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一种基于粒子群算法的色彩量化方案
引用本文:沙秋夫,刘向东,何希勤,焉德军. 一种基于粒子群算法的色彩量化方案[J]. 中国图象图形学报, 2007, 12(9): 1544-1548
作者姓名:沙秋夫  刘向东  何希勤  焉德军
作者单位:鞍山科技大学理学院,鞍山科技大学理学院,鞍山科技大学理学院,大连民族学院非线性信息技术研究所 鞍山114004,鞍山114004,大连民族学院非线性信息技术研究所,大连116600,鞍山114004,大连116600
基金项目:国家自然科学基金;辽宁省自然科学基金;辽宁省教育厅资助项目
摘    要:为提高色彩量化算法的效率,基于求解实优化问题时粒子群算法优于遗传算法这一事实,在基于遗传算法的色彩量化算法的基础上,设计了相应的适应度函数,给出了一种基于粒子群算法的色彩量化方案,并通过量化实例对算法的性能进行了比较。实验结果显示,基于粒子群优化算法的色彩量化方法在收敛速度方面明显优于基于遗传算法的色彩量化方法。

关 键 词:粒子群优化算法  色彩量化  K-均值算法
文章编号:1006-8961(2007)09-1544-05
修稿时间:2006-03-212006-06-21

Color Image Quantization Using Particle Swarm Optimization
SA Qiu-fu,LIU Xiang-dong,HE Xi-qin,YAN De-jun,SA Qiu-fu,LIU Xiang-dong,HE Xi-qin,YAN De-jun,SA Qiu-fu,LIU Xiang-dong,HE Xi-qin,YAN De-jun and SA Qiu-fu,LIU Xiang-dong,HE Xi-qin,YAN De-jun. Color Image Quantization Using Particle Swarm Optimization[J]. Journal of Image and Graphics, 2007, 12(9): 1544-1548
Authors:SA Qiu-fu  LIU Xiang-dong  HE Xi-qin  YAN De-jun  SA Qiu-fu  LIU Xiang-dong  HE Xi-qin  YAN De-jun  SA Qiu-fu  LIU Xiang-dong  HE Xi-qin  YAN De-jun  SA Qiu-fu  LIU Xiang-dong  HE Xi-qin  YAN De-jun
Affiliation:1 Faculty of Science, Anshan University of Science and Technology, Anshan 114044 ;2 The Research Institute of Nonlinear Information Technology, Dalian Nationalities University, Dalian 116600
Abstract:It is proved by experiments that the particle swarm optimization is superior to the genetic algorithm in solving the problems of real optimization.In order to enhance the efficiency of the color image quantification algorithm,in this paper,the corresponding fitness function is designed,and a kind of particle swarm optimization color image quantization method is provided on the basis of the genetic algorithm color image quantization method.The comparison of the performance of two kind of quantification method has been carried on through the examples.The experimental result shows that the particle swarm optimization color image quantization method is obviously superior to the genetic algorithm color image quantization method since it has higher convergence rate.
Keywords:particle swarm optimization  color quantization  K-means algorithm
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