3D Human Reconstruction on CAPE-FP
0.6954Chamfer DistanceHiLo
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| HiLoTraining Dataset=Thuman2.0, Evaluation Setting=Unseen2024.04 | 0.6954 | 0.6876 | 0.0471 | — | |
| ICONTraining Dataset=Thuman2.0, Evaluation Setting=Unseen2024.04 | 0.7475 | 0.7488 | 0.0508 | — | |
| HiLo w/o H(s;β)Training Dataset=Thuman2.0, Evaluation Setting=Unseen2024.04 | 0.7564 | 0.7449 | 0.0514 | — | |
| GTATraining Data=THuman2.0 [15]2023.09 | 0.763 | 0.763 | 0.035 | — | |
| PSHumanSMPL-X body prior=true2024.09 | 0.7811 | 0.6984 | — | 0.9136 | |
| HiLo w/o ϕ_iTraining Dataset=Thuman2.0, Evaluation Setting=Unseen2024.04 | 0.7996 | 0.786 | 0.0569 | — | |
| D-IFTraining Dataset=Thuman2.0, Evaluation Setting=Unseen2024.04 | 0.8038 | 0.7766 | 0.0546 | — | |
| HiLo w/o H(s;β) w/o ϕ_siTraining Dataset=Thuman2.0, Evaluation Setting=Unseen2024.04 | 0.8662 | 0.897 | 0.0647 | — | |
| ECONTraining Data=THuman2.0 [15]2023.09 | 0.911 | 0.894 | 0.033 | — | |
| ECONTraining Dataset=Thuman2.0, Evaluation Setting=Unseen2024.04 | 0.9651 | 0.9175 | 0.0412 | — | |
| ICONTraining Data=THuman2.0 [15]2023.09 | 0.969 | 0.987 | 0.041 | — | |
| ICONVenue=CVPR 2022, SMPL-X body prior=true2024.09 | 0.9951 | 0.8864 | — | 0.919 | |
| SIFUVenue=CVPR 2024, SMPL-X body prior=true2024.09 | 1.0535 | 0.9674 | — | 0.9024 | |
| HiLoVenue=CVPR 2024, SMPL-X body prior=true2024.09 | 1.1246 | 0.9847 | — | 0.9031 | |
| GTAVenue=NeurIPS 2023, SMPL-X body prior=true2024.09 | 1.1484 | 0.9914 | — | 0.9011 | |
| ECONVenue=CVPR 2023, SMPL-X body prior=true2024.09 | 1.1761 | 1.1352 | — | 0.8969 | |
| SITHVenue=CVPR 2024, SMPL-X body prior=true2024.09 | 1.1839 | 1.1573 | — | 0.887 | |
| ICON_{enc(Ne)}SMPL-X condition=GT2021.12 | 1.202 | 1.196 | 0.061 | — | |
| ICON*Training Data=Renderpeople [48]2023.09 | 1.202 | 1.17 | 0.055 | — | |
| PaMIR*SMPL-X condition=GT2021.12 | 1.225 | 1.206 | 0.055 | — | |
| PaMIR*Training Data=Renderpeople [48]2023.09 | 1.225 | 1.206 | 0.055 | — | |
| PaMIRTraining Dataset=Thuman2.0, Evaluation Setting=Unseen2024.04 | 1.225 | 1.206 | 0.055 | — | |
| ICONSMPL-X condition=GT2021.12 | 1.233 | 1.17 | 0.072 | — | |
| ICON_{N†}SMPL-X condition=GT2021.12 | 1.24 | 1.226 | 0.069 | — | |
| ICON_{enc(I, Ne)}SMPL-X condition=GT2021.12 | 1.243 | 1.243 | 0.062 | — | |
| ICON + BRSMPL-X condition=GT2021.12 | 1.314 | 1.356 | 0.07 | — | |
| SMPL-X GTSMPL-X condition=N/A2021.12 | 1.335 | 1.259 | 0.085 | — | |
| ICON w/o F_bSMPL-X condition=GT2021.12 | 1.344 | 1.336 | 0.072 | — | |
| PSHumanSMPL-X body prior=false2024.09 | 1.3615 | 1.1308 | — | 0.8844 | |
| ICONSMPL-X condition=perturbed2021.12 | 1.364 | 1.403 | 0.08 | — | |
| SMPL-X perturbedSMPL-X condition=N/A2021.12 | 1.488 | 1.531 | 0.095 | — | |
| PaMIRTraining Data=THuman2.0 [15]2023.09 | 1.502 | 1.291 | 0.064 | — | |
| PIFuHDVenue=CVPR 2020, SMPL-X body prior=false2024.09 | 1.5211 | 1.4834 | — | 0.8712 | |
| PaMIR*SMPL-X condition=perturbed2021.12 | 1.608 | 1.625 | 0.072 | — | |
| PIFuTraining Data=THuman2.0 [15]2023.09 | 1.786 | 1.639 | 0.071 | — | |
| PIFuVenue=ICCV 2019, SMPL-X body prior=false2024.09 | 1.8367 | 1.7582 | — | 0.8573 | |
| PaMIRSMPL-X condition=GT2021.12 | 1.936 | 1.263 | 0.078 | — | |
| PIFu*SMPL-X condition=None2021.12 | 2.1 | 2.093 | 0.091 | — | |
| PIFu*Training Data=Renderpeople [48]2023.09 | 2.1 | 2.093 | 0.091 | — | |
| PIFuTraining Dataset=Thuman2.0, Evaluation Setting=Unseen2024.04 | 2.103 | 2.093 | 0.091 | — | |
| SITHVenue=CVPR 2024, SMPL-X body prior=false2024.09 | 2.114 | 1.6754 | — | 0.8337 | |
| ICONVenue=CVPR 2022, SMPL-X body prior=false2024.09 | 2.1331 | 2.0359 | — | 0.8364 | |
| SIFUVenue=CVPR 2024, SMPL-X body prior=false2024.09 | 2.1695 | 2.1107 | — | 0.831 | |
| GTAVenue=NeurIPS 2023, SMPL-X body prior=false2024.09 | 2.2543 | 2.1889 | — | 0.8247 | |
| HiLoVenue=CVPR 2024, SMPL-X body prior=false2024.09 | 2.2735 | 2.1345 | — | 0.8308 | |
| PIFuHDSMPL-X condition=None2021.12 | 2.302 | 2.335 | 0.09 | — | |
| PIFuHD*Training Data=Renderpeople [48]2023.09 | 2.302 | 2.335 | 0.09 | — | |
| PIFuHDTraining Dataset=Thuman2.0, Evaluation Setting=Unseen2024.04 | 2.302 | 2.335 | 0.09 | — | |
| ECONVenue=CVPR 2023, SMPL-X body prior=false2024.09 | 2.5394 | 2.4336 | — | 0.8128 | |
| PIFuSMPL-X condition=None2021.12 | 2.823 | 2.796 | 0.1 | — | |
| PaMIRVenue=TPAMI 2021, SMPL-X body prior=false2024.09 | 6.0114 | 3.2877 | — | 0.6737 |