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《Journal of Electronics & Information Technology》 2010-02
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Particle Filter and Mean Shift Tracking Method Based on Multi-feature Fusion

Li Yuan-zheng①② Lu Zhao-yang① Gao Quan-xue① Li Jing① ①(State Key Laboratory of Integrated Service Networks,Xidian University,Xi'an 710071,China) ②(College of Comunication and Information Engineering,Xi'an University of Science and Technology,Xi'an 710054,China)  
Object tracking by using single color feature results in a poor performance in robustness.To solve this problem,an object tracking method based on multi-features fusion is presented.The proposed method uses the color and texture features extracted by Local Binary Pattern(LBP) to present the interested target,performs a feature fusion in mean-shift and particle filter algorithms,and efficiently avoids the unstable problems via using single color feature for representation.The two common used fusion rules are used,thus overcoming the degeneracy problem and resulting in low computational cost.Experimental results indicate the proposed method is more robust to present object and has good performance in complex scene.
【Fund】: 国家自然科学基金(60802075 60872141);; 华为科技基金(YJCB2008052RE)资助课题
【CateGory Index】: TP391.41
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【References】
Chinese Journal Full-text Database 10 Hits
1 Zhao Gao-peng Bo Yu-ming Yin Ming-feng(School of Automation,Nanjing University of Science and Technology,Nanjing 210094,China);An Object Tracking Method Based on Infrared and Visible Dual-channel Video[J];Journal of Electronics & Information Technology;2012-03
2 Liu Qing Tang Lin-bo Zhao Bao-jun Liu Jia-jun Zhai Wei-long(School of Information and Electronics Engineering,Beijing Institute of Technology,Beijing 100081,China);Infrared Target Tracking Based on Adaptive Multiple Features Fusion and Mean Shift[J];Journal of Electronics & Information Technology;2012-05
3 CAO Jie1,LI Wei1,2(1.College of Computer and Communication,Lanzhou Univ.of Tech.,Lanzhou 730050,China;2.PLA Troops of 91666,Zhoushan 316000,China);Object tracking algorithm based on multi-feature fusion[J];Journal of Lanzhou University of Technology;2011-02
4 CAO Jie1,LI Wei1,2(1.College of Computer and Communication,Lanzhou Univ.of Tech.,Lanzhou 730050,China;2.PLA Troops of 91666,Zhoushan316000,China);Investigation of a high-precision algorithm for adaptive particle filtering[J];Journal of Lanzhou University of Technology;2011-03
5 CAO Jie1,2,LI Jun1,3,LI Wei2,4,WU Di1(1.College of Electrical and Information Engineering,Lanzhou Univ.of Tech.,Lanzhou 730050,China;2.College of Computer and Communication,Lanzhou Univ.of Tech.,Lanzhou 730050,China;3.Lanzhou Secondary Specialized School of Arts,Lanzhou 730050,China;4.PLA troops of 91666,Zhoushan 316000,China);Speaker tracking based on adaptive finite-difference particle filteration[J];Journal of Lanzhou University of Technology;2012-05
6 SUN Tao;CAO Jie;LI Wei;LI Jun;Jiangsu Key Laboratory of Large Engineering Equipment Detection and Control,Xuzhou Institute of Technology;College of Mechanical and Electrical Engineering,Nanjing Univeristy of Aeronautics and Astronautics;College of Electrical and Information Engineering,Lanzhou University of Technology;;Target robust tracking in clutter environment with non-Gaussian related noise[J];Journal of Optoelectronics.Laser;2014-12
7 Li Zhiyong;Yu Xiaoping;Jiang Zhen;Li Renfa;Colleage of Computer Science and Electronic Engineering,Hunan University;Chizhou Vocational and Technical College;;Dual-threshold determination tracking method based on frog visual detection model[J];Journal of Electronic Measurement and Instrumentation;2015-02
