Full-Text Search:
Home|Journal Papers|About CNKI|User Service|FAQ|Contact Us|中文
《Opto-Electronic Engineering》 2010-09
Add to Favorite Get Latest Update

Small Target Detection in Infrared Image Sequences Based on FSVM Temporal Background Prediction

LUO Zi-juan(The C4ISR National Defense Science and Technology Key Lab,CETC,the 28th Institute,Nanjing 210007,China)  
A method of small target detection in infrared image sequences is proposed based on the Fuzzy Support Vector Machine(FSVM) temporal background predication.Firstly,the pixel gray value sequences at the same position of the previous frames are fitted with function by using the FSVM optimized.The pixel gray value at the same position of the next frame is predicted by the fitted function.Then,the estimated image subtracted from the source image gives the residual image.The residual image is segmented using two-dimensional Tsallis-Havrda-Charvat's entropy thresholding method.The real small target is confirmed by the continuity and consistency of its movement.The experimental results were given and analyzed.They were compared with those of the existing method of spatial or temporal background predication.The results show that the proposed method can precisely detect the small infrared target and it is superior to the existing method.
【CateGory Index】: TN215
Download(CAJ format) Download(PDF format)
CAJViewer7.0 supports all the CNKI file formats; AdobeReader only supports the PDF format.
【Citations】
Chinese Journal Full-text Database 8 Hits
1 WU Hong-gang LI Xiao-feng LI Zai-ming CHEN Yue-bin(School of communication and information engineering,Universityof Electronics Science and Technology,Chengdu Sichuan 610054,China);Detecting dim infrared targets using multi-scan adaptive prediction[J];Chinese Journal of Radio Science;2007-03
2 WU Yi-quan,PAN Zhe,WU Wen-yi ( School of Information Science and Technology, Nanjing University of Aeronautics and Astronautics, Nanjing 210016, China );Tsallis–Havrda–Charvát Entropy Image Thresholding Based on Two-dimensional Histogram Oblique Segmentation[J];Opto-Electronic Engineering;2008-07
3 Xu Jun 1 , Xiang Jianhua 1 ,Liang Changhong 2 1 School of Techniques Physics, Xidian University, Xi'an 710071 China 2 School of Electronics Engineering, Xidian University, Xi'an 710071 China;SMALL TARGET DETECTION BASED ON MAXIMUM BACKGROUND MODEL IN IR IMAGES[J];Acta Photonica Sinica;2002-12
4 LI Hong yan, WU Cheng ke (Xidian University, Xi′an 710071, China);DETECTING DIM POINT TARGETS IN IMAGE WITH GENETIC ALGORITHM[J];ACTA AERONAUTICA ET ASTRONAUTICA SINICA;2000-01
5 YANG Li-ping,FENG Xiao-yi(School of Electronic & Information,Northwestern Polytechnical University,Xi’an Shannxi 710072,China);Weak and Small Infrared Targets Detection Based on Background Prediction[J];Infrared Technology;2007-07
6 ZHU Hong ZHAO Yi Gong (Department of Measurement Control and Instrument, Xidian University, Xi’an, Shaanxi 710071, China);DETECTION OF WEAK AND SMALL MOVING INFRARED TARGETS BY ADAPTIVE PREDICTION OF BACKGROUND[J];JOURNAL OF INFRARED AND MILLIMETER WAVES;1999-04
7 CHEN Zhen-xue,WANG Guo-you(Institute of Pattern Recognition & Artificial Intelligence,State education Commission Laboratory for Image Processing & Intelligence Control,Huazhong University of Science and Technology,Wuhan 430074,China);Infrared Small and Weak Targets Detection Based on Self-adaptive Background Forecast[J];Laser & Infrared;2005-08
8 XU Jian-feng,WU Yi-quan,ZHOU Jian-jiang(Department of Information Science and Technology,Nanjing University of Aeronautics and Astronautics,Nanjing 210016);Small Target Detection Based on Temporal Predictions of Background in Infrared Image Sequences[J];Journal of Image and Graphics;2007-09
