A hybrid optimization model based on multi-metrics for registration using free-form

被引:0
|
作者
Song, Jiasi [1 ]
Gu, Lixu [1 ]
Huang, Pengfei [1 ]
Li, Wei [1 ]
Xu, Jianrong
机构
[1] Shanghai Jiao Tong Univ, Image Guided Surg Lab, 800 Dongchuan Rd, Shanghai 200240, Peoples R China
关键词
multi-metrics; registration; free-form deformation; optimization;
D O I
10.1117/12.749689
中图分类号
TP301 [理论、方法];
学科分类号
081202 ;
摘要
We propose a new optimization model for non-rigid registration of images using multi-metrics. The ordinary searching step of optimization has been often trapped in local minima and produces wrong registration results. In this paper, if the condition occurs, multi-metrics model will switch to the other metrics to get rid of the local minima, vice versa, until optimization cannot proceed any more for any of the metrics. We have tested our approach in a variety of experimental conditions and compared the results with the optimization without multi-metrics. The results indicate that the new model is robust and fast in non-rigid registration.
引用
收藏
页数:8
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