mlsanityData to 7 Oct 2026

FashionTex: Controllable Virtual Try-on with Text and Texture

arXiv 2305.04451 ↗First posted 8 May 2023cs.CVcited by 9

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Abstract (arXiv)

Virtual try-on attracts increasing research attention as a promising way for enhancing the user experience for online cloth shopping. Though existing methods can generate impressive results, users need to provide a well-designed reference image containing the target fashion clothes that often do not exist. To support user-friendly fashion customization in full-body portraits, we propose a multi-modal interactive setting by combining the advantages of both text and texture for multi-level fashion manipulation. With the carefully designed fashion editing module and loss functions, FashionTex framework can semantically control cloth types and local texture patterns without annotated pairwise training data. We further introduce an ID recovery module to maintain the identity of input portrait. Extensive experiments have demonstrated the effectiveness of our proposed pipeline.

Key facts. Cited by 9 papers in the map (data through 7 Oct 2026). Builds on 50 of its 63 references that are in the map. First posted on arXiv 8 May 2023.

Builds on

50 of 63 references.

References · 50

  1. 2021Learning Transferable Visual Models From Natural Language Supervisioncited by 33,456
  2. 2021High-Resolution Image Synthesis with Latent Diffusion Modelscited by 18,694
  3. 2014Very Deep Convolutional Networks for Large-Scale Image Recognitioncited by 15,267
  4. 2018The Unreasonable Effectiveness of Deep Features as a Perceptual Metriccited by 11,029
  5. 2022Hierarchical Text-Conditional Image Generation with CLIP Latentscited by 6,539
  6. 2018A Style-Based Generator Architecture for Generative Adversarial Networkscited by 5,986
  7. 2022Generative Adversarial Networkscited by 5,603
  8. 2016Image-to-Image Translation with Conditional Adversarial Networkscited by 4,510
  9. 2021Scaling Up Visual and Vision-Language Representation Learning With Noisy Text Supervisioncited by 3,848
  10. 2019Analyzing and Improving the Image Quality of StyleGANcited by 3,580
  11. 2020Taming Transformers for High-Resolution Image Synthesiscited by 3,229
  12. 2017Progressive Growing of GANs for Improved Quality, Stability, and Variationcited by 2,967
38 more
  1. 2017Arbitrary Style Transfer in Real-time with Adaptive Instance Normalizationcited by 1,998
  2. 2019Semantic Image Synthesis with Spatially-Adaptive Normalizationcited by 1,295
  3. 2021StyleCLIP: Text-Driven Manipulation of StyleGAN Imagerycited by 990
  4. 2021Vector-quantized Image Modeling with Improved VQGANcited by 656
  5. 2021DiffusionCLIP: Text-Guided Diffusion Models for Robust Image Manipulationcited by 640
  6. 2021Designing an Encoder for StyleGAN Image Manipulationcited by 542
  7. 2021DenseCLIP: Language-Guided Dense Prediction with Context-Aware Promptingcited by 530
  8. 2021Pivotal Tuning for Latent-based Editing of Real Imagescited by 427
  9. 2020Closed-Form Factorization of Latent Semantics in GANscited by 407
  10. 2020InterFaceGAN: Interpreting the Disentangled Face Representation Learned by GANscited by 393
  11. 2016Generative Visual Manipulation on the Natural Image Manifoldcited by 348
  12. 2020StyleSpace Analysis: Disentangled Controls for StyleGAN Image Generationcited by 331
  13. 2017VITON: An Image-based Virtual Try-on Networkcited by 285
  14. 2021CLIPstyler: Image Style Transfer with a Single Text Conditioncited by 203
  15. 2018Toward Characteristic-Preserving Image-based Virtual Try-On Networkcited by 192
  16. 2020Controllable Person Image Synthesis with Attribute-Decomposed GANcited by 150
  17. 2022StyleGAN-Human: A Data-Centric Odyssey of Human Generationcited by 143
  18. 2022High-Resolution Virtual Try-On with Misalignment and Occlusion-Handled Conditionscited by 129
  19. 2021HairCLIP: Design Your Hair by Text and Reference Imagecited by 79
  20. 2022Stitch it in Time: GAN-Based Facial Editing of Real Videoscited by 68
  21. 2021Neural Re-Rendering of Humans from a Single Imagecited by 59
  22. 2020Efficient Semantic Image Synthesis via Class-Adaptive Normalizationcited by 58
  23. 2021Dressing in Order: Recurrent Person Image Generation for Pose Transfer, Virtual Try-on and Outfit Editingcited by 54
  24. 2021Style and Pose Control for Image Synthesis of Humans from a Single Monocular Viewcited by 53
  25. 2017Be Your Own Prada: Fashion Synthesis with Structural Coherencecited by 49
  26. 2017TextureGAN: Controlling Deep Image Synthesis with Texture Patchescited by 47
  27. 2021Pose with Style: Detail-Preserving Pose-Guided Image Synthesis with Conditional StyleGANcited by 45
  28. 2022InsetGAN for Full-Body Image Generationcited by 45
  29. 2021Towards Scalable Unpaired Virtual Try-On via Patch-Routed Spatially-Adaptive GANcited by 40
  30. 2021Predict, Prevent, and Evaluate: Disentangled Text-Driven Image Manipulation Empowered by Pre-Trained Vision-Language Modelcited by 34
  31. 2019Guided Image-to-Image Translation with Bi-Directional Feature Transformationcited by 30
  32. 2022FlexIT: Towards Flexible Semantic Image Translationcited by 28
  33. 2021WAS-VTON: Warping Architecture Search for Virtual Try-on Networkcited by 18
  34. 2021EdiBERT, a generative model for image editingcited by 13
  35. 2021Texture Reformer: Towards Fast and Universal Interactive Texture Transfercited by 12
  36. 2022End-to-End Visual Editing with a Generatively Pre-Trained Artistcited by 7
  37. 2020TailorGAN: Making User-Defined Fashion Designscited by 6
  38. 2018Language Guided Fashion Image Manipulation with Feature-wise Transformationscited by 3

Built on by

Cited by year (2026 to 7 Oct)

Citing papers per year: 2023: 3; 2024: 4; 2025: 1; 2026: 1.

9 papers.

  1. 2024CosmicMan: A Text-to-Image Foundation Model for Humanscited by 30
  2. 2023Image-Based Virtual Try-On: A Surveycited by 19
  3. 2023PICTURE: PhotorealistIC virtual Try-on from UnconstRained dEsignscited by 14
  4. 2023StyleHumanCLIP: Text-guided Garment Manipulation for StyleGAN-Humancited by 1
  5. 2024FashionEngine: Interactive 3D Human Generation and Editing via Multimodal Controlscited by 0
  6. 2024Self-Supervised Vision Transformer for Enhanced Virtual Clothes Try-Oncited by 0
  7. 2024ControlEdit: A MultiModal Local Clothing Image Editing Methodcited by 0
  8. 2025Designing and Generating Diverse, Equitable Face Image Datasets for Face Verification Taskscited by 0
  9. 2026FEAT: Fashion Editing and Try-On from Any Designcited by 0