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. ShoeFit: A New Dataset and Dual-image-stream DiT Framework for Virtual Footwear Try-On

    Oct 13, 2026Yuhan Li, Zhiyu Jin, Yifan Tong +5Virtual Try-OnDiffusion Transformer

  2. TexTailor: Texture-Preserving Video Virtual Try-On via Adaptive Garment Conditioning

    Sep 30, 2026Zijing Qin, Jun Zhou, Ruicheng Zhang +5Virtual Try-OnVideo Diffusion Models

  3. JewelTry: Mask-Free Scale Aware Jewelry Virtual Try-On

    Sep 15, 2026Xinlei Niu, Peixia Li, Jun Wang +5Virtual Try-OnDiffusion Models

  4. TryOnReward: Learning Foveated Consistency for Reinforcement Fine-Tuning of Virtual Try-On

    Sep 6, 2026Xueheng Li, Yong Liu, Xiaolong Fu +5Virtual Try-OnMultimodal Reward Modeling

  5. BooM-VVT: Boosting Mask-Free Video Virtual Try-On with Image-Level Pseudo Data

    Sep 3, 2026Wei Zhang, Xin Li, Peishu Shi +4Virtual Try-OnTemporal Consistency in Video Generation

  6. FlowVVTON: Flow-Guided Mask-Free Video Virtual Try-On

    Aug 31, 2026Shengyao Chen, Xianbing Sun, Liqing Zhang +1Virtual Try-OnTemporal Consistency in Video Generation

  7. Beyond Global Realism: Virtual Try-On Evaluation and Optimization with Dimension-wise Garment Fidelity Assessment

    Aug 30, 2026Kaidong Zhang, Yukang Ding, Xiaoyu Liu +1Virtual Try-On

  8. LiveVVT: High-Fidelity Video Virtual Try-On in Real Time

    Aug 27, 2026Yushe Cao, Shikun Feng, Ruxiang Duan +4Virtual Try-OnVideo Diffusion Models

  9. UniVVT: A Unified End-to-End Framework for High-Fidelity Video Virtual Try-on

    Aug 6, 2026Yushe Cao, Shikun Feng, Fei Shen +5Virtual Try-OnIdentity-Preserving Video Generation

  10. Layering Virtual Try-On

    Jul 24, 2026Chun Feng, Bowei Chen, Mengyi Shan +1Virtual Try-On

  11. Oxygen-TryOn: Fashion-Native Foundation Model for Any-item Virtual Try-On

    Jul 23, 2026Yong Liu, Xiaolong Fu, Zihang Xu +10Virtual Try-OnConditional Image Generation

  12. WearWow: Native 2K Multi-Garment Virtual Try-On via Adaptive Token Packing and Preference Alignment

    Jul 22, 2026Xujie Zhang, Runyan Du, Song Chang +7Virtual Try-OnDiffusion-Based Image Generation

  13. TAMF-VTON: Token-Wise Sparse Adaptation for Mask-Free Virtual Try-On

    Jul 16, 2026Jie Wang, Qian He, Gaofeng He +2Virtual Try-OnCompositional Image Generation

  14. Structure-Detail Decoupled Autoregressive Generation for Fast and High-Fidelity Virtual Try-On

    Jul 13, 2026Lu Yang, Xiaonan Hu, Yanan Li +3Virtual Try-OnVisual Autoregressive Models

  15. CtrlVTON: Controllable Virtual Try-On via Visual-Instance-Prompt Segmentation

    Jul 10, 2026Seungyong Lee, Hyun Jun Jang, Sangoh Kim +1Virtual Try-OnControllable Image Generation

  16. FDM-MFVT: Few-step Sampling Diffusion Model for Mask-Free Virtual Try-On

    Jun 28, 2026Jiaxin Liu, Xiaoye Liang, Lai Jiang +2Virtual Try-OnFew-Step Diffusion Sampling

  17. Virtual Ring Try-On

    Jun 27, 2026Vishnu D. Burkhawala, Zankhana J. Barad, Harshadkumar B. Prajapati +1Virtual Try-OnImage Editing

  18. OrthoTryOn: Geometric Orthogonalization for Conflict-Free Unified Fashion Generation

    Jun 26, 2026Zhaotong Yang, Ying Tai, Jiahui Zhan +3Diffusion Model GuidanceVirtual Try-On

  19. ModaFlow: Modality-Aware Flow Matching for High-Fidelity Virtual Try-On

    Jun 26, 2026Xiangyu Sai, Meysam Madadi, Sergio Escalera +1Flow MatchingVirtual Try-On

  20. TryOnCrafter: Unleashing Camera Trajectories for Realistic Video Virtual Try-on via a Renderable 4D Try-on Proxy

    Jun 24, 2026Hao Sun, Hao Yan, Mengting Chen +7Camera-Controlled Video GenerationVirtual Try-On

  21. FitVTON: Fit-aware Virtual Try-On via Body-Garment Size Control

    Jun 10, 2026Yiqun Ning, Ao Shen, Chenhang He +1Virtual Try-On

  22. MOFA-VTON: More Fashion Possibilities with Fine-Grained Adaptations in Virtual Try-On

    Jun 9, 2026Xiaoyu Han, Chenyang Wang, Jing Wang +3Virtual Try-On

  23. OmniTryOn: Video Try-On Anything at Once!

    Jun 7, 2026Changliang Xia, Chengyou Jia, Minnan Luo +3Virtual Try-OnTemporal Consistency in Video Generation

  24. AvatarMix: Identity-Preserving Cross-Avatar Composition for Outfit Personalization

    Jun 2, 2026Zhaorong Wang, Yoshihiro Kanamori, Yuki Endo3D Gaussian SplattingVirtual Try-On

  25. iTryOn: Mastering Interactive Video Virtual Try-On with Spatial-Semantic Guidance

    May 20, 2026Jun Zheng, Zhengze Xu, Mengting Chen +6HOI GenerationVirtual Try-On

  26. FashionChameleon: Towards Real-Time and Interactive Human-Garment Video Customization

    May 15, 2026Quanjian Song, Yefeng Shen, Mengting Chen +5Virtual Try-OnStreaming Video Generation