Concepedia

Mean Teacher

Mean Teacher is a semi-supervised learning framework that employs an exponentially moving average of model weights from student iterations to define a consistent teacher model, thereby improving pseudo-label stability and model regularization through teacher-student co-training.

90

Publications

6.8K

Citations

381

Authors

155

Institutions

Publications per year

2017–2026

84

Parents

Publications

90

Mean teachers are better role models: Weight-averaged consistency targets improve semi-supervised deep learning results

Antti Tarvainen, Harri Valpola · arXiv (Cornell University) · 2017 · 1.6K citations · Full text

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Exploring Object Relation in Mean Teacher for Cross-Domain Detection

Qi Cai, Yingwei Pan, Chong‐Wah Ngo et al. · 2019 · 357 citations

, , +16

Bidirectional Copy-Paste for Semi-Supervised Medical Image Segmentation

Duowen Chen, Qingli Li, Wei Shen et al. · 2023 · 352 citations

, , +12

Unbiased Mean Teacher for Cross-domain Object Detection

Jinhong Deng, Li Wen, Yuhua Chen et al. · 2021 · 347 citations

, , +14

Perturbed and Strict Mean Teachers for Semi-supervised Semantic Segmentation

Yuyuan Liu, Yu Tian, Yuanhong Chen et al. · 2022 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) · 2022 · 293 citations

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1–5 of 90

Authors

381

  1. IM
    Ian McLoughlin

    University of Science and Technology of China, China

    3 publications · 56 citations

    3

    h-index

  2. YS
    Yan Song

    University of Science and Technology of China, China

    3 publications · 56 citations

    3

    h-index

  3. LD
    Li-Rong Dai

    University of Science and Technology of China, China

    3 publications · 56 citations

    3

    h-index

  4. CW
    Chong Wu

    Florida State University, United States

    2 publications · 150 citations

    2

    h-index

  5. CL
    Cuiling Lan

    Microsoft Research Asia (China), China

    2 publications · 192 citations

    2

    h-index

1–5 of 381

Institutions

155

  1. University of Electronic Science and Technology of China

    Chengdu, China

    6 h-index

    17 publications

    1.8K citations

  2. University of Science and Technology of China

    Hefei, China

    6 h-index

    18 publications

    1.5K citations

  3. Sichuan University

    Chengdu, China

    4 h-index

    10 publications

    1K citations

  4. Chinese Academy of Sciences

    Beijing, China

    4 h-index

    11 publications

    412 citations

  5. Central South University

    Changsha, China

    4 h-index

    30 publications

    2.3K citations

  6. Shanghai Jiao Tong University

    Shanghai, China

    4 h-index

    15 publications

    761 citations

  7. University of Chinese Academy of Sciences

    Beijing, China

    4 h-index

    7 publications

    201 citations

  8. Peking University

    Beijing, China

    3 h-index

    5 publications

    425 citations

1–8 of 155

Venues

  1. arXiv (Cornell University)

    Repository · 15 publications · 1.9K citations

    12

    h-index

  2. Proceedings of the AAAI Conference on Artificial Intelligence

    Conference · 4 publications · 285 citations

    4

    h-index

  3. IEEE Transactions on Multimedia

    3 publications · 127 citations

    3

    h-index

  4. 3

    h-index

  5. 2

    h-index

1–5