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AdaBoost算法在车牌字符识别中的应用 被引量:6

Application of AdaBoost Algorithm on License Plate Recognition
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摘要 提出了一种基于AdaBoost的车牌字符自动识别算法。AdaBoost是一种构建准确分类器的学习算法,它将一族弱学习算法通过一定规则结合成为一个强学习算法,从而通过样本训练得到一个识别准确率理想的分类器,将之用于车牌字符识别,对车牌图像进行实验,对车牌字符样本进行特征提取,用特征来训练有效分类器,用MATLAB完成了对车牌照数字识别的模拟,结果证实此算法对车牌字符识别有一定准确性,具有良好的效果。 A method of License Plate Recognition using AdaBoost algorithm is presented.AdaBoost is a learning algorithm for constructing accurate classifiers, It can obtain a strong learning algorithm by combining a series of weak learning algorithms through some rules, which is used on License Plate Recognition, Selecting character features, trains the effective classifier with features, simulates the recognition in use of MATLAB, the result of simulation indicated that the method of this paper proposed has the good effect.
作者 季秀霞
出处 《微计算机信息》 北大核心 2007年第22期262-264,共3页 Control & Automation
基金 广东省教育厅自然科学基金(z03032)
关键词 车牌识别 字符识别 特征选择 ADABOOST License Plate Recognition, character recognition, Characteristic Choosing, AdaBoost
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参考文献5

  • 1张宏烈.支持向量机在字符识别中的应用研究[J].微计算机信息,2006(04Z):245-247. 被引量:11
  • 2J. R. Quinlan J R. "Bagging, boosting, and C4.5"[J], Proc. of 13th Conf. on AI, 1996, pp.725-730.
  • 3Y. B. Wang, H. Z. Ai, B. Wu, C. Huang, "Real Time Facial Expression Recognition with AdaBoost"[J], Proc. of 17th Int. Conf. on Pattern Recognition, 2004, vol.3, pp.926-929.
  • 4Freund, Schapire. A decision-theoretic generalization of online learning and an applic ationto Boosting.C omputeran dS ystemS ciences.1997,55(1).119-139.
  • 5P Viola, M Jones. Rapid ObjectDetection Using a Boosted Cascade of Simple Features [ C ]. In: Proceedings of IEEE Conference on Computer Vision and Pattern Recognition, Kauai, Hawaii, USA, 2001.

二级参考文献3

共引文献10

同被引文献44

  • 1崔政,李壮.两种改进的模板匹配识别算法[J].计算机工程与设计,2006,27(6):1083-1085. 被引量:26
  • 2张艳阳,顾明.基于AdaBoost分类器的车牌字符识别算法研究[J].计算机应用研究,2006,23(5):242-243. 被引量:3
  • 3杨传栋,余镇危,王行刚,张焕远.基于流行度预测的流媒体代理缓存替换算法[J].计算机工程,2007,33(7):99-100. 被引量:23
  • 4吴成东,刘文涵,傅小菲,丛明.基于粗网格神经网络的车牌字符识别方法[J].沈阳建筑大学学报(自然科学版),2007,23(4):693-697. 被引量:9
  • 5Bai Hong-liang, Liu Chang-ping. A bybrid license plate extraction method based on edge statistics and morphology[ C]//Proceddings of the 17th International t onferenee on Pattern Recognition. Cambridge, UK,2004:831 - 834.
  • 6Kim Dong Su, Chien Sung. Automatic car license plate extraction using modified generalized symmetry transform and image warping[ C]// IEEE International Symposium on Industrial Electronics 2001. Pusan, Korea, 2001 : 2022 - 2027.
  • 7Chang Shyang-Lih, Chen H-Shien, Chung Yun-Chung, et al. Automatic license plate recognition[J]. IEEE Transactions on Intelligent Transportation Systems, 2004,5 ( 1 ) : 42 - 53.
  • 8Jin Ning, Yuan Y Tang. Text area localization under complexback- ground using wavelet decomposition[ C]//Proceedings of the Sixth International Conference Oil Document Analysis and Recognition. Seattle, WA, USA, 2001 : 1126 - 1130.
  • 9Trier I D, Jain A K, Taxt T. Feature extraction methods for character lecognition-A survey[J]. Pattem Recognition, 1996,29(4) :641 - 662.
  • 10GB5768-1999《道路交通标志和标线》使用手册(修订版),国标,中国标准出版社.2007-8-1.

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