Anomaly Detection on MVTec LOCO AD Structural Anomalies
94.7Average (Structural Anomalies)EfficientAD
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| EfficientAD2024.10 | 94.7 | — | — | — | — | — | — | |
| PSAD2023.12 | 91.6 | 84.9 | 98.2 | 89.8 | 95.7 | 89.3 | — | |
| PSAD2024.10 | 91.6 | 84.9 | 98.2 | 89.8 | 95.7 | 89.3 | — | |
| SLSG2023.12 | 91.4 | — | — | — | — | — | — | |
| ComAD2023.12 | 90.9 | 81.6 | 98.2 | 91.1 | 88.5 | 94.9 | — | |
| LAViTBackbone=PDN2024.10 | 90.3 | 82.3 | 98.9 | 89.2 | 88.7 | 92.5 | — | |
| PatchCore2023.12 | 89.3 | 80.1 | 98.5 | 87.9 | 92 | 88 | — | |
| PatchCore2024.10 | 89.3 | 80.1 | 98.5 | 87.9 | 92 | 88 | — | |
| ST2023.12 | 88.4 | 68.4 | 99.3 | 90.3 | 87 | 96.8 | — | |
| ST2023.11 | 88.3 | 68.4 | 99.3 | 90.3 | 87 | 96.8 | 88.3 | |
| AST2023.12 | 87.7 | 79.9 | 95.5 | 77.8 | 95.9 | 89.4 | — | |
| DRAEM2023.12 | 87.6 | 85.4 | 90.8 | 81.5 | 85 | 95.5 | — | |
| SINBAD2023.11 | 85.2 | 85.9 | 91.7 | 78.9 | 92.4 | 78.3 | 85.2 | |
| RD4AD2023.12 | 85.1 | 60.3 | 95.2 | 84.8 | 89.2 | 95.9 | — | |
| SINBAD2023.12 | 84.7 | 87.5 | 93.1 | 74.2 | 92.2 | 76.7 | — | |
| GCAD2023.12 | 80.7 | 80.9 | 98.9 | 74.9 | 70.5 | 78.3 | — | |
| GCAD2024.10 | 80.7 | 80.9 | 98.9 | 74.9 | 70.5 | 78.3 | — | |
| GCAD2023.11 | 80.7 | 80.9 | 98.9 | 74.9 | 70.5 | 78.3 | 80.7 | |
| PCore2023.11 | 78.9 | 74.8 | 86.7 | 77.6 | 86.6 | 68.7 | 78.9 | |
| ComAD2024.10 | 74.6 | 70 | 80.5 | 93.8 | 65 | 63.8 | — | |
| MNAD2023.11 | 70.2 | 60.2 | 84.1 | 76.7 | 56.8 | 73.2 | 70.2 | |
| SPADE2023.11 | 66.9 | 74.7 | 84.9 | 58.1 | 59.8 | 57.1 | 66.9 | |
| f-AG2023.11 | 62.7 | 50.7 | 77.8 | 74.9 | 46.1 | 63.8 | 62.7 | |
| VM2023.11 | 58.9 | 70.1 | 69.4 | 65.8 | 37.7 | 51.6 | 58.9 | |
| AE2023.11 | 56.6 | 47.7 | 62.6 | 66.4 | 41.5 | 64.8 | 56.6 | |
| VAE2023.11 | 54.8 | 38.3 | 57.3 | 75.1 | 49 | 54.6 | 54.8 |