Concepedia

Deep Learning-based Phenotyping

Deep Learning-Based Phenotyping is an imaging-based phenotyping approach that leverages deep neural networks to automatically extract and classify phenotypic traits from high-dimensional image data, distinguishing itself from conventional methods through its capacity for hierarchical feature learning and end-to-end model optimization.

349

Publications

20.2K

Citations

2.5K

Authors

1K

Institutions

Publications per year

2017–2026

332

Parents

Publications

349

Identifying facial phenotypes of genetic disorders using deep learning

Yaron Gurovich, Yair Hanani, Omri Bar et al. · Nature Medicine · 2018 · 732 citations

, , +16

An explainable deep machine vision framework for plant stress phenotyping

Sambuddha Ghosal, David Blystone, Asheesh K. Singh et al. · Proceedings of the National Academy of Sciences · 2018 · 544 citations · Full text

, , +17

DeepInsight: A methodology to transform a non-image data to an image for convolution neural network architecture

Alok Sharma, Edwin Vans, Daichi Shigemizu et al. · Scientific Reports · 2019 · 419 citations · Full text

, , +9

Risk Prediction with Electronic Health Records: A Deep Learning Approach

Yu Cheng, Fei Wang, Ping Zhang et al. · 2016 · 400 citations

, , +17

Deep machine learning provides state-of-the-art performance in image-based plant phenotyping

Michael P. Pound, Jonathan A. Atkinson, Alexandra J. Townsend et al. · GigaScience · 2017 · 376 citations · Full text

, , +9

1–5 of 349

Authors

2.5K

  1. IS
    Ian Stavness

    University of Saskatchewan, Canada

    6 publications · 729 citations

    7

    h-index

  2. TP
    Tony Pridmore

    University of Nottingham, United Kingdom

    6 publications · 661 citations

    6

    h-index

  3. MP
    Michael P. Pound

    University of Nottingham, United Kingdom

    5 publications · 715 citations

    6

    h-index

  4. MV
    Mario Valerio Giuffrida

    University of Edinburgh, United Kingdom

    5 publications · 311 citations

    5

    h-index

  5. SA
    Sotirios A. Tsaftaris

    University of Edinburgh, United Kingdom

    5 publications · 311 citations

    5

    h-index

1–5 of 2.5K

Institutions

1K

  1. Stanford University

    Stanford, United States

    13 h-index

    46 publications

    4.1K citations

  2. Harvard University

    Cambridge, United States

    12 h-index

    39 publications

    4.5K citations

  3. Massachusetts General Hospital

    Boston, United States

    11 h-index

    33 publications

    3.5K citations

  4. University of Oxford

    Oxford, United Kingdom

    11 h-index

    35 publications

    2.7K citations

  5. University of California, San Francisco

    San Francisco, United States

    11 h-index

    37 publications

    2.2K citations

  6. University of California, Los Angeles

    Los Angeles, United States

    9 h-index

    19 publications

    736 citations

  7. Johns Hopkins University

    Baltimore, United States

    9 h-index

    10 publications

    708 citations

  8. University of Nottingham

    Nottingham, United Kingdom

    8 h-index

    38 publications

    5.9K citations

1–8 of 1K

Venues

  1. Frontiers in Plant Science

    15 publications · 1.1K citations

    14

    h-index

  2. bioRxiv (Cold Spring Harbor Laboratory)

    Repository · 17 publications · 484 citations

    13

    h-index

  3. Nature Communications

    13 publications · 1.5K citations

    13

    h-index

  4. Scientific Reports

    10 publications · 833 citations

    11

    h-index

  5. Plant Phenomics

    9 publications · 371 citations

    9

    h-index

1–5