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基于主成份分析和支持向量机的车标识别

Car Emblem Recognition Based on PCA and SVM
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摘要 基于车牌定位算法确定车牌和车标的位置关系,利用Hausdorff距离精确定位车标位置并对其进行数学形态学图像处理,边缘检测,连通域分析。对车标图像进行基于主成分分析的降维处理并对提取到的PCA特征进行归一化处理,最后用C-SVM支持向量机算法对提取到的特征进行识别。实验表明,上述算法具有精度高、识别效率高、速度快等优点。 Car emblem technique plays a key role in vehicle automatic recognition technique.To locate the car emblem with precision having important meaning of car emblem recognition.This paper pinpoint the region of the license plate by algorithm and roughly located the region of car emblem based on the relationship of license plate and car emblem.Then located the car emblem with precision by the distance of Hausdorff.On the base,processing the region by morphologic,edge detection,analysis of connectivity and pick up the PCA character by lowing the dimension of the image and unifying the PCA character.At last recognize the PCA character by the C-SVM algorithm.
出处 《工业控制计算机》 2011年第5期76-78,80,共4页 Industrial Control Computer
关键词 车标识别 主成份分析 支持向量机 car emblem PCA SVM
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  • 1庄永,杨红雨,游志胜,李贵俊,黄戈.一种快速车标定位方法[J].四川大学学报(自然科学版),2004,41(6):1167-1171. 被引量:11
  • 2谢刚,刘正熙,卢建斌,林向炜.基于多种车辆特征信息识别的停车场管理系统[J].计算机应用研究,2006,23(2):175-176. 被引量:4
  • 3SUN Z, BEBIS G, MILLER R. On-road vehicle detection: A review[ J]. IEEE Transactions on Pattern Analysis and Machine Intelligence, 2006, 28(5): 694-711.
  • 4BHANU B, DNDGEON D E, ZELNIO E G. Introduction to the special issue on automatic target detection and recognition[ J]. IEEE Transactions on Image Processing, 1997, 6(1) : 1 -6.
  • 5DOERMAN D. Applying algebraic and differential invariants for logo recognition[ J]. Machine Vision and Applications, 1996, 9(2):73 - 86.
  • 6DILIGENTI M, GORI M. Adaptive graphical pattern recognition for the classification of company logos[ J]. IEEE Transactions on Pattern Recognition, 2001, 34(10) : 2049-2061.
  • 7SUN CHANG-MING. Symmetry detection using gradient information [ J]. Pattern Recognition Letters, 1995, 16(9) : 987 - 996.
  • 8Rafael C Gonzalez,Richard E Woods.Digital Image Processing,Second Edition[M].Beijing:Publishing House of Electronics Industry,2002.665-672.
  • 9Stephane G Mallat.A Theory for Multiresolution Signal Decomposition:The Wavelet Representation[J].IEEE Trans PAMI,1989,11(7):674-693.
  • 10Salari E,Ling Z.Texture Segmentation Using Hierarchical Wavelet Decomposition[J].Pattern Recognition,1995,28(12):1819-1824.

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