Anomaly Localization on Real3D-AD 1.0 (test)
75.9Airplane ScoreBTP
Evaluation Results
| Method | Links | |||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| BTPZero-shot=true2026.03 | 75.9 | 91.6 | 77.7 | 85 | 97.9 | 90.9 | 90.3 | 87.2 | 68.8 | 81.3 | 74.5 | 93.2 | 84.5 | |
| PointADZero-shot=true2026.03 | 67.2 | 72.3 | 71.3 | 67.7 | 87.7 | 51 | 80 | 80.2 | 74.8 | 77.8 | 81.4 | 70 | 73.5 | |
| CPMF2026.03 | 61.8 | 83.6 | 73.4 | 55.9 | 75.3 | 71.9 | 98.8 | 44.9 | 96.2 | 72.5 | 80 | 95.9 | 75.9 | |
| BTF2026.03 | 57 | 48 | 53.9 | 49.5 | 49.6 | 56.3 | 47.6 | 48.8 | 58.1 | 54.8 | 51.4 | 48.1 | 51.9 | |
| PatchCoreMAE2026.03 | 55.7 | 49.7 | 57.2 | 60.3 | 58.7 | 49.4 | 60 | 44.5 | 55.3 | 66.3 | 53.6 | 61.5 | 55.1 | |
| PatchCoreFPFH2026.03 | 53.7 | 52.5 | 57 | 62.2 | 88 | 71.2 | 74.2 | 74 | 50.5 | 49.1 | 49.5 | 67.8 | 62.5 | |
| AnomalyCLIPZero-shot=true2026.03 | 51.1 | 48.8 | 51.7 | 50 | 55.2 | 48.9 | 46.5 | 48.9 | 49.2 | 50.6 | 51 | 51.1 | 50.3 | |
| M3DMMAE2026.03 | 49.7 | 54.2 | 63.7 | 62.8 | 61.3 | 62.7 | 55.4 | 64.9 | 55.6 | 70.1 | 53 | 64.2 | 59.8 | |
| M3DMBERT2026.03 | 46.2 | 51.7 | 62.6 | 61.8 | 58.5 | 58.8 | 53.9 | 62.6 | 55.5 | 67.9 | 50.5 | 64.6 | 57.9 | |
| PointCLIPV2Zero-shot=true2026.03 | 45.1 | 56.3 | 55.2 | 46.5 | 52.6 | 62.6 | 64.9 | 51.5 | 48.3 | 58.1 | 40.6 | 53.6 | 52.9 |