Refining VFM-derived artifacts on Toys4k
44.6mIoUVIAFormer
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| VIAFormerViews=4, Init=Pi32026.01 | 44.6 | 9.88 | 0.0163 | 0.0126 | |
| 24-Layer Cross-AttnViews=1, Init=Pi32026.01 | 42.55 | 10.15 | 0.0175 | 0.0131 | |
| PatchCompleteViews=0, Init=Pi32026.01 | 42.49 | 13.97 | 0.0191 | 0.1367 | |
| VIAFormer (w/o Image Index)Views=4, Init=Pi32026.01 | 41.76 | 9.73 | 0.018 | 0.0131 | |
| 24-Layer Self-AttnViews=0, Init=Pi32026.01 | 41.11 | 9.68 | 0.0184 | 0.0131 | |
| 24-Layer Cross-Attn (VGGT-cond. + 8Self-Attn)Views=4, Init=Pi32026.01 | 40.76 | 9.51 | 0.0188 | 0.0131 | |
| SDFusionViews=1, Init=Pi32026.01 | 40.71 | 10.48 | 0.0197 | 0.0135 | |
| 24-Layer Cross-Attn (VGGT-cond. + 3MLP)Views=4, Init=Pi32026.01 | 40.55 | 9.42 | 0.0188 | 0.013 | |
| DiffCompleteViews=0, Init=Pi32026.01 | 40.12 | 9.74 | 0.0194 | 0.0131 | |
| Pi3 VoxelizationViews=4, Init=N/A2026.01 | 39.59 | 8.97 | 0.0193 | 0.013 | |
| WSSCViews=0, Init=Pi32026.01 | 35.8 | 15.54 | 0.0321 | 0.0481 | |
| TrellisViews=4, Init=Noise2026.01 | 33.32 | 19.98 | 0.0164 | 0.0131 | |
| VIAFormer (w/o Correctional Flow)Views=4, Init=Noise2026.01 | 31.02 | 9.95 | 0.0259 | 0.0161 |