Action Recognition on HMDB51 40% labels (test)
51.8Top-1 Accuracy (Video-level)LEViL
Evaluation results
| Method | Links | |
|---|---|---|
| LEViLDistillation=✓, Modality=V, Backbone=R3D-18, Fine-tuning=true2026.06 | 51.8 | |
| TimeBalanceDistillation=✗, Modality=V, Backbone=R3D-18, Fine-tuning=true2026.06 | 49.8 | |
| LTGDistillation=✗, Modality=V+TG, Backbone=R3D-18, Fine-tuning=true2026.06 | 46.5 | |
| L2ADistillation=✓, Modality=V, Backbone=R3D-18, Fine-tuning=true2026.06 | 42.1 | |
| ActorCutMixDistillation=✗, Modality=V, Backbone=R(2+1)D-34, Fine-tuning=true2026.06 | 32.9 | |
| VideoSSLDistillation=✓, Modality=V, Backbone=R3D-18, Fine-tuning=true2026.06 | 32.7 | |
| MvPLDistillation=✗, Modality=V+TG+F, Backbone=R3D-18, Fine-tuning=true2026.06 | 30.5 | |
| SupervisedDistillation=✗, Modality=V, Backbone=R3D-18, Fine-tuning=true2026.06 | 18 |