Anomaly Detection on MVTecAD (test)
100Bottle Score
SOMAD
Updated 3mo ago
Evaluation Results
| Method | Links | ||||||||||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
2021.07 | 100 | - | - | - | - | - | - | - | - | 100 | 93.8 | 99.7 | 100 | 98.6 | 99.2 | 100 | 98.7 | 93.9 | 98.8 | 94.5 | 98.6 | 95.5 | 97.7 | - | 97.9 | - | |
2021.08 | 100 | - | - | - | - | - | - | - | - | 98.7 | 92.3 | 93.1 | 100 | 83.4 | 97.6 | 95.5 | 97.4 | 92.9 | 94 | 95.9 | 95.8 | 81.2 | 97.9 | 94.4 | - | - | |
2021.10 | 100 | - | - | - | - | - | - | - | - | 97.9 | 83.1 | 99.1 | 100 | 90.9 | 99.5 | 100 | 99.9 | 93.3 | 94.4 | 98 | 85.6 | 65.2 | 95.3 | 91 | - | 98.5 | |
2021.04 | 100 | - | - | - | - | - | - | - | 95 | 95.7 | 86.5 | 96.9 | 100 | 90.2 | 97.5 | 98.8 | 98.2 | 100 | 70.3 | 95.8 | 100 | 95.7 | 99.4 | 93 | - | 98.9 | |
2024.03 | 100 | - | - | - | - | - | - | - | - | 100 | 89.8 | 99.2 | 100 | 94.3 | 98 | 99.7 | 100 | 97.7 | 98 | 99.8 | 91.4 | 73.9 | 99.5 | 96.1 | - | - | |
2024.03 | 100 | - | - | - | - | - | - | - | - | 99.9 | 85.3 | 99 | 100 | 88.3 | 97.9 | 99.9 | 99 | 98.5 | 97.6 | 100 | 95 | 91.9 | 96.7 | 96.6 | - | - | |
2024.03 | 100 | - | - | - | - | - | - | - | - | 100 | 100 | 100 | 100 | 99.4 | 100 | 100 | 100 | 99.7 | 100 | 99.8 | 94.4 | 97.8 | 99.5 | 99.4 | - | - | |
2024.03 | 100 | - | - | - | - | - | - | - | - | 96.8 | 99.3 | 91.9 | 97.7 | 99.9 | 99.6 | 100 | 98.7 | 97.6 | 100 | 99.1 | 95.2 | 99.7 | 98.5 | 98.3 | - | - | |
2021.08 | 99.9 | - | - | - | - | - | - | - | - | 83.3 | 88.4 | 88.5 | 100 | 83.8 | 93 | 84.2 | 98.7 | 99.6 | 81.9 | 90.9 | 100 | 84.5 | 98.1 | 91.7 | - | - | |
2021.08 | 99.9 | - | - | - | - | - | - | - | - | 92 | 91.3 | 98.7 | 100 | 93.3 | 99.2 | 99.8 | 98.1 | 96.7 | 92.7 | 97.4 | 95.1 | 85.8 | 90.3 | 95.5 | - | - | |
2021.04 | 99.9 | - | - | - | - | - | - | - | 91.7 | 83.3 | 88.4 | 88.5 | 100 | 83.8 | 93 | 84.2 | 93.4 | 99.6 | 81.9 | 90.9 | 100 | 84.5 | 98.1 | 89.9 | - | 95.1 | |
2024.03 | 99.9 | - | - | - | - | - | - | - | - | 92 | 91.3 | 98.7 | 100 | 93.3 | 99.2 | 99.8 | 98.1 | 96.7 | 92.7 | 97.4 | 96.1 | 85.8 | 90.3 | 95.5 | - | - | |
2021.07 | 99.8 | - | - | - | - | - | - | - | - | 93.3 | 91.5 | 99.2 | 100 | 94.4 | 98.8 | 99.9 | 97.4 | 95.7 | 92.2 | 97.8 | 97.2 | 84.4 | 90.9 | - | 95.5 | - | |
2021.10 | 99.8 | - | - | - | - | - | - | - | - | 99.6 | 97.1 | 99.1 | 100 | 98.6 | 100 | 100 | 100 | 99 | 99.1 | 99.3 | 91.9 | 97.6 | 99.7 | 98.2 | - | 99.8 | |
2021.10 | 99.6 | - | - | - | - | - | - | - | - | 98.2 | 89.4 | 91.1 | 100 | 79.9 | 95.8 | 98.5 | 100 | 81.8 | 95.1 | 95.4 | 94.7 | 91.4 | 97.1 | 93.2 | - | 96.1 | |
2024.03 | 99.4 | - | - | - | - | - | - | - | - | 98.4 | 80.5 | 73.6 | 95.1 | 82.7 | 94.3 | 79.3 | 91.6 | 78 | 89.2 | 85.6 | 92.2 | 83.3 | 93.2 | 87.8 | - | - | |
2021.08 | 99.2 | - | - | - | - | - | - | - | - | 100 | 98.5 | 98.7 | 100 | 98.9 | 99.1 | 97 | 99.6 | 99.9 | 91.8 | 93.1 | 100 | 93.9 | 100 | 98 | - | - | |
2024.03 | 99.2 | - | - | - | - | - | - | - | - | 100 | 98.5 | 98.7 | 100 | 98.9 | 99.1 | 97 | 99.6 | 99.9 | 91.8 | 93.1 | 100 | 93.9 | 100 | 98 | - | - | |
