis-28362	273	28	:	:	PUNCT
bracis-28362	273	29	visto	visto	NOUN
bracis-28362	273	30	:	:	PUNCT
bracis-28362	273	31	visual	visual	ADJ
bracis-28362	273	32	storyboard	storyboard	NOUN
bracis-28362	273	33	for	for	ADP
bracis-28362	273	34	web	web	NOUN
bracis-28362	273	35	video	video	NOUN
bracis-28362	273	36	browsing	browsing	NOUN
bracis-28362	273	37	.	.	PUNCT
bracis-28362	274	1	in	in	ADP
bracis-28362	274	2	:	:	PUNCT
bracis-28362	274	3	proceedings	proceeding	NOUN
bracis-28362	274	4	of	of	ADP
bracis-28362	274	5	the	the	DET
bracis-28362	274	6	6th	6th	ADJ
bracis-28362	274	7	acm	acm	PROPN
bracis-28362	274	8	international	international	ADJ
bracis-28362	274	9	conference	conference	NOUN
bracis-28362	274	10	on	on	ADP
bracis-28362	274	11	image	image	NOUN
bracis-28362	274	12	and	and	CCONJ
bracis-28362	274	13	video	video	NOUN
bracis-28362	274	14	retrieval	retrieval	NOUN
bracis-28362	274	15	,	,	PUNCT
bracis-28362	274	16	pp	pp	ADV
bracis-28362	274	17	.	.	PUNCT
bracis-28362	275	1	635–642	635–642	NUM
bracis-28362	275	2	(	(	PUNCT
bracis-28362	275	3	2007	2007	NUM
bracis-28362	275	4	)	)	PUNCT
bracis-28362	275	5	google	google	PROPN
bracis-28362	275	6	scholar	scholar	NOUN
bracis-28362	275	7	  	  	SPACE
bracis-28362	275	8	guimarães	guimarães	NOUN
bracis-28362	275	9	,	,	PUNCT
bracis-28362	275	10	s.	s.	PROPN
bracis-28362	275	11	,	,	PUNCT
bracis-28362	275	12	kenmochi	kenmochi	PROPN
bracis-28362	275	13	,	,	PUNCT
bracis-28362	275	14	y.	y.	PROPN
bracis-28362	275	15	,	,	PUNCT
bracis-28362	275	16	cousty	cousty	PROPN
bracis-28362	275	17	,	,	PUNCT
bracis-28362	275	18	j.	j.	PROPN
bracis-28362	275	19	,	,	PUNCT
bracis-28362	275	20	patrocinio	patrocinio	NOUN
bracis-28362	275	21	,	,	PUNCT
bracis-28362	275	22	z.	z.	PROPN
bracis-28362	275	23	,	,	PUNCT
bracis-28362	275	24	najman	najman	PROPN
bracis-28362	275	25	,	,	PUNCT
bracis-28362	275	26	l.	l.	PROPN
bracis-28362	275	27	:	:	PUNCT
bracis-28362	275	28	hierarchizing	hierarchize	VERB
bracis-28362	275	29	graph	graph	NOUN
bracis-28362	275	30	-	-	PUNCT
bracis-28362	275	31	based	base	VERB
bracis-28362	275	32	image	image	NOUN
bracis-28362	275	33	segmentation	segmentation	NOUN
bracis-28362	275	34	algorithms	algorithm	NOUN
bracis-28362	275	35	relying	rely	VERB
bracis-28362	275	36	on	on	ADP
bracis-28362	275	37	region	region	NOUN
bracis-28362	275	38	dissimilarity	dissimilarity	NOUN
bracis-28362	275	39	:	:	PUNCT
bracis-28362	275	40	the	the	DET
bracis-28362	275	41	case	case	NOUN
bracis-28362	275	42	of	of	ADP
bracis-28362	275	43	the	the	DET
bracis-28362	275	44	felzenszwalb	felzenszwalb	NOUN
bracis-28362	275	45	-	-	PUNCT
bracis-28362	275	46	huttenlocher	huttenlocher	NOUN
bracis-28362	275	47	method	method	NOUN
bracis-28362	275	48	.	.	PUNCT
bracis-28362	276	1	math	math	NOUN
bracis-28362	276	2	.	.	PUNCT
bracis-28362	277	1	morphol.-theory	morphol.-theory	NOUN
bracis-28362	277	2	appl	appl	NOUN
bracis-28362	277	3	.	.	PUNCT
bracis-28362	278	1	2(1	2(1	NUM
bracis-28362	278	2	)	)	PUNCT
bracis-28362	278	3	,	,	PUNCT
bracis-28362	278	4	55–75	55–75	NUM
bracis-28362	278	5	(	(	PUNCT
bracis-28362	278	6	2017	2017	NUM
bracis-28362	278	7	)	)	PUNCT
bracis-28362	278	8	math	math	NOUN
bracis-28362	278	9	  	  	SPACE
bracis-28362	278	10	google	google	PROPN
bracis-28362	278	11	scholar	scholar	NOUN
bracis-28362	278	12	  	  	SPACE
bracis-28362	278	13	lu	lu	PROPN
bracis-28362	278	14	,	,	PUNCT
bracis-28362	278	15	g.	g.	PROPN
bracis-28362	278	16	,	,	PUNCT
bracis-28362	278	17	zhou	zhou	PROPN
bracis-28362	278	18	,	,	PUNCT
bracis-28362	278	19	y.	y.	PROPN
bracis-28362	278	20	,	,	PUNCT
bracis-28362	278	21	li	li	PROPN
bracis-28362	278	22	,	,	PUNCT
bracis-28362	278	23	x.	x.	PROPN
bracis-28362	278	24	,	,	PUNCT
bracis-28362	278	25	yan	yan	PROPN
bracis-28362	278	26	,	,	PUNCT
bracis-28362	278	27	p.	p.	NOUN
bracis-28362	278	28	:	:	PUNCT
bracis-28362	278	29	unsupervised	unsupervised	ADJ
bracis-28362	278	30	,	,	PUNCT
bracis-28362	278	31	efficient	efficient	ADJ
bracis-28362	278	32	and	and	CCONJ
bracis-28362	278	33	scalable	scalable	ADJ
bracis-28362	278	34	key	key	ADJ
bracis-28362	278	35	-	-	PUNCT
bracis-28362	278	36	frame	frame	NOUN
bracis-28362	278	37	selection	selection	NOUN
bracis-28362	278	38	for	for	ADP
bracis-28362	278	39	automatic	automatic	ADJ
bracis-28362	278	40	summarization	summarization	NOUN
bracis-28362	278	41	of	of	ADP
bracis-28362	278	42	surveillance	surveillance	NOUN
bracis-28362	278	43	videos	video	NOUN
bracis-28362	278	44	.	.	PUNCT
bracis-28362	279	1	multimed	multime	VERB
bracis-28362	279	2	.	.	PUNCT
bracis-28362	280	1	tools	tool	NOUN
bracis-28362	280	2	appl	appl	PROPN
bracis-28362	280	3	.	.	PROPN
bracis-28362	281	1	76	76	NUM
bracis-28362	281	2	,	,	PUNCT
bracis-28362	281	3	6309–6331	6309–6331	NUM
bracis-28362	281	4	(	(	PUNCT
bracis-28362	281	5	2017	2017	NUM
