Concepedia

Deep Learning Breast Density Estimation

Deep Learning Breast Density Estimation is a computational methodology that employs deep neural networks to automatically quantify breast tissue density from medical imaging data, distinguishing itself from traditional radiologic and statistical approaches by leveraging hierarchical feature representations learned directly from large datasets.

31

Publications

2.1K

Citations

217

Authors

88

Institutions

Publications per year

2017–2026

30

Parents

Publications

31

Unsupervised Deep Learning Applied to Breast Density Segmentation and Mammographic Risk Scoring

Michiel Kallenberg, Kersten Petersen, Mads Nielsen et al. · IEEE Transactions on Medical Imaging · 2016 · 438 citations

, , +17

Mammographic Breast Density Assessment Using Deep Learning: Clinical Implementation

Constance D. Lehman, Adam Yala, Tal Schuster et al. · Radiology · 2018 · 289 citations

, , +17

A comprehensive survey of deep learning in the field of medical imaging and medical natural language processing: Challenges and research directions

Babita Pandey, Devendra Kumar Pandey, Brijendra Pratap Mishra et al. · Journal of King Saud University - Computer and Information Sciences · 2021 · 115 citations · Full text

, , +17

Automated mammographic breast density estimation using a fully convolutional network

Juhun Lee, Robert M. Nishikawa · Medical Physics · 2018 · 91 citations

, , +16

Fully Automated Breast Density Segmentation and Classification Using Deep Learning

Nasibeh Saffari, Hatem A. Rashwan, Mohamed Abdel‐Nasser et al. · Diagnostics · 2020 · 90 citations · Full text

, , +17

1–5 of 31

Authors

217

  1. CM
    Celine M. Vachon

    Mayo Clinic, United States

    2 publications · 508 citations

    2

    h-index

  2. BN
    Brian N. Dontchos

    Massachusetts General Hospital, United States

    2 publications · 330 citations

    2

    h-index

  3. AY
    Adam Yala

    Massachusetts General Hospital, United States

    2 publications · 330 citations

    2

    h-index

  4. CZ
    Chuan Zhou

    University of Michigan, United States

    2 publications · 76 citations

    2

    h-index

  5. JW
    Jun Wei

    University of Michigan, United States

    2 publications · 76 citations

    2

    h-index

1–5 of 217

Institutions

88

  1. Massachusetts General Hospital

    Boston, United States

    3 h-index

    17 publications

    2.5K citations

  2. University of Pittsburgh

    Pittsburgh, United States

    2 h-index

    6 publications

    418 citations

  3. Sun Yat-sen University

    Guangzhou, China

    2 h-index

    4 publications

    152 citations

  4. University of Michigan

    Ann Arbor, United States

    2 h-index

    13 publications

    515 citations

  5. Tzu Chi University

    Hualien City, Taiwan

    1 h-index

    3 publications

    60 citations

  6. University of Pittsburgh Medical Center

    Pittsburgh, United States

    1 h-index

    2 publications

    118 citations

  7. Liaoning Cancer Hospital & Institute

    Shenyang, China

    1 h-index

    1 publications

    59 citations

  8. University of Copenhagen

    Copenhagen, Denmark

    1 h-index

    5 publications

    2.2K citations

1–8 of 88

Venues

  1. Medical Physics

    3 publications · 131 citations

    3

    h-index

  2. Journal of Medical Imaging

    JMI · 2 publications · 110 citations

    2

    h-index

  3. 2

    h-index

  4. Computer Methods and Programs in Biomedicine

    2 publications · 115 citations

    2

    h-index

  5. Journal of Digital Imaging

    2 publications · 79 citations

    2

    h-index

1–5