Video Summarization on TvSum

Metric: Spearman's Rho (higher is better)

LeaderboardDataset

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Results

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#	Model↕	Spearman's Rho▼	Extra Data	Paper	Date↕	Code
1	DMASum	0.267	No	Query Twice: Dual Mixture Attention Meta Learnin...	2020-08-19	-
2	CSTA	0.255	No	CSTA: CNN-based Spatiotemporal Attention for Vid...	2024-05-20	Code
3	CSTA	0.255	No	CSTA: CNN-based Spatiotemporal Attention for Vid...	2024-05-20	Code
4	SSPVS(+Text)	0.238	No	Progressive Video Summarization via Multimodal S...	2022-01-07	Code
5	SSPVS	0.233	No	Progressive Video Summarization via Multimodal S...	2022-01-07	Code
6	RR-STG	0.212	No	-	-	-
7	MSVA	0.21	No	Supervised Video Summarization via Multiple Feat...	2021-04-23	Code
8	PGL-SUM	0.206	No	-	-	Code
9	A2Summ	0.165	No	Align and Attend: Multimodal Summarization with ...	2023-03-13	Code
10	iPTNet	0.163	No	-	-	-
11	CLIP-It	0.147	No	CLIP-It! Language-Guided Video Summarization	2021-07-01	Code
12	HMT	0.107	No	Hierarchical Multimodal Transformer to Summarize...	2021-09-22	-
13	RS-SUM	0.106	No	-	-	Code
14	VJMHT	0.105	No	Video Joint Modelling Based on Hierarchical Tran...	2021-12-27	Code
15	CSNet	0.034	No	Discriminative Feature Learning for Unsupervised...	2018-11-24	Code
16	DR-DSN	0.026	No	Deep Reinforcement Learning for Unsupervised Vid...	2017-12-29	Code

#1DMASumSOTA
0.267
Spearman's Rho· 2020-08-19
Query Twice: Dual Mixture Attention Meta Learning for Video Summarization
#2CSTA
0.255
Spearman's Rho· 2024-05-20
CSTA: CNN-based Spatiotemporal Attention for Video Summarization Code
#3CSTA
0.255
Spearman's Rho· 2024-05-20
CSTA: CNN-based Spatiotemporal Attention for Video Summarization Code
#4SSPVS(+Text)
0.238
Spearman's Rho· 2022-01-07
Progressive Video Summarization via Multimodal Self-supervised Learning Code
#5SSPVS
0.233
Spearman's Rho· 2022-01-07
Progressive Video Summarization via Multimodal Self-supervised Learning Code
#6RR-STG
0.212
Spearman's Rho
No paper
#7MSVA
0.21
Spearman's Rho· 2021-04-23
Supervised Video Summarization via Multiple Feature Sets with Parallel Attention Code
#8PGL-SUM
0.206
Spearman's Rho
No paperCode
#9A2Summ
0.165
Spearman's Rho· 2023-03-13
Align and Attend: Multimodal Summarization with Dual Contrastive Losses Code
#10iPTNet
0.163
Spearman's Rho
No paper
#11CLIP-It
0.147
Spearman's Rho· 2021-07-01
CLIP-It! Language-Guided Video Summarization Code
#12HMT
0.107
Spearman's Rho· 2021-09-22
Hierarchical Multimodal Transformer to Summarize Videos
#13RS-SUM
0.106
Spearman's Rho
No paperCode
#14VJMHT
0.105
Spearman's Rho· 2021-12-27
Video Joint Modelling Based on Hierarchical Transformer for Co-summarization Code
#15CSNetSOTA
0.034
Spearman's Rho· 2018-11-24
Discriminative Feature Learning for Unsupervised Video Summarization Code
#16DR-DSNSOTA
0.026
Spearman's Rho· 2017-12-29
Deep Reinforcement Learning for Unsupervised Video Summarization with Diversity-Representativeness Reward Code