3D Anomaly Detection on Real3D-AD v1 (test)
85.2O-AUROCAF3AD
Evaluation results
| Method | Links | ||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| AF3ADBase Method=PO3AD2026.06 | 85.2 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 86.1 | 2.5 | 2.5 | |
| Reg2Inv2026.06 | 78.1 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 87.9 | 4.42 | 2.58 | |
| PO3AD2026.06 | 76.6 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 5.33 | — | |
| ISMP2026.06 | 75.7 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 83.6 | 5.42 | 3.21 | |
| Group3AD2026.06 | 75.1 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 73.5 | 5.83 | 5.17 | |
| R3D-AD2026.06 | 73.4 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 6.17 | — | |
| IMRNet2026.06 | 72.5 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 6.58 | — | |
| Reg3D-AD2026.06 | 70.4 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 70.5 | 7.5 | 6.83 | |
| BTFvariant=RAW2026.06 | 63.5 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 57.1 | 9.21 | 9.42 | |
| BTFvariant=FPFH2026.06 | 60.3 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 73.3 | 9.25 | 6.33 | |
| PatchCorevariant=PMAE2026.06 | 59.4 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 62 | 10.58 | 9 | |
| PatchCorevariant=FPFH2026.06 | 59.3 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 68.2 | 10 | 6.92 | |
| CPMF2026.06 | 58.6 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 75.9 | 10.58 | 5.29 | |
| M3DM2026.06 | 55.2 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 63.1 | 11.62 | 8.75 | |
| BTFDescriptor=Raw2025.07 | — | 0.564 | 0.647 | 0.735 | 0.609 | 0.563 | 0.601 | 0.514 | 0.597 | 0.52 | 0.489 | 0.392 | 0.623 | 0.571 | 7.538 | — | — | — | |
| BTFDescriptor=FPFH2025.07 | — | 0.738 | 0.708 | 0.864 | 0.735 | 0.882 | 0.875 | 0.709 | 0.891 | 0.512 | 0.571 | 0.501 | 0.815 | 0.733 | 4.385 | — | — | — | |
| DU-Net2025.07 | — | 0.721 | 0.896 | 0.884 | 0.838 | 0.938 | 0.793 | 0.91 | 0.848 | 0.801 | 0.872 | 0.799 | 0.861 | 0.847 | 1.846 | — | — | — | |
| ISMP2025.07 | — | 0.753 | 0.836 | 0.907 | 0.798 | 0.926 | 0.876 | 0.886 | 0.857 | 0.813 | 0.839 | 0.641 | 0.895 | 0.836 | 1.769 | — | — | — | |
| M3DM2025.07 | — | 0.547 | 0.602 | 0.679 | 0.678 | 0.608 | 0.667 | 0.606 | 0.674 | 0.56 | 0.738 | 0.532 | 0.682 | 0.631 | 6.385 | — | — | — | |
| PatchCoreDescriptor=FPFH2025.07 | — | 0.562 | 0.754 | 0.78 | 0.429 | 0.828 | 0.264 | 0.829 | 0.91 | 0.739 | 0.739 | 0.606 | 0.747 | 0.682 | 5 | — | — | — | |
| PatchCoreDescriptor=PointMAE2025.07 | — | 0.569 | 0.609 | 0.627 | 0.729 | 0.718 | 0.528 | 0.717 | 0.444 | 0.633 | 0.709 | 0.58 | 0.58 | 0.62 | 6.462 | — | — | — | |
| R3D-AD2025.07 | — | 0.594 | 0.557 | 0.593 | 0.62 | 0.555 | 0.635 | 0.573 | 0.668 | 0.562 | 0.578 | 0.608 | 0.568 | 0.592 | 7.077 | — | — | — | |
| Reg3D-AD2025.07 | — | 0.631 | 0.718 | 0.724 | 0.676 | 0.835 | 0.503 | 0.826 | 0.545 | 0.817 | 0.811 | 0.617 | 0.759 | 0.705 | 4.538 | — | — | — |