3D Human Reconstruction on ZJU Mocap (test)
34.11PSNRHUGS
Evaluation results
| Method | Links | ||||||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| HUGS2026.04 | 34.11 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 0.98 | 0.02 | — | |
| Cloth-HUGS2026.04 | 33.79 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 0.98 | 0.02 | — | |
| HumanNeRF2026.04 | 33.2 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 0.98 | 0.03 | — | |
| MonoHuman2026.04 | 32.97 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 0.97 | 0.03 | — | |
| GART2026.02 | 31.9 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 0.97 | 18.8 | — | |
| HumanNeRF-SEView=1, Prior=SMPL2023.12 | 31.148 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 0.979 | 0.017 | — | |
| PosevocabView=24, Prior=SMPL2023.12 | 30.972 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 0.977 | 0.017 | — | |
| ShapeGaussian2026.02 | 30.92 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 0.96 | 18.9 | — | |
| RoGSplatView=4, Training Dataset=THuman2.02025.03 | 30.8 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 0.9596 | 0.0435 | — | |
| HUGSsource=quoted directly from [3]2026.02 | 30.8 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 0.98 | 20 | — | |
| NeuralBody2026.04 | 30.54 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 0.97 | 0.05 | — | |
| HumanNeRF2024.04 | 30.23 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 0.9554 | — | 3.36 | |
| Guess The Unseenloss=with LSDS2024.04 | 30.13 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 0.9535 | — | 4.5 | |
| Guess The Unseenloss=without LSDS2024.04 | 30.1 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 0.9529 | — | 4.68 | |
| TransHumanView=4, Training Dataset=THuman2.02025.03 | 29.57 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 0.9473 | 0.0583 | — | |
| NHPView=4, Training Dataset=THuman2.02025.03 | 29.46 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 0.9467 | 0.0614 | — | |
| HumanNeRF-SEView=1, Prior=SMPL2023.12 | 29.36 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 0.974 | 0.022 | — | |
| GPS-GaussianView=6, Training Dataset=THuman2.02025.03 | 29.06 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 0.9527 | 0.0464 | — | |
| InstantAvatar2024.04 | 28.55 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 0.9282 | — | 10.6 | |
| Deformable-GS2026.02 | 28.49 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 0.86 | 97.7 | — | |
| SelfReconView=1, Prior=SMPL2023.12 | 27.94 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 0.969 | 0.043 | — | |
| PosevocabView=1, Prior=SMPL2023.12 | 27.82 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 0.973 | 0.064 | — | |
| 4DGS2026.02 | 27.18 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 0.84 | 97.2 | — | |
| Shape-of-Motion2026.02 | 26.87 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 0.82 | 102.4 | — | |
| GP-NeRFView=4, Training Dataset=THuman2.02025.03 | 26.78 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 0.9398 | 0.0693 | — | |
| TAVAView=>1, Prior=skeleton2023.12 | 26.607 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 0.968 | 0.032 | — | |
| SLRFView=24, Prior=nodes2023.12 | 26.152 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 0.969 | 0.024 | — | |
| OccFusion2024.06 | 23.96 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 0.9548 | 32.34 | — | |
| SLRFView=24, Prior=nodes2023.12 | 23.61 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 0.905 | — | — | |
| OccGaussianTraining frames=x52024.06 | 23.29 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 0.9482 | 41.93 | — | |
| OccGauHuman2024.06 | 22.71 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 0.9492 | 54.6 | — | |
| OccNeRFTraining iterations=5k, Training time=x32024.06 | 22.4 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 0.9562 | 43.01 | — | |
| NPCView=>1, Prior=point clouds2023.12 | 21.88 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 0.134 | — | |
| GauHuman2024.06 | 21.55 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 0.943 | 55.88 | — | |
| HumanNeRFTraining iterations=5k, Training time=x32024.06 | 20.67 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 0.9509 | — | — | |
| 3DGS-AvatarTraining iterations=5k, Training time=x32024.06 | 17.29 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 0.941 | 63.25 | — | |
| HUGS2023.11 | — | 30.8 | 0.98 | 0.02 | 34.11 | 0.98 | 0.02 | 29.29 | 0.97 | 0.03 | 31.36 | 0.97 | 0.03 | 29.8 | 0.97 | 0.03 | 30.54 | 0.97 | 0.03 | — | — | — | |
| HumanNerf2023.11 | — | 30.41 | 0.97 | 0.02 | 33.2 | 0.98 | 0.03 | 28.18 | 0.96 | 0.04 | 31.04 | 0.97 | 0.03 | 28.31 | 0.96 | 0.04 | 30.31 | 0.96 | 0.03 | — | — | — | |
| MonoHuman2023.11 | — | 30.77 | 0.98 | 0.02 | 32.97 | 0.97 | 0.03 | 27.93 | 0.96 | 0.03 | 31.24 | 0.97 | 0.03 | 28.46 | 0.96 | 0.03 | 28.94 | 0.96 | 0.04 | — | — | — | |
| NeuralBody2023.11 | — | 29.11 | 0.97 | 0.04 | 30.54 | 0.97 | 0.05 | 27 | 0.95 | 0.06 | 30.1 | 0.96 | 0.05 | 28.61 | 0.96 | 0.06 | 29.1 | 0.96 | 0.05 | — | — | — |