Laser & Optoelectronics Progress, Volume. 57, Issue 12, 121019(2020)

Ship Detection Based on SAR Images Using Deep Feature Pyramid and Cascade Detector

Yunfei Zhao, Baohua Zhang*, Yanyue Zhang, Yu Gu, Yueming Wang, Jianjun Li, and Ying Zhao
Author Affiliations
  • School of Information Engineering, Inner Mongolia University of Science and Technology, Baotou, Inner Mongolia 014010, China
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    References(14)

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    [3] Girshick R, Donahue J, Darrell T et al. Rich feature hierarchies for accurate object detection and semantic segmentation. [C]∥2014 IEEE Conference on Computer Vision and Pattern Recognition, June 23-28, 2014, Columbus, OH, USA. New York: IEEE, 14632381(2014).

    [4] Sun X D, Wu P C. Hoi S C H. Face detection using deep learning: an improved Faster RCNN approach[J]. Neurocomputing, 299, 42-50(2018).

    [5] 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, 39, 1137-1149(2017).

    [6] Du L, Liu B, Wang Y et al. Target detection method based on convolutional neural network for SAR image[J]. Journal of Electronics & Information Technology, 38, 3018-3025(2016).

    [7] Kang M, Leng X G, Lin Z et al. A modified Faster R-CNN based on CFAR algorithm for SAR ship detection. [C]∥2017 International Workshop on Remote Sensing with Intelligent Processing (RSIP), May 18-21, 2017, Shanghai, China. New York: IEEE, 16981074(2017).

    [8] Li J W, Qu C W, Peng S J et al. Ship detection in SAR images based on convolutional neural network[J]. Systems Engineering and Electronics, 40, 1953-1959(2018).

    [12] Chen Y C, Zhu X T, Zheng W S et al. Person re-identification by camera correlation aware feature augmentation[J]. IEEE Transactions on Pattern Analysis and Machine Intelligence, 40, 392-408(2018).

    [13] Simonyan K. -04-10)[2019-10-13]. https:∥arxiv., org/abs/1409, 1556(2015).

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    Yunfei Zhao, Baohua Zhang, Yanyue Zhang, Yu Gu, Yueming Wang, Jianjun Li, Ying Zhao. Ship Detection Based on SAR Images Using Deep Feature Pyramid and Cascade Detector[J]. Laser & Optoelectronics Progress, 2020, 57(12): 121019

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    Paper Information

    Category: Image Processing

    Received: Oct. 14, 2019

    Accepted: Nov. 6, 2019

    Published Online: Jun. 3, 2020

    The Author Email: Zhang Baohua (zbh_wj2004@imust.cn)

    DOI:10.3788/LOP57.121019

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