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9.22k
Video > Video Understanding > Temporal Sentence Grounding
Ego4D-Goalstep
DeCafNet-50%
https://arxiv.org/abs/2505.16376v1
R@1,IoU=0.5
17.46
Video > Video Understanding > Temporal Sentence Grounding
Ego4D-Goalstep
DeCafNet-50%
https://arxiv.org/abs/2505.16376v1
R@5,IoU=0.3
47.27
Video > Video Understanding > Temporal Sentence Grounding
Ego4D-Goalstep
DeCafNet-50%
https://arxiv.org/abs/2505.16376v1
R@5,IoU=0.5
40.40
Video > Video Understanding > Temporal Sentence Grounding
Ego4D-Goalstep
VSLNet
https://arxiv.org/abs/2004.13931v2
R@1,IoU=0.3
11.70
Video > Video Understanding > Temporal Sentence Grounding
Charades-STA
DeCafNet
https://arxiv.org/abs/2505.16376v1
R1@0.5
68.79
Video > Video Understanding > Temporal Sentence Grounding
Charades-STA
DeCafNet
https://arxiv.org/abs/2505.16376v1
R1@0.7
47.55
Video > Video Understanding > Temporal Sentence Grounding
Charades-STA
DeCafNet
https://arxiv.org/abs/2505.16376v1
R5@0.7
72.96
Video > Video Understanding > Temporal Sentence Grounding
Charades-STA
DeCafNet
https://arxiv.org/abs/2505.16376v1
R5@0.5
91.53
Video > Video Understanding > Temporal Sentence Grounding
Charades-STA
AdaFocus (Full, MViT-Charades-Pretrain-feature, MMN model)
https://arxiv.org/abs/2311.17118v2
R1@0.5
62.4
Video > Video Understanding > Temporal Sentence Grounding
Charades-STA
AdaFocus (Full, MViT-Charades-Pretrain-feature, MMN model)
https://arxiv.org/abs/2311.17118v2
R1@0.7
38.6
Video > Video Understanding > Temporal Sentence Grounding
Charades-STA
AdaFocus (Full, MViT-Charades-Pretrain-feature, MMN model)
https://arxiv.org/abs/2311.17118v2
R5@0.7
66.4
Video > Video Understanding > Temporal Sentence Grounding
Charades-STA
AdaFocus (Full, MViT-Charades-Pretrain-feature, MMN model)
https://arxiv.org/abs/2311.17118v2
R5@0.5
89.4
Video > Video Understanding > Temporal Sentence Grounding
Charades-STA
AdaFocus (Full, I3D-Charades-Pretrain-feature, MMN model)
https://arxiv.org/abs/2311.17118v2
R1@0.5
56.7
Video > Video Understanding > Temporal Sentence Grounding
Charades-STA
AdaFocus (Full, I3D-Charades-Pretrain-feature, MMN model)
https://arxiv.org/abs/2311.17118v2
R1@0.7
35.6
Video > Video Understanding > Temporal Sentence Grounding
Charades-STA
AdaFocus (Full, I3D-Charades-Pretrain-feature, MMN model)
https://arxiv.org/abs/2311.17118v2
R5@0.7
65.0
Video > Video Understanding > Temporal Sentence Grounding
Charades-STA
AdaFocus (Full, I3D-Charades-Pretrain-feature, MMN model)
https://arxiv.org/abs/2311.17118v2
R5@0.5
87.9
Video > Video Understanding > Temporal Sentence Grounding
Charades-STA
MMN (Full, MViT-K400-Pretrain-feature, evaluated by AdaFocus)
https://arxiv.org/abs/2109.04872v2
R1@0.5
55.2
Video > Video Understanding > Temporal Sentence Grounding
Charades-STA
MMN (Full, MViT-K400-Pretrain-feature, evaluated by AdaFocus)
https://arxiv.org/abs/2109.04872v2
R1@0.7
32.2
Video > Video Understanding > Temporal Sentence Grounding
Charades-STA
MMN (Full, MViT-K400-Pretrain-feature, evaluated by AdaFocus)
https://arxiv.org/abs/2109.04872v2
R5@0.7
62.7
Video > Video Understanding > Temporal Sentence Grounding
Charades-STA
MMN (Full, MViT-K400-Pretrain-feature, evaluated by AdaFocus)
https://arxiv.org/abs/2109.04872v2
R5@0.5
88.3
Video > Video Understanding > Temporal Sentence Grounding
