Using Combinational System of Machine Learning and Deep Learning to Detect Age-related Macular Degeneration
Journal
Proceedings - 2022 IEEE International Conference on Consumer Electronics - Taiwan, ICCE-Taiwan 2022
ISBN
9781665470506
Date Issued
2022-01-01
Author(s)
Ji, Jie Yi
You, Hong Yu
Wei, Hsu Ting
Liu, Yu Heng
Lin, Cheng Hung
Lu, Cheng Kai
Huang, Tzu Lun
Abstract
In this paper, a combinational system of machine learning (ML) and deep learning (DL) is proposed an age-related macular degeneration (AMD) detection. Achieving the low-complex advantage of the ML and combining it with the high accuracy of DL, the proposed MD-Flow archives a low data transmission. Using the 2-stage detection of MD-Flow, the accuracy is raised from 92.5% to 99.12% with 57.4% transmitted volumes.
Type
conference paper