Anomaly Segmentation on VisA (test)
98.9P-AUROCMuSc* + AnoRefiner
Evaluation results
| Method | Links | |||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| MuSc* + AnoRefinerRefinement=AnoRefiner2025.11 | 98.9 | — | 51.3 | 48 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| PAE2026.06 | 98.9 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 82.2 | 53.8 | |
| PatchCore2023.06 | 98.8 | 91.2 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| MuScSetting=0-shot2024.01 | 98.8 | 92.7 | 48.8 | 45.1 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| RealNet2026.06 | 98.8 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| PBAS2026.06 | 98.8 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 97.1 | 47.6 | |
| MuScGrouping=Standard2025.11 | 98.7 | — | 48.9 | 45.4 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| MuSc* + TIPIRefinement=TIPI2025.11 | 98.7 | — | 48.9 | 45.4 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| MuSc* + SARRefinement=SAR2025.11 | 98.7 | — | 49 | 45.4 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| THRBackbone=Dinomaly, TTT Method=THR2026.01 | 98.7 | — | 33.9 | — | — | 98.7 | 94.5 | 27.5 | 86.2 | 14.4 | — | — | — | — | — | — | — | |
| TTT4ASBackbone=Dinomaly, TTT Method=TTT4AS2026.01 | 98.7 | — | 26.7 | — | — | 98.7 | 94.5 | 22.3 | 81.1 | 17.7 | — | — | — | — | — | — | — | |
| TopoOTBackbone=Dinomaly, TTT Method=TopoOT2026.01 | 98.7 | — | 46.4 | — | — | 98.7 | 94.5 | 54.6 | 55.3 | 22.3 | — | — | — | — | — | — | — | |
| MuSc*Grouping=Default grouping method2025.11 | 98.6 | — | 48.4 | 45 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| MuSc* + DeYORefinement=DeYO2025.11 | 98.6 | — | 48.4 | 44.6 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| GLASS2026.06 | 98.6 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 90.8 | — | |
| THRBackbone=MambaAD, TTT Method=THR2026.01 | 98.5 | — | 24.1 | — | — | 94.3 | 91 | 20 | 78.5 | 19.6 | — | — | — | — | — | — | — | |
| TTT4ASBackbone=MambaAD, TTT Method=TTT4AS2026.01 | 98.5 | — | 28.9 | — | — | 94.3 | 91 | 23.5 | 82 | 14.5 | — | — | — | — | — | — | — | |
| TopoOTBackbone=MambaAD, TTT Method=TopoOT2026.01 | 98.5 | — | 35.2 | — | — | 94.3 | 91 | 41.6 | 50.7 | 24.7 | — | — | — | — | — | — | — | |
| PatchCore2026.06 | 98.5 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 91.8 | — | |
| ReContrast2023.06 | 98.2 | 92.6 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| SimpleNet2026.06 | 98.2 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 90.7 | 37.3 | |
| PaDiM2023.06 | 98.1 | 85.9 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| PMSR2026.06 | 98 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 92.3 | — | |
| WinCLIPSetting=4-shot2024.01 | 97.2 | 87.6 | 47 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| PatchCoreSetting=4-shot2024.01 | 96.8 | 84.9 | 43.9 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| APRIL-GANSetting=4-shot2024.01 | 96.2 | 90.2 | 40 | 32.2 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| VCP-CLIP + AnoRefinerRefinement=AnoRefiner2025.11 | 96 | — | 38.1 | 32.9 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| VCP-CLIP + TIPIRefinement=TIPI2025.11 | 95.8 | — | 35.2 | 29.7 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| VCP-CLIP + SARRefinement=SAR2025.11 | 95.8 | — | 35 | 29.6 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| VCP-CLIP + DeYORefinement=DeYO2025.11 | 95.8 | — | 34.6 | 29.1 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| VCP-CLIP (ours)Training Requirement=Training-required2024.07 | 95.7 | 90.7 | — | — | 30.1 | — | — | — | — | — | — | — | — | — | — | — | — | |
