Automated Macular Health Screening via Deep Learning: AI for Macular Health - Softcover

Anil Kumar, Dr Neelapala

 
9786209044632: Automated Macular Health Screening via Deep Learning: AI for Macular Health
Softcover
ISBN 10: 6209044638 ISBN 13: 9786209044632
Publisher: LAP Lambert Academic Publishing, 2025

Synopsis

This book details the development of a deep learning model to automate the detection of diabetic maculopathy (DM), a leading cause of vision loss. Traditionally, diagnosing DM from retinal images is a time-consuming manual process. Using a MobileNet model trained on the Asia Pacific Tele-Ophthalmology Society (APTOS) dataset from Kaggle, the system can classify fundus images into different stages of DM severity. The significant step toward using AI for the automated diagnosis of diabetic eye diseases, with focus on testing the model in real-world clinical settings and adding explainability to its predictions to increase trust and understanding. This advancement highlights the growing role of deep learning in improving healthcare outcomes for diabetic patients.

"synopsis" may belong to another edition of this title.

Publisher
LAP Lambert Academic Publishing
Publication date
2025
Language
English
ISBN 10 
6209044638
ISBN 13 
9786209044632
Binding
Paperback
Number of pages
76