Pixel-level Anomaly Detection on Open-Industry
71.85Square Taper Washer ScoreOpen3D-AD
Evaluation results
| Method | Links | ||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Open3D-ADSetting=Five Sample per class, Note=Ours2026.04 | 71.85 | 75.57 | 69.48 | 78.76 | 73.7 | 70.34 | 64.75 | 71.67 | 64.89 | 74.21 | 70.89 | 60.44 | 56.97 | 72.11 | 82.16 | 70.52 | |
| Open3D-ADSetting=Ten Sample per class, Note=Ours2026.04 | 70.25 | 84.82 | 73.21 | 84.25 | 85.34 | 87 | 68.31 | 69.61 | 68.09 | 87.32 | 81.61 | 62.89 | 60.38 | 75.01 | 86.21 | 76.29 | |
| DRApmSetting=Ten Sample per class2026.04 | 57.85 | 59.38 | 50.72 | 62.44 | 52.95 | 53.63 | 59.73 | 62.36 | 53.79 | 59.02 | 55.18 | 50.8 | 51.47 | 54.06 | 52.77 | 55.74 | |
| DRApmSetting=Five Sample per class2026.04 | 56.02 | 58.75 | 49.4 | 56.98 | 49.62 | 54.29 | 56.12 | 66.06 | 51.65 | 55.51 | 52.13 | 49.91 | 49.69 | 57.9 | 51.29 | 54.35 | |
| DRApbSetting=Ten Sample per class2026.04 | 51.7 | 50.56 | 49.17 | 58.74 | 50.79 | 48.03 | 51.81 | 57.44 | 50.81 | 53.37 | 49.1 | 53.1 | 50.52 | 52.8 | 52.52 | 52.03 | |
| DRApbSetting=Five Sample per class2026.04 | 51.39 | 51.61 | 50.22 | 51.4 | 51.75 | 48.88 | 51.16 | 49.58 | 51.89 | 53.76 | 49.71 | 53.77 | 48.86 | 52.71 | 52.42 | 51.27 | |
| DevNetpbSetting=Five Sample per class2026.04 | 51.31 | 49.2 | 48.94 | 49.6 | 50.88 | 49.56 | 50.41 | 49.2 | 50.99 | 49.87 | 52.16 | 56.04 | 49.56 | 50.04 | 49.66 | 50.49 | |
| DevNetpmSetting=Five Sample per class2026.04 | 50.94 | 48.1 | 51.18 | 48.16 | 51.22 | 47.62 | 50.28 | 51 | 51.25 | 49.59 | 53.08 | 51.36 | 50.85 | 50.31 | 54.42 | 50.62 | |
| DevNetpbSetting=Ten Sample per class2026.04 | 50.88 | 48.83 | 49.37 | 49.26 | 51.12 | 49.21 | 49.8 | 49.58 | 50.09 | 49.52 | 51.91 | 54.91 | 49.53 | 50.47 | 50.85 | 50.36 | |
| DevNetpmSetting=Ten Sample per class2026.04 | 49.95 | 51.1 | 49.28 | 52.94 | 48.99 | 49.75 | 51.09 | 52.24 | 51.04 | 51.66 | 50.8 | 52.18 | 51.55 | 52.77 | 53.88 | 51.28 |