Concepedia

Weakly Supervised Labeling

Weakly Supervised Labeling is an image labeling paradigm that belongs to the broader category of supervised learning methods, distinguished by its reliance on incomplete, inexact, or imprecise supervision signals—such as image-level labels instead of pixel-level annotations—thereby reducing the dependency on densely annotated training data.

150

Publications

12.3K

Citations

561

Authors

220

Institutions

Publications per year

2017–2026

116

Parents

Publications

150

ChestX-Ray8: Hospital-Scale Chest X-Ray Database and Benchmarks on Weakly-Supervised Classification and Localization of Common Thorax Diseases

2017 · 3.3K citations · Full text

, , +17

Weakly-and Semi-Supervised Learning of a Deep Convolutional Network for Semantic Image Segmentation

George Papandreou, Liang-Chieh Chen, Kevin Murphy et al. · 2015 · 1.1K citations

, , +16

Is object localization for free? - Weakly-supervised learning with convolutional neural networks

Maxime Oquab, Léon Bottou, Ivan Laptev et al. · 2015 · 922 citations

, , +15

Weakly- and Semi-Supervised Learning of a DCNN for Semantic Image Segmentation

George Papandreou, Liang-Chieh Chen, Kevin Murphy et al. · arXiv (Cornell University) · 2015 · 362 citations · Full text

, , +16

Multi-aspect Sentiment Analysis with Topic Models

Bin Lu, Myle Ott, Claire Cardie et al. · 2011 · 256 citations

, , +16

1–5 of 150

Authors

561

  1. RB
    Rodrigo Benenson

    Max Planck Institute for Informatics, Germany

    4 publications · 298 citations

    4

    h-index

  2. AK
    Anna Khoreva

    Max Planck Institute for Informatics, Germany

    4 publications · 298 citations

    4

    h-index

  3. BS
    Bernt Schiele

    Max Planck Institute for Informatics, Germany

    4 publications · 298 citations

    4

    h-index

  4. KY
    Kim–Hui Yap

    Nanyang Technological University, Singapore

    3 publications · 190 citations

    3

    h-index

  5. SF
    Songhe Feng

    Beijing Jiaotong University, China

    3 publications · 100 citations

    3

    h-index

1–5 of 561

Institutions

220

  1. Chinese Academy of Sciences

    Beijing, China

    7 h-index

    31 publications

    1.1K citations

  2. Georgia Institute of Technology

    Atlanta, United States

    6 h-index

    15 publications

    450 citations

  3. Peng Cheng Laboratory

    Shenzhen, China

    5 h-index

    9 publications

    324 citations

  4. National University of Singapore

    Singapore, Singapore

    4 h-index

    8 publications

    754 citations

  5. University of Toronto

    Toronto, Canada

    4 h-index

    8 publications

    890 citations

  6. Max Planck Institute for Informatics

    Saarbrücken, Germany

    4 h-index

    20 publications

    1.7K citations

  7. Google (United States)

    Mountain View, United States

    4 h-index

    7 publications

    2.7K citations

  8. Nanyang Technological University

    Singapore, Singapore

    4 h-index

    13 publications

    867 citations

1–8 of 220

Venues

  1. arXiv (Cornell University)

    Repository · 21 publications · 824 citations

    13

    h-index

  2. Proceedings of the AAAI Conference on Artificial Intelligence

    Conference · 4 publications · 220 citations

    4

    h-index

  3. IEEE Transactions on Image Processing

    4 publications · 177 citations

    4

    h-index

  4. International Journal of Computer Vision

    4 publications · 158 citations

    4

    h-index

  5. Pattern Recognition Letters

    3 publications · 170 citations

    3

    h-index

1–5