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  • 标题:Multiple ellipse fitting by center-based clustering
  • 本地全文:下载
  • 作者:Marošević, Tomislav ; Scitovski, Rudolf
  • 期刊名称:Croatian Operational Research Review
  • 印刷版ISSN:1848-0225
  • 出版年度:2015
  • 卷号:6
  • 期号:1
  • 页码:43-53
  • DOI:10.17535/crorr.2015.0004
  • 语种:English
  • 出版社:Croatian Operational Research Society
  • 摘要:This paper deals with the multiple ellipse fitting problem based on a given set of data points in a plane. The presumption is that all data points are derived from k ellipses that should be fitted. The problem is solved by means of center-based clustering, where cluster centers are ellipses. If the Mahalanobis distance-like function is introduced in each cluster, then the cluster center is represented by the corresponding Mahalanobis circle-center. The distance from a point a∈R^2 to the Mahalanobis circle is based on the algebraic criterion. The well-known k-means algorithm has been adapted to search for a locally optimal partition of the Mahalanobis circle-centers. Several numerical examples are used to illustrate the proposed algorithm.
  • 关键词:multiple ellipse fitting; center-based clustering; algebraic criterion; Mahalanobis distance
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