Charades-STA
MMN (Full, I3D-K400-Pretrain-feature, evaluated by AdaFocus)
https://arxiv.org/abs/2109.04872v2
R1@0.5
49.4
Video > Video Understanding > Temporal Sentence Grounding
Charades-STA
MMN (Full, I3D-K400-Pretrain-feature, evaluated by AdaFocus)
https://arxiv.org/abs/2109.04872v2
R1@0.7
29.8
Video > Video Understanding > Temporal Sentence Grounding
Charades-STA
MMN (Full, I3D-K400-Pretrain-feature, evaluated by AdaFocus)
https://arxiv.org/abs/2109.04872v2
R5@0.7
60.5
Video > Video Understanding > Temporal Sentence Grounding
Charades-STA
MMN (Full, I3D-K400-Pretrain-feature, evaluated by AdaFocus)
https://arxiv.org/abs/2109.04872v2
R5@0.5
85.8
Video > Video Understanding > Temporal Sentence Grounding
Charades-STA
AdaFocus (Weak, MViT-Charades-Pretrain-feature, CPL model)
https://arxiv.org/abs/2311.17118v2
R1@0.5
51.7
Video > Video Understanding > Temporal Sentence Grounding
Charades-STA
AdaFocus (Weak, MViT-Charades-Pretrain-feature, CPL model)
https://arxiv.org/abs/2311.17118v2
R1@0.7
23.2
Video > Video Understanding > Temporal Sentence Grounding
Charades-STA
AdaFocus (Weak, MViT-Charades-Pretrain-feature, CPL model)
https://arxiv.org/abs/2311.17118v2
R5@0.7
52.6
Video > Video Understanding > Temporal Sentence Grounding
Charades-STA
AdaFocus (Weak, MViT-Charades-Pretrain-feature, CPL model)
https://arxiv.org/abs/2311.17118v2
R5@0.5
85.2
Video > Video Understanding > Temporal Sentence Grounding
Charades-STA
AdaFocus (Weak, I3D-Charades-Pretrain-feature, CPL model)
https://arxiv.org/abs/2311.17118v2
R1@0.5
49.1
Video > Video Understanding > Temporal Sentence Grounding
Charades-STA
AdaFocus (Weak, I3D-Charades-Pretrain-feature, CPL model)
https://arxiv.org/abs/2311.17118v2
R1@0.7
22.4
Video > Video Understanding > Temporal Sentence Grounding
Charades-STA
AdaFocus (Weak, I3D-Charades-Pretrain-feature, CPL model)
https://arxiv.org/abs/2311.17118v2
R5@0.7
51.8
Video > Video Understanding > Temporal Sentence Grounding
Charades-STA
AdaFocus (Weak, I3D-Charades-Pretrain-feature, CPL model)
https://arxiv.org/abs/2311.17118v2
R5@0.5
84.2
Video > Video Understanding > Temporal Sentence Grounding
Charades-STA
AdaFocus (Semi-weak, MViT-Charades-Pretrain-feature, D3G model)
https://arxiv.org/abs/2311.17118v2
R1@0.5
50.1
Video > Video Understanding > Temporal Sentence Grounding
Charades-STA
AdaFocus (Semi-weak, MViT-Charades-Pretrain-feature, D3G model)
https://arxiv.org/abs/2311.17118v2
R1@0.7
21.8
Video > Video Understanding > Temporal Sentence Grounding
Charades-STA
AdaFocus (Semi-weak, MViT-Charades-Pretrain-feature, D3G model)
https://arxiv.org/abs/2311.17118v2
R5@0.7
54.6
Video > Video Understanding > Temporal Sentence Grounding
Charades-STA
AdaFocus (Semi-weak, MViT-Charades-Pretrain-feature, D3G model)
https://arxiv.org/abs/2311.17118v2
R5@0.5
86.1
Video > Video Understanding > Temporal Sentence Grounding
Charades-STA
CPL (Weak, MViT-K400-Pretrain-feature, evaluated by AdaFocus)
http://openaccess.thecvf.com//content/CVPR2022/html/Zheng_Weakly_Supervised_Temporal_Sentence_Grounding_With_Gaussian-Based_Contrastive_Proposal_Learning_CVPR_2022_paper.html
R1@0.5
47.8
Video > Video Understanding > Temporal Sentence Grounding
Charades-STA
CPL (Weak, MViT-K400-Pretrain-feature, evaluated by AdaFocus)
