Sparse-boundary 3D porous reconstruction on Fontainebleau sandstone (test)
10.81PSD 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 | 10.81 | 3.2 | 12.4 | 4.91 | |
| LDM-3DGCategory=Latent 3D graph diffusion, Prior representation=Latent graph state, Test-time use of Y=Top/bottom slices, Explicit topology=Partial2026.05 | 12.39 | 5.1 | 17.23 | 7.1 | |
| MicroDiffusionCategory=Implicit rep. + diffusion, Prior representation=Implicit 3D representation, Test-time use of Y=Top/bottom slices, Explicit topology=No2026.05 | 12.58 | 6.1 | 21.9 | 11.01 | |
| SliceGANCategory=2D-exemplar to 3D GAN, Prior representation=2D voxel generator, Test-time use of Y=Top/bottom slices, Explicit topology=No2026.05 | 12.65 | 5.2 | 19.14 | 11.52 | |
| Micro3DiffCategory=2D-to-3D diffusion, Prior representation=Multi-plane image diffusion, Test-time use of Y=Top/bottom slices, Explicit topology=No2026.05 | 13.15 | 5.5 | 23.71 | 10.64 | |
| Voxel-DDPMCategory=Voxel diffusion, Prior representation=3D voxel occupancy, Test-time use of Y=Boundary-mask condition, Explicit topology=No2026.05 | 13.93 | 7.1 | 28.6 | 13.36 | |
| SINNCategory=Statistics-informed, Prior representation=Morphology descriptors, Test-time use of Y=Boundary statistics condition, Explicit topology=No2026.05 | 15.27 | 18.3 | 29.72 | 15.77 |