Mesh Deformation on DeformingThing4D S1 (New motions test)
0.752L2 DistanceOurs-full
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| Ours-fullArchitecture=Point Transformer-based2022.10 | 0.752 | 0.948 | 96.59 | |
| Ours-PointNet++Backbone=PointNet++ [45]2022.10 | 0.886 | 1.055 | 95.47 | |
| Ours-3D UNetArchitecture=3D U-Net [48], Deformation field type=Local2022.10 | 1.011 | 1.111 | 96.02 | |
| Ours-w/o cano.Canonicalization=Excluded2022.10 | 1.018 | 1.063 | 96.4 | |
| Ours-w/o atten dec.Attention decoder=Excluded2022.10 | 1.184 | 1.21 | 95.64 | |
| Ours-globalDeformation field type=Global Continuous2022.10 | 2.97 | 1.546 | 93.3 | |
| Ours-VDFDeformation field type=Volumetric, Backbone=3D U-Net [48], Resolution=64^32022.10 | 3.59 | 1.887 | 86.01 | |
| ARAP2022.10 | 5.568 | 2.312 | 95.35 | |
| NFGP2022.10 | 11.77 | 3.13 | 93.34 | |
| ShapeFlow2022.10 | 21.03 | 3.494 | 89.69 |