8 SUN Jin1,2,GU Hongbin1,2,HOU Jianbo1,2 1.College of Civil Aviation,Nanjing University of Aeronautics and Astronautics,Nanjing 210016,China 2.Engineering Technology Research Center of Flight Simulation & Advanced Training,Nanjing University of Aeronautics and Astronautics,Nanjing 210016,China;Aircraft Wingtip Tracking Algorithm Based on Oriented Gradient Local Binary Pattern[J];Acta Aeronautica et Astronautica Sinica;2011-11
9 LI Yuchen1,2,LI Zhanming1,2 1.College of Electrical and Information Engineering, Lanzhou University of Technology, Lanzhou 730050, China 2.The Key Laboratory of Advanced Control of Industrial Processes of Gansu Province, Lanzhou 730050, China;New nonlinear filter algorithm for high precision[J];Computer Engineering and Applications;2012-11
10 CAO Jie,FU De-qiang(College of Electrical and Information Engineering,Lanzhou University of Technology,Lanzhou Gansu 730050,China);Anti-occlusion object tracking algorithm based on adaptive multiple cues fusion[J];Journal of Computer Applications;2011-10
【Citations】
Chinese Journal Full-text Database 2 Hits
1 CHANG Fa-liang,MA Li,LIU Zeng-xiao,QIAO Yi-zheng(School of Control Science and Engineering,Shandong University,Jinan,Shandong 250061,China);Target Tracking Based on Adaptive Particle Filter Under Complex Background[J];Acta Electronica Sinica;2006-12
2 Zhong Xiao-pin Xue Jian-ru Zheng Nan-ning Ping Lin-jiang (Institute of Artificial Intelligence and Robotics, Xi’an Jiaotong University, Xi’an 710049, China);An Adaptive Fusion Strategy Based Multiple-Cue Tracking[J];Journal of Electronics & Information Technology;2007-05
【Co-citations】
Chinese Journal Full-text Database 10 Hits
1 WEN Jing,LI Jie,GAO Xin-bo(School of Electronic Engineering,Xidian University,Xi'an,Shaanxi 710071,China);Adaptive Object Tracking with Incremental Tensor Subspace Learning[J];Acta Electronica Sinica;2009-07
2 LIU Chen-guang,CHENG Dan-song,LIU Jia-feng,HUANG Jian-hua,TANG Xiang-long(Department of Computer Science,Harbin Institute of Technology,Harbin,Heilongjiang 150001,China);Interactive Particle Filter Based Algorithm for Tracking Multiple Objects in Videos[J];Acta Electronica Sinica;2011-02
3 FENG Wei,HU Bo, YANG Cheng,LIN Qing.YANG Tao( Department of Electronic Engineering, Fudan Univerisity, Shanghai 200433, China );A Distributed Multi-View Object Tracking Algorithm Under the Bayesian Framework[J];Acta Electronica Sinica;2011-02
4 WANG Jiong-qi,JIAO Yuan-yuan,ZHOU Hai-yin,PAN Xiao-gang(Department of Math and System Science,National University of Defense Technology,Changsha,Hunan 410073,China);An Iterative Filter for Nonlinear Satellite Attitude Determination System with Multiplicative Stochastic Matrix[J];Acta Electronica Sinica;2011-06
5 LIU Wang-sheng1,3,LI Ya-an1,WANG Ming-huan3(1.School of Mechanical Engineering and Antomation,Zhejiang Sci-Tech University,Hangzhou,Zhejiang 310018,China;2.College of Marine,Northwestern Polytechnical University,Xi′an,Shaanxi 710072,China;3.Key Laboratory of Special Purpose Equipment and Advanced Processing Technology,Ministry of Education,Zhejiang University of Technology,Hangzhou,Zhejiang 310012,China);An Adaptive UPF Algorithm for Tracking Maneuvering Target in Compound K Noise Environment[J];Acta Electronica Sinica;2012-06
6 XIA Yu1,2,WU Xiao-jun1,WANG Hong-yuan3(1.School of IoT Engineering,Jiangnan University,Wuxi 214122,Jiangsu Province,China;2.Changshu College,Jiangsu Radio and TV University,Changshu 215500,Jiangsu Province,China;3.School of Information Science and Engineering,Changzhou University,Changzhou 213164,Jiangsu Province,China);Object Tracking Algorithm Based on Partial Feature Combination[J];Opto-Electronic Engineering;2012-07