【Co-citations】
Chinese Journal Full-text Database 10 Hits
1 HUI Yu1,2,LIU Weining1,ZHAO Jian1,CHEN Tao1(1.Changchun Institute of Optics,Fine Mechanics and Physics,Changchun 130031;2.Graduate School of the Chinese Academy of Sciences,Beijing 100039);Mini-field Based on Centroid Tracking Algorithm[J];Journal of Changchun University of Science and Technology(Natural Science Edition);2007-02
2 WANG Yu-min1,LI Qing1,MIAO Guan-xia1,CAO Zhan-hui1,2(1 Artillery Command College,Hebei Langfang 065000,China;2 Northwestern Polytechnical University,Xi'an 710072,China);Detection of Infrared Object Based on SUSAN Algorithm[J];Journal of Projectiles,Rockets,Missiles and Guidance;2007-04
3 Fan Minge Zhao Yan Xu Dong Sun Xiachuan(School of Instrument Science and Opto-electronics Engineering,Beihang University,Beijing 100191);Detection algorithm of weak infrared point targets under cloud background[J];Electronic Measurement Technology;2009-06
4 LI Hong-yan,WU Cheng-ke2 (1School of Mechan-Electronic Engineering,Xidian University,Xi'an 710071,China; 2National Key Laboratory on ISN,Xidian University,Xi'an 710071,China);Detecting Dim Small Targets in Image Sequences Based on Wavelet Transforms and Genetic Algorithms[J];Acta Electronica Sinica;2001-04
5 ZHANG Ling, HAN Jian, HE Wei, TANG Ren-sheng (College of Communication Engineering,Chongqing University,Chongqing 400030,China);Matching Method Based on Self-adjusting Template Using in Tracking System[J];Journal of Chongqing University(Natural Science Edition);2005-06
6 HE Wei, JIN Zhao-hu, ZHANG Ling (College of Communication Engineering, Chongqing University, Chongqing 400030,China);Improved Method of Small Weak Targets Detection Based On Background[J];Journal of Chongqing University(Natural Science Edition);2005-07
7 ZHENG Min, ZHANG Qi-heng (Institute of Optics and Electronics, Chinese Academy of Sciences, Chengdu 610209, China);Detection of small target with low contrast and the tracking algorithm[J];Opto-electronic Engineering;2002-04
8 HU Mou-fa1,SHEN Yan2,CHEN Zeng-ping1(1.ATR Key Lab.,National University of Defense Technology,Changsha 410073,China;2.School of Electronic Science and Engineering,National University of Defense Technology,Changsha 410073,China);Target detection method based on background clutter suppression via recursive ridge regression algorithm[J];Opto-Electronic Engineering;2007-02
9 WU Yi-quan,LUO Zi-juan ( College of Information Science and Technology, NUAA, Nanjing 210016, China );Method of Target Detection in Infrared Image Sequences Based on the Least Absolute Deviation Background Prediction[J];Opto-Electronic Engineering;2008-04
10 LI Zhi-jun1,HE Ming2,WANG Ju-hai3,SHANG Wen-zhong1,ZHANG Han1(1.a.Department of Air Defence Missile;b.Department of Operational Command,Air Defence Command College,Zhengzhou 450052,China;2.The 63th Research Institute,the PLA General Staff Headquarters,Nanjing 210007,China);Real-time Infrared Image Edge Extraction of Eye Movement Mechanism Based on FPGA[J];Opto-Electronic Engineering;2008-12
China Proceedings of conference Full-text Database 6 Hits
1 Kang Li Xie Weixin Huang Jingxiong Ni Xiaohui(1 Xidian University,Xi'an 710071,China;2 Guilin Institute of Electronic Technology,Guilin 541004,China;3 Shenzhen University,ATR Key lab of National Defense,Shenzhen 518060,China;4 Air Defense Institute,Zhengzhou 450052,China);New method for tracking infrared dim small target in real time[A];[C];2007
2 Li Zhengzhou Dong Nengli Jin Gang Liu Shunfa (Institute of Optics and Electronics, Chinese Academy of Sciences, Chengdu 610209, China);Dim Small Target Detection in Strong Undulant Clutter Background Based on Adaptive Filter[A];[C];2004
