Point Cloud Generation on Animodel-Points (Cow)
1.67Chamfer Distance (cm)DualPM
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| DualPMCoordinate normalization=Normalized, Training supervision=Single horse model (Zero-shot)2024.12 | 1.67 | — | — | |
| A-CSMCoordinate normalization=Normalized, Training supervision=Multi-category (includes target category)2024.12 | 2.35 | — | — | |
| Farm3DCoordinate normalization=Normalized, Training supervision=Multi-category (includes target category)2024.12 | 2.41 | — | — | |
| MagicPonyCoordinate normalization=Normalized, Training supervision=Multi-category (includes target category)2024.12 | 2.53 | — | — | |
| 3D-FaunaCoordinate normalization=Normalized, Training supervision=Multi-category (includes target category)2024.12 | 3.2 | — | — | |
| DualPMCoordinate normalization=Real-Sized, Training supervision=Single horse model (Zero-shot)2024.12 | 4.74 | — | — | |
| A-CSMCoordinate normalization=Real-Sized, Training supervision=Multi-category (includes target category)2024.12 | 6.71 | — | — | |
| Farm3DCoordinate normalization=Real-Sized, Training supervision=Multi-category (includes target category)2024.12 | 6.91 | — | — | |
| MagicPonyCoordinate normalization=Real-Sized, Training supervision=Multi-category (includes target category)2024.12 | 7.22 | — | — | |
| 3D-FaunaCoordinate normalization=Real-Sized, Training supervision=Multi-category (includes target category)2024.12 | 9.19 | — | — | |
| 3D-Fauna2026.07 | — | 10.54 | 14.08 | |
| A-CSM2026.07 | — | 9.52 | 33.51 | |
| CanonicalTraining Data=Synthetic (images from canonical mesh)2026.07 | — | 6.66 | 7.85 | |
| DualPM2026.07 | — | 3.18 | 4.03 | |
| Farm3D2026.07 | — | 9.63 | 21.34 | |
| MagicPony2026.07 | — | 10.29 | 25.39 | |
| Ours (synt)Training Data=Synthetic (DualPM splits)2026.07 | — | 4.17 | 5.3 | |
| Trellis2026.07 | — | 6.8 | 26.54 |