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Feature-based nonrigid image registration using a Hausdorff distance matching measure
Peng, Xiaoming; Chen, Wufan; Ma, Qian
Source PublicationOPTICAL ENGINEERING
Volume46Issue:5
2007-05-01
Language英语
Indexed BySCI
WOS IDWOS:000247812900050
SubtypeArticle
AbstractA feature-based, nonrigid image registration method using a Hausdorff distance-based matching measure is presented. The proposed method is robust to outliers and missing features, as no correspondence is established between the features. Utilizing a B-spline-based, nonrigid deformation model, the proposed method is able to handle nonrigid deformations between the images to be registered. A gradient descent-based optimization procedure is developed to maximize the matching measure under the nonrigid transformation model. With adaptively adjustable step sizes, the optimization procedure works in a coarse-to-fine manner so that first large nonrigid deformations are compensated and then the transformation parameters are gradually refined. In addition, two acceleration techniques are devised to greatly speed up the registration method, making it more practical for real applications. The performance of the proposed method is validated in various experiments from synthetic image registration to hand-drawn Chinese character registration and brain outline registration. The limitation of the method is also analyzed and exemplified. To partly alleviate the limitation of the method, we incorporate landmark information into the method and achieve promising results. (C) 2007 Society of Photo-Optical Instrumentation Engineers.
KeywordImage Registration Feature-based Image Registration Nonrigid Image Registration Hausdorff Distance
WOS KeywordTHIN-PLATE SPLINES ; MUTUAL INFORMATION ; ALGORITHMS ; DEFORMATIONS ; INVARIANT ; SHAPES ; AFFINE
WOS Research AreaOptics
WOS SubjectOptics
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Document Type期刊论文
Identifierhttp://ir.ioe.ac.cn/handle/181551/3549
Collection光电技术研究所被WoS收录文章
Affiliation1.Univ Elect Sci & Technol China, Coll Automat, Chengdu 610054, Peoples R China
2.So Med Univ, Sch Biomed Engn, Guangzhou 510515, Guangdong, Peoples R China
3.Chinese Acad Sci, Inst Opt & Elect, Lab 5, Chengdu 610209, Peoples R China
Recommended Citation
GB/T 7714
Peng, Xiaoming,Chen, Wufan,Ma, Qian. Feature-based nonrigid image registration using a Hausdorff distance matching measure[J]. OPTICAL ENGINEERING,2007,46(5).
APA Peng, Xiaoming,Chen, Wufan,&Ma, Qian.(2007).Feature-based nonrigid image registration using a Hausdorff distance matching measure.OPTICAL ENGINEERING,46(5).
MLA Peng, Xiaoming,et al."Feature-based nonrigid image registration using a Hausdorff distance matching measure".OPTICAL ENGINEERING 46.5(2007).
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