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