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《Acta Optica Sinica》 2005-06
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Multi-Focus Image Fusion Based on Non-Negative Matrix Factorization

Miao Qiguang~1,2 Wang Baoshu11 School of Computer Science, Xidian University, Xi′an 7100712 Guilin University of Electronic Technology, Guilin 541004  
A new method based on the sharpness-constrained non-negative matrix factorization (SNMF) technique was presented for multi-focus images fusion. An new objective function was defined to impose sharpness constraint, in addition to the non-negativity constraint in the standard NMF. An algorithm was presented for SNMF. The local feature based representation could be obtained by choosing suitable dimension of the feature subspace in NMF. It was pointed out that when using SNMF, if the dimension of the feature subspace was set to 1, the resulted feature base was just the fusion result of the original input images. The feature base obtained included the global feature of the original images. Experimental results were presented to compare SNMF with wavelet transform and Laplacian methods for image fusion, which demonstrates advantages of SNMF in preserving the global feature information.
【Fund】: 国防科技预研基金(51406050301DZ0107)资助课题。
【CateGory Index】: TP391.41
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【References】
Chinese Journal Full-text Database 4 Hits
1 Miao Qiguang Wang Baoshu (School of Computer Science,Xidian University,Xi'an 710071);Multi-Sensor Image Fusion Based on Improved Laplacian Pyramid Transform[J];Acta Optica Sinica;2007-09
2 LIU Song-tao~1,ZHOU Xiao-dong~2 (1.Dept of Information & Comunication Engineering,Dalian Naral Academy,Dalian 116018;2.Naval Aeronautical Engineering Institute,Control Engineering Dept,Yantai 264001,China);Recent Development of Image Fusion Techniques[J];Laser & Infrared;2006-08
3 HU Gang1,2,LIU Zhe1,XU Xiao-ping2,GAO Rui1(1.School of Science,Northwestern Polytechnical University,Xi'an 710072,China;2.School of Science,Xi'an University of Technology,Xi'an 710054,China);Research and recent development of image fusion at pixel level[J];Application Research of Computers;2008-03
4 ZHANG Jiang, WANG Nian, LIANG Dong, TANG Jun, ZHOU Mei-ju(Key Lab of Intelligent Computing & Signal Processing Ministry of Education, Anhui University, Hefei 230039, China);Image classification based on non-negative matrix factorization and adjacency spectra[J];Journal of University of Science and Technology of China;2008-03
【Citations】
Chinese Journal Full-text Database 1 Hits
1 Wu Yan Yang Wanhai (School of Electronics Engineering, Xidian University, Xi′an 710071)Li Ming (Institute of Electronics Engineering, Xidian University, Xi′an 710071);Image Fusion Based on Wavelet Decomposition and Evolutionary Strategy[J];Acta Optica Sinica;2003-06
【Co-citations】
Chinese Journal Full-text Database 10 Hits
1 CHEN Huai-xin,WANG Lian-liang(Southwest China Institute of Electronic Technology,Chengdu 610036,China);A Wavelet Multi-resolution Image Fusion Method Based on Principle Component Analysis[J];Telecommunication Engineering;2006-01
2 LIU Song-tao,YANG Shao-qing(Dept.of Information & Communication Engineering,Dalian Naval Academy,Dalian 116018,China);A review of target recognition and tracking algorithms based on image fusion[J];Electronics Optics & Control;2007-04
3 DING Lan(College of Information Science & Technology,Nanjing University of Aeronautics and Astronautics,Nanjing 210016,China);Multifocus Image Fusion Based on Contorlet Transform[J];Computer Knowledge and Technology;2008-34
4 Miao Qi-guang Wang Bao-shu (School of Computer Science, Xidian University, Xi'an 710071, China) (Guilin University of Electronic Technology, Guilin 541004, China);A Novel Algorithm of Multi-focus Image Fusion Using Adaptive PCNN[J];Journal of Electronics & Information Technology;2006-03
