吉林大学学报(工学版) ›› 2013, Vol. 43 ›› Issue (增刊1): 47-50.

Previous Articles     Next Articles

Automatic synthetic registration method based on substation multi-modal images

XIA Ying-jie1,2, LI Jin-ping1,2, CHEN Rui3   

  1. 1. School of Information Science and Engineering, University of Jinan, Jinan 250022, China;
    2. Shandong Provincial Key Laboratory of Network based Intelligent Computing, University of Jinan, Jinan 250022, China;
    3. Simulation and Information Center, The 53RD Research Institute of China North Industries Group Corporation, Jinan 250032, China
  • Received:2012-05-25 Published:2013-06-01

PDF (PC)

349

Abstract:

An improved automatic synthetic registration method for substation multi-modal images is proposed.Two multi-modal images were different sizes,so wavelet transform was done.And the results were prepared for registration.In order to search the best registration position of two multi-modal images,genetic algorithm was used in the method.And one of the six methods was the fitness function of genetic algorithm in each search.Then six results were obtained for original images,and were integrated based on dynamic credibility.It is proved that automatic registration for multi-modal images of different sizes can be realized.This method is high speed and robustness,and it is more accurate than any single registration method.Besides,the credibility can be corrected dynamically.It has strong adaptability.

Key words: multi-modal image registration, wavelet transform, dynamic credibility, synthetic registration method

CLC Number: 

  • TP751.1

[1] Woods R P,Mazziotta J C,Cherry S R.MRI-PET registration with automated algorithm [J].Journal of Computer Assisted Tomography,1993,17 (4):536-546.

[2] 时永刚,刘小军,王东峰,等.多模态图像配准的配准测度和性能分析[J].电子与信息学报,2004,26(11):1706-1713. Shi Yong-gang,Liu Xiao-jun,Wang Dong-feng,et al.Performance analysis of registration measures for multi-modal image registration[J].Journal of Electronics and Information Technology,2004,26(11):1706-1713.

[3] Collignon A, Maes F, Delaere D,et al.Automated multimodality image registration based on information theory[C]// Proc.of the Information Processing in Medical Imaging Conference,1995:263-274.

[4] Viola P A,Wells W M III.Alignment by maximization of mutual information [J].International Journal of Computer Vision,1997,24(2):137-154.

[5] Pluim J P W,Maintz J B A,Viergever M A.Image registration by maximization of combined mutual information and gradient information[J].IEEE Transactions on Medical Imaging,2000,19 (8):809-814.

[6] 张二虎,卞正中.基于最大熵和互信息最大化的特征点配准算法[J].计算机研究与发展,2004,41(7):1194-1199. Zhang Er-hu,Bian Zheng-zhong.A new robust point registration algorithm by maximization of entropy and mutual information[J].Journal of Computer Research and Development,2004,41(7):1194-1199.

[7] 王东峰,邹谋炎.基于最大化对齐度的多模态图像自动配准[J].电子与信息学报,2003,25(6):755-762. Wang Dong-feng,Zou Mou-yan.Automatic registration of multi-modal images based on the maximization of the alignment metric[J].Journal of Electronics and Information Technology,2003,25(6):755-762.

[8] 葛永新,杨丹,张小洪.基于边缘特征点对对齐度的图像配准方法[J].中国图象图形学报,2007,12(7):1291-1295. Ge Yong-xin,Yang Dan,Zhang Xiao-hong.A new method for image registration based on alignment metric of edge feature points[J].Journal of Image and Graphics,2007,12(7):1291-1295.

[9] Xia Ying-jie,Yin Jian-qin,Chen Rui.An automatic registration method for multi-modal images based on alignment metric[C]// The 3rd International Conference on Computer Design and Applications,2011:181-184.

[10] 时永刚,邹谋炎.基于算术-几何均值距离的多模态图像配准[J].光学技术,2004,30(4):409-412,416. Shi Yong-gang,Zou Mou-yan.Novel similarity measure based on arithmetic-geometric mean distance for multimodal image registration[J].Optical Technique,2004,30(4):409-412,416.

