卷积神经网络在眼底图像语义分割中的应用

Q3 Engineering Informacijos Mokslai Pub Date : 2019-10-28 DOI:10.15388/im.2019.85.20
Ričardas Toliušis, O. Kurasova, J. Bernatavičienė
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引用次数: 0

摘要

本文综述了眼底分析和用于区分血管、光盘的语义分割算法中存在的问题。各种疾病,如青光眼、高血压、糖尿病视网膜病变、黄斑变性等,都可以通过血管和光盘的变化和异常来诊断。对于语义分割,卷积神经网络,尤其是U-Net架构,非常适合。最近,已经开发了许多U-Net修改,以提供优异的性能结果。
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Semantic Segmentation of Eye Fundus Images Using Convolutional Neural Networks
The article reviews the problems of eye bottom fundus analysis and semantic segmentation algorithms used to distinguish eye vessels, optical disk. Various diseases, such as glaucoma, hypertension, diabetic retinopathy, macular degeneration, etc., can be diagnosed by changes and anomalies of vesssels and optical disk. For semantic segmentation convolutional neural networks, especially U-Net architecture, are well suited. Recently a number of U-Net modifications have been developed that deliver excellent performance results.
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来源期刊
Informacijos Mokslai
Informacijos Mokslai Engineering-Media Technology
CiteScore
0.20
自引率
0.00%
发文量
0
审稿时长
12 weeks
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