Point Cloud Denoising on ShapeNet (test)
9.34Chamfer Distance (CD)Ours (SADG)
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| Ours (SADG)Setting=ICL+DG2026.03 | 9.34 | — | — | — | |
| DG-PICSetting=ICL+DG2026.03 | 9.81 | — | — | — | |
| Vanilla Mamba ICLSetting=ICL+DG2026.03 | 10.19 | — | — | — | |
| Point-MAESetting=General2026.03 | 23.91 | — | — | — | |
| PointDGMambaSetting=DG2026.03 | 24.05 | — | — | — | |
| PICSetting=ICL2026.03 | 24.1 | — | — | — | |
| PCTSetting=General2026.03 | 24.59 | — | — | — | |
| PointMambaSetting=General2026.03 | 25.24 | — | — | — | |
| PointCutMixSetting=DG2026.03 | 25.3 | — | — | — | |
| PointMixupSetting=DG2026.03 | 26.91 | — | — | — | |
| DGCNNSetting=General2026.03 | 26.97 | — | — | — | |
| PointNetSetting=General2026.03 | 32.99 | — | — | — | |
| [37]→[72]→[47]type=SOTA Combination2025.03 | — | 0.28 | 1.12 | 85.6 | |
| AdaPoinTr2025.03 | — | 0.562 | 3.61 | 40.5 | |
| DDPMPU2025.03 | — | 0.313 | 1.37 | 76.9 | |
| GradPU2025.03 | — | 0.533 | 3.28 | 41.2 | |
| PD-LTS2025.03 | — | 0.28 | 1.12 | 85.6 | |
| ScoreDenoise2025.03 | — | 0.291 | 1.21 | 81.2 | |
| SuperPC2025.03 | — | 0.285 | 1.16 | 83.7 |