mlsanityData to 7 Oct 2026

Disentangled Cycle Consistency for Highly-realistic Virtual Try-On

arXiv 2103.09479 ↗First posted 17 Mar 2021cs.CVcited by 62

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Abstract (arXiv)

Image virtual try-on replaces the clothes on a person image with a desired in-shop clothes image. It is challenging because the person and the in-shop clothes are unpaired. Existing methods formulate virtual try-on as either in-painting or cycle consistency. Both of these two formulations encourage the generation networks to reconstruct the input image in a self-supervised manner. However, existing methods do not differentiate clothing and non-clothing regions. A straight-forward generation impedes virtual try-on quality because of the heavily coupled image contents. In this paper, we propose a Disentangled Cycle-consistency Try-On Network (DCTON). The DCTON is able to produce highly-realistic try-on images by disentangling important components of virtual try-on including clothes warping, skin synthesis, and image composition. To this end, DCTON can be naturally trained in a self-supervised manner following cycle consistency learning. Extensive experiments on challenging benchmarks show that DCTON outperforms state-of-the-art approaches favorably.

Key facts. Cited by 62 papers in the map (data through 7 Oct 2026). Builds on 34 of its 48 references that are in the map. First posted on arXiv 17 Mar 2021.

Builds on

34 of 48 references.

References · 34

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  9. 2017DualGAN: Unsupervised Dual Learning for Image-to-Image Translationcited by 310
  10. 2017VITON: An Image-based Virtual Try-on Networkcited by 285
  11. 2017Learning to Discover Cross-Domain Relations with Generative Adversarial Networkscited by 278
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22 more
  1. 2017Pose Guided Person Image Generationcited by 251
  2. 2018Toward Characteristic-Preserving Image-based Virtual Try-On Networkcited by 192
  3. 2017Deformable GANs for Pose-based Human Image Generationcited by 166
  4. 2020Controllable Person Image Synthesis with Attribute-Decomposed GANcited by 150
  5. 2020Towards Photo-Realistic Virtual Try-On by Adaptively GeneratingleftrightarrowPreserving Image Contentcited by 148
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  7. 2020Rethinking Image Inpainting via a Mutual Encoder-Decoder with Feature Equalizationscited by 102
  8. 2019Towards Multi-pose Guided Virtual Try-on Networkcited by 95
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  17. 2019Compatible and Diverse Fashion Image Inpaintingcited by 26
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Cited by year (2026 to 7 Oct)

Citing papers per year: 2021: 7; 2022: 15; 2023: 13; 2024: 15; 2025: 8; 2026: 4.

62 papers.

