mlsanityData to 14 Oct 2026

VITON: An Image-based Virtual Try-on Network

arXiv 1711.08447 ↗First posted 22 Nov 2017cs.CVcited by 286

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Cited by 69 in Diffusion models, but placed by its own abstract, which didn’t fit.

Abstract (arXiv)

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 strategy. Conditioned upon a new clothing-agnostic yet descriptive person representation, our framework first generates a coarse synthesized image with the target clothing item overlaid on that same person in the same pose. We further enhance the initial blurry clothing area with a refinement network. The network is trained to learn how much detail to utilize from the target clothing item, and where to apply to the person in order to synthesize a photo-realistic image in which the target item deforms naturally with clear visual patterns. Experiments on our newly collected Zalando dataset demonstrate its promise in the image-based virtual try-on task over state-of-the-art generative models.

Key facts. Cited by 286 papers in the map (data through 14 Oct 2026). First posted on arXiv 22 Nov 2017.

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Cited by year (2026 to 14 Oct)

Citing papers per year: 2021: 41; 2022: 41; 2023: 40; 2024: 58; 2025: 68; 2026: 38.

286 papers.

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  1. 2021VITON-HD: High-Resolution Virtual Try-On via Misalignment-Aware Normalizationcited by 287
  2. 2024Diffusion Model-Based Image Editing: A Surveycited by 212
  3. 2023StableVITON: Learning Semantic Correspondence with Latent Diffusion Model for Virtual Try-Oncited by 175
  4. 2022Dress Code: High-Resolution Multi-Category Virtual Try-Oncited by 162
  5. 2023LaDI-VTON: Latent Diffusion Textual-Inversion Enhanced Virtual Try-Oncited by 152
  6. 2024OOTDiffusion: Outfitting Fusion based Latent Diffusion for Controllable Virtual Try-oncited by 151
  7. 2022StyleGAN-Human: A Data-Centric Odyssey of Human Generationcited by 144
  8. 2021Parser-Free Virtual Try-on via Distilling Appearance Flowscited by 143
  9. 2023TryOnDiffusion: A Tale of Two UNetscited by 141
  10. 2022High-Resolution Virtual Try-On with Misalignment and Occlusion-Handled Conditionscited by 130
  11. 2023Taming the Power of Diffusion Models for High-Quality Virtual Try-On with Appearance Flowcited by 124
  12. 2023GP-VTON: Towards General Purpose Virtual Try-on via Collaborative Local-Flow Global-Parsing Learningcited by 120
38 more
  1. 2024Improving Diffusion Models for Authentic Virtual Try-on in the Wildcited by 109
  2. 2024CatVTON: Concatenation Is All You Need for Virtual Try-On with Diffusion Modelscited by 102
  3. 2024IMAGDressing-v1: Customizable Virtual Dressingcited by 100
  4. 2022Style-Based Global Appearance Flow for Virtual Try-Oncited by 88
  5. 2021Self-Supervised Collision Handling via Generative 3D Garment Models for Virtual Try-Oncited by 81
  6. 2021PD-GAN: Probabilistic Diverse GAN for Image Inpaintingcited by 80
  7. 2023HyperHuman: Hyper-Realistic Human Generation with Latent Structural Diffusioncited by 68
  8. 2022Single Stage Virtual Try-on via Deformable Attention Flowscited by 65
  9. 2025Any2AnyTryon: Leveraging Adaptive Position Embeddings for Versatile Virtual Clothing Taskscited by 63
  10. 2021Disentangled Cycle Consistency for Highly-realistic Virtual Try-Oncited by 62
  11. 2023Multimodal Garment Designer: Human-Centric Latent Diffusion Models for Fashion Image Editingcited by 62
  12. 2022AvatarCLIP: Zero-Shot Text-Driven Generation and Animation of 3D Avatarscited by 55
  13. 2021Dressing in Order: Recurrent Person Image Generation for Pose Transfer, Virtual Try-on and Outfit Editingcited by 54
  14. 2022DeepPrivacy2: Towards Realistic Full-Body Anonymizationcited by 51
  15. 2023CAT-DM: Controllable Accelerated Virtual Try-on with Diffusion Modelcited by 48
  16. 2022Cross Attention Based Style Distribution for Controllable Person Image Synthesiscited by 45
  17. 2024ViViD: Video Virtual Try-on using Diffusion Modelscited by 42
  18. 2021Towards Scalable Unpaired Virtual Try-On via Patch-Routed Spatially-Adaptive GANcited by 40
  19. 2024FitDiT: Advancing the Authentic Garment Details for High-fidelity Virtual Try-oncited by 40
  20. 2024Texture-Preserving Diffusion Models for High-Fidelity Virtual Try-Oncited by 38
  21. 2021Point-Based Modeling of Human Clothingcited by 37
  22. 2024BooW-VTON: Boosting In-the-Wild Virtual Try-On via Mask-Free Pseudo Data Trainingcited by 37
  23. 2021ZFlow: Gated Appearance Flow-based Virtual Try-on with 3D Priorscited by 35
  24. 2023Street TryOn: Learning In-the-Wild Virtual Try-On from Unpaired Person Imagescited by 34
  25. 2021Toward Accurate and Realistic Outfits Visualization with Attention to Detailscited by 33
  26. 2024Tunnel Try-on: Excavating Spatial-temporal Tunnels for High-quality Virtual Try-on in Videoscited by 32
  27. 2021TryOnGAN: Body-Aware Try-On via Layered Interpolationcited by 31
  28. 2021M3D-VTON: A Monocular-to-3D Virtual Try-On Networkcited by 31
  29. 20213D-Aware Semantic-Guided Generative Model for Human Synthesiscited by 31
  30. 2022C-VTON: Context-Driven Image-Based Virtual Try-On Networkcited by 29
  31. 2024M&M VTO: Multi-Garment Virtual Try-On and Editingcited by 29
  32. 2024StableGarment: Garment-Centric Generation via Stable Diffusioncited by 27
  33. 2022ClothFormer:Taming Video Virtual Try-on in All Modulecited by 26
  34. 2024CharacterFactory: Sampling Consistent Characters with GANs for Diffusion Modelscited by 24
  35. 2021MV-TON: Memory-based Video Virtual Try-on networkcited by 23
  36. 2024AnyFit: Controllable Virtual Try-on for Any Combination of Attire Across Any Scenariocited by 23
  37. 2024WildVidFit: Video Virtual Try-On in the Wild via Image-Based Controlled Diffusion Modelscited by 22
  38. 2023FICE: Text-Conditioned Fashion Image Editing With Guided GAN Inversioncited by 21

50 most cited of 286 All 286 (JSON)