Point Cloud Reconstruction on ScanObjectNN target domain (Evaluation)
0.004Chamfer Distance (CD)DeformPIC
Evaluation results
| Method | Links | |
|---|---|---|
| DeformPICModel Grouping=In-Context Learning Models2026.04 | 0.004 | |
| Point-MAEModel Grouping=Multitask Models2026.04 | 0.0053 | |
| UniPre3DModel Grouping=Multitask Models2026.04 | 0.0056 | |
| ReConModel Grouping=Multitask Models2026.04 | 0.0058 | |
| PCP-MAEModel Grouping=Multitask Models2026.04 | 0.006 | |
| PIC-SepModel Grouping=In-Context Learning Models2026.04 | 0.0061 | |
| PIC-CatModel Grouping=In-Context Learning Models2026.04 | 0.0106 | |
| Ours (SADG)Setting=ICL+DG2026.03 | 4.29 | |
| DG-PICSetting=ICL+DG2026.03 | 4.52 | |
| Vanilla Mamba ICLSetting=ICL+DG2026.03 | 6.93 | |
| PointMambaSetting=General2026.03 | 17.16 | |
| PointDGMambaSetting=DG2026.03 | 18.19 | |
| Point-MAESetting=General2026.03 | 19.27 | |
| PCTSetting=General2026.03 | 19.5 | |
| PointMixupSetting=DG2026.03 | 21.17 | |
| PointNetSetting=General2026.03 | 21.74 | |
| PICSetting=ICL2026.03 | 21.75 | |
| PointCutMixSetting=DG2026.03 | 22.64 | |
| DGCNNSetting=General2026.03 | 24.88 |