Comparing Various Filtering Techniques for Reducing Noise in MRI

Sneha Tiruwa, R. Yadav
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引用次数: 4

Abstract

To form high quality of human brain images the Magnetic Resonance Imaging plays a vital role in the medical imaging. MRI is used for the detection of brain, prostrate cancers etc. for the structural visualization, functions of tissues and other organs in the body. MRI basic principal over whom it works is NMR and specifically the field gradient NMR. Different noises for example salt and pepper noise, speckle noise, Gaussian noise, is prone to suffer from the MRI diagnosis images. Therefore acquiring accurate brain images is a very complicated task. Algorithms for image processing are implemented to capture MRI data and for its de-noising.MRI images for de-noising various techniques have been presented also each method have its own assumption, merits and demerits. The performance evaluation of these techniques is considered based on the parameters like PSNR and MSE.
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MRI中各种降噪滤波技术的比较
为了形成高质量的人脑图像,磁共振成像在医学成像中起着至关重要的作用。MRI用于脑癌、前列腺癌等的检测,用于身体组织和其他器官的结构可视化、功能。核磁共振成像的基本原理是核磁共振,特别是场梯度核磁共振。不同的噪声,如椒盐噪声、斑点噪声、高斯噪声等,是MRI诊断图像中容易出现的噪声。因此,获取准确的脑图像是一项非常复杂的任务。实现了图像处理算法来捕获MRI数据及其去噪。MRI图像去噪的方法有很多,每一种方法都有自己的假设和优缺点。基于PSNR和MSE等参数对这些技术进行性能评价。
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