4.7 Article

Elastic image registration using hierarchical spatially based mean shift

期刊

COMPUTERS IN BIOLOGY AND MEDICINE
卷 43, 期 9, 页码 1086-1097

出版社

PERGAMON-ELSEVIER SCIENCE LTD
DOI: 10.1016/j.compbiomed.2013.05.006

关键词

Image registration; Mean shift; Corresponding control point; Probability estimation; Similarity measure

资金

  1. Chinese National Science Foundation [60972112]
  2. Shenzhen science and technology project

向作者/读者索取更多资源

In this paper, a novel estimation technique for corresponding points using a hierarchical, spatially based mean shift algorithm is proposed. We proposed a spatially based probability estimation using different spatial masks. For a given point on reference image, its corresponding register point is found along the search trajectory generated by optimizing Bhattacharyya coefficient between two windows centered at the points on the register and reference images. The outliers are further eliminated by analyzing statistical information on the displacements of the candidate register points. Experiments on various monomodal medical images show that the proposed method is feasible and fast. (C) 2013 Published by Elsevier Ltd.

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