mlsanityData to 7 Oct 2026

Wear-Any-Way: Manipulable Virtual Try-on via Sparse Correspondence Alignment

arXiv 2403.12965 ↗First posted 19 Mar 2024cs.CVcited by 42

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Abstract (arXiv)

This paper introduces a novel framework for virtual try-on, termed Wear-Any-Way. Different from previous methods, Wear-Any-Way is a customizable solution. Besides generating high-fidelity results, our method supports users to precisely manipulate the wearing style. To achieve this goal, we first construct a strong pipeline for standard virtual try-on, supporting single/multiple garment try-on and model-to-model settings in complicated scenarios. To make it manipulable, we propose sparse correspondence alignment which involves point-based control to guide the generation for specific locations. With this design, Wear-Any-Way gets state-of-the-art performance for the standard setting and provides a novel interaction form for customizing the wearing style. For instance, it supports users to drag the sleeve to make it rolled up, drag the coat to make it open, and utilize clicks to control the style of tuck, etc. Wear-Any-Way enables more liberated and flexible expressions of the attires, holding profound implications in the fashion industry.

Key facts. Cited by 42 papers in the map (data through 7 Oct 2026). Builds on 50 of its 59 references that are in the map. First posted on arXiv 19 Mar 2024.

Builds on

50 of 59 references.

References · 50

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38 more
  1. 2023MasaCtrl: Tuning-Free Mutual Self-Attention Control for Consistent Image Synthesis and Editingcited by 722
  2. 2023Animate Anyone: Consistent and Controllable Image-to-Video Synthesis for Character Animationcited by 683
  3. 2019MaskGAN: Towards Diverse and Interactive Facial Image Manipulationcited by 624
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  5. 2022Paint by Example: Exemplar-based Image Editing with Diffusion Modelscited by 489
  6. 2023Emergent Correspondence from Image Diffusioncited by 437
  7. 2023AnyDoor: Zero-shot Object-level Image Customizationcited by 411
  8. 2023MagicAnimate: Temporally Consistent Human Image Animation using Diffusion Modelcited by 330
  9. 2023Effective Whole-body Pose Estimation with Two-stages Distillationcited by 307
  10. 2023A Tale of Two Features: Stable Diffusion Complements DINO for Zero-Shot Semantic Correspondencecited by 297
  11. 2023DragDiffusion: Harnessing Diffusion Models for Interactive Point-based Image Editingcited by 293
  12. 2021VITON-HD: High-Resolution Virtual Try-On via Misalignment-Aware Normalizationcited by 287
  13. 2023Drag Your GAN: Interactive Point-based Manipulation on the Generative Image Manifoldcited by 218
  14. 2023DragonDiffusion: Enabling Drag-style Manipulation on Diffusion Modelscited by 193
  15. 2018Toward Characteristic-Preserving Image-based Virtual Try-On Networkcited by 192
  16. 2023StableVITON: Learning Semantic Correspondence with Latent Diffusion Model for Virtual Try-Oncited by 173
  17. 2023DreamPose: Fashion Image-to-Video Synthesis via Stable Diffusioncited by 167
  18. 2022Dress Code: High-Resolution Multi-Category Virtual Try-Oncited by 161
  19. 2023LaDI-VTON: Latent Diffusion Textual-Inversion Enhanced Virtual Try-Oncited by 151
  20. 2022Diffusion-based Image Translation using Disentangled Style and Content Representationcited by 148
  21. 2021Parser-Free Virtual Try-on via Distilling Appearance Flowscited by 142
  22. 2023TryOnDiffusion: A Tale of Two UNetscited by 141
  23. 2022High-Resolution Virtual Try-On with Misalignment and Occlusion-Handled Conditionscited by 129
  24. 2023Taming the Power of Diffusion Models for High-Quality Virtual Try-On with Appearance Flowcited by 123
  25. 2023GP-VTON: Towards General Purpose Virtual Try-on via Collaborative Local-Flow Global-Parsing Learningcited by 120
  26. 2023Unsupervised Semantic Correspondence Using Stable Diffusioncited by 120
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Cited by year (2026 to 7 Oct)

Citing papers per year: 2024: 18; 2025: 17; 2026: 7.

42 papers.

