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Models/TDS-CLIP-ViT-L/14(8frames)

TDS-CLIP-ViT-L/14(8frames)

Reported on 8 benchmarks across 2 tasks · 1 paper

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

Robots4 results

Activity RecognitiononSomething-Something V1
Top 1 Accuracy· 2024-08-20
63
best: 70 (InternVideo)
TDS-CLIP: Temporal Difference Side Network for Image-to-Video Transfer Learning arXiv:2408.10688
Activity RecognitiononSomething-Something V1
Top 5 Accuracy· 2024-08-20
87.8
best: 91.9 (VideoMAE V2-g)
TDS-CLIP: Temporal Difference Side Network for Image-to-Video Transfer Learning arXiv:2408.10688
Activity RecognitiononSomething-Something V2
Top-1 Accuracy· 2024-08-20
73.4
best: 77.3 (MVD (Kinetics400 pretrain, ViT-H, 16 frame))
TDS-CLIP: Temporal Difference Side Network for Image-to-Video Transfer Learning arXiv:2408.10688
Activity RecognitiononSomething-Something V2
Top-5 Accuracy· 2024-08-20
93.8
best: 96.3 (DejaVid)
TDS-CLIP: Temporal Difference Side Network for Image-to-Video Transfer Learning arXiv:2408.10688

Time Series4 results

Action RecognitiononSomething-Something V1
Top 1 Accuracy· 2024-08-20
63
best: 70 (InternVideo)
TDS-CLIP: Temporal Difference Side Network for Image-to-Video Transfer Learning arXiv:2408.10688
Action RecognitiononSomething-Something V1
Top 5 Accuracy· 2024-08-20
87.8
best: 91.9 (VideoMAE V2-g)
TDS-CLIP: Temporal Difference Side Network for Image-to-Video Transfer Learning arXiv:2408.10688
Action RecognitiononSomething-Something V2
Top-1 Accuracy· 2024-08-20
73.4
best: 77.3 (MVD (Kinetics400 pretrain, ViT-H, 16 frame))
TDS-CLIP: Temporal Difference Side Network for Image-to-Video Transfer Learning arXiv:2408.10688
Action RecognitiononSomething-Something V2
Top-5 Accuracy· 2024-08-20
93.8
best: 96.3 (DejaVid)
TDS-CLIP: Temporal Difference Side Network for Image-to-Video Transfer Learning arXiv:2408.10688