| Dataset Name | SOTA Method | Metric | Trend | ||
|---|---|---|---|---|---|
| ModelNet40 (test) | PointMLP+HyCoRe | OA94.5 | 307 | 1mo ago | |
| ScanObjectNN (test) | Recon | Accuracy90.63 | 92 | 4mo ago | |
| ScanObjectNN | OmniVec2 | Accuracy97.2 | 76 | 4mo ago | |
| ModelNet40 | AsymDSD-B* | Accuracy94.7 | 69 | 4mo ago | |
| ModelNet40 (test) | LPC | Attack Success Rate0 | 47 | 3mo ago | |
| ModelNet40-C (test) | Robustness to Rotation0.156 | 37 | 1mo ago | ||
| ModelNet40 Clean (test) | Accuracy90.1 | 34 | 1mo ago | ||
| ModelNet40 (test) | PointNet++ | Clean Accuracy91.98 | 30 | 2mo ago | |
| ScanObjectNN (test) | AT | Clean Accuracy83.66 | 30 | 2mo ago | |
| ScanNet (test) | PointNet | Attack Success Rate100 | 30 | 4mo ago | |
| ScanObjectNN Clean (test) | APC | Accuracy (%)87.8 | 26 | 3mo ago | |
| ModelNet40 | PointBA-I | Balanced Accuracy (BA)91.05 | 24 | 2mo ago | |
| PointDA-10 | Average Accuracy76.6 | 22 | 4mo ago | ||
| MN40 | ToMe | Accuracy93.07 | 21 | 4mo ago | |
| ModelNet40 | CurveNet | Overall Accuracy (OA)94.2 | 19 | 4mo ago | |
| ScanObjectNN PB_50_RS 51 | MOSTb=8 | Accuracy97.5 | 18 | 4mo ago | |
| ShapeNet-C | SVWA | Accuracy (Uniform Noise)82.04 | 17 | 1mo ago | |
| ScanObjectNN-C 1.0 (test) | SVWA | Accuracy (Uniform Noise)44.62 | 16 | 1mo ago | |
| ModelNet-O η=5.0% | PointMLS | OA72.5 | 13 | 4mo ago | |
| ModelNet-O η=2.5% | PointMLS | OA76.7 | 13 | 4mo ago | |
| ModelNet-O η=0.5% | PointMLS | OA78.7 | 13 | 4mo ago | |
| ModelNet-O Clean | PointMLS | mAcc77.6 | 13 | 4mo ago | |
| ModelNet40 (test) | SortNet | Inference Time (s)0.0013 | 12 | 4mo ago | |
| Omni3D (test) | ReFine3D | Accuracy80.08 | 10 | 1mo ago | |
| S-OBJ_ONLY (test) | ReFine3D | Accuracy83.51 | 10 | 1mo ago |