3D Human Reconstruction on CAPE-NFP
0.0097Chamfer DistancePSHuman
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| PSHumanSMPL-X body prior=true2024.09 | 0.0097 | 0.0087 | — | 87.99 | |
| ICONVenue=CVPR 2022, SMPL-X body prior=true2024.09 | 0.0155 | 0.012 | — | 85.72 | |
| HiLoVenue=CVPR 2024, SMPL-X body prior=true2024.09 | 0.0156 | 0.0121 | — | 85.47 | |
| SIFUVenue=CVPR 2024, SMPL-X body prior=true2024.09 | 0.0157 | 0.0128 | — | 85.29 | |
| SITHVenue=CVPR 2024, SMPL-X body prior=true2024.09 | 0.0181 | 0.0152 | — | 83.45 | |
| ECONVenue=CVPR 2023, SMPL-X body prior=true2024.09 | 0.0185 | 0.0157 | — | 83.92 | |
| GTAVenue=NeurIPS 2023, SMPL-X body prior=true2024.09 | 0.0189 | 0.0149 | — | 82.6 | |
| PSHumanSMPL-X body prior=false2024.09 | 0.0216 | 0.0167 | — | 82.26 | |
| HiLoVenue=CVPR 2024, SMPL-X body prior=false2024.09 | 0.0265 | 0.023 | — | 79.87 | |
| ICONVenue=CVPR 2022, SMPL-X body prior=false2024.09 | 0.027 | 0.0239 | — | 79.58 | |
| GTAVenue=NeurIPS 2023, SMPL-X body prior=false2024.09 | 0.0274 | 0.0247 | — | 78.75 | |
| SIFUVenue=CVPR 2024, SMPL-X body prior=false2024.09 | 0.0279 | 0.0248 | — | 78.77 | |
| SITHVenue=CVPR 2024, SMPL-X body prior=false2024.09 | 0.0287 | 0.0212 | — | 78.04 | |
| PIFuHDVenue=CVPR 2020, SMPL-X body prior=false2024.09 | 0.0297 | 0.0237 | — | 76.58 | |
| ECONVenue=CVPR 2023, SMPL-X body prior=false2024.09 | 0.0311 | 0.026 | — | 77.22 | |
| PIFuVenue=ICCV 2019, SMPL-X body prior=false2024.09 | 0.0325 | 0.0255 | — | 76.24 | |
| PaMIRVenue=TPAMI 2021, SMPL-X body prior=false2024.09 | 0.0716 | 0.0338 | — | 63.45 | |
| HiLoTraining Dataset=Thuman2.0, Evaluation Setting=Unseen2024.04 | 0.783 | 0.7876 | 0.0499 | — | |
| ICONTraining Dataset=Thuman2.0, Evaluation Setting=Unseen2024.04 | 0.8656 | 0.8639 | 0.0545 | — | |
| HiLo w/o H(s;β)Training Dataset=Thuman2.0, Evaluation Setting=Unseen2024.04 | 0.8697 | 0.8658 | 0.0553 | — | |
| GTATraining Data=THuman2.0 [15]2023.09 | 0.911 | 0.917 | 0.042 | — | |
| HiLo w/o ϕ_iTraining Dataset=Thuman2.0, Evaluation Setting=Unseen2024.04 | 0.9112 | 0.9042 | 0.0601 | — | |
| ECON_EXData-driven=false, Body Prior=GT SMPL-X, Resolution=256, Optimization-based=true2022.12 | 0.926 | 0.917 | 0.0367 | — | |
| ECON*Training Data=THuman2.0 [15]2023.09 | 0.926 | 0.917 | 0.037 | — | |
| ECONTraining Data=THuman2.0 [15]2023.09 | 0.942 | 0.933 | 0.035 | — | |
| ICONData-driven=true, Body Prior=GT SMPL-X, Resolution=2562022.12 | 0.971 | 0.909 | 0.0409 | — | |
| D-IFTraining Dataset=Thuman2.0, Evaluation Setting=Unseen2024.04 | 0.9877 | 0.9491 | 0.0611 | — | |
