Color quantization with genetic algorithms

作者: Tolga Taşdizen , Lale Akarun , Cem Ersoy

DOI: 10.1016/S0923-5965(97)00035-0

关键词: AlgorithmMathematicsColor imageLinde–Buzo–Gray algorithmQuantization (image processing)Color quantizationVector quantizationGenetic algorithmCluster analysisCrossover

摘要: The need for quantization of color images arises because limitations image display and hardcopy, data storage transmission devices. Many the present algorithms find non-optimal solutions, giving rise to visible shifts in false contours when number colors is small. This paper describes a new approach finding optimal solutions problem using genetic algorithm. nature difficulty its formulation are discussed. Then (GAs) presented representation with this method explained. effect parameters such as mutation crossover probabilities population size on quality studied. Solutions obtained compared those heuristics K-means clustering algorithm superior results GA shown.

参考文章(19)
M. Srinivas, L.M. Patnaik, Adaptive probabilities of crossover and mutation in genetic algorithms systems man and cybernetics. ,vol. 24, pp. 656- 667 ,(1994) , 10.1109/21.286385
Fam Quang Bac, V. L. Perov, New evolutionary genetic algorithms for NP-complete combinatorial optimization problems Biological Cybernetics. ,vol. 69, pp. 229- 234 ,(1993) , 10.1007/BF00198963
Zhigang Xiang, G. Joy, Color image quantization by agglomerative clustering IEEE Computer Graphics and Applications. ,vol. 14, pp. 44- 48 ,(1994) , 10.1109/38.279043
Kenneth Steiglitz, Christos H. Papadimitriou, Combinatorial Optimization: Algorithms and Complexity ,(1981)
Wolfgang Banzhaf, Self-replicating sequences of binary numbers. Foundations I: General Biological Cybernetics. ,vol. 69, pp. 269- 274 ,(1993) , 10.1007/BF00203123
Dinabandhu Bhandari, Nikhil R. Pal, Sankar K. Pal, Directed mutation in genetic algorithms Information Sciences. ,vol. 79, pp. 251- 270 ,(1994) , 10.1016/0020-0255(94)90123-6
W. Atmar, Notes on the simulation of evolution IEEE Transactions on Neural Networks. ,vol. 5, pp. 130- 147 ,(1994) , 10.1109/72.265967