Video Summarization on TvSum

Metric: Kendall's Tau (higher is better)

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Results

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#	Model↕	Kendall's Tau▼	Extra Data	Paper	Date↕	Code
1	DMASum	0.203	No	Query Twice: Dual Mixture Attention Meta Learnin...	2020-08-19	-
2	CSTA	0.194	No	CSTA: CNN-based Spatiotemporal Attention for Vid...	2024-05-20	Code
3	CSTA	0.194	No	CSTA: CNN-based Spatiotemporal Attention for Vid...	2024-05-20	Code
4	MSVA	0.19	No	Supervised Video Summarization via Multiple Feat...	2021-04-23	Code
5	SSPVS(+Text)	0.181	No	Progressive Video Summarization via Multimodal S...	2022-01-07	Code
6	SSPVS	0.177	No	Progressive Video Summarization via Multimodal S...	2022-01-07	Code
7	RR-STG	0.162	No	-	-	-
8	PGL-SUM	0.157	No	-	-	Code
9	A2Summ	0.137	No	Align and Attend: Multimodal Summarization with ...	2023-03-13	Code
10	iPTNet	0.134	No	-	-	-
11	CLIP-It	0.108	No	CLIP-It! Language-Guided Video Summarization	2021-07-01	Code
12	VJMHT	0.097	No	Video Joint Modelling Based on Hierarchical Tran...	2021-12-27	Code
13	HMT	0.096	No	Hierarchical Multimodal Transformer to Summarize...	2021-09-22	-
14	RS-SUM	0.08	No	-	-	Code
15	CSNet	0.025	No	Discriminative Feature Learning for Unsupervised...	2018-11-24	Code
16	DR-DSN	0.02	No	Deep Reinforcement Learning for Unsupervised Vid...	2017-12-29	Code

#1DMASumSOTA
0.203
Kendall's Tau· 2020-08-19
Query Twice: Dual Mixture Attention Meta Learning for Video Summarization
#2CSTA
0.194
Kendall's Tau· 2024-05-20
CSTA: CNN-based Spatiotemporal Attention for Video Summarization Code
#3CSTA
0.194
Kendall's Tau· 2024-05-20
CSTA: CNN-based Spatiotemporal Attention for Video Summarization Code
#4MSVA
0.19
Kendall's Tau· 2021-04-23
Supervised Video Summarization via Multiple Feature Sets with Parallel Attention Code
#5SSPVS(+Text)
0.181
Kendall's Tau· 2022-01-07
Progressive Video Summarization via Multimodal Self-supervised Learning Code
#6SSPVS
0.177
Kendall's Tau· 2022-01-07
Progressive Video Summarization via Multimodal Self-supervised Learning Code
#7RR-STG
0.162
Kendall's Tau
No paper
#8PGL-SUM
0.157
Kendall's Tau
No paperCode
#9A2Summ
0.137
Kendall's Tau· 2023-03-13
Align and Attend: Multimodal Summarization with Dual Contrastive Losses Code
#10iPTNet
0.134
Kendall's Tau
No paper
#11CLIP-It
0.108
Kendall's Tau· 2021-07-01
CLIP-It! Language-Guided Video Summarization Code
#12VJMHT
0.097
Kendall's Tau· 2021-12-27
Video Joint Modelling Based on Hierarchical Transformer for Co-summarization Code
#13HMT
0.096
Kendall's Tau· 2021-09-22
Hierarchical Multimodal Transformer to Summarize Videos
#14RS-SUM
0.08
Kendall's Tau
No paperCode
#15CSNetSOTA
0.025
Kendall's Tau· 2018-11-24
Discriminative Feature Learning for Unsupervised Video Summarization Code
#16DR-DSNSOTA
0.02
Kendall's Tau· 2017-12-29
Deep Reinforcement Learning for Unsupervised Video Summarization with Diversity-Representativeness Reward Code