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基于局部相位张量的前节光学相干断层扫描图像自动虹膜分割:适用于存在可遮挡角度的情况

Automated Iris Segmentation from Anterior Segment OCT Images with Occludable Angles via Local Phase Tensor.

作者信息

Shang Qiaoling, Zhao Yitian, Chen Zhili, Hao Huaying, Li Fei, Zhang Xiulan, Liu Jiang

出版信息

Annu Int Conf IEEE Eng Med Biol Soc. 2019 Jul;2019:4745-4749. doi: 10.1109/EMBC.2019.8857336.

Abstract

Morphological changes in the iris are one of the major causes of angle-closure glaucoma, and an anteriorly-bowed iris may be further associated with greater risk of disease progression from primary angle-closure suspect (PACS) to chronic primary angle-closure glaucoma (CPCAG). In consequence, the automated detection of abnormalities in the iris region is of great importance in the management of glaucoma. In this paper, we present a new method for the extraction of the iris region by using a local phase tensor-based curvilinear structure enhancement method, and apply it to anterior segment optical coherence tomography (AS-OCT) imagery in the presence of occludable iridocorneal angle. The proposed method is evaluated across a dataset of 200 anterior chamber angle (ACA) images, and the experimental results show that the proposed method outperforms existing state-of-the-art method in applicability, effectiveness, and accuracy.

摘要

虹膜形态变化是闭角型青光眼的主要病因之一,而虹膜前凸可能进一步增加疾病从原发性房角关闭疑似病例(PACS)进展为慢性原发性闭角型青光眼(CPCAG)的风险。因此,虹膜区域异常的自动检测在青光眼管理中具有重要意义。在本文中,我们提出了一种基于局部相位张量的曲线结构增强方法来提取虹膜区域,并将其应用于存在可闭房角的眼前节光学相干断层扫描(AS-OCT)图像。该方法在200张前房角(ACA)图像数据集上进行了评估,实验结果表明,该方法在适用性、有效性和准确性方面优于现有的最先进方法。

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