Anomaly Detection and Localization on MVTec 5 (test)
99.7Image AUROCDiffusionAD
Evaluation Results
| Method | Links | ||||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| DiffusionADCategory=Generative model-based2023.03 | 99.7 | 98.7 | 95.7 | 76.1 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| SimpleNetCategory=Feature embedding-based2023.03 | 99.6 | 97.6 | 90 | 54.8 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DMADCategory=Generative model-based2023.03 | 99.6 | 98.2 | 90.6 | 53.5 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| RD++Category=Feature embedding-based2023.03 | 99.4 | 98.3 | 95 | 60.8 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| PatchCoreCategory=Feature embedding-based2023.03 | 99.1 | 98.1 | 93.5 | 56.1 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| RD4ADCategory=Feature embedding-based2023.03 | 98.5 | 97.8 | 93.9 | 58 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DRAEMCategory=Generative model-based2023.03 | 98 | 97.3 | 92.1 | 68.4 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| FastFlowCategory=Generative model-based2023.03 | 90.5 | 95.5 | 85.6 | 39.8 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DiffusionADMethod Category=Generative model-based2023.03 | — | — | — | — | 98.7 | 99 | 99.7 | 99.8 | 99.7 | 96.7 | 99.1 | 98.1 | 98.3 | 99.7 | 99.7 | 99.3 | 99 | 98.8 | 92.9 | 99.2 | |
| DMADMethod Category=Generative model-based2023.03 | — | — | — | — | 98.2 | 99.1 | 99.2 | 99.5 | 96 | 95.5 | 98.9 | 98.1 | 98.3 | 99.1 | 97.7 | 98.7 | 99.6 | 99.4 | 95.4 | 98.3 | |
| DRAEMMethod Category=Generative model-based2023.03 | — | — | — | — | 97.3 | 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 | 98.8 | |
| FastFlowMethod Category=Generative model-based2023.03 | — | — | — | — | 95.5 | 98 | 93.5 | 93 | 96.1 | 95.9 | 92.7 | 97.5 | 97.4 | 98.9 | 98.1 | 92.3 | 99.4 | 92.7 | 94.3 | 93.4 | |
| PatchCoreMethod Category=Feature embedding-based2023.03 | — | — | — | — | 98.1 | 99 | 98.7 | 99.3 | 95.6 | 95 | 98.6 | 98.4 | 98.8 | 98.7 | 98.4 | 97.4 | 99.4 | 98.7 | 96.3 | 98.8 | |
| RD++Method Category=Feature embedding-based2023.03 | — | — | — | — | 98.3 | 99.2 | 99.3 | 99.4 | 96.6 | 95.8 | 98.8 | 98.4 | 98.8 | 99.2 | 98.1 | 98.3 | 99.7 | 99.1 | 94.3 | 98.8 | |
| RD4ADMethod Category=Feature embedding-based2023.03 | — | — | — | — | 97.8 | 98.8 | 97 | 98.6 | 98.9 | 99.3 | 99 | 99.4 | 97.3 | 98.2 | 99.6 | 95.7 | 99.1 | 93 | 95.4 | 98.2 | |
| SimpleNetMethod Category=Feature embedding-based2023.03 | — | — | — | — | 97.6 | 98.4 | 98.9 | 98 | 96.6 | 93.2 | 94 | 98.7 | 97.4 | 98.6 | 97 | 98.8 | 98 | 99.2 | 97.8 | 99.2 |