Anomaly Localization on MVTec 4 (test)
0.9862AUROCCFLOW-AD
Evaluation results
| Method | Links | |||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| CFLOW-ADEncoder=WideResNet-50, Pooling Layers=3-scale, Flow Coupling Layers=8, Normalizing Flow Type=Conditional (CFLOW)2021.07 | 0.9862 | 0.946 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| PatchCoreMethod Type (Representation-based vs Reconstruction-based)=Representation-based2023.05 | 0.981 | — | 98.9 | 98.3 | 99.3 | 99.3 | 95 | 98.6 | 98.4 | 98.8 | 98.7 | 98.4 | 98.9 | 99.4 | 98.7 | 96.3 | 98.8 | |
| SimpleNetMethod Type (Representation-based vs Reconstruction-based)=Representation-based2023.05 | 0.981 | — | 98.2 | 98.8 | 99.2 | 97 | 94.5 | 98 | 97.6 | 98.9 | 97.9 | 98.8 | 98.6 | 99.3 | 98.5 | 97.6 | 98.9 | |
| DDAD-10Method Type (Representation-based vs Reconstruction-based)=Reconstruction-based, Model Scale=32 million parameters, Diffusion Steps=102023.05 | 0.981 | — | 98.7 | 99.4 | 99.4 | 98.2 | 95 | 98.7 | 98.1 | 95.7 | 98.4 | 99 | 99.1 | 99.3 | 98.7 | 95.3 | 98.2 | |
| DDAD-S-10Method Type (Representation-based vs Reconstruction-based)=Reconstruction-based, Model Scale=8 million parameters, Diffusion Steps=102023.05 | 0.979 | — | 98.6 | 98.4 | 99.2 | 98.2 | 95.1 | 98.5 | 98.3 | 96 | 98.4 | 98.1 | 99.1 | 99 | 98.7 | 95.3 | 97.5 | |
| RD4ADMethod Type (Representation-based vs Reconstruction-based)=Representation-based2023.05 | 0.978 | — | 98.9 | 99.3 | 99.4 | 95.6 | 95.3 | 98.7 | 97.4 | 98.7 | 98.9 | 97.3 | 98.2 | 99.6 | 99.1 | 92.5 | 98.2 | |
| PaDiM2021.07 | 0.975 | 0.921 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Score-based PRMethod Type (Representation-based vs Reconstruction-based)=Reconstruction-based2023.05 | 0.974 | — | 96.4 | 98.9 | 99.3 | 96.8 | 95.4 | 95.9 | 96.9 | 96.6 | 98.7 | 96.6 | 98.2 | 99.5 | 97.8 | 94.7 | 98.8 | |
| DRAEMMethod Type (Representation-based vs Reconstruction-based)=Reconstruction-based2023.05 | 0.973 | — | 95.5 | 99.7 | 98.6 | 99.2 | 96.4 | 99.1 | 94.7 | 94.3 | 99.7 | 99.5 | 97.6 | 97.6 | 98.1 | 90.9 | 98.1 | |
| SPADE2021.07 | 0.96 | 0.917 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| CutPaste2021.07 | 0.96 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| SVDD2021.07 | 0.957 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DFR2021.07 | 0.95 | 0.91 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| RIADMethod Type (Representation-based vs Reconstruction-based)=Reconstruction-based2023.05 | 0.942 | — | 96.3 | 98.8 | 99.4 | 89.1 | 85.8 | 98.4 | 84.2 | 92.8 | 96.1 | 92.5 | 95.7 | 98.8 | 98.9 | 87.7 | 97.8 |