bracis-28362	281	6	)	)	PUNCT
bracis-28362	281	7	article	article	NOUN
bracis-28362	281	8	  	  	SPACE
bracis-28362	281	9	google	google	PROPN
bracis-28362	281	10	scholar	scholar	NOUN
bracis-28362	281	11	  	  	SPACE
bracis-28362	281	12	del	del	PROPN
bracis-28362	281	13	molino	molino	PROPN
bracis-28362	281	14	,	,	PUNCT
bracis-28362	281	15	a.g	a.g	PROPN
bracis-28362	281	16	.	.	PROPN
bracis-28362	281	17	,	,	PUNCT
bracis-28362	281	18	tan	tan	PROPN
bracis-28362	281	19	,	,	PUNCT
bracis-28362	281	20	c.	c.	PROPN
bracis-28362	281	21	,	,	PUNCT
bracis-28362	281	22	lim	lim	PROPN
bracis-28362	281	23	,	,	PUNCT
bracis-28362	281	24	j.h	j.h	PROPN
bracis-28362	281	25	.	.	PROPN
bracis-28362	281	26	,	,	PUNCT
bracis-28362	281	27	tan	tan	PROPN
bracis-28362	281	28	,	,	PUNCT
bracis-28362	281	29	a.h	a.h	PROPN
bracis-28362	281	30	.	.	PROPN
bracis-28362	281	31	:	:	PUNCT
bracis-28362	281	32	summarization	summarization	NOUN
bracis-28362	281	33	of	of	ADP
bracis-28362	281	34	egocentric	egocentric	ADJ
bracis-28362	281	35	videos	video	NOUN
bracis-28362	281	36	:	:	PUNCT
bracis-28362	281	37	a	a	DET
bracis-28362	281	38	comprehensive	comprehensive	ADJ
bracis-28362	281	39	survey	survey	NOUN
bracis-28362	281	40	.	.	PUNCT
bracis-28362	282	1	ieee	ieee	PROPN
bracis-28362	282	2	trans	trans	PROPN
bracis-28362	282	3	.	.	PUNCT
bracis-28362	283	1	hum.-mach	hum.-mach	PROPN
bracis-28362	283	2	.	.	PUNCT
bracis-28362	284	1	syst	syst	PROPN
bracis-28362	284	2	.	.	PUNCT
bracis-28362	285	1	47(1	47(1	PROPN
bracis-28362	285	2	)	)	PUNCT
bracis-28362	285	3	,	,	PUNCT
bracis-28362	285	4	65–76	65–76	NUM
bracis-28362	285	5	(	(	PUNCT
bracis-28362	285	6	2017	2017	NUM
bracis-28362	285	7	)	)	PUNCT
bracis-28362	285	8	google	google	NOUN
bracis-28362	285	9	scholar	scholar	NOUN
bracis-28362	285	10	  	  	SPACE
bracis-28362	285	11	panda	panda	NOUN
bracis-28362	285	12	,	,	PUNCT
bracis-28362	285	13	r.	r.	PROPN
bracis-28362	285	14	,	,	PUNCT
bracis-28362	285	15	mithun	mithun	PROPN
bracis-28362	285	16	,	,	PUNCT
bracis-28362	285	17	n.c	n.c	PROPN
bracis-28362	285	18	.	.	PROPN
bracis-28362	285	19	,	,	PUNCT
bracis-28362	285	20	roy	roy	PROPN
bracis-28362	285	21	-	-	PUNCT
bracis-28362	285	22	chowdhury	chowdhury	PROPN
bracis-28362	285	23	,	,	PUNCT
bracis-28362	285	24	a.k	a.k	PROPN
bracis-28362	285	25	.	.	PROPN
bracis-28362	285	26	:	:	PUNCT
bracis-28362	286	1	diversity	diversity	NOUN
bracis-28362	286	2	-	-	PUNCT
bracis-28362	286	3	aware	aware	ADJ
bracis-28362	286	4	multi	multi	ADJ
bracis-28362	286	5	-	-	ADJ
bracis-28362	286	6	video	video	ADJ
bracis-28362	286	7	summarization	summarization	NOUN
bracis-28362	286	8	.	.	PUNCT
bracis-28362	287	1	ieee	ieee	PROPN
bracis-28362	287	2	trans	trans	PROPN
bracis-28362	287	3	.	.	PUNCT
bracis-28362	287	4	image	image	NOUN
bracis-28362	287	5	process	process	NOUN
bracis-28362	287	6	.	.	PUNCT
bracis-28362	288	1	26(10	26(10	NUM
bracis-28362	288	2	)	)	PUNCT
bracis-28362	288	3	,	,	PUNCT
bracis-28362	288	4	4712–4724	4712–4724	NUM
bracis-28362	288	5	(	(	PUNCT
bracis-28362	288	6	2017	2017	NUM
bracis-28362	288	7	)	)	PUNCT
bracis-28362	288	8	article	article	NOUN
bracis-28362	288	9	  	  	SPACE
bracis-28362	288	10	mathscinet	mathscinet	NOUN
bracis-28362	288	11	  	  	SPACE
bracis-28362	288	12	google	google	PROPN
bracis-28362	288	13	scholar	scholar	NOUN
bracis-28362	288	14	  	  	SPACE
bracis-28362	288	15	pandey	pandey	PROPN
bracis-28362	288	16	,	,	PUNCT
bracis-28362	288	17	s.	s.	PROPN
bracis-28362	288	18	,	,	PUNCT
bracis-28362	288	19	dwivedy	dwivedy	ADJ
bracis-28362	288	20	,	,	PUNCT
bracis-28362	288	21	p.	p.	PROPN
bracis-28362	288	22	,	,	PUNCT
bracis-28362	288	23	meena	meena	PROPN
bracis-28362	288	24	,	,	PUNCT
bracis-28362	288	25	s.	s.	PROPN
bracis-28362	288	26	,	,	PUNCT
bracis-28362	288	27	potnis	potnis	PROPN
bracis-28362	288	28	,	,	PUNCT
bracis-28362	288	29	a.	a.	NOUN
bracis-28362	288	30	:	:	PUNCT
bracis-28362	288	31	a	a	DET
bracis-28362	288	32	survey	survey	NOUN
bracis-28362	288	33	on	on	ADP
bracis-28362	288	34	key	key	ADJ
bracis-28362	288	35	frame	frame	NOUN
bracis-28362	288	36	extraction	extraction	NOUN
bracis-28362	288	37	methods	method	NOUN
bracis-28362	288	38	of	of	ADP
bracis-28362	288	39	a	a	DET
bracis-28362	288	40	mpeg	mpeg	NOUN
bracis-28362	288	41	video	video	NOUN
bracis-28362	288	42	.	.	PUNCT
bracis-28362	289	1	in	in	ADP
bracis-28362	289	2	:	:	PUNCT
bracis-28362	289	3	2017	2017	NUM
bracis-28362	289	4	international	international	ADJ
bracis-28362	289	5	conference	conference	NOUN
bracis-28362	289	6	on	on	ADP
bracis-28362	289	7	computing	computing	NOUN
bracis-28362	289	8	,	,	PUNCT
bracis-28362	289	9	communication	communication	NOUN
bracis-28362	289	10	and	and	CCONJ
bracis-28362	289	11	automation	automation	NOUN
bracis-28362	289	12	(	(	PUNCT
