Video Classification on UCF-Crime
51.72AccuracyLaGoVAD
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| LaGoVADTraining=PreVAD2025.03 | 51.72 | 16.64 | |
| VadCLIPTraining=PreVAD2025.03 | 45.52 | 17.81 | |
| VIOLABackbone=Qwen3-VL2026.01 | 43.5 | — | |
| VIOLABackbone=Qwen2-VL2026.01 | 41.1 | — | |
| VIOLABackbone=VideoLLaMA32026.01 | 40.5 | — | |
| VIOLABackbone=LLaVA-Video2026.01 | 39.3 | — | |
| VadCLIPTraining=XD2025.03 | 38.28 | 10.52 | |
| Zero-shotBackbone=Qwen2-VL2026.01 | 31.5 | — | |
| ViFi-CLIPTraining=K4002025.03 | 20.34 | 15.67 | |
| CLIPTraining=-2025.03 | 19.31 | 12.08 | |
| ActionCLIPTraining=K4002025.03 | 18.62 | 16.12 |