Action Recognition on HMDB51 50% labels (test)
55.6Top-1 Accuracy (Video-level)LEViL
Evaluation results
| Method | Links | |
|---|---|---|
| LEViLDistillation=✓, Modality=V, Backbone=R3D-18, Fine-tuning=true2026.06 | 55.6 | |
| TimeBalanceDistillation=✗, Modality=V, Backbone=R3D-18, Fine-tuning=true2026.06 | 51.4 | |
| LTGDistillation=✗, Modality=V+TG, Backbone=R3D-18, Fine-tuning=true2026.06 | 48.4 | |
| L2ADistillation=✓, Modality=V, Backbone=R3D-18, Fine-tuning=true2026.06 | 46.3 | |
| ActorCutMixDistillation=✗, Modality=V, Backbone=R(2+1)D-34, Fine-tuning=true2026.06 | 38.2 | |
| VideoSSLDistillation=✓, Modality=V, Backbone=R3D-18, Fine-tuning=true2026.06 | 36.2 | |
| FD-VLMDistillation=✓, Modality=V, Backbone=R3D-18, Fine-tuning=true2026.06 | 34.5 | |
| MvPLDistillation=✗, Modality=V+TG+F, Backbone=R3D-18, Fine-tuning=true2026.06 | 33.9 | |
| SupervisedDistillation=✗, Modality=V, Backbone=R3D-18, Fine-tuning=true2026.06 | 30.7 |