Single-view 3D mesh reconstruction on ShapeNet v1 (test)
0.976CD (Chair)Ours w/ IDO
Evaluation Results
| Method | Links | |||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Ours w/ IDOInner deformation optimization=true2021.01 | 0.976 | — | — | 0.935 | — | — | — | — | — | — | — | — | 1.141 | |
| OursInner deformation optimization=false2021.01 | 1.005 | — | — | 0.97 | — | — | — | — | — | — | — | — | 1.22 | |
| Uniform SamplingSampling strategy=Uniform distribution, Ablation=Biased sampling ablation2021.01 | 1.118 | — | — | 1.486 | — | — | — | — | — | — | — | — | 1.318 | |
| DAR+DFDescription=Deformation-aware retrieval with pre-trained neural deformation module2021.01 | 1.216 | — | — | 1.621 | — | — | — | — | — | — | — | — | 1.333 | |
| DAR (Retrieval Only)Description=Deformation-aware retrieval2021.01 | 1.345 | — | — | 2.058 | — | — | — | — | — | — | — | — | 3.489 | |
| RDescription=Vanilla image-to-shape retrieval technique2021.01 | 1.926 | — | — | 2.235 | — | — | — | — | — | — | — | — | 2.228 | |
| R+DFDescription=Vanilla retrieval with pre-trained neural deformation module2021.01 | 1.969 | — | — | 2.705 | — | — | — | — | — | — | — | — | 2.035 | |
| TMN (Ours)ICP alignment=true, points sampled=10000, CD unit=10^-3, EMD unit=10^-22019.09 | 3.064 | 1.39 | 2.172 | 3.616 | 1.142 | 2.277 | 8.371 | 8.713 | 10.383 | 9.604 | 8.226 | 9.059 | — | |
| AtlasNet-25ICP alignment=true, points sampled=10000, CD unit=10^-3, EMD unit=10^-22019.09 | 3.796 | 1.566 | 2.239 | 4.647 | 1.489 | 2.747 | 11.268 | 9.808 | 11.956 | 11.562 | 8.711 | 10.661 | — | |
| TMN BaselineICP alignment=true, points sampled=10000, CD unit=10^-3, EMD unit=10^-2, configuration=without topology modification and boundary refinement module2019.09 | 4.325 | 1.433 | 2.95 | 4.798 | 1.145 | 2.93 | 8.524 | 9.828 | 13.313 | 11.837 | 8.297 | 10.36 | — | |
| Pixel2MeshICP alignment=true, points sampled=10000, CD unit=10^-3, EMD unit=10^-22019.09 | 4.787 | 2.13 | 3.107 | 5.339 | 2.29 | 3.531 | 8.859 | 10.075 | 13.498 | 11.452 | 8.59 | 10.495 | — | |
| N3MRICP alignment=true, points sampled=10000, CD unit=10^-3, EMD unit=10^-22019.09 | 15.891 | 3.55 | 10.865 | 13.438 | 3.23 | 9.355 | 10.163 | 14.101 | 17.246 | 15.697 | 13.581 | 14.158 | — |