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Models/TempAgg

TempAgg

Reported on 31 benchmarks across 5 tasks · 2 papers · 15 SOTA

Note: results are matched by exact model name. Different papers may use the same name for different model variants.

Computer Vision10 results

Action AnticipationonAssembly101
Actions Recall@5· 2020-06-01
8.53
best: 12.07 (Goal Consistency)
SOTA
Temporal Aggregate Representations for Long-Range Video Understanding arXiv:2006.00830
Action AnticipationonAssembly101
Objects Recall@5· 2020-06-01
26.27
best: 28.38 (Goal Consistency)
SOTA
Temporal Aggregate Representations for Long-Range Video Understanding arXiv:2006.00830
Action AnticipationonAssembly101
Verbs Recall@5· 2020-06-01
59.11
best: 60.04 (Goal Consistency)
SOTA
Temporal Aggregate Representations for Long-Range Video Understanding arXiv:2006.00830
Action Recognition In VideosonAssembly101
Actions Recall@5· 2020-06-01
8.53
best: 12.07 (Goal Consistency)
SOTA
Temporal Aggregate Representations for Long-Range Video Understanding arXiv:2006.00830
Action Recognition In VideosonAssembly101
Objects Recall@5· 2020-06-01
26.27
best: 28.38 (Goal Consistency)
SOTA
Temporal Aggregate Representations for Long-Range Video Understanding arXiv:2006.00830
Action Recognition In VideosonAssembly101
Verbs Recall@5· 2020-06-01
59.11
best: 60.04 (Goal Consistency)
SOTA
Temporal Aggregate Representations for Long-Range Video Understanding arXiv:2006.00830
Action AnticipationonEPIC-KITCHENS-100 (test)
recall@5· 2021-06-06
12.6
best: 23.75 (InAViT)
Technical Report: Temporal Aggregate Representations arXiv:2106.03152
Action AnticipationonEPIC-KITCHENS-100
Recall@5· 2021-06-06
14.73
best: 27.6 (PlausiVL)
Technical Report: Temporal Aggregate Representations arXiv:2106.03152
Action Recognition In VideosonEPIC-KITCHENS-100 (test)
recall@5· 2021-06-06
12.6
best: 23.75 (InAViT)
Technical Report: Temporal Aggregate Representations arXiv:2106.03152
Action Recognition In VideosonEPIC-KITCHENS-100
Recall@5· 2021-06-06
14.73
best: 27.6 (PlausiVL)
Technical Report: Temporal Aggregate Representations arXiv:2106.03152

Robots8 results

Activity RecognitiononAssembly101
Actions Recall@5· 2020-06-01
8.53
best: 12.07 (Goal Consistency)
SOTA
Temporal Aggregate Representations for Long-Range Video Understanding arXiv:2006.00830
Activity RecognitiononAssembly101
Objects Recall@5· 2020-06-01
26.27
best: 28.38 (Goal Consistency)
SOTA
Temporal Aggregate Representations for Long-Range Video Understanding arXiv:2006.00830
Activity RecognitiononAssembly101
Verbs Recall@5· 2020-06-01
59.11
best: 60.04 (Goal Consistency)
SOTA
Temporal Aggregate Representations for Long-Range Video Understanding arXiv:2006.00830
Activity RecognitiononEPIC-KITCHENS-100
Action@1· 2021-06-06
45.26
best: 58.3 (LLaVAction)
Technical Report: Temporal Aggregate Representations arXiv:2106.03152
Activity RecognitiononEPIC-KITCHENS-100
Noun@1· 2021-06-06
53.35
best: 69 (LLaVAction)
Technical Report: Temporal Aggregate Representations arXiv:2106.03152
Activity RecognitiononEPIC-KITCHENS-100
Verb@1· 2021-06-06
66
best: 76.2 (TIM)
Technical Report: Temporal Aggregate Representations arXiv:2106.03152
Activity RecognitiononEPIC-KITCHENS-100 (test)
recall@5· 2021-06-06
12.6
best: 23.75 (InAViT)
Technical Report: Temporal Aggregate Representations arXiv:2106.03152
Activity RecognitiononEPIC-KITCHENS-100
Recall@5· 2021-06-06
14.73
best: 27.6 (PlausiVL)
Technical Report: Temporal Aggregate Representations arXiv:2106.03152

Time Series8 results

Action RecognitiononAssembly101
Actions Recall@5· 2020-06-01
8.53
best: 12.07 (Goal Consistency)
SOTA
Temporal Aggregate Representations for Long-Range Video Understanding arXiv:2006.00830
Action RecognitiononAssembly101
Objects Recall@5· 2020-06-01
26.27
best: 28.38 (Goal Consistency)
SOTA
Temporal Aggregate Representations for Long-Range Video Understanding arXiv:2006.00830
Action RecognitiononAssembly101
Verbs Recall@5· 2020-06-01
59.11
best: 60.04 (Goal Consistency)
SOTA
Temporal Aggregate Representations for Long-Range Video Understanding arXiv:2006.00830
Action RecognitiononEPIC-KITCHENS-100
Action@1· 2021-06-06
45.26
best: 58.3 (LLaVAction)
Technical Report: Temporal Aggregate Representations arXiv:2106.03152
Action RecognitiononEPIC-KITCHENS-100
Noun@1· 2021-06-06
53.35
best: 69 (LLaVAction)
Technical Report: Temporal Aggregate Representations arXiv:2106.03152
Action RecognitiononEPIC-KITCHENS-100
Verb@1· 2021-06-06
66
best: 76.2 (TIM)
Technical Report: Temporal Aggregate Representations arXiv:2106.03152
Action RecognitiononEPIC-KITCHENS-100 (test)
recall@5· 2021-06-06
12.6
best: 23.75 (InAViT)
Technical Report: Temporal Aggregate Representations arXiv:2106.03152
Action RecognitiononEPIC-KITCHENS-100
Recall@5· 2021-06-06
14.73
best: 27.6 (PlausiVL)
Technical Report: Temporal Aggregate Representations arXiv:2106.03152

Knowledge Base5 results

2D Human Pose EstimationonAssembly101
Actions Recall@5· 2020-06-01
8.53
best: 12.07 (Goal Consistency)
SOTA
Temporal Aggregate Representations for Long-Range Video Understanding arXiv:2006.00830
2D Human Pose EstimationonAssembly101
Objects Recall@5· 2020-06-01
26.27
best: 28.38 (Goal Consistency)
SOTA
Temporal Aggregate Representations for Long-Range Video Understanding arXiv:2006.00830
2D Human Pose EstimationonAssembly101
Verbs Recall@5· 2020-06-01
59.11
best: 60.04 (Goal Consistency)
SOTA
Temporal Aggregate Representations for Long-Range Video Understanding arXiv:2006.00830
2D Human Pose EstimationonEPIC-KITCHENS-100 (test)
recall@5· 2021-06-06
12.6
best: 23.75 (InAViT)
Technical Report: Temporal Aggregate Representations arXiv:2106.03152
2D Human Pose EstimationonEPIC-KITCHENS-100
Recall@5· 2021-06-06
14.73
best: 27.6 (PlausiVL)
Technical Report: Temporal Aggregate Representations arXiv:2106.03152