JOURNAL OF SHANDONG UNIVERSITY (ENGINEERING SCIENCE)

Previous Articles     Next Articles

Multi-target real-time tracking method under harsh environment

QIU Xiaoxin1,2, ZHANG Wenqiang1,2*, QIN Jinxian1,2, DU Zhengyang1,2, ZHANG Defeng1,2   

  1. 1. School of Computer, Fudan University, Shanghai 201203, China;
    2. Shanghai Key Laboratory of Intelligent Information Processing, Shanghai 201203, China
  • Received:2013-06-28 Online:2014-04-20 Published:2013-06-28

PDF (PC)

814

Abstract: A new method for multi-target real-time tracking system working under harsh environment was presented. Compared to the current researches in this field, this method could track the invasion target more accurately in the video surveillance scene, and the efficiency of the algorithm was improved greatly. First, based on the current mainstream background modeling method codebook algorithm, the background updating method was improved, which made the computation efficiency and the foreground of the codebook detection accuracy improved greatly compared to the original algorithm. The main performance was better than other mainstream background modeling algorithm. Then, a particle filter algorithm as the multi-target tracking method made large improvement for resampling method that could maintain the effectiveness and diversity of the particles in real time environment. Experiments proved this system could be used in multi-target real-time tracking under harsh environment and had effective performances.

Key words: vision, video analysis, dynamic background modeling, multi-target tracking; , image processing, particle filter algorithm

CLC Number: 

  • TP24
[1] WANG Yuou, YUAN Yingchun, HE Zhenxue, WANG Kejian. A relation extraction method based on improved RoBERTa, multiple-instance learning and dual attention mechanism [J]. Journal of Shandong University(Engineering Science), 2025, 55(2): 78-87.
[2] Jiachun LI,Bowen LI,Jianbo CHANG. An efficient and lightweight RGB frame-level face anti-spoofing model [J]. Journal of Shandong University(Engineering Science), 2023, 53(6): 1-7.
[3] Tianyu HAN,Changhou LU,Jianmei LI,Ang YIN,Qiulin HOU. A machine vision system for measuring screw pitch with image processing techniques [J]. Journal of Shandong University(Engineering Science), 2022, 52(3): 80-85.
[4] Huailei SONG, Zhonghu WU, Liping LI, Yili LOU, Wenjibin SUN, Hao LIU, Yujun ZUO. Influence of calcite veins on shale anisotropy at the microscopic scale based on digital images [J]. Journal of Shandong University(Engineering Science), 2021, 51(5): 91-99.
[5] DING Fei, JIANG Mingyan. Housing price prediction based on improved lion swarm algorithm and BP neural network model [J]. Journal of Shandong University(Engineering Science), 2021, 51(4): 8-16.
[6] Baocheng LIU,Yan PIAO,Xuemei SONG. Adaptive fusion target tracking based on joint detection [J]. Journal of Shandong University(Engineering Science), 2020, 50(3): 51-57.
[7] Shiqi SONG,Yan PIAO,Zexin JIANG. Vehicle classification and tracking for complex scenes based on improved YOLOv3 [J]. Journal of Shandong University(Engineering Science), 2020, 50(2): 27-33.
[8] ZHANG Xianhong, ZHANG Chunrui. Image enhancement algorithm based on six dimensional feedforward neural network model [J]. JOURNAL OF SHANDONG UNIVERSITY (ENGINEERING SCIENCE), 2018, 48(4): 10-19.
[9] YANG Yawei, SONG Bing, SHI Hongbo. Chemical process monitoring based on two step subspace division [J]. JOURNAL OF SHANDONG UNIVERSITY (ENGINEERING SCIENCE), 2017, 47(5): 110-117.
[10] HOU Qiulin, SUN Jie, HUANG Panling, SUN Chao, MOU Wenping. Algorithm and error analysis of tool geometric parameters detection based on machine vision [J]. JOURNAL OF SHANDONG UNIVERSITY (ENGINEERING SCIENCE), 2017, 47(4): 77-82.
[11] MA Shuaiyifan, ZHAO Zijian. Surgical navigation system based on anartificialmarker [J]. JOURNAL OF SHANDONG UNIVERSITY (ENGINEERING SCIENCE), 2017, 47(3): 63-68.
[12] YANG Yuanhui, LI Guodong, WU Chunfu, WANG Xiaolong, CAI Xiaowei. Hand-eye calibration and visual servo control for mobile manipulator [J]. JOURNAL OF SHANDONG UNIVERSITY (ENGINEERING SCIENCE), 2016, 46(5): 54-63.
[13] ZHAO Zijian, CHEN Zhaorui, LI Bingqing. A new method for hand-eye calibration based on non-minimization optimization [J]. JOURNAL OF SHANDONG UNIVERSITY (ENGINEERING SCIENCE), 2016, 46(4): 28-33.
[14] MENG Lingheng, DING Shifei. Depth perceptual model based on the single image [J]. JOURNAL OF SHANDONG UNIVERSITY (ENGINEERING SCIENCE), 2016, 46(3): 37-43.
[15] GAO Huanbing, TIAN Guohui. Live-working robot for emergency repair of power distribution system [J]. JOURNAL OF SHANDONG UNIVERSITY (ENGINEERING SCIENCE), 2015, 45(1): 45-53.
Viewed
Full text


