基于加权最小二乘滤波和引导滤波的铸件DR图像融合  被引量:17

Casting DR image fusion based on weighted least squares filter and guided filter

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作  者:羊肇俊 曾理[1,2] Yang Zhaojun;Zeng Li(College of Mathematics and Statistics,Chongqing University,Chongqing 401331,China;Engineering Research Center of Industrial Computed Tomography Nondestructive Testing of the Education Ministry of China,Chongqing University,Chongqing 400044,China)

机构地区:[1]重庆大学数学与统计学院,重庆401331 [2]重庆大学工业CT无损检测教育部工程研究中心,重庆400044

出  处:《仪器仪表学报》2021年第6期211-220,共10页Chinese Journal of Scientific Instrument

基  金:国家自然科学基金(61771003)项目资助。

摘  要:为了让两张不同灰度窗宽和窗位的铸件X射线DR图像包含的缺陷呈现在一张图像中,发展了一种基于加权最小二乘滤波和引导滤波(guided filter)的铸件X射线DR图像融合方法。选择其中一张图像作为底层图像,另一张作为细节图像。使用两种具有边缘保护性质的滤波提取细节图中包含的缺陷信息。对底层图像作加权最小二乘滤波作为框架,再用底层图像和框架做差,分离出底层图像本身包含的缺陷信息。利用引导滤波把这两类缺陷信息加权求和。最后用框架承接加权求和后的结果后得到融合后的图像。实验结果表明获得的融合结果能够显示来自不同灰度窗宽和窗位的两张DR图像的共5个缺陷或3张铸件DR图像的共7个缺陷。本文方法可应用于铸件射线无损检测。In order to present the defects contained in two casting X ray DR images with different grayscale window widths and window levels in one image,develops a kind of casting X-ray DR image fusion method based on weighted least squares filter and guided filter.One of the images is selected as the base image and the other image is selected as the detail image.The aforementioned two filters with edge-preserving property are utilized to extract the defect information contained in the detail image.The weighted least squares filter is applied to the base image and the output is taken as the frame,then the defects contained in the base image are separated by subtracting the frame from the base image.The guiding filter is used to sum the two types of defect information with weights.Finally,the frame is used to carry the results of the weighted summation to get the fused image.Experiment results show that the obtained fused result can display 5 defects of two casting DR images with different grayscale window widths and window levels or 7 defects of three casting DR images with different grayscale window widths and window levels.The method presented in this paper can be applied to the radiographic nondestructive testing of castings.

关 键 词:缺陷检测 图像融合 铸件 X射线 DR图像 保边缘滤波 

分 类 号:TH744[机械工程—光学工程]

 

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