Elastic image matching with embedded rigid structures using spring-mass system

被引:0
|
作者
Matuszewski, BJ [1 ]
Shen, JK [1 ]
Shark, LK [1 ]
机构
[1] Univ Cent Lancashire, Preston PR1 2HE, Lancs, England
来源
2003 INTERNATIONAL CONFERENCE ON IMAGE PROCESSING, VOL 2, PROCEEDINGS | 2003年
关键词
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
The paper presents a novel elastic image-matching algorithm, which is capable of treating some pre-selected parts of an image as rigid objects, while remainder of the image can be elastically deformed. The proposed method uses a spring-mass system to model deformations caused by displacement of the rigid objects and/or pre-selected feature landmarks. The proposed method gives more control over deformations comparing to the methods using purely interpolation of sparse points techniques (e.g. radial basis function), but is not as computationally demanding or difficult to used as the methods based on an accurate physical modeling of the deformable structures. The performance of the proposed elastic warping of the image with the embedded rigid structures is shown using simulated data, and is validated using a pair of real Computed Tomography (CT) images. The objective measures as well as images enabling subjective evaluation of the new technique are provided.
引用
收藏
页码:937 / 940
页数:4
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