3D Clothed Human Reconstruction on Thuman 2.0
0.923Chamfer DistanceHiLo
Evaluation results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| HiLoTraining Dataset=Thuman2.0, Evaluation Setting=Seen2024.04 | 0.923 | 0.9855 | 0.0732 | — | — | — | — | — | |
| HiLo w/o H(s;β)Training Dataset=Thuman2.0, Evaluation Setting=Seen2024.04 | 0.9442 | 1.0323 | 0.0785 | — | — | — | — | — | |
| HiLo w/o ϕ_iTraining Dataset=Thuman2.0, Evaluation Setting=Seen2024.04 | 0.9886 | 1.0836 | 0.085 | — | — | — | — | — | |
| D-IFTraining Dataset=Thuman2.0, Evaluation Setting=Seen2024.04 | 1.0305 | 1.0864 | 0.083 | — | — | — | — | — | |
| HiLo w/o H(s;β) w/o ϕ_siTraining Dataset=Thuman2.0, Evaluation Setting=Seen2024.04 | 1.122 | 1.2544 | 0.0954 | — | — | — | — | — | |
| ICONTraining Dataset=Thuman2.0, Evaluation Setting=Seen2024.04 | 1.1431 | 1.302 | 0.0923 | — | — | — | — | — | |
| PaMIRTraining Dataset=Thuman2.0, Evaluation Setting=Seen2024.04 | 1.4388 | 1.5613 | 0.1071 | — | — | — | — | — | |
| DeClotHreconstruction_mode=one-stage2025.03 | 1.812 | — | 0.089 | 25.421 | 0.046 | — | — | — | |
| SiTH + GALAreconstruction_mode=two-stage2025.03 | 1.828 | — | 0.094 | 25.009 | 0.06 | — | — | — | |
| TeCH + GALAreconstruction_mode=two-stage2025.03 | 1.9 | — | 0.091 | 25.618 | 0.048 | — | — | — | |
| GALA*input_type=single image, modified_from=3D scan2025.03 | 2.132 | — | 0.118 | 22.183 | 0.079 | — | — | — | |
| MuNetSMPL(-X) Estimator=—2026.05 | 2.141 | 2.093 | — | — | — | 2.189 | 0.2026 | 0.4299 | |
| ECONSMPL(-X) Estimator=PyMAF-X [1]2026.05 | 2.295 | 2.173 | — | — | — | 2.417 | 0.2054 | 0.4582 | |
| PIFuHDTraining Dataset=Thuman2.0, Evaluation Setting=Seen2024.04 | 2.4613 | 2.3605 | 0.0924 | — | — | — | — | — | |
| PIFuTraining Dataset=Thuman2.0, Evaluation Setting=Seen2024.04 | 2.688 | 2.573 | 0.097 | — | — | — | — | — | |
| ICONSMPL(-X) Estimator=PyMAF [2]2026.05 | 3.094 | 2.594 | — | — | — | 3.595 | 0.2481 | 0.8167 | |
| D-IFSMPL(-X) Estimator=PyMAF [2]2026.05 | 3.295 | 2.661 | — | — | — | 3.929 | 0.2519 | 0.8275 | |
| SIFUSMPL(-X) Estimator=PyMAF [2]2026.05 | 3.591 | 2.994 | — | — | — | 4.188 | 0.278 | 0.9089 | |
| PaMIRSMPL(-X) Estimator=GCMR [6]2026.05 | 4.17 | 3.238 | — | — | — | 5.103 | 0.3258 | 0.6737 | |
| VSSMPL(-X) Estimator=PyMAF-X [1]2026.05 | 4.437 | 3.204 | — | — | — | 5.67 | 0.3182 | 0.659 |