7 CAO Jie,FU De-qiang,WANG Jin-hua(College of Electrical and Information Engineering,Lanzhou Univ.of Tech.,Lanzhou 730050,China);Anti-occlusion object tracking with multi-cue fusing and design of its simulation platform[J];Journal of Lanzhou University of Technology;2012-04
8 QUAN Wei;CHEN Jin-xiong;YU Nan-yang;School of Information Science and Technology,Southwest Jiaotong University;School of Mechanical Engineering,Southwest Jiaotong University;;Online Learning of Multiple Detectors for Visual Object Tracking[J];Acta Electronica Sinica;2014-05
9 WANG Huan,REN Ming-wu,YANG Jing-yu School of Computer Science,Nanjing University of Science & Technology,Nanjing 210094,China;New particle filter tracking method based on multi-features fusion[J];Computer Engineering and Applications;2007-25
10 DONG Chun-li1,2,DONG Yu-ning1,3,WANG Li2 1.College of Communication and Information Engineering,Nanjing University of Posts and Telecommunications,Nanjing 210003,China 2.Dept.of Information Engineering,Nanjing College of Transportation Vocational Technology,Nanjing 211188,China 3.Jiangsu Provincial Key Lab of Computer Information Processing Technology,Soochow University,Suzhou,Jiangsu 215006,China;Survey of object tracking algorithms based on active contour models[J];Computer Engineering and Applications;2008-34
China Proceedings of conference Full-text Database 1 Hits
1 BIAN Zhi-guo,JIN Li-zuo,FEI Shu-min (School of Automation,Southeast University,Nanjing 210096,China);ILDA Based Likelihood Map fusion and Visual Object Tracking[A];[C];2009
【Co-references】
Chinese Journal Full-text Database 10 Hits
1 LI Hua sheng,YANG Hua,YUAN Bao zong (College of Computer and Information Technology, Northern Jiaotong University, Beijing 100044,China);Feature Extraction in Human Face Recognition System[J];Journal of Northern Jiaotong University;2001-02
2 WANG Zhe,HUANG Yaping,LUO Siwei,WANG Liang(School of Computer and Information Technology,Beijing Jiaotong University, Beijing 100044,China);A new complex cell-inspired feature extraction method[J];Journal of Beijing Jiaotong University;2011-02
3 HU Zhen-hua, ZHENG Dong-liang (College of Engineering, Engineering University of PLA Air Force, Xi’an 710038, China);Evaluation for Equipment Technology Supporting Ability Based on Fuzzy Method[J];Ordnance Industry Automation;2008-01
4 LUO Yun-zhi,LIU Zhi-hong(Dept.of Armament Products,No.58 Institute of China Ordnance Industries,Mianyang 621000,China);Review of Video Monitoring Technology Development[J];Ordnance Industry Automation;2009-01
5 Yang Guosheng *** Dou Lihua * Hou Chaozhen * (Department of Automatic Control, Beijing Institute of Technology, Beijing, 100081 ) (Institute of Automation Chinese Academy of Science );OBSERVABILITY CRITERIA BASED ON BEARING-ONLY MEASUREMENTS FOR THREE-DIMENSIONAL MOVING TARGETS[J];Acta Armamentarii;2004-02
6 MI Chang-wei,LIU Xiao-li(College of Power Engineering,Nanjing University of Science and Technology,Nanjing,Jiangsu 210094,China);A New Pattern Matching Algorithm Based on Adjusting the Template Image Size[J];Acta Armamentarii;2005-06
7 ZHANG Nan,WANG Xiao,WANG Jun-li(China North System Engineering Institute,Beijing 100089,China);Research on Unmanned Air Vehicle's Applications in Precise Attack System of Army[J];Acta Armamentarii;2010-S2
8 KANG Yi-mei1,XIE Wan-dong1,HU Jiang2,HUANG Qi1(1.Software School,Beihang University,Beijing 100037,China; 2.Beijing Institute of Computer Application,Beijing 100089,China);Target Scale Adaptive Mean Shift Tracking Algorithm[J];Acta Armamentarii;2011-02
9 CAO San-xing(Engineering Center for Digital Audio and Video,Beijing Broadcasting Institute,Beijing 100024);Analysis on the Optimization of Optical Flow Estimation Algorithms[J];Journal of Beijing Broadcasting Institute;2001-04
