Automatic number plate information extraction and recognition for intelligent transportation system

被引:11
作者
Cinsdikici, Muhammed
Ugur, Aybars
Tunali, Turhan
机构
[1] Ege Univ, UBE Binasi, Int Comp Inst, TR-35100 Izmir, Turkey
[2] Ege Univ, Dept Comp Engn, TR-35100 Izmir, Turkey
关键词
license plate retrieval; segmentation; recognition; feature extraction; PCA; scaled conjugate gradient;
D O I
10.1179/174313107X189212
中图分类号
TB8 [摄影技术];
学科分类号
0804 ;
摘要
In this paper, a new license plate information retrieval system is designed and developed. The system has two main modules: segmentation and recognition. In segmentation, interested information on the image is extracted through the processes of Kaiser resizing, morphological filtering, artificial shifting and bi-directional vertical thresholding. In recognition module, a novel approach for principal component analysis (PCA) and fast backpropagation neural net composition is used as a recognizer. The novel approach is about the construction of Eigen space through the PCA that is used for feature extraction. Our approach is more tolerable to the problems of classical application PCA such as rotation, scaling and character width dependence. The outputs of the new feature extractor used as inputs to the fast-backpropagation neural net recognizer module. This neural network trained with scaled conjugate gradient function. For each module, alternative available methods are mentioned and proper sequence of operations is developed. Finally, overall performance of the system is exported.
引用
收藏
页码:102 / 113
页数:12
相关论文
共 25 条
  • [1] Number plate reading using computer vision
    Barroso, J
    Dagless, EL
    Rafael, A
    Bulas-Cruz, J
    [J]. ISIE '97 - PROCEEDINGS OF THE IEEE INTERNATIONAL SYMPOSIUM ON INDUSTRIAL ELECTRONICS, VOLS 1-3, 1997, : 761 - 766
  • [2] Bracewell RN., 1995, 2 DIMENSIONAL IMAGIN, P505
  • [3] Çapar A, 2003, LECT NOTES COMPUT SC, V2869, P447
  • [4] Cinsdikici M, 2003, LECT NOTES COMPUT SC, V2869, P439
  • [5] Coetzee C, 1998, IEEE INTERNATIONAL SYMPOSIUM ON INDUSTRIAL ELECTRONICS (ISIE 98) - PROCEEDINGS, VOLS 1 AND 2, P605, DOI 10.1109/ISIE.1998.711680
  • [6] A neural network based artificial vision system for licence plate recognition
    Draghici, S
    [J]. INTERNATIONAL JOURNAL OF NEURAL SYSTEMS, 1997, 8 (01) : 113 - 126
  • [7] Ekinci M, 2006, LECT NOTES ARTIF INT, V4013, P443, DOI 10.1007/11766247_38
  • [8] A ROBUST ALGORITHM FOR TEXT STRING SEPARATION FROM MIXED TEXT GRAPHICS IMAGES
    FLETCHER, LA
    KASTURI, R
    [J]. IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 1988, 10 (06) : 910 - 918
  • [9] NEOCOGNITRON - A NEURAL NETWORK MODEL FOR A MECHANISM OF VISUAL-PATTERN RECOGNITION
    FUKUSHIMA, K
    MIYAKE, S
    ITO, T
    [J]. IEEE TRANSACTIONS ON SYSTEMS MAN AND CYBERNETICS, 1983, 13 (05): : 826 - 834
  • [10] GUTSHESS M, 2001, P 8 IEEE INT C COMP, V1, P733