• DocumentCode
    612877
  • Title

    Degraded License Plate Recognition system for town buses on highway

  • Author

    Bing-Fei Wu ; Hao-Yu Huang ; Yen-Lin Chen ; Hsin-Yu Lin ; Tsu-Tian Lee ; Chao-Jung Chen

  • Author_Institution
    Electr. & Control Eng., Nat. Chiao Tung Univ., Hsinchu, Taiwan
  • fYear
    2013
  • fDate
    10-12 April 2013
  • Firstpage
    446
  • Lastpage
    450
  • Abstract
    This study presented a Degraded License Plate Recognition (DLPR) to identify town buses on highway. Since the License Plates (LPs) of town buses are influenced by the external conditions and become hardly distinguished by the Optical Character Recognition (OCR) method. The proposed DLPR system adopts Histogram of Oriented Gradient (HOG) and Support Vector Machine (SVM)-for classification-based solution. The proposed system implements a two-level LPR, including LP localization and character recognition. For the recognition efficiency of the proposed system, two trained databases for LP localization and character recognition are reduced by the mathematical and feature-based approaches, respectively, and thus the searching time can be saved significantly. To certify the performance of recognizing the degraded LPs, the proposed system is demonstrated by physical degraded LP images, and thus the results reveal that the proposed system overcomes several degraded LP images with reasonable recognition accuracy.
  • Keywords
    image classification; object recognition; road vehicles; statistical analysis; support vector machines; traffic engineering computing; DLPR system; HOG; LP localization; OCR method; SVM; classification-based solution; degraded license plate recognition system; feature-based approach; highway; histogram-of-oriented gradient; mathematical approach; optical character recognition; physical degraded LP image; recognition accuracy; support vector machine; town bus; Character recognition; Databases; Image recognition; Licenses; Support vector machine classification; Vectors; Histogram of Oriented Gradient (HOG); License Plate Recognition; Pattern Recognition; Support Vector Machine (SVM);
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Networking, Sensing and Control (ICNSC), 2013 10th IEEE International Conference on
  • Conference_Location
    Evry
  • Print_ISBN
    978-1-4673-5198-0
  • Electronic_ISBN
    978-1-4673-5199-7
  • Type

    conf

  • DOI
    10.1109/ICNSC.2013.6548780
  • Filename
    6548780