• Title/Summary/Keyword: 다단계 Adaboost

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An Improved License Plate Recognition Technique in Outdoor Image (옥외영상의 개선된 차량번호판 인식기술)

  • Kim, Byeong-jun;Kim, Dong-hoon;Lee, Joonwhoan
    • Journal of the Korean Institute of Intelligent Systems
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    • v.26 no.5
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    • pp.423-431
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    • 2016
  • In general LPR(License Plate Recognition) in outdoor image is not so simple differently from in the image captured from manmade environment, because of geometric shape distortion and large illumination changes. this paper proposes three techniques for LPR in outdoor images captured from CCTV. At first, a serially connected multi-stage Adaboost LP detector is proposed, in which different complementary features are used. In the proposed detector the performance is increased by the Haar-like Adaboost LP detector consecutively connected to the MB-LBP based one in serial manner. In addition the technique is proposed that makes image processing easy by the prior determination of LP type, after correction of geometric distortion of LP image. The technique is more efficient than the processing the whole LP image without knowledge of LP type in that we can take the appropriate color to gray conversion, accurate location for separation of text/numeric character sub-images, and proper parameter selection for image processing. In the proposed technique we use DBN(Deep Belief Network) to achieve a robust character recognition against stroke loss and geometric distortion like slant due to the incomplete image processing.