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PERFORMANCE EVALUATION OF SEVERAL FUSION APPROACHES FOR CCD/SAR IMAGES

PERFORMANCE EVALUATION OF SEVERAL FUSION APPROACHES FOR CCD/SAR IMAGES
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摘要 Several image fusion approaches for CCD/SAR images are studied and the performance evaluation of these fusion approaches is completed in this paper. Firstly, the preprocessing of CCD/SAR images before fusion is fulfilled. Then, the image fusion methods including linear superposition, nonlinear operator method and multiresolution methods, of which the multiresolution methods include Laplacian pyramid, ratio pyramid, contrast pyramid, gradient pyramid, morphological pyramid and discrete wavelet transform, are adopted to fuse two types of images. Lastly, the four performance measures, standard deviation, entropy, cross entropy and spatial frequency, are calculated to compare the fusion results by different fusion approaches in this paper. Experimental results show that contrast pyramid, morphology pyramid and discrete wavelet transformation in multiresolution approaches are more suitable for CCD/SAR image fusion than other ones proposed in this paper and the objective performance evaluation of CCD/SAR image fusion approaches are effective. Several image fusion approaches for CCD/SAR images are studied and theperformance evaluation of these fusion approaches is completed in this paper. Firstly, thepreprocessing of CCD/SAR images before fusion is fulfilled. Then, the image fusion methods includinglinear superposition, nonlinear operator method and multiresolution methods, of which themultiresolution methods include Laplacian pyramid, ratio pyramid, contrast pyramid, gradientpyramid, morphological pyramid and discrete wavelet transform, are adopted to fuse two types ofimages. Lastly, the four performance measures, standard deviation, entropy, cross entropy andspatial frequency, are calculated to compare the fusion results by different fusion approaches inthis paper. Experimental results show that contrast pyramid, morphology pyramid and discrete wavelettransformation in multiresolution approaches are more suitable for CCD/SAR image fusion than otherones proposed in this paper and the objective performance evaluation of CCD/SAR image fusionapproaches are effective.
出处 《Chinese Geographical Science》 SCIE CSCD 2003年第1期91-96,共6页 中国地理科学(英文版)
基金 Under the auspices of Astronautical Innovation Fund of China.
关键词 图像融合 线性重叠 拉普拉斯算子 CCD图像 SAR图像 遥感数据 image fusion performance evaluation CCD image SAR image
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