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基于BP网络的色彩匹配方法研究
引用本文:郭茂祖,王亚东,苏晓红,王兴起.基于BP网络的色彩匹配方法研究[J].计算机学报,2000,23(8):819-823.
作者姓名:郭茂祖  王亚东  苏晓红  王兴起
作者单位:1. 哈尔滨工业大学计算机科学与工程系,哈尔滨,150006
2. 浙江大学计算机科学与工程系,杭州,310027
基金项目:国家自然科学基金!( 69975 0 0 5 ),哈尔滨工业大学校基金
摘    要:提出了一种基于BP网络的色彩匹配方法,它既解决了RGB色彩空间到CMYK色彩空间的非线性转换关系,又可用于其它的色彩空间转换,首先,给出样本数据的选取和转换方案,并结合色彩匹配的特点,利用迭代组织数据分析算法实现对样本数据的动态聚类,其次,在将BP网络用于色彩匹配的过程中,设计了合理的网络结构,并对训练数据进行了规格化处理,最后,讨论了网络训练及测试情况以及在打印应用中的效果。

关 键 词:色彩匹配  动态聚类  BP网络  计算机图形学
修稿时间:1999-08-09

Research of Color Matching Method Based on BP Network
GUO Mao-Zu,WANG Ya-Dong,SU Xiao-Hong,WANG Xing-Qi.Research of Color Matching Method Based on BP Network[J].Chinese Journal of Computers,2000,23(8):819-823.
Authors:GUO Mao-Zu  WANG Ya-Dong  SU Xiao-Hong  WANG Xing-Qi
Abstract:Color matching method is one of the key technologies in the computer graphics and image processing fields. A color matching method based on BP network, BP _CMM, is presented in this paper and it not only can solve the nonlinear conversion form RGB color space to CMYK color space but also can be applied to complete conversion between other two different color spaces. Firstly, the selecting criterion and the transforming method of sample data are given, and clustering the sample data is achieved with the iterative self organizing data analysis technique algorithm relating to the properties of color matching. Then, in the course of applying BP network to color matching method, designing the reasonable network structure and standardizing the data are discussed. Finally, the network training and testing results are given and the experimental results show that BP\-_CMM is satisfactory.
Keywords:color matching method  clustering  BP algorithm  color consistency
本文献已被 CNKI 维普 万方数据 等数据库收录!
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