3 WANG Xue-mei, HUANG Zi-li, WANG De-sheng (Southwest Institute of Technical Physics, Chengdu 610041, China );Infrared small and weak targets detection in single frame[A];[C];2006
4 ZHU Bin1, FAN Xiang2, MA Dong-Hui1, CHENG Zheng-Dong1 (1.Electronic Engineering Institute of PLA, Hefei 230037, China;2.University of Sciences and Technology of China, Hefei 230027, China);Effect of size of prediction window and coefficient weight template to the constant weight coefficient background forecast[A];[C];2006
5 HU Mou-Fa DONG Wen-Juan CHEN Zeng-Ping (ATR Key Lab.,National University of Defense Technology,Changsha 410073,China);Two-dimensional Recursive Ridge Regression Algorithm for image background clutter estimation and its parameters optimization[A];[C];2007
6 Fu Zhizhong Liu Lianfu Li Zaiming 102 Communication and Information Engineering Institute,UESTC 610054;M-G Distribution Model and Point Target Detection Algorithm[A];[C];2001
【Secondary Citations】
Chinese Journal Full-text Database 10 Hits
1 WAN Peng, WANG Jian guo, ZHAO Zhi qin, HUANG Shun ji (701 4, Department of Electronic Engineering, UESTC, Chengdou 610054, China);Detection for SAR image point target[J];CHINESE JOURNAL OF RADIO SCIENCE;2000-01
2 YANG Wen CHEN Jia yu SUN Hong XU Xin (College of Electronic Information, Wuhan University, , Wuhan Hubei 430079 China);Study on point targets detection in SAR images[J];Chinese Journal of Radio Science;2004-03
3 PAN Ming 1,2 PEI Yun-tian2 WU Gui-chen1 (1.National Time Service Center, Chinese Academy of Science, Xi′an Shanxi 710600, China; 2. Shanghai Institute of Technical Physics, Chinese Academy of Science, Shanghai 200083, China);Detection for moving infrared point target in high altitude with strong clutter background[J];Chinese Journal of Radio Science;2004-06
4 Gong Jian Li Liyuan Chen Weinan (Research Institute of Automation,Southeast University,Nanjing 210018);A Fast Two Dimensonal Entropic Thresholding Method[J];JOURNAL OF SOUTHEAST UNIVWRSITY;1996-04
5 Yin Chao, Xiang Jianyong, Han Jiandong (503Lab. Xidian University, Xi’an 710071, China);Small Target Detection Based on the Minimum Background Model in IR Images[J];It Age;2005-01
6 YU Nong 1,2 ,WU Chang Yong 1,TANG Xin yi 1,LI Fan ming 1 ( 1 Shanghai Institute of Technical Physics,Chinese Academy of Sciences,Shanghai 200083,China; 2 Air Force College of Aeronautical Technology,Xinyang,Henan 464000,China);Adaptive Background Perception Algorithm for Infrared Target Detection[J];Acta Electronica Sinica;2005-02
7 HE Wei, JIN Zhao-hu, ZHANG Ling (College of Communication Engineering, Chongqing University, Chongqing 400030,China);Improved Method of Small Weak Targets Detection Based On Background[J];Journal of Chongqing University(Natural Science Edition);2005-07
8 NIE Hongshan, SHEN Zhenkang(ATR Lab, National Univ.of Defense Technology, Changsha 410073,China);An Algorithm Based on Wiener Filter for IR Background Suppression[J];Journal of National University of Defense Technology;2003-03
9 ZHANG Yan,SHEN Zhen-kang,WANG Ping(ATR Lab,National Univ. of Defense Technology,Changsha 410073,China);Background Estimation and the Infrared Small Target Detection Based on RBF Neural Network[J];Journal of National University of Defense Technology;2004-05
10 Xu Jun 1 , Xiang Jianhua 1 ,Liang Changhong 2 1 School of Techniques Physics, Xidian University, Xi'an 710071 China 2 School of Electronics Engineering, Xidian University, Xi'an 710071 China;SMALL TARGET DETECTION BASED ON MAXIMUM BACKGROUND MODEL IN IR IMAGES[J];Acta Photonica Sinica;2002-12
©2006 Tsinghua Tongfang Knowledge Network Technology Co., Ltd.(Beijing)(TTKN) All rights reserved