| Dataset Name | SOTA Method | Metric | Trend | ||
|---|---|---|---|---|---|
| ModelNet40 (test) | PointMLP+HyCoRe | OA94.5 | 297 | 3mo ago | |
| ScanObjectNN (test) | Recon | Accuracy90.63 | 92 | 2mo ago | |
| ScanObjectNN | OmniVec2 | Accuracy97.2 | 76 | 3mo ago | |
| ModelNet40 | AsymDSD-B* | Accuracy94.7 | 69 | 3mo ago | |
| ModelNet40 (test) | LPC | Attack Success Rate0 | 47 | 1mo ago | |
| ModelNet40 (test) | PointNet++ | Clean Accuracy91.98 | 30 | 23d ago | |
| ScanObjectNN (test) | AT | Clean Accuracy83.66 | 30 | 23d ago | |
| ScanNet (test) | PointNet | Attack Success Rate100 | 30 | 3mo ago | |
| ScanObjectNN Clean (test) | APC | Accuracy (%)87.8 | 26 | 1mo ago | |
| ModelNet40 Clean (test) | Accuracy90.1 | 26 | 1mo ago | ||
| ModelNet40-C (test) | PointMLS | Robustness to Jitter Corruption0.417 | 25 | 3mo ago | |
| ModelNet40 | PointBA-I | Balanced Accuracy (BA)91.05 | 24 | 22d ago | |
| PointDA-10 | Average Accuracy76.6 | 22 | 3mo ago | ||
| MN40 | ToMe | Accuracy93.07 | 21 | 2mo ago | |
| ModelNet40 | CurveNet | Overall Accuracy (OA)94.2 | 19 | 3mo ago | |
| ScanObjectNN PB_50_RS 51 | MOSTb=8 | Accuracy97.5 | 18 | 3mo ago | |
| ModelNet-O η=5.0% | PointMLS | OA72.5 | 13 | 3mo ago | |
| ModelNet-O η=2.5% | PointMLS | OA76.7 | 13 | 3mo ago | |
| ModelNet-O η=0.5% | PointMLS | OA78.7 | 13 | 3mo ago | |
| ModelNet-O Clean | PointMLS | mAcc77.6 | 13 | 3mo ago | |
| ModelNet40 (test) | SortNet | Inference Time (s)0.0013 | 12 | 3mo ago | |
| ScanObjectNN PB_T50_RS (Hardest) | MVTN | Overall Accuracy82.8 | 10 | 3mo ago | |
| Sim-to-Real Generalization (ModelNet11, ShapeNet9 to ScanObjectNN) (test) | Point-PRC (ULIP-2) | Acc (MN11 -> SONN11 OBJ)68.43 | 10 | 3mo ago | |
| PCC13 v1 (test) | STAG-std | ScanObjectNN (obj_bg)91.5 | 9 | 3mo ago | |
| ModelNet40 55 | MOSTb=8 | Accuracy0.9623 | 8 | 3mo ago |
