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A comprehensive review of denoising techniques for abdominal CT images

机译:腹部CT图像去噪技术的全面综述

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摘要

Computed Tomography (CT) is one of the effective imaging modality in medical sciences that assist in diagnosing various pathologies inside the human body. Despite considerable advancement in acquisition speed, signal to noise ratio and image resolution of computed tomography imaging technology, CT images are still affected by noise and artifacts. A tradeoff between the amount of noise reduced and conservation of genuine image details has to be made in such a way that it enhances the clinically relevant image content. Therefore, noise reduction in medical images is an important and challenging task, as it helps to improve the performance of other image processing procedures such as segmentation or classification to perform better diagnosis by clinicians. Different techniques have been suggested in the literature on denoising of CT images, and each technique has its own presumptions, benefits, and drawbacks. To the best of our knowledge, no survey paper was found in the literature that compares the performance of various denoising techniques for CT images. This study aims to compare the capabilities of several notable and contemporary denoising techniques in the presence of different types of noise present in abdominal CT images. This comparative analysis helps to determine the most suitable denoising technique for practitioners and researchers that can be used in real life scenarios. Furthermore, the advantages and disadvantages of considered denoising methods have also been discussed along with some recommendations for further research in this area.
机译:计算机断层扫描(CT)是医学中有效的成像方式之一,可帮助诊断人体内部的各种病理。尽管计算机断层扫描成像技术在采集速度,信噪比和图像分辨率方面取得了长足的进步,但CT图像仍然受到噪声和伪影的影响。必须在降低的噪声量与保留真实图像细节之间进行权衡,以增强临床相关图像内容。因此,减少医学图像中的噪声是一项重要且具有挑战性的任务,因为它有助于提高其他图像处理过程(例如分割或分类)的性能,以更好地由临床医生进行诊断。关于CT图像的去噪的文献中已经提出了不同的技术,并且每种技术都有其自己的假设,优点和缺点。据我们所知,没有文献能比较各种降噪技术对CT图像的性能。这项研究的目的是在腹部CT图像中存在不同类型的噪声的情况下,比较几种著名的和现代的降噪技术的功能。这项比较分析有助于确定可用于现实生活中的从业人员和研究人员最合适的降噪技术。此外,还讨论了考虑的去噪方法的优缺点,以及一些在该领域进一步研究的建议。

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