一种基于边缘感知双边滤波器的图像去噪方法

A. Kaur, Harbinder Singh, D. Arora
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引用次数: 1

摘要

大多数图像去噪算法的工作是最大限度地减少噪声,同时也尽量保持锐利的边缘。本文介绍了一种新的双边滤波器形式,通过引入基于核的边缘检测算法来改进图像去噪。该方法采用预先概念化的双边滤波和罗伯特边缘检测核。与其他滤波方法相比,新方法对椒盐类噪声的抑制效果略好。实验结果表明,该方法的性能可与标准双边滤波器相媲美。此外,所提出的方法的性能评估是用文献中已经存在的最先进的质量矩阵进行评估的。
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An efficient approach for image denoising based on edge-aware bilateral filter
Most of the image denoising algorithms work to reduce maximum amount of noise and also try to preserve sharp edges. This paper introduces a new form of bilateral filter, improving image denoising by introducing kernel based on edge detection algorithm. The proposed method applies pre conceptualized bilateral filtering along with Robert edge detection kernel. Influence of salt and pepper type of noise is reduced by the new approach slightly better than other filtering methods. Results of the experiment gave a practical explanation that performance of the proposed method is competitive with the standard bilateral filter. Further the performance evaluation of proposed method is evaluated with state of art quality matrices already present in the literature.
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