Automatic Screening of the Eyes in a Deep-Learning–Based Ensemble Model Using Actual Eye Checkup Optical Coherence Tomography Images

Automatic Screening of the Eyes in a Deep-Learning–Based Ensemble Model Using Actual Eye Checkup Optical Coherence Tomography Images

Eye checkups have become increasingly important to maintain good vision and quality of life. As the population requiring eye checkups increases, so does the clinical work burden of clinicians. An automatic screening algorithm to reduce the clinicians’ workload is necessary. Machine learning (ML) has...

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Bibliographic Details
Main Authors: Masakazu Hirota, Shinji Ueno, Taiga Inooka, Yasuki Ito, Hideo Takeyama, Yuji Inoue, Emiko Watanabe, Atsushi Mizota
Format: Article
Language:English
Published: MDPI AG 2022-07-01
Series:Applied Sciences
Subjects:
optical coherence tomography
retina
deep learning
convolutional neural network
random forests
eye checkup
Online Access:https://www.mdpi.com/2076-3417/12/14/6872

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https://www.mdpi.com/2076-3417/12/14/6872

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