• DocumentCode
    2666288
  • Title

    Automatic traffic monitoring using satellite images

  • Author

    Eslami, Mehrad ; Faez, Karim

  • Author_Institution
    Comput. Eng. Dept., Azad Univ. of Qazvin, Qazvin, Iran
  • Volume
    6
  • fYear
    2010
  • fDate
    16-18 April 2010
  • Abstract
    Vital problems in transportation such as mobility and safety of transportation, especially in highways and road ways, are considered as very important nowadays. Road traffic monitoring aims at acquisition and analysis of traffic signs, such as presence and numbers of vehicles, and automatic driver warning systems developed mainly for localization and safety purposes. In the past some methods have been presented for road and vehicle recognition, which either the accuracy of the results was not acceptable, or tolerable results were achieved only in specific conditions. This article presents a new approach for recognizing the vehicle and the road in satellite high-resolution images in non-urban areas. One of the results of this research was to control the traffic jam in roads and to recognize the traffic density quickly and accurately.. For recognition, they used feature extraction, image processing and machine learning like Hough transform, Gradient, and thresholding operation for road detection and feature extraction and SVM for Vehicles´ detection. The average of results is about 85 percent and it shows that the used procedure has the suitable efficiency.
  • Keywords
    Hough transforms; feature extraction; image recognition; image segmentation; learning (artificial intelligence); road safety; road vehicles; traffic engineering computing; Hough transform; SVM; automatic driver warning system; automatic traffic monitoring; feature extraction; highway safety; machine learning; road safety; road traffic monitoring; road vehicle recognition; satellite high-resolution image processing; traffic jam; Automated highways; Computerized monitoring; Feature extraction; Image recognition; Road safety; Road transportation; Road vehicles; Satellites; Vehicle detection; Vehicle safety; Hough transform; Image Processing; Intelligence Traffic monitoring; Road Extraction; Satellite images; vehicle Detection;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Computer Engineering and Technology (ICCET), 2010 2nd International Conference on
  • Conference_Location
    Chengdu
  • Print_ISBN
    978-1-4244-6347-3
  • Type

    conf

  • DOI
    10.1109/ICCET.2010.5486343
  • Filename
    5486343