Video Anomaly Detection on UCF-Crime
91.05AUCLAS-VAD
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| LAS-VADSupervision=Weakly Supervised, Feature=I3D2026.02 | 91.05 | — | — | — | — | — | — | |
| LAS-VADSupervision=Weakly Supervised, Feature=CLIP2026.02 | 90.86 | — | — | — | — | — | — | |
| π-VADSupervision=Weakly Supervised, Feature=I3D2026.02 | 90.33 | — | — | — | — | — | — | |
| π-VADZero-shot=false, Train-free=false2026.05 | 90.33 | — | — | — | — | — | — | |
| π-VAD#Params=-, Expl.=✗, Reas.=✗, Lrn.=-, Obs.=✗2026.07 | 90.33 | — | — | — | — | — | — | |
| LEC-VADSupervision=Weakly Supervised, Feature=CLIP2026.02 | 89.97 | — | — | — | — | — | — | |
| Holmes-VADMethod category=VAU, Evaluation protocol=Fine-tuned2026.01 | 89.51 | — | — | — | — | — | — | |
| DeSCFeature=CLIP2026.03 | 89.37 | — | — | — | — | — | — | |
| ITCSupervision=Weakly Supervised, Feature=CLIP2026.02 | 89.04 | — | — | — | — | — | — | |
| Holmes-VAUMethod category=VAU, Evaluation protocol=Fine-tuned2026.01 | 88.96 | — | — | — | — | — | — | |
| HOLMES-VAUSupervision=INSTRU., Explainability=Yes2026.04 | 88.96 | — | — | — | — | — | — | |
| Holmes-VAUZero-shot=false, Train-free=false2026.05 | 88.96 | — | — | — | — | — | — | |
| RefineVADZero-shot=false, Train-free=false2026.05 | 88.92 | — | — | — | — | — | — | |
| ReFLIPSupervision=Weakly Supervised, Feature=CLIP2026.02 | 88.57 | — | — | — | — | — | — | |
| Ex-VAD#Params=-, Expl.=✓, Reas.=✗, Lrn.=-, Obs.=✗2026.07 | 88.29 | — | — | — | — | — | — | |
| CPL-VADFeatures=CLIP2026.02 | 88.24 | — | — | — | — | — | — | |
| LEC-VADSupervision=Weakly Supervised, Feature=I3D2026.02 | 88.21 | — | — | — | — | — | — | |
| VAD-LLaMAMethod category=VAU, Evaluation protocol=Fine-tuned2026.01 | 88.13 | — | — | — | — | — | — | |
| STPromptSupervision=Weakly Supervised, Feature=CLIP2026.02 | 88.08 | — | — | — | — | — | — | |
| STPromptFeature=CLIP2026.03 | 88.08 | — | — | — | — | — | — | |
| STPromptZero-shot=false, Train-free=false2026.05 | 88.08 | — | — | — | — | — | — | |
| VadCLIPMode=Weakly Supervised, Backbone=ViT2025.12 | 88.02 | — | — | — | — | — | — | |
| VadCLIPFeatures=CLIP2026.02 | 88.02 | — | — | — | — | — | — | |
| VadCLIPMethod category=VAD, Explainability=Non-explainable2026.01 | 88.02 | — | — | — | — | — | — | |
| VadCLIPSupervision=Weakly Supervised, Feature=CLIP2026.02 | 88.02 | — | — | — | — | — | — | |
| VadCLIPFeature=CLIP2026.03 | 88.02 | — | — | — | — | — | — | |
| VADCLIPSupervision=WEAK, Explainability=No2026.04 | 88.02 | — | — | — | — | — | — | |
| VadCLIPZero-shot=false, Train-free=false2026.05 | 88.02 | — | — | — | — | — | — | |
| VadCLIP#Params=-, Expl.=✗, Reas.=✗, Lrn.=-, Obs.=✗2026.07 | 88.02 | — | — | — | — | — | — | |
| VigilFormerFPS=41.52026.05 | 87.83 | — | — | — | — | — | — | |
| PrismVAUMethod category=VAU, Evaluation protocol=Non-fine-tuned2026.01 | 87.82 | — | — | — | 41.52 | — | — | |
