Multiple feature points representation in target localization of wireless visual sensor networks

被引:9
作者
Li, Wei [1 ,2 ]
Portilla, Jorge [2 ]
Moreno, Felix [2 ]
Liang, Guixuan [2 ]
Riesgo, Teresa [2 ]
机构
[1] Sichuan Univ, Sch Aeronaut & Astronaut, Chengdu 610065, Peoples R China
[2] Univ Politecn Madrid, Ctr Elect Ind, E-28006 Madrid, Spain
基金
中国国家自然科学基金;
关键词
Point correspondence; Target localization; Wireless visual sensor networks; SELECTION; TRACKING;
D O I
10.1016/j.jnca.2015.07.013
中图分类号
TP3 [计算技术、计算机技术];
学科分类号
0812 ;
摘要
This paper discusses the target localization problem in wireless visual sensor networks. Additive noises and measurement errors will affect the accuracy of target localization when the visual nodes are equipped with low-resolution cameras. In the goal of improving the accuracy of target localization without prior knowledge of the target, each node extracts multiple feature points from images to represent the target at the sensor node level. A statistical method is presented to match the most correlated feature point pair for merging the position information of different sensor nodes at the base station. Besides, in the case that more than one target exists in the field of interest, a scheme for locating multiple targets is provided. Simulation results show that, our proposed method has desirable performance in improving the accuracy of locating single target or multiple targets. Results also show that the proposed method has a better trade-off between camera node usage and localization accuracy. (C) 2015 Elsevier Ltd. All rights reserved.
引用
收藏
页码:119 / 128
页数:10
相关论文
共 28 条
  • [1] Wireless multimedia sensor networks: A survey
    Akyildiz, Ian F.
    Melodia, Tommaso
    Chowdury, Kaushik R.
    [J]. IEEE WIRELESS COMMUNICATIONS, 2007, 14 (06) : 32 - 39
  • [2] A survey on wireless multimedia sensor networks
    Akyildiz, Ian F.
    Melodia, Tommaso
    Chowdhury, Kaushik R.
    [J]. COMPUTER NETWORKS, 2007, 51 (04) : 921 - 960
  • [3] [Anonymous], 2008, P 2008 2 ACM IEEE IN
  • [4] ViBe: A Universal Background Subtraction Algorithm for Video Sequences
    Barnich, Olivier
    Van Droogenbroeck, Marc
    [J]. IEEE TRANSACTIONS ON IMAGE PROCESSING, 2011, 20 (06) : 1709 - 1724
  • [5] CHALLENGING ISSUES IN VISUAL SENSOR NETWORKS
    Charfi, Youssef
    Wakamiya, Naoki
    Murata, Masayuki
    [J]. IEEE WIRELESS COMMUNICATIONS, 2009, 16 (02) : 44 - 49
  • [6] Fast SIFT Design for Real-Time Visual Feature Extraction
    Chiu, Liang-Chi
    Chang, Tian-Sheuan
    Chen, Jiun-Yen
    Chang, Nelson Yen-Chung
    [J]. IEEE TRANSACTIONS ON IMAGE PROCESSING, 2013, 22 (08) : 3158 - 3167
  • [7] A Spatial Correlation Model for Visual Information in Wireless Multimedia Sensor Networks
    Dai, Rui
    Akyildiz, Ian F.
    [J]. IEEE TRANSACTIONS ON MULTIMEDIA, 2009, 11 (06) : 1148 - 1159
  • [8] Dios JRM, 2011, LOCALIZATION TRACKIN
  • [9] Embedded Runtime Reconfigurable Nodes for Wireless Sensor Networks Applications
    Esteves Krasteva, Yana
    Portilla, Jorge
    de la Torre, Eduardo
    Riesgo, Teresa
    [J]. IEEE SENSORS JOURNAL, 2011, 11 (09) : 1800 - 1810
  • [10] Target localization in camera wireless networks
    Farrell, Ryan
    Garcia, Roberto
    Lucarelli, Dennis
    Terzis, Andreas
    Wang, I-Jeng
    [J]. PERVASIVE AND MOBILE COMPUTING, 2009, 5 (02) : 165 - 181