3D Human Reconstruction on THuman 2.0 (test)
0.5961Chamfer DistanceSIFU
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| SIFUSMPL-X body prior=included2023.12 | 0.5961 | 0.6058 | 0.0407 | |
| GTASMPL-X body prior=included2023.12 | 0.7329 | 0.7297 | 0.0492 | |
| ICONSMPL-X body prior=included2023.12 | 0.9491 | 0.9846 | 0.0621 | |
| SeSDFSetting=single-view, 2D Feature=true, Normal Information=true, 3D Feature=true, SMPLX Signed Distance=false, self-evolved Signed Distance=true2023.04 | 1.027 | 0.971 | — | |
| Ours (ECON-refine)Base Model=ECON, Stage=refinement2024.03 | 1.043 | 1.063 | 0.0649 | |
| Ours (ICON-comp)Base Model=ICON, Stage=completion2024.03 | 1.0465 | 1.0459 | 0.0604 | |
| Ours (ICON-refine)Base Model=ICON, Stage=refinement2024.03 | 1.0468 | 1.0442 | 0.0603 | |
| ICON2024.03 | 1.0874 | 1.0361 | 0.0607 | |
| SeSDF w/o DESetting=single-view, 2D Feature=true, Normal Information=true, 3D Feature=true, SMPLX Signed Distance=false, self-evolved Signed Distance=false2023.04 | 1.099 | 1.034 | — | |
| Ours (ECON-comp)Base Model=ECON, Stage=completion2024.03 | 1.142 | 1.1255 | 0.0672 | |
| D-IFSMPL-X body prior=included2023.12 | 1.1696 | 1.29 | 0.0936 | |
| ECON2024.03 | 1.2081 | 1.1304 | 0.0661 | |
| PaMIRSMPL-X body prior=included2023.12 | 1.2152 | 1.0582 | 0.073 | |
| SeSDF w/o SeSDFSetting=single-view, 2D Feature=true, Normal Information=true, 3D Feature=true, SMPLX Signed Distance=true, self-evolved Signed Distance=false2023.04 | 1.245 | 1.2 | — | |
| ECONSMPL-X body prior=included2023.12 | 1.2585 | 1.4184 | 0.0612 | |
| ICONSetting=single-view, 2D Feature=true, Normal Information=true, 3D Feature=false, SMPLX Signed Distance=true, self-evolved Signed Distance=false2023.04 | 1.301 | 1.259 | — | |
| PaMIRre-implemented=[64]2024.03 | 1.3311 | 1.5439 | 0.1102 | |
| PaMIRSetting=single-view, 2D Feature=true, Normal Information=true, 3D Feature=false, SMPLX Signed Distance=true, self-evolved Signed Distance=false2023.04 | 1.478 | 1.451 | — | |
| PIFuSMPL-X body prior=excluded2023.12 | 1.5991 | 1.4333 | 0.0843 | |
| PIFUHDSetting=single-view, 2D Feature=true, Normal Information=false, 3D Feature=false, SMPLX Signed Distance=false, self-evolved Signed Distance=false2023.04 | 2.008 | 1.965 | — | |
| PIFure-implemented=[64]2024.03 | 2.364 | 2.5493 | 0.1042 | |
| PIFuSetting=single-view, 2D Feature=true, Normal Information=false, 3D Feature=false, SMPLX Signed Distance=false, self-evolved Signed Distance=false2023.04 | 2.403 | 2.388 | — | |
| 2K2Kconstraint=human-facing-forward images only2024.03 | 2.6165 | 2.5342 | 0.103 | |
| PIFuHD2024.03 | 3.1808 | 3.0772 | 0.1207 |