Abstract

Cited
  Shared   
  Discussed   
[1] ZHANG Yong-hua,WANG An-ling,LIU Fu-ping . The reflected phase angle of low frequent inhomogeneous[J]. JOURNAL OF SHANDONG UNIVERSITY (ENGINEERING SCIENCE), 2006, 36(2): 22 -25 .
[2] LI Kan . Empolder and implement of the embedded weld control system[J]. JOURNAL OF SHANDONG UNIVERSITY (ENGINEERING SCIENCE), 2008, 38(4): 37 -41 .
[3] SHI Lai-shun,WAN Zhong-yi . Synthesis and performance evaluation of a novel betaine-type asphalt emulsifier[J]. JOURNAL OF SHANDONG UNIVERSITY (ENGINEERING SCIENCE), 2008, 38(4): 112 -115 .
[4] KONG Xiang-zhen,LIU Yan-jun,WANG Yong,ZHAO Xiu-hua . Compensation and simulation for the deadband of the pneumatic proportional valve[J]. JOURNAL OF SHANDONG UNIVERSITY (ENGINEERING SCIENCE), 2006, 36(1): 99 -102 .
[5] LAI Xiang . The global domain of attraction for a kind of MKdV equations[J]. JOURNAL OF SHANDONG UNIVERSITY (ENGINEERING SCIENCE), 2006, 36(1): 87 -92 .
[6] YU Jia yuan1, TIAN Jin ting1, ZHU Qiang zhong2. Computational intelligence and its application in psychology[J]. JOURNAL OF SHANDONG UNIVERSITY (ENGINEERING SCIENCE), 2009, 39(1): 1 -5 .
[7] CHEN Rui, LI Hongwei, TIAN Jing. The relationship between the number of magnetic poles and the bearing capacity of radial magnetic bearing[J]. JOURNAL OF SHANDONG UNIVERSITY (ENGINEERING SCIENCE), 2018, 48(2): 81 -85 .
[8] WANG Bo,WANG Ning-sheng . Automatic generation and combinatory optimization of disassembly sequence for mechanical-electric assembly[J]. JOURNAL OF SHANDONG UNIVERSITY (ENGINEERING SCIENCE), 2006, 36(2): 52 -57 .
[9] JI Tao,GAO Xu/sup>,SUN Tong-jing,XUE Yong-duan/sup>,XU Bing-yin/sup> . Characteristic analysis of fault generated traveling waves in 10 Kv automatic blocking and continuous power transmission lines[J]. JOURNAL OF SHANDONG UNIVERSITY (ENGINEERING SCIENCE), 2006, 36(2): 111 -116 .
[10] QIN Tong, SUN Fengrong*, WANG Limei, WANG Qinghao, LI Xincai. 3D surface reconstruction using the shape based interpolation guided by maximal discs[J]. JOURNAL OF SHANDONG UNIVERSITY (ENGINEERING SCIENCE), 2010, 40(3): 1 -5 .
Copyright 2018 © Editorial office of Journal of Shandong University (Engineering Science)
Supported by Beijing Magtech Co.Ltd