个人信息Personal Information
教授
博士生导师
硕士生导师
主要任职:软件学院(大连理工大学-立命馆大学国际信息与软件学院)党委书记
性别:女
毕业院校:吉林大学
学位:博士
所在单位:软件学院、国际信息与软件学院
学科:软件工程. 计算数学. 计算机应用技术
办公地点:大连理工大学开发区校区信息楼309室
联系方式:nalei@dlut.edu.cn
电子邮箱:nalei@dlut.edu.cn
Robust surface registration using optimal mass transport and Teichmuller mapping
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论文类型:期刊论文
发表时间:2017-03-01
发表刊物:GRAPHICAL MODELS
收录刊物:SCIE、EI、Scopus
卷号:90
页面范围:13-23
ISSN号:1524-0703
关键字:Surface registration; Large deformations; Landmark constraints; Optimal mass transport; Teichmuller mapping
摘要:Surface registration plays a significant role in computer vision and engineering fields. One of the most challenging problems in surface registration, however, is to obtain a unique bijective registration for surfaces with large deformations and landmarks constraints. In this work, a novel surface registration framework is proposed to tackle this problem using optimal mass transport mapping (OMT-Map) and Teichmuller mapping (T-Map). All metric surfaces with the disk topology are mapped to the planar disk using OMT-Map, which avoids huge area distortion, thus rendering our method more robust. A landmark-constrained T-Map is then computed between two planar disks such that the maximal conformality distortion is minimized while the landmarks are matched. Compared with existing surface registration methods, our method is more advantageous in enforcing the robustness by avoiding large area distortion, and producing diffeomorphisms with all landmarks matched consistently. Numerical experiments on various surfaces demonstrate the efficiency, robustness of our method. Published by Elsevier Inc.