mlsanityData to 7 Oct 2026

TextureGAN: Controlling Deep Image Synthesis with Texture Patches

arXiv 1706.02823 ↗First posted 9 Jun 2017cs.CV cs.GRcited by 47

Not on the map. Why?

Abstract (arXiv)

In this paper, we investigate deep image synthesis guided by sketch, color, and texture. Previous image synthesis methods can be controlled by sketch and color strokes but we are the first to examine texture control. We allow a user to place a texture patch on a sketch at arbitrary locations and scales to control the desired output texture. Our generative network learns to synthesize objects consistent with these texture suggestions. To achieve this, we develop a local texture loss in addition to adversarial and content loss to train the generative network. We conduct experiments using sketches generated from real images and textures sampled from a separate texture database and results show that our proposed algorithm is able to generate plausible images that are faithful to user controls. Ablation studies show that our proposed pipeline can generate more realistic images than adapting existing methods directly.

Key facts. Cited by 47 papers in the map (data through 7 Oct 2026). First posted on arXiv 9 Jun 2017.

Builds on

No reference list yet.

Built on by

Cited by year (2026 to 7 Oct)

Citing papers per year: 2021: 20; 2022: 8; 2023: 10; 2024: 3; 2025: 5; 2026: 1.

47 papers.

Sort:

By area:

  1. 2021SDEdit: Guided Image Synthesis and Editing with Stochastic Differential Equationscited by 1,903
  2. 2023TEXTure: Text-Guided Texturing of 3D Shapescited by 303
  3. 2023Text-Guided Texturing by Synchronized Multi-View Diffusioncited by 86
  4. 2021InfinityGAN: Towards Infinite-Pixel Image Synthesiscited by 61
  5. 2021Language-Driven Image Style Transfercited by 36
  6. 2021VTGAN: Semi-supervised Retinal Image Synthesis and Disease Prediction using Vision Transformerscited by 28
  7. 2021Semi-supervised Synthesis of High-Resolution Editable Textures for 3D Humanscited by 21
  8. 2021Intrinsic-Extrinsic Preserved GANs for Unsupervised 3D Pose Transfercited by 20
  9. 2022CoGS: Controllable Generation and Search from Sketch and Stylecited by 14
  10. 2021Facial-Sketch Synthesis: A New Challengecited by 13
  11. 2023FashionTex: Controllable Virtual Try-on with Text and Texturecited by 9
  12. 2021Model Extraction and Defenses on Generative Adversarial Networkscited by 8
35 more
  1. 2022SCSNet: An Efficient Paradigm for Learning Simultaneously Image Colorization and Super-Resolutioncited by 8
  2. 2021An Effective Loss Function for Generating 3D Models from Single 2D Image without Renderingcited by 7
  3. 2021SemIE: Semantically-aware Image Extrapolationcited by 7
  4. 2021Focusing on Persons: Colorizing Old Images Learning from Modern Historical Moviescited by 6
  5. 2024ColorFlow: Retrieval-Augmented Image Sequence Colorizationcited by 6
  6. 2025Cobra: Efficient Line Art COlorization with BRoAder Referencescited by 6
  7. 2023Patch of Invisibility: Naturalistic Physical Black-Box Adversarial Attacks on Object Detectorscited by 5
  8. 2021Smart Fashion: A Review of AI Applications in the Fashion & Apparel Industrycited by 4
  9. 2022Exemplar-based Pattern Synthesis with Implicit Periodic Field Networkcited by 3
  10. 2022Texture Generation Using A Graph Generative Adversarial Network And Differentiable Renderingcited by 3
  11. 2023Improving Sketch Colorization using Adversarial Segmentation Consistencycited by 3
  12. 2023Directional Texture Editing for 3D Modelscited by 3
  13. 2025Enhanced Multi-Scale Cross-Attention for Person Image Generationcited by 3
  14. 2021Adversarial Segmentation Loss for Sketch Colorizationcited by 2
  15. 2021FBC-GAN: Diverse and Flexible Image Synthesis via Foreground-Background Compositioncited by 2
  16. 2023Retargeting Visual Data with Deformation Fieldscited by 2
  17. 2025TriTex: Learning Texture from a Single Mesh via Triplane Semantic Featurescited by 2
  18. 2021SETGAN: Scale and Energy Trade-off GANs for Image Applications on Mobile Platformscited by 1
  19. 2021fAshIon after fashion: A Report of AI in Fashioncited by 1
  20. 2021Texture synthesis via projection onto multiscale, multilayer statisticscited by 1
  21. 2021Towards Controllable and Photorealistic Region-wise Image Manipulationcited by 1
  22. 2021Super-Resolution Appearance Transfer for 4D Human Performancescited by 1
  23. 2022Flexible Portrait Image Editing with Fine-Grained Controlcited by 1
  24. 2022Unsupervised Structure-Consistent Image-to-Image Translationcited by 1
  25. 2023FashionFlow: Leveraging Diffusion Models for Dynamic Fashion Video Synthesis from Static Imagerycited by 1
  26. 2023ARTEMIS: Using GANs with Multiple Discriminators to Generate Artcited by 1
  27. 2024Multi-Texture Synthesis through Signal Responsive Neural Cellular Automatacited by 1
  28. 2025UltraZoom: Generating Gigapixel Images from Regular Photoscited by 1
  29. 2026GarmentZoom: Generating Zoomable Images from Garment Listingscited by 1
  30. 2021Transferring Knowledge with Attention Distillation for Multi-Domain Image-to-Image Translationcited by 0
  31. 2022Semi-Supervised Image-to-Image Translation using Latent Space Mappingcited by 0
  32. 2022Review Neural Networks about Image Transformation Based on IGC Learning Framework with Annotated Informationcited by 0
  33. 2023Texture Matching GAN for CT Image Enhancementcited by 0
  34. 2024Mask Guided Gated Convolution for Amodal Content Completioncited by 0
  35. 2025Introducing Resizable Region Packing Problem in Image Generation, with a Heuristic Solutioncited by 0