Some Extensions of the K-Means Algorithm for Image Segmentation and Pattern Classification

Abstract

In this paper we present some extensions to the k-means algorithm for vector quantization that permit its efficient use in image segmentation and pattern classification tasks. It is shown that by introducing state variables that correspor . to certain statistics of the dynamic behavior of the algorithm, it is possible to find the representative centers of… (More)

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