Denoising High Density Impulse Noise using Duo-Median Filter for Mammogram Images

Vikramathithan A C, Sourabh V Bhat, S. R.
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引用次数: 2

Abstract

Mammogram plays a vital role on cancer detection in the breast. Computerized processing enhances readability of digital mammogram. Impulse noise is one of the major noise which affects mammogram. Duo-median filter is anticipated to removes high density impulse noise. The projected filter checks for impulse noise and replace the pixel value by median of 2x2 neighboring pixel value. Results of proposed algorithm are compared with median filter, adaptive median filter and super mean filter using various parameters such as peak signal to noise ratio and structural similarities for general image and mammogram. The proposed Duo-median shows significantly better result with AMF and SUMF for higher noise percentage.
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基于双中值滤波的高密度脉冲噪声去噪方法
乳房x光检查在乳腺肿瘤检测中起着至关重要的作用。计算机处理提高数字乳房x光片的可读性。脉冲噪声是影响乳房x光检查的主要噪声之一。双中值滤波器有望去除高密度脉冲噪声。投影滤波器检查脉冲噪声,并用2x2相邻像素值的中值替换像素值。利用峰值信噪比、结构相似度等参数对普通图像和乳房x光片进行了峰值信噪比、自适应中值滤波和超均值滤波的比较。所提出的双中值方法在AMF和SUMF下具有较高的噪声率,效果明显较好。
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