2021.08 | 99 | - | - | - | - | - | - | - | - | 93.1 | 86.1 | 82 | 88.2 | 87.9 | 97.7 | 91.6 | 99.1 | 81 | 86.2 | 81.8 | 95.3 | 54.9 | 91.9 | 87.7 | - | - | |
2021.10 | 99 | - | - | - | - | - | - | - | - | 100 | 96.3 | 97.4 | 100 | 91.4 | 99.3 | 99.6 | 100 | 93.7 | 99.1 | 98.2 | 94.1 | 94.5 | 98.8 | 96.9 | - | 98.5 | |
2021.10 | 99 | - | - | - | - | - | - | - | - | 99.3 | 86.9 | 96.1 | 97.1 | 88.8 | 99.8 | 92.9 | 99.4 | 84 | 95.9 | 91.1 | 98.6 | 96.3 | 95.1 | 94.7 | - | 94.6 | |
2021.10 | 99 | - | - | - | - | - | - | - | - | 92 | 77 | 94 | 91 | 86 | 92 | 93 | 98 | 95 | 90 | 92 | 100 | 81 | 98 | 92 | - | - | |
2021.07 | 98.6 | - | - | - | - | - | - | - | - | 92 | 76.7 | 94 | 90.9 | 86.1 | 96.5 | 92.9 | 97.8 | 94.6 | 90.3 | 91.5 | 100 | 81.3 | 97.9 | - | 92.1 | - | |
2021.08 | 98.3 | - | - | - | - | - | - | - | - | 100 | 68.7 | 81.5 | 94.4 | 76.8 | 97.9 | 90.3 | 96.1 | 86.7 | 66.5 | 79.4 | 95 | 100 | 78.1 | 87.3 | - | - | |
2021.04 | 98.3 | - | - | - | - | - | - | - | 95.2 | 97.3 | 96.2 | 99.3 | 100 | 92.4 | 98.6 | 93.1 | 93.4 | 99.9 | 80.6 | 95.5 | 98.3 | 86.3 | 99.4 | 94.3 | - | 97 | |
2021.10 | 98 | - | - | - | - | - | - | - | - | 97 | 96 | 99 | 100 | 92 | 99 | 93 | 93 | 99 | 81 | 96 | 98 | 86 | 99 | 95 | - | - | |
2021.10 | 98 | - | - | - | - | - | - | - | - | 98 | 84 | 95 | 99 | 87 | 99 | 96 | 98 | 99 | 98 | 96 | 99 | 97 | 99 | 96 | - | - | |
2021.07 | 97.2 | - | - | - | - | - | - | - | - | 88.1 | 89.7 | 71 | 95.4 | 80.1 | 95.8 | 92.8 | 96.5 | 47.3 | 84.4 | 90.3 | 88.9 | 66.7 | 96.6 | - | 85.4 | - | |
2019.11 | 96 | - | - | - | - | - | - | - | - | 92 | 93 | 88 | 84 | 97 | 89 | 82 | 86 | 81 | 97 | 89 | 99 | 79 | 96 | 90 | - | - | |
2021.10 | 94.1 | - | - | - | - | - | - | - | - | 85.5 | 68.1 | 66.7 | 86.2 | 78.6 | 92.3 | 70.6 | 73.5 | 88.3 | 83.2 | 84.3 | 100 | 100 | 87.6 | 84.8 | - | 82.2 | |
2019.11 | 93 | - | - | - | - | - | - | - | - | 90 | 89 | 81 | 80 | 93 | 89 | 80 | 81 | 79 | 86 | 80 | 96 | 79 | 95 | 86 | - | - | |
2019.11 | 91 | - | - | - | - | - | - | - | - | 87 | 87 | 71 | 75 | 91 | 88 | 78 | 72 | 78 | 67 | 75 | 97 | 78 | 94 | 82 | - | - | |
2021.10 | 91 | - | - | - | - | - | - | - | - | 87 | 87 | 71 | 75 | 91 | 88 | 78 | 72 | 78 | 67 | 75 | 97 | 78 | 94 | 82 | - | - | |
2020.12 | 90 | - | - | - | - | - | - | - | - | 77 | 77 | 85 | 96 | 81 | 97 | 81 | 80 | 85 | 72 | 77 | 93 | 82 | 78 | - | - | - | |
2020.12 | 90 | - | - | - | - | - | - | - | - | 76 | 75 | 80 | 91 | 69 | 94 | 74 | 78 | 76 | 68 | 81 | 91 | 80 | 78 | - | - | - | |
2021.10 | 89.2 | - | - | - | - | - | - | - | - | 78.5 | 73.2 | 70 | 84.2 | 74.3 | 83.4 | 69.9 | 79.4 | 70.8 | 75.7 | 79.2 | 65.3 | 74.6 | 74.5 | 75.5 | - | 77.5 | |
2019.11 | 89 | - | - | - | - | - | - | - | - | 84 | 83 | 67 | 71 | 88 | 85 | 73 | 70 | 75 | 63 | 73 | 91 | 77 | 87 | 78 | - | - | |
2019.11 | 88 | - | - | - | - | - | - | - | - | 86 | 85 | 63 | 58 | 86 | 83 | 70 | 66 | 59 | 64 | 58 | 73 | 66 | 84 | 73 | - | - | |
2019.11 | 88 | - | - | - | - | - | - | - | - | 54 | 61 | 54 | 46 | 60 | 83 | 67 | 52 | 69 | 61 | 52 | 74 | 51 | 80 | 63 | - | - | |
2020.12 | 88 | - | - | - | - | - | - | - | - | 54 | 61 | 54 | 46 | 60 | 83 | 67 | 52 | 69 | 61 | 52 | 74 | 51 | 80 | - | - | - | |
