A deep-learning classifier identifies patients with clinical heart failure using whole-slide images of H&E tissue

Dermatologist-level classification of skin cancer with deep neural networks

(2017) Andre Esteva et al.   NATURE

Image Data Resource: a bioimage data integration and publication platform

(2017) Eleanor Williams et al.   NATURE METHODS

Accurate and reproducible invasive breast cancer detection in whole-slide images: A Deep Learning approach for quantifying tumor extent

(2017) Angel Cruz-Roa et al.   Scientific Reports

Emerging Themes in Image Informatics and Molecular Analysis for Digital Pathology

(2016) Rohit Bhargava et al.   Annual Review of Biomedical Engineering

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

Image analysis and machine learning in digital pathology: Challenges and opportunities

(2016) Anant Madabhushi et al.   MEDICAL IMAGE ANALYSIS

Predicting non-small cell lung cancer prognosis by fully automated microscopic pathology image features

(2016) Kun-Hsing Yu et al.   Nature Communications

Deep learning as a tool for increased accuracy and efficiency of histopathological diagnosis

(2016) Geert Litjens et al.   Scientific Reports

Automated Tubule Nuclei Quantification and Correlation with Oncotype DX risk categories in ER+ Breast Cancer Whole Slide Images

(2016) David Romo-Bucheli et al.   Scientific Reports

Heart Disease and Stroke Statistics—2016 Update

(2015) Dariush Mozaffarian et al.   CIRCULATION

Deep learning

(2015) Yann LeCun et al.   NATURE

Deep learning in neural networks: An overview

(2015) Jürgen Schmidhuber   NEURAL NETWORKS

The Global Health and Economic Burden of Hospitalizations for Heart Failure

(2014) Andrew P. Ambrosy et al.   JOURNAL OF THE AMERICAN COLLEGE OF CARDIOLOGY

High Resolution Systematic Digital Histological Quantification of Cardiac Fibrosis and Adipose Tissue in Phospholamban p.Arg14del Mutation Associated Cardiomyopathy

(2014) Johannes M. I. H. Gho et al.   PLoS One

Co-Occurring Gland Angularity in Localized Subgraphs: Predicting Biochemical Recurrence in Intermediate-Risk Prostate Cancer Patients

(2014) George Lee et al.   PLoS One

A Quantitative Histomorphometric Classifier (QuHbIC) Identifies Aggressive Versus Indolent p16-Positive Oropharyngeal Squamous Cell Carcinoma

(2013) James S. Lewis et al.   AMERICAN JOURNAL OF SURGICAL PATHOLOGY

Representation Learning: A Review and New Perspectives

(2013) Y. Bengio et al.   IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE

Digital Imaging in Pathology: Whole-Slide Imaging and Beyond

(2011) Farzad Ghaznavi et al.   Annual Review of Pathology-Mechanisms of Disease

Computer-aided prognosis: Predicting patient and disease outcome via quantitative fusion of multi-scale, multi-modal data

(2011) Anant Madabhushi et al.   COMPUTERIZED MEDICAL IMAGING AND GRAPHICS

A web-based pilot study of inter-pathologist reproducibility using the ISHLT 2004 working formulation for biopsy diagnosis of cardiac allograft rejection: The European experience

(2011) Annalisa Angelini et al.   JOURNAL OF HEART AND LUNG TRANSPLANTATION

ConsensusClusterPlus: a class discovery tool with confidence assessments and item tracking

(2010) Matthew D. Wilkerson et al.   BIOINFORMATICS

A Boosted Bayesian Multiresolution Classifier for Prostate Cancer Detection From Digitized Needle Biopsies

(2010) S. Doyle et al.   IEEE TRANSACTIONS ON BIOMEDICAL ENGINEERING

2009 Focused Update Incorporated Into the ACC/AHA 2005 Guidelines for the Diagnosis and Management of Heart Failure in Adults

(2009) et al.   CIRCULATION

WND-CHARM: Multi-purpose image classification using compound image transforms

(2008) Nikita Orlov et al.   PATTERN RECOGNITION LETTERS