Genetic algorithm with deterministic crossover for vector quantization

被引:54
作者
Fränti, P [1 ]
机构
[1] Univ Joensuu, Dept Comp Sci, FIN-80101 Joensuu, Finland
基金
芬兰科学院;
关键词
vector quantization; codebook generation; clustering; genetic algorithms; combinatorial optimization; image compression;
D O I
10.1016/S0167-8655(99)00133-6
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Genetic algorithm (GA) provides high quality codebooks for vector quantization (VQ) at the cost of high running time. The crossover method is the most important choice of the algorithm. We introduce a new deterministic crossover method based on the pairwise nearest neighbor method. We show that high quality codebooks can be obtained within a few minutes instead of several hours as required by the previous GA-based methods. The method outperforms all comparative codebook generation methods in quality for the tested training sets. (C) 2000 Elsevier Science B.V. All rights reserved.
引用
收藏
页码:61 / 68
页数:8
相关论文
共 9 条
[1]   A NEW VECTOR QUANTIZATION CLUSTERING-ALGORITHM [J].
EQUITZ, WH .
IEEE TRANSACTIONS ON ACOUSTICS SPEECH AND SIGNAL PROCESSING, 1989, 37 (10) :1568-1575
[2]   Genetic algorithms for large-scale clustering problems [J].
Franti, P ;
Kivijarvi, J ;
Kaukoranta, T ;
Nevalainen, O .
COMPUTER JOURNAL, 1997, 40 (09) :547-554
[3]   Tabu search algorithm for codebook generation in vector quantization [J].
Franti, P ;
Kivijarvi, J ;
Nevalainen, O .
PATTERN RECOGNITION, 1998, 31 (08) :1139-1148
[4]  
FRANTI P, 1998, IEEE P INT C IM PROC
[5]  
Gersho A., 1992, VECTOR QUANTIZATION
[6]   Reduced comparison search for the exact GLA [J].
Kaukoranta, T ;
Fränti, P ;
Nevalainen, O .
DCC '99 - DATA COMPRESSION CONFERENCE, PROCEEDINGS, 1999, :33-41
[7]   ALGORITHM FOR VECTOR QUANTIZER DESIGN [J].
LINDE, Y ;
BUZO, A ;
GRAY, RM .
IEEE TRANSACTIONS ON COMMUNICATIONS, 1980, 28 (01) :84-95
[8]  
Wolpert D. H., 1997, IEEE Transactions on Evolutionary Computation, V1, P67, DOI 10.1109/4235.585893
[9]   STOCHASTIC RELAXATION ALGORITHM FOR IMPROVED VECTOR QUANTIZER DESIGN [J].
ZEGER, K ;
GERSHO, A .
ELECTRONICS LETTERS, 1989, 25 (14) :896-898