Full-Text Search:
Home|Journal Papers|About CNKI|User Service|FAQ|Contact Us|中文
《Transactions of the Chinese Society of Agricultural Engineering》 2007-05
Add to Favorite Get Latest Update

Evaluation of image fusion quality based on EM algorithm

Deng Wei,Ding Weimin(College of Engineering,Nanjing Agricultural University,Nanjing 210031,China)  
The purpose of the research is to put forward a method for quantitatively evaluating the quality of a image obtained by fusing several images.The method of the research is to model the image edge intensity using a mixture Rayleigh probability density functions(pdfs).The parameters and weights of mixture terms in the mixture model can be obtained using the EM iterative algorithm.The term with the smallest parameter corresponds to the weak edges,or the low-frequency background fluctuation.The term with the largest parameter corresponds to the strong edges.Therefore,the smallest variance parameter is considered as the noise variance estimation.Thus the blind estimation of the noise can be realized.And the largest variance parameter can be used to monitor the blurring.The results and conclusions of the research are that the image quality can be evaluated by studying the change of parameters in the mixture model.Compared with other image quality evaluation methods,this technique only needs the images to be evaluated and does not use detailed information about the formation of the images,and need not transform the images.The approach can be employed to estimate the smaller noise.These are the advantages of the approach.The investigation shows that this technique is quite robust and has low dependency on the image under evaluation.
【CateGory Index】: TP391.41
Download(CAJ format) Download(PDF format)
CAJViewer7.0 supports all the CNKI file formats; AdobeReader only supports the PDF format.
Chinese Journal Full-text Database 8 Hits
1 Meng Lingqi1 Lin Caixing1 Cui Fangfang2 Luo Jianzhen1 1(CIMS and Robot Center,Shanghai University,Shanghai 200072,China) 2(School of Mechanical Engineering,Hebei University of Technology,Tianjin 300130,China);THE ALGORITHM OF 3D SEGMENTATION ON MEDICAL IMAGE BASED ON MIXED RAYLEIGH DISTRIBUTION[J];Computer Applications and Software;2009-01
2 He Zhenfeng1,2,Lu Changhua2,Xiong Fanlun3(1.College of Mathematics & Computer Science,Fuzhou University,Fuzhou 350108,China;2.Institute of Veterinary Medicine,Jiangsu Academy of Agriculture Sciences,Nanjing 210014,China;3.Hefei Institute of Intelligent Machines,Chinese Academy of Sciences,Hefei 230031,China);Pig chilling process analysis based on constrained EM algorithm[J];Transactions of the Chinese Society of Agricultural Engineering;2010-07
3 Wu Yanbin1,2,Fu Meichen3,Li Liangjun4 (1. State Key Laboratory of Coal Resources and Safe Mining,China University of Mining and Technology,Beijing 100083,China; 2. School of Business Administration,Hebei University of Economic and Business,Shijiazhuang 050016,China; 3. School of Land Sciences and Technology,China University of Geosciences,Beijing 100083,China; 4. Public Geological Survey Management Center of Anhui Province,Hefei 230001,China);Remote sensing image fusion by multi-ary wavelet transform combining multiple dimension texture features[J];Transactions of the Chinese Society of Agricultural Engineering;2010-12
4 Chen Chao1,Qin Qiming1※,Wang Jinliang1,Chi Changyan2,Jiang Hongbo1,Liu Mingchao1,Feng Haixia1(1.Institute of Remote Sensing and Geographic Information System,Beijing 100871,China;2.Peace Map Co.,Ltd.,Beijing 100037,China);Comparison of quality evaluation methods for image fusion of farmland remote sensing[J];Transactions of the Chinese Society of Agricultural Engineering;2011-10
5 LI Sheng-chao1,DENG Zhao-hui2,WAN Lin-lin2,LONG Piao1(1.College of Mechanical and Vehicle Engineering,Hunan University,Changsha 410082,China)(2.College of Electromechanical Engineering,Hunan University of Science Technology,Xiangtan 411201,China);Surface cracking in silicon nitride ceramics spherical grinding[J];Diamond & Abrasives Engineering;2013-01
