Action Recognition on UCF101 10% labels (test)
73.3Top-1 AccuracyLEViL
Evaluation results
| Method | Links | |
|---|---|---|
| LEViLDistillation=✓, Modality=V, Backbone=R3D-18, Fine-tuning=true2026.06 | 73.3 | |
| TimeBalanceDistillation=✗, Modality=V, Backbone=R3D-18, Fine-tuning=true2026.06 | 69.8 | |
| CMPLDistillation=✗, Modality=V, Backbone=R3D-18, Fine-tuning=true2026.06 | 67.6 | |
| DANetDistillation=✓, Modality=V, Backbone=R3D-18, Fine-tuning=true2026.06 | 64.6 | |
| LTGDistillation=✗, Modality=V+TG, Backbone=R3D-18, Fine-tuning=true2026.06 | 62.4 | |
| FD-VLMDistillation=✓, Modality=V, Backbone=R3D-18, Fine-tuning=true2026.06 | 62.4 | |
| L2ADistillation=✓, Modality=V, Backbone=R3D-18, Fine-tuning=true2026.06 | 60.1 | |
| MvPLDistillation=✗, Modality=V+TG+F, Backbone=R3D-18, Fine-tuning=true2026.06 | 55.5 | |
| VideoSSLDistillation=✓, Modality=V, Backbone=R3D-18, Fine-tuning=true2026.06 | 42 | |
| ActorCutMixDistillation=✗, Modality=V, Backbone=R(2+1)D-34, Fine-tuning=true2026.06 | 40.2 | |
| SupervisedDistillation=✗, Modality=V, Backbone=R3D-18, Fine-tuning=true2026.06 | 24 |