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A New Approach of Hybrid Switching Median Filter for Very Low Level Impulse Noise Reduction in Digital Images

机译:混合开关中值滤波器的一种新方法,用于降低数字图像中的极低水平脉冲噪声

摘要

Most of the image processing applications are greatly affected by the quality of images. Unfortunately, noise often contaminates images; yielding degradation of the quality of images. In order to overcome this flaw, a new filtering technique called the adroit hybrid switching median (AHSM) filter is presented in this work. The proposed filter is the integration of rank-ordered filtering and directional correlation-dependent filtering concepts. At first, the proposed algorithm will use a rank order based on the impulse detector to classify any potential noise pixels. Subsequently, the detected noise pixels are replaced by the estimated median value in the filtering stage. As a complement, a directional correlation-dependent filtering concept is adopted in the last iteration to clear the remainder noise pixels which are not attained in the previous filtering stage. This method is able to minimise the effects of random-valued impulse noise without degrading the details of the images. Both quantitative and qualitative analyses favor the proposed AHSM method, which consistently outperforms the conventional filtering techniques. Furthermore, the relatively easy-to-implement algorithm suggests the AHSM filter’s applicability in electronic imaging products.
机译:大多数图像处理应用程序受图像质量的影响很大。不幸的是,噪音经常污染图像。导致图像质量下降。为了克服这个缺陷,在这项工作中提出了一种新的滤波技术,称为熟练混合开关中值(AHSM)滤波器。所提出的滤波器是秩排序滤波和方向相关依赖滤波概念的集成。首先,所提出的算法将基于脉冲检测器使用等级排序来对任何潜在的噪声像素进行分类。随后,在滤波阶段,将检测到的噪声像素替换为估计的中值。作为补充,在最后一次迭代中采用了方向相关的依赖滤波概念,以清除在先前的滤波阶段未达到的其余噪声像素。该方法能够使随机值脉冲噪声的影响最小化,而不会降低图像的细节。定性和定量分析均偏爱拟议的AHSM方法,该方法始终优于常规过滤技术。此外,相对易于实现的算法表明AHSM滤波器在电子成像产品中的适用性。

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