| Literature DB >> 18262930 |
K K Paliwal, V Ramasubramanian.
Abstract
Previously a modified K-means algorithm for vector quantization design has been proposed where the codevector updating step is as follows: new codevector=current codevector+scale factor (new centroid-current codevector). This algorithm uses a fixed value for the scale factor. In this paper, we propose the use of a variable scale factor which is a function of the iteration number. For the vector quantization of image data, we show that it offers faster convergence than the modified K-means algorithm with a fixed scale factor, without affecting the optimality of the codebook.Year: 2000 PMID: 18262930 DOI: 10.1109/83.877216
Source DB: PubMed Journal: IEEE Trans Image Process ISSN: 1057-7149 Impact factor: 10.856