bracis-28362	289	13	iccca	iccca	NOUN
bracis-28362	289	14	)	)	PUNCT
bracis-28362	289	15	,	,	PUNCT
bracis-28362	289	16	pp	pp	ADJ
bracis-28362	289	17	.	.	PUNCT
bracis-28362	290	1	1192–1196	1192–1196	NUM
bracis-28362	290	2	(	(	PUNCT
bracis-28362	290	3	2017	2017	NUM
bracis-28362	290	4	)	)	PUNCT
bracis-28362	290	5	google	google	NOUN
bracis-28362	290	6	scholar	scholar	NOUN
bracis-28362	290	7	  	  	SPACE
bracis-28362	290	8	dos	do	NOUN
bracis-28362	290	9	santos	santos	PROPN
bracis-28362	290	10	belo	belo	PROPN
bracis-28362	290	11	,	,	PUNCT
bracis-28362	290	12	l.	l.	PROPN
bracis-28362	290	13	,	,	PUNCT
bracis-28362	290	14	caetano	caetano	PROPN
bracis-28362	290	15	jr	jr	PROPN
bracis-28362	290	16	.	.	PROPN
bracis-28362	290	17	,	,	PUNCT
bracis-28362	290	18	c.a	c.a	PROPN
bracis-28362	290	19	.	.	PROPN
bracis-28362	290	20	,	,	PUNCT
bracis-28362	290	21	patrocínio	patrocínio	PROPN
bracis-28362	290	22	jr	jr	PROPN
bracis-28362	290	23	.	.	PROPN
bracis-28362	290	24	,	,	PUNCT
bracis-28362	290	25	z.k.g	z.k.g	PROPN
bracis-28362	290	26	.	.	PROPN
bracis-28362	290	27	,	,	PUNCT
bracis-28362	290	28	guimarães	guimarães	PROPN
bracis-28362	290	29	,	,	PUNCT
bracis-28362	290	30	s.j.f	s.j.f	NOUN
bracis-28362	290	31	.	.	PUNCT
bracis-28362	290	32	:	:	PUNCT
bracis-28362	290	33	summarizing	summarize	VERB
bracis-28362	290	34	video	video	NOUN
bracis-28362	290	35	sequence	sequence	NOUN
bracis-28362	290	36	using	use	VERB
bracis-28362	290	37	a	a	DET
bracis-28362	290	38	graph	graph	NOUN
bracis-28362	290	39	-	-	PUNCT
bracis-28362	290	40	based	base	VERB
bracis-28362	290	41	hierarchical	hierarchical	ADJ
bracis-28362	290	42	approach	approach	NOUN
bracis-28362	290	43	.	.	PUNCT
bracis-28362	291	1	neurocomputing	neurocompute	VERB
bracis-28362	291	2	173	173	NUM
bracis-28362	291	3	,	,	PUNCT
bracis-28362	291	4	1001–1016	1001–1016	NUM
bracis-28362	291	5	(	(	PUNCT
bracis-28362	291	6	2016	2016	NUM
bracis-28362	291	7	)	)	PUNCT
bracis-28362	291	8	google	google	PROPN
bracis-28362	291	9	scholar	scholar	NOUN
bracis-28362	291	10	  	  	SPACE
bracis-28362	291	11	song	song	NOUN
bracis-28362	291	12	,	,	PUNCT
bracis-28362	291	13	y.	y.	PROPN
bracis-28362	291	14	,	,	PUNCT
bracis-28362	291	15	vallmitjana	vallmitjana	PROPN
bracis-28362	291	16	,	,	PUNCT
bracis-28362	291	17	j.	j.	PROPN
bracis-28362	291	18	,	,	PUNCT
bracis-28362	291	19	stent	stent	NOUN
bracis-28362	291	20	,	,	PUNCT
bracis-28362	291	21	a.	a.	NOUN
bracis-28362	291	22	,	,	PUNCT
bracis-28362	291	23	jaimes	jaime	NOUN
bracis-28362	291	24	,	,	PUNCT
bracis-28362	291	25	a.	a.	NOUN
bracis-28362	291	26	:	:	PUNCT
bracis-28362	291	27	tvsum	tvsum	ADV
bracis-28362	291	28	:	:	PUNCT
bracis-28362	291	29	summarizing	summarize	VERB
bracis-28362	291	30	web	web	NOUN
bracis-28362	291	31	videos	video	NOUN
bracis-28362	291	32	using	use	VERB
bracis-28362	291	33	titles	title	NOUN
bracis-28362	291	34	.	.	PUNCT
bracis-28362	292	1	in	in	ADP
bracis-28362	292	2	:	:	PUNCT
bracis-28362	292	3	proceedings	proceeding	NOUN
bracis-28362	292	4	of	of	ADP
bracis-28362	292	5	the	the	DET
bracis-28362	292	6	ieee	ieee	NOUN
bracis-28362	292	7	conference	conference	NOUN
bracis-28362	292	8	on	on	ADP
bracis-28362	292	9	computer	computer	NOUN
bracis-28362	292	10	vision	vision	NOUN
bracis-28362	292	11	and	and	CCONJ
bracis-28362	292	12	pattern	pattern	NOUN
bracis-28362	292	13	recognition	recognition	NOUN
bracis-28362	292	14	(	(	PUNCT
bracis-28362	292	15	cvpr	cvpr	NOUN
bracis-28362	292	16	)	)	PUNCT
bracis-28362	292	17	,	,	PUNCT
bracis-28362	292	18	pp	pp	ADP
bracis-28362	292	19	.	.	PUNCT
bracis-28362	293	1	5179–5187	5179–5187	NUM
bracis-28362	293	2	(	(	PUNCT
bracis-28362	293	3	2015	2015	NUM
bracis-28362	293	4	)	)	PUNCT
bracis-28362	293	5	google	google	PROPN
bracis-28362	293	6	scholar	scholar	NOUN
bracis-28362	293	7	  	  	SPACE
bracis-28362	293	8	tiwari	tiwari	NOUN
bracis-28362	293	9	,	,	PUNCT
bracis-28362	293	10	v.	v.	PROPN
bracis-28362	293	11	,	,	PUNCT
bracis-28362	293	12	bhatnagar	bhatnagar	PROPN
bracis-28362	293	13	,	,	PUNCT
bracis-28362	293	14	c.	c.	PROPN
bracis-28362	293	15	:	:	PUNCT
bracis-28362	293	16	a	a	DET
bracis-28362	293	17	survey	survey	NOUN
bracis-28362	293	18	of	of	ADP
bracis-28362	293	19	recent	recent	ADJ
bracis-28362	293	20	work	work	NOUN
bracis-28362	293	21	on	on	ADP
bracis-28362	293	22	video	video	NOUN
bracis-28362	293	23	summarization	summarization	NOUN
bracis-28362	293	24	:	:	PUNCT
bracis-28362	293	25	approaches	approach	NOUN
bracis-28362	293	26	and	and	CCONJ
bracis-28362	293	27	techniques	technique	NOUN
bracis-28362	293	28	.	.	PUNCT
bracis-28362	294	1	multimed	multime	VERB
bracis-28362	294	2	.	.	PUNCT
bracis-28362	295	1	tools	tool	NOUN
bracis-28362	295	2	appl	appl	PROPN
bracis-28362	295	3	.	.	PUNCT
bracis-28362	296	1	80(18	80(18	NUM
bracis-28362	296	2	)	)	PUNCT
