Anomaly Localization on MVTec AD 1.0 (test)
99.6AUROC (Pixel)
MRKD
Updated 4d ago
Evaluation Results
| Method | Links | ||||||||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
2025.12 | 99.6 | - | 98.4 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2025.12 | 99.5 | - | 99.2 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2025.12 | 99.3 | - | 98.1 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2025.12 | 99.3 | - | 97.5 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2022.07 | 99.2 | - | - | - | - | 97.6 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2025.12 | 99.2 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2025.12 | 99.1 | - | 96.2 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2025.12 | 99.1 | - | 95.5 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2025.12 | 99.1 | - | 94.1 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2025.12 | 99 | - | 96.6 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2025.12 | 98.9 | - | 97 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2025.12 | 98.8 | - | 95.8 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2025.12 | 98.8 | - | 95.3 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2025.12 | 98.7 | - | 96.9 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2025.12 | 98.5 | - | 97.1 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2025.12 | 98.4 | - | 95.3 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2025.12 | 98.3 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2025.12 | 98.3 | - | 94.2 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2025.12 | 98.3 | - | 95.4 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2025.12 | 98.1 | - | 91.4 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2025.12 | 98.1 | - | 93.4 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2025.12 | 97.8 | - | 93.9 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2025.12 | 97.6 | - | 91.7 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2025.12 | 97.5 | - | 94.7 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2025.12 | 97.5 | - | 92.1 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2025.12 | 97.3 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2022.07 | 96.6 | - | - | - | - | 93.8 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2025.12 | 96.6 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2025.12 | 96.5 | - | 91.7 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2025.12 | 96.5 | - | 92.1 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2026.01 | 96.4 | - | 73.3 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | 44.3 | 21.7 | |
2025.12 | 96.3 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2025.12 | 96.3 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2025.12 | 96 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2025.12 | 95.9 | - | 91.9 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2025.12 | 95.9 | - | 92.5 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2025.12 | 95.7 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2025.12 | 95.5 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2025.12 | 95.5 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2025.12 | 94.2 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2026.01 | 94 | - | 85.4 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | 47.6 | 7.7 | |
2025.12 | 92.6 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2026.01 | 82.2 | - | 47.1 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | 17.1 | 20.7 | |
2026.01 | 75.1 | - | 46.8 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | 16.6 | 20.3 | |
2026.01 | 73.8 | - | 44.1 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | 17.7 | 21.5 | |
2026.01 | 73.3 | - | 41.7 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | 15.2 | 19.8 | |
2026.01 | 62.5 | - | 34.6 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | 12.7 | 20.5 | |
