Anomaly Segmentation on VisA (test)
98.9P-AUROC
MuSc* + AnoRefiner
Updated 7d ago
Evaluation Results
| Method | Links | |||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
2025.11 | 98.9 | - | 51.3 | 48 | - | - | - | - | - | - | - | - | - | - | - | |
2023.06 | 98.8 | 91.2 | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2024.01 | 98.8 | 92.7 | 48.8 | 45.1 | - | - | - | - | - | - | - | - | - | - | - | |
2025.11 | 98.7 | - | 48.9 | 45.4 | - | - | - | - | - | - | - | - | - | - | - | |
2025.11 | 98.7 | - | 48.9 | 45.4 | - | - | - | - | - | - | - | - | - | - | - | |
2025.11 | 98.7 | - | 49 | 45.4 | - | - | - | - | - | - | - | - | - | - | - | |
2026.01 | 98.7 | - | 33.9 | - | - | 98.7 | 94.5 | 27.5 | 86.2 | 14.4 | - | - | - | - | - | |
2026.01 | 98.7 | - | 26.7 | - | - | 98.7 | 94.5 | 22.3 | 81.1 | 17.7 | - | - | - | - | - | |
2026.01 | 98.7 | - | 46.4 | - | - | 98.7 | 94.5 | 54.6 | 55.3 | 22.3 | - | - | - | - | - | |
2025.11 | 98.6 | - | 48.4 | 45 | - | - | - | - | - | - | - | - | - | - | - | |
2025.11 | 98.6 | - | 48.4 | 44.6 | - | - | - | - | - | - | - | - | - | - | - | |
2026.01 | 98.5 | - | 24.1 | - | - | 94.3 | 91 | 20 | 78.5 | 19.6 | - | - | - | - | - | |
2026.01 | 98.5 | - | 28.9 | - | - | 94.3 | 91 | 23.5 | 82 | 14.5 | - | - | - | - | - | |
2026.01 | 98.5 | - | 35.2 | - | - | 94.3 | 91 | 41.6 | 50.7 | 24.7 | - | - | - | - | - | |
2023.06 | 98.2 | 92.6 | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2023.06 | 98.1 | 85.9 | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2024.01 | 97.2 | 87.6 | 47 | - | - | - | - | - | - | - | - | - | - | - | - | |
2024.01 | 96.8 | 84.9 | 43.9 | - | - | - | - | - | - | - | - | - | - | - | - | |
2024.01 | 96.2 | 90.2 | 40 | 32.2 | - | - | - | - | - | - | - | - | - | - | - | |
2025.11 | 96 | - | 38.1 | 32.9 | - | - | - | - | - | - | - | - | - | - | - | |
2025.11 | 95.8 | - | 35.2 | 29.7 | - | - | - | - | - | - | - | - | - | - | - | |
2025.11 | 95.8 | - | 35 | 29.6 | - | - | - | - | - | - | - | - | - | - | - | |
2025.11 | 95.8 | - | 34.6 | 29.1 | - | - | - | - | - | - | - | - | - | - | - | |
2024.07 | 95.7 | 90.7 | - | - | 30.1 | - | - | - | - | - | - | - | - | - | - | |
2024.07 | 95.7 | 90 | - | - | 30.1 | - | - | - | - | - | - | - | - | - | - | |
2025.11 | 95.7 | - | 34.7 | 31 | - | - | - | - | - | - | - | - | - | - | - | |
2024.07 | 95.6 | 87.5 | - | - | 26 | - | - | - | - | - | - | - | - | - | - | |
2024.07 | 95.5 | 89.6 | - | - | 27.3 | - | - | - | - | - | - | - | - | - | - | |
2024.07 | 95.5 | 87 | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2023.10 | 95.5 | 87 | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2024.07 | 95.2 | 88.7 | - | - | 24.2 | - | - | - | - | - | - | - | - | - | - | |
2024.07 | 94.9 | 88 | - | - | 24.8 | - | - | - | - | - | - | - | - | - | - | |
2025.11 | 94.8 | - | 35.1 | 30.9 | - | - | - | - | - | - | - | - | - | - | - | |
2025.11 | 94.3 | - | 32.1 | 25.6 | - | - | - | - | - | - | - | - | - | - | - | |
2025.11 | 94.3 | - | 32.1 | 25.6 | - | - | - | - | - | - | - | - | - | - | - | |
2024.01 | 94.2 | 86.8 | 32.3 | 25.7 | - | - | - | - | - | - | - | - | - | - | - | |
