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基于中值滤波改进的辐射图像降噪算法

王俊霖 桂海峰 李兴隆 刘阳 吴建华

同位素2024,Vol.37Issue(4):363-371,9.
同位素2024,Vol.37Issue(4):363-371,9.DOI:10.7538/tws.2024.youxian.013

基于中值滤波改进的辐射图像降噪算法

Improved Radiation Image Denoising Algorithm Based on Median Filtering

王俊霖 1桂海峰 1李兴隆 1刘阳 1吴建华1

作者信息

  • 1. 中国原子能科学研究院,北京 102413
  • 折叠

摘要

Abstract

In order to solve the problem of image denoising in irradiation fields such as nuclear waste disposal hot cells,this study made corresponding improvements to the algorithm based on the idea of median filtering for radiation noise points,and finally proposed an algorithm suitable for image denoising in strong irradiation fields.The algorithm process is divided into three steps:noise recognition,noise processing and detail protection.Noise recognition starts from visual perception.If the pixel value is higher than its surrounding value and reaches the set threshold,it is marked as suspicious.By setting the maximum area threshold of radiation noise,the area larger than the threshold is excluded.The idea of median filtering is used to deal with noise,and the size of filtering window is adjusted adaptively.The protection of detail borrows from the idea of image fusion.Compared with other noise reduction algorithms,the results show that the proposed algorithm is accurate in the identification of radiated noise points,has obvious noise reduction effect,and protects the details of the picture to the greatest extent.The algorithm demonstrates good robustness under radiation environments with different dose rates,and still achieves effective denoising even under a strong irradiation field of 100 Gy/h.This can provide technical support for intelligent applications in nuclear waste disposal.

关键词

强辐照场/辐射噪点/噪点识别/图像降噪/中值滤波

Key words

intense irradiation field/radiation noise/noise recognition/image denoising/median filtering

分类

能源科技

引用本文复制引用

王俊霖,桂海峰,李兴隆,刘阳,吴建华..基于中值滤波改进的辐射图像降噪算法[J].同位素,2024,37(4):363-371,9.

基金项目

中核集团集中研发项目(22122) (22122)

同位素

OACSTPCD

1000-7512

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