• DocumentCode
    2767783
  • Title

    A Neural Network based Technique for Automatic Classification of Road Cracks

  • Author

    Bray, Justin ; Verma, Brijesh ; Li, Xue ; He, Wade

  • Author_Institution
    Canal Ind. & Trading Co., Brisbane
  • fYear
    0
  • fDate
    0-0 0
  • Firstpage
    907
  • Lastpage
    912
  • Abstract
    This paper presents a neural network based technique for the classification of segments of road images into cracks and normal images. The density and histogram features are extracted. The features are passed to a neural network for the classification of images into images with and without cracks. Once images are classified into cracks and non-cracks, they are passed to another neural network for the classification of a crack type after segmentation. Some experiments were conducted and promising results were obtained. The selected results and a comparative analysis are included in this paper.
  • Keywords
    crack detection; feature extraction; image classification; image segmentation; neural nets; roads; automatic classification; feature extration; image classification; image segmentation; neural network; normal images; road cracks; road images; Feature extraction; Helium; Humans; Image segmentation; Irrigation; Neural networks; Pixel; Roads; Surface cracks; Tiles;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Neural Networks, 2006. IJCNN '06. International Joint Conference on
  • Conference_Location
    Vancouver, BC
  • Print_ISBN
    0-7803-9490-9
  • Type

    conf

  • DOI
    10.1109/IJCNN.2006.246782
  • Filename
    1716193