Anomaly Detection on MVTec LOCO AD (test)
95.3Average I-AUROCCSAD
Evaluation results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| CSADAdditional Annotations=true2026.06 | 95.3 | 96.7 | 94 | 94.4 | 94.9 | 99.5 | 99.9 | 94.8 | |
| PSADAdditional Annotations=true2026.06 | 94.9 | 98.1 | 91.6 | 100 | 99.1 | 100 | 99.3 | 91.9 | |
| UniSLADTraining-free=true2026.06 | 93.1 | 91.6 | 94.4 | 93.5 | 99.6 | 93.9 | 78.5 | 92.7 | |
| SAM-LADAdditional Annotations=true2026.06 | 90.7 | 95.8 | 85.5 | 96.7 | 98.7 | 97.2 | 95.2 | 91.4 | |
| SLSG2026.06 | 90.3 | — | — | 88.9 | 99.1 | 95.5 | 79.4 | 88.5 | |
| LogSADTraining-free=true2026.06 | 90.2 | — | — | 95.7 | 95.2 | 83.6 | 83.2 | 93.5 | |
| SINBAD2026.06 | 88.3 | 91.2 | 85.2 | 97.7 | 97.1 | 88.9 | 81.1 | 91.5 | |
| GRAD2026.06 | 87.5 | — | — | 81.2 | 97.6 | 99.7 | 76.6 | 85.4 | |
| LogicADTraining-free=true2026.06 | 86 | — | — | 93.1 | 81.6 | 98.1 | 83.8 | 73.4 | |
| THFR2026.06 | 86 | — | — | 78 | 97.1 | 88.3 | 73.7 | 92.7 | |
| DADF2026.06 | 83.7 | 79.2 | 88.2 | 75.8 | 98.7 | 76.7 | 66.2 | 78.6 | |
| GCAD2026.06 | 83.4 | 86 | 80.7 | 87 | 100 | 97.5 | 56 | 89.7 | |
| PatchCoreTraining-free=true2026.06 | 81.7 | 74 | 89.3 | 74.8 | 93.9 | 63.6 | 57.8 | 79.2 | |
| ComAD2026.06 | 81.2 | 87.7 | 74.6 | 94.7 | 90.9 | 89 | 79.7 | 84.4 | |
| GLCF2026.06 | 80.8 | 78 | 83.6 | 84.9 | 99.4 | 62.9 | 57.6 | 85.2 | |
| DRAEM2026.06 | 79.8 | 72 | 87.6 | 75.1 | 97.8 | 55.7 | 56.2 | 75.2 | |
| RD4AD2026.06 | 77.9 | 70.7 | 85.1 | 66.7 | 93.6 | 63.6 | 54.1 | 75.3 |