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A modified non-rigid ICP algorithm for registration of chromosome images

  • Xi'an Jiaotong University
  • The Second Affiliated Hospital of Xi'an Jiaotong University

科研成果: 书/报告/会议事项章节会议稿件同行评审

9 引用 (Scopus)

摘要

As an extension of the classic rigid registration algorithm-Iterative Closest Point (ICP) algorithm, this paper proposes a new non-rigid ICP algorithm to match two point sets. Each point in the data set is supposed to match to the model set via an affine transformation. The proposed registration model is built up with a regularization term based on their average affine transformation. For each iteration of our algorithm, firstly correspondences between two point sets are built by the nearest-point search. Then the non-rigid transform parameters between two correspondence point sets are estimated by the proposed method in the closed form. Finally the average affine transformation is updated. A set of challenging data including single and overlapping chromosome images are tested which have significant local non-rigid transformations. Experimental results demonstrate our algorithm has higher accuracy and faster rate of convergence than other algorithms.

源语言英语
主期刊名Intelligent Computing Theories and Application - 12th International Conference, ICIC 2016, Proceedings
编辑De-Shuang Huang, Kang-Hyun Jo
出版商Springer Verlag
503-513
页数11
ISBN(印刷版)9783319422930
DOI
出版状态已出版 - 2016
活动12th International Conference on Intelligent Computing Theories and Application, ICIC 2016 - Lanzhou, 中国
期限: 2 8月 20165 8月 2016

丛书

姓名Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
9772
ISSN(印刷版)0302-9743
ISSN(电子版)1611-3349

会议

会议12th International Conference on Intelligent Computing Theories and Application, ICIC 2016
国家/地区中国
Lanzhou
时期2/08/165/08/16

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