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State-of-the-art in retinal optical coherence tomography image analysis

机译:视网膜光学相干断层扫描图像分析的最新技术

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Optical coherence tomography (OCT) is an emerging imaging modality that has been widely used in the field of biomedical imaging. In the recent past, it has found uses as a diagnostic tool in dermatology, cardiology, and ophthalmology. In this paper we focus on its applications in the field of ophthalmology and retinal imaging. OCT is able to non-invasively produce cross-sectional volumetric images of the tissues which can be used for analysis of tissue structure and properties. Due to the underlying physics, OCT images suffer from a granular pattern, called speckle noise, which restricts the process of interpretation. This requires specialized noise reduction techniques to eliminate the noise while preserving image details. Another major step in OCT image analysis involves the use of segmentation techniques for distinguishing between different structures, especially in retinal OCT volumes. The outcome of this step is usually thickness maps of different retinal layers which are very useful in study of normal/diseased subjects. Lastly, movements of the tissue under imaging as well as the progression of disease in the tissue affect the quality and the proper interpretation of the acquired images which require the use of different image registration techniques. This paper reviews various techniques that are currently used to process raw image data into a form that can be clearly interpreted by clinicians.
机译:光学相干断层扫描(OCT)是一种新兴的成像方式,已广泛用于生物医学成像领域。在最近的过去,已经发现其在皮肤病学,心脏病学和眼科中用作诊断工具。在本文中,我们重点介绍其在眼科和视网膜成像领域的应用。 OCT能够非侵入性地产生组织的横截面体积图像,该图像可用于分析组织结构和特性。由于底层物理原理,OCT图像会遇到称为斑点噪声的颗粒状图案,从而限制了解释过程。这就需要专门的降噪技术来消除噪点,同时保留图像细节。 OCT图像分析的另一个主要步骤涉及使用分割技术来区分不同的结构,尤其是在视网膜OCT体积中。该步骤的结果通常是不同视网膜层的厚度图,这对于研究正常/患病的受试者非常有用。最后,正在成像的组织的运动以及组织中疾病的进展会影响所采集图像的质量和正确解释,这需要使用不同的图像配准技术。本文回顾了当前用于将原始图像数据处理为临床医生可以清楚理解的形式的各种技术。

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