Video Classification on UCF-101 (val)
91.4AccuracyTACO
Evaluation Results
| Method | Links | |
|---|---|---|
| TACOEncoder=ViT-L/14, Frames=8, Zero-shot=true2026.06 | 91.4 | |
| MoTEEncoder=ViT-L/14, Frames=8, Zero-shot=true2026.06 | 88.7 | |
| OTIEncoder=ViT-L/14, Frames=8, Zero-shot=true2026.06 | 88.1 | |
| Open-VCLIPEncoder=ViT-L/14, Frames=8, Zero-shot=true2026.06 | 87.6 | |
| TACOEncoder=ViT-B/16, Frames=8, Zero-shot=true2026.06 | 85.6 | |
| FROSTEREncoder=ViT-B/16, Frames=8, Zero-shot=true2026.06 | 84.8 | |
| Open-MeDeEncoder=ViT-B/16, Frames=8, Zero-shot=true2026.06 | 83.7 | |
| Open-VCLIPEncoder=ViT-B/16, Frames=8, Zero-shot=true2026.06 | 83.4 | |
| MoTEEncoder=ViT-B/16, Frames=8, Zero-shot=true2026.06 | 83.4 | |
| Text4VisEncoder=ViT-L/14, Frames=8, Zero-shot=true2026.06 | 82.6 | |
| CATISModel=VideoMAE ViT-B, r=160, start layer=3, GFLOPs=214.1, Tokens=128, Reduction=91.8%2026.04 | 81.73 | |
| VanillaModel=VideoMAE ViT-B, r=160, start layer=3, GFLOPs=315.4, Tokens=15682026.04 | 81.26 | |
| ToMeModel=VideoMAE ViT-B, r=160, start layer=3, GFLOPs=214.1, Tokens=128, Reduction=91.8%2026.04 | 81.23 | |
| ToFuModel=VideoMAE ViT-B, r=160, start layer=3, GFLOPs=214.1, Tokens=128, Reduction=91.8%2026.04 | 80.94 | |
| PiToMeModel=VideoMAE ViT-B, r=160, start layer=3, GFLOPs=214.1, Tokens=128, Reduction=91.8%2026.04 | 80.47 | |
| MCTFModel=VideoMAE ViT-B, r=160, start layer=3, GFLOPs=214.1, Tokens=128, Reduction=91.8%2026.04 | 79.83 | |
| MAXIEncoder=ViT-B/16, Frames=16/32, Zero-shot=true2026.06 | 78.2 | |
| OSTEncoder=ViT-B/16, Frames=8, Zero-shot=true2026.06 | 77.9 | |
| ST-AdapterEncoder=ViT-B/16, Frames=8, Zero-shot=true2026.06 | 76.9 | |
| ViFi-CLIPEncoder=ViT-B/16, Frames=32, Zero-shot=true2026.06 | 76.8 | |
| Vita-CLIPEncoder=ViT-B/16, Frames=8/32, Zero-shot=true2026.06 | 75 | |
| DiSTEncoder=ViT-L/14, Frames=32, Zero-shot=true2026.06 | 74.9 | |
| X-FlorenceEncoder=Florence, Frames=32, Zero-shot=true2026.06 | 73.2 | |
| X-CLIPEncoder=ViT-B/16, Frames=32, Zero-shot=true2026.06 | 72 | |
| ActionCLIPEncoder=ViT-B/16, Frames=32, Zero-shot=true2026.06 | 58.3 |