Laser & Optoelectronics Progress, Volume. 55, Issue 6, 061011(2018)

Object Shape Classification Based on Bayesian Optimized Neural Network

Shanxin Zhang, Qiang Fan*; , and Zhiping Zhou
Author Affiliations
  • Engineering Research Center of Internet of Things Technology Applications, Ministry of Education, Jiangnan University, Wuxi, Jiangsu 214000, China
  • show less
    References(16)

    [2] Bai X, Liu W, Tu Z. Integrating contour and skeleton for shape classification. [C]∥Computer Vision Workshops (ICCV Workshops), 360-367(2009).

    [5] Wang Y P, Hu Y H, Lei W H et al. Aircraft target classification method based on texture feature of laser echo time-frequency image[J]. Acta Optica Sinica, 37, 1128004(2017).

    [7] Palazón-González V, Marzal A, Vilar J M. On hidden Markov models and cyclic strings for shape recognition[J]. Pattern Recognition, 47, 2490-2504(2014).

    [9] Hasim A, Herdiyeni Y, Douady S. Leaf shape recognition using centroid contour distance. [C]∥IOPC onference Series: Earth and Environmental Science, 31, 012002(2016).

    [11] Chen X J, Guo W, Li Q et al. Joint classification method for terrestrial LiDAR point cloud based on intensity and color information[J]. Chinese Journal of Lasers, 44, 1010007(2017).

    [12] Fan Q, Zhang S X. Object shape classification based on improved Bayesian program learning[J]. Laser & Optoelectronics Progress, 54, 121504(2017).

    [13] Li C, Stevens A, Chen C et al. Learning weight uncertainty with stochastic gradient MCMC for shape classification. [C]∥Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition, 5666-5675(2016).

    [14] Chen C, Carlson D, Gan Z et al. Bridging the gap between stochastic gradient MCMC and stochastic optimization. [C]∥Proceedings of the 19th International Conference on Artificial Intelligence and Statistics, 1051-1060(2016).

    [15] Shi Z L, Ye Y D, Wu Y P et al. Crowd counting using rank-based spatial pyramid pooling network[J]. Acta Automatica Sinica, 42, 866-874(2016).

    [16] Li C, Chen C, Carlson D E et al. Preconditioned stochastic gradient Langevin dynamics for deep neural networks. [C]∥Proceedings of the Thirtieth AAAI Conference on Artificial Intelligence, 1788-1794(2016).

    Tools

    Get Citation

    Copy Citation Text

    Shanxin Zhang, Qiang Fan, Zhiping Zhou. Object Shape Classification Based on Bayesian Optimized Neural Network[J]. Laser & Optoelectronics Progress, 2018, 55(6): 061011

    Download Citation

    EndNote(RIS)BibTexPlain Text
    Save article for my favorites
    Paper Information

    Category: Image Processing

    Received: Nov. 14, 2017

    Accepted: --

    Published Online: Sep. 11, 2018

    The Author Email: Fan Qiang ( 478581367@qq.com)

    DOI:10.3788/LOP55.061011

    Topics