文章摘要
金闳奇,简川霞,赵荣丽.基于梯度与归一化互信息的印刷图像配准[J].包装工程,2018,39(9):182-189.
JIN Hong-qi,JIAN Chuan-xia,ZHAO Rong-li.Printing Image Registration Based on Gradient and Normalized Mutual Information[J].Packaging Engineering,2018,39(9):182-189.
基于梯度与归一化互信息的印刷图像配准
Printing Image Registration Based on Gradient and Normalized Mutual Information
投稿时间:2017-06-28  修订日期:2018-05-10
DOI:10.19554/j.cnki.1001-3563.2018.09.032
中文关键词: 归一化互信息  边缘梯度  Powell算法  图像配准
英文关键词: normalized mutual information  edge gradient  Powell algorithm  image registration
基金项目:国家自然科学基金(51605101);广东省数控一代机械产品创新应用示范工程专项资金(2013B011301023);广东工业大学青年基金重点项目(17QNZD001)
作者单位
金闳奇 广东工业大学广州 510006 
简川霞 广东工业大学广州 510006 
赵荣丽 1.广东工业大学广州 5100062.广东省创新方法与决策管理系统重点实验室广州 510006 
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中文摘要:
      目的 为了提高印刷图像配准的精度。方法 提出一种基于梯度和归一化互信息的印刷图像配准方法。首先获取图像的归一化互信息,同时使用边缘检测算子获取图像边缘梯度的模值和方向角,然后根据边缘梯度信息和归一化互信息构造新的测度函数,以新的测度函数为目标函数,用Powell优化算法获取用于配准的最优参数。结果 通过将文中提出的方法和基于归一化互信息的图像配准方法分别用于印刷图像配准,得到的统计实验结果表明,对于100项随机配准参数,新方法得出的配准误差波动幅度更小,配准精度更高。结论 文中所提方法在准确性上优于基于归一化互信息的图像配准方法。
英文摘要:
      The work aims to improve the accuracy of printing image registration (IR). A printing image registration method based on gradient and normalized mutual information (NMI) was proposed. The NMI was firstly obtained, and the modulus and direction angle of the image edge gradient were obtained with the edge detection operator. Then, a new measure function was designed based on the edge gradient information and NMI. The Powell was used to optimize the algorithm to obtain the best parameters for registration with the new measure function as the objective function. The proposed method and the NMI-based image registration method were respectively used for printing IR. The results obtained from the statistical experiments showed that, the new method had smaller fluctuation range of registration errors and higher registration accuracy regarding 100 random registration parameters. The proposed method is superior to the NMI-based image registration method in terms of accuracy.
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