A fast search algorithm for vector quantization using a directed graph

被引:10
作者
Cao, HQ [1 ]
Li, WP
机构
[1] Lehigh Univ, Dept Comp Sci & Elect Engn, Bethlehem, PA 18015 USA
[2] WebCast Technol Inc, Mt View, CA 94041 USA
关键词
image coding; tree search; vector quantization;
D O I
10.1109/76.845003
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
A fast search algorithm for vector quantization (VQ) is presented in this letter. This approach provides a practical solution to the implementation of a multilevel search based on a specially designed directed graph (DG), An algorithm is also given to find the optimal DC for any given practical source. Simulation results applying this approach to still images have shown that it can reduce searching complexity to 3% of the exhaustive search vector quantization (ESVQ) while introducing only negligible searching errors. It has also been shown that the searching complexity is close to a linear growth with the bit rate rather than an exponential growth in ESVQ.
引用
收藏
页码:585 / 593
页数:9
相关论文
共 12 条
[1]   MULTIDIMENSIONAL BINARY SEARCH TREES USED FOR ASSOCIATIVE SEARCHING [J].
BENTLEY, JL .
COMMUNICATIONS OF THE ACM, 1975, 18 (09) :509-517
[2]  
Bogart KP, 1988, DISCRETE MATH
[3]  
CHENG D, 1984, P INT C AC SPEECH SI
[4]   OPTIMAL PRUNING WITH APPLICATIONS TO TREE-STRUCTURED SOURCE-CODING AND MODELING [J].
CHOU, PA ;
LOOKABAUGH, T ;
GRAY, RM .
IEEE TRANSACTIONS ON INFORMATION THEORY, 1989, 35 (02) :299-315
[5]  
Gersho A., 1992, VECTOR QUANTIZATION
[6]  
GRAY RM, 1982, ICASSP, P593
[7]  
LECH M, 1994, THESIS U MELBOURNE M
[8]  
LI W, 1994, P SPIE VISUAL COMMUN, V2038, P401
[9]   ALGORITHM FOR VECTOR QUANTIZER DESIGN [J].
LINDE, Y ;
BUZO, A ;
GRAY, RM .
IEEE TRANSACTIONS ON COMMUNICATIONS, 1980, 28 (01) :84-95
[10]  
LOWRY A, 1987, IEE P INT C AC SPEEC, P2205