DocumentCode :
2742767
Title :
A Novel Medical Image Registration Algorithm Based on PSO and Wavelet Transformation Combined with 2v-SVM
Author :
Anna, W. ; Wu Jie ; Zhang Xinhua ; Tao Ran
Author_Institution :
Northeastern Univ., Shenyang
fYear :
2007
fDate :
5-7 Sept. 2007
Firstpage :
584
Lastpage :
584
Abstract :
In order to realize fast, precise and robust image registration, we proposed a new registration method, which is based on image feature extraction by wavelet transform combined with 2v-SVM and particle swarm optimization (PSO) algorithm. We made the affine transform between the source image and the target image, took Mutual Information (MI) as the Similarity Metric and extracted the feature points of the two images by wavelet transform combined with 2v-SVM; finally we can obtain the optimal transform parameters using the PSO algorithm. Our experiment results show that the proposed registration algorithm is effectively and advantaged.
Keywords :
image registration; medical image processing; particle swarm optimisation; support vector machines; wavelet transforms; affine transform; image feature extraction; medical image registration algorithm; mutual information; particle swarm optimization algorithm; similarity metric; source image; target image; wavelet transformation; Biomedical imaging; Data mining; Feature extraction; Frequency; Image edge detection; Image registration; Iterative algorithms; Mutual information; Robustness; Wavelet transforms;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Innovative Computing, Information and Control, 2007. ICICIC '07. Second International Conference on
Conference_Location :
Kumamoto
Print_ISBN :
0-7695-2882-1
Type :
conf
DOI :
10.1109/ICICIC.2007.66
Filename :
4428226
Link To Document :
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