Video Anomaly Detection on XD-Violence (AP, AUC)
90.62APLAVIDA
Evaluation results
| Method | Links | ||
|---|---|---|---|
| LAVIDAZero-shot=true, Train-free=false2026.05 | 90.62 | — | |
| RefineVADZero-shot=false, Train-free=false2026.05 | 88.66 | — | |
| Holmes-VAUZero-shot=false, Train-free=false2026.05 | 87.68 | — | |
| SphereVADZero-shot=true, Train-free=true2026.05 | 86.99 | 95.74 | |
| π-VADZero-shot=false, Train-free=false2026.05 | 85.37 | — | |
| Holmes-VADTraining Protocol=limited task-specific training2026.05 | 84.96 | — | |
| VadCLIPZero-shot=false, Train-free=false2026.05 | 84.51 | — | |
| TPWNGZero-shot=false, Train-free=false2026.05 | 83.68 | — | |
| CLIP-TSAZero-shot=false, Train-free=false2026.05 | 82.19 | — | |
| UR-DMUZero-shot=false, Train-free=false2026.05 | 81.66 | 94.02 | |
| MGFNZero-shot=false, Train-free=false2026.05 | 80.11 | — | |
| RTFMZero-shot=false, Train-free=false2026.05 | 77.81 | — | |
| LATERNTraining Protocol=frozen2026.05 | 74.68 | 90.14 | |
| Sultani et al.Zero-shot=false, Train-free=false2026.05 | 73.2 | — | |
| VERAZero-shot=false, Train-free=true2026.05 | 70.54 | 88.26 | |
| VERATraining Protocol=frozen2026.05 | 70.54 | 88.26 | |
| PANDAZero-shot=true, Train-free=true2026.05 | 70.16 | — | |
| MCANetZero-shot=true, Train-free=true2026.05 | 69.72 | 87.43 | |
| VADTreeZero-shot=true, Train-free=true2026.05 | 68.85 | 90.55 | |
| Unified-VADZero-shot=true, Train-free=true2026.05 | 68.07 | 91.34 | |
| OVVADZero-shot=false, Train-free=false2026.05 | 66.53 | — | |
| MM-VADBackbone=ViT, Training Paradigm=training-free2026.03 | 65.3 | 90.03 | |
| EventVADBackbone=ViT, Training Paradigm=training-free2026.03 | 64.04 | 87.51 | |
| EventVADZero-shot=true, Train-free=true2026.05 | 64.04 | 87.51 | |
| LAVADBackbone=ViT, Training Paradigm=training-free2026.03 | 62.01 | 85.36 | |
| LAVADZero-shot=true, Train-free=true2026.05 | 62.01 | 85.36 | |
| LAVADTraining Protocol=frozen2026.05 | 62.01 | 85.36 | |
| Flashback-IBBackbone=ViT, Training Paradigm=training-free2026.03 | 60.13 | 83.52 | |
| Video-LLama2Backbone=ViT, Training Paradigm=training-free2026.03 | 53.57 | 80.21 | |
| GLM-4.1V-9BZero-shot=true, Train-free=true2026.05 | 52.93 | 72.73 | |
| LLAVA-1.5Backbone=ViT, Training Paradigm=training-free2026.03 | 50.26 | 79.62 | |
| LLaVA-1.5Zero-shot=true, Train-free=true2026.05 | 50.26 | 79.62 | |
| LLAVA-1.5Training Protocol=frozen2026.05 | 50.26 | 79.62 | |
| ZS IMAGEBIND (IMAGE)Backbone=I3D, Training Paradigm=training-free2026.03 | 27.25 | 58.81 | |
| Zero-Shot CLIPBackbone=ViT, Training Paradigm=training-free2026.03 | 17.83 | 38.21 | |
| CLIPZero-shot=true, Train-free=true2026.05 | 17.83 | 38.21 | |
| BODSBackbone=I3D-RGB, Training Paradigm=one-class2026.03 | — | 57.32 | |
| C2FPLBackbone=I3D, Training Paradigm=unsupervised2026.03 | — | 80.09 | |
| GODSBackbone=I3D-RGB, Training Paradigm=one-class2026.03 | — | 61.56 | |
| LU et al.Backbone=Dictionary, Training Paradigm=one-class2026.03 | — | 53.56 | |
| MCANetBackbone=ViT, Training Paradigm=training-free2026.03 | — | 87.43 | |
| RareAnomBackbone=I3D-RGB, Training Paradigm=unsupervised2026.03 | — | 68.33 | |
| ZS IMAGEBIND (VIDEO)Backbone=I3D, Training Paradigm=training-free2026.03 | — | 55.06 |