Accuracy is the reported evaluation metric for UCF-101. Codesota tracks published model scores on this metric so readers can compare state-of-the-art results across sources and model families.
Higher is better
Muted rows were not state of the art when published — an earlier or same-year result already scored better.
| Rank | Model | Trust | Score | Year | Links | Fix |
|---|---|---|---|---|---|---|
| 01 | VideoMAE ViT-B | unverified | 96.1 | 2022 | Paper ↗Code ↗ | Looks wrong? |
| 02 | DINOv3 (7B) | unverified | 93.5 | 2025 | Paper ↗Code ↗ | Looks wrong? |
| 03 | DINOv2 (ViT-g/14) | unverified | 91.2 | 2023 | Paper ↗Code ↗ | Looks wrong? |