| Yang et al.Mode=Weakly Supervised, Backbone=ViT2025.12 | 87.79 | — | — | — | — | — | — | |
| TPWNGFeatures=CLIP2026.02 | 87.79 | — | — | — | — | — | — | |
| TPWNGMethod category=VAD, Explainability=Non-explainable2026.01 | 87.79 | — | — | — | — | — | — | |
| TPWNGSupervision=Weakly Supervised, Feature=CLIP2026.02 | 87.79 | — | — | — | — | — | — | |
| TPWNGFeature=CLIP2026.03 | 87.79 | — | — | — | — | — | — | |
| TPWNGZero-shot=false, Train-free=false2026.05 | 87.79 | — | — | — | — | — | — | |
| LATERNTraining Protocol=frozen2026.05 | 87.63 | — | — | — | — | — | — | |
| CLIP-TSAMode=Weakly Supervised, Backbone=ViT2025.12 | 87.58 | — | — | — | — | — | — | |
| CLIP-TSAFeatures=CLIP2026.02 | 87.58 | — | — | — | — | — | — | |
| CLIP-TSASupervision=Weakly Supervised, Feature=CLIP2026.02 | 87.58 | — | — | — | — | — | — | |
| CLIP-TSAFeature=CLIP2026.03 | 87.58 | — | — | — | — | — | — | |
| CLIP-TSAZero-shot=false, Train-free=false2026.05 | 87.58 | — | — | — | — | — | — | |
| CLIP-TSAExplainability=false2026.05 | 87.58 | — | — | — | — | — | — | |
| SSRLExplainability=false2026.05 | 87.43 | — | — | — | — | — | — | |
| BN-WVADFPS=22.82026.05 | 87.24 | — | — | — | — | — | — | |
| InternVL2-8BMethod Strategy=COPRA2026.05 | 87.14 | — | — | — | — | — | — | |
| CLIP-TSAFPS=18.42026.05 | 87.11 | — | — | — | — | — | — | |
| HeadHunt-VADMode=Tuning-Free Multimodal VAD, Backbone=ViT2025.12 | 87.03 | — | — | — | — | — | — | |
| MGFNSupervision=Weakly-supervised, Features=I3D-RGB, T=32=true2022.11 | 86.98 | — | — | — | — | — | — | |
| MGFNInput Setting=Unimodal, Feature Space=Euclidean2024.09 | 86.98 | — | — | — | — | — | — | |
| MFGNMode=Weakly Supervised, Backbone=I3D2025.12 | 86.98 | — | — | — | — | — | — | |
| MGFNSupervision=Weakly Supervised, Feature=I3D2026.02 | 86.98 | — | — | — | — | — | — | |
| MGFNFeature=I3D2026.03 | 86.98 | — | — | — | — | — | — | |
| MGFNZero-shot=false, Train-free=false2026.05 | 86.98 | — | — | — | — | — | — | |
| MGFNExplainability=false2026.05 | 86.98 | — | — | — | — | — | — | |
| UR-DMUSupervision=Weakly-supervised, Feature=I3D RGB2023.06 | 86.97 | 1.05 | — | — | — | — | — | |
| UR-DMUMode=Weakly Supervised, Backbone=I3D2025.12 | 86.97 | — | — | — | — | — | — | |
| UR-DMUFeature=I3D2026.03 | 86.97 | — | — | — | — | — | — | |
| UR-DMUZero-shot=false, Train-free=false2026.05 | 86.97 | — | — | — | — | — | — | |
| UR-DMU#Params=-, Expl.=✗, Reas.=✗, Lrn.=-, Obs.=✗2026.07 | 86.97 | — | — | — | — | — | — | |
| Chen et al.Method category=VAD, Explainability=Non-explainable2026.01 | 86.83 | — | — | — | — | — | — | |
| PE-MILSupervision=Weakly Supervised, Feature=I3D2026.02 | 86.83 | — | — | — | — | — | — | |
| OursSupervision=Weakly-supervised, Feature=I3D RGB2023.06 | 86.76 | 0.43 | — | — | — | — | — | |
| PEL4VADMethod category=VAD, Explainability=Non-explainable2026.01 | 86.76 | — | — | — | — | — | — | |
| UMLSupervision=Weakly-supervised, Feature=X-CLIP RGB2023.06 | 86.75 | — | — | — | — | — | — | |
