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个人信息Personal Information
教授
博士生导师
硕士生导师
主要任职:Director of Institute of Systems Engineering
其他任职:大连市数据科学与知识管理重点实验室主任
性别:男
毕业院校:大连理工大学
学位:博士
所在单位:系统工程研究所
学科:管理科学与工程. 系统工程
办公地点:经济管理学院D337室
联系方式:0411-84708007
电子邮箱:dlutguo@dlut.edu.cn
MI-based robust image registration using a novel histogram estimation scheme
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论文类型:会议论文
发表时间:2008-05-16
收录刊物:EI
页面范围:2557-2560
摘要:Mutual information (MI) has developed into an accurate measure for rigid and affine mono- and multi-modality image registration. The robustness of the measure, however, is questionable. To improve its robustness, in the present paper, a novel joint histogram estimation scheme is proposed in the calculation of MI for image registration. The new estimation scheme updates the histogram continuously by using an exponential function. Experimental results show that, compared with the partial volume interpolation (PVI), the suggested histogram estimation scheme yields a better MI registration function. The MI registration measure derived from the proposed scheme significantly reduces the interpolation-induced artefacts, encounters less local maxima and improves the registration robustness. © 2008 IEEE.