Lifelike 3D Human Generation

Description from the archive archive 2025-07-28.

Benchmarks archive 2025-07-28

1 leaderboard table shown for this task, 1 with rows (a “benchmark” on this site is a table with at least one row, as on /sota), ordered by row count. “Best model” is the first row in the archive's own order at snapshot; nothing is re-ranked here and metric direction is not recorded in the archive. PwC's Trend sparklines are not in the archive, so that column is omitted.

Syntology column: samples harvested from the paper's repositories and executed on synthesized fixtures; “ran” is not a correctness claim and does not order the table. A dash means no Syntology record for that paper, not a recorded non-run. Read from the graph 2026-09-24.

Libraries

Not in the archive: the export carries no per-task library table, so there is nothing to show at snapshot 2025-07-28.

Datasets archive 2025-07-28

1 dataset whose archive record lists this task, ordered by the archive's paper count.

Subtasks archive 2025-07-28

No subtask under this task in the archive's task tree.

Most implemented papers archive 2025-07-28

6 shown of 6 papers with code (6 tagged with this task in all), ordered by repositories listed in the archive, not by stars (the archive holds no stars, so PwC's “Social” and “Latest” sorts cannot be reproduced). Papers without a page here are shown as plain text.

• Human-VDM: Learning Single-Image 3D Human Gaussian Splatting from Video Diffusion Models
  4 Sep 2024 1 repository listed
  Generating lifelike 3D humans from a single RGB image remains a challenging task in computer vision, as it requires accurate modeling of geometry, high-quality texture, and plausible unseen parts.
• Ultraman: Single Image 3D Human Reconstruction with Ultra Speed and Detail
  18 Mar 2024 1 repository listed
  In this paper, we propose a new method called \emph{Ultraman} for fast reconstruction of textured 3D human models from a single image.
• SIFU: Side-view Conditioned Implicit Function for Real-world Usable Clothed Human Reconstruction
  10 Dec 2023 1 repository listed Syntology ran 13 of 18 samples · 5 unverified
  A key limitation of previous methods is their insufficient prior guidance in transitioning from 2D to 3D and in texture prediction.
• SiTH: Single-view Textured Human Reconstruction with Image-Conditioned Diffusion
  27 Nov 2023 1 repository listed Syntology ran 3 of 3 samples · 0 unverified
  For the former, we employ a powerful generative diffusion model to hallucinate unseen back-view appearance based on the input images.
• PaMIR: Parametric Model-Conditioned Implicit Representation for Image-based Human Reconstruction
  8 Jul 2020 1 repository listed
  To overcome the limitations of regular 3D representations, we propose Parametric Model-Conditioned Implicit Representation (PaMIR), which combines the parametric body model with the free-form deep implicit function.
• PIFu: Pixel-Aligned Implicit Function for High-Resolution Clothed Human Digitization
  13 May 2019 1 repository listed
  We introduce Pixel-aligned Implicit Function (PIFu), a highly effective implicit representation that locally aligns pixels of 2D images with the global context of their corresponding 3D object.

Syntology lines on 2 of the papers shown; no Syntology record for the others (a paper without an arXiv id cannot be joined to the graph, and absence from the graph layer is not a recorded non-run). “Ran” means the sample executed on a synthesized fixture, not that the paper's result was reproduced. Read from the graph 2026-09-24.