Video Classification on ENIGMA
75.5AccuracyVIOLA
Evaluation Results
| Method | Links | |
|---|---|---|
| VIOLABackbone=Qwen3-VL2026.01 | 75.5 | |
| Zero-shotBackbone=Qwen3-VL2026.01 | 64.4 | |
| VIOLABackbone=VideoLLaMA32026.01 | 61.3 | |
| Zero-shotBackbone=LLaVA-Video2026.01 | 61 | |
| VIOLABackbone=Qwen2-VL2026.01 | 58.5 | |
| VIOLABackbone=LLaVA-Video2026.01 | 48.9 | |
| Zero-shotBackbone=VideoLLaMA32026.01 | 44.3 | |
| Zero-shotBackbone=Qwen2-VL2026.01 | 4.9 |