Point Cloud Reconstruction on ModelNet40 (test)
5.99CDOurs (SADG)
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| Ours (SADG)Setting=ICL+DG2026.03 | 5.99 | — | — | — | |
| DG-PICSetting=ICL+DG2026.03 | 6.84 | — | — | — | |
| Vanilla Mamba ICLSetting=ICL+DG2026.03 | 7.69 | — | — | — | |
| PointDGMambaSetting=DG2026.03 | 14.39 | — | — | — | |
| Point-MAESetting=General2026.03 | 14.77 | — | — | — | |
| PointCutMixSetting=DG2026.03 | 16.23 | — | — | — | |
| PointMambaSetting=General2026.03 | 16.47 | — | — | — | |
| PCTSetting=General2026.03 | 16.98 | — | — | — | |
| PointMixupSetting=DG2026.03 | 17.62 | — | — | — | |
| PICSetting=ICL2026.03 | 17.89 | — | — | — | |
| DGCNNSetting=General2026.03 | 19.17 | — | — | — | |
| PointNetSetting=General2026.03 | 20.56 | — | — | — | |
| DGCNN-PCN (H)Encoder=DGCNN, Decoder=PCN, Hyperspherical module=true2023.07 | 42.7 | — | — | — | |
| PointNet-PCN (H)Encoder=PointNet, Decoder=PCN, Hyperspherical module=true2023.07 | 43.55 | — | — | — | |
| DGCNN-Folding (H)Encoder=DGCNN, Decoder=Folding, Hyperspherical module=true2023.07 | 45.37 | — | — | — | |
| DGCNN-PCNEncoder=DGCNN, Decoder=PCN, Hyperspherical module=false2023.07 | 46.54 | — | — | — | |
| PointNet-PCNEncoder=PointNet, Decoder=PCN, Hyperspherical module=false2023.07 | 48.17 | — | — | — | |
| DGCNN-TopNet (H)Encoder=DGCNN, Decoder=TopNet, Hyperspherical module=true2023.07 | 48.75 | — | — | — | |
| PointNet-Folding (H)Encoder=PointNet, Decoder=Folding, Hyperspherical module=true2023.07 | 48.88 | — | — | — | |
| PointNet-TopNet (H)Encoder=PointNet, Decoder=TopNet, Hyperspherical module=true2023.07 | 49.65 | — | — | — | |
| PointNet-TopNetEncoder=PointNet, Decoder=TopNet, Hyperspherical module=false2023.07 | 55.04 | — | — | — | |
| DGCNN-TopNetEncoder=DGCNN, Decoder=TopNet, Hyperspherical module=false2023.07 | 55.87 | — | — | — | |
| DGCNN-FoldingEncoder=DGCNN, Decoder=Folding, Hyperspherical module=false2023.07 | 70.32 | — | — | — | |
| PointNet-FoldingEncoder=PointNet, Decoder=Folding, Hyperspherical module=false2023.07 | 75.86 | — | — | — | |
| AdaBNSetting=CoTTA2024.11 | — | 58.7 | 58.9 | 56.8 | |
| BaselineSetting=ICL2024.11 | — | 79.7 | 86.5 | 78.9 | |
| CoTTASetting=CoTTA2024.11 | — | 58.3 | 56.7 | 55.2 | |
| DGCNNSetting=Task specific2024.11 | — | 36 | 35.3 | 36.1 | |
| DGCNNSetting=Multi task2024.11 | — | 37 | 36.9 | 36.9 | |
| PCoTTASetting=CoTTA2024.11 | — | 6.3 | 5.5 | 5.4 | |
| PCTSetting=Task specific2024.11 | — | 29.7 | 29.6 | 30.8 | |
| PCTSetting=Multi task2024.11 | — | 29.6 | 29.9 | 29.8 | |
| PICSetting=ICL2024.11 | — | 69.2 | 72 | 70.2 | |
| PointCutMixSetting=Task specific2024.11 | — | 41.5 | 41.1 | 40.8 | |
| PointCutMixSetting=Multi task2024.11 | — | 42.3 | 41.9 | 42.1 | |
| PointmixupSetting=Task specific2024.11 | — | 37.3 | 37 | 37.8 | |
| PointmixupSetting=Multi task2024.11 | — | 37.8 | 38.3 | 38.2 | |
| PointNetSetting=Task specific2024.11 | — | 38.2 | 37.7 | 38.2 | |
| PointNetSetting=Multi task2024.11 | — | 38.3 | 38 | 38.4 | |
| RMTSetting=CoTTA2024.11 | — | 31.2 | 30.6 | 30.4 | |
| SANTASetting=CoTTA2024.11 | — | 32.3 | 31.7 | 30.1 | |
| TENTSetting=CoTTA2024.11 | — | 57.9 | 57.8 | 55.2 | |
| ViDASetting=CoTTA2024.11 | — | 52.4 | 51.6 | 51.3 |