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Image Fusion Based on Kernel Estimation and Data Envelopment Analysis

文献类型：期刊论文

作者Xie, Qiwei2,6; Chen, Xi6; Li, Lin3; Rao, Kaifeng1; Tao, Luo4; Ma, Chao5
刊名INTERNATIONAL JOURNAL OF INFORMATION TECHNOLOGY & DECISION MAKING
出版日期2019-03-01
卷号18期号:2页码:487-515
ISSN号0219-6220
关键词Data envelopment analysis image fusion mutual information
DOI10.1142/S0219622019500032
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.
资助项目National Natural Science Foundation of China[61673381] ; National Natural Science Foundation of China[21307150] ; National Natural Science Foundation of China[61101219] ; Humanities and Social Science Fund, Beijing University of Technology[011000546318525] ; Social Science Foundation of Beijing[16JDGLC005] ; Project of Great Wall Scholar, Beijing Municipal Commission of Education[CIT TCD20170304] ; Project of Great Wall Scholar, Beijing Municipal Commission of Education[CIT TCD20180305] ; National High Technology Research and Development Program of China[2014AA06A506] ; Science and Technology Development Fund ofMacau[044/2015/A2] ; Frontier Science Key Program of the Chinese Academy of Sciences[QYZDY-SSW-DQC004] ; Science and Technology Planning Project of Guangdong Province, China[2016B02024007]
WOS研究方向Computer Science ; Operations Research & Management Science
语种英语
出版者WORLD SCIENTIFIC PUBL CO PTE LTD
WOS记录号WOS:000463144400004
源URL[http://ir.amss.ac.cn/handle/2S8OKBNM/34555]  
专题期刊学会部
通讯作者Ma, Chao
作者单位1.Chinese Acad Sci, Res Ctr Ecoenvironm Sci, Beijing 100085, 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.Tianjin Univ, Sch Comp Sci & Technol, Tianjin Key Lab Cognit Comp & Applicat, Tianjin 300072, Peoples R China
5.Macau Univ Sci & Technol, Fac Informat Technol, Taipa, Macau, Peoples R China
6.Beijing Univ Technol, Data Min Lab, Sch Econ & Management, Beijing 100124, 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：数学与系统科学研究院

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