| VCP-CLIPZero-shot=true2024.07 | 95.7 | 90 | — | — | 30.1 | — | — | — | — | — | — | — | — | — | — | — | — | |
| VCP-CLIPRefinement=None2025.11 | 95.7 | — | 34.7 | 31 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| ClipSAMZero-shot=true2024.07 | 95.6 | 87.5 | — | — | 26 | — | — | — | — | — | — | — | — | — | — | — | — | |
| Baseline (ours)Training Requirement=Training-required2024.07 | 95.5 | 89.6 | — | — | 27.3 | — | — | — | — | — | — | — | — | — | — | — | — | |
| AnomalyCLIPZero-shot=true2024.07 | 95.5 | 87 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| AnomalyCLIPCategory=Obj, |C|=12, Backbone=ViT-L/14@336px2023.10 | 95.5 | 87 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| CLIP-ADZero-shot=true2024.07 | 95.2 | 88.7 | — | — | 24.2 | — | — | — | — | — | — | — | — | — | — | — | — | |
| CoCoOpTraining Requirement=Training-required2024.07 | 94.9 | 88 | — | — | 24.8 | — | — | — | — | — | — | — | — | — | — | — | — | |
| APRIL-GAN + AnoRefinerRefinement=AnoRefiner2025.11 | 94.8 | — | 35.1 | 30.9 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| APRIL-GAN + SARRefinement=SAR2025.11 | 94.3 | — | 32.1 | 25.6 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| APRIL-GAN + DeYORefinement=DeYO2025.11 | 94.3 | — | 32.1 | 25.6 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| APRIL-GANSetting=0-shot2024.01 | 94.2 | 86.8 | 32.3 | 25.7 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| APRIL-GANTraining Requirement=Training-required2024.07 | 94.2 | 86.8 | — | — | 25.7 | — | — | — | — | — | — | — | — | — | — | — | — | |
| VANDCategory=Obj, |C|=122023.10 | 94.2 | 86.8 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| APRIL-GANRefinement=None2025.11 | 94.2 | — | 32.3 | 25.7 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| APRIL-GAN + TIPIRefinement=TIPI2025.11 | 94.2 | — | 32.1 | 25.6 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DRAEM2023.06 | 93.5 | 72.4 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DRAEM2026.06 | 93.5 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 72.4 | 26.6 | |
| AnVoLTraining Requirement=Training-free2024.07 | 91.4 | 75 | — | — | 12.7 | — | — | — | — | — | — | — | — | — | — | — | — | |
| AnomalyGPTTraining Requirement=Training-required2024.07 | 90.3 | 61.5 | — | — | 13.3 | — | — | — | — | — | — | — | — | — | — | — | — | |
| RD4AD2023.06 | 90.1 | 70.9 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| SPADE2023.06 | 85.6 | 65.9 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| WinCLIPSetting=0-shot2024.01 | 79.6 | 56.8 | 14.8 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| WinCLIPTraining Requirement=Training-free2024.07 | 79.6 | 56.8 | — | — | 5.4 | — | — | — | — | — | — | — | — | — | — | — | — | |