6 Liu Bo 1,2 , Zhu Weixing 1, Huo Guanying 3 (1. School of Electrical & Information Engineering, Jiangsu University, Zhenjiang 212013, China; 2. College of Mechanical and Electrical Engineering, Hohai University, Changzhou 213022,China; 3. College of Internet of Things Engineering, Hohai University, Changzhou 213022, China);An image fusion algorithm of infrared thermal and optical images for pig contour[J];Transactions of the Chinese Society of Agricultural Engineering;2013-17
7 Song Huaibo;He Dongjian;Gong Liuming;College of Mechanical and Electronic Engineering, Northwest A&F University;;Crops image fusion in different light conditions based on Contourlet transform[J];Transactions of the Chinese Society of Agricultural Engineering;2014-11
8 LU Chang-hua;HE Zhen-feng;GAN Quan;HU Yi-nong;SUN You-zhen;TAN Ye-ping;LIU Liang;TIAN Jing-fu;YU Da-wei;Institute of Veterinary Medicine,Jiangsu Academy of Agricultural Sciences/Key Laboratory of Veterinary Biologicals Engineering and Technology,Ministry of Agriculture / National Center for Engineering Research of Veterinary Bio-products;College of Mathematics and Computer Science,Fuzhou University;Jiangsu Furun Meat Processing Limited Company;Yurun Group Limited Company;;Weight loss in pork production and optimization of precooling process[J];Jiangsu Journal of Agricultural Sciences;2015-02
Chinese Journal Full-text Database 6 Hits
1 XIA Ming ge 1, HE You 2, HUANG Xiao dong 1(1. Dept. of Weaponry Eng., Naval Univ. of Engineering, Wuhan 430033, China; 2.Dept. of Electronic Eng., Naval Aeronautical Engineering Institute, Yantai 264001, China);Performance measure rules of multi-sensor image fusion[J];Electronics Optics & Control;2003-02
2 Xie Jie-cheng Zhang Da-li Xu Wen-li (Department of Automation,Tsinghua University,Beijing 100084,China);On the Usage of a Wavelet Coefficient Model in Noise Variance Estimation of Image[J];Journal of Electronics and Information Technology;2004-05
3 CHEN Hai-yang1,TIAN Pei1,HUANG Hua2,PENG Xiao-dong3,LIU Wei-feng4(1.School of Control Science and Engineering,NorthChina ElectricPowerUniversity,Baoding071003,China;2.Hunan ChangdePowerPlant,Changde 415300,China;3.Guizhou XichenElectricPowerCo.,Ltd.,Guiyang 550000,China;4.Sheyanggang Power Generation Co.,Ltd.,Yancheng 224346,China);Image fusion based on wavelet transform with feedback[J];Journal of North China Electric Power University;2005-05
4 LIN Zhe Min KANG Xue Lei ZHANG Li Ming (Laboratory of Electronics and Engineering, Fudan University, Shanghai 200433, China);EM ALGORITHM FOR ESTIMATING THE NOISE DEVIATION OF THE IMAGE IN THE WAVELET DOMAIN[J];Journal of Infrared and Millimeter Waves;2001-03
5 LONG Xing - ming,ZHOU Jing (Physics Department of Chongqing Normal University, Chongqing 400047, China; EE Department of Chongqing University, Chongqing 400044,China);Study of the Image Wavelet Coefficients Statistic Based on EM Algorithm[J];Computer Simulation;2005-06
6 QIN Zheng 1 ,BAO Fu - min 1,2 ,LI Ai - guo 1,3 ,YANG Bo 1 (1Department of Computer Science,Xi'an Jiaotong University,Xi'an710049,China)(2No.210Institute of China Aerospace Science&Industry Gorp.,Xi'an710065,China)(3Department of Computer Science,Xi'an University of Science and Technology,Xi'an710054,China);Multisensor Image Fusion and Its Application:A Survey[J];Microelectronics & Computer;2004-02
Chinese Journal Full-text Database 10 Hits
1 Zhao Shu-yuan Xu Zhao(Department of Information Engineering,Da Llian Jiao Tong University Da lian 116052);Application and Development of Remote Sensing Technique[J];Information Security and Technology;2011-04
2 ZHANG Bin,XU Ting-fa,NI Guo-qiang,YANG Feng-bao(Department of Optical Engineering,School of Information Science and Technology,Beijing Institute of Technology,Beijing 100081,China);Fusion of Infrared and Visible Image with Wavelet on Interval[J];Transactions of Beijing Institute of Technology;2006-10
