Video on SumMe

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

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#	Model↕	F1-score (Canonical)▼	Extra Data	Paper	Date↕	Code
1	PGL-SUM (maximum learning capacity)	57.1	No	-	-	Code
2	PGL-SUM	55.6	No	-	-	Code
3	PGL-SUM	55.6	No	-	-	Code
4	A2Summ	55	No	Align and Attend: Multimodal Summarization with ...	2023-03-13	Code
5	RR-STG	54.5	No	-	-	-
6	iPTNet	54.5	Yes	-	-	-
7	DMASum	54.3	No	Query Twice: Dual Mixture Attention Meta Learnin...	2020-08-19	-
8	CLIP-It	54.2	No	CLIP-It! Language-Guided Video Summarization	2021-07-01	Code
9	RR-STG	53.4	No	-	-	-
10	MSVA	53.4	No	Supervised Video Summarization via Multiple Feat...	2021-04-23	Code
11	DSNet	53	No	-	-	Code
12	MC-VSA [DBLP:journals/corr/abs-2006-01410]	51.6	No	Supervised Video Summarization via Multiple Feat...	2021-04-23	Code
13	SSPVS(+Text)	50.7	No	Progressive Video Summarization via Multimodal S...	2022-01-07	Code
14	VJMHT	50.6	No	Video Joint Modelling Based on Hierarchical Tran...	2021-12-27	Code
15	DSNet	50.2	No	-	-	Code
16	VASNet	49.71	No	Summarizing Videos with Attention	2018-12-05	Code
17	SSPVS	48.7	No	Progressive Video Summarization via Multimodal S...	2022-01-07	Code
18	CSNet	48.6	No	Discriminative Feature Learning for Unsupervised...	2018-11-24	Code
19	VASNet [DBLP:conf/accv/FajtlSAMR18]	48	No	Supervised Video Summarization via Multiple Feat...	2021-04-23	Code
20	re-SEQ2SEQ [DBLP:conf/eccv/ZhangGS18]	44.9	No	Supervised Video Summarization via Multiple Feat...	2021-04-23	Code
21	M-AVS	44.4	No	Video Summarization with Attention-Based Encoder...	2017-08-31	-
22	M-AVS [DBLP:journals/corr/abs-1708-09545]	44.4	No	Supervised Video Summarization via Multiple Feat...	2021-04-23	Code
23	HMT	44.1	No	Hierarchical Multimodal Transformer to Summarize...	2021-09-22	-
24	MAVS [DBLP:conf/mm/FengLKZ18]	43.1	No	Supervised Video Summarization via Multiple Feat...	2021-04-23	Code
25	DR-DSN	42.1	No	Deep Reinforcement Learning for Unsupervised Vid...	2017-12-29	Code