mlsanityData to 7 Oct 2026

Reversible GANs for Memory-efficient Image-to-Image Translation

arXiv 1902.02729 ↗First posted 7 Feb 2019cs.CVcited by 19

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Abstract (arXiv)

The Pix2pix and CycleGAN losses have vastly improved the qualitative and quantitative visual quality of results in image-to-image translation tasks. We extend this framework by exploring approximately invertible architectures which are well suited to these losses. These architectures are approximately invertible by design and thus partially satisfy cycle-consistency before training even begins. Furthermore, since invertible architectures have constant memory complexity in depth, these models can be built arbitrarily deep. We are able to demonstrate superior quantitative output on the Cityscapes and Maps datasets at near constant memory budget.

Key facts. Cited by 19 papers in the map (data through 7 Oct 2026). First posted on arXiv 7 Feb 2019.

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

19 papers.

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  1. 2021Image-to-Image Translation: Methods and Applicationscited by 116
  2. 2022Towards Blind Watermarking: Combining Invertible and Non-invertible Mechanismscited by 61
  3. 2023WavMark: Watermarking for Audio Generationcited by 41
  4. 2023Reversible Vision Transformerscited by 33
  5. 2022Learning to Immunize Images for Tamper Localization and Self-Recoverycited by 19
  6. 2024Slice-Consistent 3D Volumetric Brain CT-to-MRI Translation with 2D Brownian Bridge Diffusion Modelcited by 16
  7. 2022Invertible Rescaling Network and Its Extensionscited by 15
  8. 2022Applications of Generative Adversarial Networks in Neuroimaging and Clinical Neurosciencecited by 11
  9. 2021Duplex Sequence-to-Sequence Learning for Reversible Machine Translationcited by 9
  10. 2024Robust Message Embedding via Attention Flow-Based Steganographycited by 5
  11. 20223D Brain and Heart Volume Generative Models: A Surveycited by 4
  12. 2022Self Supervised Low Dose Computed Tomography Image Denoising Using Invertible Network Exploiting Inter Slice Congruencecited by 3
7 more
  1. 2023Exploiting Fine-Grained DCT Representations for Hiding Image-Level Messages within JPEG Imagescited by 1
  2. 2022Deep Boosting Robustness of DNN-based Image Watermarking via DBMarkcited by 0
  3. 2023PRO-Face S: Privacy-preserving Reversible Obfuscation of Face Images via Secure Flowcited by 0
  4. 2024Sparse Domain Transfer via Elastic Net Regularizationcited by 0
  5. 2024FIIH: Fully Invertible Image Hiding for Secure and Robustcited by 0
  6. 2025Structure-Accurate Medical Image Translation via Dynamic Frequency Balance and Knowledge Guidancecited by 0
  7. 2026Breaking the Resolution Barrier: Arbitrary-resolution Deep Image Steganography Frameworkcited by 0