Automatic segmentation of PPA in retinal images

Hanxiang Li, Jieliang Kang, Yunlong Feng, Jie Xu, Huiqi Li*

*此作品的通讯作者

科研成果: 书/报告/会议事项章节会议稿件同行评审

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摘要

Parapapillary atrophy (PPA) is a crescent atrophic abnormality adjacent to optic disc (OD), which lies in retinal pigment epithelium, photoreceptor and laminae choriocapillaris. Clinically, PPA is an indicator for clinical or computer aided diagnosis of pathologies of eyes, such as myopia and glaucoma. In this paper, an algorithm is proposed in order to automatically segment PPA from retinal images. Firstly, evenly-oriented radial line segments were used to detect the candidate boundary points of OD and augmented-OD (A-OD, which indicates the region that combines PPA and OD). Then, to obtain smooth, non-discrete boundaries of A-OD and OD, those points are fitted to ellipses by the least square method. Finally, the boundary of PPA is obtained after finding the non-overlapping part of these two boundaries. The algorithm needs the coordinate of the center of OD and its approximate radius as inputs, with assurance that input retinal image contains PPA. Experimental results based on 100 retinal images tested show that the average F-score of this algorithm reaches 0.67.

源语言英语
主期刊名Proceedings of the 13th IEEE Conference on Industrial Electronics and Applications, ICIEA 2018
出版商Institute of Electrical and Electronics Engineers Inc.
1791-1796
页数6
ISBN(电子版)9781538637579
DOI
出版状态已出版 - 26 6月 2018
活动13th IEEE Conference on Industrial Electronics and Applications, ICIEA 2018 - Wuhan, 中国
期限: 31 5月 20182 6月 2018

出版系列

姓名Proceedings of the 13th IEEE Conference on Industrial Electronics and Applications, ICIEA 2018

会议

会议13th IEEE Conference on Industrial Electronics and Applications, ICIEA 2018
国家/地区中国
Wuhan
时期31/05/182/06/18

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引用此

Li, H., Kang, J., Feng, Y., Xu, J., & Li, H. (2018). Automatic segmentation of PPA in retinal images. 在 Proceedings of the 13th IEEE Conference on Industrial Electronics and Applications, ICIEA 2018 (页码 1791-1796). (Proceedings of the 13th IEEE Conference on Industrial Electronics and Applications, ICIEA 2018). Institute of Electrical and Electronics Engineers Inc.. https://doi.org/10.1109/ICIEA.2018.8397999