• DocumentCode
    1687198
  • Title

    Asphalt surfaced pavement cracks detection based on histograms of oriented gradients

  • Author

    Kapela, Rafal ; Sniatala, Pawel ; Turkot, Adam ; Rybarczyk, Andrzej ; Pozarycki, Andrzej ; Rydzewski, Pawel ; Wyczalek, Michal ; Bloch, Adam

  • Author_Institution
    Comput. Eng., Poznan Univ. of Technol., Poznan, Poland
  • fYear
    2015
  • Firstpage
    579
  • Lastpage
    584
  • Abstract
    Cracks are the most requiring type of pavement distresses to detect and classify automatically. Due to its nature are easily absorbed by other types of pavement surface damages. Moreover, the diversity of pavement surface makes the image detection system requiring efficient computer algorithms. The paper presents the solutions tested on surface distress data which were collected automatically using downward facing cameras placed orthogonally to road pavement axis. Presented results focus on the crack-type pavement distresses. The achieved accuracy of the transverse, longitudinal and meshing cracks recognition based on the initial dataset prepared especially for this system, show it has very good chances to work efficiently with large image datasets collected during the inspection car runs.
  • Keywords
    asphalt; cameras; crack detection; image recognition; roads; structural engineering computing; surface cracks; asphalt surfaced pavement crack detection; automatic classification; automatic detection; computer algorithm; crack-type pavement distress; downward facing cameras; image datasets; image detection system; inspection car runs; longitudinal crack recognition; meshing crack recognition; oriented gradient histograms; pavement surface damages; pavement surface diversity; road pavement axis; surface distress data; transverse crack recognition; Histograms; Image edge detection; Noise; Optical surface waves; Roads; Surface cracks; Surface treatment; Histograms of Oriented Gradients; image processing; mesh cracking; pavement surface distress; single-type cracks detection;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Mixed Design of Integrated Circuits & Systems (MIXDES), 2015 22nd International Conference
  • Conference_Location
    Torun
  • Print_ISBN
    978-8-3635-7806-0
  • Type

    conf

  • DOI
    10.1109/MIXDES.2015.7208590
  • Filename
    7208590