A novel decision-based adaptive feedback median filter for high density impulse noise suppression

被引:0
作者
Mausumi Kamarujjaman
Susanta Maitra
机构
[1] Government College of Engineering and Ceramic Technology,Department of Information Technology
[2] Indian Institute of Engineering Science and Technology,Department of Computer Science and Technology
来源
Multimedia Tools and Applications | 2021年 / 80卷
关键词
Decision based median filter; Image denoising; Impulse noise; Peak signal-to-noise ratio; Salt and pepper;
D O I
暂无
中图分类号
学科分类号
摘要
The qualitative performances of the digital image processing methods are degraded due to the presence of impulse noise. The conventional median filter and its advanced versions somehow manage to remove the noise from image but cannot preserve the image details. In this paper, a novel decision based adaptive feedback median filter is proposed to suppress the high density noise and preserve the details of the image. The proposed method detects the corrupted or noisy pixels by analyzing the neighbours in a decisive manner, which is a challenging task for the different types of images and noise. It predicts a local threshold by analyzing the neighbours to decide the adaptive nature of the feedback median filter. The feedback mechanism is adapted to enhance the qualitative results. Various types of images and noise densities have been used to evaluate the performance of the proposed method. The qualitative and quantitative performances have been measured in terms of Peak Signal-to-Noise Ratio, Image Enhancement Factor and Structural Similarity Index. The experimental results show that the qualitative and quantitative performances are superior over existing methods and the computational time is comparable as well.
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页码:299 / 321
页数:22
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