Virtual Try-On

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Overview

Virtual try-on studies how to place garments onto people in images and videos, with uses in online shopping, outfit design, and personalized avatars. Most systems use diffusion or flow-matching models conditioned on garment references, often adding masks, pose or layout cues, text instructions, or learned visual correspondences; 3D avatars and video models support changes in viewpoint and motion. Evaluation commonly tests garment fidelity, body and background preservation, fit, and temporal consistency on paired and in-the-wild benchmarks, increasingly alongside human or multimodal judgments. A central challenge is balancing accurate garment shape and texture with natural draping, pose and identity preservation, flexible control, and efficient generation across diverse items and settings.

Latest papers

CardsList

55 papers2 papers in the last four weeks, down 60% on the four weeks before. 0.0% of all new papers.

  1. DirectTryOn: One-Step Virtual Try-On via Straightened Conditional Transport

    May 13, 2026Xianbing Sun, Jiahui Zhan, Liqing Zhang +1Virtual Try-OnOne-Step Generative Modeling

    Shanghai Jiao Tong University

  2. FEAT: Fashion Editing and Try-On from Any Design

    May 4, 2026Soye Kwon, Keonyoung Lee, Dahuin Jung +1Virtual Try-OnMultimodal Generation

    Department of Computer Science, Kookmin University · School of Software, Soongsil University · Department of Artificial Intelligence, Chung-Ang University

  3. SIFT-VTON: Geometric Correspondence Supervision on Cross-Attention for Virtual Try-On

    May 2, 2026Kosuke Takemoto, Takafumi KoshinakaVirtual Try-OnDiffusion-Based Image Generation

    The Graduate School of Data Science, Yokohama City University, Kanagawa, Japan

  4. TripVVT: A Large-Scale Triplet Dataset and a Coarse-Mask Baseline for In-the-Wild Video Virtual Try-On

    Apr 30, 2026Dingbao Shao, Song Wu, Shenyi Wang +9Virtual Try-OnTemporal Consistency in Video Generation

    Nanjing University, China · JIUTIAN Research, CMCC, China · Jilin University, China +1

  5. Tstars-Tryon 1.0: Robust and Realistic Virtual Try-On for Diverse Fashion Items

    Apr 21, 2026Mengting Chen, Zhengrui Chen, Yongchao Du +16Virtual Try-OnConditional Image Generation

    Alibaba Group

  6. FIT: A Large-Scale Dataset for Fit-Aware Virtual Try-On

    Apr 9, 2026Johanna Karras, Yuanhao Wang, Yingwei Li +1Virtual Try-OnSynthetic Data Generation

    Paul G. Allen School for Computer Science and Engineering, University of Washington, Seattle, WA, USA · Google Research, Seattle, CA, USA · Google Research, Mountain View, CA, USA

  7. VersaVogue: Visual Expert Orchestration and Preference Alignment for Unified Fashion Synthesis

    Apr 8, 2026Jian Yu, Fei Shen, Cong Wang +4Image GenerationControllable Image Generation

    Nanjing University of Science and Technology · National University of Singapore · Nanjing University +1

  8. Vanast: Virtual Try-On with Human Image Animation via Synthetic Triplet Supervision

    Apr 6, 2026Hyunsoo Cha, Wonjung Woo, Byungjun Kim +1Virtual Try-OnHuman Avatar Animation

    Seoul National University

  9. Dress-ED: Instruction-Guided Editing for Virtual Try-On and Try-Off

    Mar 23, 2026Davide Lobba, Fulvio Sanguigni, Bin Ren +3Virtual Try-OnText-Guided Image Editing

    University of Trento, Italy · University of Modena and Reggio Emilia, Italy · MBZUAI, United Arab Emirates

  10. OmniDiT: Extending Diffusion Transformer to Omni-VTON Framework

    Mar 20, 2026Weixuan Zeng, Pengcheng Wei, Huaiqing Wang +8Virtual Try-OnDiffusion Transformer

    The Chinese University of Hong Kong, ShenZhen · Beihang University · KuaiShou

  11. Garments2Look: A Multi-Reference Dataset for High-Fidelity Outfit-Level Virtual Try-On with Clothing and Accessories

    Mar 14, 2026Junyao Hu, Zhongwei Cheng, Waikeung Wong +1Virtual Try-On

    The Hong Kong Polytechnic University · Huhu AI Inc.

