Performance of Deep Learning Architectures and Transfer Learning for Detecting Glaucomatous Optic Neuropathy in Fundus Photographs

Identifying Medical Diagnoses and Treatable Diseases by Image-Based Deep Learning

(2018) Daniel S. Kermany et al.   CELL

Efficacy of a Deep Learning System for Detecting Glaucomatous Optic Neuropathy Based on Color Fundus Photographs

(2018) Zhixi Li et al.   OPHTHALMOLOGY

Long-Term Recurrent Convolutional Networks for Visual Recognition and Description

(2017) Jeff Donahue et al.   IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE

A survey on deep learning in medical image analysis

(2017) Geert Litjens et al.   MEDICAL IMAGE ANALYSIS

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

Automated Detection of Glaucoma From Topographic Features of the Optic Nerve Head in Color Fundus Photographs

(2016) Lipi Chakrabarty et al.   JOURNAL OF GLAUCOMA

Detecting Preperimetric Glaucoma with Standard Automated Perimetry Using a Deep Learning Classifier

(2016) Ryo Asaoka et al.   OPHTHALMOLOGY

PRROC: computing and visualizing precision-recall and receiver operating characteristic curves in R

(2015) Jan Grau et al.   BIOINFORMATICS

ImageNet Large Scale Visual Recognition Challenge

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

Deep learning

(2015) Yann LeCun et al.   NATURE

Prevalence, Risk Factors, and Visual Features of Undiagnosed Glaucoma

(2015) Jacqueline Chua et al.   JAMA Ophthalmology

Learning From Data: Recognizing Glaucomatous Defect Patterns and Detecting Progression From Visual Field Measurements

(2014) Siamak Yousefi et al.   IEEE TRANSACTIONS ON BIOMEDICAL ENGINEERING

Global Prevalence of Glaucoma and Projections of Glaucoma Burden through 2040

(2014) Yih-Chung Tham et al.   OPHTHALMOLOGY

A review of unsupervised feature learning and deep learning for time-series modeling

(2014) Martin Längkvist et al.   PATTERN RECOGNITION LETTERS

pROC: an open-source package for R and S+ to analyze and compare ROC curves

(2011) Xavier Robin et al.   BMC BIOINFORMATICS

African Descent and Glaucoma Evaluation Study (ADAGES)

(2010) Lyne Racette   ARCHIVES OF OPHTHALMOLOGY

The African Descent and Glaucoma Evaluation Study (ADAGES)

(2009) Pamela A. Sample   ARCHIVES OF OPHTHALMOLOGY

Agreement Among Glaucoma Specialists in Assessing Progressive Disc Changes From Photographs in Open-Angle Glaucoma Patients

(2008) Henry D. Jampel et al.   AMERICAN JOURNAL OF OPHTHALMOLOGY

Supporting user-oriented analysis for multi-view domain-specific visual languages

(2008) Esther Guerra et al.   INFORMATION AND SOFTWARE TECHNOLOGY