Sparse-boundary 3D porous reconstruction on Anisotropic polytetrafluoroethylene (PTFE) (test)
8.18PSD ErrorGeoTopoDiff
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| GeoTopoDiffCategory=Ours, Prior representation=Mixed graph state S = (B, C, E), Test-time use of Y=Top/bottom slices, Explicit topology=Yes2026.05 | 8.18 | 0.046 | 9.72 | 3.81 | |
| LDM-3DGCategory=Latent 3D graph diffusion, Prior representation=Latent graph state, Test-time use of Y=Top/bottom slices, Explicit topology=Partial2026.05 | 8.96 | 0.065 | 16.81 | 6.96 | |
| MicroDiffusionCategory=Implicit rep. + diffusion, Prior representation=Implicit 3D representation, Test-time use of Y=Top/bottom slices, Explicit topology=No2026.05 | 9.18 | 0.078 | 21.3 | 8.5 | |
| SliceGANCategory=2D-exemplar to 3D GAN, Prior representation=2D voxel generator, Test-time use of Y=Top/bottom slices, Explicit topology=No2026.05 | 9.27 | 0.087 | 18.31 | 12.96 | |
| Micro3DiffCategory=2D-to-3D diffusion, Prior representation=Multi-plane image diffusion, Test-time use of Y=Top/bottom slices, Explicit topology=No2026.05 | 9.75 | 0.076 | 22.9 | 9.14 | |
| Voxel-DDPMCategory=Voxel diffusion, Prior representation=3D voxel occupancy, Test-time use of Y=Boundary-mask condition, Explicit topology=No2026.05 | 10.43 | 0.095 | 27.6 | 10.42 | |
| SINNCategory=Statistics-informed, Prior representation=Morphology descriptors, Test-time use of Y=Boundary statistics condition, Explicit topology=No2026.05 | 11.68 | 0.102 | 31.42 | 19.47 |