| PaMIRData-driven=true, Body Prior=GT SMPL-X, Resolution=256, Implementation=Re-implemented in [82]2022.12 | 0.989 | 0.992 | 0.0422 | — | |
| ECON_IFData-driven=true, Body Prior=GT SMPL-X, Resolution=2562022.12 | 0.996 | 0.967 | 0.0413 | — | |
| ECONTraining Dataset=Thuman2.0, Evaluation Setting=Unseen2024.04 | 0.9983 | 0.9694 | 0.0415 | — | |
| HiLo w/o H(s;β) w/o ϕ_siTraining Dataset=Thuman2.0, Evaluation Setting=Unseen2024.04 | 1.0201 | 1.0525 | 0.0706 | — | |
| SMPL-X GTSMPL-X condition=N/A2021.12 | 1.07 | 1.058 | 0.068 | — | |
| ICON*Training Data=Renderpeople [48]2023.09 | 1.07 | 1.013 | 0.059 | — | |
| ICONSMPL-X condition=GT2021.12 | 1.096 | 1.013 | 0.063 | — | |
| ICONTraining Data=THuman2.0 [15]2023.09 | 1.096 | 1.085 | 0.046 | — | |
| ICON_{N†}SMPL-X condition=GT2021.12 | 1.114 | 1.097 | 0.062 | — | |
| ICON_{enc(I, Ne)}SMPL-X condition=GT2021.12 | 1.122 | 1.067 | 0.059 | — | |
| ICON_{enc(Ne)}SMPL-X condition=GT2021.12 | 1.18 | 1.172 | 0.06 | — | |
| ICON w/o F_bSMPL-X condition=GT2021.12 | 1.254 | 1.18 | 0.064 | — | |
| ICON + BRSMPL-X condition=GT2021.12 | 1.351 | 1.39 | 0.073 | — | |
| PaMIR*SMPL-X condition=GT2021.12 | 1.413 | 1.321 | 0.063 | — | |
| PaMIR*Training Data=Renderpeople [48]2023.09 | 1.413 | 1.321 | 0.063 | — | |
| PaMIRTraining Dataset=Thuman2.0, Evaluation Setting=Unseen2024.04 | 1.413 | 1.321 | 0.063 | — | |
| ICONSMPL-X condition=perturbed2021.12 | 1.444 | 1.453 | 0.083 | — | |
| SMPL-X perturbedSMPL-X condition=N/A2021.12 | 1.493 | 1.534 | 0.098 | — | |
| PaMIRTraining Data=THuman2.0 [15]2023.09 | 1.603 | 1.429 | 0.068 | — | |
| PIFuData-driven=true, Body Prior=None, Resolution=256, Implementation=Re-implemented in [82]2022.12 | 1.722 | 1.548 | 0.0674 | — | |
| PaMIR*SMPL-X condition=perturbed2021.12 | 1.803 | 1.764 | 0.079 | — | |
| PaMIRSMPL-X condition=GT2021.12 | 2.216 | 1.611 | 0.093 | — | |
| PIFuTraining Data=THuman2.0 [15]2023.09 | 2.458 | 2.117 | 0.094 | — | |
| PIFu*SMPL-X condition=None2021.12 | 2.973 | 2.94 | 0.111 | — | |
| PIFu*Training Data=Renderpeople [48]2023.09 | 2.973 | 2.94 | 0.111 | — | |
| PIFuTraining Dataset=Thuman2.0, Evaluation Setting=Unseen2024.04 | 2.973 | 2.94 | 0.111 | — | |
| PIFuHDSMPL-X condition=None2021.12 | 3.704 | 3.517 | 0.123 | — | |
| PIFuHDTraining Dataset=Thuman2.0, Evaluation Setting=Unseen2024.04 | 3.704 | 3.517 | 0.123 | — | |
| PIFuHDData-driven=true, Body Prior=None, Resolution=2562022.12 | 3.767 | 3.591 | 0.0994 | — | |
| PIFuHD*Training Data=Renderpeople [48]2023.09 | 3.767 | 3.591 | 0.123 | — | |
| PIFuSMPL-X condition=None2021.12 | 4.029 | 4.195 | 0.124 | — |