10 WANG Jing-ling YE Long ZHANG Qin (Information Technology School China University of Communication BeiJing 100024,PRC);Genetic Particle Filter and its Application to Motion Tracking[J];Journal of Beijing Broadcasting Institute;2005-02
【Secondary References】
Chinese Journal Full-text Database 10 Hits
1 CAO Jie1,2,LI Jun1,3,LI Wei2,4,WU Di1(1.College of Electrical and Information Engineering,Lanzhou Univ.of Tech.,Lanzhou 730050,China;2.College of Computer and Communication,Lanzhou Univ.of Tech.,Lanzhou 730050,China;3.Lanzhou Secondary Specialized School of Arts,Lanzhou 730050,China;4.PLA troops of 91666,Zhoushan 316000,China);Speaker tracking based on adaptive finite-difference particle filteration[J];Journal of Lanzhou University of Technology;2012-05
2 CAO Jie,GUO Lei-lei(College of Computer and Communication Engineering,Lanzhou Univ.of Tech.,Lanzhou 730050,China);An effective fusion approach to evidence theory[J];Journal of Lanzhou University of Technology;2013-01
3 Cui Zhi-gao①② Li Ai-hua② Jiang Ke② Zhou Jie① ①(Department of Automation,Tsinghua University,Beijing 100084,China) ②(Faculty 502,The Second Artillery Engineering University,Xi'an 710025,China);A Master-slave Tracking Algorithm Using Two PTZ Cameras[J];Journal of Electronics & Information Technology;2013-04
4 Wei Long-xiang He Xiao-hai Teng Qi-zhi Gao Ming-liang(College of Electronics and Information Engineering,Sichuan University,Chengdu 610065,China);Trajectory Classification Based on Hausdorff Distance and Longest Common SubSequence[J];Journal of Electronics & Information Technology;2013-04
5 ZHAO Qiana,ZHU Huaweia,ZENG Zhaohuaa,HOU Yuanbinb(a.School of Communication and Information Engineering;b.School of Electrical and Control Engineering,Xi′an University of Science and Technology,Xi′an 710054,China);Target Tracking Fusion Algorithm Based on YUV Color Space Characteristic[J];Video Engineering;2013-09
6 WANG Xiaohua;DENG Kazhong;YANG Huachao;School of Surveying & Land Information Engineering,Henan Polytechnic University;Jiangsu Key Laboratory of Resources and Environmental Information Engineering,China University of Mining and Technology;;Remote Sensing Image Automatic Registration Algorithm of Integrated MSER and SIFT Features[J];Opto-Electronic Engineering;2013-12
7 Zhang Hong-ying;Hu Zheng;Aeronautical Automation College,Civil Aviation University of China;;Mean Shift Tracking Method Combing Local Ternary Number with Hue Information[J];Journal of Electronics & Information Technology;2014-03
8 ZHANG Yuting;WANG Pei;MA Yan;ZHANG Qian;College of Mechanical and Electronic Engineering,Shanghai Normal University;;Improved Multi-feature Fusion Based Particle Filter Tracking Algorithm[J];Video Engineering;2014-19
9 GU Xin;LI Zhe;WANG Hua;ZHANG Yao;ZHANG Feng;CEN Xiaofeng;China Academy of Launch Vehicle Technology Research and Development Center;;Fusing Multiple Features for Object Tracking Based on the Posterior Probabilities of Particle Filter[J];Chinese Journal of Sensors and Actuators;2014-12
10 SUN Tao;CAO Jie;LI Wei;LI Jun;Jiangsu Key Laboratory of Large Engineering Equipment Detection and Control,Xuzhou Institute of Technology;College of Mechanical and Electrical Engineering,Nanjing Univeristy of Aeronautics and Astronautics;College of Electrical and Information Engineering,Lanzhou University of Technology;;Target robust tracking in clutter environment with non-Gaussian related noise[J];Journal of Optoelectronics.Laser;2014-12
【Secondary Citations】
Chinese Journal Full-text Database 1 Hits
1 FANG Shuai~1,CHI Jian-nan~2,XU Xin-he~2(1.School of Computer and Information,Hefei University of Technology,Hefei 230009,China;2.School of Information Science and Engineering,Northeastern University,Shenyang 110004,China.;Moving Target Tracking Algorithm in Video Surveillance[J];Control and Decision;2005-12
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