Image Fusion Based on Kernel Estimation and Data Envelopment Analysis
Xie, Qiwei1,2; Chen, Xi1; Li, Lin3; Rao, Kaifeng4; Tao, Luo5; Ma, Chao6
发表期刊INTERNATIONAL JOURNAL OF INFORMATION TECHNOLOGY & DECISION MAKING
ISSN0219-6220
2019-03-01
卷号18期号:2页码:487-515
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.

关键词Data envelopment analysis image fusion mutual information
DOI10.1142/S0219622019500032
关键词[WOS]POTENTIAL USE ; DEA ; PERFORMANCE ; EFFICIENCY
收录类别SCI
语种英语
资助项目Science and Technology Planning Project of Guangdong Province, China[2016B02024007] ; Frontier Science Key Program of the Chinese Academy of Sciences[QYZDY-SSW-DQC004] ; Science and Technology Development Fund ofMacau[044/2015/A2] ; National High Technology Research and Development Program of China[2014AA06A506] ; Project of Great Wall Scholar, Beijing Municipal Commission of Education[CIT TCD20180305] ; Project of Great Wall Scholar, Beijing Municipal Commission of Education[CIT TCD20170304] ; Social Science Foundation of Beijing[16JDGLC005] ; Humanities and Social Science Fund, Beijing University of Technology[011000546318525] ; National Natural Science Foundation of China[61101219] ; National Natural Science Foundation of China[21307150] ; National Natural Science Foundation of China[61673381] ; 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
WOS类目Computer Science, Artificial Intelligence ; Computer Science, Information Systems ; Computer Science, Interdisciplinary Applications ; Operations Research & Management Science
WOS记录号WOS:000463144400004
出版者WORLD SCIENTIFIC PUBL CO PTE LTD
七大方向——子方向分类图像视频处理与分析
引用统计
被引频次:4[WOS]   [WOS记录]     [WOS相关记录]
文献类型期刊论文
条目标识符http://ir.ia.ac.cn/handle/173211/24957
专题脑图谱与类脑智能实验室_微观重建与智能分析
通讯作者Ma, Chao
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
6.Macau Univ Sci & Technol, Fac Informat Technol, Taipa, Macau, Peoples R China
第一作者单位中国科学院自动化研究所
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.
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