Video Classification on EgoSurgery
48.3AccuracyVIOLA
Evaluation results
| Method | Links | |
|---|---|---|
| VIOLABackbone=VideoLLaMA32026.01 | 48.3 | |
| VIOLABackbone=LLaVA-Video2026.01 | 46.1 | |
| VIOLABackbone=Qwen3-VL2026.01 | 39.7 | |
| RandomBackbone=VideoLLaMA32026.01 | 38.3 | |
| Zero-shotBackbone=LLaVA-Video2026.01 | 33.1 | |
| VIOLABackbone=Qwen2-VL2026.01 | 30.1 | |
| RandomBackbone=Qwen2-VL2026.01 | 26.8 | |
| Zero-shotBackbone=Qwen2-VL2026.01 | 25.5 | |
| Zero-shotBackbone=VideoLLaMA32026.01 | 24 | |
| Zero-shotBackbone=Qwen3-VL2026.01 | 22.2 |