http://openaccess.thecvf.com//content/CVPR2022/html/Zheng_Weakly_Supervised_Temporal_Sentence_Grounding_With_Gaussian-Based_Contrastive_Proposal_Learning_CVPR_2022_paper.html
R1@0.7
21.8
Video > Video Understanding > Temporal Sentence Grounding
Charades-STA
CPL (Weak, MViT-K400-Pretrain-feature, evaluated by AdaFocus)
http://openaccess.thecvf.com//content/CVPR2022/html/Zheng_Weakly_Supervised_Temporal_Sentence_Grounding_With_Gaussian-Based_Contrastive_Proposal_Learning_CVPR_2022_paper.html
R5@0.7
50.4
Video > Video Understanding > Temporal Sentence Grounding
Charades-STA
CPL (Weak, MViT-K400-Pretrain-feature, evaluated by AdaFocus)
http://openaccess.thecvf.com//content/CVPR2022/html/Zheng_Weakly_Supervised_Temporal_Sentence_Grounding_With_Gaussian-Based_Contrastive_Proposal_Learning_CVPR_2022_paper.html
R5@0.5
84.6
Video > Video Understanding > Temporal Sentence Grounding
Charades-STA
AdaFocus (Semi-weak, I3D-Charades-Pretrain-feature, D3G model)
https://arxiv.org/abs/2311.17118v2
R1@0.5
46.9
Video > Video Understanding > Temporal Sentence Grounding
Charades-STA
AdaFocus (Semi-weak, I3D-Charades-Pretrain-feature, D3G model)
https://arxiv.org/abs/2311.17118v2
R1@0.7
21.1
Video > Video Understanding > Temporal Sentence Grounding
Charades-STA
AdaFocus (Semi-weak, I3D-Charades-Pretrain-feature, D3G model)
https://arxiv.org/abs/2311.17118v2
R5@0.7
49.2
Video > Video Understanding > Temporal Sentence Grounding
Charades-STA
AdaFocus (Semi-weak, I3D-Charades-Pretrain-feature, D3G model)
https://arxiv.org/abs/2311.17118v2
R5@0.5
79.3
Video > Video Understanding > Temporal Sentence Grounding
Charades-STA
D3G (Semi-weak, MViT-K400-Pretrain-feature, evaluated by AdaFocus)
https://arxiv.org/abs/2308.04197v1
R1@0.5
46.0
Video > Video Understanding > Temporal Sentence Grounding
Charades-STA
D3G (Semi-weak, MViT-K400-Pretrain-feature, evaluated by AdaFocus)
https://arxiv.org/abs/2308.04197v1
R1@0.7
20.2
Video > Video Understanding > Temporal Sentence Grounding
Charades-STA
D3G (Semi-weak, MViT-K400-Pretrain-feature, evaluated by AdaFocus)
https://arxiv.org/abs/2308.04197v1
R5@0.7
50.2
Video > Video Understanding > Temporal Sentence Grounding
Charades-STA
D3G (Semi-weak, MViT-K400-Pretrain-feature, evaluated by AdaFocus)
https://arxiv.org/abs/2308.04197v1
R5@0.5
83.1
Video > Video Understanding > Temporal Sentence Grounding
Charades-STA
D3G (Semi-weak, I3D-K400-Pretrain-feature, evaluated by AdaFocus)
https://arxiv.org/abs/2308.04197v1
R1@0.5
41.7
Video > Video Understanding > Temporal Sentence Grounding
Charades-STA
D3G (Semi-weak, I3D-K400-Pretrain-feature, evaluated by AdaFocus)
https://arxiv.org/abs/2308.04197v1
R1@0.7
18.8
Video > Video Understanding > Temporal Sentence Grounding
Charades-STA
D3G (Semi-weak, I3D-K400-Pretrain-feature, evaluated by AdaFocus)
https://arxiv.org/abs/2308.04197v1
R5@0.7
48.0
Video > Video Understanding > Temporal Sentence Grounding
Charades-STA
D3G (Semi-weak, I3D-K400-Pretrain-feature, evaluated by AdaFocus)
https://arxiv.org/abs/2308.04197v1
R5@0.5
78.2
Video > Video Understanding > Temporal Sentence Grounding
Charades-STA
CPL (Weak, I3D-K400-Pretrain-feature, evaluated by AdaFocus)
http://openaccess.thecvf.com//content/CVPR2022/html/Zheng_Weakly_Supervised_Temporal_Sentence_Grounding_With_Gaussian-Based_Contrastive_Proposal_Learning_CVPR_2022_paper.html
R1@0.5
39.6
