Deep Learning-Based Detection of Early Renal Function Impairment Using Retinal Fundus Images: Model Development and Validation.

Eugene Yu-Chuan Kang Yi-Ting Hsieh Chien-Hung Li Yi-Jin Huang Chang Fu Kuo Je-Ho Kang Kuan-Jen Chen Chi-Chun Lai Wei-Chi Wu Yih-Shiou Hwang

Published in: JMIR medical informatics (2020)

The deep learning model in this study enables the detection of early renal function impairment using retinal fundus images. The model was more accurate for patients with elevated serum HbA1c levels.

Keyphrases

deep learning
diabetic retinopathy
optical coherence tomography
convolutional neural network
artificial intelligence
machine learning
optic nerve
loop mediated isothermal amplification
sensitive detection