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Semi-automated identification of cones in the human retina using circle Hough transform

机译:使用圆霍夫变换半自动识别人视网膜中的视锥细胞

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摘要

A large number of human retinal diseases are characterized by a progressive loss of cones, the photoreceptors critical for visual acuity and color perception. Adaptive Optics (AO) imaging presents a potential method to study these cells in vivo. However, AO imaging in ophthalmology is a relatively new phenomenon and quantitative analysis of these images remains difficult and tedious using manual methods. This paper illustrates a novel semi-automated quantitative technique enabling registration of AO images to macular landmarks, cone counting and its radius quantification at specified distances from the foveal center. The new cone counting approach employs the circle Hough transform (cHT) and is compared to automated counting methods, as well as arbitrated manual cone identification. We explore the impact of varying the circle detection parameter on the validity of cHT cone counting and discuss the potential role of using this algorithm in detecting both cones and rods separately.
机译:大量人类视网膜疾病的特征是视锥进行性丧失,视锥对视敏度和色彩感知至关重要。自适应光学(AO)成像提供了一种在体内研究这些细胞的潜在方法。但是,眼科的AO成像是一个相对较新的现象,使用手动方法对这些图像进行定量分析仍然困难而乏味。本文阐述了一种新颖的半自动定量技术,该技术能够将AO图像配准到黄斑界标,视锥细胞计数及其在距中心凹中心指定距离处的半径定量。这种新的圆锥计数方法采用圆霍夫变换(cHT),并与自动计数方法以及仲裁的手动圆锥识别进行了比较。我们探讨了改变圆检测参数对cHT圆锥计数有效性的影响,并讨论了使用该算法分别检测圆锥和棒的潜在作用。

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