Video > Video Understanding > Temporal Sentence Grounding
Charades-STA
CPL (Weak, I3D-K400-Pretrain-feature, evaluated by AdaFocus)
http://openaccess.thecvf.com//content/CVPR2022/html/Zheng_Weakly_Supervised_Temporal_Sentence_Grounding_With_Gaussian-Based_Contrastive_Proposal_Learning_CVPR_2022_paper.html
R1@0.7
18.6
Video > Video Understanding > Temporal Sentence Grounding
Charades-STA
CPL (Weak, I3D-K400-Pretrain-feature, evaluated by AdaFocus)
http://openaccess.thecvf.com//content/CVPR2022/html/Zheng_Weakly_Supervised_Temporal_Sentence_Grounding_With_Gaussian-Based_Contrastive_Proposal_Learning_CVPR_2022_paper.html
R5@0.7
49.2
Video > Video Understanding > Temporal Sentence Grounding
Charades-STA
CPL (Weak, I3D-K400-Pretrain-feature, evaluated by AdaFocus)
http://openaccess.thecvf.com//content/CVPR2022/html/Zheng_Weakly_Supervised_Temporal_Sentence_Grounding_With_Gaussian-Based_Contrastive_Proposal_Learning_CVPR_2022_paper.html
R5@0.5
81.4
Video > Video Understanding > Causal Discovery in Video Reasoning
MECD
VGCM
https://arxiv.org/abs/2409.17647v4
Accuracy
71.20
Video > Video Understanding > Causal Discovery in Video Reasoning
MECD
VGCM
https://arxiv.org/abs/2409.17647v4
Ave SHD
4.19
Video > Video Understanding > Long-video Activity Recognition
Breakfast
AdaFocus (MViT-Breakfast-Pretrain-feature, GHRM)
https://arxiv.org/abs/2311.17118v2
mAP
79.5
Video > Video Understanding > Long-video Activity Recognition
Breakfast
AdaFocus (MViT-Breakfast-Pretrain-feature, Timeception)
https://arxiv.org/abs/2311.17118v2
mAP
79.2
Video > Video Understanding > Long-video Activity Recognition
Breakfast
AdaFocus (I3D-Breakfast-Pretrain-feature, Timeception)
https://arxiv.org/abs/2311.17118v2
mAP
70.4
Video > Video Understanding > Long-video Activity Recognition
Breakfast
AdaFocus (I3D-Breakfast-Pretrain-feature, GHRM)
https://arxiv.org/abs/2311.17118v2
mAP
69.6
Video > Video Understanding > Long-video Activity Recognition
Breakfast
GHRM (I3D-K400-Pretrain-feature)
http://openaccess.thecvf.com//content/CVPR2021/html/Zhou_Graph-Based_High-Order_Relation_Modeling_for_Long-Term_Action_Recognition_CVPR_2021_paper.html
mAP
65.86
Video > Video Understanding > Long-video Activity Recognition
Breakfast
VideoGraph (I3D-K400-Pretrain-feature)
https://arxiv.org/abs/1905.05143v2
mAP
63.14
Video > Video Understanding > Long-video Activity Recognition
Breakfast
Timeception (I3D-K400-Pretrain-feature)
http://arxiv.org/abs/1812.01289v2
mAP
61.82
Video > Video Understanding > Long-video Activity Recognition
Breakfast
ActionVlad (I3D-K400-Pretrain-feature)
http://arxiv.org/abs/1704.02895v1
mAP
60.20
Video > Temporal Action Localization
HACS
RDFA-S6 (InternVideo2-6B)
https://arxiv.org/abs/2407.13078v1
Average-mAP
45.8
Video > Temporal Action Localization
HACS
RDFA-S6 (InternVideo2-6B)
https://arxiv.org/abs/2407.13078v1
mAP@0.5
66.4
Video > Temporal Action Localization
HACS
RDFA-S6 (InternVideo2-6B)
https://arxiv.org/abs/2407.13078v1
mAP@0.75
47.2
Video > Temporal Action Localization
HACS
RDFA-S6 (InternVideo2-6B)
https://arxiv.org/abs/2407.13078v1
mAP@0.95
14.3
Video > Temporal Action Localization
HACS
ActionMamba(InternVideo2-6B)
https://arxiv.org/abs/2403.09626v1
Average-mAP
44.56
Video > Temporal Action Localization
HACS
ActionMamba(InternVideo2-6B)
https://arxiv.org/abs/2403.09626v1
