Federated learning improves site performance in multicenter deep learning without data sharing

Automated deep-learning system for Gleason grading of prostate cancer using biopsies: a diagnostic study

(2020) Wouter Bulten et al.   LANCET ONCOLOGY

International evaluation of an AI system for breast cancer screening

(2020) Scott Mayer McKinney et al.   NATURE

Generalizing Deep Learning for Medical Image Segmentation to Unseen Domains via Deep Stacked Transformation

(2020) Ling Zhang et al.   IEEE TRANSACTIONS ON MEDICAL IMAGING

Federated learning in medicine: facilitating multi-institutional collaborations without sharing patient data

(2020) Micah J. Sheller et al.   Scientific Reports

Distributed deep learning networks among institutions for medical imaging

(2018) Ken Chang et al.   JOURNAL OF THE AMERICAN MEDICAL INFORMATICS ASSOCIATION

Skin lesion classification with ensembles of deep convolutional neural networks

(2018) Balazs Harangi   JOURNAL OF BIOMEDICAL INFORMATICS

Clinically applicable deep learning for diagnosis and referral in retinal disease

(2018) Jeffrey De Fauw et al.   NATURE MEDICINE

Classification and mutation prediction from non–small cell lung cancer histopathology images using deep learning

(2018) Nicolas Coudray et al.   NATURE MEDICINE

Deep learning algorithms for detection of critical findings in head CT scans: a retrospective study

(2018) Sasank Chilamkurthy et al.   LANCET

Deep learning and artificial intelligence in radiology: Current applications and future directions

(2018) Koichiro Yasaka et al.   PLOS MEDICINE

Automatic Skin Lesion Segmentation Using Deep Fully Convolutional Networks With Jaccard Distance

(2017) Yading Yuan et al.   IEEE TRANSACTIONS ON MEDICAL IMAGING

Learning without Forgetting

(2017) Zhizhong Li et al.   IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE

Diagnostic Assessment of Deep Learning Algorithms for Detection of Lymph Node Metastases in Women With Breast Cancer

(2017) Babak Ehteshami Bejnordi et al.   JAMA-JOURNAL OF THE AMERICAN MEDICAL ASSOCIATION

Deep image mining for diabetic retinopathy screening

(2017) Gwenolé Quellec et al.   MEDICAL IMAGE ANALYSIS

Dermatologist-level classification of skin cancer with deep neural networks

(2017) Andre Esteva et al.   NATURE

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

(2016) Varun Gulshan et al.   JAMA-JOURNAL OF THE AMERICAN MEDICAL ASSOCIATION

ImageNet Large Scale Visual Recognition Challenge

(2015) Olga Russakovsky et al.   INTERNATIONAL JOURNAL OF COMPUTER VISION

Medical Image File Formats

(2013) Michele Larobina et al.   JOURNAL OF DIGITAL IMAGING