Point Cloud Denoising on PCNet 50K points, 3% Gaussian noise
18.2Chamfer DistanceStraightPCF
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| StraightPCFType=Sup., Venue=CVPR 242026.05 | 18.2 | 4.5 | |
| SIMPCType=Unsup.2026.05 | 18.62 | 4.15 | |
| HybridPFType=Sup., Venue=Arxiv 252026.05 | 19.1 | 4.8 | |
| PD-RefinerType=Sup., Venue=ACM MM 242026.05 | 19.95 | 4.84 | |
| PD-LTSType=Sup., Venue=CVPR 242026.05 | 20.2 | 5.3 | |
| DeepPSRType=Sup., Venue=TPAMI 222026.05 | 20.93 | 5.73 | |
| PathNetType=Sup., Venue=TPAMI 242026.05 | 23.1 | 5.95 | |
| IterativePFNType=Sup., Venue=CVPR 232026.05 | 25.3 | 7.2 | |
| Score-UType=Unsup., Venue=ICCV 212026.05 | 39.28 | 11.74 | |
| GLRType=Optim., Venue=TIP 192026.05 | 44.88 | 13.06 | |
| Noise2Score3DType=Unsup., Venue=ICCV 252026.05 | 48.83 | 18.22 | |
| MRPCAType=Optim., Venue=CGF 172026.05 | 55.7 | 19.76 | |
| DMR-UType=Unsup., Venue=ACM MM 202026.05 | 56.16 | 22.07 | |
| JetType=Optim., Venue=CAGD 052026.05 | 57.87 | 21.44 | |
| BilateralType=Optim., Venue=IPL 172026.05 | 60.77 | 21.89 |