bracis-28362	296	3	,	,	PUNCT
bracis-28362	296	4	27187–27221	27187–27221	NUM
bracis-28362	296	5	(	(	PUNCT
bracis-28362	296	6	2021	2021	NUM
bracis-28362	296	7	)	)	PUNCT
bracis-28362	296	8	article	article	NOUN
bracis-28362	296	9	  	  	SPACE
bracis-28362	296	10	google	google	PROPN
bracis-28362	296	11	scholar	scholar	NOUN
bracis-28362	296	12	  	  	SPACE
bracis-28362	296	13	vivekraj	vivekraj	ADJ
bracis-28362	296	14	,	,	PUNCT
bracis-28362	296	15	v.	v.	INTJ
bracis-28362	296	16	,	,	PUNCT
bracis-28362	296	17	debashis	debashis	PRON
bracis-28362	296	18	,	,	PUNCT
bracis-28362	296	19	s.	s.	PROPN
bracis-28362	296	20	,	,	PUNCT
bracis-28362	296	21	balasubramanian	balasubramanian	PROPN
bracis-28362	296	22	,	,	PUNCT
bracis-28362	296	23	r.	r.	PROPN
bracis-28362	296	24	:	:	PUNCT
bracis-28362	296	25	video	video	NOUN
bracis-28362	296	26	skimming	skimming	NOUN
bracis-28362	296	27	:	:	PUNCT
bracis-28362	296	28	taxonomy	taxonomy	NOUN
bracis-28362	296	29	and	and	CCONJ
bracis-28362	296	30	comprehensive	comprehensive	ADJ
bracis-28362	296	31	survey	survey	NOUN
bracis-28362	296	32	.	.	PUNCT
bracis-28362	297	1	acm	acm	PROPN
bracis-28362	297	2	comput	comput	NOUN
bracis-28362	297	3	.	.	PUNCT
bracis-28362	298	1	surv	surv	NOUN
bracis-28362	298	2	.	.	PUNCT
bracis-28362	299	1	52(5	52(5	NUM
bracis-28362	299	2	)	)	PUNCT
bracis-28362	299	3	(	(	PUNCT
bracis-28362	299	4	2019	2019	NUM
bracis-28362	299	5	)	)	PUNCT
bracis-28362	299	6	google	google	NOUN
bracis-28362	299	7	scholar	scholar	NOUN
bracis-28362	299	8	  	  	SPACE
bracis-28362	299	9	download	download	NOUN
bracis-28362	299	10	references	reference	NOUN
bracis-28362	299	11	acknowledgements	acknowledgement	NOUN
bracis-28362	299	12	the	the	DET
bracis-28362	299	13	authors	author	NOUN
bracis-28362	299	14	would	would	AUX
bracis-28362	299	15	like	like	VERB
bracis-28362	299	16	to	to	PART
bracis-28362	299	17	thank	thank	VERB
bracis-28362	299	18	conselho	conselho	PROPN
bracis-28362	299	19	nacional	nacional	PROPN
bracis-28362	299	20	de	de	X
bracis-28362	299	21	desenvolvimento	desenvolvimento	PROPN
bracis-28362	299	22	científico	científico	PROPN
bracis-28362	299	23	e	e	NOUN
bracis-28362	299	24	tecnológico	tecnológico	PROPN
bracis-28362	299	25	cnpq	cnpq	NOUN
bracis-28362	299	26	(	(	PUNCT
bracis-28362	299	27	universal	universal	ADJ
bracis-28362	299	28	 	 	SPACE
bracis-28362	299	29	407242/2021	407242/2021	NUM
bracis-28362	299	30	-	-	PUNCT
bracis-28362	299	31	0	0	NUM
bracis-28362	299	32	and	and	CCONJ
bracis-28362	299	33	pq	pq	NOUN
bracis-28362	299	34	 	 	SPACE
bracis-28362	299	35	306573/2022	306573/2022	NUM
bracis-28362	299	36	-	-	SYM
bracis-28362	299	37	9	9	NUM
bracis-28362	299	38	)	)	PUNCT
bracis-28362	299	39	,	,	PUNCT
bracis-28362	299	40	and	and	CCONJ
bracis-28362	299	41	fundação	fundação	PROPN
bracis-28362	299	42	de	de	X
bracis-28362	299	43	amparo	amparo	PROPN
bracis-28362	299	44	à	à	X
bracis-28362	299	45	pesquisa	pesquisa	PROPN
bracis-28362	299	46	do	do	AUX
bracis-28362	299	47	estado	estado	PROPN
bracis-28362	299	48	de	de	PROPN
bracis-28362	299	49	minas	minas	PROPN
bracis-28362	299	50	gerais	gerais	PROPN
bracis-28362	299	51	fapemig	fapemig	PROPN
bracis-28362	299	52	(	(	PUNCT
bracis-28362	299	53	grants	grant	NOUN
bracis-28362	299	54	ppm00006	ppm00006	ADJ
bracis-28362	299	55	-	-	SYM
bracis-28362	299	56	18	18	NUM
bracis-28362	299	57	)	)	PUNCT
bracis-28362	299	58	.	.	PUNCT
bracis-28362	300	1	this	this	DET
bracis-28362	300	2	study	study	NOUN
bracis-28362	300	3	was	be	AUX
bracis-28362	300	4	also	also	ADV
bracis-28362	300	5	financed	finance	VERB
bracis-28362	300	6	in	in	ADP
bracis-28362	300	7	part	part	NOUN
bracis-28362	300	8	by	by	ADP
bracis-28362	300	9	puc	puc	PROPN
bracis-28362	300	10	minas	minas	PROPN
bracis-28362	300	11	and	and	CCONJ
bracis-28362	300	12	by	by	ADP
bracis-28362	300	13	the	the	DET
bracis-28362	300	14	coordenação	coordenação	PROPN
bracis-28362	300	15	de	de	PROPN
bracis-28362	300	16	aperfeiçoamento	aperfeiçoamento	PROPN
bracis-28362	300	17	de	de	X
bracis-28362	300	18	pessoal	pessoal	PROPN
bracis-28362	300	19	de	de	PROPN
bracis-28362	300	20	nível	nível	PROPN
bracis-28362	300	21	superior	superior	PROPN
bracis-28362	300	22	brasil	brasil	PROPN
bracis-28362	300	23	(	(	PUNCT
bracis-28362	300	24	capes	cape	NOUN
bracis-28362	300	25	)	)	PUNCT
bracis-28362	300	26	finance	finance	NOUN
bracis-28362	300	27	code	code	NOUN
bracis-28362	300	28	001	001	NUM
bracis-28362	300	29	.	.	PUNCT
bracis-28362	301	1	author	author	NOUN
bracis-28362	301	2	information	information	NOUN
bracis-28362	301	3	authors	author	NOUN
bracis-28362	301	4	and	and	CCONJ
bracis-28362	301	5	affiliations	affiliation	NOUN
bracis-28362	301	6	image	image	NOUN
bracis-28362	301	7	and	and	CCONJ
bracis-28362	301	8	multimedia	multimedia	NOUN
