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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%).

     

  • KANG H R.Printer-related color processing techniques[C]//Proc.of SPIE.Washington:SPIE,1995,2 413:410-419.[2] 乔新亮.面向彩色打印的3D-LUT优化技术[D].硕士学位论文.西安:西安电子科技大学,2002.QIAO Xinliang.The optimization technology of 3D-LUT for color printing[D].Master Dissertation.Xi'an:Xidian University,2002.[3] JOU J M,KUANG S R,CHEN R D.A new efficient fuzzy algorithm for color correction[J].IEEE Transactions on Circuits and Systems,1999,46(6):773-775.[4] JANG J S R.ANFIS:adaptive-network-based fuzzy inference system[J].IEEE Transactions on Systems,Man and Cybernetics,1993,23(3):665-685.[5] 杨延西,刘丁.基于ANFIS的温度传感器非线性校正方法[J].仪器仪表学报,2005,26(5):511-514.YANG Yanxi,LIU Ding.Nonlinear calibration for temperature sensors based on ANFIS[J].Chinese Journal of Scientific Instrument,2005,26(5):511-514.[6] PAVIA A R C,XU Jianwu,PRINCIPE J C.Kernel principal components are maximum entropy projections[C]//Proc.of 6th Int.Conference on Independent Component Analysis and Blind Source Separation.Berlin:Springer-Verlag,2006:846-853.[7] PEREZ-CRUZ F,BOUSQUET O.Kernel methods and their potential use in signal processing[J].IEEE Signal Processing Magazine,2004:57-65.[8] MULLER K R,MIKA S,RATSCH G,et al.An introduction to kernel-based learning algorithms[J].IEEE Transactions on Neural Network,2001,12(2):181-201.[9] 朱龙云,曾平.一种提高3-CCD扫描仪校正精度的新方法[J].计算机工程与应用,2003,27:130-132.ZHU Longyun,ZENG Ping.A new method of improving the calibration precision of 3-CCD scanners[J].Computer Engineering and Applications,2003,27:130-132.[10] JOVANOVIC B B,RELJIN I S,RELJIN I D.Modified ANFIS architecture-improving efficiency of ANFIS technique[C]//Proc.of 7th Seminar on Neural Network Applications in Electrical Engineering.Serbia and Montenegro:Institute of Electrical and Electronics Engineers Inc.,2004:215-220.[11] 张恒喜,郭基联,朱家元,等.小样本多元数据分析方法及应用[M].西安:西北工业大学出版社,2002.[12] 郭茂祖,王亚东,苏晓红,等.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.GUO Maozu,WANG Yadong,SU Xiaohong,et al.Research of color matching method based on BP network[J].Chinese J.Computers,2000,23(8):819-823.[13] JANG,J S R.Input selection for ANFIS learning[C]//Proc.of the 1996 5th IEEE international conference on Fuzzy systems.New Orleans:IEEE Press,1996:1 493-1 499.[14] KIM C H,LEE J J.Adaptive network-based fuzzy inference system with pruning[C]//SICE Annual Conference.Tokyo:Soc.of Instrument and Control Eng.,2003:140-143.
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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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