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  1. 2022Dress Code: High-Resolution Multi-Category Virtual Try-Oncited by 161
  2. 2024OOTDiffusion: Outfitting Fusion based Latent Diffusion for Controllable Virtual Try-oncited by 150
  3. 2023Taming the Power of Diffusion Models for High-Quality Virtual Try-On with Appearance Flowcited by 123
  4. 2024Improving Diffusion Models for Authentic Virtual Try-on in the Wildcited by 109
  5. 2022Style-Based Global Appearance Flow for Virtual Try-Oncited by 88
  6. 2022Single Stage Virtual Try-on via Deformable Attention Flowscited by 64
  7. 2021Towards Scalable Unpaired Virtual Try-On via Patch-Routed Spatially-Adaptive GANcited by 40
  8. 2024FitDiT: Advancing the Authentic Garment Details for High-fidelity Virtual Try-oncited by 39
  9. 2024BooW-VTON: Boosting In-the-Wild Virtual Try-On via Mask-Free Pseudo Data Trainingcited by 36
  10. 2022C-VTON: Context-Driven Image-Based Virtual Try-On Networkcited by 29
  11. 2024Learning Flow Fields in Attention for Controllable Person Image Generationcited by 27
  12. 2022ClothFormer:Taming Video Virtual Try-on in All Modulecited by 26
38 more
  1. 2024MV-VTON: Multi-View Virtual Try-On with Diffusion Modelscited by 25
  2. 2023FICE: Text-Conditioned Fashion Image Editing With Guided GAN Inversioncited by 21
  3. 2022Dressing in the Wild by Watching Dance Videoscited by 20
  4. 2023Image-Based Virtual Try-On: A Surveycited by 19
  5. 2021Deep Person Generation: A Survey from the Perspective of Face, Pose and Cloth Synthesiscited by 16
  6. 2021Cloth Interactive Transformer for Virtual Try-Oncited by 15
  7. 2022PASTA-GAN++: A Versatile Framework for High-Resolution Unpaired Virtual Try-oncited by 15
  8. 2021Robust 3D Garment Digitization from Monocular 2D Images for 3D Virtual Try-On Systemscited by 13
  9. 2024GS-VTON: Controllable 3D Virtual Try-on with Gaussian Splattingcited by 13
  10. 2023OccluMix: Towards De-Occlusion Virtual Try-on by Semantically-Guided Mixupcited by 12
  11. 2023UniHuman: A Unified Model for Editing Human Images in the Wildcited by 12
  12. 2022Human Image Generation: A Comprehensive Surveycited by 11
  13. 2024VTON-HandFit: Virtual Try-on for Arbitrary Hand Pose Guided by Hand Priors Embeddingcited by 11
  14. 2023A Two-stage Personalized Virtual Try-on Framework with Shape Control and Texture Guidancecited by 10
  15. 2021Conditional Temporal Variational AutoEncoder for Action Video Predictioncited by 9
  16. 2023PG-VTON: A Novel Image-Based Virtual Try-On Method via Progressive Inference Paradigmcited by 7
  17. 2021MetaCloth: Learning Unseen Tasks of Dense Fashion Landmark Detection from a Few Samplescited by 6
  18. 2022Exploring Negatives in Contrastive Learning for Unpaired Image-to-Image Translationcited by 6
  19. 2025VTBench: Comprehensive Benchmark Suite Towards Real-World Virtual Try-on Modelscited by 6
  20. 2023Learning Garment DensePose for Robust Warping in Virtual Try-Oncited by 5
  21. 2025Limb-Aware Virtual Try-On Network with Progressive Clothing Warpingcited by 5
  22. 2021Controllable Person Image Synthesis with Spatially-Adaptive Warped Normalizationcited by 4
  23. 2025Inverse Virtual Try-On: Generating Multi-Category Product-Style Images from Clothed Individualscited by 4
  24. 2024PFDM: Parser-Free Virtual Try-on via Diffusion Modelcited by 3
  25. 2024TryOn-Adapter: Efficient Fine-Grained Clothing Identity Adaptation for High-Fidelity Virtual Try-Oncited by 3
  26. 2025CrossVTON: Mimicking the Logic Reasoning on Cross-category Virtual Try-on guided by Tri-zone Priorscited by 3
  27. 2022WG-VITON: Wearing-Guide Virtual Try-On for Top and Bottom Clothescited by 2
  28. 2022Real-time Virtual-Try-On from a Single Example Image through Deep Inverse Graphics and Learned Differentiable Rendererscited by 2
  29. 2023Interactive Fashion Content Generation Using LLMs and Latent Diffusion Modelscited by 2
  30. 2024ACDG-VTON: Accurate and Contained Diffusion Generation for Virtual Try-Oncited by 2
  31. 2025DS-VTON: An Enhanced Dual-Scale Coarse-to-Fine Framework for Virtual Try-Oncited by 2
  32. 2026OpenVTON-Bench: A Large-Scale High-Resolution Benchmark for Controllable Virtual Try-On Evaluationcited by 2
  33. 2022Fill in Fabrics: Body-Aware Self-Supervised Inpainting for Image-Based Virtual Try-Oncited by 1
  34. 2022Single Stage Multi-Pose Virtual Try-Oncited by 1
  35. 2023Exploring the Robustness of Human Parsers Towards Common Corruptionscited by 1
  36. 2023Single Stage Warped Cloth Learning and Semantic-Contextual Attention Feature Fusion for Virtual TryOncited by 1
  37. 2023GC-VTON: Predicting Globally Consistent and Occlusion Aware Local Flows with Neighborhood Integrity Preservation for Virtual Try-oncited by 1
  38. 2024A Novel Garment Transfer Method Supervised by Distilled Knowledge of Virtual Try-on Modelcited by 1

50 most cited of 62 All 62 (JSON)