| WinCLIPCategory=Obj, |C|=122023.10 | 79.6 | 56.8 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| CLIP-ACCategory=Obj, |C|=122023.10 | 47.8 | 17.3 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| CLIPCategory=Obj, |C|=122023.10 | 46.6 | 14.8 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| CoOpCategory=Obj, |C|=122023.10 | 24.2 | 3.8 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| AnomalyCLIPtail type=Pareto2025.04 | — | — | — | — | — | — | — | — | — | — | — | — | 95.6 | 95.46 | 95.51 | — | — | |
| AnomalyCLIPtail type=step (K =4)2025.04 | — | — | — | — | — | — | — | — | — | — | — | — | 95.54 | 95.48 | 95.51 | — | — | |
| AnomalyCLIPtail type=step (K =1)2025.04 | — | — | — | — | — | — | — | — | — | — | — | — | 96.16 | 94.6 | 95.51 | — | — | |
| DAPOZero-Shot=true, Level=Pixel-Level, Train Dataset=MVTec-AD2025.12 | — | — | — | — | 25 | — | — | — | — | — | 88.9 | 22.2 | — | — | — | — | — | |
| HVQtail type=Pareto2025.04 | — | — | — | — | — | — | — | — | — | — | — | — | 95.27 | 97.6 | 96.71 | — | — | |
| HVQtail type=step (K =4)2025.04 | — | — | — | — | — | — | — | — | — | — | — | — | 93.88 | 98.34 | 95.74 | — | — | |
| HVQtail type=step (K =1)2025.04 | — | — | — | — | — | — | — | — | — | — | — | — | 90.58 | 95.51 | 92.63 | — | — | |
| MultiADSZero-Shot=true, Level=Pixel-Level, Train Dataset=MVTec-AD2025.12 | — | — | — | — | 24.8 | — | — | — | — | — | 93.6 | 22.3 | — | — | — | — | — | |
| PaDiMtail type=Pareto2025.04 | — | — | — | — | — | — | — | — | — | — | — | — | 89.02 | 95.1 | 82.81 | — | — | |
| PaDiMtail type=step (K =4)2025.04 | — | — | — | — | — | — | — | — | — | — | — | — | 83.9 | 97.36 | 89.51 | — | — | |
| PaDiMtail type=step (K =1)2025.04 | — | — | — | — | — | — | — | — | — | — | — | — | 82.57 | 96.57 | 88.4 | — | — | |
| PatchCoretail type=Pareto2025.04 | — | — | — | — | — | — | — | — | — | — | — | — | 96.84 | 87.99 | 91.13 | — | — | |
| PatchCoretail type=step (K =4)2025.04 | — | — | — | — | — | — | — | — | — | — | — | — | 95.39 | 62.96 | 81.88 | — | — | |
| PatchCoretail type=step (K =1)2025.04 | — | — | — | — | — | — | — | — | — | — | — | — | 94.11 | 65.3 | 82.1 | — | — | |
| SoftPatchtail type=Pareto2025.04 | — | — | — | — | — | — | — | — | — | — | — | — | 93.2 | 96.74 | 95.27 | — | — | |
| SoftPatchtail type=step (K =4)2025.04 | — | — | — | — | — | — | — | — | — | — | — | — | 83.95 | 97.1 | 89.43 | — | — | |
| SoftPatchtail type=step (K =1)2025.04 | — | — | — | — | — | — | — | — | — | — | — | — | 80.73 | 96.82 | 87.43 | — | — | |
| TailedCoretail type=Pareto2025.04 | — | — | — | — | — | — | — | — | — | — | — | — | 97.98 | 97.25 | 97.48 | — | — | |
| TailedCoretail type=step (K =4)2025.04 | — | — | — | — | — | — | — | — | — | — | — | — | 96.8 | 97.02 | 96.89 | — | — | |
| TailedCoretail type=step (K =1)2025.04 | — | — | — | — | — | — | — | — | — | — | — | — | 96.12 | 97.39 | 96.65 | — | — | |
| WinCLIPtail type=Pareto2025.04 | — | — | — | — | — | — | — | — | — | — | — | — | 71.94 | 73.97 | 73.19 | — | — | |
| WinCLIPtail type=step (K =4)2025.04 | — | — | — | — | — | — | — | — | — | — | — | — | 74.6 | 71.21 | 73.19 | — | — | |
| WinCLIPtail type=step (K =1)2025.04 | — | — | — | — | — | — | — | — | — | — | — | — | 73.81 | 72.32 | 73.19 | — | — |