Concepedia

Domain Generalization

Domain Generalization is a transfer learning approach that seeks to learn domain-invariant representations from multiple source domains to enable effective model performance on unseen target domains with distinct data distributions, distinguishing itself by focusing on generalization across domains rather than adaptation to specific ones.

1.1K

Publications

87.7K

Citations

3.7K

Authors

759

Institutions

Publications per year

2017–2026

966

Parents

Publications

1.1K

Adversarial Discriminative Domain Adaptation

Eric Tzeng, Judy Hoffman, Kate Saenko et al. · 2017 · 5K citations

, , +14

Unsupervised Pixel-Level Domain Adaptation with Generative Adversarial Networks

Konstantinos Bousmalis, Nathan Silberman, David Dohan et al. · 2017 · 1.6K citations

, , +12

Conditional Prompt Learning for Vision-Language Models

Kaiyang Zhou, Jingkang Yang, Chen Change Loy et al. · 2022 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) · 2022 · 1.5K citations

, , +14

Deeper, Broader and Artier Domain Generalization

Da Li, Yongxin Yang, Yi-Zhe Song et al. · 2017 · 1.3K citations · Full text

, , +13

Domain Generalization with Adversarial Feature Learning

Haoliang Li, Sinno Jialin Pan, Shiqi Wang et al. · 2018 · 1.2K citations

, , +13

1–5 of 1.1K

Authors

3.7K

  1. DT
    Dacheng Tao

    The University of Sydney, Australia

    12 publications · 827 citations

    12

    h-index

  2. KZ
    Kaiyang Zhou

    Nanyang Technological University, Singapore

    12 publications · 3.4K citations

    12

    h-index

  3. HL
    Haoliang Li

    Nanyang Technological University, Singapore

    11 publications · 1.9K citations

    11

    h-index

  4. YY
    Yongxin Yang

    University of Edinburgh, United Kingdom

    11 publications · 4K citations

    11

    h-index

  5. YS
    Yinghuan Shi

    Nanjing University, China

    10 publications · 376 citations

    10

    h-index

1–5 of 3.7K

Institutions

759

  1. Chinese Academy of Sciences

    Beijing, China

    30 h-index

    124 publications

    12.7K citations

  2. Nanyang Technological University

    Singapore, Singapore

    26 h-index

    75 publications

    18.4K citations

  3. Shanghai Jiao Tong University

    Shanghai, China

    26 h-index

    124 publications

    11.1K citations

  4. University of Chinese Academy of Sciences

    Beijing, China

    26 h-index

    94 publications

    11.5K citations

  5. University of Science and Technology of China

    Hefei, China

    21 h-index

    83 publications

    6.8K citations

  6. Tsinghua University

    Beijing, China

    20 h-index

    84 publications

    6.5K citations

  7. Google (United States)

    Mountain View, United States

    20 h-index

    67 publications

    17.2K citations

  8. Carnegie Mellon University

    Pittsburgh, United States

    20 h-index

    49 publications

    6.6K citations

1–8 of 759

Venues

  1. arXiv (Cornell University)

    Repository · 226 publications · 13.9K citations

    55

    h-index

  2. Proceedings of the AAAI Conference on Artificial Intelligence

    Conference · 43 publications · 5.1K citations

    31

    h-index

  3. 24

    h-index

  4. IEEE Transactions on Image Processing

    24 publications · 1.8K citations

    22

    h-index

  5. IEEE Transactions on Pattern Analysis and Machine Intelligence

    TPAMI · 24 publications · 3.1K citations

    22

    h-index

1–5