Anomaly Localization on MVTec LOCO AD
85.6Logical Pixel sPROSAM-LAD
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| SAM-LADFine-grained Segmentation=true2026.06 | 85.6 | 80.7 | 83.2 | |
| LogiCo+Fine-grained Segmentation=true2026.06 | 76.2 | 84.6 | 80.4 | |
| GCAD2026.03 | 71.1 | 69.2 | 70.1 | |
| GCADFine-grained Segmentation=false2026.06 | 71.1 | 69.2 | 70.1 | |
| CSADFine-grained Segmentation=true2026.06 | 65.5 | 75.6 | 70.6 | |
| LogiCoFine-grained Segmentation=false2026.06 | 63.6 | 82.2 | 72.9 | |
| TFA-Net2026.03 | 62 | 72.3 | 67 | |
| GLCFFine-grained Segmentation=false2026.06 | 58.7 | 68.6 | 63.7 | |
| LogSADFine-grained Segmentation=true2026.06 | 58.3 | 78.8 | 68.6 | |
| SALADFine-grained Segmentation=false2026.06 | 57.4 | 69.2 | 63.3 | |
| SPADE2026.03 | 53.6 | 36.8 | 45.1 | |
| PaDIM2026.03 | 51.7 | 52.5 | 52.1 | |
| f-AnoGAN2026.03 | 46 | 20.9 | 33.4 | |
| Draem2026.03 | 45.4 | 39.8 | 42.6 | |
| FastFlow2026.03 | 35.9 | 35.6 | 35.7 | |
| PatchCore2026.03 | 34 | 34.5 | 34.3 | |
| STPM2026.03 | 32.8 | 52.9 | 42.8 | |
| MNAD2026.03 | 26.6 | 41.2 | 33.9 |