• DocumentCode
    3186369
  • Title

    Study and implementation of descriptors and classifiers for automatic detection of motorcycle on public roads

  • Author

    e Silva, R.R.V. ; Aires, K.R.T. ; Veras, R.M.S. ; Santos, T.S. ; Lima, K.A.B. ; Soares, A.C.B.

  • Author_Institution
    Dept. de Inf. e Estatistica, Univ. Fed. do Piaui, Teresina, Brazil
  • fYear
    2012
  • fDate
    1-5 Oct. 2012
  • Firstpage
    1
  • Lastpage
    10
  • Abstract
    In recent years have increased the use of automated mechanisms for monitoring and enforcement of fines for traffic violations, such as radar, electronic spines and photosensors. Due to various economic and social factors use of motorcycles is gaining increasingly popular acceptance. Increasing the number of such vehicle with carelessness by conductors made to grow abruptly the number of accidents. The main security equipment of motorcyclists is the helmet but many conductors do not use it or use incorrectly. This work aims to study and implement methods for automatic detection of motorcyclists on public roads in order to, in a future work, the detection of non-use of helmets. For this purpose, transit images were used captured by video cameras. From these images different attributes have been taken through the SURF, HAAR, HOG, Fourier and K-means descriptors. And for classification of images were used classifiers as Multilayer Perceptron and Support Vector Machine.
  • Keywords
    image classification; image sensors; motorcycles; multilayer perceptrons; road safety; support vector machines; traffic engineering computing; video signal processing; HAAR; HOG; SURF; automated mechanisms; electronic spines; image classification; k-means descriptors; motorcycle automatic detection; multilayer perceptron; photosensors; public roads; radar; security equipment; support vector machine; traffic violations; transit images; video cameras; Conductors; Image resolution; Image segmentation; Motorcycles; Roads; Support vector machines; Tin; classifiers; descriptors; motorcyclists;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Informatica (CLEI), 2012 XXXVIII Conferencia Latinoamericana En
  • Conference_Location
    Medellin
  • Print_ISBN
    978-1-4673-0794-9
  • Type

    conf

  • DOI
    10.1109/CLEI.2012.6427165
  • Filename
    6427165