Concepedia

Domain Adaptation

Domain Adaptation is a transfer learning approach that addresses the challenge of adapting a model trained on a source domain to perform effectively on a target domain with a different data distribution, by identifying and compensating for domain-specific discrepancies while preserving task-relevant knowledge.

5K

Publications

393.7K

Citations

13.3K

Authors

2.1K

Institutions

Publications per year

2017–2026

4.3K

Parents

Publications

5K

A Survey on Transfer Learning

Sinno Jialin Pan, Qiang Yang · IEEE Transactions on Knowledge and Data Engineering · 2009 · 23.2K citations

, , +12

Adversarial Discriminative Domain Adaptation

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

, , +14

DeCAF: A Deep Convolutional Activation Feature for Generic Visual Recognition

Jeff Donahue, Yangqing Jia, Oriol Vinyals et al. · arXiv (Cornell University) · 2013 · 3.6K citations · Full text

, , +17

Learning Transferable Features with Deep Adaptation Networks

Mingsheng Long, Yue Cao, Jianmin Wang et al. · arXiv (Cornell University) · 2015 · 2.8K citations · Full text

, , +13

Unsupervised Domain Adaptation by Backpropagation

Yaroslav Ganin, Victor Lempitsky · arXiv (Cornell University) · 2014 · 2.6K citations · Full text

, , +11

1–5 of 5K

Authors

13.3K

  1. ML
    Mingsheng Long

    Tsinghua University, China

    40 publications · 15.3K citations

    32

    h-index

  2. KS
    Kate Saenko

    University of California, Berkeley, United States

    41 publications · 16.5K citations

    31

    h-index

  3. JW
    Jianmin Wang

    Tsinghua University, China

    37 publications · 14.9K citations

    30

    h-index

  4. ZD
    Zhengming Ding

    Northeastern University, United States

    33 publications · 2.9K citations

    27

    h-index

  5. TD
    Trevor Darrell

    University of California, Berkeley, United States

    31 publications · 16.1K citations

    25

    h-index

1–5 of 13.3K

Institutions

2.1K

  1. Tsinghua University

    Beijing, China

    64 h-index

    388 publications

    66.5K citations

  2. Chinese Academy of Sciences

    Beijing, China

    62 h-index

    488 publications

    38.3K citations

  3. Nanyang Technological University

    Singapore, Singapore

    60 h-index

    296 publications

    30.6K citations

  4. University of California, Berkeley

    Berkeley, United States

    49 h-index

    173 publications

    74.8K citations

  5. University of Chinese Academy of Sciences

    Beijing, China

    47 h-index

    302 publications

    29.9K citations

  6. University of Electronic Science and Technology of China

    Chengdu, China

    45 h-index

    363 publications

    20.2K citations

  7. Shanghai Jiao Tong University

    Shanghai, China

    42 h-index

    279 publications

    19.6K citations

  8. University of Technology Sydney

    Sydney, Australia

    42 h-index

    176 publications

    20.1K citations

1–8 of 2.1K

Venues

  1. arXiv (Cornell University)

    Repository · 620 publications · 49.6K citations

    88

    h-index

  2. Proceedings of the AAAI Conference on Artificial Intelligence

    Conference · 140 publications · 13.6K citations

    51

    h-index

  3. IEEE Transactions on Pattern Analysis and Machine Intelligence

    TPAMI · 84 publications · 11.5K citations

    50

    h-index

  4. 45

    h-index

  5. IEEE Transactions on Geoscience and Remote Sensing

    116 publications · 6.5K citations

    45

    h-index

1–5