Anomaly Detection on MVTec AD 1.0 (test)
100Image AUROC
SIA
Updated 3d ago
Evaluation Results
| Method | Links | ||||||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
2024.03 | 100 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | 99.51 | 97.28 | |
2024.03 | 100 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | 99.76 | 96.22 | |
2024.03 | 100 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | 99.3 | 95.62 | |
2024.03 | 100 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | 99.68 | 93.14 | |
2024.03 | 100 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | 98 | 92.92 | |
2024.03 | 100 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | 99.27 | 96.96 | |
2024.03 | 100 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | 99.57 | 97.14 | |
2024.03 | 100 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | 99.32 | 91.31 | |
2024.03 | 100 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | 99.18 | 92.53 | |
2024.03 | 99.96 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | 99.44 | 97.7 | |
2024.03 | 99.93 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | 99.25 | 95.4 | |
2024.03 | 99.84 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | 99.19 | 96.41 | |
2024.03 | 99.82 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | 99.17 | 93.43 | |
2024.03 | 99.8 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | 99.22 | 95.63 | |
2024.03 | 99.8 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | 98.6 | 88.77 | |
2024.03 | 99.76 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | 98.58 | 94.39 | |
2024.03 | 99.65 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | 99.03 | 93.07 | |
2024.03 | 99.61 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | 97.99 | 88.87 | |
2024.03 | 99.6 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2024.03 | 99.6 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2024.03 | 99.57 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | 98.93 | 91.79 | |
2024.03 | 99.56 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | 99.32 | 84.48 | |
2024.03 | 99.52 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | 98.92 | 91.4 | |
2024.03 | 99.49 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | 97.57 | 90.11 | |
2024.03 | 99.44 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | 98.71 | 91.57 | |
2024.03 | 99.4 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2024.03 | 99.4 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2024.03 | 99.35 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | 98.28 | 90.73 | |
2024.03 | 99.31 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | 98.75 | 89.4 | |
2022.07 | 99.3 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2024.03 | 99.28 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | 98.63 | 91.04 | |
2024.03 | 99.24 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | 98.42 | 93.85 | |
2024.03 | 99.21 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | 98.22 | 90.54 | |
2024.03 | 99.19 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | 98.1 | 93.38 | |
2024.03 | 99.13 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | 99.02 | 91.04 | |
2024.03 | 99.1 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2024.03 | 98.83 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | 99.45 | 87.9 | |
2024.03 | 98.73 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | 98.14 | 86.4 | |
2024.03 | 98.6 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2024.06 | 98.4 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | 97.3 | - | |
