A novel image fusion approach based on wavelet transform and fuzzy logic

被引:4
|
作者
Li, Tao
Liu, Jian
Wang, Zhicheng
机构
[1] Huazhong Univ Sci & Technol, Key Lab Educ, Minist Image Proc & Intelligent Control, Wuhan 430074, Hubei, Peoples R China
[2] Huazhong Univ Sci & Technol, Dept Elect & Informat Sci, Wuhan 430074, Peoples R China
关键词
image fusion; fuzzy logic; membership function; wavelets transform;
D O I
10.1142/S021969130600149X
中图分类号
TP31 [计算机软件];
学科分类号
081202 ; 0835 ;
摘要
Better understanding of the real world can be obtained by fusion of images with complementary information. It was shown that an image fusion technique based on wavelet decomposition seems to be a better trade-off between spectral and spatial information in a single image. This paper presents a novel image fusion scheme that is based on wavelet transform and fuzzy logic. The two source images are first decomposed using the discrete wavelet transformation (DWT). Then different rules are used for different components in the fusion procedure. Local average energy is utilized as the fusion parameter for the low frequency component first; then membership degree of wavelet transform coefficient is used as the fusion parameter for the high frequency parts; finally, the fused image is obtained by taking inverse wavelet transform from the combined coefficients. The proposed fusion approach is shown to be effective using some remote sensing test images.
引用
收藏
页码:617 / 626
页数:10
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