DocumentCode
2008456
Title
A new iterative algorithm for VQ codebook generation
Author
Kaukoranta, Timo ; Franti, Pasi ; Nevalainen, Olli
Author_Institution
Dept. of Comput. Sci., Turku Univ., Finland
Volume
2
fYear
1998
fDate
4-7 Oct 1998
Firstpage
589
Abstract
We propose a new iterative algorithm for the generation of a codebook in vector quantization. The algorithm starts with an initial codebook that is improved by a sequence of merge and split operations. By merging small neighboring clusters additional resources (code vectors) will be released. These extra code vectors can be reallocated by splitting large clusters. The process can be iterated until no improvement is achieved in the distortion of the codebook. Experimental results show that the proposed method performs well in comparison to other tested methods, including the Generalized Lloyd algorithm (GLA) and two hierarchical methods
Keywords
image coding; iterative methods; vector quantisation; GLA; Generalized Lloyd algorithm; VQ codebook generation; code vectors; codebook distortion; experimental results; hierarchical methods; image coding; iterative algorithm; merge and split operations; neighboring clusters; vector quantization; Clustering algorithms; Computer science; Iterative algorithms; Iterative methods; Merging; Nearest neighbor searches; Performance evaluation; Testing; Vector quantization;
fLanguage
English
Publisher
ieee
Conference_Titel
Image Processing, 1998. ICIP 98. Proceedings. 1998 International Conference on
Conference_Location
Chicago, IL
Print_ISBN
0-8186-8821-1
Type
conf
DOI
10.1109/ICIP.1998.723533
Filename
723533
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