Concepedia

Medical Image Classification

Medical Image Classification is a computational task in medical imaging that involves assigning diagnostic labels to medical images based on their visual features, distinguishing it from related tasks by its focus on categorical interpretation of anatomical or pathological conditions for clinical decision support.

3.5K

Publications

222.3K

Citations

13.3K

Authors

3.5K

Institutions

Publications per year

2017–2026

2.4K

Parents

Publications

3.5K

Development and Validation of a Deep Learning Algorithm for Detection of Diabetic Retinopathy in Retinal Fundus Photographs

Varun Gulshan, Lily Peng, Marc Coram et al. · JAMA · 2016 · 7.5K citations

, , +17

Deep Convolutional Neural Networks for Computer-Aided Detection: CNN Architectures, Dataset Characteristics and Transfer Learning

Hoo-Chang Shin, Holger R. Roth, Mingchen Gao et al. · IEEE Transactions on Medical Imaging · 2016 · 5.8K citations · Full text

, , +16

Identifying Medical Diagnoses and Treatable Diseases by Image-Based Deep Learning

Daniel Kermany, Michael H. Goldbaum, Wenjia Cai et al. · Cell · 2018 · 4.7K 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

Convolutional Neural Networks for Medical Image Analysis: Full Training or Fine Tuning?

Nima Tajbakhsh, J. Shin, Suryakanth Gurudu et al. · IEEE Transactions on Medical Imaging · 2016 · 3.2K citations · Full text

, , +15

1–5 of 3.5K

Authors

13.3K

  1. YZ
    Yudong Zhang

    University of Leicester, United Kingdom

    22 publications · 1.9K citations

    20

    h-index

  2. HM
    Henning Müller

    HES-SO University of Applied Sciences and Arts Western Switzerland, Switzerland

    20 publications · 795 citations

    18

    h-index

  3. SW
    Shuihua Wang‎

    University of Leicester, United Kingdom

    18 publications · 1.4K citations

    17

    h-index

  4. SA
    Sameer Antani

    United States National Library of Medicine, United States

    17 publications · 956 citations

    15

    h-index

  5. DF
    Dagan Feng

    The University of Sydney, Australia

    15 publications · 1.6K citations

    14

    h-index

1–5 of 13.3K

Institutions

3.5K

  1. Stanford University

    Stanford, United States

    27 h-index

    123 publications

    10.4K citations

  2. Shanghai Jiao Tong University

    Shanghai, China

    26 h-index

    106 publications

    14.3K citations

  3. Vellore Institute of Technology University

    Vellore, India

    22 h-index

    54 publications

    3.3K citations

  4. Chinese Academy of Sciences

    Beijing, China

    21 h-index

    51 publications

    2.1K citations

  5. Princess Nourah bint Abdulrahman University

    Riyadh, Saudi Arabia

    21 h-index

    44 publications

    2.8K citations

  6. Harvard University

    Cambridge, United States

    21 h-index

    78 publications

    11.3K citations

  7. Sun Yat-sen University

    Guangzhou, China

    21 h-index

    124 publications

    6.2K citations

  8. Prince Sattam Bin Abdulaziz University

    Al Kharj, Saudi Arabia

    19 h-index

    36 publications

    1.2K citations

1–8 of 3.5K

Venues

  1. IEEE Access

    111 publications · 9.6K citations

    46

    h-index

  2. IEEE Transactions on Medical Imaging

    48 publications · 14.3K citations

    37

    h-index

  3. arXiv (Cornell University)

    Repository · 96 publications · 6.5K citations

    35

    h-index

  4. Scientific Reports

    62 publications · 4.9K citations

    35

    h-index

  5. IEEE Journal of Biomedical and Health Informatics

    42 publications · 3.9K citations

    30

    h-index

1–5