5 Jia DongyaoDing Tianhuai (State Key Laboratory of Precision Measurement Technology and Instrument, Tsinghua University, Beijing 100084);A Novel Method for Dynamic Calibrating Non-Uniform of Multiple CCD Imaging[J];Acta Optica Sinica;2005-04
6 Deng Lei Chen Yunhao Li Jing Chen Zhijun (College of Resources Science and Technology, Beijing Normal University, Beijing 100875);Study on Adjustable Image Fusion Method for Remote Sensing[J];Acta Optica Sinica;2005-05
7 Li Zhenhua1 Jing Zhongliang 1,2 Sun Shaoyuan1 Liu Gang1 1 Institute of Aerospace Information and Control, School of Electrical and Information Engineering, Shanghai Jiaotong University, Shanghai 200030 2 Institute of Aerospace Science & Technology, Shanghai Jiaotong University, Shanghai 200030;Remote Sensing Image Fusion Based on Steerable Pyramid Frame Transform[J];Acta Optica Sinica;2005-05
8 Zhao Peng1 Pu Zhaobang1 Zhang Tianwen21 Department of Automation Measurement and Control, Harbin Institute of Technology, Harbin 1500012 Department of Computer Science and Engineering, Harbin Institute of Technology, Harbin 150001;A New Tracking Method of Dynamic Contour Based on Image Fusion[J];Acta Optica Sinica;2005-06
9 Song Limei Zhou Xinglin Xu Kexin Qu Xinghua Ye Shenghua (State Key Laboratory of Precision Measuring Technology and Instrument,Tianjin University,Tianjin 300072);Three-Dimensional Defect Detection Based On Single Measurement Image[J];Acta Optica Sinica;2005-09
10 Li Huihui Guo Lei Liu Hang(College of Automation,Northwestern Polytechnical University,Xi'an 710072);Research on Image Fusion Based on the Second Generation Curvelet Transform[J];Acta Optica Sinica;2006-05
【Co-references】
Chinese Journal Full-text Database 10 Hits
1 NI Guo-qiang,DAI Wen,LI Yong-liang,PU Tian (Department of Optical Engineering, School of Information Science and Technology, Beijing Institute of Technology, Beijing100081, China);Visual/IR Color Image Fusion Based on Rattlesnake Bimodal Cell Neurodynamics: Advances and Prospects[J];Journal of Beijing Institute of Technology;2004-02
2 WEI Le(Computer Institute, Xian University of Electronic Science & Technology, Xi'an 710071, China);Blind sources separation based on non-negative matrix factorization[J];Electronics Optics & Control;2004-02
3 Lu Jianjiang 1,2 Xu Baowen 1,3 Huang Gangshi 2 Zhang Yafei 2( 1Department of Computer Science and Engineering, Southeast University, Nanjing 210096, China)( 2School of Science, PLA University of Science and Technology, Nanjing 210007, China)( 3School of Computer Science, National University of Defence Technology, Changsha 410073, China);Matrix dimensionality reduction for mining typical user profiles[J];东南大学学报(英文版);2003-03
4 ZHANG Hong yuan 1,2 ,SHI Xi zhi 2 (1 Department of Advanced Technology,Technology Center,ZTE Corporation,Shenzhen,Guangdong 518057,China; 2 State Key Laboratory for Vibration Shock and Noise,Shanghai Jiaotong University,Shanghai 200030,China);An Effective Algorithm for Blind Separation of Arbitrary Source Signals[J];Acta Electronica Sinica;2001-10
5 ZHANG Xian da,BAO Zheng (Key Laboratory for Radar Signal Processing,Xidian University,Xi'an,Shanxi 710071,China);Blind Source Separation[J];Acta Electronica Sinica;2001-S1
6 LIU Ju 1,HE Zhen ya 2 (1 College of Information Science and Engineering,Shandong University,Jinan,Shandong 250100,China; 2 Department of Radio Engineering,Southeast University,Nanjing,Jiangsu 210096,China);A Survey of Blind Source Separation and Blind Deconvolution[J];Acta Electronica Sinica;2002-04
7 CHEN Wei-gang,QI Fei-hu (Department of Computer Science & Engineering,Shanghai Jiao Tong University,Shanghai 200030,China);Learning NMF Representation Using a Hybrid Method Combining Feasible Direction Algorithm and Simulated Annealing[J];Acta Electronica Sinica;2003-S1
8 CHAO Rui,ZHANG Ke,LI Yan-jun (College of Astronautics,Northwestern Ploytechnical University,Xi'an,Shaanxi 710072,China);An Image Fusion Algorithm Using Wavelet Transform[J];Acta Electronica Sinica;2004-05
