Mesh Deformation on DeformingThing4D S2 Unseen identities (test)
0.795L2 ErrorOurs-full
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| Ours-fullArchitecture=Point Transformer-based2022.10 | 0.795 | 1.241 | 96.68 | |
| Ours-w/o cano.Canonicalization=Excluded2022.10 | 0.969 | 1.258 | 96.62 | |
| Ours-w/o atten dec.Attention decoder=Excluded2022.10 | 1.227 | 1.417 | 96.16 | |
| Ours-PointNet++Backbone=PointNet++ [45]2022.10 | 1.231 | 1.364 | 95.37 | |
| Ours-3D UNetArchitecture=3D U-Net [48], Deformation field type=Local2022.10 | 1.253 | 1.426 | 96.2 | |
| Ours-VDFDeformation field type=Volumetric, Backbone=3D U-Net [48], Resolution=64^32022.10 | 2.368 | 1.837 | 86.99 | |
| Ours-globalDeformation field type=Global Continuous2022.10 | 2.973 | 1.579 | 94.75 | |
| ARAP2022.10 | 9.794 | 2.308 | 94.89 | |
| NFGP2022.10 | 15.96 | 3.364 | 91.8 | |
| ShapeFlow2022.10 | 32.08 | 3.925 | 90.73 |