2020.12 | 88 | - | - | - | - | - | - | - | - | 86 | 85 | 63 | 58 | 86 | 83 | 70 | 66 | 59 | 64 | 58 | 73 | 66 | 84 | - | - | - | |
2019.11 | 86 | - | - | - | - | - | - | - | - | 74 | 86 | 78 | 71 | 80 | 89 | 67 | 81 | 83 | 56 | 70 | 89 | 71 | 67 | 77 | - | - | |
2019.11 | 86 | - | - | - | - | - | - | - | - | 80 | 71 | 67 | 70 | 85 | 75 | 74 | 70 | 54 | 61 | 50 | 89 | 75 | 88 | 73 | - | - | |
2020.12 | 86 | - | - | - | - | - | - | - | - | 74 | 86 | 78 | 71 | 80 | 89 | 67 | 81 | 83 | 56 | 70 | 89 | 71 | 67 | - | - | - | |
2021.10 | 85 | - | - | - | - | - | - | - | - | 91 | 82 | 58 | 73 | 90 | 68 | 86 | 87 | 60 | 90 | 85 | 81 | 90 | 90 | 84 | - | - | |
2020.12 | 84 | - | - | - | - | - | - | - | - | 75 | 58 | 67 | 87 | 76 | 88 | 60 | 84 | 99 | 73 | 74 | 97 | 67 | 55 | - | - | - | |
2021.10 | 81.8 | - | - | - | - | - | - | - | - | 76.2 | 59.4 | 67.9 | 41.6 | 80.6 | 95.2 | 41.3 | 69 | 71.7 | 68.5 | 74.1 | 78.1 | 99.9 | 58.4 | 74.5 | - | 63.8 | |
2019.11 | 80 | - | - | - | - | - | - | - | - | 88 | 62 | 73 | 44 | 62 | 74 | 50 | 77 | 78 | 56 | 71 | 98 | 69 | 80 | 71 | - | - | |
2021.10 | 80 | - | - | - | - | - | - | - | - | 88 | 62 | 73 | 44 | 62 | 74 | 50 | 77 | 78 | 56 | 71 | 98 | 69 | 80 | 71 | - | - | |
2020.12 | 80 | - | - | - | - | - | - | - | - | 88 | 62 | 73 | 44 | 62 | 74 | 50 | 77 | 78 | 56 | 71 | 98 | 69 | 80 | - | - | - | |
2021.08 | 79.4 | - | - | - | - | - | - | - | - | 87.4 | 72.1 | 69.4 | 80.8 | 67.1 | 92 | 82.1 | 72 | 74.3 | 71.1 | 80.8 | 70 | 100 | 74.4 | 78.2 | - | - | |
2021.10 | 74.4 | - | - | - | - | - | - | - | - | 35.9 | 67 | 81.3 | 84.1 | 63 | 61.1 | 43.7 | 41.7 | 61.9 | 78.3 | 86.9 | 97.2 | 50 | 82 | 71.6 | - | 59.6 | |
2019.11 | 69 | - | - | - | - | - | - | - | - | 50 | 58 | 50 | 52 | 62 | 68 | 49 | 51 | 51 | 53 | 67 | 57 | 35 | 59 | 55 | - | - | |
2020.12 | 69 | - | - | - | - | - | - | - | - | 50 | 58 | 50 | 52 | 62 | 68 | 49 | 51 | 51 | 53 | 67 | 57 | 35 | 59 | - | - | - | |
2020.12 | 68 | - | - | - | - | - | - | - | - | 50 | 55 | 55 | 65 | 63 | 80 | 60 | 73 | 50 | 66 | 68 | 48 | 50 | 59 | - | - | - | |
2025.04 | - | 94.6 | 96.5 | 95.2 | 96.1 | 48.6 | 53.8 | 91.1 | 82.3 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2025.04 | - | 96.5 | 98.8 | 96.2 | 96.8 | 43.4 | 49.5 | 90.7 | 81.7 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2025.04 | - | 95.3 | 98.4 | 95.8 | 96.9 | 45.9 | 49.7 | 86.5 | 81.2 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2025.04 | - | 89.2 | 95.5 | 91.6 | 93.1 | 54.3 | 50.9 | 64.8 | 77.1 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2025.04 | - | 97.2 | 99 | 96.5 | 96.8 | 52.6 | 55.5 | 90.7 | 84 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2025.04 | - | 98 | 99.5 | 97.5 | 97.3 | 48.2 | 53.3 | 91.4 | 83.6 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2025.04 | - | 87.2 | 94.2 | 91 | 94.8 | 39.5 | 44.8 | 88 | 77.1 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2025.04 | - | 98.8 | 99.7 | 98.5 | 97.7 | 52.6 | 56.7 | 93.2 | 85.3 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2025.04 | - | 99 | 99.6 | 98.5 | 97.5 | 46.5 | 52.3 | 92.7 | 83.7 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2021.10 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | 97.2 | - | 99 | |