mAP@0.5
64.02
Video > Temporal Action Localization
HACS
ActionMamba(InternVideo2-6B)
https://arxiv.org/abs/2403.09626v1
mAP@0.75
45.71
Video > Temporal Action Localization
HACS
ActionMamba(InternVideo2-6B)
https://arxiv.org/abs/2403.09626v1
mAP@0.95
13.34
Video > Temporal Action Localization
HACS
DyFADet(VideoMAEv2)
https://arxiv.org/abs/2407.03197v1
Average-mAP
44.3
Video > Temporal Action Localization
HACS
DyFADet(VideoMAEv2)
https://arxiv.org/abs/2407.03197v1
mAP@0.5
64.0
Video > Temporal Action Localization
HACS
DyFADet(VideoMAEv2)
https://arxiv.org/abs/2407.03197v1
mAP@0.75
44.8
Video > Temporal Action Localization
HACS
DyFADet(VideoMAEv2)
https://arxiv.org/abs/2407.03197v1
mAP@0.95
14.1
Video > Temporal Action Localization
HACS
InternVideo2-6B
https://arxiv.org/abs/2403.15377v4
Average-mAP
43.3
Video > Temporal Action Localization
HACS
TriDet (VideoMAEv2)
https://arxiv.org/abs/2309.05590v1
Average-mAP
43.1
Video > Temporal Action Localization
HACS
TriDet (VideoMAEv2)
https://arxiv.org/abs/2309.05590v1
mAP@0.5
62.4
Video > Temporal Action Localization
HACS
TriDet (VideoMAEv2)
https://arxiv.org/abs/2309.05590v1
mAP@0.75
44.1
Video > Temporal Action Localization
HACS
TriDet (VideoMAEv2)
https://arxiv.org/abs/2309.05590v1
mAP@0.95
13.1
Video > Temporal Action Localization
HACS
InternVideo2-1B
https://arxiv.org/abs/2403.15377v4
Average-mAP
42.4
Video > Temporal Action Localization
HACS
InternVideo
https://arxiv.org/abs/2212.03191v2
Average-mAP
41.55
Video > Temporal Action Localization
HACS
TriDet (SlowFast)
https://arxiv.org/abs/2303.07347v2
Average-mAP
38.6
Video > Temporal Action Localization
HACS
TriDet (SlowFast)
https://arxiv.org/abs/2303.07347v2
mAP@0.5
56.7
Video > Temporal Action Localization
HACS
TriDet (SlowFast)
https://arxiv.org/abs/2303.07347v2
mAP@0.75
39.3
Video > Temporal Action Localization
HACS
TriDet (SlowFast)
https://arxiv.org/abs/2303.07347v2
mAP@0.95
11.7
Video > Temporal Action Localization
HACS
TriDet (I3D RGB)
https://arxiv.org/abs/2303.07347v2
Average-mAP
36.8
Video > Temporal Action Localization
HACS
TriDet (I3D RGB)
https://arxiv.org/abs/2303.07347v2
mAP@0.5
54.5
Video > Temporal Action Localization
HACS
TriDet (I3D RGB)
https://arxiv.org/abs/2303.07347v2
mAP@0.75
36.8
Video > Temporal Action Localization
HACS
TriDet (I3D RGB)
https://arxiv.org/abs/2303.07347v2
mAP@0.95
11.5
Video > Temporal Action Localization
HACS
TadTr (I3D RGB)
https://arxiv.org/abs/2106.10271v4
Average-mAP
32.09
Video > Temporal Action Localization
HACS
TadTr (I3D RGB)
https://arxiv.org/abs/2106.10271v4
mAP@0.5
47.14
Video > Temporal Action Localization
HACS
TadTr (I3D RGB)
https://arxiv.org/abs/2106.10271v4
mAP@0.75
32.11
Video > Temporal Action Localization
HACS
TadTr (I3D RGB)
https://arxiv.org/abs/2106.10271v4
mAP@0.95
10.94
Video > Temporal Action Localization
HACS
LoFi+G-TAD (RGB, RN18)
http://proceedings.neurips.cc/paper/2021/hash/522a9ae9a99880d39e5daec35375e999-Abstract.html
Average-mAP
24.64
Video > Temporal Action Localization
HACS
LoFi+G-TAD (RGB, RN18)
http://proceedings.neurips.cc/paper/2021/hash/522a9ae9a99880d39e5daec35375e999-Abstract.html
mAP@0.5
37.78
Video > Temporal Action Localization
HACS
LoFi+G-TAD (RGB, RN18)
http://proceedings.neurips.cc/paper/2021/hash/522a9ae9a99880d39e5daec35375e999-Abstract.html
mAP@0.75
24.40