Surface Reconstruction on ShapeNet
0.0001Squared Chamfer Distance (Mean)StEik (Quadratic + Ldiv)
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| StEik (Quadratic + Ldiv)Layer Type=Quadratic, Regularization=Ldiv, Input=Point data only (no normals)2023.05 | 0.0001 | 0 | 0.0004 | 0.9593 | 0.9852 | 0.113 | |
| StEikLayer Type=Quadratic, Regularization=Laplacian normal regularization (LL.n.), Input=Point data only (no normals)2023.05 | 0.0001 | 0 | 0.0003 | 0.9671 | 0.9841 | 0.0878 | |
| DiGSInput=Point data only (no normals)2023.05 | 0.0001 | 0 | 0.0005 | 0.939 | 0.9764 | 0.1262 | |
| StEik (Linear + LL.n.)Layer Type=Linear, Regularization=Laplacian normal regularization (LL.n.), Input=Point data only (no normals)2023.05 | 0.0002 | 0 | 0.0012 | 0.9586 | 0.9809 | 0.0993 | |
| SIRENInput=Point data only (no normals)2023.05 | 0.0003 | 0.0003 | 0.0003 | 0.3085 | 0.2952 | 0.2014 | |
| SALInput=Point data only (no normals)2023.05 | 0.0011 | 0.0002 | 0.0036 | 0.403 | 0.3944 | 0.2722 | |
| IFVenue=ECCV 20242024.11 | 0.009 | — | — | — | — | — | |
| NumGrad-PullVenue=N/A2024.11 | 0.024 | — | — | — | — | — | |
| LPIVenue=ECCV 20222024.11 | 0.08 | — | — | — | — | — | |
| GPVenue=ICCV 20232024.11 | 0.082 | — | — | — | — | — | |
| NPVenue=ICML 20212024.11 | 0.39 | — | — | — | — | — | |
| PCPVenue=CVPR 20222024.11 | 0.887 | — | — | — | — | — | |
| SPSRVenue=SGP 20062024.11 | 2.73 | — | — | — | — | — |