首页 | 官方网站   微博 | 高级检索  
     

X射线图像三维重建的自标定优化算法
引用本文:张伯麟,刘荣海,郑欣,杨迎春,陈磊,万书亭.X射线图像三维重建的自标定优化算法[J].计算机工程与科学,2019,41(8):1474-1481.
作者姓名:张伯麟  刘荣海  郑欣  杨迎春  陈磊  万书亭
作者单位:(1.华北电力大学能源动力与机械工程学院,河北 保定 071003;2.云南电网有限责任公司电力科学研究院,云南 昆明 650000)
摘    要:根据X射线图像成像特点,提出一种适用于X射线图像三维重建的自标定算法。首先基于SIFT算法得到相邻2幅X射线图像对应轮廓特征匹配关系;然后根据匹配关系计算得到基础矩阵;接着根据基础矩阵估计X射线无损检测设备内参数初值;最后基于改进Kruppa方程优化内参数,得到X射线图像三维重建自标定内参数。根据优化前后的内参数建立的电力金具三维模型,从形状和关键尺寸误差2方面进行对比,结果表明优化后的内参数具有较高的精度和可靠性。

关 键 词:自标定优化算法  X射线图像  内参数  SIFT  三维重建       
收稿时间:2018-08-28
修稿时间:2019-08-25

An self-calibration optimization algorithm for 3D reconstruction of X-ray images
ZHANG Bo-lin,LIU Rong-hai,ZHENG Xin,YANG Ying-chun,CHEN Lei,WAN Shu-ting.An self-calibration optimization algorithm for 3D reconstruction of X-ray images[J].Computer Engineering & Science,2019,41(8):1474-1481.
Authors:ZHANG Bo-lin  LIU Rong-hai  ZHENG Xin  YANG Ying-chun  CHEN Lei  WAN Shu-ting
Affiliation: (1.School of Energy,Power and Mechanical Engineering,North China Electric Power University,Baoding 071003; 2.Electricity Science Research Institute of Yunnan Power Grid Company Limited,Kunming 650000,China)  
Abstract:According to the imaging characteristics of X-ray images, we propose a self-calibration method for 3D reconstruction of X-ray images. Firstly, the matching relationship of profiles between two adjacent X-ray images is obtained by using the SIFT algorithm. Then, the fundamental matrix is achieved by calculation according to the matching relationship. Thirdly, the initial values of the intrinsic parameters of the X-ray non-destructive testing equipment are estimated by using the fundamental matrix. Finally, the intrinsic parameters are optimized based on the improved Kruppa equation, and the intrinsic self-calibration parameters of the 3D reconstruction of the X-ray image are obtained. According to the intrinsic parameters before and after optimization, the 3D models are established. Comparative experiments are carried out from two aspects: shape and key dimension error, which proves that the optimized intrinsic parameters have higher precision and reliability.
Keywords:self-calibration   optimization algorithm  X-ray image  intrinsic parameter  SIFT  3D reconstruction  
点击此处可从《计算机工程与科学》浏览原始摘要信息
点击此处可从《计算机工程与科学》下载全文
设为首页 | 免责声明 | 关于勤云 | 加入收藏

Copyright©北京勤云科技发展有限公司    京ICP备09084417号-23

京公网安备 11010802026262号