Deep Learning for the Diagnosis of Stage in Retinopathy of Prematurity: Accuracy and Generalizability across Populations and Cameras

Blindness and Vision Impairment

Automated Diagnosis of Plus Disease in Retinopathy of Prematurity Using Deep Convolutional Neural Networks

JAMA Ophthalmol.

Brown JM, Campbell JP, Beers A, hang K, Ostmo S, Chan RVP, Dy J, Erdogmus D, Ioannidis S, Kalpathy-Cramer J, Chiang MF, for the Imaging and Informatics in Retinopathy of Prematurity (i-ROP) Research Consortium

Accuracy and Reliability of Eye-Based vs Quadrant-Based Diagnosis of Plus Disease in Retinopathy of Prematurity

JAMA Ophthalmol.

Kim SJ, Campbell JP, Kalpathy-Cramer J, Ostmo S, Jonas KE, Choi D, Chan RVP, Chiang MF; Imaging and Informatics in Retinopathy of Prematurity (i-ROP) Research Consortium

doi: 10.1001/

COMMENTED

Retinal Diseases

Using a deep learning algorithm and integrated gradients explanation to assist grading for diabetic retinopathy

Ophthalmology.

Sayres R, Taly A, Rahimy E, Blumer K, Coz D, Hammel N, Krause J, Narayanaswamy A, Rastegar Z, Wu D, Xu S, Barb S, Joseph A, Shumski M, Smith J, Sood AB, Corrado GS, Peng L, Webster DR

doi: 10.1016/j.ophtha.

Diagnostic Accuracy of Ophthalmoscopy vs Telemedicine in Examinations for Retinopathy of Prematurity

JAMA Ophthalmol.

Biten H, Redd TK, Moleta C, Campbell JP, Ostmo S, Jonas K, Chan RVP, Chiang MF; Imaging & Informatics in Retinopathy of Prematurity (ROP) Research Consortium.

doi: 10.1001/jamaophthalmol.

Macular DiseasesRetinal Diseases

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

JAMA.

Gulshan V, Peng L, Coram M, Stumpe MC, Wu D, Narayanaswamy A, Venugopalan S, Widner K, Madams T, Cuadros J, Kim R, Raman R, Nelson PC, Mega JL, Webster DR

doi: 10.1001/jama.2016.17216.

Retinal Diseases

Deep Learning Fundus Image Analysis for Diabetic Retinopathy and Macular Edema Grading

Sci Rep.

Sahlsten J, Jaskari J, Kivinen J, Turunen L, Jaanio E, Hietala K, Kaski K

doi: 10.1038/s41598-019-47181-w.

RECOMMENDED

Retinal Diseases

Incidence and Early Course of Retinopathy of Prematurity: Secondary Analysis of the Postnatal Growth and Retinopathy of Prematurity (G-ROP) Study

JAMA Ophthalmol.

Quinn GE, Ying GS, Bell EF, Donohue PK, Morrison D, Tomlinson LA, Binenbaum G; G-ROP Study Group

doi: 10.1001/jamaophthalmol.

Macular Diseases

A Deep Learning Algorithm for Prediction of Age-Related Eye Disease Study Severity Scale for Age-Related Macular Degeneration from Color Fundus Photography

Ophthalmology.

Grassmann F, Mengelkamp J, Brandl C, Harsch S, Zimmermann ME, Linkohr B, Peters A, Heid IM, Palm C, Weber BHF

doi: 10.1016/j.ophtha.2018.02.037.

COMMENTED

Retinal Diseases

Clinically applicable deep learning for diagnosis and referral in retinal disease

Nat Med.

De Fauw J, Ledsam JR, Romera-Paredes B, Nikolov S, Tomasev N, Blackwell S, Askham H, Glorot X, O'Donoghue B, Visentin D, van den Driessche G, Lakshminarayanan B, Meyer C, Mackinder F, Bouton S, Ayoub K, Chopra R, King D, Karthikesalingam A, Hughes CO, Raine R, Hughes J, Sim DA, Egan C, Tufail A, Montgomery H, Hassabis D, Rees G, Back T, Khaw PT, Suleyman M1, Cornebise J, Keane PA, Ronneberger O

doi: 10.1038/s41591-018-0107-6.

Related content

Automated Diagnosis of Plus Disease in Retinopathy of Prematurity Using Deep Convolutional Neural Networks

Accuracy and Reliability of Eye-Based vs Quadrant-Based Diagnosis of Plus Disease in Retinopathy of Prematurity

Using a deep learning algorithm and integrated gradients explanation to assist grading for diabetic retinopathy

Diagnostic Accuracy of Ophthalmoscopy vs Telemedicine in Examinations for Retinopathy of Prematurity

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

Deep Learning Fundus Image Analysis for Diabetic Retinopathy and Macular Edema Grading

Incidence and Early Course of Retinopathy of Prematurity: Secondary Analysis of the Postnatal Growth and Retinopathy of Prematurity (G-ROP) Study

A Deep Learning Algorithm for Prediction of Age-Related Eye Disease Study Severity Scale for Age-Related Macular Degeneration from Color Fundus Photography

Clinically applicable deep learning for diagnosis and referral in retinal disease