Video Summarization on TvSum

Metric: F1-score (Canonical) (higher is better)

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#	Model↕	F1-score (Canonical)▼	Extra Data	Paper	Date↕	Code
1	MAVS [DBLP:conf/mm/FengLKZ18]	67.5	No	Supervised Video Summarization via Multiple Feat...	2021-04-23	Code
2	CLIP-It	66.3	No	CLIP-It! Language-Guided Video Summarization	2021-07-01	Code
3	re-SEQ2SEQ [DBLP:conf/eccv/ZhangGS18]	63.9	No	Supervised Video Summarization via Multiple Feat...	2021-04-23	Code
4	MC-VSA [DBLP:journals/corr/abs-2006-01410]	63.7	No	Supervised Video Summarization via Multiple Feat...	2021-04-23	Code
5	iPTNet	63.4	No	-	-	-
6	A2Summ	63.4	No	Align and Attend: Multimodal Summarization with ...	2023-03-13	Code
7	RR-STG	63	Yes	-	-	-
8	RR-STG	63	No	-	-	-
9	PGL-SUM (maximum learning capacity)	62.7	No	-	-	Code
10	DSNet	62.1	Yes	-	-	Code
11	DSNet	62.1	No	-	-	Code
12	MSVA	61.5	No	Supervised Video Summarization via Multiple Feat...	2021-04-23	Code
13	VASNet	61.42	Yes	Summarizing Videos with Attention	2018-12-05	Code
14	DMASum	61.4	No	Query Twice: Dual Mixture Attention Meta Learnin...	2020-08-19	-
15	M-AVS	61	Yes	Video Summarization with Attention-Based Encoder...	2017-08-31	-
16	PGL-SUM	61	Yes	-	-	Code
17	PGL-SUM	61	No	-	-	Code
18	M-AVS [DBLP:journals/corr/abs-1708-09545]	61	No	Supervised Video Summarization via Multiple Feat...	2021-04-23	Code
19	VJMHT	60.9	No	Video Joint Modelling Based on Hierarchical Tran...	2021-12-27	Code
20	SSPVS(+Text)	60.4	No	Progressive Video Summarization via Multimodal S...	2022-01-07	Code
21	SSPVS	60.3	No	Progressive Video Summarization via Multimodal S...	2022-01-07	Code
22	HMT	60.1	No	Hierarchical Multimodal Transformer to Summarize...	2021-09-22	-
23	VASNet [DBLP:conf/accv/FajtlSAMR18]	59.8	No	Supervised Video Summarization via Multiple Feat...	2021-04-23	Code
24	CSNet	58.5	No	Discriminative Feature Learning for Unsupervised...	2018-11-24	Code
25	DR-DSN	58.1	No	Deep Reinforcement Learning for Unsupervised Vid...	2017-12-29	Code

#1MAVS [DBLP:conf/mm/FengLKZ18]SOTA
67.5
F1-score (Canonical)· 2021-04-23
Supervised Video Summarization via Multiple Feature Sets with Parallel Attention Code
#2CLIP-It
66.3
F1-score (Canonical)· 2021-07-01
CLIP-It! Language-Guided Video Summarization Code
#3re-SEQ2SEQ [DBLP:conf/eccv/ZhangGS18]
63.9
F1-score (Canonical)· 2021-04-23
Supervised Video Summarization via Multiple Feature Sets with Parallel Attention Code
#4MC-VSA [DBLP:journals/corr/abs-2006-01410]
63.7
F1-score (Canonical)· 2021-04-23
Supervised Video Summarization via Multiple Feature Sets with Parallel Attention Code
#5iPTNet
63.4
F1-score (Canonical)
No paper
#6A2Summ
63.4
F1-score (Canonical)· 2023-03-13
Align and Attend: Multimodal Summarization with Dual Contrastive Losses Code
#7RR-STG
63
F1-score (Canonical)· Extra Data
No paper
#8RR-STG
63
F1-score (Canonical)
No paper
#9PGL-SUM (maximum learning capacity)
62.7
F1-score (Canonical)
No paperCode
#10DSNet
62.1
F1-score (Canonical)· Extra Data
No paperCode
#11DSNet
62.1
F1-score (Canonical)
No paperCode
#12MSVA
61.5
F1-score (Canonical)· 2021-04-23
Supervised Video Summarization via Multiple Feature Sets with Parallel Attention Code
#13VASNetSOTA
61.42
F1-score (Canonical)· Extra Data· 2018-12-05
Summarizing Videos with Attention Code
#14DMASum
61.4
F1-score (Canonical)· 2020-08-19
Query Twice: Dual Mixture Attention Meta Learning for Video Summarization
#15M-AVSSOTA
61
F1-score (Canonical)· Extra Data· 2017-08-31
Video Summarization with Attention-Based Encoder-Decoder Networks
#16PGL-SUM
61
F1-score (Canonical)· Extra Data
No paperCode
#17PGL-SUM
61
F1-score (Canonical)
No paperCode
#18M-AVS [DBLP:journals/corr/abs-1708-09545]
61
F1-score (Canonical)· 2021-04-23
Supervised Video Summarization via Multiple Feature Sets with Parallel Attention Code
#19VJMHT
60.9
F1-score (Canonical)· 2021-12-27
Video Joint Modelling Based on Hierarchical Transformer for Co-summarization Code
#20SSPVS(+Text)
60.4
F1-score (Canonical)· 2022-01-07
Progressive Video Summarization via Multimodal Self-supervised Learning Code
#21SSPVS
60.3
F1-score (Canonical)· 2022-01-07
Progressive Video Summarization via Multimodal Self-supervised Learning Code
#22HMT
60.1
F1-score (Canonical)· 2021-09-22
Hierarchical Multimodal Transformer to Summarize Videos
#23VASNet [DBLP:conf/accv/FajtlSAMR18]
59.8
F1-score (Canonical)· 2021-04-23
Supervised Video Summarization via Multiple Feature Sets with Parallel Attention Code
#24CSNet
58.5
F1-score (Canonical)· 2018-11-24
Discriminative Feature Learning for Unsupervised Video Summarization Code
#25DR-DSN
58.1
F1-score (Canonical)· 2017-12-29
Deep Reinforcement Learning for Unsupervised Video Summarization with Diversity-Representativeness Reward Code