Point Cloud Denoising on PCNet 10K points, 3% Gaussian noise
49.2Chamfer Distance (CD)StraightPCF
Evaluation results
| Method | Links | ||
|---|---|---|---|
| StraightPCFType=Sup., Venue=CVPR 242026.05 | 49.2 | 10.9 | |
| PD-RefinerType=Sup., Venue=ACM MM 242026.05 | 49.33 | 12.05 | |
| HybridPFType=Sup., Venue=Arxiv 252026.05 | 49.9 | 11.2 | |
| SIMPCType=Unsup.2026.05 | 53.33 | 12.48 | |
| PD-LTSType=Sup., Venue=CVPR 242026.05 | 53.4 | 12.6 | |
| PathNetType=Sup., Venue=TPAMI 242026.05 | 56.63 | 22.39 | |
| IterativePFNType=Sup., Venue=CVPR 232026.05 | 60.3 | 15.6 | |
| DeepPSRType=Sup., Venue=TPAMI 222026.05 | 60.31 | 16.19 | |
| MRPCAType=Optim., Venue=CGF 172026.05 | 65.02 | 16.76 | |
| GLRType=Optim., Venue=TIP 192026.05 | 72.49 | 16.74 | |
| JetType=Optim., Venue=CAGD 052026.05 | 76.5 | 22.27 | |
| BilateralType=Optim., Venue=IPL 172026.05 | 82.95 | 23.92 | |
| Noise2Score3DType=Unsup., Venue=ICCV 252026.05 | 93.04 | 31.5 | |
| Score-UType=Unsup., Venue=ICCV 212026.05 | 103.02 | 43.79 | |
| DMR-UType=Unsup., Venue=ACM MM 202026.05 | 126.39 | 58.02 |