bracis-28362	301	9	data	datum	NOUN
bracis-28362	301	10	science	science	NOUN
bracis-28362	301	11	laboratory	laboratory	NOUN
bracis-28362	301	12	(	(	PUNCT
bracis-28362	301	13	imscience	imscience	NOUN
bracis-28362	301	14	)	)	PUNCT
bracis-28362	301	15	,	,	PUNCT
bracis-28362	301	16	pontifícia	pontifícia	PROPN
bracis-28362	301	17	universidade	universidade	PROPN
bracis-28362	301	18	católica	católica	PROPN
bracis-28362	301	19	de	de	PROPN
bracis-28362	301	20	minas	minas	PROPN
bracis-28362	301	21	gerais	gerais	PROPN
bracis-28362	301	22	(	(	PUNCT
bracis-28362	301	23	puc	puc	PROPN
bracis-28362	301	24	minas	minas	PROPN
bracis-28362	301	25	)	)	PUNCT
bracis-28362	301	26	,	,	PUNCT
bracis-28362	302	1	belo	belo	PROPN
bracis-28362	302	2	horizonte	horizonte	PROPN
bracis-28362	302	3	,	,	PUNCT
bracis-28362	302	4	minas	minas	PROPN
bracis-28362	302	5	gerais	gerais	PROPN
bracis-28362	302	6	,	,	PUNCT
bracis-28362	302	7	brazil	brazil	PROPN
bracis-28362	302	8	leonardo	leonardo	PROPN
bracis-28362	302	9	vilela	vilela	PROPN
bracis-28362	302	10	cardoso	cardoso	PROPN
bracis-28362	302	11	,	,	PUNCT
bracis-28362	302	12	 	 	SPACE
bracis-28362	302	13	gustavo	gustavo	PROPN
bracis-28362	302	14	oliveira	oliveira	PROPN
bracis-28362	302	15	rocha	rocha	PROPN
bracis-28362	302	16	gomes	gomes	PROPN
bracis-28362	302	17	,	,	PUNCT
bracis-28362	302	18	 	 	SPACE
bracis-28362	302	19	silvio	silvio	NOUN
bracis-28362	302	20	jamil	jamil	PROPN
bracis-28362	302	21	ferzoli	ferzoli	PROPN
bracis-28362	302	22	guimarães	guimarães	PROPN
bracis-28362	302	23	 	 	SPACE
bracis-28362	302	24	&	&	CCONJ
bracis-28362	302	25	 	 	SPACE
bracis-28362	302	26	zenilton	zenilton	PROPN
bracis-28362	302	27	kleber	kleber	PROPN
bracis-28362	302	28	gonçalves	gonçalves	PROPN
bracis-28362	302	29	do	do	VERB
bracis-28362	302	30	patrocínio	patrocínio	PROPN
bracis-28362	302	31	júnior	júnior	PROPN
bracis-28362	302	32	authors	author	NOUN
bracis-28362	302	33	leonardo	leonardo	PROPN
bracis-28362	302	34	vilela	vilela	PROPN
bracis-28362	302	35	cardosoview	cardosoview	NOUN
bracis-28362	302	36	author	author	NOUN
bracis-28362	302	37	publications	publication	NOUN
bracis-28362	302	38	search	search	NOUN
bracis-28362	302	39	author	author	NOUN
bracis-28362	302	40	on	on	ADP
bracis-28362	302	41	:	:	PUNCT
bracis-28362	302	42	pubmed	pubmed	PROPN
bracis-28362	302	43	 	 	SPACE
bracis-28362	302	44	google	google	PROPN
bracis-28362	302	45	scholar	scholar	PROPN
bracis-28362	302	46	gustavo	gustavo	PROPN
bracis-28362	302	47	oliveira	oliveira	PROPN
bracis-28362	302	48	rocha	rocha	PROPN
bracis-28362	302	49	gomesview	gomesview	VERB
bracis-28362	302	50	author	author	NOUN
bracis-28362	302	51	publications	publication	NOUN
bracis-28362	302	52	search	search	NOUN
bracis-28362	302	53	author	author	NOUN
bracis-28362	302	54	on	on	ADP
bracis-28362	302	55	:	:	PUNCT
bracis-28362	302	56	pubmed	pubmed	PROPN
bracis-28362	302	57	 	 	SPACE
bracis-28362	302	58	google	google	PROPN
bracis-28362	302	59	scholar	scholar	PROPN
bracis-28362	302	60	silvio	silvio	PROPN
bracis-28362	302	61	jamil	jamil	PROPN
bracis-28362	302	62	ferzoli	ferzoli	PROPN
bracis-28362	302	63	guimarãesview	guimarãesview	VERB
bracis-28362	302	64	author	author	NOUN
bracis-28362	302	65	publications	publication	NOUN
bracis-28362	302	66	search	search	NOUN
bracis-28362	302	67	author	author	NOUN
bracis-28362	302	68	on	on	ADP
bracis-28362	302	69	:	:	PUNCT
bracis-28362	302	70	pubmed	pubmed	PROPN
bracis-28362	302	71	 	 	SPACE
bracis-28362	302	72	google	google	PROPN
bracis-28362	302	73	scholar	scholar	PROPN
bracis-28362	302	74	zenilton	zenilton	PROPN
bracis-28362	302	75	kleber	kleber	PROPN
bracis-28362	302	76	gonçalves	gonçalves	PROPN
bracis-28362	302	77	do	do	VERB
bracis-28362	302	78	patrocínio	patrocínio	NOUN
bracis-28362	302	79	júniorview	júniorview	PROPN
bracis-28362	302	80	author	author	NOUN
bracis-28362	302	81	publications	publication	NOUN
bracis-28362	302	82	search	search	NOUN
bracis-28362	302	83	author	author	NOUN
bracis-28362	302	84	on	on	ADP
bracis-28362	302	85	:	:	PUNCT
bracis-28362	302	86	pubmed	pubmed	PROPN
bracis-28362	302	87	 	 	SPACE
bracis-28362	302	88	google	google	PROPN
bracis-28362	302	89	scholar	scholar	NOUN
bracis-28362	302	90	corresponding	correspond	VERB
bracis-28362	302	91	author	author	NOUN
bracis-28362	302	92	correspondence	correspondence	NOUN
bracis-28362	302	93	to	to	ADP
bracis-28362	302	94	leonardo	leonardo	PROPN
bracis-28362	302	95	vilela	vilela	PROPN
bracis-28362	302	96	cardoso	cardoso	PROPN
bracis-28362	302	97	.	.	PUNCT
bracis-28362	303	1	editor	editor	NOUN
bracis-28362	303	2	information	information	NOUN
bracis-28362	303	3	editors	editor	NOUN
bracis-28362	303	4	and	and	CCONJ
bracis-28362	303	5	affiliations	affiliation	NOUN
bracis-28362	303	6	federal	federal	PROPN
