Refining VFM-derived artifacts on Dora
45.85mIoUVIAFormer
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| VIAFormerViews=4, Init=Pi32026.01 | 45.85 | 0.1273 | 0.0172 | 0.0104 | |
| VIAFormer (w/o Image Index)Views=4, Init=Pi32026.01 | 44.18 | 0.1276 | 0.0181 | 0.011 | |
| 24-Layer Cross-AttnViews=1, Init=Pi32026.01 | 43.56 | 0.1195 | 0.0182 | 0.012 | |
| 24-Layer Self-AttnViews=0, Init=Pi32026.01 | 42.85 | 0.0117 | 0.019 | 0.0111 | |
| Pi3 VoxelizationViews=4, Init=N/A2026.01 | 42.44 | 0.1129 | 0.0192 | 0.0109 | |
| 24-Layer Cross-Attn (VGGT-cond. + 3MLP)Views=4, Init=Pi32026.01 | 42.43 | 0.1073 | 0.0191 | 0.0108 | |
| 24-Layer Cross-Attn (VGGT-cond. + 8Self-Attn)Views=4, Init=Pi32026.01 | 42.36 | 0.1033 | 0.0193 | 0.0111 | |
| SDFusionViews=1, Init=Pi32026.01 | 40.7 | 0.1182 | 0.021 | 0.012 | |
| DiffCompleteViews=0, Init=Pi32026.01 | 38.42 | 0.1024 | 0.0218 | 0.0114 | |
| PatchCompleteViews=0, Init=Pi32026.01 | 36.37 | 0.0163 | 0.0232 | 0.0211 | |
| WSSCViews=0, Init=Pi32026.01 | 33.19 | 0.1749 | 0.0303 | 0.042 | |
| VIAFormer (w/o Correctional Flow)Views=4, Init=Noise2026.01 | 26.75 | 0.1203 | 0.0326 | 0.0164 | |
| TrellisViews=4, Init=Noise2026.01 | 22.69 | 0.2267 | 0.0895 | 0.0841 |