3 YANG Li-dong,LV Xiao-qi (Information Engineering School,UST Inner Mongolia,Baotou 014010,China);The appliance of the theory of fuzzy integral in the evaluation methods of image fusion[J];Journal of Baotou University of Iron and Steel Technology;2005-02
4 LIU He-xiang~1,FENG Xin-xi~1,WANG Jun~2 (1.Inst of Telecommunication Engin,Air force Engineering University,Xi'an 710077,China; 2.The First Flying Academy of Air Force,Harbin 150001,China);Multisensor remote image fusion technology based on self-organizing neural network[J];Journal of Transducer Technology;2004-12
5 YANG Jin-qiang①②,WU Jian②,CHENG Bao-qin②,WANG zhi②(①Institute of Surveying and Mapping of Information Engineering University,Zhengzhou 450052,China;②68011 Troops,Lanzhou 730020,China);The method of quality evaluation of fused RS image based on photogrammetry and remote sensing[J];Science of Surveying and Mapping;2008-05
6 HAN Xian-feng,LI Jun-shan,SUN Man-tun(The Second Artillery Engineering College,Xi'an 710025,China);A scene matching algorithm based on multi-sensor fusion[J];Electronics Optics & Control;2005-05
7 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
8 WANG Wei,SHI Zhiguang,ZHAO Hongzhong,FU Qiang(ATR Key Lab,National University of Defense Technology,Changsha 410073,China);Preprocessing of Glint Restraining Using EM Algorithm[J];Electronics Optics & Control;2009-05
9 LIU Xiang-chong1,2,HOU Cui-xia3,SHEN Wei1,2,ZHANG De-hui1,2 1.State Key Laboratory of Geological Processes and Mineral Resources,China University of Geosciences,Beijing 100083,China 2.Faculty of the Earth Sciences and Resources,China University of Geosciences,Beijing 100083,China 3.Reserves Evaluation Center,Lanzhou 730000,China;MML-EM Algorithm and Its Application on Mixed Distributions of Geochemical Data[J];Earth Science(Journal of China University of Geosciences);2011-02
10 JI Xiaotao(School of Electronic Engineering,Xidian University,Xi'an 710071,China);An Improved Fusion Algorithm of Infrared and Visible Images Based on the Curvelet Transform[J];Electronic Science and Technology;2012-06
Chinese Journal Full-text Database 10 Hits
1 LIU Yan-xia et al (College of Food Science & Technology,Henan Agricultural University,Zhengzhou, Henan 450002);Effect of Factors after Slaughter on Muscle Water Holding Capacity[J];Journal of Anhui Agricultural Sciences;2007-16
2 CUI Yan mei, NI Guo qiang, ZHONG Yan li, WANG Yi, NIU Yong sheng (Department of Optical Engineering, Beijing Institute of Technology, Beijing100081);Analysis and Evaluation of the Effect of Image Fusion Using Statistics Parameters[J];JOURNAL OF BEIJING INSTITUTE OF TECHNOLOGY;2000-01
3 ZHU Chang qing 1,2 , WANG Qian 2,YANG Xiao mei 3 (1.Zhengzhou Institute of Surveying and Mapping, Zhengzhou 450052,China; 2.State Key Lab.of CAD&CG,Zhejiang University, Hangzhou 310027,China; 3.State Key Lab. Resources and Environment Informa;The Fusion of SPOT panchromatic and multi-spectral remote sensing image data by the multi-band wavelet[J];ACTA GEODAETICA ET CARTOGRAPHIC SINICA;2000-02
4 Cheng Yingke~(1,2),Lin Bin~1,Zhang Guangxiu~1,Han Lei~1,Shi Zhengpeng~1 (1.Institute of Mechanical Engineering,Key Laboratory of Advanced Ceramics and Machining Technology,Ministry of Education,Tianjin University,Tianjin 300072,China) (2.Xinjiang Advanced Technical School of Railway,Hami 839001,China);Imaging of Damage of Grinding Ceramics Surface[J];Rare Metal Materials and Engineering;2008-S1
5 LIANG Xiao-yun, LUO Li-min, ZENG Wei-ming (Image processing Lab., Southeast University, Nanjing 210096, China);Level Set Method Based Medical Image Segmentation[J];Journal of Circuits and Systems;2003-06
6 LI Junjie1,HE Longhua2,DAI Jinfang2,LI Jinlian3(1 China Center for Resources Satellite Data and Application,Beijing 100073,China;2 Nanjing Institute of Geography and Limnology,CAS,Nanjing,Jiangsu 210008,China;3 Nanjing Xiaozhuang University,Nanjing,Jiangsu 210007,China);Analysis of Pixel-level Remote Sensing Image Fusion Methods[J];Geo-Information Science;2008-01