bracis-28362	303	7	university	university	PROPN
bracis-28362	303	8	of	of	ADP
bracis-28362	303	9	são	são	PROPN
bracis-28362	303	10	carlos	carlos	PROPN
bracis-28362	303	11	,	,	PUNCT
bracis-28362	303	12	são	são	PROPN
bracis-28362	303	13	carlos	carlos	PROPN
bracis-28362	303	14	,	,	PUNCT
bracis-28362	303	15	brazil	brazil	PROPN
bracis-28362	303	16	murilo	murilo	PROPN
bracis-28362	303	17	c.	c.	PROPN
bracis-28362	303	18	naldi	naldi	PROPN
bracis-28362	303	19	centro	centro	PROPN
bracis-28362	303	20	universitario	universitario	PROPN
bracis-28362	303	21	da	da	PROPN
bracis-28362	303	22	fei	fei	PROPN
bracis-28362	303	23	,	,	PUNCT
bracis-28362	303	24	são	são	PROPN
bracis-28362	303	25	bernardo	bernardo	PROPN
bracis-28362	303	26	do	do	AUX
bracis-28362	303	27	campo	campo	PROPN
bracis-28362	303	28	,	,	PUNCT
bracis-28362	303	29	brazil	brazil	PROPN
bracis-28362	303	30	reinaldo	reinaldo	PROPN
bracis-28362	303	31	a.	a.	PROPN
bracis-28362	303	32	c.	c.	PROPN
bracis-28362	303	33	bianchi	bianchi	PROPN
bracis-28362	303	34	rights	right	NOUN
bracis-28362	303	35	and	and	CCONJ
bracis-28362	303	36	permissions	permission	NOUN
bracis-28362	303	37	reprints	reprint	NOUN
bracis-28362	303	38	and	and	CCONJ
bracis-28362	303	39	permissions	permission	VERB
bracis-28362	303	40	copyright	copyright	NOUN
bracis-28362	303	41	information	information	NOUN
bracis-28362	303	42	©	©	ADP
bracis-28362	303	43	2023	2023	NUM
bracis-28362	303	44	the	the	DET
bracis-28362	303	45	author(s	author(s	NOUN
bracis-28362	303	46	)	)	PUNCT
bracis-28362	303	47	,	,	PUNCT
bracis-28362	303	48	under	under	ADP
bracis-28362	303	49	exclusive	exclusive	ADJ
bracis-28362	303	50	license	license	NOUN
bracis-28362	303	51	to	to	ADP
bracis-28362	303	52	springer	springer	NOUN
bracis-28362	303	53	nature	nature	PROPN
bracis-28362	303	54	switzerland	switzerland	PROPN
bracis-28362	303	55	ag	ag	PROPN
bracis-28362	303	56	about	about	ADP
bracis-28362	303	57	this	this	DET
bracis-28362	303	58	paper	paper	NOUN
bracis-28362	303	59	cite	cite	VERB
bracis-28362	303	60	this	this	DET
bracis-28362	303	61	paper	paper	NOUN
bracis-28362	303	62	cardoso	cardoso	NOUN
bracis-28362	303	63	,	,	PUNCT
bracis-28362	303	64	l.v	l.v	PROPN
bracis-28362	303	65	.	.	PROPN
bracis-28362	303	66	,	,	PUNCT
bracis-28362	303	67	gomes	gome	NOUN
bracis-28362	303	68	,	,	PUNCT
bracis-28362	303	69	g.o.r	g.o.r	NOUN
bracis-28362	303	70	.	.	PUNCT
bracis-28362	303	71	,	,	PUNCT
bracis-28362	303	72	guimarães	guimarães	PROPN
bracis-28362	303	73	,	,	PUNCT
bracis-28362	303	74	s.j.f	s.j.f	NOUN
bracis-28362	303	75	.	.	PUNCT
bracis-28362	303	76	,	,	PUNCT
bracis-28362	303	77	do	do	VERB
bracis-28362	303	78	patrocínio	patrocínio	PROPN
bracis-28362	303	79	júnior	júnior	PROPN
bracis-28362	303	80	,	,	PUNCT
bracis-28362	303	81	z.k.g	z.k.g	NOUN
bracis-28362	303	82	.	.	PUNCT
bracis-28362	304	1	(	(	PUNCT
bracis-28362	304	2	2023	2023	NUM
bracis-28362	304	3	)	)	PUNCT
bracis-28362	304	4	.	.	PUNCT
bracis-28362	305	1	hierarchical	hierarchical	ADJ
bracis-28362	305	2	time	time	NOUN
bracis-28362	305	3	-	-	PUNCT
bracis-28362	305	4	aware	aware	ADJ
bracis-28362	305	5	approach	approach	NOUN
bracis-28362	305	6	for	for	ADP
bracis-28362	305	7	 	 	SPACE
bracis-28362	305	8	video	video	NOUN
bracis-28362	305	9	summarization	summarization	NOUN
bracis-28362	305	10	.	.	PUNCT
bracis-28362	306	1	in	in	ADP
bracis-28362	306	2	:	:	PUNCT
bracis-28362	306	3	naldi	naldi	PROPN
bracis-28362	306	4	,	,	PUNCT
bracis-28362	306	5	m.c	m.c	PROPN
bracis-28362	306	6	.	.	PROPN
bracis-28362	306	7	,	,	PUNCT
bracis-28362	306	8	bianchi	bianchi	PROPN
bracis-28362	306	9	,	,	PUNCT
bracis-28362	306	10	r.a.c	r.a.c	ADP
bracis-28362	306	11	.	.	PUNCT
bracis-28362	306	12	(	(	PUNCT
bracis-28362	306	13	eds	ed	NOUN
bracis-28362	306	14	)	)	PUNCT
bracis-28362	306	15	intelligent	intelligent	ADJ
bracis-28362	306	16	systems	system	NOUN
bracis-28362	306	17	.	.	PUNCT
bracis-28362	307	1	bracis	bracis	PROPN
bracis-28362	307	2	2023	2023	NUM
bracis-28362	307	3	.	.	PUNCT
bracis-28362	308	1	lecture	lecture	NOUN
bracis-28362	308	2	notes	note	NOUN
bracis-28362	308	3	in	in	ADP
bracis-28362	308	4	computer	computer	NOUN
bracis-28362	308	5	science	science	NOUN
bracis-28362	308	6	(	(	PUNCT
bracis-28362	308	7	)	)	PUNCT
bracis-28362	308	8	,	,	PUNCT
bracis-28362	308	9	vol	vol	NOUN
bracis-28362	308	10	14195	14195	NUM
bracis-28362	308	11	.	.	PUNCT
bracis-28362	309	1	springer	springer	NOUN
bracis-28362	309	2	,	,	PUNCT
bracis-28362	309	3	cham	cham	PROPN
bracis-28362	309	4	.	.	PUNCT
bracis-28362	310	1	https://doi.org/10.1007/978-3-031-45368-7_18	https://doi.org/10.1007/978-3-031-45368-7_18	PROPN
bracis-28362	310	2	download	download	NOUN
bracis-28362	310	3	citation	citation	NOUN
bracis-28362	310	4	.ris	.ris	PUNCT
bracis-28362	311	1	.enw	.enw	PROPN
