Anomaly Detection on Weld-4M (test)
90.7AUCPhysic-HM
Evaluation results
| Method | Links | |||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Physic-HM2025.12 | 90.7 | 80.7 | 80.6 | 89.3 | 93.5 | 95.9 | 94.9 | 97.2 | 96 | 80 | 77.1 | 90.8 | — | 99.1 | 97.4 | |
| Dinomaly2025.12 | 88 | 78.1 | 81.3 | 85.7 | 81.7 | 91.5 | 95.7 | 88.6 | 91.3 | 81.1 | 92 | 91.2 | — | 98.6 | 97.1 | |
| ViTAD2025.12 | 87.1 | 83.2 | 82.3 | 81 | 83.6 | 79.3 | 70.3 | 81.5 | 86.5 | 78 | 82.9 | 84.8 | — | 97.2 | 96.6 | |
| SimpleNet2025.12 | 86.9 | 86.1 | 85.4 | 83.9 | 86.9 | 81.3 | 50.5 | 82.7 | 89 | 80.5 | 84.8 | 85.9 | — | 97 | 96.5 | |
| UniAD2025.12 | 85.6 | 87.2 | 86.3 | 84.2 | 88 | 82.5 | 73.3 | 83.1 | 92.5 | 80.3 | 85.9 | 88.6 | — | 96.6 | 96 | |
| RD++2025.12 | 85.4 | 87.1 | 86.3 | 85 | 87.6 | 83.3 | 75.3 | 84.5 | 89.4 | 82 | 86.5 | 87.9 | — | 96.5 | 96.1 | |
| RealNet2025.12 | 85.3 | 87.2 | 86.5 | 85 | 87.9 | 83.6 | 75.4 | 85.1 | 89.6 | 82.3 | 86.9 | 88.2 | — | 97 | 96.5 | |
| MambaAD2025.12 | 85.3 | 89.2 | 88.2 | 86.4 | 89 | 84.7 | 76.2 | 85.9 | 93.3 | 83.5 | 87.5 | 88.9 | — | 88.5 | 88 | |
| MVAD2025.12 | 85.1 | 87.1 | 86.3 | 85 | 87.6 | 83.3 | 75.1 | 84.5 | 89.6 | 82 | 85.9 | 86.8 | — | 98.5 | 98 | |
| PatchCore2025.12 | 84.2 | 86.7 | 85.9 | 84.5 | 87.3 | 82.6 | 74.8 | 84.1 | 89.2 | 81.3 | 85.8 | 86.9 | — | 98.1 | 97.5 | |
| Reconstruct2025.12 | 81.5 | 88.7 | 87.4 | 85.9 | 88.5 | 83.8 | 76.3 | 85.1 | 90.4 | 82.6 | 86.9 | 87.9 | — | 97.6 | 97 | |
| 3D-ADNAS2025.12 | 71.9 | 74.2 | 72.8 | 70.2 | 74 | 68.5 | 62.9 | 71.5 | 76 | 69.3 | 70.9 | 72.6 | — | 98.6 | 97.1 | |
| M3DM2025.12 | 68.2 | 67.6 | 42.4 | 65.6 | 54.5 | 95.9 | 61 | 74.2 | 59.6 | 97.9 | 50.6 | 99.6 | — | 96.8 | 96.4 | |
| AST2025.12 | 67.6 | 69.8 | 68.2 | 66.5 | 69.1 | 65.4 | 57.5 | 67.1 | 72.2 | 65 | 68.3 | 69.7 | — | 93.7 | 93.5 | |
| CFM2025.12 | 67 | 68.8 | 67.3 | 65.2 | 70 | 63.5 | 58.9 | 66.5 | 71 | 64.3 | 65.9 | 67.6 | — | 95.2 | 94.9 | |
| BTF2025.12 | 63 | 66.2 | 64.8 | 62.5 | 65.7 | 60.4 | 47.9 | 61.5 | 70.9 | 59.8 | 63.2 | 65 | — | 89.1 | 88.7 | |
| LateFusion-FusionModality=Audio + Video2025.12 | 52.8 | 35.4 | 43.1 | 35.4 | 52.6 | 59.7 | 54.7 | 55.3 | 67.9 | 51.6 | 46.2 | 57 | — | 93 | 96.4 | |
| LateFusion-AudioModality=Audio2025.12 | 52.2 | 34.8 | 42.4 | 36.7 | 53.2 | 60 | 52.4 | 54 | 67.8 | 47.5 | 46.1 | 55.7 | — | 91.6 | 95.2 | |
| LateFusion-VideoModality=Video2025.12 | 51.4 | 60.6 | 60.2 | 31.2 | 49.5 | 44.2 | 72.4 | 59.6 | 46.7 | 83.4 | 48.6 | 16.2 | — | 91.7 | 95.3 |