Medical image registration based on wavelet transformand hybrid genetic algorithm

LIANG Jun-ting;DONG You;WANG Ming-quan;ZHAO Yue-ping;FENG Xiao-xia

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    Published By: Journal of Applied Optics

    CN 61-1171/O4

Journal of Applied Optics ›› 2010, Vol. 31 ›› Issue (4) : 589-592.

Medical image registration based on wavelet transformand hybrid genetic algorithm

  • LIANG Jun-ting1, DONG You2, WANG Ming-quan1, ZHAO Yue-ping1, FENG Xiao-xia1
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Abstract

To address the disadvantages of image registration, a new method for image registration is proposed,which combines hybrid genetic algorithm with wavelet multi-resolution analysis strategy. In this method, mutual information is used as the similarity measure and a hybrid genetic algorithm is used as the search technique, and the parameters of genetic algorithm are adapted along with the computation of mutual information and the multi-resolution of the images. The experimental results show that this registration method could efficiently restrain the local maxima of mutual information function and the subvoxel accuracy can be achieved, which demonstrates that the algorithm is accurate, robust and efficient for image registration.

Key words

Powell / hybrid genetic algorithm / wavelet transform / image registration / mutual information

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LIANG Jun-ting, DONG You, WANG Ming-quan, ZHAO Yue-ping, FENG Xiao-xia. Medical image registration based on wavelet transformand hybrid genetic algorithm. Journal of Applied Optics. 2010, 31(4): 589-592

References

[1]罗述谦,周果宏. 医学图像处理与分析[M].北京:科学出版社,2003.
LUO Shu-qian,ZHOU Guo-hong. Processing and analysis of medical image[M]. Beijing:Science Publishing House,2003.
[2]MAES F,COLLIGNON A,VANDERMEULEN D, et al.Multimodality image registration by maxim-ization of mutual information[J]. IEEE Transactions on Medical Imaging,1997,16(2):187-198.
[3]STONE H S, MOIGNE J L,MCGUIRE M.The translation sensitivity of Wavelet-based registration[J]. IEEE Trans on Pattern Analysis and Machine Intelligence, 1999,21(10):1074-1081.
[4]杨帆,张汗灵.遗传算法和Powell法结合的多分辨率三维图像配准[J].光电子·激光,2006,17(6):755-758.
YANG Fan, ZHANG Han-ling.Multiresolution3-D image registration using hybrid genetic algorithm and powells method[J]. Journal of Optoelectronics Laser,2006,17(6):755-758.(in Chinese with an English abstract)
[5]SHI Y, EBERHART R C.A modified parti

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