mlsanityData to 7 Oct 2026

TryOnGAN: Body-Aware Try-On via Layered Interpolation

arXiv 2101.02285 ↗First posted 6 Jan 2021cs.CV cs.GRcited by 31

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Abstract (arXiv)

Given a pair of images-target person and garment on another person-we automatically generate the target person in the given garment. Previous methods mostly focused on texture transfer via paired data training, while overlooking body shape deformations, skin color, and seamless blending of garment with the person. This work focuses on those three components, while also not requiring paired data training. We designed a pose conditioned StyleGAN2 architecture with a clothing segmentation branch that is trained on images of people wearing garments. Once trained, we propose a new layered latent space interpolation method that allows us to preserve and synthesize skin color and target body shape while transferring the garment from a different person. We demonstrate results on high resolution 512x512 images, and extensively compare to state of the art in try-on on both latent space generated and real images.

Key facts. Cited by 31 papers in the map (data through 7 Oct 2026). Builds on 30 of its 43 references that are in the map. First posted on arXiv 6 Jan 2021.

Builds on

30 of 43 references.

References · 30

  1. 2014Very Deep Convolutional Networks for Large-Scale Image Recognitioncited by 15,267
  2. 2018The Unreasonable Effectiveness of Deep Features as a Perceptual Metriccited by 11,029
  3. 2018A Style-Based Generator Architecture for Generative Adversarial Networkscited by 5,986
  4. 2019Analyzing and Improving the Image Quality of StyleGANcited by 3,580
  5. 2017Progressive Growing of GANs for Improved Quality, Stability, and Variationcited by 2,967
  6. 2017Arbitrary Style Transfer in Real-time with Adaptive Instance Normalizationcited by 1,998
  7. 2017High-Resolution Image Synthesis and Semantic Manipulation with Conditional GANscited by 1,176
  8. 2020Encoding in Style: a StyleGAN Encoder for Image-to-Image Translationcited by 727
  9. 2020In-Domain GAN Inversion for Real Image Editingcited by 420
  10. 2019Image2StyleGAN++: How to Edit the Embedded Images?cited by 356
  11. 2016A Learned Representation For Artistic Stylecited by 340
  12. 2017VITON: An Image-based Virtual Try-on Networkcited by 285
18 more
  1. 2018Toward Characteristic-Preserving Image-based Virtual Try-On Networkcited by 192
  2. 2020Editing in Style: Uncovering the Local Semantics of GANscited by 183
  3. 2020Controllable Person Image Synthesis with Attribute-Decomposed GANcited by 150
  4. 2020Towards Photo-Realistic Virtual Try-On by Adaptively GeneratingleftrightarrowPreserving Image Contentcited by 148
  5. 2019Towards Multi-pose Guided Virtual Try-on Networkcited by 95
  6. 2017Exploring the structure of a real-time, arbitrary neural artistic stylization networkcited by 89
  7. 2019Graphonomy: Universal Human Parsing via Graph Transfer Learningcited by 81
  8. 2020Disentangled Image Generation Through Structured Noise Injectioncited by 39
  9. 2020Unsupervised Image-to-Image Translation via Pre-trained StyleGAN2 Networkcited by 36
  10. 2018M2E-Try On Net: Fashion from Model to Everyonecited by 27
  11. 2020Liquid Warping GAN with Attention: A Unified Framework for Human Image Synthesiscited by 26
  12. 2020SieveNet: A Unified Framework for Robust Image-Based Virtual Try-Oncited by 23
  13. 2020GarmentGAN: Photo-realistic Adversarial Fashion Transfercited by 16
  14. 2019Generating High-Resolution Fashion Model Images Wearing Custom Outfitscited by 15
  15. 2019End-to-End Learning of Geometric Deformations of Feature Maps for Virtual Try-Oncited by 8
  16. 2018The GAN that Warped: Semantic Attribute Editing with Unpaired Datacited by 7
  17. 2017Learning Unified Embedding for Apparel Recognitioncited by 3
  18. 2020S2cGAN: Semi-Supervised Training of Conditional GANs with Fewer Labelscited by 1

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Citing papers per year: 2021: 2; 2022: 16; 2023: 8; 2024: 4; 2025: 1.

31 papers.

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  1. 2021HyperStyle: StyleGAN Inversion with HyperNetworks for Real Image Editingcited by 208
  2. 2022Dress Code: High-Resolution Multi-Category Virtual Try-Oncited by 161
  3. 2022StyleGAN-Human: A Data-Centric Odyssey of Human Generationcited by 143
  4. 2023TryOnDiffusion: A Tale of Two UNetscited by 141
  5. 2022Neural Texture Extraction and Distribution for Controllable Person Image Synthesiscited by 55
  6. 2022AvatarCLIP: Zero-Shot Text-Driven Generation and Animation of 3D Avatarscited by 55
  7. 2022InsetGAN for Full-Body Image Generationcited by 45
  8. 2023Single-Image 3D Human Digitization with Shape-Guided Diffusioncited by 42
  9. 2022Self-Distilled StyleGAN: Towards Generation from Internet Photoscited by 37
  10. 2022BlobGAN: Spatially Disentangled Scene Representationscited by 35
  11. 2022State-of-the-Art in the Architecture, Methods and Applications of StyleGANcited by 34
  12. 2023Street TryOn: Learning In-the-Wild Virtual Try-On from Unpaired Person Imagescited by 34
19 more
  1. 2022Text2Human: Text-Driven Controllable Human Image Generationcited by 31
  2. 2024M&M VTO: Multi-Garment Virtual Try-On and Editingcited by 29
  3. 2022Rewriting Geometric Rules of a GANcited by 25
  4. 2023AvatarFusion: Zero-shot Generation of Clothing-Decoupled 3D Avatars Using 2D Diffusioncited by 20
  5. 2023SGDiff: A Style Guided Diffusion Model for Fashion Synthesiscited by 20
  6. 2023Image-Based Virtual Try-On: A Surveycited by 19
  7. 2024Fashion-VDM: Video Diffusion Model for Virtual Try-Oncited by 16
  8. 2021Dance In the Wild: Monocular Human Animation with Neural Dynamic Appearance Synthesiscited by 14
  9. 2023Vision + Language Applications: A Surveycited by 8
  10. 2022Content-Based Search for Deep Generative Modelscited by 7
  11. 2022DeepPortraitDrawing: Generating Human Body Images from Freehand Sketchescited by 5
  12. 2022FitGAN: Fit- and Shape-Realistic Generative Adversarial Networks for Fashioncited by 4
  13. 2024TryOn-Adapter: Efficient Fine-Grained Clothing Identity Adaptation for High-Fidelity Virtual Try-Oncited by 3
  14. 2025DEFT-VTON: Efficient Virtual Try-On with Consistent Generalised H-Transformcited by 2
  15. 2022Probing TryOnGANcited by 1
  16. 2022SizeGAN: Improving Size Representation in Clothing Catalogscited by 1
  17. 2022Single Stage Multi-Pose Virtual Try-Oncited by 1
  18. 2024Size-Variable Virtual Try-On with Physical Clothes Sizecited by 1
  19. 2023One-Shot Stylization for Full-Body Human Imagescited by 0