mlsanityData to 14 Oct 2026

Augmented CycleGAN: Learning Many-to-Many Mappings from Unpaired Data

arXiv 1802.10151 ↗First posted 27 Feb 2018cs.LGcited by 76

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Abstract (arXiv)

Learning inter-domain mappings from unpaired data can improve performance in structured prediction tasks, such as image segmentation, by reducing the need for paired data. CycleGAN was recently proposed for this problem, but critically assumes the underlying inter-domain mapping is approximately deterministic and one-to-one. This assumption renders the model ineffective for tasks requiring flexible, many-to-many mappings. We propose a new model, called Augmented CycleGAN, which learns many-to-many mappings between domains. We examine Augmented CycleGAN qualitatively and quantitatively on several image datasets.

Key facts. Cited by 76 papers in the map (data through 14 Oct 2026). First posted on arXiv 27 Feb 2018.

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Citing papers per year: 2021: 27; 2022: 24; 2023: 10; 2024: 6; 2025: 7; 2026: 2.

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  1. 2022Dual Diffusion Implicit Bridges for Image-to-Image Translationcited by 213
  2. 2022Neural Optimal Transportcited by 126
  3. 2021Image-to-Image Translation: Methods and Applicationscited by 116
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  7. 2021Using latent space regression to analyze and leverage compositionality in GANscited by 55
  8. 2022Entropic Neural Optimal Transport via Diffusion Processescited by 50
  9. 2021Diverse Semantic Image Synthesis via Probability Distribution Modelingcited by 49
  10. 2021Learning Disentangled Representations in the Imaging Domaincited by 46
  11. 2022Neural Optimal Transport with General Cost Functionalscited by 36
  12. 2022Kernel Neural Optimal Transportcited by 31
38 more
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  6. 2022The efficacy and generalizability of conditional GANs for posterior inference in physics-based inverse problemscited by 15
  7. 2021Content-Preserving Unpaired Translation from Simulated to Realistic Ultrasound Imagescited by 14
  8. 2021Unaligned Image-to-Image Translation by Learning to Reweightcited by 13
  9. 2022Unpaired Image Translation via Vector Symbolic Architecturescited by 13
  10. 2021CoPE: Conditional image generation using Polynomial Expansionscited by 12
  11. 2022Portrait Eyeglasses and Shadow Removal by Leveraging 3D Synthetic Datacited by 11
  12. 2024A Comprehensive Survey on Underwater Image Enhancement Based on Deep Learningcited by 9
  13. 2021USIS: Unsupervised Semantic Image Synthesiscited by 8
  14. 2025SkyDreamer: Interpretable End-to-End Vision-Based Drone Racing with Model-Based Reinforcement Learningcited by 8
  15. 2021StEP: Style-based Encoder Pre-training for Multi-modal Image Synthesiscited by 7
  16. 2021TransferI2I: Transfer Learning for Image-to-Image Translation from Small Datasetscited by 7
  17. 2024Propensity Score Alignment of Unpaired Multimodal Datacited by 6
  18. 2022Deepfake Style Transfer Mixture: a First Forensic Ballistics Study on Synthetic Imagescited by 4
  19. 2022Hypercomplex Image-to-Image Translationcited by 4
  20. 2022CLTS-GAN: Color-Lighting-Texture-Specular Reflection Augmentation for Colonoscopycited by 4
  21. 2024STAT: Towards Generalizable Temporal Action Localizationcited by 4
  22. 2024MS2SL: Multimodal Spoken Data-Driven Continuous Sign Language Productioncited by 4
  23. 2024Decoupling Contact for Fine-Grained Motion Style Transfercited by 4
  24. 2021DCL: Differential Contrastive Learning for Geometry-Aware Depth Synthesiscited by 3
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  26. 2023A Unifying Generator Loss Function for Generative Adversarial Networkscited by 3
  27. 2025FCR: Investigating Generative AI models for Forensic Craniofacial Reconstructioncited by 3
  28. 2021Generative Transition Mechanism to Image-to-Image Translation via Encoded Transformationcited by 2
  29. 2021Evaluation of Correctness in Unsupervised Many-to-Many Image Translationcited by 2
  30. 2021AD-GAN: End-to-end Unsupervised Nuclei Segmentation with Aligned Disentangling Trainingcited by 2
  31. 2022Synthetic Defect Generation for Display Front-of-Screen Quality Inspection: A Surveycited by 2
  32. 2022Fiber Bundle Morphisms as a Framework for Modeling Many-to-Many Mapscited by 2
  33. 2022Mask CycleGAN: Unpaired Multi-modal Domain Translation with Interpretable Latent Variablecited by 2
  34. 2022Contrastive Monotonic Pixel-Level Modulationcited by 2
  35. 2023Unsupervised Traffic Scene Generation with Synthetic 3D Scene Graphscited by 2
  36. 2023Domain-Scalable Unpaired Image Translation via Latent Space Anchoringcited by 2
  37. 2024Riverbed litter monitoring using consumer-grade aerial-aquatic speedy scanner (AASS) and deep learning based super-resolution reconstruction and detection networkcited by 2
  38. 2021Neuronal Learning Analysis using Cycle-Consistent Adversarial Networkscited by 1

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