Pixel-level Anomaly Detection on MVTec AD (AUROC, PRO)
96.22PRO
MAGIC
Updated 6d ago
Evaluation Results
| Method | Links | ||||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
2025.07 | 96.22 | 99.15 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | 81.99 | 77.33 | |
2025.07 | 94.42 | 98.34 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | 78.33 | 73.71 | |
2026.05 | 94 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | 68.1 | - | |
2026.05 | 93.2 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | 67 | - | |
2026.05 | 92.8 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | 65.8 | - | |
2026.05 | 92.6 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | 61.4 | - | |
2025.07 | 92.57 | 98.39 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | 74.02 | 70.14 | |
2026.05 | 92.4 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | 57.5 | - | |
2026.05 | 92.2 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | 53.9 | - | |
2026.05 | 91.7 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | 58.6 | - | |
2026.05 | 91.5 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | 51.9 | - | |
2026.05 | 91.5 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | 54.8 | - | |
2026.05 | 91.4 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | 57.4 | - | |
2025.07 | 91.32 | 97.41 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | 76.79 | 72.9 | |
2026.05 | 91.2 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | 52.9 | - | |
2026.05 | 91.1 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | 56.7 | - | |
2026.05 | 90.9 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | 53.3 | - | |
2026.05 | 90.8 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | 50.5 | - | |
2026.05 | 90.7 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | 56.1 | - | |
2025.07 | 90.65 | 96.25 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | 64.2 | 61.6 | |
2026.05 | 90.5 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | 55 | - | |
2026.05 | 90.2 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | 50.7 | - | |
2026.01 | 89 | 92.2 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | 50 | - | |
2026.05 | 89 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | 48.8 | - | |
2026.01 | 87.8 | 91.9 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | 48.3 | - | |
2025.03 | 87.4 | 91.8 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | 48.3 | - | |
2026.05 | 86.6 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | 46.6 | - | |
2026.05 | 86.2 | 92.8 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2026.05 | 86 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | 46.5 | - | |
2026.05 | 85.5 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | 45.1 | - | |
2026.05 | 84.9 | 92.6 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2026.05 | 84.6 | 91.9 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2026.05 | 84.5 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | 43.8 | - | |
2026.05 | 83.8 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | 39.2 | - | |
2026.05 | 83 | 89.5 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2026.05 | 82.7 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | 42.1 | - | |
2026.05 | 82.7 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | 37.4 | - | |
2026.05 | 82.1 | 90.7 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2026.05 | 82 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | 35.5 | - | |
2025.03 | 81.4 | 91.1 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | 34.5 | - | |
2026.01 | 81.4 | 88.9 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | 34.5 | - | |
2026.05 | 76.8 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | 36.1 | - | |
2025.03 | 70.6 | 89.8 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | 40 | - | |
2025.03 | 64.6 | 85.1 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | 18 | - | |
2026.01 | 64.2 | 82.5 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | 18.1 | - | |
2026.05 | 61.9 | 82.3 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2026.05 | 57.2 | 90.2 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2025.03 | 44 | 87.6 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | 40.8 | - | |
2026.01 | 43.6 | 88.9 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | 44.7 | - | |
2026.01 | 40.8 | 85.5 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | 43.1 | - | |
2025.03 | 33.8 | 86.8 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | 38.1 | - | |
2023.10 | 0.936 | 0.978 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2023.10 | 0.928 | 0.981 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2023.10 | 0.814 | 0.911 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2025.05 | - | - | 95.3 | 98.1 | 97.7 | 98.8 | 94.5 | 93.1 | 96.2 | 92.9 | 96.9 | 97.5 | 91.5 | 94.3 | 95.8 | 98.2 | 89.7 | 94.6 | - | - | |
2025.05 | - | - | 96.3 | 97.5 | 96.9 | 97.7 | 93.8 | 94.7 | 96.8 | 95.9 | 97 | 97.4 | 94.3 | 94.2 | 98 | 97.5 | 95.8 | 96.8 | - | - | |
2025.05 | - | - | 60.3 | 77.4 | 40 | 27 | 48.3 | 58.9 | 53.6 | 37.4 | 57.7 | 85.8 | 75 | 69.6 | 71.6 | 68.3 | 70.4 | 62.7 | - | - | |
2025.05 | - | - | 91 | 88 | 74 | 94.4 | 90.6 | 88.8 | 97.7 | 97.4 | 97.4 | 97.6 | 94.3 | 94.2 | 89.7 | - | 93.8 | 90.9 | - | - | |
2025.05 | - | - | 90.9 | 93.5 | 92.1 | 90.3 | 89.9 | 81.2 | 92.2 | 70.5 | 57.6 | 79.7 | 82.9 | 86.3 | 78.8 | 83.7 | 57 | 79.9 | - | - | |
2025.05 | - | - | 88.5 | 95.5 | 94.4 | 95 | 89.5 | 85.8 | 92.1 | 88.5 | 72.8 | 83.9 | 94.7 | 80.3 | 90.9 | 89.3 | 77.4 | 88.5 | - | - | |
2025.05 | - | - | 95.1 | 95 | 94.4 | 92.6 | 96.8 | 93.5 | 96.9 | 91.3 | 97.2 | 96.9 | 91.7 | 97.6 | 97.6 | 98.3 | 97.7 | 95.5 | - | - | |
2025.05 | - | - | 96.5 | 98.6 | 98.8 | 99.2 | 88.9 | 94.3 | 93.5 | 95.8 | 97.9 | 97 | 98.6 | 98.6 | 90.9 | 82.6 | 81.9 | 94.3 | - | - | |
2025.05 | - | - | 86.3 | 96.9 | 51.9 | 94.6 | 92.2 | 84.9 | 96.9 | 91.3 | 92.7 | 93.4 | 77.1 | 87.9 | 70 | 83.9 | 78.4 | 94.7 | - | - | |
2025.05 | - | - | 92.9 | 95.9 | 85.5 | 98.9 | 83.1 | 98.5 | 92.8 | 95.8 | 98.2 | 96.9 | 86.1 | 93.1 | 96 | 87.9 | 80.4 | 97.4 | - | - | |
2025.05 | - | - | 94.4 | 98.6 | 81.7 | 99.1 | 83.1 | 97.6 | 93.5 | 98.7 | 95.1 | 96.4 | 94.5 | 95.9 | 96.7 | 93.5 | 91.8 | 98.6 | - | - | |
2025.05 | - | - | 98 | 98.6 | 98.6 | 99.1 | 96.3 | 93.5 | 98.7 | 93.5 | 98.8 | 98.3 | 98.6 | 98.6 | 97.2 | 99 | 97.1 | 98.9 | - | - | |
2026.03 | - | 85.1 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | 18 | - | |
2026.03 | - | 87.6 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | 40.8 | - | |
2026.03 | - | 88.1 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | 38.6 | - | |
2026.03 | - | 89.7 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | 43 | - | |
2026.03 | - | 91.6 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | 45.4 | - | |
2026.03 | - | 91.9 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | 48.4 | - | |
2026.03 | - | 92.5 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | 45.7 | - |