OutfitAnyone: Ultra-high Quality Virtual Try-On for Any Clothing and Any Person
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Abstract (arXiv)
Virtual Try-On (VTON) has become a transformative technology, empowering users to experiment with fashion without ever having to physically try on clothing. However, existing methods often struggle with generating high-fidelity and detail-consistent results. While diffusion models, such as Stable Diffusion series, have shown their capability in creating high-quality and photorealistic images, they encounter formidable challenges in conditional generation scenarios like VTON. Specifically, these models struggle to maintain a balance between control and consistency when generating images for virtual clothing trials. OutfitAnyone addresses these limitations by leveraging a two-stream conditional diffusion model, enabling it to adeptly handle garment deformation for more lifelike results. It distinguishes itself with scalability-modulating factors such as pose, body shape and broad applicability, extending from anime to in-the-wild images. OutfitAnyone's performance in diverse scenarios underscores its utility and readiness for real-world deployment. For more details and animated results, please see urlhttps://humanaigc.github.io/outfit-anyone/.
Key facts. Cited by 16 papers in the map (data through 14 Oct 2026). Builds on 29 of its 35 references that are in the map. First posted on arXiv 23 Jul 2024.
Builds on
29 of 35 references.
References · 29
- 2021Learning Transferable Visual Models From Natural Language Supervisioncited by 33,744
- 2015U-Net: Convolutional Networks for Biomedical Image Segmentationcited by 19,713
- 2021High-Resolution Image Synthesis with Latent Diffusion Modelscited by 18,863
- 2022Photorealistic Text-to-Image Diffusion Models with Deep Language Understandingcited by 6,355
- 2022Classifier-Free Diffusion Guidancecited by 5,847
- 2023Adding Conditional Control to Text-to-Image Diffusion Modelscited by 5,503
- 2023SDXL: Improving Latent Diffusion Models for High-Resolution Image Synthesiscited by 4,356
- 2016Realtime Multi-Person 2D Pose Estimation using Part Affinity Fieldscited by 1,064
- 2018DensePose: Dense Human Pose Estimation In The Wildcited by 575
- 2019Soft Rasterizer: A Differentiable Renderer for Image-based 3D Reasoningcited by 420
- 2021VITON-HD: High-Resolution Virtual Try-On via Misalignment-Aware Normalizationcited by 287
- 2017VITON: An Image-based Virtual Try-on Networkcited by 286
17 more
- 2018Toward Characteristic-Preserving Image-based Virtual Try-On Networkcited by 192
- 2023LaDI-VTON: Latent Diffusion Textual-Inversion Enhanced Virtual Try-Oncited by 152
- 2024OOTDiffusion: Outfitting Fusion based Latent Diffusion for Controllable Virtual Try-oncited by 151
- 2023TryOnDiffusion: A Tale of Two UNetscited by 141
- 2022High-Resolution Virtual Try-On with Misalignment and Occlusion-Handled Conditionscited by 130
- 2023Taming the Power of Diffusion Models for High-Quality Virtual Try-On with Appearance Flowcited by 124
- 2024Improving Diffusion Models for Authentic Virtual Try-on in the Wildcited by 109
- 2019Towards Multi-pose Guided Virtual Try-on Networkcited by 95
- 2022Style-Based Global Appearance Flow for Virtual Try-Oncited by 88
- 2022Single Stage Virtual Try-on via Deformable Attention Flowscited by 65
- 2020Learning to Transfer Texture from Clothing Images to 3D Humanscited by 58
- 2024MMTryon: Multi-Modal Multi-Reference Control for High-Quality Fashion Generationcited by 23
- 2021Robust 3D Garment Digitization from Monocular 2D Images for 3D Virtual Try-On Systemscited by 13
- 20193D Virtual Garment Modeling from RGB Imagescited by 10
- 2021Weakly Supervised High-Fidelity Clothing Model Generationcited by 9
- 2021Shape Controllable Virtual Try-on for Underwear Modelscited by 8
- 2023Cloth2Tex: A Customized Cloth Texture Generation Pipeline for 3D Virtual Try-Oncited by 7
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Citing papers per year: 2024: 3; 2025: 9; 2026: 4.
16 papers.
