3D Reconstruction on ShapeNet (Chamfer, EMD)
0.06Chamfer Distance3DMPE(F)
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| 3DMPE(F)Category=sofa, Points=2048, Viewpoints=4, Projection algorithm=raytracing2026.07 | 0.06 | 0.03 | |
| 3DMPE(V)Category=sofa, Points=2048, Viewpoints=4, Projection algorithm=raytracing2026.07 | 0.39 | 0.06 | |
| 3DMPE(F)Category=airplane, Points=2048, Viewpoints=4, Projection algorithm=raytracing2026.07 | 0.55 | 0.02 | |
| 3DMPE(F)Category=car, Points=2048, Viewpoints=4, Projection algorithm=raytracing2026.07 | 1.02 | 0.01 | |
| 3DMPE(F)Category=bench, Points=2048, Viewpoints=4, Projection algorithm=raytracing2026.07 | 1.07 | 1.25 | |
| 3DMPE(F)Category=table, Points=2048, Viewpoints=4, Projection algorithm=raytracing2026.07 | 1.27 | 1.99 | |
| 3DMPE(F)Category=mean, Points=2048, Viewpoints=4, Projection algorithm=raytracing2026.07 | 1.56 | 0.99 | |
| 3DMPE(V)Category=airplane, Points=2048, Viewpoints=4, Projection algorithm=raytracing2026.07 | 1.58 | 1.41 | |
| 3DMPE(F)Category=chair, Points=2048, Viewpoints=4, Projection algorithm=raytracing2026.07 | 1.85 | 1.03 | |
| 3DMPE(V)Category=bench, Points=2048, Viewpoints=4, Projection algorithm=raytracing2026.07 | 1.94 | 1.65 | |
| 3DMPE(V)Category=table, Points=2048, Viewpoints=4, Projection algorithm=raytracing2026.07 | 2.01 | 2.68 | |
| 3DMPE(F)Category=rifle, Points=2048, Viewpoints=4, Projection algorithm=raytracing2026.07 | 2.11 | 0.72 | |
| 3DMPE(V)Category=rifle, Points=2048, Viewpoints=4, Projection algorithm=raytracing2026.07 | 2.14 | 1.94 | |
| Our BLCategory=rifle, Points=2048, Viewpoints=4, Projection algorithm=raytracing2026.07 | 2.22 | 2.45 | |
| 3D-LMNetCategory=rifle, Points=2048, Viewpoints=4, Projection algorithm=raytracing2026.07 | 2.75 | 6.08 | |
| 3DMPE(V)Category=mean, Points=2048, Viewpoints=4, Projection algorithm=raytracing2026.07 | 2.84 | 2.58 | |
| PSGNCategory=rifle, Points=2048, Viewpoints=4, Projection algorithm=raytracing2026.07 | 2.91 | 8.48 | |
| BaselineCategory=rifle, Points=2048, Viewpoints=4, Projection algorithm=raytracing2026.07 | 2.99 | 9.3 | |
| 3DMPE(F)Category=lamp, Points=2048, Viewpoints=4, Projection algorithm=raytracing2026.07 | 3.14 | 2.86 | |
| 3D-LMNetCategory=airplane, Points=2048, Viewpoints=4, Projection algorithm=raytracing2026.07 | 3.34 | 4.77 | |
| Our BLCategory=airplane, Points=2048, Viewpoints=4, Projection algorithm=raytracing2026.07 | 3.41 | 4.86 | |
| BaselineCategory=airplane, Points=2048, Viewpoints=4, Projection algorithm=raytracing2026.07 | 3.61 | 7.42 | |
| PSGNCategory=airplane, Points=2048, Viewpoints=4, Projection algorithm=raytracing2026.07 | 3.74 | 6.38 | |
| Our BLCategory=bench, Points=2048, Viewpoints=4, Projection algorithm=raytracing2026.07 | 3.89 | 4.09 | |
| 3DMPE(V)Category=car, Points=2048, Viewpoints=4, Projection algorithm=raytracing2026.07 | 4.01 | 4.64 | |
| 3DMPE(V)Category=chair, Points=2048, Viewpoints=4, Projection algorithm=raytracing2026.07 | 4.28 | 1.21 | |
