Anomaly Detection and Localization on VisA (test)
99.9P-AUROCDualAnoDiff
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| DualAnoDiffCategory=cashew, Segmentation Model=U-Net2026.03 | 99.9 | — | — | 98 | — | 94.5 | |
| SeaSCategory=cashew, Segmentation Model=U-Net2026.03 | 99.9 | — | — | 98.2 | — | 95.3 | |
| O2MAGCategory=cashew, Segmentation Model=U-Net2026.03 | 99.9 | — | — | 96.4 | — | 92.3 | |
| DualAnoDiffCategory=chewinggum, Segmentation Model=U-Net2026.03 | 99.9 | — | — | 86.6 | — | 78.2 | |
| SeaSCategory=macaroni1, Segmentation Model=U-Net2026.03 | 99.9 | — | — | 50.4 | — | 53.3 | |
| O2MAGCategory=macaroni1, Segmentation Model=U-Net2026.03 | 99.9 | — | — | 47.1 | — | 49.7 | |
| SeaSCategory=pipe fryum, Segmentation Model=U-Net2026.03 | 99.9 | — | — | 93.1 | — | 85.1 | |
| DualAnoDiffCategory=macaroni1, Segmentation Model=U-Net2026.03 | 99.8 | — | — | 28.7 | — | 37.6 | |
| O2MAGCategory=pipe fryum, Segmentation Model=U-Net2026.03 | 99.8 | — | — | 88.6 | — | 78.2 | |
| O2MAGCategory=chewinggum, Segmentation Model=U-Net2026.03 | 99.7 | — | — | 85.5 | — | 78.1 | |
| O2MAGCategory=pcb1, Segmentation Model=U-Net2026.03 | 99.7 | — | — | 88.9 | — | 83.4 | |
| AnomalyDiffusionCategory=capsules, Segmentation Model=U-Net2026.03 | 99.6 | — | — | 60.2 | — | 61.2 | |
| SeaSCategory=capsules, Segmentation Model=U-Net2026.03 | 99.5 | — | — | 59.1 | — | 62.3 | |
| SeaSCategory=chewinggum, Segmentation Model=U-Net2026.03 | 99.5 | — | — | 84.3 | — | 77.6 | |
| SeaSCategory=pcb1, Segmentation Model=U-Net2026.03 | 99.4 | — | — | 94.2 | — | 90.3 | |
| DualAnoDiffCategory=pipe fryum, Segmentation Model=U-Net2026.03 | 99.4 | — | — | 79.1 | — | 69.6 | |
| AnomalyDiffusionCategory=candle, Segmentation Model=U-Net2026.03 | 99.2 | — | — | 24.7 | — | 33 | |
| O2MAGCategory=capsules, Segmentation Model=U-Net2026.03 | 99.2 | — | — | 70.2 | — | 68.7 | |
| SeaSCategory=pcb2, Segmentation Model=U-Net2026.03 | 99.1 | — | — | 49.7 | — | 49.3 | |
| O2MAGCategory=pcb4, Segmentation Model=U-Net2026.03 | 99.1 | — | — | 66.1 | — | 62.5 | |
| AnomalyDiffusionCategory=pcb1, Segmentation Model=U-Net2026.03 | 99 | — | — | 76.6 | — | 75.8 | |
| AnomalyDiffusionCategory=pipe fryum, Segmentation Model=U-Net2026.03 | 99 | — | — | 69.9 | — | 66.7 | |
| DiffusionADCategory=Generative model-based2023.03 | 98.9 | 98.8 | — | 45.8 | 96 | — | |
| DualAnoDiffCategory=candle, Segmentation Model=U-Net2026.03 | 98.9 | — | — | 48.8 | — | 49.7 | |
| DualAnoDiffCategory=pcb1, Segmentation Model=U-Net2026.03 | 98.9 | — | — | 92.6 | — | 88.1 | |
| O2MAGCategory=Average, Segmentation Model=U-Net2026.03 | 98.9 | — | — | 67.2 | — | 64.6 | |
| PatchCoreCategory=Feature embedding-based2023.03 | 98.8 | 95.1 | — | 40.1 | 91.2 | — | |
| O2MAGCategory=candle, Segmentation Model=U-Net2026.03 | 98.8 | — | — | 39.8 | — | 42.4 | |
| SeaSCategory=pcb3, Segmentation Model=U-Net2026.03 | 98.8 | — | — | 68.6 | — | 62.2 | |
| DualAnoDiffCategory=pcb4, Segmentation Model=U-Net2026.03 | 98.8 | — | — | 52.3 | — | 53.3 | |
| SeaSCategory=Average, Segmentation Model=U-Net2026.03 | 98.8 | — | — | 65.1 | — | 64.1 | |
| RD++Method Category=Synthesis-based2024.12 | 98.7 | 96.3 | 96.4 | 42.1 | 92.2 | — | |
| RD++Category=Feature embedding-based2023.03 | 98.7 | 95.9 | — | 40.8 | 93.4 | — | |
| AnomalyDiffusionCategory=chewinggum, Segmentation Model=U-Net2026.03 | 98.7 | — | — | 78.3 | — | 72.4 | |