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- 2024Efficient Diffusion Models: A Comprehensive Survey from Principles to Practicescited by 41
- 2024Learning Flow Fields in Attention for Controllable Person Image Generationcited by 27
- 2025CatV2TON: Taming Diffusion Transformers for Vision-Based Virtual Try-On with Temporal Concatenationcited by 25
- 2025DreamVVT: Mastering Realistic Video Virtual Try-On in the Wild via a Stage-Wise Diffusion Transformer Frameworkcited by 17
- 2024VTON-HandFit: Virtual Try-on for Arbitrary Hand Pose Guided by Hand Priors Embeddingcited by 11
- 2025FastFit: Accelerating Multi-Reference Virtual Try-On via Cacheable Diffusion Modelscited by 11
- 2025Dimension-Reduction Attack! Video Generative Models are Experts on Controllable Image Synthesiscited by 6
- 2025CrossVTON: Mimicking the Logic Reasoning on Cross-category Virtual Try-on guided by Tri-zone Priorscited by 3
- 2025UniFit: Towards Universal Virtual Try-on with MLLM-Guided Semantic Alignmentcited by 3
- 2025DS-VTON: An Enhanced Dual-Scale Coarse-to-Fine Framework for Virtual Try-Oncited by 2
- 2026Gaussian Wardrobe: Compositional 3D Gaussian Avatars for Free-Form Virtual Try-Oncited by 2
- 2026DAMA: Disentangled Body-Anchored Gaussians for Controllable Multi-Layered Avatarscited by 2
4 more
- 2026OmniDiT: Extending Diffusion Transformer to Omni-VTON Frameworkcited by 1
- 2025GaussianIP: Identity-Preserving Realistic 3D Human Generation via Human-Centric Diffusion Priorcited by 0
- 2025Undress to Redress: A Training-Free Framework for Virtual Try-Oncited by 0
- 2026Layering Virtual Try-Oncited by 0
- 2026Layering Virtual Try-On24 Jul 2026
- 2026DAMA: Disentangled Body-Anchored Gaussians for Controllable Multi-Layered Avatars20 May 2026
- 2026OmniDiT: Extending Diffusion Transformer to Omni-VTON Framework20 Mar 2026
- 2026Gaussian Wardrobe: Compositional 3D Gaussian Avatars for Free-Form Virtual Try-On4 Mar 2026
- 2025UniFit: Towards Universal Virtual Try-on with MLLM-Guided Semantic Alignment19 Nov 2025
- 2025FastFit: Accelerating Multi-Reference Virtual Try-On via Cacheable Diffusion Models28 Aug 2025
- 2025Undress to Redress: A Training-Free Framework for Virtual Try-On11 Aug 2025
- 2025DreamVVT: Mastering Realistic Video Virtual Try-On in the Wild via a Stage-Wise Diffusion Transformer Framework4 Aug 2025
- 2025DS-VTON: An Enhanced Dual-Scale Coarse-to-Fine Framework for Virtual Try-On1 Jun 2025
- 2025Dimension-Reduction Attack! Video Generative Models are Experts on Controllable Image Synthesis29 May 2025
- 2025GaussianIP: Identity-Preserving Realistic 3D Human Generation via Human-Centric Diffusion Prior14 Mar 2025
- 2025CrossVTON: Mimicking the Logic Reasoning on Cross-category Virtual Try-on guided by Tri-zone Priors20 Feb 2025
4 more
- 2025CatV2TON: Taming Diffusion Transformers for Vision-Based Virtual Try-On with Temporal Concatenation20 Jan 2025
- 2024Learning Flow Fields in Attention for Controllable Person Image Generation11 Dec 2024
- 2024Efficient Diffusion Models: A Comprehensive Survey from Principles to Practices15 Oct 2024
- 2024VTON-HandFit: Virtual Try-on for Arbitrary Hand Pose Guided by Hand Priors Embedding22 Aug 2024
- 2024Efficient Diffusion Models: A Comprehensive Survey from Principles to Practicescited by 41
- 2025CatV2TON: Taming Diffusion Transformers for Vision-Based Virtual Try-On with Temporal Concatenationcited by 25
- 2025DreamVVT: Mastering Realistic Video Virtual Try-On in the Wild via a Stage-Wise Diffusion Transformer Frameworkcited by 17
