Split and merge codebook design algorithms for image compression

被引:5
作者
Karayiannis, NB [1 ]
Liu, ZY
机构
[1] Univ Houston, Dept Elect & Comp Engn, Houston, TX 77204 USA
[2] Toshiba Int Corp, Houston, TX 77041 USA
关键词
D O I
10.1117/1.1287330
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
This paper introduces two new codebook design algorithms for image data compression applications. The proposed algorithms design codebooks by splitting and merging the prototypes of the training vectors, which play the role of code-vectors in the encoding/decoding process. The split-1 (S1) algorithm begins with a codebook containing a single prototype and designs a codebook of the desired size by splitting one prototype at each iteration. The split-1-merge-2 (S1M2) algorithm begins with a codebook of the desired size and improves its quality in an iterative fashion by splitting one prototype and merging two prototypes at each iteration. The proposed algorithms are used to design codebooks for image data compression based on vector quantization. The experimental results indicate that the proposed algorithms are strong competitors to the popular Linde-Buzo-Gray algorithm in terms of their computational requirements and the quality of the designed codebooks. (C) 2000 SPIE and IS&T. [S1017-9909(00)00204-X].
引用
收藏
页码:509 / 520
页数:12
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