2024.03 | 98.29 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | 98.22 | 85.16 | |
2024.03 | 98.2 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2024.03 | 98 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2024.03 | 97.9 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2024.06 | 97.3 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | 96 | - | |
2024.03 | 96.6 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2022.07 | 96.5 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2024.06 | 96.5 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | 96.8 | - | |
2024.06 | 96.5 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | 96.8 | - | |
2022.07 | 96.1 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2024.06 | 95.2 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | 84.8 | - | |
2022.07 | 94.8 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2024.06 | 93.4 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | 96 | - | |
2024.06 | 88.1 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | 87.2 | - | |
2024.06 | 85.1 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | 88.9 | - | |
2024.06 | 81.9 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | 84.9 | - | |
2024.06 | 72.1 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | 80.7 | - | |
2022.01 | - | - | 79.3 | 78 | 95.1 | 91.6 | 94.3 | 87.7 | 99.4 | 89.2 | 80.5 | 98.4 | 73.6 | 82.7 | 83.3 | 92.2 | 85.6 | 93.2 | 87.8 | 87.8 | - | - | |
2022.01 | - | - | 99.2 | 95.7 | 100 | 99.4 | 98.8 | 98.6 | 100 | 97.1 | 89.5 | 99.8 | 99.2 | 93.3 | 91.1 | 90.3 | 99.5 | 94.3 | 95.4 | 96.5 | - | - | |
2022.01 | - | - | 43.7 | 61.9 | 84.1 | 41.7 | 61.1 | 58.5 | 74.4 | 78.3 | 67 | 35.9 | 81.3 | 63 | 50 | 97.2 | 86.9 | 82 | 71.6 | 67.2 | - | - | |
2022.01 | - | - | 69.9 | 70.8 | 84.2 | 79.4 | 83.4 | 77.5 | 89.2 | 75.7 | 73.2 | 78.5 | 70 | 74.3 | 74.6 | 65.3 | 79.2 | 74.5 | 75.5 | 76.2 | - | - | |
2022.01 | - | - | 91.6 | 81 | 88.2 | 99.1 | 97.7 | 91.5 | 99 | 86.2 | 86.1 | 93.1 | 82 | 87.9 | 54.9 | 95.3 | 81.8 | 91.9 | 85.8 | 87.7 | - | - | |
2022.01 | - | - | 92.9 | 94.6 | 90.9 | 97.8 | 96.5 | 94.5 | 98.6 | 90.3 | 76.7 | 92 | 94 | 86.1 | 81.3 | 100 | 91.5 | 97.9 | 90.8 | 92.1 | - | - | |
2022.01 | - | - | 86.6 | 95.7 | 86.2 | 88.2 | 98.2 | 91 | 97.6 | 84.4 | 76.7 | 92.1 | 75.8 | 90 | 98.7 | 99.2 | 87.6 | 85.9 | 88.8 | 89.5 | - | - | |
2022.01 | - | - | 94 | 85.9 | 99.2 | 99 | 99.2 | 95.5 | 99.1 | 97.1 | 87.5 | 99.4 | 96.2 | 90.1 | 97.5 | 100 | 94.4 | 98.6 | 96 | 95.8 | - | - | |
2022.01 | - | - | 99.8 | 96.7 | 100 | 98.1 | 99.2 | 98.8 | 99.9 | 92.7 | 91.3 | 92 | 98.7 | 93.3 | 85.8 | 96.1 | 97.4 | 90.3 | 93.8 | 95.5 | - | - | |
2022.01 | - | - | 93.9 | 100 | 100 | 94.6 | 99.1 | 97.5 | 98.2 | 81.2 | 98.2 | 98.3 | 99.9 | 94.9 | 88.7 | 99.4 | 96.1 | 99.9 | 95.5 | 96.1 | - | - | |
2022.01 | - | - | 98.9 | 100 | 100 | 99.3 | 99.2 | 99.5 | 100 | 95 | 96.3 | 99.9 | 100 | 96.6 | 97 | 99.5 | 96.7 | 98.5 | 98 | 98.5 | - | - | |
2022.06 | - | - | - | - | - | - | - | 96.6 | - | - | - | - | - | - | - | - | - | - | 96 | 96.2 | - | - | |
2022.06 | - | - | - | - | - | - | - | 94.5 | - | - | - | - | - | - | - | - | - | - | 90.8 | 92.1 | - | - | |
2022.06 | - | - | - | - | - | - | - | 95.3 | - | - | - | - | - | - | - | - | - | - | 95.3 | 95.3 | - | - | |
2022.06 | - | - | - | - | - | - | - | 98.4 | - | - | - | - | - | - | - | - | - | - | 94.1 | 95.5 | - | - | |
2022.06 | - | - | - | - | - | - | - | 98.7 | - | - | - | - | - | - | - | - | - | - | 98 | 98.3 | - | - | |
