Single-object generation on Toy4K
23.98PSNRPoints-to-3D
Evaluation results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| Points-to-3DInput views=3, Estimation/Priors type=P.C.Priors2026.03 | 23.98 | 94.02 | 0.05 | 5.26 | 0.009 | 0.988 | 30.45 | 0.028 | |
| Points-to-3DInput views=3, Estimation/Priors type=VGGT Esti.2026.03 | 23.44 | 93.21 | 0.057 | 5.58 | 0.015 | 0.971 | 28.35 | 0.035 | |
| TRELLISInput views=32026.03 | 23.19 | 92.63 | 0.075 | 5.79 | 0.025 | 0.904 | 26.22 | 0.066 | |
| Points-to-3Dpoint cloud priors=Explicit P.C.Priors2026.03 | 22.91 | 92.83 | 0.07 | 7.29 | 0.013 | 0.964 | 27.1 | 0.053 | |
| Points-to-3Dpoint cloud priors=VGGT-estimated2026.03 | 22.55 | 92.09 | 0.088 | 7.37 | 0.024 | 0.881 | 24.53 | 0.085 | |
| SAM3D2026.03 | 22.42 | 91.45 | 0.111 | 8.01 | 0.033 | 0.835 | 23.85 | 0.101 | |
| TRELLIS2026.03 | 21.94 | 91.46 | 0.105 | 7.82 | 0.034 | 0.832 | 23.81 | 0.105 | |
| LGM2026.03 | 20.55 | 89.98 | 0.181 | 23.45 | 0.075 | 0.487 | 20.04 | 0.202 | |
| VoxHammermode=3D Inversion2026.03 | 20.51 | 90.01 | 0.123 | 15.1 | 0.046 | 0.724 | 20.28 | 0.158 | |
| GaussianAnything2026.03 | 20.08 | 89.31 | 0.183 | 26.74 | 0.084 | 0.513 | 20.99 | 0.199 | |
| Real3D2026.03 | 19.55 | 90.65 | 0.169 | 27.65 | 0.065 | 0.574 | 21.31 | 0.178 |