2024.07 | 94.2 | 86.8 | - | - | 25.7 | - | - | - | - | - | - | - | - | - | - | |
2023.10 | 94.2 | 86.8 | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2025.11 | 94.2 | - | 32.3 | 25.7 | - | - | - | - | - | - | - | - | - | - | - | |
2025.11 | 94.2 | - | 32.1 | 25.6 | - | - | - | - | - | - | - | - | - | - | - | |
2023.06 | 93.5 | 72.4 | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2024.07 | 91.4 | 75 | - | - | 12.7 | - | - | - | - | - | - | - | - | - | - | |
2024.07 | 90.3 | 61.5 | - | - | 13.3 | - | - | - | - | - | - | - | - | - | - | |
2023.06 | 90.1 | 70.9 | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2023.06 | 85.6 | 65.9 | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2024.01 | 79.6 | 56.8 | 14.8 | - | - | - | - | - | - | - | - | - | - | - | - | |
2024.07 | 79.6 | 56.8 | - | - | 5.4 | - | - | - | - | - | - | - | - | - | - | |
2023.10 | 79.6 | 56.8 | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2023.10 | 47.8 | 17.3 | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2023.10 | 46.6 | 14.8 | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2023.10 | 24.2 | 3.8 | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2025.12 | - | - | - | - | 24.8 | - | - | - | - | - | 93.6 | 22.3 | - | - | - | |
2025.12 | - | - | - | - | 25 | - | - | - | - | - | 88.9 | 22.2 | - | - | - | |
2025.04 | - | - | - | - | - | - | - | - | - | - | - | - | 89.02 | 95.1 | 82.81 | |
2025.04 | - | - | - | - | - | - | - | - | - | - | - | - | 95.27 | 97.6 | 96.71 | |
2025.04 | - | - | - | - | - | - | - | - | - | - | - | - | 71.94 | 73.97 | 73.19 | |
2025.04 | - | - | - | - | - | - | - | - | - | - | - | - | 95.6 | 95.46 | 95.51 | |
2025.04 | - | - | - | - | - | - | - | - | - | - | - | - | 96.84 | 87.99 | 91.13 | |
2025.04 | - | - | - | - | - | - | - | - | - | - | - | - | 93.2 | 96.74 | 95.27 | |
2025.04 | - | - | - | - | - | - | - | - | - | - | - | - | 97.98 | 97.25 | 97.48 | |
2025.04 | - | - | - | - | - | - | - | - | - | - | - | - | 83.9 | 97.36 | 89.51 | |
2025.04 | - | - | - | - | - | - | - | - | - | - | - | - | 93.88 | 98.34 | 95.74 | |
2025.04 | - | - | - | - | - | - | - | - | - | - | - | - | 74.6 | 71.21 | 73.19 | |
2025.04 | - | - | - | - | - | - | - | - | - | - | - | - | 95.54 | 95.48 | 95.51 | |
2025.04 | - | - | - | - | - | - | - | - | - | - | - | - | 95.39 | 62.96 | 81.88 | |
2025.04 | - | - | - | - | - | - | - | - | - | - | - | - | 83.95 | 97.1 | 89.43 | |
2025.04 | - | - | - | - | - | - | - | - | - | - | - | - | 96.8 | 97.02 | 96.89 | |
2025.04 | - | - | - | - | - | - | - | - | - | - | - | - | 82.57 | 96.57 | 88.4 | |
2025.04 | - | - | - | - | - | - | - | - | - | - | - | - | 90.58 | 95.51 | 92.63 | |
2025.04 | - | - | - | - | - | - | - | - | - | - | - | - | 73.81 | 72.32 | 73.19 | |
2025.04 | - | - | - | - | - | - | - | - | - | - | - | - | 96.16 | 94.6 | 95.51 | |
2025.04 | - | - | - | - | - | - | - | - | - | - | - | - | 94.11 | 65.3 | 82.1 | |
2025.04 | - | - | - | - | - | - | - | - | - | - | - | - | 80.73 | 96.82 | 87.43 | |
2025.04 | - | - | - | - | - | - | - | - | - | - | - | - | 96.12 | 97.39 | 96.65 |