Action Recognition on UCF101 1% labels (test)
54.3Top-1 Accuracy (Video-level)LEViL
Evaluation Results
| Method | Links | |
|---|---|---|
| LEViLDistillation=✓, Modality=V, Backbone=R3D-18, Fine-tuning=true2026.06 | 54.3 | |
| TimeBalanceDistillation=✗, Modality=V, Backbone=R3D-18, Fine-tuning=true2026.06 | 29.1 | |
| FD-VLMDistillation=✓, Modality=V, Backbone=R3D-18, Fine-tuning=true2026.06 | 24.2 | |
| CMPLDistillation=✗, Modality=V, Backbone=R3D-18, Fine-tuning=true2026.06 | 23.8 | |
| SupervisedDistillation=✗, Modality=V, Backbone=R3D-18, Fine-tuning=true2026.06 | 8.2 |