7 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
8 HU Liang-mei,GAO Jun,HE Ke-feng (Institute of Computer and Information,Hefei University of Technology,Hefei,Anhui 230009,China; Institute of Intelligent Machines,Chinese Academy of Sciences,Hefei,Anhui 230031,China);Research on Quality Measures for Image Fusion[J];Acta Electronica Sinica;2004-S1
9 Zhang Yi-fan He Ming-yi (School of Electronics and Information, Northwestern Polytechnical University, Shaanxi Key Laboratory of Information Acquisition and Processing, Xi’an 710072, China);Integrated Orientation Texture Feature and Its Application in Multi-spectral Image Fusion[J];Journal of Electronics & Information Technology;2007-01
10 YI Zheng-jun,LI Hua-feng,SONG Rui-jing(College of Mathematics and Physics,Chongqing University,Chongqing 400044,China);Spatial Frequency Ratio Image Fusion Method Based on Improved Lifting Wavelet Transform[J];Opto-Electronic Engineering;2009-07
【Secondary References】
Chinese Journal Full-text Database 10 Hits
1 CHEN Chao1,QIN Qi-ming1,CHEN Li1,WANG Jin-liang1,LIU Ming-chao1,WEN Qi2 1.Institute of Remote Sensing and Geographic Information System,Peking University,Beijing 100871,China 2.National Disaster Reduction Center of China(NDRCC),Ministry of Civil Affairs,Beijing 100124,China;Extraction of Bridge over Water from High-Resolution Remote Sensing Images Based on Spectral Characteristics of Ground Objects[J];Spectroscopy and Spectral Analysis;2013-03
2 LIAO Dan;WANG Yong-dong;LI Tian-kun;LI Ting-xuan;College of Resource and Environmental Science,Sichuan Agricultural University;First Surveying and Mapping Engineering Institute of Sichuan Province;Dujiangyan Campus,Sichuan Agricultural University;;Study on Method of Pleiades-1 Satellite Images Fusion[J];Geomatics & Spatial Information Technology;2014-08
3 GONG Jianming;ZHU Guoqiang;YANG Juan;ZUO Xiuling;SHI Wei;Bureau of the Academic Divisions, Chinese Academy of Sciences;Faculty of Geoinfomatics, Lanzhou Jiaotong University;State Key Laboratory of Resources and Environmental Information System,Institute of Geographic Sciences and Natural Resources Research, Chinese Academy of Sciences;;A Study on the Object-oriented Model for Geomorphic Unit Extraction of Coral Reefs in the South China Sea[J];Journal of Geo-Information Science;2014-06
4 ZHAO Jian-min;ZHAO Zhong-xin;LI Qi;School of Information Engineering,Inner Mongolia University of Science and Technology;;Sheep body size measurement system based on Kinect sensor[J];Transducer and Microsystem Technologies;2015-09
5 DUAN Xiao-ying,WANG A-chuan(College of Information and Computer Engineering,Northeast Forestry University,Harbin Heilongjiang 150040,China);Study of Technology for Authorized Use of RemoteSensing Images Based on Image Fusion[J];Forestry Labour Safety;2012-02
6 Li Weiguo1,Jiang Nan1,2,Xiong Shiwei1(1 Institute of Economy and Information,Jiangsu Academy of Agricultural Sciences,Nanjing,Jiangsu 210014,China;2 School of Environment Science and Spatial Informatics,China University of Mining and Technology,Xuzhou,Jiangsu 221116,China);Multi-spectral and SAR wavelet fusion based on ARSIS strategy[J];Transactions of the Chinese Society of Agricultural Engineering;2012-S1
7 Wang Ruirui1,2,3, Ma Jianwen4, Shi Wei5, Huang Huaguo1 (1. Key Laboratory for Silviculture and Conservation, Ministry of Education, Beijing Forestry University, Beijing 100083, China; 2. Center of 3S Technology and Mapping, College of Forestry, Beijing Forestry University, Beijing 100083, China; 3. Institute of Remote Sensing Applications, Chinese Academy of Sciences, Beijing 100101, China; 4. Center for Earth Observation and Digital Earth, Chinese Academy of Sciences, Beijing 100101, China; 5. Institute of Geographic Sciences and Natural Resources Research, Chinese Academy of Sciences, Beijing 100101, China);Registration algorithm based on nonsubsampled contour transform and morphological shrink operator for multi-source images[J];Transactions of the Chinese Society of Agricultural Engineering;2012-19
