Image to Image Translation for Domain Adaptation

  title={Image to Image Translation for Domain Adaptation},
  author={Zak Murez and Soheil Kolouri and D. Kriegman and R. Ramamoorthi and K. Kim},
  journal={2018 IEEE/CVF Conference on Computer Vision and Pattern Recognition},
  • Zak Murez, Soheil Kolouri, +2 authors K. Kim
  • Published 2018
  • Computer Science
  • 2018 IEEE/CVF Conference on Computer Vision and Pattern Recognition
  • We propose a general framework for unsupervised domain adaptation, which allows deep neural networks trained on a source domain to be tested on a different target domain without requiring any training annotations in the target domain. [...] Key Method Specifically, we require that the features extracted are able to reconstruct the images in both domains. In addition we require that the distribution of features extracted from images in the two domains are indistinguishable.Expand Abstract
    220 Citations
    TriGAN: image-to-image translation for multi-source domain adaptation
    • PDF
    Learning to adapt class-specific features across domains for semantic segmentation
    • Highly Influenced
    • PDF
    Domain Bridge for Unpaired Image-to-Image Translation and Unsupervised Domain Adaptation
    • 12
    • PDF
    Bidirectional One-Shot Unsupervised Domain Mapping
    • Tomer Cohen, L. Wolf
    • Computer Science
    • 2019 IEEE/CVF International Conference on Computer Vision (ICCV)
    • 2019
    • 9
    • Highly Influenced
    • PDF
    Triplet Loss Network for Unsupervised Domain Adaptation
    • 1
    • PDF
    Domain Adaptive Image-to-Image Translation
    • 3
    • PDF
    Label-Driven Reconstruction for Domain Adaptation in Semantic Segmentation
    • 7
    • PDF
    Domain Adaptation for Structured Output via Discriminative Patch Representations
    • 62
    • PDF


    Unsupervised Pixel-Level Domain Adaptation with Generative Adversarial Networks
    • 825
    • PDF
    XGAN: Unsupervised Image-to-Image Translation for many-to-many Mappings
    • 78
    • PDF
    Learning Transferrable Representations for Unsupervised Domain Adaptation
    • 166
    • PDF
    Unsupervised Image-to-Image Translation Networks
    • 1,282
    • PDF
    Unsupervised Cross-Domain Image Generation
    • 601
    • PDF
    Deep Domain Confusion: Maximizing for Domain Invariance
    • 1,023
    • PDF
    Domain-Adversarial Training of Neural Networks
    • 2,962
    • PDF
    Generate to Adapt: Aligning Domains Using Generative Adversarial Networks
    • 296
    • PDF
    Unsupervised Domain Adaptation by Backpropagation
    • 1,985
    • PDF
    Simultaneous Deep Transfer Across Domains and Tasks
    • 506
    • Highly Influential
    • PDF