用于去除椒盐脉冲噪声的选择性开关中值滤波器

K. Nallaperumal, J. Varghese, S. Saudia, R. Selvakumar, K. Krishnaveni, S. S. Vinsley
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引用次数: 37

摘要

提出了一种新的基于中值的滤波算法,用于去除数字图像中的脉冲噪声。分析了排名最高的中值滤波器、渐进切换中值滤波器、PSMF和基于秩序的自适应中值滤波器RAMF的局限性,该滤波器在脉冲检测和脉冲校正两个不同的阶段有效地消除了数字图像的脉冲损坏。检测阶段通过空间秩排序方法将损坏的像素识别为标志图像,校正阶段通过考虑相邻特征以更合适的秩排序值修改在标志图像中识别的损坏像素。该滤波器的性能优于大多数其他脉冲滤波器,特别是在计算方面和客观上,排名最高的RAMF和PSMF。该滤波技术在较高的噪声水平下对损坏的图像产生较少的斑块效果,在较低的噪声水平下具有良好的保真度,结果更吸引人
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Selective switching median filter for the removal of salt & pepper impulse noise
In this paper, a new median based filtering algorithm is presented for the removal of impulse noise from digital images. A good analysis of the limitations of the top ranking median filters, the progressive switching median filter, PSMF and the rank-order based adaptive median filter, RAMF is made and are overcome very effectively by the proposed filter which cleans the impulse corruptions of a digital image in two distinct phases of impulse detection and impulse correction. The detection phase identifies the corrupted pixels into a flag image by a spatial rank ordered approach and the correction phase modifies the corrupted pixels identified in the flag image by a more suitable rank ordered value by considering the neighboring features. The filter shows better performance than most other impulse filters, and in particular, that of the top ranking RAMF and PSMF in terms of computational aspect and objectively. The filtering technique gives good results with less patchy effects from images corrupted at higher noise levels and the results are more appealing with good fidelity at lower noise levels
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