Point-level 3D Anomaly Detection on Real3D-AD (test)
75.3Airplane ScoreISMP
Evaluation Results
| Method | Links | |||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| ISMPParadigm=Category-Specific2026.03 | 75.3 | 83.6 | 90.7 | 79.8 | 92.6 | 87.6 | 88.6 | 85.7 | 81.3 | 83.9 | 64.1 | 89.5 | 83.6 | |
| BTF(FPFH)Paradigm=Category-Specific2026.03 | 73.8 | 70.8 | 86.4 | 73.5 | 88.2 | 87.5 | 70.9 | 89.1 | 51.2 | 57.1 | 50.1 | 81.5 | 73.3 | |
| PO3ADParadigm=Category-Specific2026.03 | 71.5 | 57.4 | 76.3 | 56.3 | 61.4 | 64.4 | 87.7 | 53 | 58.5 | 54.2 | 65.9 | 72.9 | 65 | |
| SeDiRParadigm=Unified2026.03 | 66.6 | 90.8 | 95.1 | 63.2 | 97.7 | 83.4 | 96.7 | 54.7 | 73.9 | 79.8 | 70.9 | 94 | 80.6 | |
| Group3ADParadigm=Category-Specific2026.03 | 63.6 | 74.5 | 73.8 | 75.9 | 86.2 | 63.1 | 83.6 | 56.4 | 82.7 | 79.8 | 62.5 | 80.3 | 73.5 | |
| Reg3D-ADParadigm=Category-Specific2026.03 | 63.1 | 71.8 | 72.4 | 67.6 | 83.5 | 50.3 | 82.6 | 54.5 | 81.7 | 81.1 | 61.7 | 75.9 | 70.5 | |
| MC3D-ADParadigm=Unified2026.03 | 62.8 | 81.9 | 91 | 64 | 94.2 | 82.2 | 93.2 | 45.8 | 65.9 | 77.8 | 69 | 93.4 | 76.8 | |
| CPMFParadigm=Category-Specific2026.03 | 61.8 | 83.6 | 73.4 | 55.9 | 75.3 | 71.9 | 98.8 | 44.9 | 96.2 | 72.5 | 80 | 95.9 | 75.8 | |
| PatchCore(PointMAE)Paradigm=Category-Specific2026.03 | 56.9 | 60.9 | 62.7 | 72.9 | 71.8 | 52.8 | 71.7 | 44.4 | 63.3 | 70.9 | 58 | 58 | 62 | |
| BTF(Raw)Paradigm=Category-Specific2026.03 | 56.4 | 64.7 | 73.5 | 60.9 | 56.3 | 60.1 | 51.4 | 59.7 | 52 | 48.9 | 39.2 | 62.3 | 57.1 | |
| PatchCore(FPFH)Paradigm=Category-Specific2026.03 | 56.2 | 75.4 | 78 | 42.9 | 82.8 | 26.4 | 82.9 | 91 | 73.9 | 73.9 | 60.6 | 74.7 | 68.2 | |
| M3DMParadigm=Category-Specific2026.03 | 54.7 | 60.2 | 67.9 | 67.8 | 60.8 | 66.7 | 60.6 | 67.4 | 56 | 73.8 | 53.2 | 68.2 | 62 |