| UMILInput Setting=Unimodal, Feature Space=Euclidean2024.09 | 86.75 | — | — | — | — | — | — | |
| UMILMethod category=VAD, Explainability=Non-explainable2026.01 | 86.75 | — | — | — | — | — | — | |
| DMUSupervision=Weakly Supervised, Feature=I3D2026.02 | 86.75 | — | — | — | — | — | — | |
| UMILSupervision=Weakly Supervised, Feature=CLIP2026.02 | 86.75 | — | — | — | — | — | — | |
| UMILFeature=CLIP2026.03 | 86.75 | — | — | — | — | — | — | |
| UR-DMUFeature=CLIP2026.03 | 86.75 | — | — | — | — | — | — | |
| Qwen2-VL-7B-InstructMethod Strategy=COPRA2026.05 | 86.75 | — | — | — | — | — | — | |
| HiProbeVADMode=Tuning-Free Multimodal VAD, Backbone=ViT2025.12 | 86.72 | — | — | — | — | — | — | |
| MIL-BERTFeature=I3D-RGB+Flow, Crop=12022.10 | 86.71 | — | — | — | — | — | — | |
| MGFNSupervision=Weakly-supervised, Features=VideoSwin-RGB, T=32=true2022.11 | 86.67 | — | — | — | — | — | — | |
| UR-DMUFPS=26.72026.05 | 86.66 | — | — | — | — | — | — | |
| IFS-VADFeatures=CLIP2026.02 | 86.57 | — | — | — | — | — | — | |
| IFS-VADSupervision=Weakly Supervised, Feature=CLIP2026.02 | 86.57 | — | — | — | — | — | — | |
| VERAMode=Tuning-Free Multimodal VAD, Backbone=ViT2025.12 | 86.55 | — | — | — | — | — | — | |
| VERAMethod category=VAU, Evaluation protocol=Non-fine-tuned2026.01 | 86.55 | — | — | — | — | — | — | |
| VERAFeature=CLIP2026.03 | 86.55 | — | — | — | — | — | — | |
| VERASupervision=WEAK, Explainability=Yes2026.04 | 86.55 | — | — | — | — | — | — | |
| VERAZero-shot=false, Train-free=true2026.05 | 86.55 | — | — | — | — | — | — | |
| VERATraining Protocol=frozen2026.05 | 86.55 | — | — | — | — | — | — | |
| VERA (InternVL2-8B)Explainability=true2026.05 | 86.55 | — | — | — | — | — | — | |
| VERA#Params=8B, Expl.=✓, Reas.=✗, Lrn.=✓, Obs.=Fixed2026.07 | 86.55 | — | — | — | — | — | — | |
| Wu et al.Mode=Weakly Supervised, Backbone=ViT2025.12 | 86.4 | — | — | — | — | — | — | |
| OVVADFeatures=CLIP2026.02 | 86.4 | — | — | — | — | — | — | |
| OVVADMethod category=VAD, Explainability=Non-explainable2026.01 | 86.4 | — | — | — | — | — | — | |
| OVVADSupervision=Weakly Supervised, Feature=CLIP2026.02 | 86.4 | — | — | — | — | — | — | |
| OVVADZero-shot=false, Train-free=false2026.05 | 86.4 | — | — | — | — | — | — | |
| OVVADExplainability=false2026.05 | 86.4 | — | — | — | — | — | — | |
| DSRLInput Setting=Unimodal, Feature Space=Euclidean and Hyperbolic2024.09 | 86.38 | — | — | — | — | — | — | |
| SphereVADZero-shot=true, Train-free=true2026.05 | 86.38 | — | — | — | — | — | — | |
| MGFNFPS=24.32026.05 | 86.3 | — | — | — | — | — | — | |
| CUPLSupervision=Weakly-supervised, Feature=I3D RGB2023.06 | 86.22 | — | — | — | — | — | — | |
| CU-NetInput Setting=Unimodal, Feature Space=Euclidean2024.09 | 86.22 | — | — | — | — | — | — | |
| Zhang et al.Features=CLIP2026.02 | 86.22 | — | — | — | — | — | — | |
| Zhang et al.Method category=VAD, Explainability=Non-explainable2026.01 | 86.22 | — | — | — | — | — | — |