[11] 时永刚.新的Cauchy-Schwarz 距离函数与多模态医学图像配准[J].光学技术,2005,31(5):684-697,690. Shi Yong-gang.Novel divergence measure based on Cauchy-Schwarz for multimodal medical image registration[J].Optical Technique,2005,31(5):684-697,690.

[12] Xia Ying-jie,Chang Xiao-li,Chen Rui,et al.A synthetic registration method for multi-modal images based on dynamic credibility[C]// International Conference on Computer Application and System Modeling,2010:140-144.
[1] CHE Xiang-jiu, LIANG Sen. Improved algorithm of SPIHT based on Max-Heap tree [J]. 吉林大学学报(工学版), 2016, 46(3): 865-869.
[2] XIAO Zhong-jie. Recognition of digital image based on wavelet space feature spectrum entropy [J]. 吉林大学学报(工学版), 2015, 45(6): 1994-1998.
[3] WANG Xin, LI Wei-lin, LIU Fu. New algorithm of CT/MRI medical image fusion based on wavelet domain [J]. 吉林大学学报(工学版), 2013, 43(增刊1): 25-28.
[4] ZHANG Jiu-wen, MI Jin-cai, ZHANG Tong-feng. Texture image retrieval based on DT-CWT and generalized gaussian density [J]. 吉林大学学报(工学版), 2013, 43(增刊1): 60-63.
[5] BAO Lei, XU Qi-zhi. Spectrum-keeping algorithm for fusing based on PCA [J]. 吉林大学学报(工学版), 2013, 43(增刊1): 88-91.
[6] LIU Yuan-yuan, CHEN He-xin, ZHAO Yan, SUN Hong-yan. New DWT dynamic video watermarking algorithm [J]. 吉林大学学报(工学版), 2013, 43(增刊1): 445-449.
[7] HU Yu-ping, WANG Zhi-jian, ZHANG Ling-hua, YIN Hua. Image-adaptive watermarking algorithm based on chaos map and DWT [J]. 吉林大学学报(工学版), 2012, 42(增刊1): 401-404.
[8] FU Zhao-yang,GUO Lei,CHANG Wei-wei. Fusion algorithm of hyperspectral images based on wavelet transform and multichannel PCNN [J]. 吉林大学学报(工学版), 2011, 41(03): 838-843.
[9] QIAO Yu-long, ZHAO Chun-hui, PAN Jeng-shyang,. Fast k nearest-neighbor classification algorithm based on Haar wavelet transform [J]. 吉林大学学报(工学版), 2011, 41(01): 231-0234.
[10] WANG Xin-Pei, LIU Chang-Chun, LI Yuan-Yang, SUN Chu-Ran. Heart sound segmentation algorithm based on highorder Shannon entropy [J]. 吉林大学学报(工学版), 2010, 40(05): 1433-1437.
[11] GAO Rong,YE Pei-qing,JIANG Ke-rong,LI Wen. Vibration signal processing of motor spindle based on wavelet singularity [J]. 吉林大学学报(工学版), 2010, 40(04): 1025-1028.
[12] WANG Hong-zhi，WU Wei，ZHONG Cheng . Image denoising algorithm based on nonlinear
diffusion and wavelet transform [J]. 吉林大学学报(工学版), 2009, 39(02): 525-0529.
[13] Gao Yin-han, Xie Jun, Liang Jie, Li Qiang . Auditory filter bank model based on wavelet transform [J]. 吉林大学学报(工学版), 2008, 38(增刊): 177-0181.
[14] WANG Ai-li, ZHANG Ye, GU Yan-feng, CHEN Yu-shi . SAR image compression based on multiwavelet transform [J]. 吉林大学学报(工学版), 2008, 38(04): 966-969.
[15] Gao Yin-han, Zhou Xiao-hua, Yang Kai-yu, Liang Jie, Ma Xi-lai . Wavelet based acoustic holography method for moving sound source identification [J]. 吉林大学学报(工学版), 2007, 37(05): 1197-1202.
Viewed
Full text


Abstract

Cited
  Shared   
  Discussed   
No Suggested Reading articles found!
Copyright © Journal of Jilin University(Engineering and Technology Edition), All Rights Reserved.
Tel: +86-431-85095297　Fax: +86-431-85094074　E-mail: xbgxb@jlu.edu.cn
Powered by Beijing Magtech Co. Ltd