Non-rigid Diffeomorphic Image Registration of Medical Images Using Polynomial Expansion

被引:0
|
作者
Forsberg, Daniel [1 ]
Andersson, Mats [1 ]
Knutsson, Hans [1 ]
机构
[1] Linkoping Univ, Dept Biomed Engn, S-58183 Linkoping, Sweden
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AFFINE;
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中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
The use of polynomial expansion in image registration has previously been shown to be beneficial due to fast convergence and high accuracy. However, earlier work has only briefly out-lined how non-rigid image registration is handled, e.g. not discussing issues like regularization of the displacement field or how to accumulate the displacement field. In this work, it is shown how non-rigid image registration based upon polynomial expansion can be integrated into a generic framework for non-rigid image registration achieving diffeomorphic displacement fields. The proposed non-rigid image registration algorithm using diffeomorphic field accumulation is evaluated on both synthetically deformed data and real image data and compared to additive field accumulation. The results clearly demonstrate the power of the diffeomorphic field accumulation.
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页码:304 / 312
页数:9
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