| DualAnoDiffCategory=Average, Segmentation Model=U-Net2026.03 | 98.7 | — | — | 61.3 | — | 62.1 | |
| PBASMethod Category=Synthesis-based2024.12 | 98.6 | 97.7 | 98.1 | 47.6 | 93.3 | — | |
| DMADCategory=Generative model-based2023.03 | 98.6 | 95.5 | — | 41 | 91.3 | — | |
| O2MAGCategory=fryum, Segmentation Model=U-Net2026.03 | 98.6 | — | — | 80.6 | — | 70.8 | |
| DualAnoDiffCategory=pcb3, Segmentation Model=U-Net2026.03 | 98.6 | — | — | 56.3 | — | 58.2 | |
| SeaSCategory=pcb4, Segmentation Model=U-Net2026.03 | 98.6 | — | — | 61.9 | — | 60.5 | |
| O2MAGCategory=macaroni2, Segmentation Model=U-Net2026.03 | 98.5 | — | — | 22.4 | — | 30.9 | |
| DualAnoDiffCategory=capsules, Segmentation Model=U-Net2026.03 | 98.4 | — | — | 60.7 | — | 63.8 | |
| AnomalyDiffusionCategory=cashew, Segmentation Model=U-Net2026.03 | 98.4 | — | — | 68.8 | — | 63.9 | |
| NOCOADMethod Category=Embedding-based2024.12 | 98.3 | 94.4 | 94.9 | 42.2 | 91.8 | — | |
| SimpleNetMethod Category=Synthesis-based2024.12 | 98.2 | 97.1 | 97.9 | 37.3 | 90.7 | — | |
| AnomalyDiffusionCategory=macaroni1, Segmentation Model=U-Net2026.03 | 98.2 | — | — | 4.2 | — | 10.6 | |
| AnomalyDiffusionCategory=pcb2, Segmentation Model=U-Net2026.03 | 98.2 | — | — | 23.1 | — | 37.1 | |
| O2MAGCategory=pcb3, Segmentation Model=U-Net2026.03 | 98.2 | — | — | 69 | — | 64.6 | |
| AnomalyDiffusionCategory=pcb4, Segmentation Model=U-Net2026.03 | 98.2 | — | — | 44.3 | — | 53.3 | |
| DualAnoDiffCategory=fryum, Segmentation Model=U-Net2026.03 | 97.9 | — | — | 76.7 | — | 74.7 | |
| DeSTSegMethod Category=Synthesis-based2024.12 | 97.8 | 89.8 | 90.7 | 40.3 | 91.3 | — | |
| SimpleNetCategory=Feature embedding-based2023.03 | 97.8 | 96.8 | — | 36.3 | 88.7 | — | |
| SeaSCategory=fryum, Segmentation Model=U-Net2026.03 | 97.4 | — | — | 74.5 | — | 69.5 | |
| SeaSCategory=macaroni2, Segmentation Model=U-Net2026.03 | 97.3 | — | — | 17.8 | — | 26.7 | |
| DualAnoDiffCategory=macaroni2, Segmentation Model=U-Net2026.03 | 97.2 | — | — | 19.7 | — | 30.3 | |
| AnomalyDiffusionCategory=Average, Segmentation Model=U-Net2026.03 | 97 | — | — | 42.9 | — | 45.8 | |
| SeaSCategory=candle, Segmentation Model=U-Net2026.03 | 96.5 | — | — | 29.9 | — | 37.5 | |
| DualAnoDiffCategory=pcb2, Segmentation Model=U-Net2026.03 | 96.1 | — | — | 35.8 | — | 46.6 | |
| O2MAGCategory=pcb2, Segmentation Model=U-Net2026.03 | 94.8 | — | — | 51.3 | — | 53.9 | |
| DRAEMCategory=Generative model-based2023.03 | 94.4 | 88.7 | — | 30.5 | 73.7 | — | |
| AnomalyDiffusionCategory=pcb3, Segmentation Model=U-Net2026.03 | 93.6 | — | — | 36.7 | — | 43.6 | |
| DRAEMMethod Category=Embedding-based2024.12 | 93.5 | 88.7 | 90.5 | 26.6 | 72.4 | — | |
| AnomalyDiffusionCategory=fryum, Segmentation Model=U-Net2026.03 | 91 | — | — | 28.2 | — | 31.8 | |
| DBPIMethod Category=Synthesis-based2024.12 | 90.9 | 85.4 | 87.4 | 33.9 | 75.3 | — | |
| AnomalyDiffusionCategory=macaroni2, Segmentation Model=U-Net2026.03 | 90.6 | — | — | 0.1 | — | 0 | |
| RD4ADMethod Category=Embedding-based2024.12 | 90.2 | 96 | 96.5 | 27.7 | 70.9 | — | |
| RD4ADCategory=Feature embedding-based2023.03 | 90.1 | 96 | — | 27.7 | 70.9 | — | |
| FastFlowCategory=Generative model-based2023.03 | 88.2 | 82.2 | — | 15.6 | 59.8 | — | |
| CFAMethod Category=Embedding-based2024.12 | 84.3 | 92 | 93.6 | 26.8 | 55.1 | — | |
| DSRMethod Category=Embedding-based2024.12 | 84.3 | 88 | 91.2 | 35.3 | 61.9 | — |