Point-level Anomaly Detection on Anomaly-ShapeNet
96.2Ashtray-0 Score
PO3AD
Updated 22d ago
Evaluation Results
| Method | Links | |||||||||||||||||||||||||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
2026.03 | 96.2 | 94.9 | 91.2 | 84.4 | 88 | 97.8 | 91.4 | 91.8 | 93.5 | 96.7 | 94.1 | 75.5 | 89.9 | 95.7 | 94.8 | 94 | 86.4 | 90.9 | 93.2 | 97.4 | 82.3 | 90.7 | 87.8 | 94.8 | 93.2 | 84.6 | 87.1 | 81 | 66.3 | 78.3 | 69.2 | 95.5 | 88.2 | 97.8 | 88.4 | 90.2 | 93.7 | 98.2 | 95 | 95.2 | 89.8 | |
2026.03 | 80.1 | 81.5 | 89.5 | 88.3 | 90.1 | 82.7 | 53.4 | 60.7 | 78.3 | 65.4 | 55.2 | 79 | 89.5 | 86.7 | 92.2 | 88 | 88.5 | 82.9 | 71.5 | 85.6 | 66.6 | 70.9 | 74.4 | 58.2 | 81.7 | 60.2 | 84.8 | 85.4 | 65.8 | 52.4 | 53.7 | 87 | 72.6 | 82.2 | 79.7 | 78.6 | 64.7 | 61.6 | 88.5 | 77.6 | 75.9 | |
2026.03 | 76.4 | 89.8 | 91.1 | 89.8 | 94.5 | 86.6 | 70 | 79.5 | 86.9 | 80.6 | 64.6 | 71.7 | 88.4 | 90 | 97.2 | 94 | 95 | 87.1 | 84.2 | 74.8 | 70.8 | 68.7 | 81 | 59.6 | 88.5 | 70.1 | 91.1 | 89.1 | 67.9 | 59.7 | 63 | 84.6 | 72.2 | 85 | 83 | 88.4 | 76.6 | 77.7 | 90 | 83.5 | 81 | |
2026.03 | 69.8 | 71.5 | 88.6 | 69.6 | 52.5 | 77.5 | 61.5 | 59.3 | 65.4 | 80 | 69.1 | 61.9 | 75.2 | 63.2 | 71.8 | 81.5 | 46.7 | 68.5 | 69.8 | 75.5 | 58 | 62.6 | 60 | 62.4 | 82.5 | 62 | 59.9 | 59.9 | 68.8 | 58.9 | 74.1 | 54.8 | 60.2 | 40.5 | 51.1 | 75.5 | 62.4 | 88.1 | 81.1 | 69.4 | 66.8 | |
2026.03 | 67.1 | 66.8 | 55.6 | 70.2 | 64.1 | 78.1 | 70.5 | 68.4 | 59.9 | 57.6 | 71.5 | 58.5 | 77.4 | 71.5 | 70.6 | 75.3 | 74.2 | 64.3 | 68.8 | 54.8 | 70.5 | 47.6 | 59.8 | 60.4 | 64.4 | 66.3 | 76.5 | 74.2 | 60.5 | 68.1 | 69.9 | 53.5 | 68.5 | 61.4 | 40.1 | 52.4 | 68.2 | 59.3 | 63.5 | 69.1 | 65 | |
2026.03 | 62.4 | 74.6 | 64.1 | 54.9 | 62.2 | 71 | 76.8 | 51.8 | 59 | 67.9 | 69.9 | 40.1 | 63.3 | 73 | 65.8 | 52.4 | 58.6 | 79 | 61.9 | 71.9 | 62 | 59.1 | 57.5 | 74.9 | 64.3 | 72.4 | 42.7 | 67.5 | 61.9 | 56.8 | 59.6 | 64.2 | 61.9 | 64.6 | 69.9 | 71 | 42.9 | 54 | 66.2 | 56.8 | 62.8 | |
2026.03 | 61.5 | 65.5 | 52.1 | 57.1 | 43.5 | 74.5 | 48.8 | 63.5 | 64.1 | 68.3 | 68.4 | 48.6 | 60.1 | 60.1 | 55.1 | 55.3 | 55.1 | 49.7 | 50.9 | 68.9 | 69.9 | 45.8 | 55.5 | 54.2 | 51.5 | 52 | 61.1 | 54.5 | 78.3 | 45.8 | 65.7 | 45.8 | 48.6 | 58.2 | 58.2 | 51.4 | 65.1 | 50.4 | 52.9 | 54.5 | 57.3 | |
2026.03 | 59.7 | 57.4 | 65.4 | 68.7 | 51.2 | 52.4 | 53.1 | 62.5 | 32.7 | 72 | 35.8 | 45.9 | 57.1 | 47.2 | 65.3 | 59.5 | 79.5 | 65.5 | 59.6 | 81 | 58.3 | 46.4 | 54.8 | 48.9 | 45.5 | 73.7 | 47.8 | 48.8 | 61.3 | 73.3 | 76.8 | 65.5 | 45.3 | 72.1 | 43 | 50.5 | 44.7 | 69.3 | 57.5 | 66.3 | 58 | |
2026.03 | 57.7 | 63.7 | 66.3 | 63.7 | 53.2 | 65.8 | 66.3 | 69.4 | 65.7 | 62.4 | 48.9 | 69.8 | 69.9 | 53.1 | 60.5 | 71.8 | 65.5 | 71.5 | 55.6 | 71 | 58.1 | 58.5 | 59.9 | 42.7 | 62.3 | 65.5 | 54.1 | 35.8 | 55.4 | 65.4 | 71.2 | 60.8 | 60.2 | 73.7 | 65.8 | 65.5 | 64.2 | 51.7 | 55.1 | 66.3 | 61.6 | |
2026.03 | 51.2 | 43 | 55.1 | 49.1 | 72 | 52.4 | 46.4 | 42.6 | 68.5 | 56.3 | 51.7 | 61.7 | 68.6 | 52.4 | 68.7 | 46.9 | 37.3 | 63.2 | 56.1 | 63.7 | 57.8 | 47.5 | 50.4 | 44.9 | 60.5 | 70 | 42.3 | 58.3 | 46.4 | 52.7 | 56.4 | 61.8 | 54.9 | 40.3 | 60.2 | 61.3 | 58.5 | 57.8 | 55 | 56.4 | 55 | |
2026.03 | 49.5 | 67.4 | 55.3 | 60.6 | 65.3 | 52.7 | 52.4 | 51.5 | 58.1 | 50.1 | 56.2 | 58.6 | 57.4 | 54.4 | 48.8 | 72.5 | 54.5 | 51 | 85.6 | 37.8 | 57.5 | 42.3 | 58 | 56.2 | 65.1 | 61.5 | 48.7 | 88.6 | 54.3 | 85.8 | 54.1 | 67.7 | 55.1 | 74.2 | 46.5 | 52.3 | 57.2 | 65.1 | 36.4 | 42.3 | 57.7 |