Development of a generative deep learning model to improve epiretinal membrane detection in fundus photography.

Joon Yul ChoiIk Hee RyuJin Kuk KimIn Sik LeeTae Keun Yoo

Published in: BMC medical informatics and decision making (2024)

We proposed an ERM detection model by synthesizing realistic CFP images with the pathological features of ERM through generative deep learning. We believe that our deep learning framework will help achieve a more accurate detection of ERM in a limited data setting.

Keyphrases

deep learning
convolutional neural network
artificial intelligence
loop mediated isothermal amplification
label free
real time pcr
machine learning
big data
optical coherence tomography
data analysis