9 Liu Ju Nie Kaibao He Zhenya (Dept. of Electronic Engineering, Shftndong Univeristy, Jinan 250100, China) (Dept. of Radio Eng., Southeast University, Nanjing 210096, China);ON SEPARABILITY AND SEPARATING METHOD OF NONLINEAR MIXED SIGNALS[J];Journal of Electronics and Information Technology;2003-01
10 Li Qiu-hua Li Ji-cheng Shen Zhen-kang (The Key Laboratory for ATR in NUDT, ChangSha 410073, China);IR Target Detection Based on Multi-sensor Multi-level Information Fusion[J];Journal of Electronics and Information Technology;2004-11
【Secondary References】
Chinese Journal Full-text Database 10 Hits
1 XING Su-xia (College of Information Engineering,Beijing Technology and Business University, Beijing 100048,China);REAL-TIME FUSION SYSTEM HARDWARE DESIGN OF VISUAL/IR IMAGE BASED ON DSP AND FPGA[J];Journal of Beijing Technology and Business University(Natural Science Edition);2008-06
2 CHEN Chao①,JIANG Tao①②,LIU Xiang-lei①①Department of Remote Sensing Science and Technology,Geomatics College,ShanDong University of Science and Technology,ShanDong Qingdao 266510,China;②Laboratory of Fundamental Geographic Information and Digital Technology,Key Laboratory of ShanDong,ShanDong Qingdao 266510,China);Research on remote sensing image fusion methods based on tasseled cap transformation[J];Science of Surveying and Mapping;2009-03
3 ZHANG Xiong-mei1,LI Jun-shan1,YI Zhao-xiang1,ZHANG Tie-jun2(1.The Second Artillery Engineering College,Xi'an 710025,China;2.The Military Representative Office in Shanghai,Shanghai 200233,China);Image fusion based on nonsubsampled contourlet[J];Electronics Optics & Control;2008-07
4 CHEN Chao~1 JIANG Tao~(1,2) YUE Yuanping~3 XU Xiuhao~3 (1 Department of Remote Sensing Science and Technology, College of Mapping and Engineering, Shandong University of Science and Technology, Qingdao, Shandong, 266510 2 Shandong Provincial Key Laboratory of Basic Geography and Digital Technology, Shandong University of Science and Technology, Qingdao, Shandong, 266510 3 No. 94362 of PLA, Chengyang District, Qingdao, Shandong);Remote Sensing Image Fusion Method at Picture Element Level[J];Land and Resources Informatization;2008-05
5 Feng Peng Wei Biao Pan Yingjun Mi DelingKey Laboratory of Opto-Electronics Technology & System,Ministry of Education,Chongqing University,Chongqing 400044,China;Analysis of Frequency Aliasing of Contourlet Transform Based on Laplace Pyramidal Transform[J];Acta Optica Sinica;2008-11
6 ZHAO Yun-feng,YIN Yi-xin(School of Information Engineering,University of Science and Technology Beijing,Beijing,100083,China);Decision-level Fusion of Infrared and Visible Images for Face Recognition[J];Laser & Infrared;2008-06
7 ZHANG Yu1,FU Dong-mei1,LI Xiao-gang2,CHEN Chao3(1.School of Information Engineering,University of Science and Technology Beijing,Beijing 100083,China;2.School of Materal Engineering,University of Science and Technology Beijing,Beijing 100083,China;3.Company of China Electronic System Facility Engineering,Beijing 100141,China);Method of Infrared and Visible Image Fusion Based on Multifeatures[J];Laser & Infrared;2008-12
8 HU Gang1,2,LIU Zhe1,XU Xiao-ping2,GAO Rui1(1.School of Science,Northwestern Polytechnical University,Xi'an 710072,China;2.School of Science,Xi'an University of Technology,Xi'an 710054,China);Research and recent development of image fusion at pixel level[J];Application Research of Computers;2008-03
9 LI Qi-shen,LI Jun-feng,JIANG Ze-tao(School of Computer,Nanchang Hangkong University,Nanchang 330063,China);Image fusion based on nonsubsampled Contourlet transform and evaluation[J];Application Research of Computers;2009-03
10 ZHANG Yu,FU Dong-mei,LI Xiao-gang,KONG Wei-gong(School of Information Engineering,University of Science & Technology Beijing,Beijing 100083,China);Infrared and visible image fusion based on multilayer feature extraction[J];Application Research of Computers;2009-04
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