Anomaly Segmentation on MVTec AD
0.9906AUROC (Pixelwise)
PNI (w/ refine)
Updated 4d ago
Evaluation Results
| Method | Links | |||||||||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
2023.05 | 0.9906 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2023.05 | 0.9867 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2023.05 | 0.9836 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2023.05 | 0.982 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2021.06 | 0.981 | - | - | - | - | 0.019 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2021.06 | 0.981 | - | - | - | - | 0.019 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2021.06 | 0.98 | - | - | - | - | 0.02 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2021.06 | 0.975 | - | - | - | - | 0.025 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2021.06 | 0.96 | - | - | - | - | 0.04 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2021.06 | 0.957 | - | - | - | - | 0.043 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2025.01 | 0.943 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2026.01 | 0.93 | - | - | 0.868 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2026.01 | 0.922 | - | - | 0.854 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2025.03 | 0.918 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | 48.3 | |
2025.01 | 0.911 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2025.03 | 0.911 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | 34.5 | |
2026.01 | 0.911 | - | - | 0.814 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2026.01 | 0.906 | - | - | 0.833 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2025.03 | 0.898 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | 40 | |
2025.01 | 0.893 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2021.06 | 0.89 | - | - | - | - | 0.11 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2021.06 | 0.888 | - | - | - | - | 0.112 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2025.01 | 0.876 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2025.03 | 0.876 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | 40.8 | |
2021.06 | 0.87 | - | - | - | - | 0.13 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2025.03 | 0.868 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | 38.1 | |
2026.01 | 0.868 | - | - | 0.338 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2026.01 | 0.867 | - | - | 0.635 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2025.01 | 0.851 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2025.03 | 0.851 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | 18 | |
2026.01 | 0.851 | - | - | 0.646 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2025.01 | 0.384 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2025.01 | 0.382 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2021.05 | - | 0.567 | 0.758 | 0.694 | 0.87 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2021.05 | - | 0.696 | 0.838 | 0.79 | 0.82 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2021.05 | - | 0.499 | 0.714 | 0.642 | 0.744 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2021.05 | - | 0.274 | 0.533 | 0.443 | 0.743 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2021.05 | - | - | - | - | 0.85 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2021.05 | - | - | - | - | 0.907 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2021.05 | - | - | - | - | 0.92 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2021.05 | - | - | - | - | 0.957 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2021.05 | - | 0.794 | 0.889 | 0.857 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2021.05 | - | 0.884 | 0.934 | 0.917 | 0.965 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2021.05 | - | 0.913 | 0.894 | 0.901 | 0.967 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2021.05 | - | 0.932 | 0.916 | 0.921 | 0.975 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2021.05 | - | 0.924 | 0.885 | 0.898 | 0.968 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2021.05 | - | 0.923 | 0.899 | 0.909 | 0.972 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2021.05 | - | 0.909 | 0.931 | 0.924 | 0.975 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2021.05 | - | 0.925 | 0.938 | 0.934 | 0.979 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2021.05 | - | 0.934 | 0.946 | 0.942 | 0.982 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2022.10 | - | - | - | - | 0.9803 | - | 98.1 | 96.98 | 98.84 | 98.95 | 99.24 | 97.62 | 99.41 | 98.36 | 97.64 | 98.48 | 96.45 | 97.87 | 97.07 | 96.23 | 99.04 | - | - | - | - | |
2022.10 | - | - | - | - | 0.9761 | - | 98.11 | 96.58 | 97.94 | 99 | 98.48 | 98.78 | 99.24 | 96.89 | 96.67 | 98.93 | 95.19 | 98.28 | 96.58 | 95.27 | 98.29 | - | - | - | - | |
2022.10 | - | - | - | - | 0.9757 | - | 98.14 | 96.7 | 98.64 | 98.99 | 96.76 | 98.35 | 99.36 | 98.32 | 98.7 | 97.74 | 97.3 | 98.27 | 93.15 | 94.8 | 98.38 | - | - | - | - | |
2022.10 | - | - | - | - | 0.96 | - | 98.4 | 97.2 | 99 | 97.5 | 93.7 | 99.1 | 97.6 | 98.1 | 96.5 | 98.9 | 87.4 | 97.9 | 94.1 | 88.5 | 96.5 | - | - | - | - | |
2022.10 | - | - | - | - | 0.975 | - | 98.3 | 96.7 | 98.5 | 99.1 | 97.3 | 98.2 | 99.2 | 97.2 | 95.7 | 98.5 | 94.1 | 98.8 | 98.5 | 94.9 | 98.5 | - | - | - | - | |
2022.10 | - | - | - | - | 0.981 | - | 98.6 | 98.5 | 98.9 | 99.1 | 98.7 | 98.7 | 99.3 | 98.4 | 97.6 | 99.4 | 95.9 | 98.7 | 96.4 | 95.1 | 98.9 | - | - | - | - | |
2022.10 | - | - | - | - | 0.9875 | - | 98.91 | 98.88 | 98.96 | 99.03 | 98.13 | 99.03 | 99.43 | 99.19 | 99.04 | 98.8 | 97.62 | 99 | 98.55 | 97.49 | 99.16 | - | - | - | - | |
2022.10 | - | - | - | - | - | - | 98.8 | 96 | 93.1 | 95.5 | 99.7 | 99.8 | 99.5 | 98.9 | 97.5 | 99.8 | 99.3 | 98.1 | 87 | 96.8 | 99 | 97.1 | - | - | - | |
2022.10 | - | - | - | - | - | - | 98.6 | 98.5 | 98.9 | 99.1 | 98.7 | 98.7 | 99.3 | 98.4 | 97.6 | 99.4 | 96.1 | 98.7 | 96.4 | 95.1 | 98.9 | 98.1 | - | - | - | |
2022.10 | - | - | - | - | - | - | 99 | 97.6 | 99 | 99.3 | 99 | 98.9 | 99.7 | 98.6 | 99 | 98.9 | 98 | 98.9 | 98 | 96.7 | 99.1 | 98.6 | - | - | - | |
2022.10 | - | - | - | - | - | - | 97.7 | 98.4 | 99.1 | 99.4 | 98.3 | 99.1 | 99.5 | 98.5 | 99.2 | 99.4 | 96.3 | 98.9 | 97.3 | 97 | 98.7 | 98.5 | - | - | - | |
2022.10 | - | - | - | - | - | - | 99 | 97.6 | 99 | 99.3 | 99.1 | 98.9 | 99.7 | 98.6 | 99 | 98.9 | 98 | 98.9 | 98.2 | 96.6 | 99.1 | 98.7 | - | - | - | |
2022.10 | - | - | - | - | - | - | 99 | 98.4 | 99.1 | 99.5 | 99.3 | 99.3 | 99.7 | 98.7 | 99.1 | 99.5 | 97.6 | 99.2 | 98 | 96.9 | 99.1 | 98.8 | - | - | - | |
2023.05 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | 31.65 | - | - | |
2023.05 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | 25.42 | 19.68 | - | |
2023.05 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | 23.48 | 17.53 | - | |
2023.05 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | 23.44 | 32.49 | - | |
2023.05 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | 39.4 | 49.67 | - |