Laser & Optoelectronics Progress, Volume. 55, Issue 10, 101501(2018)

Low Altitude Armored Target Detection Based on Rotation Invariant Faster R-CNN

Cao Yujian1, Xu Guoming1,2、*, and Shi Guochuan1
Author Affiliations
  • 1[in Chinese]
  • 2[in Chinese]
  • show less
    References(21)

    [2] [2] Dalal N, Triggs B. Histograms of oriented gradients for human detection[C]∥IEEE Computer Society Conference on Computer Vision and Pattern Recognition, 2005: 886-893.

    [3] [3] Felzenszwalb P, Mcallester D, Ramanan D. A discriminatively trained, multiscale, deformable part model[C]∥IEEE Conference on Computer Vision and Pattern Recognition. IEEE, 2008:1-8.

    [4] [4] Everingham M, van Gool L, Williams C K I, et al. The pascal visual object classes (VOC) challenge[J]. International Journal of Computer Vision, 2010, 88(2): 303-338.

    [5] [5] Krizhevsky A, Sutskever I, Hinton G E. ImageNet classification with deep convolutional neural networks[C]∥Advances in Neural Information Processing Systems, 2012: 1097-1105.

    [6] [6] Girshick R, Donahue J, Darrell T, et al. Rich feature hierarchies for accurate object detection and semantic segmentation[C]∥IEEE Conference on Computer Vision and Pattern Recognition, 2014: 580-587.

    [7] [7] He K M, Zhang X Y, Ren S Q, et al. Spatial pyramid pooling in deep convolutional networks for visual recognition[J]. IEEE Transactions on Pattern Analysis and Machine Intelligence, 2015, 37(9): 1904-1916.

    [8] [8] Girshick R. Fast R-CNN[C]∥IEEE International Conference on Computer Vision, 2015: 1440-1448.

    [9] [9] Ren S Q, He K M, Girshick R, et al. Faster R-CNN: towards real-time object detection with region proposal networks[J]. IEEE Transactions on Pattern Analysis and Machine Intelligence, 2017, 39(6): 1137-1149.

    [10] [10] Dai J F, Li Y, He K M, et al. R-FCN: object detection via region-based fully convolutional networks[C]∥Advances in Neural Information Processing Systems, 2016: 379-387.

    [11] [11] He K, Gkioxari G, Dollár P, et al. Mask R-CNN[C]∥IEEE International Conference on Computer Vision, 2017: 2980-2988.

    [13] [13] Cai Y Z, Yang D D, Mao N, et al. Visual tracking algorithm based on adaptive convolutional features[J]. Acta Optica Sinica, 2017, 37(3): 0315002.

    [15] [15] Zou Y B, Zhou W L, Chen X Z. Research of laser vision seam detection and tracking system based on depth hierarchical feature[J]. Chinese Journal of Lasers, 2017, 44(4): 0402009.

    [16] [16] Ma W J. Research on multi-dimensional information extraction and object detection algorithms of polarized hyperspectral images[D]. Harbin: Harbin Institute of Technology, 2014.

    [17] [17] Lowe D G. Distinctive image features from scale-invariant keypoints[J]. International Journal of Computer Vision, 2004, 60(2): 91-110.

    [18] [18] Cheng G, Zhou P C, Han J W. RIFD-CNN: Rotation-invariant and Fisher discriminative convolutional neural networks for object detection[C]∥IEEE Conference on Computer Vision and Pattern Recognition, 2016: 2884-2893.

    [19] [19] LeCun Y, Boser B, Denker J S, et al. Backpropagation applied to handwritten zip code recognition[J]. Neural Computation, 1989, 1(4): 541-551.

    [20] [20] Deng J, Dong W, Socher R, et al. ImageNet: a large-scale hierarchical image database[C]∥IEEE Conference on Computer Vision and Pattern Recognition, 2009: 248-255.

    [21] [21] Zeiler M D, Fergus R. Visualizing and understanding convolutional networks[C]∥European Conference on Computer Vision, 2014: 818-833.

    Tools

    Get Citation

    Copy Citation Text

    Cao Yujian, Xu Guoming, Shi Guochuan. Low Altitude Armored Target Detection Based on Rotation Invariant Faster R-CNN[J]. Laser & Optoelectronics Progress, 2018, 55(10): 101501

    Download Citation

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

    Category: Machine Vision

    Received: Mar. 19, 2018

    Accepted: --

    Published Online: Oct. 14, 2018

    The Author Email: Guoming Xu (xgm121@163.com)

    DOI:10.3788/lop55.101501

    Topics