Anomaly Detection on MVTec-LOCO Logical Anomalies
97.7ROC-AUC (Breakfast box)SINBAD
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| SINBAD2023.11 | 97.7 | 91.2 | 97.1 | 88.9 | 81.1 | 91.5 | 91.2 | |
| SINBAD2023.11 | 97.7 | — | 97.1 | 88.9 | 81.1 | 91.5 | 91.2 | |
| GCAD2023.11 | 87 | 86 | 100 | 97.5 | 56 | 89.7 | 86 | |
| GCAD2023.11 | 87 | — | 100 | 97.5 | 56 | 89.7 | 86 | |
| SPADE2023.11 | 81.8 | 71 | 91.9 | 60.5 | 46.8 | 73.8 | 71 | |
| SPADE2023.11 | 81.8 | — | 91.9 | 60.5 | 46.8 | 73.8 | 71 | |
| PCore2023.11 | 77.7 | 69 | 83.7 | 62.2 | 55.3 | 63.3 | 69 | |
| PCore2023.11 | 77.7 | — | 83.7 | 62.2 | 55.3 | 63.3 | 69 | |
| VM2023.11 | 70.3 | 56.5 | 59.7 | 42.5 | 45.3 | 64.9 | 56.5 | |
| f-AG2023.11 | 69.4 | 65.9 | 82.4 | 59.1 | 49.7 | 68.8 | 65.9 | |
| f-AnoGAN2023.11 | 69.4 | — | 82.4 | 59.1 | 49.7 | 68.8 | 65.9 | |
| ST2023.11 | 68.9 | 66.4 | 82.9 | 59.5 | 55.5 | 65.4 | 66.4 | |
| ST2023.11 | 68.9 | — | 82.9 | 59.5 | 55.5 | 65.4 | 66.4 | |
| MNAD2023.11 | 59.9 | 60.1 | 70.5 | 51.7 | 60.8 | 57.6 | 60.1 | |
| MNAD2023.11 | 59.9 | — | 70.5 | 51.7 | 60.8 | 57.6 | 60.1 | |
| AE2023.11 | 58 | 58.2 | 67.9 | 62 | 46.8 | 56.2 | 58.2 | |
| VAE2023.11 | 47.3 | 53.8 | 61.3 | 54.3 | 47 | 59.4 | 53.8 |