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9.22k
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 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 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 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 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 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 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 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 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 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 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 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 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 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 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 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 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 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 Understanding > Causal Discovery in Video Reasoning
MECD
VGCM
https://arxiv.org/abs/2409.17647v4
Accuracy
71.20
Video Understanding > Causal Discovery in Video Reasoning
MECD
VGCM
https://arxiv.org/abs/2409.17647v4
Ave SHD
4.19
Video Understanding > Long-video Activity Recognition
Breakfast
AdaFocus (MViT-Breakfast-Pretrain-feature, GHRM)
https://arxiv.org/abs/2311.17118v2
mAP
79.5
Video Understanding > Long-video Activity Recognition
Breakfast
AdaFocus (MViT-Breakfast-Pretrain-feature, Timeception)
https://arxiv.org/abs/2311.17118v2
mAP
79.2
Video Understanding > Long-video Activity Recognition
Breakfast
AdaFocus (I3D-Breakfast-Pretrain-feature, Timeception)
https://arxiv.org/abs/2311.17118v2
mAP
70.4
Video Understanding > Long-video Activity Recognition
Breakfast
AdaFocus (I3D-Breakfast-Pretrain-feature, GHRM)
https://arxiv.org/abs/2311.17118v2
mAP
69.6
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 Understanding > Long-video Activity Recognition
Breakfast
VideoGraph (I3D-K400-Pretrain-feature)
https://arxiv.org/abs/1905.05143v2
mAP
63.14
Video Understanding > Long-video Activity Recognition
Breakfast
Timeception (I3D-K400-Pretrain-feature)
http://arxiv.org/abs/1812.01289v2
mAP
61.82
Video Understanding > Long-video Activity Recognition
Breakfast
ActionVlad (I3D-K400-Pretrain-feature)
http://arxiv.org/abs/1704.02895v1
mAP
60.20
Hypernym Discovery
General
CRIM
https://aclanthology.org/S18-1116
MAP
19.78
Hypernym Discovery
General
CRIM
https://aclanthology.org/S18-1116
MRR
36.10
Hypernym Discovery
General
CRIM
https://aclanthology.org/S18-1116
P@5
19.03
Hypernym Discovery
General
vTE
https://aclanthology.org/D16-1041
MAP
10.60
Hypernym Discovery
General
vTE
https://aclanthology.org/D16-1041
MRR
23.83
Hypernym Discovery
General
vTE
https://aclanthology.org/D16-1041
P@5
9.91
Hypernym Discovery
General
NLP_HZ
https://aclanthology.org/S18-1148
MAP
9.37
Hypernym Discovery
General
NLP_HZ
https://aclanthology.org/S18-1148
MRR
17.29
Hypernym Discovery
General
NLP_HZ
https://aclanthology.org/S18-1148
P@5
9.19
Hypernym Discovery
General
300-sparsans
https://aclanthology.org/S18-1152
MAP
8.95
Hypernym Discovery
General
300-sparsans
https://aclanthology.org/S18-1152
MRR
19.44
Hypernym Discovery
General
300-sparsans
https://aclanthology.org/S18-1152
P@5
8.63
Hypernym Discovery
General
MFH
null
MAP
8.77
Hypernym Discovery
General
MFH
null
MRR
21.39
Hypernym Discovery
General
MFH
null
P@5
7.81
Hypernym Discovery
General
SJTU BCMI
http://arxiv.org/abs/1805.10465v1
MAP
5.77
Hypernym Discovery
General
SJTU BCMI
http://arxiv.org/abs/1805.10465v1
MRR
10.56
Hypernym Discovery
General
SJTU BCMI
http://arxiv.org/abs/1805.10465v1
P@5
5.96
Hypernym Discovery
General
Apollo
https://aclanthology.org/S18-1146
MAP
2.68
Hypernym Discovery
General
Apollo
https://aclanthology.org/S18-1146
MRR
6.01
Hypernym Discovery
General
Apollo
https://aclanthology.org/S18-1146
P@5
2.69
Hypernym Discovery
General
balAPInc
http://arxiv.org/abs/1612.04460v2
MAP
1.36
Hypernym Discovery
General
balAPInc