| Our BLCategory=car, Points=2048, Viewpoints=4, Projection algorithm=raytracing2026.07 | 4.34 | 3.8 | |
| 3D-LMNetCategory=bench, Points=2048, Viewpoints=4, Projection algorithm=raytracing2026.07 | 4.55 | 4.99 | |
| 3D-LMNetCategory=car, Points=2048, Viewpoints=4, Projection algorithm=raytracing2026.07 | 4.55 | 4.1 | |
| PSGNCategory=bench, Points=2048, Viewpoints=4, Projection algorithm=raytracing2026.07 | 4.63 | 5.88 | |
| BaselineCategory=car, Points=2048, Viewpoints=4, Projection algorithm=raytracing2026.07 | 4.67 | 4.74 | |
| BaselineCategory=bench, Points=2048, Viewpoints=4, Projection algorithm=raytracing2026.07 | 4.7 | 5.66 | |
| Our BLCategory=mean, Points=2048, Viewpoints=4, Projection algorithm=raytracing2026.07 | 4.82 | 4.69 | |
| PSGNCategory=car, Points=2048, Viewpoints=4, Projection algorithm=raytracing2026.07 | 5.2 | 4.87 | |
| 3D-LMNetCategory=mean, Points=2048, Viewpoints=4, Projection algorithm=raytracing2026.07 | 5.4 | 7 | |
| Our BLCategory=chair, Points=2048, Viewpoints=4, Projection algorithm=raytracing2026.07 | 5.41 | 3.73 | |
| PSGNCategory=mean, Points=2048, Viewpoints=4, Projection algorithm=raytracing2026.07 | 5.54 | 7.2 | |
| Our BLCategory=sofa, Points=2048, Viewpoints=4, Projection algorithm=raytracing2026.07 | 5.7 | 4.32 | |
| 3D-LMNetCategory=sofa, Points=2048, Viewpoints=4, Projection algorithm=raytracing2026.07 | 5.85 | 5.65 | |
| BaselineCategory=mean, Points=2048, Viewpoints=4, Projection algorithm=raytracing2026.07 | 5.99 | 7.82 | |
| PSGNCategory=table, Points=2048, Viewpoints=4, Projection algorithm=raytracing2026.07 | 6 | 8.4 | |
| 3D-LMNetCategory=table, Points=2048, Viewpoints=4, Projection algorithm=raytracing2026.07 | 6.05 | 7.82 | |
| Our BLCategory=table, Points=2048, Viewpoints=4, Projection algorithm=raytracing2026.07 | 6.1 | 4.85 | |
| BaselineCategory=sofa, Points=2048, Viewpoints=4, Projection algorithm=raytracing2026.07 | 6.11 | 6.4 | |
| BaselineCategory=table, Points=2048, Viewpoints=4, Projection algorithm=raytracing2026.07 | 6.16 | 9.51 | |
| PSGNCategory=lamp, Points=2048, Viewpoints=4, Projection algorithm=raytracing2026.07 | 6.33 | 16.17 | |
| 3DMPE(V)Category=lamp, Points=2048, Viewpoints=4, Projection algorithm=raytracing2026.07 | 6.36 | 7.01 | |
| PSGNCategory=chair, Points=2048, Viewpoints=4, Projection algorithm=raytracing2026.07 | 6.39 | 9.63 | |
| 3D-LMNetCategory=chair, Points=2048, Viewpoints=4, Projection algorithm=raytracing2026.07 | 6.41 | 8.02 | |
| BaselineCategory=chair, Points=2048, Viewpoints=4, Projection algorithm=raytracing2026.07 | 6.51 | 8.99 | |
| PSGNCategory=sofa, Points=2048, Viewpoints=4, Projection algorithm=raytracing2026.07 | 6.98 | 7.42 | |
| 3D-LMNetCategory=lamp, Points=2048, Viewpoints=4, Projection algorithm=raytracing2026.07 | 7.1 | 15.8 | |
| BaselineCategory=lamp, Points=2048, Viewpoints=4, Projection algorithm=raytracing2026.07 | 7.32 | 20.96 | |
| Our BLCategory=lamp, Points=2048, Viewpoints=4, Projection algorithm=raytracing2026.07 | 7.47 | 9.42 |