基于质量的混合维纳滤波图像恢复算法的设计与分析

Smit Trambadia, Paresh M. Dholakia
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引用次数: 17

摘要

提出了一种基于质量的混合算法的自适应维纳滤波器设计方法。该方法采用基于梯度平滑的维纳滤波器和采用自适应双边滤波器的中值滤波器来保持边缘,采用自适应引导滤波器来减少阶梯效应和梯度反转。使用该方法,可以在不增加噪声、环形伪影和光晕效应的情况下,从退化图像中获得清晰的图像。实验结果表明,与传统方法相比,该方法提高了图像质量,提供了图像压缩,并改善了PSNR(峰值信噪比),MSE(均方误差)和SSIM(结构相似指数测量)等参数。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Design and analysis of an image restoration using wiener filter with a quality based hybrid algorithms
An adaptive wiener filter design method is presented using quality based hybrid algorithms. The proposed method restore degraded image using Wiener filter with Gradient based smoothing and Median filter with an adaption of Bilateral filter for edge preserving and Guided filter for reducing staircase effect and gradient reversal. Using this method, clear images are obtained from degraded images without increasing noise, ringing artifacts and halo effect. Experimental results show that the proposed method improves image quality, provide image compression, and improvement in parameters like PSNR (Peak Signal to Noise Ratio), MSE (Mean Square Error) and SSIM (Structure Similarity Index Measurement) as compared to conventional method.
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