Concepedia

Weakly Supervised Image Classification

Weakly Supervised Image Classification is an image classification paradigm that, unlike fully supervised approaches requiring precise pixel-level or instance-level annotations, relies on coarse-grained or incomplete supervision—such as image-level labels—to train models capable of recognizing or localizing objects within images.

375

Publications

49.7K

Citations

1.4K

Authors

466

Institutions

Publications per year

2017–2026

313

Parents

Publications

375

Deep Inside Convolutional Networks: Visualising Image Classification\n Models and Saliency Maps

Karen Simonyan, Andrea Vedaldi, Andrew Zisserman · arXiv (Cornell University) · 2013 · 4.9K citations · Full text

, , +17

CutMix: Regularization Strategy to Train Strong Classifiers With Localizable Features

Sangdoo Yun, Dongyoon Han, Sanghyuk Chun et al. · 2019 · 4.7K citations

, , +16

Caltech-UCSD Birds-200-2011 Dataset

Catherine Wah · CaltechAUTHORS (California Institute of Technology) · 2024 · 3.9K citations · Full text

, , +16

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

Clinical-grade computational pathology using weakly supervised deep learning on whole slide images

Gabriele Campanella, Matthew G. Hanna, Luke Geneslaw et al. · Nature Medicine · 2019 · 2.6K citations · Full text

, , +16

1–5 of 375

Authors

1.4K

  1. YW
    Yunchao Wei

    Beijing Jiaotong University, China

    8 publications · 2.1K citations

    9

    h-index

  2. QY
    Qixiang Ye

    University of Chinese Academy of Sciences, China

    7 publications · 1.1K citations

    7

    h-index

  3. XW
    Xinggang Wang

    Huazhong University of Science and Technology, China

    5 publications · 565 citations

    6

    h-index

  4. AV
    Andrea Vedaldi

    University of Oxford, United Kingdom

    6 publications · 6K citations

    6

    h-index

  5. HL
    Haojie Li

    Dalian University of Technology, China

    6 publications · 320 citations

    6

    h-index

1–5 of 1.4K

Institutions

466

  1. University of Chinese Academy of Sciences

    Beijing, China

    15 h-index

    52 publications

    6.1K citations

  2. Chinese Academy of Sciences

    Beijing, China

    14 h-index

    46 publications

    1.7K citations

  3. University of Oxford

    Oxford, United Kingdom

    11 h-index

    21 publications

    20K citations

  4. Tencent (China)

    Shenzhen, China

    11 h-index

    17 publications

    1.1K citations

  5. National University of Singapore

    Singapore, Singapore

    10 h-index

    16 publications

    2.6K citations

  6. University of Technology Sydney

    Sydney, Australia

    10 h-index

    14 publications

    1.9K citations

  7. Sun Yat-sen University

    Guangzhou, China

    10 h-index

    29 publications

    2.7K citations

  8. Nanyang Technological University

    Singapore, Singapore

    9 h-index

    18 publications

    1.6K citations

1–8 of 466

Venues

  1. arXiv (Cornell University)

    Repository · 43 publications · 8.1K citations

    23

    h-index

  2. IEEE Transactions on Pattern Analysis and Machine Intelligence

    TPAMI · 13 publications · 2.3K citations

    13

    h-index

  3. IEEE Transactions on Medical Imaging

    11 publications · 552 citations

    11

    h-index

  4. Neurocomputing

    9 publications · 292 citations

    9

    h-index

  5. IEEE Transactions on Image Processing

    9 publications · 1.7K citations

    9

    h-index

1–5