Fast planar-oriented ripple search algorithm for hyperspace VQ codebook

被引:33
作者
Chang, Chin-Chen [1 ]
Wu, Wen-Chuan
机构
[1] Feng Chia Univ, Dept Informat Engn & Comp Sci, Taichung 40724, Taiwan
[2] Natl Chung Cheng Univ, Dept Comp Sci & Informat Engn, Chiayi 621, Taiwan
关键词
planar Voronoi diagram; principal component analysis; vector quantization (VQ) codebook search;
D O I
10.1109/TIP.2007.894256
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
This paper presents a fast codebook search method for improving the quantization complexity of full-search vector quantization (VQ). The proposed method is built on the planar Voronoi diagram to label a ripple search domain. Then, the appropriate codeword can easily be found just by searching the local region instead of global exploration. In order to take a step further and obtain the close result full-search VQ would, we equip the proposed method with a duplication mechanism that helps to bring down the possible quantizing distortion to its lowest level. According to the experimental results, the proposed method is indeed capable of providing better outcome at a faster quantization speed than the existing partial-search methods. Moreover, the proposed method only requires a little extra storage for duplication.
引用
收藏
页码:1538 / 1547
页数:10
相关论文
共 22 条
[1]   AN IMPROVEMENT OF THE MINIMUM DISTORTION ENCODING ALGORITHM FOR VECTOR QUANTIZATION [J].
BEI, CD ;
GRAY, RM .
IEEE TRANSACTIONS ON COMMUNICATIONS, 1985, 33 (10) :1132-1133
[2]  
Chan T-W., 1997, INT J ARTIFICIAL INT, V8, P1
[3]   Fast search algorithm for vector quantisation without extra look-up table using declustered subcodebooks [J].
Chang, CC ;
Lin, IC .
IEE PROCEEDINGS-VISION IMAGE AND SIGNAL PROCESSING, 2005, 152 (05) :513-519
[4]   New tree-structured vector quantization with closest-coupled multipath searching method [J].
Chang, CC ;
Chen, TS .
OPTICAL ENGINEERING, 1997, 36 (06) :1713-1720
[5]  
CHANG CC, IN PRESS IEEE T INF
[6]  
Chen Xiao-Yong, 1998, Journal of Plant Resources and Environment, V7, P10
[7]  
Chin-Chen Chang, 1999, Proceedings of the 1999 ICPP Workshops on Collaboration and Mobile Computing (CMC'99). Group Communications (IWGC). Internet '99 (IWI'99). Industrial Applications on Network Computing (INDAP). Multimedia Network Systems (MMNS). Security (IWSEC). Parallel Computing '99 (IWPC'99). Parallel Execution on Reconfigurable Hardware (PERH), P536, DOI 10.1109/ICPPW.1999.800112
[8]   Face Detection Using Quantized Skin Color Regions Merging and Wavelet Packet Analysis [J].
Garcia, Christophe ;
Tziritas, Georgios .
IEEE TRANSACTIONS ON MULTIMEDIA, 1999, 1 (03) :264-277
[9]  
Gray R. M., 1984, IEEE ASSP Magazine, V1, P4, DOI 10.1109/MASSP.1984.1162229
[10]   VECTOR QUANTIZERS AND PREDICTIVE QUANTIZERS FOR GAUSS-MARKOV SOURCES [J].
GRAY, RM ;
LINDE, Y .
IEEE TRANSACTIONS ON COMMUNICATIONS, 1982, 30 (02) :381-389