吉林大学学报(工学版) ›› 2013, Vol. 43 ›› Issue (增刊1): 25-28.

Previous Articles     Next Articles

New algorithm of CT/MRI medical image fusion based on wavelet domain

WANG Xin1,2, LI Wei-lin1, LIU Fu2   

  1. 1. College of Computer Science and Engineering, Changchun University of Technology, Changchun 130012, China;
    2. College of Communication Engineering, Jilin University, Changchun 130022, China
  • Received:2012-05-20 Published:2013-06-01

Abstract:

To solve the problem of losing details with traditional image fusion algorithms based on wavelet transform,a new CT/MRI medical image fusion algorithm based on wavelet domain was proposed.Average gradient and variance were used to determine the low-frequency component of the fused image;Gradient energy ratio weighted fusion rule was used to fuse the high-frequency components.Compared with the traditional methods of wavelet transform,the experimental results show that the new algorithm can fully fuse the two different modes information together and preserve the important features of the original images.The fused image contains richer and more comprehensive details,which increases the amount of the medical image fusion information effectively.

Key words: medical image fusion, wavelet transform, average gradient, gradient energy ratio

CLC Number: 

  • TN911.73

[1] 田捷,包尚联,周明全.医学影像处理与分析[M].北京:电子工业出版社,2003.

[2] 阮春,李月卿.医学图像融合技术及其应用研究概况[J].医学影像学杂志,2001,11(6):408-410. Ruan Chun,Li Yue-qing.Medical image fusion technology and its application research survey[J]. Journal of Medical Imaging,2001,11(6):408-410.

[3] 杨波,敬忠良.梅花形采样离散小波框架图像融合算法[J].自动化学报,2010,36(1):12-22. Yang Bo,Jing Zhong-liang.Image fusion algorithm based on quincunx sampling discrete wavelet frame[J].Acta Automatica Sinica, 2010,36(1):12-22.

[4] 许开宇,李双一.基于小波变换的图像融合算法的实现[J].红外技术,2007,29(8):455-458. Xu Kai-yu,Li Shuang-yi.Image fusion algorithm based on wavelet transform[J].Infrared Technlogy,2007,29(8):455-458.

[5] 苗启广,王宝树.基于小波变换与局部能量的聚 焦图像融合.[J]计算机科学,2005,32(2):229-232. Miao Qi-guang,Wang Bao-shu.Multi-focus image fusion based on wavelet transform and local energy [J].Computer Science,2005,32(2):229-232.

[6] 罗述谦,周国宏.医学图像处理与分析[M].北京:科学出版社,2003.

[7] David L H.An introduction to multi-sensor fusion [J].Proc of the IEEE,1997,85(1):6-23.

[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] XIA Ying-jie, LI Jin-ping, CHEN Rui. Automatic synthetic registration method based on substation multi-modal images [J]. 吉林大学学报(工学版), 2013, 43(增刊1): 47-50.
[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!