Anomaly Classification on VisA (test)
94.7AUROC (cls)RareCLIP + AnoRefiner
Evaluation results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| RareCLIP + AnoRefinerZero-shot=true2025.11 | 94.7 | — | — | — | 90.9 | 95.5 | — | — | |
| RareCLIPZero-shot=true2025.11 | 94.4 | — | — | — | 90.8 | 95.3 | — | — | |
| MuSc* + SARRefinement=SAR2025.11 | 93 | — | — | — | 89.1 | 93.8 | — | — | |
| MuSc* + DeYORefinement=DeYO2025.11 | 92.8 | — | — | — | 89.8 | 93.5 | — | — | |
| MuScGrouping=Standard2025.11 | 92.6 | — | — | — | 89.1 | 93.3 | — | — | |
| MuSc* + TIPIRefinement=TIPI2025.11 | 92.6 | — | — | — | 89 | 93.3 | — | — | |
| MuSc* + AnoRefinerRefinement=AnoRefiner2025.11 | 91.9 | — | — | — | 90.3 | 92.6 | — | — | |
| MuSc*Grouping=Default grouping method2025.11 | 91.1 | — | — | — | 90.1 | 92.8 | — | — | |
| Bayes-PFLZero-shot=true2025.11 | 87 | — | — | — | 84.1 | 89.2 | — | — | |
| AA-CLIPZero-shot=true2025.11 | 84.6 | — | — | — | — | 82.2 | — | — | |
| VCP-CLIP + AnoRefinerRefinement=AnoRefiner2025.11 | 84.5 | — | — | — | 82 | 87.9 | — | — | |
| VCP-CLIPRefinement=None2025.11 | 83.8 | — | — | — | 81.5 | 87.3 | — | — | |
| VCP-CLIP + TIPIRefinement=TIPI2025.11 | 83.6 | — | — | — | 81.5 | 87.4 | — | — | |
| VCP-CLIP + SARRefinement=SAR2025.11 | 83.3 | — | — | — | 81.4 | 86.9 | — | — | |
| VCP-CLIP + DeYORefinement=DeYO2025.11 | 83.3 | — | — | — | 81.5 | 86.7 | — | — | |
| APRIL-GAN + AnoRefinerRefinement=AnoRefiner2025.11 | 81.4 | — | — | — | 79.7 | 86.1 | — | — | |
| APRIL-GAN + SARRefinement=SAR2025.11 | 79.4 | — | — | — | 79.3 | 82.3 | — | — | |
| APRIL-GAN + DeYORefinement=DeYO2025.11 | 79.4 | — | — | — | 79.3 | 82.3 | — | — | |
| APRIL-GAN + TIPIRefinement=TIPI2025.11 | 79 | — | — | — | 79.4 | 82.2 | — | — | |
| APRIL-GANRefinement=None2025.11 | 78 | — | — | — | 78.7 | 81.4 | — | — | |
| AdaCLIPTraining Setting=Training-Based, Zero-shot=true2026.01 | — | — | — | — | — | — | 83 | 84.9 | |
| AnomalyCLIPTraining Setting=Training-Based, Zero-shot=true2026.01 | — | — | — | — | — | — | 82.1 | 85.4 | |
| AnomalyGPTzero-shot=true, level=image-level2024.07 | — | 58 | — | 64.8 | — | — | — | — | |
| APRIL-GANSetting=0-shot2024.01 | — | 78 | 78.7 | 81.4 | — | — | — | — | |
| APRIL-GANSetting=4-shot2024.01 | — | 92.6 | 88.4 | 94.5 | — | — | — | — | |
| APRIL-GANzero-shot=true, level=image-level2024.07 | — | 78 | — | 81.4 | — | — | — | — | |
| DRAEMMethod architecture type=Reconstruction-based2024.01 | — | 88.7 | — | — | — | — | — | — | |
| Dynamic Implicit ConditioningMethod architecture type=Reconstruction-based2024.01 | — | 96 | — | — | — | — | — | — | |
| FAPromptTraining Setting=Training-Based, Zero-shot=true2026.01 | — | — | — | — | — | — | 84.5 | 86.8 | |
| MRAD-CLIPTraining Setting=Training-Based, Zero-shot=true2026.01 | — | — | — | — | — | — | 85.7 | 88.3 | |
| MRAD-FTTraining Setting=Training-Based, Zero-shot=true2026.01 | — | — | — | — | — | — | 85.5 | 87.8 | |
| MRAD-TFTraining Setting=Train-Free, Zero-shot=true2026.01 | — | — | — | — | — | — | 75 | 79.1 | |
| MuScSetting=0-shot2024.01 | — | 92.8 | 89.5 | 93.5 | — | — | — | — | |
| PaDiMMethod architecture type=Representation-based2024.01 | — | 89.1 | — | — | — | — | — | — | |
| PatchCoreSetting=4-shot2024.01 | — | 85.3 | 84.3 | 87.5 | — | — | — | — | |
| PatchCoreMethod architecture type=Representation-based2024.01 | — | 95.1 | — | — | — | — | — | — | |
| RD4ADMethod architecture type=Representation-based2024.01 | — | 96 | — | — | — | — | — | — | |
| SPADEMethod architecture type=Representation-based2024.01 | — | 82.1 | — | — | — | — | — | — | |
| VCP-CLIPzero-shot=true, level=image-level2024.07 | — | 83.8 | — | 87.6 | — | — | — | — | |
| WinCLIPSetting=0-shot2024.01 | — | 78.1 | 79 | 81.2 | — | — | — | — | |
| WinCLIPSetting=4-shot2024.01 | — | 87.3 | 84.2 | 88.8 | — | — | — | — | |
| WinCLIPzero-shot=true, level=image-level2024.07 | — | 78.1 | — | 81.2 | — | — | — | — | |
| WinCLIPTraining Setting=Train-Free, Zero-shot=true2026.01 | — | — | — | — | — | — | 78.1 | 77.5 |