Video Summarization on SumMe

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

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#	Model↕	F1-score (Augmented)▼	Extra Data	Paper	Date↕	Code
1	iPTNet	56.9	Yes	-	-	-
2	CLIP-It	56.4	No	CLIP-It! Language-Guided Video Summarization	2021-07-01	Code
3	RR-STG	55.3	No	-	-	-
4	RR-STG	54.8	No	-	-	-
5	DSNet	53.3	No	-	-	Code
6	VJMHT	51.7	No	Video Joint Modelling Based on Hierarchical Tran...	2021-12-27	Code
7	VASNet	51.09	No	Summarizing Videos with Attention	2018-12-05	Code
8	DSNet	50.7	No	-	-	Code
9	SSPVS	50.4	No	Progressive Video Summarization via Multimodal S...	2022-01-07	Code
10	CSNet	48.7	No	Discriminative Feature Learning for Unsupervised...	2018-11-24	Code
11	M-AVS	46.1	No	Video Summarization with Attention-Based Encoder...	2017-08-31	-
12	HMT	44.8	No	Hierarchical Multimodal Transformer to Summarize...	2021-09-22	-
13	DR-DSN	43.9	No	Deep Reinforcement Learning for Unsupervised Vid...	2017-12-29	Code

#1iPTNet
56.9
F1-score (Augmented)· Extra Data
No paper
#2CLIP-ItSOTA
56.4
F1-score (Augmented)· 2021-07-01
CLIP-It! Language-Guided Video Summarization Code
#3RR-STG
55.3
F1-score (Augmented)
No paper
#4RR-STG
54.8
F1-score (Augmented)
No paper
#5DSNet
53.3
F1-score (Augmented)
No paperCode
#6VJMHT
51.7
F1-score (Augmented)· 2021-12-27
Video Joint Modelling Based on Hierarchical Transformer for Co-summarization Code
#7VASNetSOTA
51.09
F1-score (Augmented)· 2018-12-05
Summarizing Videos with Attention Code
#8DSNet
50.7
F1-score (Augmented)
No paperCode
#9SSPVS
50.4
F1-score (Augmented)· 2022-01-07
Progressive Video Summarization via Multimodal Self-supervised Learning Code
#10CSNetSOTA
48.7
F1-score (Augmented)· 2018-11-24
Discriminative Feature Learning for Unsupervised Video Summarization Code
#11M-AVSSOTA
46.1
F1-score (Augmented)· 2017-08-31
Video Summarization with Attention-Based Encoder-Decoder Networks
#12HMT
44.8
F1-score (Augmented)· 2021-09-22
Hierarchical Multimodal Transformer to Summarize Videos
#13DR-DSN
43.9
F1-score (Augmented)· 2017-12-29
Deep Reinforcement Learning for Unsupervised Video Summarization with Diversity-Representativeness Reward Code