X-ray image denoising based on wavelet transform and median filter

被引:11
作者
Dong, Hanlei [1 ]
Zhao, Liguo [1 ]
Shu, Yunxing [1 ]
Xiong, Neal N. [2 ]
机构
[1] Luoyang Inst Sci & Technol, Dept Comp & Informat Engn, Luoyang, Peoples R China
[2] Northeastern State Univ, Dept Math & Comp Sci, Tahlequah, OK USA
关键词
image denoising; median filter; wavelet transforms; VIBRATION; DIAGNOSIS; DEFECTS;
D O I
10.2478/AMNS.2020.2.00062
中图分类号
O29 [应用数学];
学科分类号
070104 ;
摘要
This paper mainly proposed and researched based on wavelet transform, and then used the X-map denoising technique of value filter. In other words, the value image was filtered in the spatial domain, and the value filtering was used as the standard pulse (salt) noise, also used as in the wavelet domain. After the filtered image was decomposed by biorthogonal double wavelet transform, a wavelet coefficient matrix was generated, and a soft threshold quantisation process was performed on the wavelet coefficients to produce a new wavelet coefficient matrix. In the end, they used a new wavelet coefficient matrix for image reconstruction. The processing resulted that the denoising method proposed in this paper showed that the X image can be denoised, which not only reduced the X-picture-like noise but also preserved the X-picture-like details as much as possible. It also helped to enhance diagnostic accuracy and reduced the difference in reading.
引用
收藏
页码:435 / 442
页数:8
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