3D Object Reconstruction From A Single 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 2026-09-25.

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

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

Parent tasks archive 2025-07-28

Most implemented papers archive 2025-07-28

10 shown of 10 papers with code (17 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.

• A Point Set Generation Network for 3D Object Reconstruction from a Single Image
  2 Dec 2016 4 repositories listed Syntology ran 2 of 6 samples · 4 unverified · 2 pointer-only (licence)
  Our final solution is a conditional shape sampler, capable of predicting multiple plausible 3D point clouds from an input image.
• PIFuHD: Multi-Level Pixel-Aligned Implicit Function for High-Resolution 3D Human Digitization
  1 Apr 2020 3 repositories listed
  Although current approaches have demonstrated the potential in real world settings, they still fail to produce reconstructions with the level of detail often present in the input images.
• Share With Thy Neighbors: Single-View Reconstruction by Cross-Instance Consistency
  21 Apr 2022 2 repositories listed
  Approaches for single-view reconstruction typically rely on viewpoint annotations, silhouettes, the absence of background, multiple views of the same instance, a template shape, or symmetry.
• TripoSR: Fast 3D Object Reconstruction from a Single Image
  4 Mar 2024 1 repository listed Syntology ran 4 of 4 samples · 0 unverified
  This technical report introduces TripoSR, a 3D reconstruction model leveraging transformer architecture for fast feed-forward 3D generation, producing 3D mesh from a single image in under 0.
• SDF-SRN: Learning Signed Distance 3D Object Reconstruction from Static Images
  20 Oct 2020 1 repository listed Syntology ran 1 of 13 samples · 12 unverified
  Dense 3D object reconstruction from a single image has recently witnessed remarkable advances, but supervising neural networks with ground-truth 3D shapes is impractical due to the laborious process of creating paired…
• From Image Collections to Point Clouds with Self-supervised Shape and Pose Networks
  5 May 2020 1 repository listed
  We learn both 3D point cloud reconstruction and pose estimation networks in a self-supervised manner, making use of differentiable point cloud renderer to train with 2D supervision.
• ARCH: Animatable Reconstruction of Clothed Humans
  8 Apr 2020 1 repository listed
  In this paper, we propose ARCH (Animatable Reconstruction of Clothed Humans), a novel end-to-end framework for accurate reconstruction of animation-ready 3D clothed humans from a monocular image.
• Self-supervised 3D Shape and Viewpoint Estimation from Single Images for Robotics
  17 Oct 2019 1 repository listed
  We present a convolutional neural network for joint 3D shape prediction and viewpoint estimation from a single input image.
• Occlusion-Net: 2D/3D Occluded Keypoint Localization Using Graph Networks
  1 Jun 2019 1 repository listed
  Central to this work is a trifocal tensor loss that provides indirect self-supervision for occluded keypoint locations that are visible in other views of the object.
• 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 3 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 2026-09-25.