3D Shape Reconstruction From A Single 2D Image

Description from the archive archive 2025-07-28.

Benchmarks archive 2025-07-28

2 leaderboard tables shown for this task, 2 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

2 datasets whose archive record lists this task, ordered by the archive's paper count.

Subtasks archive 2025-07-28

1 subtask in the archive's task tree.

Parent tasks archive 2025-07-28

Most implemented papers archive 2025-07-28

8 shown of 8 papers with code (10 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.

• Multi-Garment Net: Learning to Dress 3D People from Images
  19 Aug 2019 6 repositories listed
  We present Multi-Garment Network (MGN), a method to predict body shape and clothing, layered on top of the SMPL model from a few frames (1-8) of a video.
• ShAPO: Implicit Representations for Multi-Object Shape, Appearance, and Pose Optimization
  27 Jul 2022 2 repositories listed Syntology ran 3 of 3 samples · 0 unverified · 3 pointer-only (licence)
  A novel disentangled shape and appearance database of priors is first learned to embed objects in their respective shape and appearance space.
• Perceiving 3D Human-Object Spatial Arrangements from a Single Image in the Wild
  30 Jul 2020 2 repositories listed
  We present a method that infers spatial arrangements and shapes of humans and objects in a globally consistent 3D scene, all from a single image in-the-wild captured in an uncontrolled environment.
• Chat-Edit-3D: Interactive 3D Scene Editing via Text Prompts
  9 Jul 2024 1 repository listed
  Recent work on image content manipulation based on vision-language pre-training models has been effectively extended to text-driven 3D scene editing.
• Super-resolution 3D Human Shape from a Single Low-Resolution Image
  23 Aug 2022 1 repository listed
  The approach overcomes limitations of existing approaches that reconstruct 3D human shape from a single image, which require high-resolution images together with auxiliary data such as surface normal or a parametric…
• ROCA: Robust CAD Model Retrieval and Alignment from a Single Image
  3 Dec 2021 1 repository listed
  We present ROCA, a novel end-to-end approach that retrieves and aligns 3D CAD models from a shape database to a single input image.
• GSNet: Joint Vehicle Pose and Shape Reconstruction with Geometrical and Scene-aware Supervision
  26 Jul 2020 1 repository listed
  GSNet utilizes a unique four-way feature extraction and fusion scheme and directly regresses 6DoF poses and shapes in a single forward pass.
• 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 1 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.