Image Fusion Algorithm Based on Spatial Frequency-Motivated Pulse Coupled Neural Networks in Nonsubsampled Contourlet Transform Domain | |
QU Xiao-Bo ; Qu XB(屈小波) ; YAN Jing-Wen ; Yan JW(闫敬文) ; XIAO Hong-Zhi ; Xiao HZ(肖弘智) ; ZHU Zi-Qian ; Zhu ZQ(朱自谦) | |
2008-03-16 | |
关键词 | Contourlet Pulse Coupled Neural Networks wavelet image fusion multiscale transform |
英文摘要 | Nonsubsampled contourlet transform (NSCT) provides °exible multiresolution, anisotropy and directional expansion for images. Compared with the original contourlet transform, it is shift-invariant and can overcome the pseudo-Gibbs phenomena around singularities. Pulse Coupled Neural Networks (PCNN) is a visual cortex-inspired neural network and characterized by the global coupling and pulse synchronization of neurons. It has been proven suitable for image processing and successfully employed in image fusion. In this paper, NSCT is associated with PCNN and employed in image fusion to make full use of the characteristics of them. Spatial frequency in NSCT domain is input to motivate PCNN and coe±cients in NSCT domain with large firing times are selected as coe±cients of the fused image. Experimental results demonstrate that the proposed algorithm outperforms typical wavelet-based, contourlet-based, PCNN-based and contourlet-PCNN-based fusion algorithms in term of objective criteria and visual appearance.; Supported by Navigation Science Foundation of P. R. China (05F07001) and National Natural Science Foundation of P. R. China (60472081) |
语种 | 英语 |
出版者 | ACTA AUTOMATICA SINICA |
内容类型 | 期刊论文 |
源URL | [http://dspace.xmu.edu.cn/handle/2288/8136] ![]() |
专题 | 信息技术-已发表论文 |
推荐引用方式 GB/T 7714 | QU Xiao-Bo,Qu XB,YAN Jing-Wen,et al. Image Fusion Algorithm Based on Spatial Frequency-Motivated Pulse Coupled Neural Networks in Nonsubsampled Contourlet Transform Domain[J],2008. |
APA | QU Xiao-Bo.,屈小波.,YAN Jing-Wen.,闫敬文.,XIAO Hong-Zhi.,...&朱自谦.(2008).Image Fusion Algorithm Based on Spatial Frequency-Motivated Pulse Coupled Neural Networks in Nonsubsampled Contourlet Transform Domain.. |
MLA | QU Xiao-Bo,et al."Image Fusion Algorithm Based on Spatial Frequency-Motivated Pulse Coupled Neural Networks in Nonsubsampled Contourlet Transform Domain".(2008). |
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