Anomaly Detection on MAD
93.6GorillaOmniposeAD
Evaluation Results
| Method | Links | |||||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| OmniposeADMethod Paradigm=Ours2023.10 | 93.6 | 94 | 84.7 | 95.6 | 82.5 | 92.4 | 88.2 | 95.7 | 86.5 | 90.1 | 88.3 | 88.2 | 82.3 | 92.5 | 97 | 84.9 | 91.5 | 97.1 | 98.8 | 93.5 | 90.9 | |
| CFlowMethod Paradigm=Feature Embedding-based2023.10 | 69.2 | 82.3 | 74.9 | 51 | 57 | 75.6 | 76.5 | 71.3 | 67.4 | 80.9 | 72.1 | 66.9 | 64.4 | 70.1 | 67.9 | 65.8 | 79.5 | 80 | 81.4 | 71.4 | 71.3 | |
| PatchcoreMethod Paradigm=Feature Embedding-based2023.10 | 66.8 | 92.4 | 59.3 | 87 | 86 | 82.9 | 72.9 | 76.6 | 75.2 | 89.4 | 85.7 | 68.2 | 71.4 | 78.6 | 78 | 78.7 | 82.1 | 89.5 | 84.2 | 65.6 | 78.5 | |
| STFPMMethod Paradigm=Feature Embedding-based2023.10 | 65.3 | 79.6 | 42.2 | 64.4 | 64.1 | 52.4 | 72.7 | 56 | 53.6 | 56.5 | 50.6 | 53.7 | 56.7 | 61.7 | 61.1 | 52.2 | 68.9 | 60.8 | 60.7 | 56.7 | 59.5 | |
| DRAEMMethod Paradigm=Reconstruction-based2023.10 | 58.9 | 70.4 | 34.5 | 18.4 | 65.8 | 69.1 | 67.2 | 68.6 | 59.7 | 59.5 | 64.4 | 51.7 | 53.1 | 62.5 | 62.3 | 61.3 | 83.7 | 73.9 | 76.1 | 57.4 | 60.9 | |
| UniADMethod Paradigm=Reconstruction-based2023.10 | 56.6 | 73 | 70 | 50.2 | 75.5 | 74.7 | 65.3 | 61.2 | 57.5 | 70.4 | 54.6 | 50.5 | 55.4 | 59.3 | 53.4 | 53.1 | 69.5 | 67.7 | 65.1 | 55.6 | 62.2 | |
| FastflowMethod Paradigm=Feature Embedding-based2023.10 | 51.1 | 45 | 72.1 | 67.7 | 53.2 | 76.5 | 58.2 | 70.5 | 63.9 | 71.4 | 59.6 | 54.9 | 53.4 | 61.6 | 53.4 | 51.3 | 51.9 | 67.6 | 72.9 | 59.5 | 60.8 | |
| FAVAEMethod Paradigm=Reconstruction-based2023.10 | 46.8 | 68.3 | 33.6 | 82.8 | 62.5 | 73.3 | 62.5 | 82.4 | 50.6 | 74.9 | 52.5 | 34.6 | 65.2 | 49.1 | 46.1 | 53.2 | 66.9 | 58.2 | 52.8 | 43.5 | 58 | |
| CFAMethod Paradigm=Feature Embedding-based2023.10 | 41.8 | 85.6 | 36.6 | 58.3 | 77.7 | 78.4 | 74 | 64.2 | 66.7 | 86.5 | 66.7 | 52.1 | 65.9 | 71.7 | 69.8 | 68.2 | 91.4 | 80.6 | 78.7 | 53.7 | 68.2 |