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Volume 28 Issue 11
Sep.  2010
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Zhang Xin-man, Han Jiu-qiang, Wang Yong. A Multifocus Image Fusion Algorithm for Adaptive Genetic Search[J]. Journal of Electronics & Information Technology, 2006, 28(11): 2054-2057.
Citation: Zhang Xin-man, Han Jiu-qiang, Wang Yong. A Multifocus Image Fusion Algorithm for Adaptive Genetic Search[J]. Journal of Electronics & Information Technology, 2006, 28(11): 2054-2057.

A Multifocus Image Fusion Algorithm for Adaptive Genetic Search

  • Received Date: 2005-03-14
  • Rev Recd Date: 2005-08-14
  • Publish Date: 2006-11-19
  • An adaptive genetic search algorithm is developed for fusion of two spatially registered images of the same scene. In this method, the size of block is defined as chromosome, after crossover and mutation, the global optimal image will be got. Three evaluation criteria such as root mean square error, entropy and mutual information are used on the analysis and effect evaluation of different fused images. Two cases are discussed and extensive experiments demonstrate that in one case the method achieves reconstruction or optimized fusion result to the reference image when the focus objectives are not overlapping blurred, and in another case this method performs better outperforming Laplacian and wavelet methods when the focus objectives are overlapping blurred.
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  • Burt P J, Kolczynski R J. Enhanced image capture through fusion. Proceedings of Fourth International Conference on Computer Vision [C]. Berlin, Genlin, 1993, 4, 173-182.[2]Mallat S G. A theory for multiresolution signal decomposition: The wavelet representation[J].IEEE Trans. on Pattern Analysis and Machine Intelligence.1989, 11(7):674-693[3]Li H, Manjunath B S, Mitra S K. Multisensor image fusion using the wavelet transform[J].Graphical Models and Image Processing.1995, 57(3):235-245[4]Zhang Z, Blum R S. A categorization of multiscale- decomposition-based image fusion schemes with a performance study for a digital camera application[J].Proc. IEEE.1999, 87(8):1315-1326[5]Li S T, Kwok J T, Wang Y N. Multifocus image fusion using artificial neural networks[J].Pattern Recognition Letters.2002, 23(8):985-997[6]Goldberg D E. Genetic Algorithms in Search, Optimization and Machine Learning. Addison-Wesley Publishing Company, Inc., Massachusetts, 1989, XIII: 1-62.[7]黄继武, Yun Q S, 戴宪华. 基于视觉特性的图像分割编码算法. 中国图像图形学报, 1999, 4A(5): 400-404.[8]Maes F, Collignon A, Vandermeulen D, et al.. Multimodality image registration by maximization of mutual information[J].IEEE Trans. on Medical Imaging.1997, 16(2):187-198
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