Virtual Try-on

Description from the archive archive 2025-07-28.

Benchmarks archive 2025-07-28

9 leaderboard tables shown for this task, 9 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

11 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

30 shown of 114 papers with code (276 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.

• VITON: An Image-based Virtual Try-on Network
  22 Nov 2017 7 repositories listed
  We present an image-based VIirtual Try-On Network (VITON) without using 3D information in any form, which seamlessly transfers a desired clothing item onto the corresponding region of a person using a coarse-to-fine…
• Composer: Creative and Controllable Image Synthesis with Composable Conditions
  20 Feb 2023 6 repositories listed
  Recent large-scale generative models learned on big data are capable of synthesizing incredible images yet suffer from limited controllability.
• Toward Characteristic-Preserving Image-based Virtual Try-On Network
  20 Jul 2018 5 repositories listed Syntology ran 0 of 2 samples · 2 unverified
  Second, to alleviate boundary artifacts of warped clothes and make the results more realistic, we employ a Try-On Module that learns a composition mask to integrate the warped clothes and the rendered image to ensure…
• Style-Based Global Appearance Flow for Virtual Try-On
  3 Apr 2022 3 repositories listed Syntology ran 14 of 21 samples · 7 unverified · 21 pointer-only (licence)
  To achieve this, a key step is garment warping which spatially aligns the target garment with the corresponding body parts in the person image.
• 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 Photo-Realistic Virtual Try-On by Adaptively Generating↔Preserving Image Content
  12 Mar 2020 3 repositories listed Syntology ran 1 of 2 samples · 1 unverified · 2 pointer-only (licence)
  First, a semantic layout generation module utilizes semantic segmentation of the reference image to progressively predict the desired semantic layout after try-on.
• VITON-GAN: Virtual Try-on Image Generator Trained with Adversarial Loss
  12 Nov 2019 3 repositories listed
  Generating a virtual try-on image from in-shop clothing images and a model person's snapshot is a challenging task because the human body and clothes have high flexibility in their shapes.
• Real-Time Per-Garment Virtual Try-On with Temporal Consistency for Loose-Fitting Garments
  14 Jun 2025 2 repositories listed
  This enhances the robustness of semantic map estimation under loose-fitting garments during garment-specific dataset generation.
• FitDiT: Advancing the Authentic Garment Details for High-fidelity Virtual Try-on
  15 Nov 2024 2 repositories listed Syntology ran 5 of 6 samples · 1 unverified · 6 pointer-only (licence)
  Although image-based virtual try-on has made considerable progress, emerging approaches still encounter challenges in producing high-fidelity and robust fitting images across diverse scenarios.
• VTON-HandFit: Virtual Try-on for Arbitrary Hand Pose Guided by Hand Priors Embedding
  22 Aug 2024 2 repositories listed
  To tackle this issue widely existing in real-world scenarios, we propose VTON-HandFit, leveraging the power of hand priors to reconstruct the appearance and structure for hand occlusion cases.
• CustAny: Customizing Anything from A Single Example
  17 Jun 2024 2 repositories listed
  The primary issue of promoting zero-shot object customization from specific domains to the general domain is to establish a large-scale general ID dataset for model pre-training, which is time-consuming and…
• Multimodal-Conditioned Latent Diffusion Models for Fashion Image Editing
  21 Mar 2024 2 repositories listed
  Fashion illustration is a crucial medium for designers to convey their creative vision and transform design concepts into tangible representations that showcase the interplay between clothing and the human body.
• OOTDiffusion: Outfitting Fusion based Latent Diffusion for Controllable Virtual Try-on
  4 Mar 2024 2 repositories listed Syntology ran 3 of 3 samples · 0 unverified · 3 pointer-only (licence)
  We present OOTDiffusion, a novel network architecture for realistic and controllable image-based virtual try-on (VTON).
• 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.
• AnyDoor: Zero-shot Object-level Image Customization
  18 Jul 2023 2 repositories listed Syntology ran 0 of 1 samples · 1 unverified
  This work presents AnyDoor, a diffusion-based image generator with the power to teleport target objects to new scenes at user-specified locations in a harmonious way.
