TIMER: Tensor Image Morphing for Elastic Registration

被引:0
|
作者
Yap, Pew-Thian [1 ]
Wu, Guorong [1 ]
Zhu, Hongtu [2 ]
Lin, Weili [1 ]
Shen, Dinggang [1 ]
机构
[1] Univ N Carolina, Dept Radiol, CB 7510, Chapel Hill, NC 27599 USA
[2] Univ N Carolina, Dept Biostat, BRIC, CB 7510, Chapel Hill, NC 27599 USA
关键词
SPATIAL NORMALIZATION; DIFFUSION;
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Me propose a novel diffusion tensor imaging (DTI) registration algorithm, called Tensor Image Morphing for Elastic Registration (TIMER), which leverages the hierarchical guidance of regional distributions and local boundaries, both extracted directly from the tensors. Currently available DTI registration methods generally extract tensor scalar features from each tensor to construct scalar maps. Subsequently, regional integration and other operations such as edge detection are performed to extract more features to guide the registration. However there are two major limitations with these approaches. First, the computed regional features might not reflect the actual regional tensor distributions, Second, by the same token. gradient maps calculated from the tensor-derived scalar feature maps might not represent the actual tissue tensor boundaries. T) overcome these limitations. we propose a new approach which extracts regional and edge information directly from a tensor neighborhood. Regional tensor distribution information, such as mean and variance, is computed in a multiscale fashion directly from the tensors by taking into account voxel neighborhoods of different sizes, and hence capturing tensor information at different scales, which in turn (all be employed to hierarchically guide the registration. Such multiscale scheme con help alleviate the problem of local minimum and is also more robust to noise since one call better determine the statistical properties of each voxel by laking into account the properties of its surrounding. Also incorporated in our method is edge information extracted directly front the tensors, which is crucial to facilitate registration of tissue boundaries. Experiments involving real subjects. simulated subjects. and fiber tracking indicate that TIMER performs better than the other methods in comparison [12, 14].
引用
收藏
页码:64 / +
页数:3
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