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基于KPCA和ANFIS的色彩校正

丁二锐 曾平 王义峰

丁二锐, 曾平, 王义峰. 基于KPCA和ANFIS的色彩校正[J]. 西南交通大学学报, 2007, 20(1): 24-28.
引用本文: 丁二锐, 曾平, 王义峰. 基于KPCA和ANFIS的色彩校正[J]. 西南交通大学学报, 2007, 20(1): 24-28.
DING Errui, ZENG Ping, WANG Yifeng. Color Calibration Based on KPCA and ANFIS[J]. Journal of Southwest Jiaotong University, 2007, 20(1): 24-28.
Citation: DING Errui, ZENG Ping, WANG Yifeng. Color Calibration Based on KPCA and ANFIS[J]. Journal of Southwest Jiaotong University, 2007, 20(1): 24-28.

基于KPCA和ANFIS的色彩校正

基金项目: 

国防预研基金资助项目(413160501)

详细信息
    作者简介:

    丁二锐(1980- ),男,博士研究生,研究方向色彩管理和图形图像处理,电话:029-88204724,E-mail:roger_ting@sohu.com

Color Calibration Based on KPCA and ANFIS

  • 摘要: 提出结合核主成分分析(KPCA)和自适应神经模糊推理系统(ANFIS)的色彩校正(KPCA_ANFIS)算法.首先将数据通过核函数映射到高维空间,再通过KPCA提取主成分,最后通过ANFIS学习达到色彩校正的目的.实验结果验证了ANFIS用于色彩校正的可行性和有效性,KPCA_ANFIS算法的精度和鲁棒性均优于传统ANFIS.对测试数据(训练数据)的平均误差、最大误差和标准差较传统ANFIS分别下降了37%(45%),34%(40%)和35%(40%).

     

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出版历程
  • 收稿日期:  2006-05-08
  • 刊出日期:  2007-02-25

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