Concepedia

Self-supervised Phenotype Learning

Self-Supervised Phenotype Learning is a computational framework within multimodal phenotyping that leverages unlabeled multimodal data to automatically discover and learn phenotypic representations by exploiting intrinsic data structures and cross-modal consistencies, without relying on predefined labels.

11

Publications

627

Citations

93

Authors

40

Institutions

Publications per year

2017–2026

11

Parents

Publications

11

Accurate prediction of molecular properties and drug targets using a self-supervised image representation learning framework

Xiangxiang Zeng, Hongxin Xiang, Linhui Yu et al. · Nature Machine Intelligence · 2022 · 268 citations · Full text

, , +17

Self-supervised attention-based deep learning for pan-cancer mutation prediction from histopathology

Oliver Lester Saldanha, Chiara Maria Lavinia Loeffler, Jan Niehues et al. · npj Precision Oncology · 2023 · 82 citations · Full text

, , +15

Mapping the landscape of histomorphological cancer phenotypes using self-supervised learning on unannotated pathology slides

Adalberto Claudio Quiros, Nicolas Coudray, Anna Yeaton et al. · Nature Communications · 2024 · 59 citations · Full text

, , +17

Self-Supervised Feature Learning and Phenotyping for Assessing Age-Related Macular Degeneration Using Retinal Fundus Images

Baladitya Yellapragada, Sascha Hornauer, Kiersten Snyder et al. · Ophthalmology Retina · 2021 · 52 citations · Full text

, , +17

Self-Supervised Vision Transformers Learn Visual Concepts in Histopathology

Richard J. Chen, Rahul G. Krishnan · arXiv (Cornell University) · 2022 · 43 citations · Full text

, , +17

1–5 of 11

Authors

93

  1. SR
    Siddhi Ramesh

    University of Chicago, United States

    2 publications · 92 citations

    2

    h-index

  2. AT
    Alexander T. Pearson

    University of Chicago, United States

    2 publications · 92 citations

    2

    h-index

  3. CM
    Chiara Maria Lavinia Loeffler

    Heidelberg University, Germany

    2 publications · 92 citations

    2

    h-index

  4. OL
    Oliver Lester Saldanha

    Heidelberg University, Germany

    2 publications · 92 citations

    2

    h-index

  5. JN
    Jan Niehues

    University of Zurich, Switzerland

    2 publications · 92 citations

    2

    h-index

1–5 of 93

Institutions

40

  1. University Hospital Heidelberg

    Heidelberg, Germany

    2 h-index

    2 publications

    92 citations

  2. Heidelberg University

    Heidelberg, Germany

    2 h-index

    2 publications

    92 citations

  3. Heinrich Heine University Düsseldorf

    Düsseldorf, Germany

    2 h-index

    2 publications

    92 citations

  4. Technische Universität Dresden

    Dresden, Germany

    2 h-index

    2 publications

    92 citations

  5. Düsseldorf University Hospital

    Düsseldorf, Germany

    2 h-index

    2 publications

    92 citations

  6. University Hospital Carl Gustav Carus

    Dresden, Germany

    2 h-index

    16 publications

    736 citations

  7. RWTH Aachen University

    Aachen, Germany

    2 h-index

    16 publications

    736 citations

  8. University of Chicago

    Chicago, United States

    2 h-index

    4 publications

    184 citations

1–8 of 40

Venues

  1. arXiv (Cornell University)

    Repository · 2 publications · 59 citations

    2

    h-index

  2. bioRxiv (Cold Spring Harbor Laboratory)

    Repository · 2 publications · 36 citations

    2

    h-index

  3. IEEE Transactions on Medical Imaging

    1 publications · 41 citations

    1

    h-index

  4. Nature Machine Intelligence

    1 publications · 268 citations

    1

    h-index

  5. Nature Communications

    1 publications · 59 citations

    1

    h-index

1–5