Denoising on ModelNet40
21.4CD (Round 1)PCoTTA
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| PCoTTASetting=CoTTA2024.11 | 21.4 | 19.9 | 18.6 | — | |
| PCTSetting=Task specific2024.11 | 29.6 | 29.8 | 29.5 | — | |
| PCTSetting=Multi task2024.11 | 30.2 | 30.4 | 30 | — | |
| DGCNNSetting=Multi task2024.11 | 33.5 | 33.2 | 33.2 | — | |
| DGCNNSetting=Task specific2024.11 | 33.7 | 32.7 | 32.6 | — | |
| PointmixupSetting=Task specific2024.11 | 36.8 | 36.5 | 36.8 | — | |
| PointNetSetting=Task specific2024.11 | 38.1 | 38.4 | 38.1 | — | |
| PointNetSetting=Multi task2024.11 | 38.8 | 38.5 | 38.6 | — | |
| PointCutMixSetting=Task specific2024.11 | 40.1 | 40.4 | 40 | — | |
| PointmixupSetting=Multi task2024.11 | 41.5 | 40.9 | 41.3 | — | |
| SANTASetting=CoTTA2024.11 | 42.1 | 41.9 | 41.6 | — | |
| RMTSetting=CoTTA2024.11 | 44 | 43.5 | 42.7 | — | |
| PointCutMixSetting=Multi task2024.11 | 44.1 | 43.2 | 43.7 | — | |
| ViDASetting=CoTTA2024.11 | 47.2 | 46.9 | 46.2 | — | |
| CoTTASetting=CoTTA2024.11 | 50.1 | 49 | 46.9 | — | |
| TENTSetting=CoTTA2024.11 | 50.6 | 50 | 48.4 | — | |
| AdaBNSetting=CoTTA2024.11 | 52.1 | 51.5 | 50.3 | — | |
| PICSetting=ICL2024.11 | 64.7 | 65.4 | 60.8 | — | |
| BaselineSetting=ICL2024.11 | 126.3 | 127.7 | 123.6 | — | |
| DG-PICSetting=ICL+DG2026.03 | — | — | — | 9.4 | |
| DGCNNSetting=General2026.03 | — | — | — | 26.91 | |
| Ours (SADG)Setting=ICL+DG2026.03 | — | — | — | 7.98 | |
| PCTSetting=General2026.03 | — | — | — | 25.1 | |
| PICSetting=ICL2026.03 | — | — | — | 25.7 | |
| Point-MAESetting=General2026.03 | — | — | — | 21.53 | |
| PointCutMixSetting=DG2026.03 | — | — | — | 27.07 | |
| PointDGMambaSetting=DG2026.03 | — | — | — | 19.37 | |
| PointMambaSetting=General2026.03 | — | — | — | 23.13 | |
| PointMixupSetting=DG2026.03 | — | — | — | 29.24 | |
| PointNetSetting=General2026.03 | — | — | — | 27.15 | |
| Vanilla Mamba ICLSetting=ICL+DG2026.03 | — | — | — | 10.81 |