Identification of retinal cells in in-vivo high resolution images

P. Rangel-Fonseca, A. Gómez-Vieyra, D. Malacara-hernández, Julio C. Estrada-Rico, Geovanni Hernandez-Gomez
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Abstract

Recent advances in the acquisition of in-vivo high resolution retinal images through the use of Adaptive Optics (AO) have allowed the identification of cellular structures such as cones and rods, in and out of the fovea, in such a way that their histological characteristics can be studied in-vivo and later compared to data obtained post-mortem. In this work, an algorithm is proposed for the detection of photoreceptors; it consists of two stages: Early Cell Detection (ECD), to detect all candidate cells, and Refinement of Cell Detection (RCD), to reduce over-detection of photoreceptors. The algorithm has been tested using synthetic and real images, the latter acquired with an Adaptive Optics Scanning Light Ophthalmoscope (AOSLO). The proposed algorithm was compared against the one developed by Li and Roorda, and both algorithms were tested on synthetic and real images, yielding similar algorithm performance on both kinds of images when they had only cones; however, the algorithm developed by Li and Roorda, when applied to real images having cones and rods, identifies photoreceptors in vascular tissue, in addition to showing low rod detection.
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视网膜细胞在体内高分辨率图像中的识别
通过使用自适应光学(AO)获取体内高分辨率视网膜图像的最新进展,已经允许识别中央凹内外的细胞结构,如锥体和杆状体,这样就可以在体内研究它们的组织学特征,然后与死后获得的数据进行比较。在这项工作中,提出了一种检测光感受器的算法;它包括两个阶段:早期细胞检测(ECD),用于检测所有候选细胞,以及细胞检测的细化(RCD),以减少光感受器的过度检测。该算法已在合成图像和真实图像上进行了测试,后者是由自适应光学扫描光检眼镜(AOSLO)获得的。将提出的算法与Li和Roorda开发的算法进行了比较,并在合成图像和真实图像上进行了测试,当两种图像只有锥体时,算法性能相似;然而,Li和Roorda开发的算法,当应用于具有锥体和杆状体的真实图像时,除了显示低杆状体检测外,还能识别维管组织中的光感受器。
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