A New Adaptive Image Denoising Method

被引:1
|
作者
Biswas M. [1 ]
Om H. [2 ]
机构
[1] Department of Computer Engineering, National Institute of Technology Kurukshetra, Kurukshetra, Haryana
[2] Department of Computer Science and Engineering, Indian School of Mines, Dhanbad, Jharkhand
来源
Biswas, Mantosh (mantoshb@gmail.com) | 1600年 / Springer卷 / 97期
关键词
Coefficient; Image denoising; Peak signal-to-noise ratio (PSNR); Similarity structure index matrix (SSIM); Thresholding method;
D O I
10.1007/s40031-014-0167-z
中图分类号
学科分类号
摘要
In this paper, a new adaptive image denoising method is proposed that follows the soft-thresholding technique. In our method, a new threshold function is also proposed, which is determined by taking the various combinations of noise level, noise-free signal variance, subband size, and decomposition level. It is simple and adaptive as it depends on the data-driven parameters estimation in each subband. The state-of-the-art denoising methods viz. VisuShrink, SureShrink, BayesShrink, WIDNTF and IDTVWT are not able to modify the coefficients in an efficient manner to provide the good quality of image. Our method removes the noise from the noisy image significantly and provides better visual quality of an image. © 2014, The Institution of Engineers (India).
引用
收藏
页码:1 / 10
页数:9
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