Anomaly Segmentation on VisA (Per-Category Metrics)
99.4Candle AUROCPatchCore
Evaluation Results
| Method | Links | ||||||||||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| PatchCore2023.09 | 99.4 | 94.6 | 99.5 | 87.7 | 98.9 | 95 | 99.1 | 84.5 | 93.7 | 85.5 | 99.8 | 96.4 | 99.1 | 94.8 | 99.9 | 94.3 | 99 | 89.9 | 99.3 | 90.8 | 98.4 | 89.5 | 99.1 | 96 | 98.8 | 91.6 | |
| RD4AD2023.09 | 98.7 | 93.1 | 99.4 | 96 | 94.1 | 88.3 | 97.4 | 82.3 | 96.7 | 91.4 | 99.6 | 95.3 | 99.2 | 96.9 | 99.7 | 96 | 98.6 | 92.3 | 99.2 | 94.8 | 98.4 | 90.3 | 98.7 | 96.4 | 98.3 | 92.8 | |
| FAIR2023.09 | 98 | 92.5 | 93.9 | 96.2 | 98.8 | 93.4 | 98.3 | 78.8 | 96.8 | 88.9 | 99.7 | 97.8 | 91.7 | 98.3 | 99.7 | 91 | 98.9 | 90.9 | 99.3 | 92.9 | 97.8 | 80.8 | 99.4 | 95 | 98.8 | 91.4 | |
| AST2023.09 | 97.1 | 90.8 | 96.7 | 72.7 | 97.5 | 68.1 | 98.5 | 87.1 | 85 | 57.2 | 96.8 | 85.3 | 90.9 | 83 | 99.4 | 90 | 95.9 | 71.8 | 96.4 | 71.3 | 90.5 | 64.8 | 98.3 | 90.5 | 95.3 | 77.7 | |
| DRAEM2023.09 | 93.6 | 92.7 | 99.1 | 85.4 | 81.6 | 67.6 | 97.5 | 58 | 73.8 | 80.4 | 99.4 | 86.3 | 99 | 96.3 | 97.9 | 61.1 | 97.3 | 76.2 | 96 | 83.5 | 94.9 | 73.4 | 87.1 | 74.6 | 93.1 | 78 | |
| MIRAGEDownstream Model=U-Net2026.03 | 92 | — | 89 | — | 97 | — | 97 | — | 95 | — | 95 | — | 93 | — | 77 | — | 92 | — | 89 | — | 91 | — | 99 | — | 92 | — | |
| GLASSDownstream Model=U-Net2026.03 | 90 | — | 93 | — | 89 | — | 100 | — | 93 | — | 99 | — | 99 | — | 74 | — | 86 | — | 86 | — | 93 | — | 89 | — | 91 | — | |
| DSR2023.09 | 84.8 | 79.7 | 96.8 | 74.5 | 97.6 | 61.5 | 93.8 | 58.2 | 82.9 | 65.5 | 87.3 | 57.7 | 83.4 | 52.2 | 90.5 | 61.3 | 96.5 | 84.9 | 94.8 | 79.5 | 93.5 | 62.1 | 97.5 | 80.5 | 91.6 | 68.1 | |
| AnomAnyDownstream Model=U-Net2026.03 | 71 | — | 73 | — | 91 | — | 99 | — | 91 | — | 94 | — | 91 | — | 69 | — | 85 | — | 85 | — | 85 | — | 94 | — | 86 | — | |
| RealNetDownstream Model=U-Net2026.03 | 62 | — | 87 | — | 90 | — | 92 | — | 87 | — | 90 | — | 89 | — | 75 | — | 80 | — | 85 | — | 80 | — | 92 | — | 84 | — |