| Dataset Name | SOTA Method | Metric | Trend | ||
|---|---|---|---|---|---|
| ScanObjectNN OBJ_BG | PointGST | Accuracy98.97 | 248 | 15d ago | |
| ScanObjectNN PB_T50_RS | PointGST | Accuracy94.83 | 220 | 15d ago | |
| ScanObjectNN OBJ_ONLY | PointGST | Overall Accuracy97.59 | 186 | 15d ago | |
| ModelNet40 (test) | VRN | Accuracy95.54 | 180 | 3mo ago | |
| VisDA synthetic-to-real 2017 | JFPD | Mean Accuracy94.3 | 139 | 8d ago | |
| ModelNet40 | Overall Accuracy95.1 | 67 | 21d ago | ||
| ModelNet40 1k points | Mamba3D | Accuracy95.1 | 63 | 3mo ago | |
| ModelNet10 (test) | Grid-CNN | Accuracy97.5 | 60 | 2mo ago | |
| N-CARS (test) | Accuracy96.8 | 53 | 3mo ago | ||
| N-Caltech101 (test) | EvDistill | Accuracy90.2 | 51 | 3mo ago | |
| ScanObjectNN PB_T50_RS (test) | PointMLP w/ PointCMT | OA86.4 | 47 | 3mo ago | |
| ImageNet ILSVRC (test) | Top-1 Accuracy50.5 | 45 | 3mo ago | ||
| ModelNet40 | Utonia | Instance Accuracy94.3 | 41 | 3mo ago | |
| ScanObjectNN PB-T50-RS | Mamba3D + Mantis | Overall Accuracy93.48 | 35 | 28d ago | |
| ImageNet-1K | SigLIP2 | Top-1 Acc88 | 33 | 3mo ago | |
| ModelNet40 (supervised) | PointMLP | OA94.1 | 32 | 2mo ago | |
| ScanObjectNN OBJ_ONLY v1.0 | PointGPT-L | Accuracy96.6 | 29 | 3mo ago | |
| ScanObjectNN OBJ_BG v1.0 | PointGPT-L | Accuracy97.2 | 29 | 3mo ago | |
| ScanObjectNN | DeltaNet | Accuracy89.5 | 29 | 3mo ago | |
| ScanObjectNN OBJ_ONLY variant | ReCon | Overall Accuracy93.63 | 26 | 28d ago | |
| ScanObjectNN OBJ_BG variant | ReCon | Overall Accuracy95.18 | 26 | 28d ago | |
| Industrial parts dataset (test) | Accuracy89.7 | 24 | 21d ago | ||
| DBLP | SHGP | Micro F194.13 | 24 | 3mo ago | |
| ACM | HeCo | Micro F1 Score80.94 | 24 | 3mo ago | |
| MAG | SHGP | Mic-F198.37 | 24 | 3mo ago |