  12. Reference-Free Image Quality Assessment for Virtual Try-On via Human Feedback

    Mar 13, 2026Yuki Hirakawa, Takashi Wada, Ryotaro Shimizu +6Virtual Try-OnHuman-in-the-Loop Evaluation

    ZOZO Research · ZOZO Inc. · Keio University

  13. VTEdit-Bench: A Comprehensive Benchmark for Multi-Reference Image Editing Models in Virtual Try-On

    Mar 12, 2026Xiaoye Liang, Zhiyuan Qu, Mingye Zou +4Virtual Try-OnImage Editing Evaluation

    School of Electronic Information Engineering, Beihang University, Beijing, China · Zhongguancun Academy, Beijing, China · Faculty of Computing, Harbin Institute of Technology, Harbin, China +2

  14. PROMO: Promptable Outfitting for Efficient High-Fidelity Virtual Try-On

    Mar 12, 2026Haohua Chen, Tianze Zhou, Wei Zhu +8Virtual Try-OnImage Editing

    Xiaohongshu Inc. · Beihang University · Tsinghua University

  15. BridgeDiff: Bridging Human Observations and Flat-Garment Synthesis for Virtual Try-Off

    Mar 10, 2026Shuang Liu, Ao Yu, Linkang Cheng +5Virtual Try-OnConditional Image Generation

    School of Integrated Circuits, Anhui University, Hefei, China · School of Astronautics, Northwestern Polytechnical University, Xi’an,China · Anhui Provincial High-performance Integrated Circuit Engineering Research Center

  16. MV-Fashion: Towards Enabling Virtual Try-On and Size Estimation with Multi-View Paired Data

    Mar 9, 2026Hunor Laczkó, Libang Jia, Loc-Phat Truong +4Virtual Try-On

    Universitat Autònoma de Barcelona · Computer Vision Center · Universitat de Barcelona

  17. Virtual Try-On for Cultural Clothing: A Benchmarking Study

    Mar 7, 2026Muhammad Tausif Ul Islam, Shahir Awlad, Sameen Yeaser Adib +3Virtual Try-OnImage Generation Evaluation

  18. Gaussian Wardrobe: Compositional 3D Gaussian Avatars for Free-Form Virtual Try-On

    Mar 4, 2026Zhiyi Chen, Hsuan-I Ho, Tianjian Jiang +33D Garment Reconstruction3D Avatar Generation

    Department of Computer Science, ETH Zürich · HKUST(GZ) · HKUST +1

  19. Mobile-VTON: High-Fidelity On-Device Virtual Try-On

    Mar 1, 2026Zhenchen Wan, Ce Chen, Runqi Lin +5Virtual Try-OnOn-Device Inference

    University of Sydney · MBZUAI · University of Melbourne +1

  20. CORAL: Correspondence Alignment for Improved Virtual Try-On

    Feb 19, 2026Jiyoung Kim, Youngjin Shin, Siyoon Jin +6Virtual Try-OnDiffusion Model Alignment

    KAIST AI · NC AI Co., Ltd.

  21. OmniVTON++: Training-Free Universal Virtual Try-On with Principal Pose Guidance

    Feb 16, 2026Zhaotong Yang, Yong Du, Shengfeng He +5Virtual Try-On

    School of Computer Science and Technology, Ocean University of China, Qingdao, China · School of Computer Science and Engineering, Nanjing University of Science and Technology, Nanjing, China · Sanya Oceanographic Institution, Ocean University of China, Sanya, China +2

  22. OpenVTON-Bench: A Large-Scale High-Resolution Benchmark for Controllable Virtual Try-On Evaluation

    Jan 30, 2026Jin Li, Tao Chen, Kai Wen +5Virtual Try-OnImage Generation Evaluation

    Renxing Intelligence, Hangzhou, China · Hangzhou Dianzi University, Hangzhou, China

  23. FitControler: Toward Fit-Aware Virtual Try-On

    Dec 30, 2025Lu Yang, Yicheng Liu, Letian Zhou +3Virtual Try-OnConditional Image Generation

    Huazhong University of Science and Technology · Wuhan Institute of Technology

  24. Rethinking Garment Conditioning in Diffusion-based Virtual Try-On: Decouple, Don't Denoise

    Nov 24, 2025Kihyun Na, Jinyoung Choi, Injung KimVirtual Try-OnDiffusion Model Fine-Tuning

    Advanced AI Talent Education and Research Group for Industrial Innovation, Handong Global University, Pohang 37554, Republic of Korea · Department of Artificial Intelligence, Computer and Electrical Engineering, Handong Global University, Pohang 37554, Republic of Korea

  25. MMTryon: Multi-Modal Multi-Reference Control for High-Quality Fashion Generation

    May 1, 2024Xujie Zhang, Ente Lin, Michael Kampffmeyer +6Virtual Try-OnT2I Generation

    Shenzhen Campus of Sun Yat-sen University, China · Tsinghua University · UiT The Arctic University of Norway and the Norwegian Computing Center +1