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MRI brain image enhancement using brightness preserving adaptive fuzzy histogram equalization

机译:使用亮度保持自适应模糊直方图均衡的MRI脑图像增强

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In this article, fuzzy logic based adaptive histogram equalization (AHE) is proposed to enhance the contrast of MRI brain image. Medical image plays an important role in monitoring patient's health condition and giving an effective diagnostic. Mostly, medical images suffer from different problems such as poor contrast and noise. So it is necessary to enhance the contrast and to remove the noise in order to improve the quality of a various medical images such as CT, X-ray, MRI, and MAMOGRAM images. Fuzzy logic is a useful tool for handling the ambiguity or uncertainty. Brightness Preserving Adaptive Fuzzy Histogram Equalization technique is proposed to improve the contrast of MRI brain images by preserving brightness. Proposed method comprises of two stages. First, fuzzy logic is applied to an input image and then it's output is given to AHE technique. This process not only preserves the mean brightness and but also improves the contrast of an image. A huge number of highly MRI brain images are taken in the proposed method. Performance of the proposed method is compared with existing methods using the parameters namely entropy, feature similarity index, and contrast improvement index and the experimental results show that the proposed method overwhelms the previous existing methods.
机译:在本文中,提出了基于模糊逻辑的自适应直方图均衡(AHE)来增强MRI脑图像的对比度。医学图像在监视患者的健康状况并提供有效的诊断方面起着重要作用。通常,医学图像遭受诸如对比度差和噪声差之类的不同问题。因此,有必要增强对比度并消除噪声,以提高各种医学图像(如CT,X射线,MRI和MAMOGRAM图像)的质量。模糊逻辑是处理歧义或不确定性的有用工具。提出了一种保持亮度的自适应模糊直方图均衡技术,通过保持亮度来改善MRI脑图像的对比度。提出的方法包括两个阶段。首先,将模糊逻辑应用于输入图像,然后将其输出提供给AHE技术。该过程不仅保留了平均亮度,而且还改善了图像的对比度。在提出的方法中获取了大量的高度MRI脑图像。利用熵,特征相似度指标和对比度改善指标等参数,将该方法的性能与现有方法进行了比较,实验结果表明,该方法优于现有方法。

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