Some differential-geometric remarks on a method for minimizing constrained functionals of matrix-valued functions

被引:1
作者
Groisser, D [1 ]
机构
[1] Univ Florida, Dept Math, Gainesville, FL 32611 USA
关键词
diffusion tensor imaging; matrix flow; constrained flow;
D O I
10.1007/s10851-005-3633-z
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In [3] an approach is given for minimizing certain functionals on certain spaces N = Maps(Omega, N), where Omega is a domain in some Euclidean space and N is a space of square matrices satisfying some extra condition(s), e. g. symmetry and positive-definiteness. The approach has the advantage that in the associated algorithm, the preservation of constraints is built in automatically. One practical use of such an algorithm its its application to diffusion-tensor imaging, which in recent years has been shown to be a very fruitful approach to certain problems in medical imaging. The method in [3] is motivated by differential-geometric considerations, some of which are discussed briefly in [3] and in greater detail in [4]. We describe here certain geometric aspects of this approach that are not readily apparent in [3] or [4]. We also discuss what one can and cannot hope to achieve by this approach.
引用
收藏
页码:349 / 358
页数:10
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