同位素2024,Vol.37Issue(2) :153-163.DOI:10.7538/tws.2024.37.02.0153

自适应新小波阈值函数中子图像去噪方法

Neutron Image Denoising Method Based on Adaptive New Wavelet Threshold Function

逯兆虎 贾少雷 李广豪 景士伟
同位素2024,Vol.37Issue(2) :153-163.DOI:10.7538/tws.2024.37.02.0153

自适应新小波阈值函数中子图像去噪方法

Neutron Image Denoising Method Based on Adaptive New Wavelet Threshold Function

逯兆虎 1贾少雷 1李广豪 1景士伟2
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作者信息

  • 1. 东北师范大学物理学院,长春 130024
  • 2. 东北师范大学物理学院,长春 130024;四川省智能警务重点实验室,泸州 646000
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摘要

中子射线照相技术是一种重要的无损检测技术,但在中子成像过程中会受到一些噪声因素的干扰,导致图像质量降低,不利于后期研究.本研究提出一种基于粒子群优化算法(particle swarm optimization,PSO)的新小波阈值函数去噪方法来降低噪声对中子图像的影响.其基本思想是将PSO算法与小波阈值函数去噪相结合.通过PSO算法寻找适合当前图像去噪的最优调节因子.Matlab软件实验的结果表明,新方法在去除高斯噪声、泊松噪声较其他四种对比方法可以明显提高噪声图像的峰值信噪比(PSNR)和降低噪声图像的均方误差(MSE),有效提高中子图像的质量.

Abstract

Neutron radiography is an important nondestructive testing technique in the industrial field.In the process of neutron imaging,it is affected by ray interference,neutron scattering,statistical fluctuation of neutron fluence rate and electronic noise generated by electronic equipment,which will lead to the degradation of image quality.To solve this problem,this paper proposes a new wavelet threshold function denoising method based on particle swarm optimization(PSO)algorithm to reduce the influence of noise on the neutron image.The basic idea of this method is to combine PSO algorithm with the improved wavelet threshold function denoising.The new wavelet threshold function overcomes the problems of discontinuity in the traditional hard threshold function and fixed deviation in the wavelet coefficient of the traditional soft threshold function,and has the adjustment factor,which can combine the advantages of the traditional soft and hard threshold functions.PSO algorithm is used to find the optimal adjustment factor for image denoising.In addition,the new wavelet threshold function is continuous and smooth at the threshold,avoiding excessive strangulation of wavelet coefficients.The results of Matlab software experiments show that the new method can significantly improve the Peak Signal-to-Noise Ratio(PSNR)and reduce the Mean Square Error(MSE)of noisy images compared with the other four methods in removing Gaussian noise and Poisson noise.Therefore,the new method can retain more image details and effectively improve the quality of neutron images.

关键词

小波阈值函数/粒子群优化算法/中子图像/图像去噪

Key words

wavelet threshold function/particle swarm optimization algorithm/neutron image/image denoising

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基金项目

吉林省科技发展计划(20190303101SF)

四川省高等学校重点实验室刑事侦查刑事科学技术实验室(四川警察学院)项目(2018YB04)

出版年

2024
同位素
中国核学会同位素分会

同位素

CSTPCD
影响因子:0.405
ISSN:1000-7512
参考文献量40
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