Laser & Optoelectronics Progress, Volume. 54, Issue 2, 21001(2017)

An Improved Traffic Sign Image Recognition Algorithm

Xu Yan* and Wei Zhenyu
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    References(21)

    [1] [1] Song W J, Fu M Y, Yang Y. An efficient traffic signs recognition method for autonomous vehicle[J]. Robot, 2015, 37(1): 102-111.

    [2] [2] Li Houjie, Qiu Tianshuang, Song Haiyu, et al. Separation algorithm of traffic signs based on curvature scale space corner detection[J]. Acta Optica Sinica, 2015, 35(1): 0115002.

    [3] [3] Zhao Chunhui, You Wei, Qi Bin, et al. Real-time anomaly detection algorithm for hyperspectral remote sensing by using recursive polynomial kernel function[J]. Acta Optica Sinica, 2016, 36(2): 0228002.

    [4] [4] Guo Pengyu, Su Ang, Zhang Hongliang, et al. Online mixture of random nave bayes tracker combined texture with shape feature[J]. Acta Optica Sinica, 2015, 35(3): 0315002.

    [5] [5] Long J, Shelhamer E, Darrell T. Fully convolutional networks for semantic segmentation[C]. Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition, 2015: 3431-3440.

    [6] [6] Schmidhuber J. Deep learning in neural networks: An overview[J]. Neural Networks, 2015, 61(4): 85-117.

    [7] [7] Li M, Yuan B. 2D-LDA: A statistical linear discriminant analysis for image matrix[J]. Pattern Recognition Letters, 2005, 26(5): 527-532.

    [8] [8] Cristianini N, Shawe-Taylor J. An introduction to support vector machines and other kernel-based learning methods[M]. New York: Cambridge University Press, 2001: 1-28.

    [9] [9] Zaklouta F, Stanciulescu B, Hamdoun O. Traffic sign classification using K-d trees and random forests[C]. Proceedings of 2011 IEEE International Joint Conference on Neural Networks, 2011: 2151-2155.

    [10] [10] Zhang Y K, Hong C Y, Wang C. A real time rectangular speed limit sign recognition system[J]. CAAI Transactions on Intelligent Systems, 2010, 6: 16.

    [11] [11] Fang Zeping, Duan Jianmin, Zheng Banggui. Traffic signs recognition and tracking based on feature color and sncc algorithm[J]. Journal of Transportation Systems Engineering and Information Technology, 2014, 14(1): 47-52.

    [12] [12] Jin J Q, Fu K, Zhang C S. Traffic sign recognition with hinge loss trained convolutional neural networks[J]. IEEE Transactions on Intelligent Transportation Systems, 2014, 15(5): 1991-2000.

    [13] [13] Yin S Y, Peng O Y, Liu L B, et al. Fast traffic sign recognition with a rotation invariant binary pattern based feature[J]. Sensors, 2015, 15(1): 2161-2180.

    [14] [14] Shlens J. A tutorial on principal components analysis[J]. Arxiv, 2002, 58(3): 219-226.

    [15] [15] Liu H P, Sun F C, Yu Y L. Multitask extreme learning machine for visual tracking[J]. Cognitive Computation, 2014, 6(3): 391-404.

    [16] [16] Zhu W T, Miao J, Hu J B, et al. Vehicle detection in driving simulation using extreme learning machine[J]. Neurocomputing, 2014, 128(5): 160-165.

    [17] [17] Bartlett P L. The sample complexity of pattern classification with neural networks: The size of the weights is more important than the size of the network[J]. IEEE Transactions on Information Theory, 1998, 44(2): 525-536.

    [18] [18] Stallkamp J, Schlipsing M, Salmen J, et al. Man vs. computer: Benchmarking machine learning algorithms for traffic sign recognition[J]. Neural Networks, 2012, 32(2): 323-332.

    [19] [19] Stallkamp J, Schlipsing M, Salmen J, et al. The German traffic sign recognition benchmark: A multi-class classification competition[C]. Proceedings of 2011 IEEE International Joint Conference on Neural Networks, 2011: 1453-1460.

    [20] [20] Ciresan D, Meier U, Masci J, et al. A committee of neural networks for traffic sign classification[C]. Proceedings of 2011 IEEE International Joint Conference on Neural Networks, 2011, 42(4): 1918-1921.

    [21] [21] Tang S S, Huang L L. Traffic sign recognition using complementary features[C]. Proceedings of 2013 IEEE Asian Conference on Pattern Recognition, 2013: 210-214.

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    Paper Information

    Category: Image Processing

    Received: Sep. 26, 2016

    Accepted: --

    Published Online: Feb. 10, 2017

    The Author Email: Yan Xu (xuyan@tju.edu.cn)

    DOI:10.3788/lop54.021001

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