Video Classification on UCF101 v1 (test)
81.6Accuracy (Gaussian Noise)VITTA
Evaluation results
| Method | Links | ||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| VITTABackbone=Video Swin Transformer, Batch size=82022.11 | 81.6 | 81.52 | 70.9 | 92.65 | 86.07 | 82.47 | 79.41 | 84.55 | 90.4 | 86.89 | 93.21 | 87.23 | 84.74 | — | |
| TENTBackbone=Video Swin Transformer, Batch size=82022.11 | 77.66 | 75.47 | 60.9 | 91.75 | 85.96 | 78.75 | 81.29 | 82.86 | 88.13 | 85.81 | 92.2 | 87.42 | 82.35 | — | |
| T3ABackbone=Video Swin Transformer, Batch size=82022.11 | 75.89 | 72.56 | 57.34 | 91.22 | 83.87 | 76.79 | 80.02 | 81.28 | 86.52 | 84.17 | 91.59 | 86.89 | 80.68 | — | |
| Source-OnlyBackbone=Video Swin Transformer, Batch size=82022.11 | 73.01 | 69.57 | 53.32 | 90.38 | 82.66 | 73.83 | 78.19 | 79.21 | 84.03 | 81.58 | 90.69 | 85.33 | 78.48 | — | |
| SHOTBackbone=Video Swin Transformer, Batch size=82022.11 | 72.98 | 69.39 | 53.21 | 90.35 | 82.58 | 73.8 | 78.17 | 79.19 | 84.03 | 81.42 | 90.64 | 85.33 | 78.42 | — | |
| IMP2025.03 | — | — | — | — | — | — | — | — | — | — | — | — | — | 91.5 | |
| MLLMsetting=zero-shot2025.03 | — | — | — | — | — | — | — | — | — | — | — | — | — | 78.97 |