Anomaly Localization on MAD (Per-Class Metrics)
99.5GorillaOmniposeAD
Evaluation Results
| Method | Links | |||||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| OmniposeADMethod Paradigm=Ours2023.10 | 99.5 | 98.2 | 97.4 | 99.1 | 98.3 | 95.7 | 99.4 | 98.5 | 98.8 | 97.7 | 97.7 | 99.1 | 99.4 | 99 | 99.5 | 97.7 | 95.9 | 98 | 99.3 | 98.8 | 97.8 | |
| CFlowMethod Paradigm=Feature Embedding-based2023.10 | 94.7 | 89.9 | 87.3 | 90.2 | 89.2 | 91.8 | 94.6 | 93.3 | 93.1 | 94.3 | 97.1 | 89.4 | 87.3 | 72.4 | 86.8 | 94.7 | 91.9 | 95.8 | 92.2 | 89.6 | 90.8 | |
| OCRGANMethod Paradigm=Reconstruction-based2023.10 | 94.2 | 86.7 | 88.9 | 76.7 | 89.4 | 99.1 | 90.1 | 91.7 | 72.2 | 98.9 | 93.6 | 94.4 | 86.8 | 91.7 | 66.5 | 91.3 | 97.6 | 98.5 | 83.1 | 78.9 | 88.5 | |
| STFPMMethod Paradigm=Feature Embedding-based2023.10 | 93.8 | 89.3 | 86 | 91 | 88.6 | 90.6 | 91.8 | 89.3 | 90.8 | 93.2 | 94.2 | 86.2 | 86.1 | 76.8 | 84 | 93.7 | 90.7 | 94.2 | 90.6 | 84.9 | 89.3 | |
| UniADMethod Paradigm=Reconstruction-based2023.10 | 93.4 | 86.8 | 85.4 | 88.9 | 90.7 | 91.1 | 92.8 | 90.3 | 90.6 | 92.9 | 94.8 | 86.7 | 84.7 | 70.7 | 85.6 | 93.8 | 92.2 | 93.6 | 90.9 | 87.1 | 89.1 | |
| FAVAEMethod Paradigm=Reconstruction-based2023.10 | 92.1 | 88 | 85.3 | 89.9 | 90.1 | 91.6 | 96.7 | 94.5 | 87.4 | 94.3 | 92.2 | 86.4 | 92.4 | 72 | 87.7 | 94 | 88.4 | 92.7 | 90.1 | 85.6 | 89.4 | |
| FastflowMethod Paradigm=Feature Embedding-based2023.10 | 91.4 | 77.9 | 85 | 83.9 | 86.5 | 90.4 | 90.7 | 88.7 | 89.5 | 91 | 93.6 | 84.6 | 85.7 | 76.8 | 84 | 93.7 | 74.3 | 92.9 | 85 | 80.3 | 86.1 | |
| CFAMethod Paradigm=Feature Embedding-based2023.10 | 91.4 | 85.2 | 83.7 | 88.7 | 87.9 | 92.2 | 93.9 | 88 | 95 | 94.1 | 95.6 | 87.7 | 87 | 77.8 | 83.7 | 95 | 92.2 | 96.2 | 90.7 | 82.3 | 89.8 | |
| PatchcoreMethod Paradigm=Feature Embedding-based2023.10 | 88.4 | 58.9 | 66.1 | 77.5 | 60.9 | 88.6 | 86.3 | 69.4 | 73.5 | 79.9 | 83.5 | 64.9 | 62.4 | 56.2 | 70.7 | 85.6 | 79.9 | 91.9 | 79.5 | 73.3 | 74.7 | |
| DRAEMMethod Paradigm=Reconstruction-based2023.10 | 77.7 | 26 | 47.8 | 45.3 | 55.9 | 60.3 | 78.9 | 26.2 | 75.9 | 70.5 | 65.6 | 66.6 | 38.7 | 55.9 | 34.4 | 79.4 | 79.7 | 89.2 | 39.2 | 45.8 | 58 | |
| CutpasteMethod Paradigm=Feature Embedding-based2023.10 | 36.1 | 69.6 | 40.9 | 77.2 | 66.8 | 71.7 | 51.9 | 71.2 | 57.2 | 67.2 | 52.3 | 43.5 | 53.1 | 56.9 | 55.4 | 58.3 | 71.2 | 73.3 | 68.8 | 43.2 | 59.3 |