http://arxiv.org/abs/1612.04460v2
MRR
3.18
Hypernym Discovery
General
balAPInc
http://arxiv.org/abs/1612.04460v2
P@5
1.30
Hypernym Discovery
Music domain
CRIM
https://aclanthology.org/S18-1116
MAP
40.97
Hypernym Discovery
Music domain
CRIM
https://aclanthology.org/S18-1116
MRR
60.93
Hypernym Discovery
Music domain
CRIM
https://aclanthology.org/S18-1116
P@5
41.31
Hypernym Discovery
Music domain
MFH
null
MAP
33.32
Hypernym Discovery
Music domain
MFH
null
MRR
51.48
Hypernym Discovery
Music domain
MFH
null
P@5
35.76
Hypernym Discovery
Music domain
300-sparsans
https://aclanthology.org/S18-1152
MAP
29.54
Hypernym Discovery
Music domain
300-sparsans
https://aclanthology.org/S18-1152
MRR
46.43
Hypernym Discovery
Music domain
300-sparsans
https://aclanthology.org/S18-1152
P@5
28.86
Hypernym Discovery
Music domain
vTE
https://aclanthology.org/D16-1041
MAP
12.99
Hypernym Discovery
Music domain
vTE
https://aclanthology.org/D16-1041
MRR
39.36
Hypernym Discovery
Music domain
vTE
https://aclanthology.org/D16-1041
P@5
12.41
Hypernym Discovery
Music domain
SJTU BCMI
http://arxiv.org/abs/1805.10465v1
MAP
4.71
Hypernym Discovery
Music domain
SJTU BCMI
http://arxiv.org/abs/1805.10465v1
MRR
9.15
Hypernym Discovery
Music domain
SJTU BCMI
http://arxiv.org/abs/1805.10465v1
P@5
4.91
Hypernym Discovery
Music domain
ADAPT
https://aclanthology.org/S18-1151
MAP
2.63
Hypernym Discovery
Music domain
ADAPT
https://aclanthology.org/S18-1151
MRR
7.46
Hypernym Discovery
Music domain
ADAPT
https://aclanthology.org/S18-1151
P@5
2.64
Hypernym Discovery
Music domain
balAPInc
http://arxiv.org/abs/1612.04460v2
MAP
1.95
Hypernym Discovery
Music domain
balAPInc
http://arxiv.org/abs/1612.04460v2
MRR
5.01
Hypernym Discovery
Music domain
balAPInc
http://arxiv.org/abs/1612.04460v2
P@5
2.15
Hypernym Discovery
Medical domain
CRIM
https://aclanthology.org/S18-1116
MAP
34.05
Hypernym Discovery
Medical domain
CRIM
https://aclanthology.org/S18-1116
MRR
54.64
Hypernym Discovery
Medical domain
CRIM
https://aclanthology.org/S18-1116
P@5
36.77
Hypernym Discovery
Medical domain
MFH
null
MAP
28.93
Hypernym Discovery
Medical domain
MFH
null
MRR
35.80
Hypernym Discovery
Medical domain
MFH
null
P@5
34.20
Hypernym Discovery
Medical domain
300-sparsans
https://aclanthology.org/S18-1152
MAP
20.75
Hypernym Discovery
Medical domain
300-sparsans
https://aclanthology.org/S18-1152
MRR
40.60
Hypernym Discovery
Medical domain
300-sparsans
https://aclanthology.org/S18-1152
P@5
21.43
Hypernym Discovery
Medical domain
vTE
https://aclanthology.org/D16-1041
MAP
18.84
Hypernym Discovery
Medical domain
vTE
https://aclanthology.org/D16-1041
MRR
41.07
Hypernym Discovery
Medical domain
vTE
https://aclanthology.org/D16-1041
P@5
20.71
Hypernym Discovery
Medical domain
EXPR
https://aclanthology.org/S18-1150
MAP
13.77
Hypernym Discovery
Medical domain
EXPR
https://aclanthology.org/S18-1150
MRR
40.76
Hypernym Discovery
Medical domain
EXPR
https://aclanthology.org/S18-1150
P@5
12.76
Hypernym Discovery
Medical domain
SJTU BCMI
http://arxiv.org/abs/1805.10465v1
MAP
11.69
Hypernym Discovery
Medical domain
SJTU BCMI
http://arxiv.org/abs/1805.10465v1
MRR
25.95
Hypernym Discovery
Medical domain
SJTU BCMI
http://arxiv.org/abs/1805.10465v1
P@5
11.69
Hypernym Discovery
Medical domain
ADAPT
https://aclanthology.org/S18-1151
MAP
8.13
Hypernym Discovery
Medical domain
ADAPT
https://aclanthology.org/S18-1151
MRR
20.56
Hypernym Discovery
Medical domain
ADAPT
https://aclanthology.org/S18-1151
P@5
8.32
Hypernym Discovery
Medical domain
balAPInc
http://arxiv.org/abs/1612.04460v2
MAP
0.91
Hypernym Discovery
Medical domain
balAPInc
http://arxiv.org/abs/1612.04460v2
MRR
2.10
Hypernym Discovery
Medical domain
balAPInc
http://arxiv.org/abs/1612.04460v2
P@5
1.08
Stochastic Optimization
CIFAR-10 ResNet-18 - 200 Epochs
SGD - cosine LR schedule
https://arxiv.org/abs/2206.13424v3
Accuracy
95.55
Stochastic Optimization
CIFAR-10 ResNet-18 - 200 Epochs
Lookahead
https://arxiv.org/abs/1907.08610v2
Accuracy
95.27
Stochastic Optimization
CIFAR-10 ResNet-18 - 200 Epochs
SGD
https://arxiv.org/abs/1907.08610v2
Accuracy
95.23