MIDL 2021

 
International Conference on
Medical Imaging with Deep Learning
5. bis 7. Juli 2021

Synthesis of annotated pathological retinal OCT data with pathology-induced deformations

TitleSynthesis of annotated pathological retinal OCT data with pathology-induced deformations
Publication TypeConference Paper
Year of Publication2022
AuthorsUzunova H., Basso L., Ehrhardt J., Handels H.
Conference NameProc. SPIE 12033, Medical Imaging 2022: Computer-Aided Diagnosis
Volume12033
Date Published04/2022
PublisherSPIE
Conference LocationSan Diego, United States
Abstract

In this work, a generative adversarial network (GAN)-based pipeline for the generation of realistic retinal optical coherence tomography (OCT) images with available pathological structures and ground truth anatomical and pathological annotations is established. The emphasis of the proposed image generation approach lies especially on the simulation of the pathology-induced deformations of the retinal layers around a pathological structure. Our experiments demonstrate the realistic appearance of the images as well as their applicability for the training of neural networks.

DOI10.1117/12.2611126
Created at April 22, 2022 - 10:41am.

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