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Polynomial Regression on Riemannian Manifolds | |
Hinkle, Jacob; Muralidharan, Prasanna; Fletcher, P. Thomas; Joshi, Sarang | |
通讯作者 | Hinkle, Jacob |
会议名称 | 12th European Conference on Computer Vision (ECCV) |
会议日期 | OCT 07-13, 2012 |
会议地点 | Florence, ITALY |
英文摘要 | In this paper we develop the theory of parametric polynomial regression in Riemannian manifolds. The theory enables parametric analysis in a wide range of applications, including rigid and non-rigid kinematics as well as shape change of organs due to growth and aging. We show application of Riemannian polynomial regression to shape analysis in Kendall shape space. Results are presented, showing the power of polynomial regression on the classic rat skull growth data of Bookstein and the analysis of the shape changes associated with aging of the corpus callosum from the OASIS Alzheimer's study. |
来源出版物 | COMPUTER VISION - ECCV 2012, PT III |
ISSN | 0302-9743 |
出版年 | 2012 |
卷号 | 7574 |
页码 | 1-14 |
EISBN | 978-3-642-33711-6 |
出版者 | SPRINGER-VERLAG BERLIN |
类型 | Proceedings Paper |
语种 | 英语 |
国家 | USA |
收录类别 | CPCI-S |
WOS记录号 | WOS:000342817300001 |
WOS关键词 | SHAPE ; STATISTICS ; EQUATIONS ; SPLINES ; SPACES |
WOS类目 | Computer Science, Artificial Intelligence ; Computer Science, Theory & Methods ; Mathematical & Computational Biology |
WOS研究方向 | Computer Science ; Mathematical & Computational Biology |
资源类型 | 会议论文 |
条目标识符 | http://119.78.100.177/qdio/handle/2XILL650/300422 |
作者单位 | Univ Utah, SCI Inst, Salt Lake City, UT 84112 USA |
推荐引用方式 GB/T 7714 | Hinkle, Jacob,Muralidharan, Prasanna,Fletcher, P. Thomas,et al. Polynomial Regression on Riemannian Manifolds[C]:SPRINGER-VERLAG BERLIN,2012:1-14. |
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