Relay learning: a physically secure framework for clinical multi-site deep learning

Pan-mediastinal neoplasm diagnosis via nationwide federated learning: a multicentre cohort study

(2023) Ruijie Tang et al.   Lancet Digital Health

AI in health and medicine

(2022) Pranav Rajpurkar et al.   NATURE MEDICINE

AI-based pathology predicts origins for cancers of unknown primary

(2021) Ming Y. Lu et al.   NATURE

Artificial intelligence–enabled electrocardiograms for identification of patients with low ejection fraction: a pragmatic, randomized clinical trial

(2021) Xiaoxi Yao et al.   NATURE MEDICINE

Swarm Learning for decentralized and confidential clinical machine learning

(2021) Stefanie Warnat-Herresthal et al.   NATURE

Remove obstacles to sharing health data with researchers outside of the European Union

(2021) Heidi Beate Bentzen et al.   NATURE MEDICINE

Automatic detection of 39 fundus diseases and conditions in retinal photographs using deep neural networks

(2021) Ling-Ping Cen et al.   Nature Communications

A clinical deep learning framework for continually learning from cardiac signals across diseases, time, modalities, and institutions

(2021) Dani Kiyasseh et al.   Nature Communications

Deep-learning models for the detection and incidence prediction of chronic kidney disease and type 2 diabetes from retinal fundus images

(2021) Kang Zhang et al.   Nature Biomedical Engineering

Dynamic memory to alleviate catastrophic forgetting in continual learning with medical imaging

(2021) Matthias Perkonigg et al.   Nature Communications

Brain-inspired replay for continual learning with artificial neural networks

(2020) Gido M. van de Ven et al.   Nature Communications

DoFE: Domain-Oriented Feature Embedding for Generalizable Fundus Image Segmentation on Unseen Datasets

(2020) Shujun Wang et al.   IEEE TRANSACTIONS ON MEDICAL IMAGING

Privacy-Protective-GAN for Privacy Preserving Face De-Identification

(2019) Yifan Wu et al.   JOURNAL OF COMPUTER SCIENCE AND TECHNOLOGY

End-to-end lung cancer screening with three-dimensional deep learning on low-dose chest computed tomography

(2019) Diego Ardila et al.   NATURE MEDICINE

Clinical-grade computational pathology using weakly supervised deep learning on whole slide images

(2019) Gabriele Campanella et al.   NATURE MEDICINE

REFUGE Challenge: A unified framework for evaluating automated methods for glaucoma assessment from fundus photographs

(2019) José Ignacio Orlando et al.   MEDICAL IMAGE ANALYSIS

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

(2018) Sasank Chilamkurthy et al.   LANCET

Privacy in the age of medical big data

(2018) W. Nicholson Price et al.   NATURE MEDICINE

Learning without Forgetting

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