2022.01 | - | 90.7 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2022.01 | - | 97 | 89.9 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2022.01 | - | - | 91.4 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2022.01 | - | - | 90.1 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2022.01 | - | 96.5 | 91.7 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2022.01 | - | 97.5 | 92.1 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2022.01 | - | 94.2 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2022.01 | - | 96 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2022.01 | - | 97.8 | 93.9 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2022.06 | - | 96 | - | 92.9 | 97.6 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2022.06 | - | 95.7 | - | 93.7 | 96.7 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2022.06 | - | 97.5 | - | 95.3 | 95.3 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2022.06 | - | 97.5 | - | 96.9 | 97.8 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2022.06 | - | 98.6 | - | 98.5 | 98.7 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2022.06 | - | 98.2 | - | 97.5 | 98.3 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2022.06 | - | 98.2 | - | 97.2 | 98.6 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2022.06 | - | 98.5 | - | 97.5 | 98.9 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2022.12 | - | - | - | - | - | - | 95.5 | 89.4 | 98.1 | 80.2 | 85.3 | 95.7 | 80.2 | 95.2 | 95 | 83.3 | 89.9 | 95.8 | 95.5 | 75.9 | 95.3 | 90 | - | - | |
2022.12 | - | - | - | - | - | - | 99.2 | 98.9 | 99.7 | 96.2 | 86 | 97.2 | 97.8 | 99.1 | 98.8 | 98.6 | 98.9 | 98.9 | 99 | 98.2 | 99.1 | 97.7 | - | - | |
2022.12 | - | - | - | - | - | - | 97.5 | 99.7 | 99 | 99.2 | 95.5 | 99.1 | 95.2 | 88.1 | 99.7 | 99.6 | 97.3 | 99.3 | 97.3 | 85.2 | 99.1 | 96.7 | - | - | |
2022.12 | - | - | - | - | - | - | 92.6 | 99.5 | 96.3 | 99.4 | 96.5 | 99.2 | 95.1 | 90.2 | 99.7 | 99.4 | 97.2 | 99 | 97.3 | 84.8 | 98.4 | 96.3 | - | - | |
2022.12 | - | - | - | - | - | - | 98.6 | 97.6 | 99.1 | 95.1 | 94.7 | 98.6 | 98.8 | 98.4 | 98.6 | 98.7 | 98 | 98.3 | 98.8 | 98.1 | 98.6 | 98 | - | - | |
2022.12 | - | - | - | - | - | - | 98.9 | 98.3 | 99.4 | 95.7 | 95.8 | 98.8 | 97.2 | 98.7 | 99 | 97.3 | 98.1 | 99.7 | 99.1 | 92.3 | 98.3 | 97.8 | - | - | |
2022.12 | - | - | - | - | - | - | 99 | 98.7 | 99.3 | 95.8 | 95.1 | 98.6 | 98.5 | 99 | 98.7 | 98.3 | 97.6 | 99.5 | 98.6 | 96.5 | 98.9 | 98.1 | - | - | |
2022.12 | - | - | - | - | - | - | 97.2 | 87.9 | 94.2 | 92.7 | 86.4 | 93.9 | 88.8 | 91.8 | 91.1 | 77.8 | 82.6 | 60.3 | 84.6 | 56 | 93.7 | 85.3 | - | - | |
2022.12 | - | - | - | - | - | - | 98.2 | 86 | 93.8 | 92.3 | 82.9 | 91.3 | 86.6 | 89.3 | 89.6 | 79.5 | 84.5 | 54 | 75.5 | 79.1 | 96.9 | 85.3 | - | - | |
2022.12 | - | - | - | - | - | - | 99 | 98.4 | 99.7 | 99.6 | 97.8 | 99.4 | 98.8 | 98.5 | 99.7 | 99.7 | 99.5 | 97.5 | 99.6 | 98.4 | 98.8 | 99 | - | - | |
2023.03 | - | 93.1 | - | 93.9 | 92.7 | - | 96.5 | 96.1 | 98.9 | 88.3 | 89.5 | 95.9 | 91.6 | 95.5 | 93.8 | 91.2 | 92.9 | 97.1 | 90.2 | 81.2 | 97 | - | - | - | |
2023.03 | - | 93.9 | - | 95 | 93.4 | - | 97 | 97.6 | 99.1 | 90.6 | 90.9 | 96.6 | 91 | 95.8 | 95.5 | 92.3 | 96.4 | 98.2 | 94.5 | 78 | 95.4 | - | - | - | |
2023.03 | - | 91.3 | - | 90.6 | 91.7 | - | 94.2 | 92.1 | 97.2 | 82.6 | 87.2 | 93.6 | 86.7 | 90.3 | 93.8 | 87.2 | 95.3 | 95.3 | 88 | 93.6 | 93 | - | - | - | |
2023.03 | - | 96 | - | 95.5 | 96.3 | - | 97.6 | 94.3 | 98.3 | 94.7 | 92.5 | 95.9 | 98.9 | 95.6 | 96.9 | 95.9 | 96.7 | 97.2 | 92.7 | 96.2 | 97.3 | - | - | - | |
2023.03 | - | 95 | - | 95.7 | 94.6 | - | 97.7 | 97.7 | 99.2 | 90.8 | 93.3 | 97.2 | 94.8 | 95.9 | 96.2 | 90.5 | 96.4 | 98.2 | 94.7 | 85.9 | 96.6 | - | - | - | |
2023.03 | - | 91.5 | - | 91.5 | 91.5 | - | 95.1 | 90 | 97.7 | 85.3 | 89.1 | 94.5 | 89 | 91 | 93.1 | 90.9 | 95.4 | 94.4 | 89.2 | 95.5 | 91.9 | - | - | - | |
2023.03 | - | 93.5 | - | 91.2 | 94.6 | - | 92.7 | 88.9 | 98.3 | 85.7 | 90.2 | 95.7 | 92.5 | 97.6 | 95.7 | 94.4 | 96.1 | 96.4 | 93.3 | 91.2 | 93.4 | - | - | - | |
2023.03 | - | 95.8 | - | 97 | 95.2 | - | 99.3 | 98.6 | 99.9 | 93.9 | 93.5 | 98.4 | 92.7 | 97.5 | 97 | 92.9 | 95.2 | 96 | 90.8 | 92.7 | 98.5 | - | - | - | |
2023.03 | - | 93.1 | - | 95.6 | 91.8 | - | 96.4 | 97.3 | 96.2 | 97.7 | 90.5 | 95.6 | 93.4 | 84.5 | 93.1 | 94.4 | 91 | 87.9 | 91.6 | 92.9 | 93.4 | - | - | - | |
2023.03 | - | 96.4 | - | 96.2 | 96.5 | - | 97.5 | 97.5 | 98.8 | 91.7 | 95.2 | 96.5 | 95.4 | 96.8 | 96.9 | 95.3 | 97.2 | 98.1 | 94.9 | 96.5 | 96.7 | - | - | - | |
2023.03 | - | 95.8 | - | 95.6 | 95.9 | - | 97.1 | 96.6 | 98.7 | 90.6 | 95 | 96.4 | 95 | 96.5 | 96.8 | 94.2 | 97 | 96.7 | 94.9 | 95.6 | 96 | - | - | - |