Shape Reconstruction on ShapeNet Incomplete Scans
0.84Cars Chamfer Distance (x10^2)GG-Langevin
Evaluation results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| GG-LangevinMethod category=Learned prior2026.03 | 0.84 | 23.3 | 1.24 | 17.6 | 1.61 | 15 | 1.95 | 19.2 | |
| ShapeFormerMethod category=Learning-based2026.03 | 2.37 | 30.6 | 2.75 | 34 | 2.77 | 20.4 | 4.11 | 32.8 | |
| DeepSDFMethod category=Learned prior2026.03 | 3.83 | 37.9 | 3.41 | 42 | 2.69 | 25.4 | 2.44 | 30.9 | |
| IGRMethod category=Optimization2026.03 | 4.47 | 32.8 | 3.82 | 31.7 | 6.04 | 29.2 | 5.38 | 30.4 | |
| NKSRMethod category=Learned prior2026.03 | 4.57 | 31.6 | 3.62 | 29.1 | 5.16 | 21.8 | 4.32 | 23.4 | |
| DiffCDMethod category=Optimization2026.03 | 5.4 | 33.1 | 3.26 | 28.4 | 6.02 | 23.5 | 5.13 | 26 | |
| 3DILGMethod category=Learning-based2026.03 | 5.5 | 32.4 | 4.4 | 24.3 | 4.8 | 18.2 | 4.51 | 22.8 | |
| VecSetMethod category=Learning-based2026.03 | 5.55 | 36.1 | 3.36 | 23.1 | 5.31 | 18.9 | 4.96 | 23.8 |