Action Recognition on Something-Something V2 (full)
50Top-1 AccuracyTIME + V-JEPA 2
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| TIME + V-JEPA 2Pre-training includes SSv2=true, Evaluation protocol=Linear Probing, Feature type=Frozen2026.05 | 50 | 78.42 | 0.22 | |
| TIME + V-JEPA 2Model Strategy=V-JEPA 2, Pre-trained on SSv2=true, Linear Probing=true2026.05 | 50 | 78.42 | 0.22 | |
| V-JEPA 2Pre-training includes SSv2=true, Evaluation protocol=Linear Probing, Feature type=Frozen2026.05 | 49.78 | 78.35 | — | |
| TIME + RVMPre-training includes SSv2=true, Evaluation protocol=Linear Probing, Feature type=Frozen2026.05 | 41.92 | 71.26 | 1.84 | |
| TIME + RVMModel Strategy=RVM, Pre-trained on SSv2=true, Linear Probing=true2026.05 | 41.92 | 71.26 | 1.84 | |
| RVMPre-training includes SSv2=true, Evaluation protocol=Linear Probing, Feature type=Frozen2026.05 | 40.08 | 69.35 | — | |
| TIME + VideoMAEv2Pre-training includes SSv2=true, Evaluation protocol=Linear Probing, Feature type=Frozen2026.05 | 38.74 | 68.57 | 5.69 | |
| TIME + VideoMAEv2Model Strategy=VideoMAEv2, Pre-trained on SSv2=true, Linear Probing=true2026.05 | 38.74 | 68.57 | 5.69 | |
| TIME + DINOv3Frames=4f, Evaluation protocol=Linear Probing, Feature type=Frozen2026.05 | 34.6 | 62.94 | 12.65 | |
| TIME + DINOv3Model Strategy=DINOv3, Number of Frames=4, Pre-trained on SSv2=false, Linear Probing=true2026.05 | 34.6 | 62.94 | 12.65 | |
| VideoMAEv2Pre-training includes SSv2=true, Evaluation protocol=Linear Probing, Feature type=Frozen2026.05 | 33.05 | 63.7 | — | |
| TIME + CLIPFrames=4f, Evaluation protocol=Linear Probing, Feature type=Frozen2026.05 | 31.56 | 58.9 | 13 | |
| TIME + CLIPModel Strategy=CLIP, Number of Frames=4, Pre-trained on SSv2=false, Linear Probing=true2026.05 | 31.56 | 58.9 | 13 | |
| DINOv3Frames=4f, Evaluation protocol=Linear Probing, Feature type=Frozen2026.05 | 21.95 | 48.76 | — | |
| TIMEEvaluation protocol=Linear Probing, Feature type=Frozen2026.05 | 19.42 | 40.34 | — | |
| CLIPFrames=4f, Evaluation protocol=Linear Probing, Feature type=Frozen2026.05 | 18.56 | 43.52 | — | |
| DINOv3Frames=1f, Evaluation protocol=Linear Probing, Feature type=Frozen2026.05 | 16.08 | 39.09 | — | |
| CLIPFrames=1f, Evaluation protocol=Linear Probing, Feature type=Frozen2026.05 | 13.34 | 34.61 | — |