Garment Reconstruction

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

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

15 shown of 15 papers with code (25 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.

• Deep Fashion3D: A Dataset and Benchmark for 3D Garment Reconstruction from Single Images
  28 Mar 2020 3 repositories listed
  High-fidelity clothing reconstruction is the key to achieving photorealism in a wide range of applications including human digitization, virtual try-on, etc.
• Towards Garment Sewing Pattern Reconstruction from a Single Image
  7 Nov 2023 2 repositories listed
  In this work, we explore the challenging problem of recovering garment sewing patterns from daily photos for augmenting these applications.
• Enhancing Person-to-Person Virtual Try-On with Multi-Garment Virtual Try-Off
  17 Apr 2025 1 repository listed
  VTON generates images of a person in a specified garment using a target photo and a standardized garment image, while a more challenging variant, Person-to-Person Virtual Try-On (p2p-VTON), uses a photo of another…
• Single View Garment Reconstruction Using Diffusion Mapping Via Pattern Coordinates
  11 Apr 2025 1 repository listed
  Reconstructing 3D clothed humans from images is fundamental to applications like virtual try-on, avatar creation, and mixed reality.
• ETCH: Generalizing Body Fitting to Clothed Humans via Equivariant Tightness
  13 Mar 2025 1 repository listed
  We propose Equivariant Tightness Fitting for Clothed Humans, or ETCH, a novel pipeline that estimates cloth-to-body surface mapping through locally approximate SE(3) equivariance, encoding tightness as displacement…
• TryOffDiff: Virtual-Try-Off via High-Fidelity Garment Reconstruction using Diffusion Models
  27 Nov 2024 1 repository listed
  This paper introduces Virtual Try-Off (VTOFF), a novel task focused on generating standardized garment images from single photos of clothed individuals.
• GarmentDreamer: 3DGS Guided Garment Synthesis with Diverse Geometry and Texture Details
  20 May 2024 1 repository listed
  In this paper, we propose GarmentDreamer, a novel method that leverages 3D Gaussian Splatting (GS) as guidance to generate wearable, simulation-ready 3D garment meshes from text prompts.
• REC-MV: REconstructing 3D Dynamic Cloth from Monocular Videos
  23 May 2023 1 repository listed Syntology ran 0 of 3 samples · 3 unverified
  To address the above limitations, in this paper, we formulate this task as an optimization problem of 3D garment feature curves and surface reconstruction from monocular video.
• DIG: Draping Implicit Garment over the Human Body
  22 Sep 2022 1 repository listed
  Existing data-driven methods for draping garments over human bodies, despite being effective, cannot handle garments of arbitrary topology and are typically not end-to-end differentiable.
• 3D Clothed Human Reconstruction in the Wild
  20 Jul 2022 1 repository listed
  Although much progress has been made in 3D clothed human reconstruction, most of the existing methods fail to produce robust results from in-the-wild images, which contain diverse human poses and appearances.
• Garment4D: Garment Reconstruction from Point Cloud Sequences
  8 Dec 2021 1 repository listed Syntology ran 2 of 2 samples · 0 unverified
  The main challenges are two-fold: 1) effective 3D feature learning for fine details, and 2) capture of garment dynamics caused by the interaction between garments and the human body, especially for loose garments like…
• 3D Human Texture Estimation from a Single Image with Transformers
  6 Sep 2021 1 repository listed Syntology ran 14 of 16 samples · 2 unverified · 16 pointer-only (licence)
  We propose a Transformer-based framework for 3D human texture estimation from a single image.
• Learning Anchored Unsigned Distance Functions with Gradient Direction Alignment for Single-view Garment Reconstruction
  19 Aug 2021 1 repository listed Syntology ran 3 of 18 samples · 15 unverified
  While single-view 3D reconstruction has made significant progress benefiting from deep shape representations in recent years, garment reconstruction is still not solved well due to open surfaces, diverse topologies and…
• SMPLicit: Topology-aware Generative Model for Clothed People
  11 Mar 2021 1 repository listed
  In this paper we introduce SMPLicit, a novel generative model to jointly represent body pose, shape and clothing geometry.
• BCNet: Learning Body and Cloth Shape from A Single Image
  1 Apr 2020 1 repository listed Syntology ran 1 of 2 samples · 1 unverified · 2 pointer-only (licence)
  In this paper, we consider the problem to automatically reconstruct garment and body shapes from a single near-front view RGB image.

Syntology lines on 5 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.