Anomaly Classification on MVTec 4 (test)
99.8Average Image AUROCDDAD-10
Evaluation Results
| Method | Links | ||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| DDAD-10Method Type (Representation-based vs Reconstruction-based)=Reconstruction-based, Model Scale=32 million parameters, Diffusion Steps=102023.05 | 99.8 | 99.3 | 100 | 100 | 100 | 100 | 100 | 99.4 | 99.4 | 100 | 100 | 100 | 99 | 100 | 100 | 100 | — | — | |
| DDAD-S-10Method Type (Representation-based vs Reconstruction-based)=Reconstruction-based, Model Scale=8 million parameters, Diffusion Steps=102023.05 | 99.7 | 98.2 | 100 | 100 | 100 | 99.9 | 100 | 99.8 | 99.4 | 99.8 | 100 | 99.5 | 98.3 | 100 | 100 | 99.9 | — | — | |
| SimpleNetMethod Type (Representation-based vs Reconstruction-based)=Representation-based2023.05 | 99.6 | 99.7 | 99.7 | 100 | 99.8 | 100 | 100 | 99.9 | 97.7 | 100 | 100 | 99 | 98.2 | 99.7 | 100 | 99.9 | — | — | |
| PatchCoreMethod Type (Representation-based vs Reconstruction-based)=Representation-based2023.05 | 99.1 | 98.7 | 99.7 | 100 | 100 | 99.2 | 100 | 99.5 | 98.1 | 100 | 100 | 99.8 | 98.1 | 100 | 100 | 99.4 | — | — | |
| RD4ADMethod Type (Representation-based vs Reconstruction-based)=Representation-based2023.05 | 98.5 | 98.9 | 100 | 100 | 99.3 | 99.2 | 100 | 95 | 96.3 | 99.9 | 100 | 96.6 | 97 | 99.5 | 96.7 | 98.5 | — | — | |
| DRAEMMethod Type (Representation-based vs Reconstruction-based)=Reconstruction-based2023.05 | 98 | 97 | 99.9 | 100 | 99.6 | 99.1 | 99.2 | 91.8 | 98.5 | 100 | 98.7 | 98.9 | 93.9 | 100 | 93.1 | 100 | — | — | |
| Score-based PRMethod Type (Representation-based vs Reconstruction-based)=Reconstruction-based2023.05 | 97.7 | 91.7 | 100 | 99.9 | 99.8 | 96.1 | 100 | 94.2 | 97.2 | 98.6 | 96.6 | 96.1 | 98.6 | 98.1 | 98.7 | 99.9 | — | — | |
| TailedCoreReference=Ours2025.04 | 95.71 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 95.82 | 95.34 | |
| RIADMethod Type (Representation-based vs Reconstruction-based)=Reconstruction-based2023.05 | 91.7 | 84.2 | 99.6 | 100 | 98.7 | 93 | 99.9 | 81.9 | 88.4 | 83.3 | 88.5 | 83.8 | 84.5 | 100 | 90.9 | 98.1 | — | — | |
| AnomalyCLIPReference=ICLR’242025.04 | 91.48 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 91.82 | 90.83 | |
| WinCLIPReference=CVPR’232025.04 | 90.37 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 91.6 | 88.21 | |
| PatchCoreReference=CVPR’222025.04 | 83.83 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 92.19 | 71.18 | |
| HVQReference=NeurIPS’232025.04 | 83.56 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 82.01 | 85.5 | |
| SoftPatchReference=NeurIPS’222025.04 | 79.64 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 67.65 | 97.54 | |
| PaDiMReference=ICPR’212025.04 | 79.19 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 77.47 | 81.28 | |
| GANomalyMethod Type (Representation-based vs Reconstruction-based)=Reconstruction-based2023.05 | 42.1 | 20.3 | 40.4 | 41.3 | 40.8 | 74.4 | 25.1 | 45.7 | 68.2 | 53.7 | 27 | 47.2 | 23.1 | 37.2 | 44 | 43.4 | — | — |