Image Fusion Based on Kernel Estimation and Data Envelopment Analysis
文献类型:期刊论文
作者 | Xie, Qiwei; Chen, Xi; Li, Lin; Rao, Kaifeng; Tao, Luo; Ma, Chao |
刊名 | INTERNATIONAL JOURNAL OF INFORMATION TECHNOLOGY & DECISION MAKING
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出版日期 | 2019-03 |
卷号 | 18期号:2页码:487-515 |
关键词 | Data envelopment analysis image fusion mutual information |
ISSN号 | 0219-6220 |
英文摘要 | This paper reports the improvement of the image quality during the fusion of remote sensing images by minimizing a novel energy function. First, by introducing a gradient constraint term in the energy function, the spatial information of the panchromatic image is transferred to the fused results. Second, the spectral information of the multispectral image is preserved by importing a kernel function to the data fitting term in the energy function. Finally, an objective parameter selection method based on data envelopment analysis (DEA) is proposed to integrate state-of-the-art image quality metrics. Visual perception measurement and selected fusion metrics are employed to evaluate the fusion performance. Experimental results show that the proposed method outperforms other established image fusion techniques. |
源URL | [http://ir.rcees.ac.cn/handle/311016/43092] ![]() |
专题 | 生态环境研究中心_环境水质学国家重点实验室 |
作者单位 | 1.Beijing Univ Technol, Data Min Lab, Sch Econ & Management, Beijing 100124, Peoples R China 2.Chinese Acad Sci, Inst Automat, Beijing 100190, Peoples R China 3.Chinese Acad Sci, Acad Math & Syst Sci, Beijing 100190, Peoples R China 4.Chinese Acad Sci, Res Ctr Ecoenvironm Sci, Beijing 100085, Peoples R China 5.Tianjin Univ, Sch Comp Sci & Technol, Tianjin Key Lab Cognit Comp & Applicat, Tianjin 300072, Peoples R China |
推荐引用方式 GB/T 7714 | Xie, Qiwei,Chen, Xi,Li, Lin,et al. Image Fusion Based on Kernel Estimation and Data Envelopment Analysis[J]. INTERNATIONAL JOURNAL OF INFORMATION TECHNOLOGY & DECISION MAKING,2019,18(2):487-515. |
APA | Xie, Qiwei,Chen, Xi,Li, Lin,Rao, Kaifeng,Tao, Luo,&Ma, Chao.(2019).Image Fusion Based on Kernel Estimation and Data Envelopment Analysis.INTERNATIONAL JOURNAL OF INFORMATION TECHNOLOGY & DECISION MAKING,18(2),487-515. |
MLA | Xie, Qiwei,et al."Image Fusion Based on Kernel Estimation and Data Envelopment Analysis".INTERNATIONAL JOURNAL OF INFORMATION TECHNOLOGY & DECISION MAKING 18.2(2019):487-515. |
入库方式: OAI收割
来源:生态环境研究中心
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