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Models/TAdaFormer-L/14

TAdaFormer-L/14

Reported on 11 benchmarks across 3 tasks · 1 paper

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

Robots5 results

Activity RecognitiononEPIC-KITCHENS-100
Action@1· uses extra data· 2023-08-10
51.8
best: 58.3 (LLaVAction)
Temporally-Adaptive Models for Efficient Video Understanding arXiv:2308.05787
Activity RecognitiononEPIC-KITCHENS-100
Noun@1· uses extra data· 2023-08-10
64.1
best: 69 (LLaVAction)
Temporally-Adaptive Models for Efficient Video Understanding arXiv:2308.05787
Activity RecognitiononEPIC-KITCHENS-100
Verb@1· uses extra data· 2023-08-10
71.7
best: 76.2 (TIM)
Temporally-Adaptive Models for Efficient Video Understanding arXiv:2308.05787
Activity RecognitiononSomething-Something V1
Top 1 Accuracy· uses extra data· 2023-08-10
63.7
best: 70 (InternVideo)
Temporally-Adaptive Models for Efficient Video Understanding arXiv:2308.05787
Activity RecognitiononSomething-Something V2
Top-1 Accuracy· uses extra data· 2023-08-10
73.6
best: 77.3 (MVD (Kinetics400 pretrain, ViT-H, 16 frame))
Temporally-Adaptive Models for Efficient Video Understanding arXiv:2308.05787

Time Series5 results

Action RecognitiononEPIC-KITCHENS-100
Action@1· uses extra data· 2023-08-10
51.8
best: 58.3 (LLaVAction)
Temporally-Adaptive Models for Efficient Video Understanding arXiv:2308.05787
Action RecognitiononEPIC-KITCHENS-100
Noun@1· uses extra data· 2023-08-10
64.1
best: 69 (LLaVAction)
Temporally-Adaptive Models for Efficient Video Understanding arXiv:2308.05787
Action RecognitiononEPIC-KITCHENS-100
Verb@1· uses extra data· 2023-08-10
71.7
best: 76.2 (TIM)
Temporally-Adaptive Models for Efficient Video Understanding arXiv:2308.05787
Action RecognitiononSomething-Something V1
Top 1 Accuracy· uses extra data· 2023-08-10
63.7
best: 70 (InternVideo)
Temporally-Adaptive Models for Efficient Video Understanding arXiv:2308.05787
Action RecognitiononSomething-Something V2
Top-1 Accuracy· uses extra data· 2023-08-10
73.6
best: 77.3 (MVD (Kinetics400 pretrain, ViT-H, 16 frame))
Temporally-Adaptive Models for Efficient Video Understanding arXiv:2308.05787

Computer Vision1 result

VideoonKinetics-400
Acc@1· 2023-08-10
89.9
best: 93.6 (OmniVec2)
Temporally-Adaptive Models for Efficient Video Understanding arXiv:2308.05787