2022.06 | - | - | - | - | - | - | - | 99 | - | - | - | - | - | - | - | - | - | - | 99.1 | 99.1 | - | - | |
2022.06 | - | - | - | - | - | - | - | 99.6 | - | - | - | - | - | - | - | - | - | - | 99.2 | 99.3 | - | - | |
2022.06 | - | - | - | - | - | - | - | 99.8 | - | - | - | - | - | - | - | - | - | - | 99.4 | 99.5 | - | - | |
2020.12 | - | - | 87 | 94 | 78 | 59 | 73 | - | 93 | 82 | 94 | 97 | 89 | 91 | 96 | 82 | 90 | 88 | - | 86 | - | - | |
2020.12 | - | - | 59 | 90 | 75 | 51 | 73 | - | 86 | 86 | 88 | 95 | 86 | 85 | 96 | 93 | 86 | 77 | - | 82 | - | - | |
2020.12 | - | - | 54 | 58 | 64 | 50 | 62 | - | 86 | 78 | 84 | 87 | 76 | 87 | 80 | 90 | 80 | 78 | - | 74 | - | - | |
2020.12 | - | - | 74 | 96 | 93 | 65 | 84 | - | 92 | 91 | 92 | 98 | 91 | 93 | 95 | 98 | 92 | 87 | - | 89 | - | - | |
2020.12 | - | - | 72 | 59 | 87 | 93 | 91 | - | 78 | 79 | 84 | 72 | 82 | 68 | 87 | 77 | 66 | 76 | - | 78 | - | - | |
2020.12 | - | - | 96 | 98 | 99 | 86 | 94 | - | 95 | 88 | 98 | 98 | 90 | 96 | 99 | 98 | 75 | 96 | - | 94 | - | - | |
2020.12 | - | - | 97 | 98 | 98 | 87 | 93 | - | 97 | 92 | 99 | 99 | 93 | 97 | 99 | 99 | 80 | 96 | - | 95 | - | - | |
2022.10 | - | - | 99.8 | 96.7 | 100 | 98.1 | 99.2 | - | 99.9 | 92.7 | 91.3 | 92 | 98.7 | 93.3 | 85.8 | 96.1 | 97.4 | 90.3 | - | 95.5 | - | - | |
2022.10 | - | - | 97 | 99.9 | 100 | 99.6 | 99.1 | - | 99.2 | 91.8 | 98.5 | 100 | 98.7 | 98.9 | 93.9 | 100 | 93.1 | 100 | - | 98 | - | - | |
2022.10 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | 95.5 | - | - | |
| - | - | 98.1 | 98.4 | 99.8 | 95.3 | 99.2 | - | 100 | 96.7 | 87.3 | 100 | 100 | 96.7 | 94.8 | 90 | 97.5 | 89.8 | - | 95.5 | - | - | ||
| - | - | 96.4 | 100 | 100 | 98.6 | 96.6 | - | 100 | 98.9 | 94.5 | 98.7 | 99.9 | 98 | 94.1 | 98.7 | 97.8 | 99.8 | - | 98.1 | - | - | ||
| - | - | 98.7 | 100 | 100 | 99.9 | 99.3 | - | 100 | 99.6 | 93 | 99.8 | 100 | 98.1 | 96.8 | 97.9 | 98.3 | 99.3 | - | 98.7 | - | - | ||
2022.06 | - | - | 86.6 | 69.2 | 97.2 | 93.7 | 90.6 | - | 84 | 60 | 57.6 | 95.8 | 62.7 | 56.1 | 66.9 | 57.8 | 61 | 78.6 | - | 74.5 | - | - | |
2022.06 | - | - | 91.6 | 81 | 88.2 | 99.1 | 97.7 | - | 99 | 86.2 | 86.1 | 93.1 | 82 | 87.9 | 54.9 | 95.3 | 81.8 | 91.9 | - | 87.7 | - | - | |
2022.06 | - | - | 63.3 | 66 | 60.8 | 88.3 | 72.1 | - | 85.5 | 64.4 | 61.3 | 83.9 | 80.9 | 89.4 | 80.9 | 99.4 | 77.5 | 77.8 | - | 76.8 | - | - | |
2022.06 | - | - | 92.9 | 94.6 | 90.9 | 97.8 | 96.5 | - | 98.6 | 90.3 | 76.7 | 92 | 94 | 86.1 | 81.3 | 100 | 91.5 | 97.9 | - | 92.1 | - | - | |
2022.06 | - | - | 93.8 | 73.9 | 99.9 | 93.3 | 98.4 | - | 97.9 | 70.9 | 73.4 | 85.5 | 88 | 68.8 | 56.9 | 95.3 | 86.6 | 79.7 | - | 84.2 | - | - | |
2022.06 | - | - | 99.8 | 96.7 | 100 | 98.1 | 99.2 | - | 99.9 | 92.7 | 91.3 | 92 | 98.7 | 93.3 | 85.8 | 96.1 | 97.4 | 90.3 | - | 95.5 | - | - | |
2022.06 | - | - | 93.6 | 93.2 | 93.4 | 88.6 | 80.4 | - | 67.9 | 69.2 | 63 | 80.9 | 60 | 71.4 | 85.2 | 63.9 | 57.9 | 93.5 | - | 77.5 | - | - | |
2022.06 | - | - | 93.9 | 100 | 100 | 94.6 | 99.1 | - | 98.2 | 81.2 | 98.2 | 98.3 | 99.9 | 94.9 | 88.7 | 99.4 | 96.1 | 99.9 | - | 96.1 | - | - | |
2022.06 | - | - | 69.8 | 83.8 | 93.6 | 89.5 | 93.4 | - | 98.7 | 78.2 | 68.3 | 97.1 | 64.9 | 79.7 | 75.6 | 75.3 | 73.4 | 87.4 | - | 81.9 | - | - | |
2022.06 | - | - | 79.3 | 78 | 95.1 | 91.6 | 94.3 | - | 99.4 | 89.2 | 80.5 | 98.4 | 73.6 | 82.7 | 83.3 | 92.2 | 85.6 | 93.2 | - | 87.8 | - | - | |
2022.06 | - | - | 98 | 99.3 | 98.7 | 99.8 | 99.8 | - | 97.5 | 57.8 | 65.3 | 93.7 | 72.8 | 82.2 | 92 | 90.6 | 74.8 | 98.8 | - | 88.1 | - | - |
Showing 100 of 124 rows