Datasets › CustomHumans
CustomHumans
CustomHumans is recorded by a multi-view photogrammetry system equipped with 53 RGB (12 Megapixels) and 53 (4 Megapixels) IR cameras. The resulting high-quality scan is composed of a 40K-face mesh alongside a 4K-resolution texture map. In addition to the high-quality scans, CustomHumans provides accurately registered SMPL-X parameters using a customized mesh registration pipeline. 80 participants are invited for the data capturing. Each of them is instructed to perform several movements, such as "T-pose", "Hands Up'", "Squat'", "Turing head'', and "Hand gestures", in a 10-second long sequence (300 frames). 4-5 best-quality meshes in each sequence are selected as the data samples. In total, the dataset contains more than 600 high-quality scans with 120 different garments.
Benchmarks archive 2025-07-28
All 1 leaderboard whose dataset resolves to this page shown (sort by any header). "First row" is the archive's own first row at snapshot, in the archive's row order; nothing here re-ranks and metric direction is not asserted.
| First row (archive order) | Paper | Code | ||||
|---|---|---|---|---|---|---|
| 3D Human Reconstruction | CustomHumans | SiTH Chamfer Distance P-to-S 1.871 | SiTH: Single-view Textured Human Reconstruction with... | SiTH-Diffusion/SiTH | 8 | Compare |
Papers archive 2025-07-28
8 shown of 8 papers with a leaderboard row on this dataset's benchmarks, newest first. The archive's own "papers using this dataset" list was never published, so this is the benchmark-backed subset; the archive's count for this dataset is 15. The Syntology column is from Syntology's graph (read 2026-09-24), stated per sample; it is not part of any archive number.
| Date | Samples run Syntology | |||
|---|---|---|---|---|
| SiTH: Single-view Textured Human Reconstruction with Image-Conditioned Diffusion | 1 | 1 | 27 Nov 2023 | ran 3 of 3 samples (0 unverified) |
| High-fidelity 3D Human Digitization from Single 2K Resolution Images | 1 | 1 | 27 Mar 2023 | not harvested |
| ECON: Explicit Clothed humans Optimized via Normal integration | 1 | 1 | 14 Dec 2022 | not harvested |
| FOF: Learning Fourier Occupancy Field for Monocular Real-time Human Reconstruction | 0 | 1 | 5 Jun 2022 | not harvested |
| ICON: Implicit Clothed humans Obtained from Normals | 2 | 1 | 16 Dec 2021 | not harvested |
| PaMIR: Parametric Model-Conditioned Implicit Representation for Image-based Human Reconstruction | 1 | 1 | 8 Jul 2020 | not harvested |
| PIFuHD: Multi-Level Pixel-Aligned Implicit Function for High-Resolution 3D Human Digitization | 3 | 1 | 1 Apr 2020 | not harvested |
| PIFu: Pixel-Aligned Implicit Function for High-Resolution Clothed Human Digitization | 1 | 1 | 13 May 2019 | not harvested |
Dataset loaders archive 2025-07-28
1 loader as listed in the archive; links are outbound and not re-checked here.
Tasks archive 2025-07-28
License archive 2025-07-28
Modalities archive 2025-07-28
Languages archive 2025-07-28
Variants archive 2025-07-28
- CustomHumans
1 variant name, as the archive lists them.
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