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  1. 2024UniReal: Universal Image Generation and Editing via Learning Real-world Dynamicscited by 100
  2. 2024CatVTON: Concatenation Is All You Need for Virtual Try-On with Diffusion Modelscited by 99
  3. 2024Zero-shot Image Editing with Reference Imitationcited by 64
  4. 2025Any2AnyTryon: Leveraging Adaptive Position Embeddings for Versatile Virtual Clothing Taskscited by 62
  5. 2024FitDiT: Advancing the Authentic Garment Details for High-fidelity Virtual Try-oncited by 39
  6. 2024Tunnel Try-on: Excavating Spatial-temporal Tunnels for High-quality Virtual Try-on in Videoscited by 32
  7. 2025FOLDER: Accelerating Multi-modal Large Language Models with Enhanced Performancecited by 31
  8. 2024MMTryon: Multi-Modal Multi-Reference Control for High-Quality Fashion Generationcited by 22
  9. 2024AnyFit: Controllable Virtual Try-on for Any Combination of Attire Across Any Scenariocited by 22
  10. 2025CatV2TON: Taming Diffusion Transformers for Vision-Based Virtual Try-On with Temporal Concatenationcited by 22
  11. 2024LightningDrag: Lightning Fast and Accurate Drag-based Image Editing Emerging from Videoscited by 18
  12. 2024Turbo: Informativity-Driven Acceleration Plug-In for Vision-Language Large Modelscited by 13
30 more
  1. 2024Advancing Myopia To Holism: Fully Contrastive Language-Image Pre-trainingcited by 13
  2. 2024VTON-HandFit: Virtual Try-on for Arbitrary Hand Pose Guided by Hand Priors Embeddingcited by 11
  3. 2025Pursuing Temporal-Consistent Video Virtual Try-On via Dynamic Pose Interactioncited by 11
  4. 2025OmniVTON: Training-Free Universal Virtual Try-Oncited by 9
  5. 2024DENOISER: Rethinking the Robustness for Open-Vocabulary Action Recognitioncited by 8
  6. 2024AdaptiveDrag: Semantic-Driven Dragging on Diffusion-Based Image Editingcited by 8
  7. 2025Voost: A Unified and Scalable Diffusion Transformer for Bidirectional Virtual Try-On and Try-Offcited by 8
  8. 2024High Quality Human Image Animation using Regional Supervision and Motion Blur Conditioncited by 7
  9. 2025JCo-MVTON: Jointly Controllable Multi-Modal Diffusion Transformer for Mask-Free Virtual Try-oncited by 7
  10. 2025VTBench: Comprehensive Benchmark Suite Towards Real-World Virtual Try-on Modelscited by 6
  11. 2024Controllable Human Image Generation with Personalized Multi-Garmentscited by 5
  12. 2025CrossVTON: Mimicking the Logic Reasoning on Cross-category Virtual Try-on guided by Tri-zone Priorscited by 3
  13. 2025Explore More, Learn Better: Parallel MLLM Embeddings under Mutual Information Minimizationcited by 3
  14. 2025Squeeze Out Tokens from Sample for Finer-Grained Data Governancecited by 2
  15. 2025FitControler: Toward Fit-Aware Virtual Try-Oncited by 2
  16. 2025DiT-VTON: Diffusion Transformer Framework for Unified Multi-Category Virtual Try-On and Virtual Try-All with Integrated Image Editingcited by 1
  17. 2025RefTon: Reference person shot assist virtual Try-oncited by 1
  18. 2025Wave-Particle (Continuous-Discrete) Dualistic Visual Tokenization for Unified Understanding and Generationcited by 1
  19. 2025RoomEditor++: A Parameter-Sharing Diffusion Architecture for High-Fidelity Furniture Synthesiscited by 1
  20. 2026CORAL: Correspondence Alignment for Improved Virtual Try-Oncited by 1
  21. 2026From Corpora to Co-Evolving Capabilities: Capability-Centric Data Design for Generalist Image Generationcited by 1
  22. 2026Exploring the Performance Frontier of Compact Unified Image Generation Modelscited by 1
  23. 2024StyleBrush: Style Extraction and Transfer from a Single Imagecited by 0
  24. 2024FashionComposer: Compositional Fashion Image Generationcited by 0
  25. 2024DiffusionTrend: A Minimalist Approach to Virtual Fashion Try-Oncited by 0
  26. 2025Efficient Encoder-Free Pose Conditioning and Pose Control for Virtual Try-Oncited by 0
  27. 2026OmniVTON++: Training-Free Universal Virtual Try-On with Principal Pose Guidancecited by 0
  28. 2026MOFA-VTON: More Fashion Possibilities with Fine-Grained Adaptations in Virtual Try-Oncited by 0
  29. 2026Oxygen-TryOn: Fashion-Native Foundation Model for Any-item Virtual Try-Oncited by 0
  30. 2026Layering Virtual Try-Oncited by 0