• DocumentCode
    3585547
  • Title

    The Detection of Extra Matters on the Transmission Lines Based on the Filter Response and Appearance

  • Author

    Nan Yao ; Gongyi Hong ; Yajuan Guo ; Tianbing Zhang

  • Volume
    2
  • fYear
    2014
  • Firstpage
    542
  • Lastpage
    545
  • Abstract
    In this paper, a detection method of extra matters on the transmission lines is proposed. Our method can be divided into two steps: the detection of the transmission lines and the detection of the sky. To locate the lines, we design a set of simple and efficient filters to obtain the candidates of the lines. Compared with the previous work using the length of the lines to perform the transmission lines classification, we use the color and texture features to make it more robust to the variation of the background. To recognize the sky, we first over-segment the image. Then, we design the color and texture features for the detection of the sky. Finally, these features are used to train the classifier of the sky. After the transmission lines and the sky are detected, we confirm whether there is extra matter on the transmission lines. The experimental results indicate that our algorithm can recognize the extra matters on transmission lines fast and accurately.
  • Keywords
    image segmentation; power transmission lines; color feature; extra matters detection method; filter response; image oversegmentation; sky detection; texture feature; transmission line classification; Feature extraction; Histograms; Image color analysis; Kernel; Power transmission lines; Support vector machines; Training; extra matters; filter response; lines detection; sky detecytion; the transmission lines;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Computational Intelligence and Design (ISCID), 2014 Seventh International Symposium on
  • Print_ISBN
    978-1-4799-7004-9
  • Type

    conf

  • DOI
    10.1109/ISCID.2014.141
  • Filename
    7082049