The problem of finding elliptical shapes in an image will be considered. We discuss the new solution which uses cross-entropy clustering, providing the theoretical background of this approach. The proposed algorithm allows search for ellipses with predefined sizes and position in the space. Moreover, it works well in higher dimensions
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