8 Yu Huichun,Chu Bing,Yin Yong(Department of Food & Bioengineering,Henan University of Science and Technology,Luoyang 471003,China);Evaluation method of feature vector in vinegar identification by electronic nose[J];Transactions of the Chinese Society of Agricultural Engineering;2013-03
9 Li Weiguo1, Jiang Nan1,2, Wang Jihua3 (1. Institute of Economy and Information, Jiangsu Academy of Agricultural Sciences, Nanjing 210014, China; 2. School of Environment Science and Spatial Informatics, China University of Mining and Technology, Xuzhou 221116, China; 3. National Engineering Research Center for Information Technology in Agriculture, Beijing 100089, China);Atmospheric correction for ETM+ image based on thin cloud removal[J];Transactions of the Chinese Society of Agricultural Engineering;2013-S1
10 Liu Bo 1,2 , Zhu Weixing 1, Huo Guanying 3 (1. School of Electrical & Information Engineering, Jiangsu University, Zhenjiang 212013, China; 2. College of Mechanical and Electrical Engineering, Hohai University, Changzhou 213022,China; 3. College of Internet of Things Engineering, Hohai University, Changzhou 213022, China);An image fusion algorithm of infrared thermal and optical images for pig contour[J];Transactions of the Chinese Society of Agricultural Engineering;2013-17
【Secondary Citations】
Chinese Journal Full-text Database 8 Hits
1 HUANG Yong-li~1,LIN Shi-zhuang~2, CHEN Qian-ming~2, CHEN Gang~1(1.Huazhong University of Science and Technology,Wuhan 430074,China;2. Shajiao C Power Plant,Dongguan 523908,China);Research of Combustion Pattern Recognition and Applicationfor Typical Furnace Flame Images[J];Electric Power Science and Engineering;2004-01
2 ZENG Xiwen,WU Yaping(Wuhan University,Wuhan 430072,China);Filtering of Traveling Wave Signal Based on Wavelet Transform[J];Electric Power Science and Engineering;2004-02
3 CHEN Mu-sheng, DI Hong-wei (Department of Physics, Jinan University, Guangzhou 510632, China);Study on optimal wavelet decomposition level for multi-focus image fusion[J];Opto-electronic Engineering;2004-03
4 LIU Gui-xi~(1**), ZHAO Shu-guang~2, CHEN Wen-jin~1(1.Department of Automation,Xidian University,Xi′an 710071,China; 2.School of Electronic Engineering,Xidian University,Xi′an 710071,China);Multi-resolution Scheme Appropriate to Fusing Infrared and Visible LightImages[J];Journal of Optoelectronics.laser;2004-08
5 WANG Bo_bo 1, LAI Zhong_xin 2, HUANG Lian_qing 1, WANG Xu_chao 3(1.Changchun Institute of Optics, Fine Mechanics and Physics, Chinese Academy of Sciences, Changchun 130022, China; 2.Jilin University, Changchun 130022, China; 3.Technology Department;MHMM-based computed radiography image-denoising method[J];Optics and Precision Engineering;2002-02
6 LI Chun-hua, ZHANG Yu-sheng, QI Yin-cheng, WANG Yan-jun ( Dept. of Computer Science and Engineering, North China Electric Power University, Baoding 071003, China; HeBei Electric Power Bureau, Shijiazhuang 050021, China);Situation and Development of Wavelet Transform Application in Image Compression[J];Journal of North China Electric Power University;2001-02
7 LIN Zhe Min KANG Xue Lei ZHANG Li Ming (Laboratory of Electronics and Engineering, Fudan University, Shanghai 200433, China);EM ALGORITHM FOR ESTIMATING THE NOISE DEVIATION OF THE IMAGE IN THE WAVELET DOMAIN[J];Journal of Infrared and Millimeter Waves;2001-03
8 LIU Heng, LI Zu-shu, LI Xue-mei, SHAO Gui-fang, ZHANG Hua (Institute of Intelligent Automation of Chongqing University, Chongqing A-region, Chongqing 400044, China);Imaging Technology of Self-help Photography under Virtual Background[J];Acta Simulata Systematica Sinica;2003-03
©2006 Tsinghua Tongfang Knowledge Network Technology Co., Ltd.(Beijing)(TTKN) All rights reserved