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

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 correspond to certain statistics of the dynamic behavior of the a...

Full description

Bibliographic Details
Main Authors: Marroquin, Jose L., Girosi, Federico
Language:en_US
Published: 2004
Online Access:http://hdl.handle.net/1721.1/6613