Federated Learning for Microvasculature Segmentation and Diabetic Retinopathy Classification of OCT Data
Purpose: To evaluate the performance of a federated learning framework for deep neural network-based retinal microvasculature segmentation and referable diabetic retinopathy (RDR) classification using OCT and OCT angiography (OCTA). Design: Retrospective analysis of clinical OCT and OCTA scans of co...
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Auteurs principaux: | Julian Lo, MASc, Timothy T. Yu, BASc, Da Ma, PhD, Pengxiao Zang, MEng, Julia P. Owen, PhD, Qinqin Zhang, PhD, Ruikang K. Wang, PhD, Mirza Faisal Beg, PhD, Aaron Y. Lee, MD, MSc, Yali Jia, PhD, Marinko V. Sarunic, PhD, MBA |
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Format: | article |
Langue: | EN |
Publié: |
Elsevier
2021
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Sujets: | |
Accès en ligne: | https://doaj.org/article/303b9dd4d0f94ee3a1e8c6c74867b0df |
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