个人信息Personal Information
教授级高工
硕士生导师
主要任职:控制科学与工程学院副院长
其他任职:大连理工大学电工电子国家级实验教学示范中心主任,大连理工大学电工电子国家级虚拟仿真实验教学中心主任
性别:男
毕业院校:德国卡尔斯普厄科技大学
学位:硕士
所在单位:控制科学与工程学院
学科:检测技术与自动化装置
办公地点:理工北门海山楼B1607
联系方式:QQ:1944765955
电子邮箱:wkaiyu@dlut.edu.cn
Research on non rigid registration algorithm of DCE-MRI based on mutual information and optical flow
点击次数:
论文类型:会议论文
发表时间:2015-04-09
收录刊物:EI、CPCI-S、Scopus
卷号:9631
关键字:Medical image registration; Mutual information registration; Optical flow registration; Breast DCE-MRI
摘要:Image matching plays a very important role in the field of medical image, while the two image registration methods based on the mutual information and the optical flow are very effective. The experimental results show that the two methods have their prominent advantages. The method based on mutual information is good for the overall displacement, while the method based on optical flow is very sensitive to small deformation. In the breast DCE-MRI images studied in this paper, there is not only overall deformation caused by the patient, but also non rigid small deformation caused by respiratory deformation. In view of the above situation, the single-image registration algorithms cannot meet the actual needs of complex situations. After a comprehensive analysis to the advantages and disadvantages of these two methods, this paper proposes a registration algorithm of combining mutual information with optical flow field, and applies subtraction images of the reference image and the floating image as the main criterion to evaluate the registration effect, at the same time, applies the mutual information between image sequence values as auxiliary criterion. With the test of the example, this algorithm has obtained a better accuracy and reliability in breast DCE-MRI image sequences.