KMS Of Academy of mathematics and systems sciences, CAS
| Image Fusion Based on Kernel Estimation and Data Envelopment Analysis | |
Xie, Qiwei1,2; Chen, Xi1; Li, Lin3 ; Rao, Kaifeng4; Tao, Luo5; Ma, Chao6
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| 2019-03-01 | |
| Source Publication | INTERNATIONAL JOURNAL OF INFORMATION TECHNOLOGY & DECISION MAKING
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| ISSN | 0219-6220 |
| Volume | 18Issue:2Pages:487-515 |
| Abstract | 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. |
| Keyword | Data envelopment analysis image fusion mutual information |
| DOI | 10.1142/S0219622019500032 |
| Language | 英语 |
| Funding Project | 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 Research Area | Computer Science ; Operations Research & Management Science |
| WOS Subject | Computer Science, Artificial Intelligence ; Computer Science, Information Systems ; Computer Science, Interdisciplinary Applications ; Operations Research & Management Science |
| WOS ID | WOS:000463144400004 |
| Publisher | WORLD SCIENTIFIC PUBL CO PTE LTD |
| Citation statistics | |
| Document Type | 期刊论文 |
| Identifier | http://ir.amss.ac.cn/handle/2S8OKBNM/34556 |
| Collection | 期刊学会部 |
| Corresponding Author | Ma, Chao |
| Affiliation | 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 |
| Recommended Citation 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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