2021.10 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | 86 | - | - | |
2021.10 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | 81.2 | - | - | |
| - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | 84.2 | - | - | ||
2021.10 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | 94.3 | - | - | |
2022.07 | - | 99.8 | - | - | 99.4 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2022.07 | - | 84.7 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2022.07 | - | 76.1 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2022.07 | - | 76.2 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2022.07 | - | 75.1 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2022.07 | - | 93.5 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2022.07 | - | 99.9 | - | - | 99.5 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2022.07 | - | 98.3 | - | - | 96.6 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2022.07 | - | 96.5 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2022.07 | - | 92.2 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2022.07 | - | 85.5 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2022.07 | - | 87.8 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2022.07 | - | 94.5 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2022.07 | - | 99.8 | - | - | 97.5 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2022.07 | - | 97.8 | - | - | 96.9 | - | - | 94.7 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2022.07 | - | 97.5 | - | - | 97.6 | - | - | 93.2 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2022.07 | - | 96.4 | - | - | 97 | - | - | 91.5 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2022.07 | - | 98.8 | - | - | 98.1 | - | - | 94 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2022.07 | - | 98.9 | - | - | 98.2 | - | - | 93.1 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2022.07 | - | 96.8 | - | - | 97.9 | - | - | 94.6 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2022.07 | - | 97.4 | - | - | 98.2 | - | - | 95.5 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2022.07 | - | 99.3 | - | - | 99.2 | - | - | 97.6 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2024.03 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | 76.9 | - | |
| - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | 83.9 | - | ||
2024.03 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | 85.8 | - | |
| - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | 91.4 | - | ||
2024.03 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | 97.3 | - | |
| - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | 97.8 | - | ||
2024.03 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | 69 | - | |
| - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | 84.2 | - | ||
2024.03 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | 79.8 | - |
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