3D Surface Reconstruction on ShapeNet 12 (test)
0.29CD1Ours
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| Oursdenoising=true, number of parameters=6.5M2023.11 | 0.29 | 0.15 | 0.95 | 0.99 | |
| POCOnumber of parameters=12.5M2023.11 | 0.3 | 0.31 | 0.95 | 0.98 | |
| Ours w/o den.denoising=false, number of parameters=6.5M2023.11 | 0.32 | 0.25 | 0.94 | 0.98 | |
| SAPnumber of parameters=2M2023.11 | 0.34 | 0.6 | 0.94 | 0.97 | |
| ConvONetnumber of parameters=2M2023.11 | 0.44 | — | 0.94 | 0.94 | |
| Mixing-Denoising Generalizable Occupancy NetworksDenoising=true, Input Points=300, Noise Level (σ)=0.0052023.11 | 0.54 | 0.94 | 0.9 | 0.89 | |
| SAPnumber of parameters=2M2023.11 | 0.55 | 0.95 | 0.91 | 0.89 | |
| Oursdenoising=true, number of parameters=6.5M2023.11 | 0.55 | 0.93 | 0.91 | 0.89 | |
| Mixing-Denoising Generalizable Occupancy NetworksDenoising=false, Input Points=300, Noise Level (σ)=0.0052023.11 | 0.55 | 0.92 | 0.89 | 0.89 | |
| POCOnumber of parameters=12.5M2023.11 | 0.58 | 1.24 | 0.9 | 0.88 | |
| Ours w/o den.denoising=false, number of parameters=6.5M2023.11 | 0.58 | 0.98 | 0.9 | 0.87 | |
| SAPInput Points=300, Noise Level (σ)=0.0052023.11 | 0.58 | 1.04 | 0.89 | 0.87 | |
| POCOInput Points=300, Noise Level (σ)=0.0052023.11 | 0.59 | 1.54 | 0.88 | 0.88 | |
| ConvONetnumber of parameters=2M2023.11 | 0.66 | — | 0.91 | 0.85 | |
| AtlasNet2023.11 | 0.93 | — | 0.85 | 0.71 | |
| Mixing-Denoising Generalizable Occupancy NetworksDenoising=true, Input Points=300, Noise Level (σ)=0.0252023.11 | 1 | 3.49 | 0.85 | 0.69 | |
| SAPInput Points=300, Noise Level (σ)=0.0252023.11 | 1.02 | 3.5 | 0.85 | 0.69 | |
| Mixing-Denoising Generalizable Occupancy NetworksDenoising=false, Input Points=300, Noise Level (σ)=0.0252023.11 | 1.05 | 3.56 | 0.84 | 0.66 | |
| POCOInput Points=300, Noise Level (σ)=0.0252023.11 | 1.1 | 4.4 | 0.83 | 0.66 | |
| AtlasNet2023.11 | 1.17 | — | 0.82 | 0.53 | |
| 3D-R2N22023.11 | 1.72 | — | 0.71 | 0.4 | |
| 3D-R2N22023.11 | 1.72 | — | 0.71 | 0.42 | |
| SPR2023.11 | 2.98 | — | 0.77 | 0.61 | |
| SPR2023.11 | 4.99 | — | 0.6 | 0.32 |