• GP-VTON: Towards General Purpose Virtual Try-on via Collaborative Local-Flow Global-Parsing Learning
  24 Mar 2023 2 repositories listed
  Specifically, compared with the previous global warping mechanism, LFGP employs local flows to warp garments parts individually, and assembles the local warped results via the global garment parsing, resulting in…
• OccluMix: Towards De-Occlusion Virtual Try-on by Semantically-Guided Mixup
  3 Jan 2023 2 repositories listed
  Image Virtual try-on aims at replacing the cloth on a personal image with a garment image (in-shop clothes), which has attracted increasing attention from the multimedia and computer vision communities.
• C-VTON: Context-Driven Image-Based Virtual Try-On Network
  8 Dec 2022 2 repositories listed
  At the core of the C-VTON pipeline are: (i) a geometric matching procedure that efficiently aligns the target clothing with the pose of the person in the input images, and (ii) a powerful image generator that utilizes…
• Fill in Fabrics: Body-Aware Self-Supervised Inpainting for Image-Based Virtual Try-On
  3 Oct 2022 2 repositories listed
  Previous virtual try-on methods usually focus on aligning a clothing item with a person, limiting their ability to exploit the complex pose, shape and skin color of the person, as well as the overall structure of the…
• RMGN: A Regional Mask Guided Network for Parser-free Virtual Try-on
  24 Apr 2022 2 repositories listed Syntology ran 8 of 10 samples · 2 unverified · 10 pointer-only (licence)
  Virtual try-on(VTON) aims at fitting target clothes to reference person images, which is widely adopted in e-commerce.
• Parser-Free Virtual Try-on via Distilling Appearance Flows
  8 Mar 2021 2 repositories listed
  A recent pioneering work employed knowledge distillation to reduce the dependency of human parsing, where the try-on images produced by a parser-based method are used as supervisions to train a "student" network without…
• CP-VTON+: Clothing Shape and Texture Preserving Image-Based Virtual Try-On
  10 Jun 2020 2 repositories listed
  Recently proposed Image-based virtual try-on (VTON) approaches have several challenges regarding diverse human poses and cloth styles.
• Real-time deep hair matting on mobile devices
  19 Dec 2017 2 repositories listed
  Augmented reality is an emerging technology in many application domains.
• Low-Barrier Dataset Collection with Real Human Body for Interactive Per-Garment Virtual Try-On
  12 Jun 2025 1 repository listed
  To address these challenges, we propose a low-barrier approach for collecting per-garment datasets using real human bodies, eliminating the necessity for a customized robotic mannequin.
• VITON-DRR: Details Retention Virtual Try-on via Non-rigid Registration
  29 May 2025 1 repository listed
  To generate high-quality try-on results, accurately warping the clothing item to fit the human body plays a significant role, as slight misalignment may lead to unrealistic artifacts in the fitting image.
• Inverse Virtual Try-On: Generating Multi-Category Product-Style Images from Clothed Individuals
  27 May 2025 1 repository listed Syntology ran 2 of 3 samples · 1 unverified · 3 pointer-only (licence)
  While virtual try-on (VTON) systems aim to render a garment onto a target person image, this paper tackles the novel task of virtual try-off (VTOFF), which addresses the inverse problem: generating standardized product…
• VTBench: Comprehensive Benchmark Suite Towards Real-World Virtual Try-on Models
  26 May 2025 1 repository listed
  While virtual try-on has achieved significant progress, evaluating these models towards real-world scenarios remains a challenge.
• Incorporating Visual Correspondence into Diffusion Model for Virtual Try-On
  22 May 2025 1 repository listed
  Specifically, we interpret the fine-grained appearance and texture details as a set of structured semantic points, and match the semantic points rooted in garment to the ones over target person through local flow…
• Shape-Guided Clothing Warping for Virtual Try-On
  21 Apr 2025 1 repository listed
  Despite their promising performance, these methods often lack precise control over fine details, leading to inconsistencies in shape between clothing and the person's body as well as distortions in exposed limb regions.
• 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…

Syntology lines on 8 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.