- 2025FastFit: Accelerating Multi-Reference Virtual Try-On via Cacheable Diffusion Modelscited by 11
- 2026OmniDiT: Extending Diffusion Transformer to Omni-VTON Frameworkcited by 1
- 2025GaussianIP: Identity-Preserving Realistic 3D Human Generation via Human-Centric Diffusion Priorcited by 0
- 2026OmniDiT: Extending Diffusion Transformer to Omni-VTON Framework20 Mar 2026
- 2025FastFit: Accelerating Multi-Reference Virtual Try-On via Cacheable Diffusion Models28 Aug 2025
- 2025DreamVVT: Mastering Realistic Video Virtual Try-On in the Wild via a Stage-Wise Diffusion Transformer Framework4 Aug 2025
- 2025GaussianIP: Identity-Preserving Realistic 3D Human Generation via Human-Centric Diffusion Prior14 Mar 2025
- 2025CatV2TON: Taming Diffusion Transformers for Vision-Based Virtual Try-On with Temporal Concatenation20 Jan 2025
- 2024Efficient Diffusion Models: A Comprehensive Survey from Principles to Practices15 Oct 2024
- 2024Learning Flow Fields in Attention for Controllable Person Image Generationcited by 27
- 2024VTON-HandFit: Virtual Try-on for Arbitrary Hand Pose Guided by Hand Priors Embeddingcited by 11
- 2025Dimension-Reduction Attack! Video Generative Models are Experts on Controllable Image Synthesiscited by 6
- 2025CrossVTON: Mimicking the Logic Reasoning on Cross-category Virtual Try-on guided by Tri-zone Priorscited by 3
- 2025UniFit: Towards Universal Virtual Try-on with MLLM-Guided Semantic Alignmentcited by 3
- 2025DS-VTON: An Enhanced Dual-Scale Coarse-to-Fine Framework for Virtual Try-Oncited by 2
- 2026Gaussian Wardrobe: Compositional 3D Gaussian Avatars for Free-Form Virtual Try-Oncited by 2
- 2026DAMA: Disentangled Body-Anchored Gaussians for Controllable Multi-Layered Avatarscited by 2
- 2025Undress to Redress: A Training-Free Framework for Virtual Try-Oncited by 0
- 2026Layering Virtual Try-Oncited by 0
- 2026Layering Virtual Try-On24 Jul 2026
- 2026DAMA: Disentangled Body-Anchored Gaussians for Controllable Multi-Layered Avatars20 May 2026
- 2026Gaussian Wardrobe: Compositional 3D Gaussian Avatars for Free-Form Virtual Try-On4 Mar 2026
- 2025UniFit: Towards Universal Virtual Try-on with MLLM-Guided Semantic Alignment19 Nov 2025
- 2025Undress to Redress: A Training-Free Framework for Virtual Try-On11 Aug 2025
- 2025DS-VTON: An Enhanced Dual-Scale Coarse-to-Fine Framework for Virtual Try-On1 Jun 2025
- 2025Dimension-Reduction Attack! Video Generative Models are Experts on Controllable Image Synthesis29 May 2025
- 2025CrossVTON: Mimicking the Logic Reasoning on Cross-category Virtual Try-on guided by Tri-zone Priors20 Feb 2025
- 2024Learning Flow Fields in Attention for Controllable Person Image Generation11 Dec 2024
- 2024VTON-HandFit: Virtual Try-on for Arbitrary Hand Pose Guided by Hand Priors Embedding22 Aug 2024
Similar, not cited
Close in wording, no citation either way
- 2026What Matters in Virtual Try-Off? Dual-UNet Diffusion Model For Garment Reconstruction
- 2025ODPG: Outfitting Diffusion with Pose Guided Condition
- 2024MV-VTON: Multi-View Virtual Try-On with Diffusion Models
- 2025Diffusion Model-Based Size Variable Virtual Try-On Technology and Evaluation Method
- 2026Neural Clothing Tryer: Customized Virtual Try-On via Semantic Enhancement and Controlling Diffusion Model
- 2025MGT: Extending Virtual Try-Off to Multi-Garment Scenarios
- 2025OmniVTON: Training-Free Universal Virtual Try-On
- 2024M&M VTO: Multi-Garment Virtual Try-On and Editing