Video Understanding on Charades-STA

Metric: R1@0.7 (higher is better)

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Results

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#	Model↕	R1@0.7▼	Extra Data	Paper	Date↕	Code
1	DeCafNet	47.55	No	DeCafNet: Delegate and Conquer for Efficient Tem...	2025-05-22	Code
2	AdaFocus (Full, MViT-Charades-Pretrain-feature, MMN model)	38.6	No	Towards Weakly Supervised End-to-end Learning fo...	2023-11-28	-
3	AdaFocus (Full, I3D-Charades-Pretrain-feature, MMN model)	35.6	No	Towards Weakly Supervised End-to-end Learning fo...	2023-11-28	-
4	MMN (Full, MViT-K400-Pretrain-feature, evaluated by AdaFocus)	32.2	No	Negative Sample Matters: A Renaissance of Metric...	2021-09-10	Code
5	MMN (Full, I3D-K400-Pretrain-feature, evaluated by AdaFocus)	29.8	No	Negative Sample Matters: A Renaissance of Metric...	2021-09-10	Code
6	AdaFocus (Weak, MViT-Charades-Pretrain-feature, CPL model)	23.2	No	Towards Weakly Supervised End-to-end Learning fo...	2023-11-28	-
7	AdaFocus (Weak, I3D-Charades-Pretrain-feature, CPL model)	22.4	No	Towards Weakly Supervised End-to-end Learning fo...	2023-11-28	-
8	AdaFocus (Semi-weak, MViT-Charades-Pretrain-feature, D3G model)	21.8	No	Towards Weakly Supervised End-to-end Learning fo...	2023-11-28	-
9	CPL (Weak, MViT-K400-Pretrain-feature, evaluated by AdaFocus)	21.8	No	-	-	Code
10	AdaFocus (Semi-weak, I3D-Charades-Pretrain-feature, D3G model)	21.1	No	Towards Weakly Supervised End-to-end Learning fo...	2023-11-28	-
11	D3G (Semi-weak, MViT-K400-Pretrain-feature, evaluated by AdaFocus)	20.2	No	D3G: Exploring Gaussian Prior for Temporal Sente...	2023-08-08	Code
12	D3G (Semi-weak, I3D-K400-Pretrain-feature, evaluated by AdaFocus)	18.8	No	D3G: Exploring Gaussian Prior for Temporal Sente...	2023-08-08	Code
13	CPL (Weak, I3D-K400-Pretrain-feature, evaluated by AdaFocus)	18.6	No	-	-	Code

#1DeCafNetSOTA
47.55
R1@0.7· 2025-05-22
DeCafNet: Delegate and Conquer for Efficient Temporal Grounding in Long Videos Code
#2AdaFocus (Full, MViT-Charades-Pretrain-feature, MMN model)SOTA
38.6
R1@0.7· 2023-11-28
Towards Weakly Supervised End-to-end Learning for Long-video Action Recognition
#3AdaFocus (Full, I3D-Charades-Pretrain-feature, MMN model)
35.6
R1@0.7· 2023-11-28
Towards Weakly Supervised End-to-end Learning for Long-video Action Recognition
#4MMN (Full, MViT-K400-Pretrain-feature, evaluated by AdaFocus)SOTA
32.2
R1@0.7· 2021-09-10
Negative Sample Matters: A Renaissance of Metric Learning for Temporal Grounding Code
#5MMN (Full, I3D-K400-Pretrain-feature, evaluated by AdaFocus)
29.8
R1@0.7· 2021-09-10
Negative Sample Matters: A Renaissance of Metric Learning for Temporal Grounding Code
#6AdaFocus (Weak, MViT-Charades-Pretrain-feature, CPL model)
23.2
R1@0.7· 2023-11-28
Towards Weakly Supervised End-to-end Learning for Long-video Action Recognition
#7AdaFocus (Weak, I3D-Charades-Pretrain-feature, CPL model)
22.4
R1@0.7· 2023-11-28
Towards Weakly Supervised End-to-end Learning for Long-video Action Recognition
#8AdaFocus (Semi-weak, MViT-Charades-Pretrain-feature, D3G model)
21.8
R1@0.7· 2023-11-28
Towards Weakly Supervised End-to-end Learning for Long-video Action Recognition
#9CPL (Weak, MViT-K400-Pretrain-feature, evaluated by AdaFocus)
21.8
R1@0.7
No paperCode
#10AdaFocus (Semi-weak, I3D-Charades-Pretrain-feature, D3G model)
21.1
R1@0.7· 2023-11-28
Towards Weakly Supervised End-to-end Learning for Long-video Action Recognition
#11D3G (Semi-weak, MViT-K400-Pretrain-feature, evaluated by AdaFocus)
20.2
R1@0.7· 2023-08-08
D3G: Exploring Gaussian Prior for Temporal Sentence Grounding with Glance Annotation Code
#12D3G (Semi-weak, I3D-K400-Pretrain-feature, evaluated by AdaFocus)
18.8
R1@0.7· 2023-08-08
D3G: Exploring Gaussian Prior for Temporal Sentence Grounding with Glance Annotation Code
#13CPL (Weak, I3D-K400-Pretrain-feature, evaluated by AdaFocus)
18.6
R1@0.7
No paperCode