mlsanityData to 14 Oct 2026

Pixel-Level Domain Transfer

arXiv 1603.07442 ↗First posted 24 Mar 2016cs.CV cs.AIcited by 25

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Abstract (arXiv)

We present an image-conditional image generation model. The model transfers an input domain to a target domain in semantic level, and generates the target image in pixel level. To generate realistic target images, we employ the real/fake-discriminator as in Generative Adversarial Nets, but also introduce a novel domain-discriminator to make the generated image relevant to the input image. We verify our model through a challenging task of generating a piece of clothing from an input image of a dressed person. We present a high quality clothing dataset containing the two domains, and succeed in demonstrating decent results.

Key facts. Cited by 25 papers in the map (data through 14 Oct 2026). First posted on arXiv 24 Mar 2016.

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Cited by year (2026 to 14 Oct)

Citing papers per year: 2021: 10; 2022: 7; 2023: 4; 2024: 1; 2025: 1; 2026: 2.

25 papers.

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  1. 2022Dress Code: High-Resolution Multi-Category Virtual Try-Oncited by 162
  2. 2022Semi-Supervised and Unsupervised Deep Visual Learning: A Surveycited by 52
  3. 2022Deep Learning-Enabled Semantic Communication Systems with Task-Unaware Transmitter and Dynamic Datacited by 36
  4. 2021Deep Person Generation: A Survey from the Perspective of Face, Pose and Cloth Synthesiscited by 16
  5. 2021Pose-driven Attention-guided Image Generation for Person Re-Identificationcited by 11
  6. 2022Continuous Human Action Recognition for Human-Machine Interaction: A Reviewcited by 10
  7. 2025StyleTailor: Towards Personalized Fashion Styling via Hierarchical Negative Feedbackcited by 5
  8. 2021Exploring AI in Fashion: A Review of Aesthetics, Personalization, Virtual Try-On, and Forecastingcited by 4
  9. 2021Smart Fashion: A Review of AI Applications in the Fashion & Apparel Industrycited by 4
  10. 2022CHIMLE: Conditional Hierarchical IMLE for Multimodal Conditional Image Synthesiscited by 4
  11. 2021A Novel Application of Image-to-Image Translation: Chromosome Straightening Framework by Learning from a Single Imagecited by 3
  12. 2023MEnsA: Mix-up Ensemble Average for Unsupervised Multi Target Domain Adaptation on 3D Point Cloudscited by 2
13 more
  1. 2023BioGAN: An unpaired GAN-based image to image translation model for microbiological imagescited by 2
  2. 2023BrainVoxGen: Deep learning framework for synthesis of Ultrasound to MRIcited by 2
  3. 2021Semantic Consistency and Identity Mapping Multi-Component Generative Adversarial Network for Person Re-Identificationcited by 1
  4. 2022Deep Learning Techniques for Visual Countingcited by 1
  5. 2023On Domain-Specific Pre-Training for Effective Semantic Perception in Agricultural Roboticscited by 1
  6. 2024Theoretical Insights into CycleGAN: Analyzing Approximation and Estimation Errors in Unpaired Data Generationcited by 1
  7. 2021Multi-View Image-to-Image Translation Supervised by 3D Posecited by 0
  8. 2021Cascading Modular Network (CAM-Net) for Multimodal Image Synthesiscited by 0
  9. 2021Domain Adaptation and Active Learning for Fine-Grained Recognition in the Field of Biodiversitycited by 0
  10. 2021OmiTrans: generative adversarial networks based omics-to-omics translation frameworkcited by 0
  11. 2022Jamdani Motif Generation using Conditional GANcited by 0
  12. 2026MV-Fashion: Towards Enabling Virtual Try-On and Size Estimation with Multi-View Paired Datacited by 0
  13. 2026Fashion130K: An E-commerce Fashion Dataset for Outfit Generation with Unified Multi-modal Conditioncited by 0