A parallel algorithm to extract information about the motion of road traffic using image analysis

被引:8
|
作者
Zhang, X
Forshaw, MRB
机构
[1] UNIV LONDON UNIV COLL,CTR TRANSPORT STUDIES,LONDON WC1E 6BT,ENGLAND
[2] UNIV LONDON UNIV COLL,DEPT PHYS & ASTRON,IMAGE PROC GRP,LONDON WC1E 6BT,ENGLAND
关键词
D O I
10.1016/S0968-090X(97)00007-7
中图分类号
U [交通运输];
学科分类号
08 ; 0823 ;
摘要
Road traffic movement is a very important source of information in traffic management. Although systems exist which can detect the presence of a vehicle and its speed under certain conditions, there is generally a lack of effective means to measure both the speed and direction of traffic movement. This is particularly true for road junctions, where conflicting traffic shares the same space and where some control strategy could be more effectively applied with the help of speed and direction estimates. The increasing use of closed circuit television (CCTV) systems has provided the opportunity to apply image processing techniques to extract such information. However, such techniques are computationally intensive in general, and the application of parallel processing methods is one of the best choices which could bring the desired acquisition of movement information into practical reality. This paper describes a parallel video-based image analysis system which is capable of extracting movement information, including direction and speed, of road vehicular traffic over any part of a road surface. The prototype has been implemented on an array of 36 transputers and an image grabber with a SUN SPARC IPC as the host machine. The software mainly consists of median filtering, feature extraction, spatio-temporal analysis, matching of image features in successive images by neural networks and aggregation of matched results. This algorithm has been tested using data for a signal-controlled junction aiming to capture an opposed turning traffic movement with promising results. It has also been shown that a real-time system based on the described algorithm is feasible. (C) 1997 Elsevier Science Ltd.
引用
收藏
页码:141 / 152
页数:12
相关论文
共 50 条
  • [21] Real-time recognition of road traffic sign in moving scene image using genetic algorithm
    Han, L
    Ding, L
    Qi, L
    PROCEEDINGS OF THE 4TH WORLD CONGRESS ON INTELLIGENT CONTROL AND AUTOMATION, VOLS 1-4, 2002, : 1027 - 1030
  • [22] Analysis of Providing Real-time Road Traffic Information in China's Road Traffic Portals
    Wang, Xiaoxia
    Wang, Yang
    Nie, Jin
    EIGHTH WUHAN INTERNATIONAL CONFERENCE ON E-BUSINESS, VOLS I-III, 2009, : 2733 - 2738
  • [23] Urban Road Image Segmentation Algorithm Based on Statistical Information
    Yang, Deqiang
    Gan, JianHou
    Luo, Yi
    2018 26TH INTERNATIONAL CONFERENCE ON GEOINFORMATICS (GEOINFORMATICS 2018), 2018,
  • [24] Detection and localization of road area in traffic video sequences using motion information and fuzzy-shadowed sets
    Son, DLH
    Dinh, TT
    Nam, VC
    Hanh, TTB
    Lam, HN
    ISM 2005: SEVENTH IEEE INTERNATIONAL SYMPOSIUM ON MULTIMEDIA, PROCEEDINGS, 2005, : 725 - 730
  • [25] Road traffic optimization using image processing and clustering algorithms
    Chaurasia, Atul
    Gautam, Aman
    Rajkumar, R.
    Chander, Sai
    ADVANCES IN ENGINEERING SOFTWARE, 2023, 181
  • [26] Analysis and Synthesis of Traffic Scenes from Road Image Sequences
    Yuan, Sheng
    Chen, Yuting
    Huo, Huihui
    Zhu, Li
    SENSORS, 2020, 20 (23) : 1 - 18
  • [27] On Discovering Road Traffic Information using Virtual Reality Simulations
    Ayres, Gareth
    Mehmood, Rashid
    UKSIM 2009: ELEVENTH INTERNATIONAL CONFERENCE ON COMPUTER MODELLING AND SIMULATION, 2009, : 411 - 416
  • [28] Spatial characteristics analysis of traffic information based on road sensors
    Dong, Hong-Hui
    Li, Hai-Jian
    Jia, Li-Min
    Xu, Dong-Wei
    Shi, Yuan-Chao
    Qin, Yong
    Beijing Gongye Daxue Xuebao/Journal of Beijing University of Technology, 2011, 37 (10): : 1500 - 1504
  • [29] Clock synchronization algorithm for parallel road-traffic simulation system in a wide area
    Namekawa, M
    Satoh, A
    Mori, H
    Yikai, K
    Nakanishi, T
    MATHEMATICS AND COMPUTERS IN SIMULATION, 1999, 48 (4-6) : 351 - 359
  • [30] Design and implementation of a parallel heterogeneous algorithm for hyperspectral image analysis using HeteroMPI
    Valencia, David
    Lastovetsky, Alexey
    Plaza, Antonio
    ISPDC 2006: FIFTH INTERNATIONAL SYMPOSIUM ON PARALLEL AND DISTRIBUTED COMPUTING, PROCEEDINGS, 2006, : 301 - +