bracis-28362	311	2	.bib	.bib	PUNCT
bracis-28362	312	1	doi	doi	PROPN
bracis-28362	312	2	:	:	PUNCT
bracis-28362	313	1	https://doi.org/10.1007/978-3-031-45368-7_18	https://doi.org/10.1007/978-3-031-45368-7_18	PROPN
bracis-28362	313	2	published	publish	VERB
bracis-28362	313	3	:	:	PUNCT
bracis-28362	313	4	12	12	NUM
bracis-28362	313	5	october	october	PROPN
bracis-28362	313	6	2023	2023	NUM
bracis-28362	313	7	publisher	publisher	NOUN
bracis-28362	313	8	name	name	NOUN
bracis-28362	313	9	:	:	PUNCT
bracis-28362	313	10	springer	springer	NOUN
bracis-28362	313	11	,	,	PUNCT
bracis-28362	313	12	cham	cham	PROPN
bracis-28362	313	13	print	print	PROPN
bracis-28362	313	14	isbn	isbn	PROPN
bracis-28362	313	15	:	:	PUNCT
bracis-28362	313	16	978	978	NUM
bracis-28362	313	17	-	-	SYM
bracis-28362	313	18	3	3	NUM
bracis-28362	313	19	-	-	PUNCT
bracis-28362	313	20	031	031	NUM
bracis-28362	313	21	-	-	PUNCT
bracis-28362	313	22	45367	45367	NUM
bracis-28362	313	23	-	-	PUNCT
bracis-28362	313	24	0	0	NUM
bracis-28362	313	25	online	online	ADJ
bracis-28362	313	26	isbn	isbn	NOUN
bracis-28362	313	27	:	:	PUNCT
bracis-28362	313	28	978	978	NUM
bracis-28362	313	29	-	-	SYM
bracis-28362	313	30	3	3	NUM
bracis-28362	313	31	-	-	PUNCT
bracis-28362	313	32	031	031	NUM
bracis-28362	313	33	-	-	PUNCT
bracis-28362	313	34	45368	45368	NUM
bracis-28362	313	35	-	-	PUNCT
bracis-28362	313	36	7	7	NUM
bracis-28362	313	37	ebook	ebook	NOUN
bracis-28362	313	38	packages	package	NOUN
bracis-28362	313	39	:	:	PUNCT
bracis-28362	313	40	computer	computer	NOUN
bracis-28362	313	41	sciencecomputer	sciencecomputer	NOUN
bracis-28362	313	42	science	science	NOUN
bracis-28362	313	43	(	(	PUNCT
bracis-28362	313	44	r0	r0	NOUN
bracis-28362	313	45	)	)	PUNCT
bracis-28362	313	46	share	share	VERB
bracis-28362	313	47	this	this	DET
bracis-28362	313	48	paper	paper	NOUN
bracis-28362	313	49	anyone	anyone	PRON
bracis-28362	313	50	you	you	PRON
bracis-28362	313	51	share	share	VERB
bracis-28362	313	52	the	the	DET
bracis-28362	313	53	following	follow	VERB
bracis-28362	313	54	link	link	NOUN
bracis-28362	313	55	with	with	ADP
bracis-28362	313	56	will	will	AUX
bracis-28362	313	57	be	be	AUX
bracis-28362	313	58	able	able	ADJ
bracis-28362	313	59	to	to	PART
bracis-28362	313	60	read	read	VERB
bracis-28362	313	61	this	this	DET
bracis-28362	313	62	content	content	NOUN
bracis-28362	313	63	:	:	PUNCT
bracis-28362	313	64	get	get	VERB
bracis-28362	313	65	shareable	shareable	ADJ
bracis-28362	313	66	linksorry	linksorry	NOUN
bracis-28362	313	67	,	,	PUNCT
bracis-28362	313	68	a	a	DET
bracis-28362	313	69	shareable	shareable	ADJ
bracis-28362	313	70	link	link	NOUN
bracis-28362	313	71	is	be	AUX
bracis-28362	313	72	not	not	PART
bracis-28362	313	73	currently	currently	ADV
bracis-28362	313	74	available	available	ADJ
bracis-28362	313	75	for	for	ADP
bracis-28362	313	76	this	this	DET
bracis-28362	313	77	article	article	NOUN
bracis-28362	313	78	.	.	PUNCT
bracis-28362	314	1	copy	copy	VERB
bracis-28362	314	2	shareable	shareable	ADJ
bracis-28362	314	3	link	link	NOUN
bracis-28362	314	4	to	to	PART
bracis-28362	314	5	clipboard	clipboard	NOUN
bracis-28362	314	6	provided	provide	VERB
bracis-28362	314	7	by	by	ADP
bracis-28362	314	8	the	the	DET
bracis-28362	314	9	springer	springer	NOUN
bracis-28362	314	10	nature	nature	PROPN
bracis-28362	314	11	sharedit	sharedit	PROPN
bracis-28362	315	1	content	content	NOUN
bracis-28362	315	2	-	-	PUNCT
bracis-28362	315	3	sharing	share	VERB
bracis-28362	315	4	initiative	initiative	NOUN
bracis-28362	315	5	keywords	keyword	VERB
bracis-28362	315	6	video	video	NOUN
bracis-28362	315	7	summarization	summarization	NOUN
bracis-28362	315	8	hierarchical	hierarchical	ADJ
bracis-28362	315	9	graph	graph	NOUN
bracis-28362	315	10	-	-	PUNCT
bracis-28362	315	11	based	base	VERB
bracis-28362	315	12	clustering	clustering	ADJ
bracis-28362	315	13	unsupervised	unsupervised	ADJ
bracis-28362	315	14	learning	learning	NOUN
bracis-28362	315	15	publish	publish	NOUN
bracis-28362	315	16	with	with	ADP
bracis-28362	315	17	us	us	PROPN
bracis-28362	315	18	policies	policy	NOUN
bracis-28362	315	19	and	and	CCONJ
bracis-28362	315	20	ethics	ethic	NOUN
bracis-28362	315	21	profiles	profile	NOUN
bracis-28362	315	22	silvio	silvio	PROPN
bracis-28362	315	23	jamil	jamil	PROPN
bracis-28362	315	24	ferzoli	ferzoli	PROPN
bracis-28362	315	25	guimarães	guimarães	PROPN
bracis-28362	315	26	view	view	NOUN
bracis-28362	315	27	author	author	NOUN
bracis-28362	315	28	profile	profile	PROPN
bracis-28362	315	29	zenilton	zenilton	PROPN
bracis-28362	315	30	kleber	kleber	PROPN
bracis-28362	315	31	gonçalves	gonçalves	PROPN
bracis-28362	315	32	do	do	VERB
bracis-28362	315	33	patrocínio	patrocínio	PROPN
bracis-28362	315	34	júnior	júnior	PROPN
bracis-28362	315	35	view	view	PROPN
