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Iterative Adaptive Unsymmetric Trimmed Shock Filter for High-Density Salt-and-Pepper Noise Removal

机译:用于高密度盐和辣椒噪声的迭代自适应无需修剪减震滤波器

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摘要

In this paper, an iterative adaptive unsymmetric trimmed shock filter based on partial differential equations (PDE) is proposed to remove high-density salt-and-pepper noise by preserving the edge details in the images. This algorithm consists of two steps: identification of pixels affected by the salt-and-pepper noise and recovery of these noisy pixels using adaptive unsymmetric trimmed shock filter. Shock filter has been used in image processing literature for image restoration and enhancement task. However, its use was limited to unwanted noise removal, enhancement, despeckling, etc. In the proposed work, a modified form of shock filter termed as adaptive unsymmetric trimmed shock filter is designed to remove the salt-and-pepper noise. The proposed algorithm is tested with different test images. Three performance evaluation measures: PSNR, CR and MSSIM are used to validate the proposed scheme. The performance of the proposed algorithm claims better results than the other considered eight existing state-of-the-art techniques.
机译:在本文中,提出了一种基于部分微分方程(PDE)的迭代自适应非对称调整休克滤波器,通过保留图像中的边缘细节去除高密度盐和辣椒噪声。该算法包括两个步骤:使用自适应非对称调整冲击滤波器识别受盐和胡椒噪声影响的像素,并恢复这些噪声像素。震动过滤器已用于图像处理文献,用于图像恢复和增强任务。然而,它的使用限于在所提出的工作中的不需要的噪声去除,增强,射击等。被设计为自适应非对称调整冲击滤光器称为自适应非对称调整休克滤波器的改良形式的休克滤波器以除去盐和胡椒噪声。使用不同的测试图像测试所提出的算法。三种性能评估措施:PSNR,CR和MSSIM用于验证所提出的计划。所提出的算法的性能要求比其他八种现有的技术最先进的技术更好。

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