Concepedia

Pseudo-labeling

Pseudo-Labeling is a semi-supervised learning technique in which unlabeled data are assigned predicted labels generated by a model trained on labeled data, thereby expanding the training set with high-confidence predictions to improve model performance.

499

Publications

32.6K

Citations

2K

Authors

497

Institutions

Publications per year

2017–2026

490

Variants

Self-training

Parents

Publications

499

FixMatch: Simplifying Semi-Supervised Learning with Consistency and Confidence

Kihyuk Sohn, David Berthelot, Chunliang Li et al. · arXiv (Cornell University) · 2020 · 2.3K citations · Full text

, , +16

A Survey on Deep Semi-Supervised Learning

Xiangli Yang, Zixing Song, Irwin King et al. · IEEE Transactions on Knowledge and Data Engineering · 2022 · 828 citations

, , +15

Confidence Regularized Self-Training

Yang Zou, Zhiding Yu, Xiaofeng Liu et al. · 2019 · 820 citations

, , +14

Pseudo-labeling and confirmation bias in deep semi-supervised learning

Eric Arazo, Diego Ortego, Paul Albert et al. · Dublin City University Open Access Institutional Repository (Dublin City University) · 2020 · 772 citations

, , +16

Rectifying Pseudo Label Learning via Uncertainty Estimation for Domain Adaptive Semantic Segmentation

Zhedong Zheng, Yi Yang · International Journal of Computer Vision · 2021 · 538 citations

, , +12

1–5 of 499

Authors

2K

  1. YS
    Yinghuan Shi

    Nanjing University, China

    7 publications · 667 citations

    7

    h-index

  2. YG
    Yixiao Ge

    Tencent (China), China

    6 publications · 737 citations

    6

    h-index

  3. TL
    Tatiana Likhomanenko

    Meta (Israel), Israel

    6 publications · 287 citations

    6

    h-index

  4. GS
    Gabriel Synnaeve

    Meta (Israel), Israel

    6 publications · 287 citations

    6

    h-index

  5. QX
    Qiantong Xu

    Meta (Israel), Israel

    6 publications · 314 citations

    6

    h-index

1–5 of 2K

Institutions

497

  1. Chinese Academy of Sciences

    Beijing, China

    16 h-index

    45 publications

    1.6K citations

  2. Tsinghua University

    Beijing, China

    16 h-index

    50 publications

    1.9K citations

  3. Chinese University of Hong Kong

    Hong Kong, Hong Kong

    14 h-index

    34 publications

    4.5K citations

  4. Peking University

    Beijing, China

    14 h-index

    42 publications

    3.3K citations

  5. Shanghai Jiao Tong University

    Shanghai, China

    13 h-index

    43 publications

    2.8K citations

  6. University of Chinese Academy of Sciences

    Beijing, China

    13 h-index

    45 publications

    1.2K citations

  7. Northwestern Polytechnical University

    Xi'an, China

    12 h-index

    38 publications

    1.3K citations

  8. University of Technology Sydney

    Sydney, Australia

    12 h-index

    38 publications

    4.5K citations

1–8 of 497

Venues

  1. arXiv (Cornell University)

    Repository · 73 publications · 5.6K citations

    29

    h-index

  2. 24

    h-index

  3. Proceedings of the AAAI Conference on Artificial Intelligence

    Conference · 24 publications · 1.8K citations

    21

    h-index

  4. IEEE Transactions on Medical Imaging

    15 publications · 875 citations

    15

    h-index

  5. IEEE Access

    16 publications · 553 citations

    14

    h-index

1–5