bracis-28362	315	36	author	author	NOUN
bracis-28362	315	37	profile	profile	NOUN
bracis-28362	315	38	search	search	NOUN
bracis-28362	315	39	search	search	NOUN
bracis-28362	315	40	by	by	ADP
bracis-28362	315	41	keyword	keyword	NOUN
bracis-28362	315	42	or	or	CCONJ
bracis-28362	315	43	author	author	NOUN
bracis-28362	315	44	search	search	NOUN
bracis-28362	315	45	navigation	navigation	NOUN
bracis-28362	315	46	find	find	VERB
bracis-28362	315	47	a	a	DET
bracis-28362	315	48	journal	journal	NOUN
bracis-28362	315	49	publish	publish	VERB
bracis-28362	315	50	with	with	ADP
bracis-28362	315	51	us	we	PRON
bracis-28362	315	52	track	track	VERB
bracis-28362	315	53	your	your	PRON
bracis-28362	315	54	research	research	NOUN
bracis-28362	315	55	discover	discover	VERB
bracis-28362	315	56	content	content	NOUN
bracis-28362	315	57	journals	journal	NOUN
bracis-28362	315	58	a	a	DET
bracis-28362	315	59	-	-	PUNCT
bracis-28362	315	60	z	z	NOUN
bracis-28362	315	61	books	book	NOUN
bracis-28362	315	62	a	a	DET
bracis-28362	315	63	-	-	PUNCT
bracis-28362	315	64	z	z	NOUN
bracis-28362	315	65	publish	publish	NOUN
bracis-28362	315	66	with	with	ADP
bracis-28362	315	67	us	us	PROPN
bracis-28362	315	68	journal	journal	PROPN
bracis-28362	315	69	finder	finder	PROPN
bracis-28362	315	70	publish	publish	VERB
bracis-28362	315	71	your	your	PRON
bracis-28362	315	72	research	research	NOUN
bracis-28362	315	73	language	language	NOUN
bracis-28362	315	74	editing	edit	VERB
bracis-28362	315	75	open	open	ADJ
bracis-28362	315	76	access	access	NOUN
bracis-28362	315	77	publishing	publishing	NOUN
bracis-28362	315	78	products	product	NOUN
bracis-28362	315	79	and	and	CCONJ
bracis-28362	315	80	services	service	NOUN
bracis-28362	315	81	our	our	PRON
bracis-28362	315	82	products	product	NOUN
bracis-28362	315	83	librarians	librarian	VERB
bracis-28362	315	84	societies	society	NOUN
bracis-28362	315	85	partners	partner	NOUN
bracis-28362	315	86	and	and	CCONJ
bracis-28362	315	87	advertisers	advertiser	NOUN
bracis-28362	315	88	our	our	PRON
bracis-28362	315	89	brands	brand	NOUN
bracis-28362	315	90	springer	springer	NOUN
bracis-28362	315	91	nature	nature	PROPN
bracis-28362	315	92	portfolio	portfolio	PROPN
bracis-28362	315	93	bmc	bmc	PROPN
bracis-28362	315	94	palgrave	palgrave	PROPN
bracis-28362	315	95	macmillan	macmillan	PROPN
bracis-28362	315	96	apress	apress	PROPN
bracis-28362	315	97	discover	discover	VERB
bracis-28362	315	98	your	your	PRON
bracis-28362	315	99	privacy	privacy	NOUN
bracis-28362	315	100	choices	choice	NOUN
bracis-28362	315	101	/	/	SYM
bracis-28362	315	102	manage	manage	NOUN
bracis-28362	315	103	cookies	cookie	NOUN
bracis-28362	315	104	your	your	PRON
bracis-28362	315	105	us	us	PROPN
bracis-28362	316	1	state	state	NOUN
bracis-28362	316	2	privacy	privacy	NOUN
bracis-28362	316	3	rights	right	NOUN
bracis-28362	316	4	accessibility	accessibility	NOUN
bracis-28362	316	5	statement	statement	NOUN
bracis-28362	316	6	terms	term	NOUN
bracis-28362	316	7	and	and	CCONJ
bracis-28362	316	8	conditions	condition	NOUN
bracis-28362	316	9	privacy	privacy	NOUN
bracis-28362	316	10	policy	policy	NOUN
bracis-28362	316	11	help	help	NOUN
bracis-28362	316	12	and	and	CCONJ
bracis-28362	316	13	support	support	VERB
bracis-28362	316	14	legal	legal	ADJ
bracis-28362	316	15	notice	notice	NOUN
bracis-28362	316	16	cancel	cancel	VERB
bracis-28362	316	17	contracts	contract	NOUN
bracis-28362	316	18	here	here	ADV
bracis-28362	316	19	129.74.145.123	129.74.145.123	NUM
bracis-28362	316	20	hesburgh	hesburgh	PROPN
bracis-28362	316	21	library	library	PROPN
bracis-28362	316	22	er	er	INTJ
bracis-28362	316	23	unit	unit	NOUN
bracis-28362	316	24	(	(	PUNCT
bracis-28362	316	25	3005732405	3005732405	NUM
bracis-28362	316	26	)	)	PUNCT
bracis-28362	316	27	northeast	northeast	ADJ
bracis-28362	316	28	research	research	NOUN
bracis-28362	316	29	libraries	library	NOUN
bracis-28362	316	30	(	(	PUNCT
bracis-28362	316	31	nerl	nerl	PROPN
bracis-28362	316	32	)	)	PUNCT
bracis-28362	316	33	(	(	PUNCT
bracis-28362	316	34	8200828607	8200828607	NUM
bracis-28362	316	35	)	)	PUNCT
bracis-28362	316	36	nerl	nerl	VERB
bracis-28362	316	37	ta	ta	X
bracis-28362	316	38	account	account	NOUN
bracis-28362	316	39	(	(	PUNCT
bracis-28362	316	40	3006206169	3006206169	NUM
bracis-28362	316	41	)	)	PUNCT
bracis-28362	316	42	university	university	NOUN
bracis-28362	316	43	of	of	ADP
bracis-28362	316	44	notre	notre	PROPN
bracis-28362	316	45	dame	dame	PROPN
bracis-28362	316	46	hesburgh	hesburgh	PROPN
bracis-28362	316	47	library	library	NOUN
bracis-28362	316	48	(	(	PUNCT
bracis-28362	316	49	3000184373	3000184373	NUM
bracis-28362	316	50	)	)	PUNCT
bracis-28362	317	1	©	©	ADP
bracis-28362	317	2	2025	2025	NUM
bracis-28362	317	3	springer	springer	NOUN
bracis-28362	317	4	nature	nature	NOUN