Laser & Optoelectronics Progress, Volume. 56, Issue 5, 052801(2019)

Cloud Detection of ZY-3 Satellite Remote Sensing Images Based on Improved Fully Convolutional Neural Networks

Liang Pei1, Yang Liu1,2、*, Hai Tan2, and Lin Gao1
Author Affiliations
  • 1 School of Geomatics, Liaoning Technical University, Fuxin, Liaoning 123000, China
  • 2 Satellite Surveying and Mapping Application Center, NASG, Beijing 100048, China
  • show less
    References(18)

    [3] Zhao X. Research on cloud detection method for high resolution satellite remote sensing images[D]. Harbin: Harbin Institute of Technology, 40-47(2013).

    [5] Collobert R, Weston J. Anunified architecture for natural language processing: deep neural networks with multitask learning. [C]∥International Conference on Machine Learning, 5089-5096(2008).

    [7] Mohamed A R, Sainath T N, Dahl G et al. Deep belief networks using discriminative features for phone recognition. [C]∥IEEE International Conference on Acoustics, Speech and Signal Processing, 5060-5063(2011).

    [9] Kavukcuoglu K, Ranzato M. -10-18)[2018-02-11]. https:∥arxiv., org/abs/1010, 3467(2010).

    [11] Li Z Q, Zhu R F, Gao F et al. Hyperspectral remote sensing image classification based on 3D-convolution neural network combined with conditional random field optimization[J]. Acta Optica Sinica, 38, 0828001(2018).

    [12] LeCun Y, Bottou L, Bengio Y et al. . Gradient-based learning applied to document recognition[J]. Proceedings of the IEEE, 86, 2278-2324(1998).

    [13] Krizhevsky A, Sutskever I, Hinton G E. ImageNet classification with deep convolutional neural networks[J]. Communications of the ACM, 60, 84-90(2017).

    [14] Chen Y, Fan R S, Wang J X et al. High resolution image classification method combining with minimum noise fraction rotation and convolution neural network[J]. Laser & Optoelectronics Progress, 54, 102801(2017).

    [15] Chen Y, Fan R S, Wang J X et al. Deep learning based on cloud detection for ZY-3 remote sensing image[J]. Acta Optica Sinica, 38, 0128005(2018).

    [16] Long J, Shelhamer E, Darrell T. Fully convolutional networks for semantic segmentation. [C]∥IEEE Conference on Computer Vision and Pattern Recognition, 3431-3440(2015).

    [17] Liu X, Wang G H, Yang H C et al. Road extraction from remote sensing image based on fully convolutional networks[J]. Remote Sensing Information, 33, 69-75(2018).

    [18] Simonyan K, Zisse R. -04-10)[2018-01-25]. https:∥arxiv.org/abs/1409.1556v6.(2015).

    Tools

    Get Citation

    Copy Citation Text

    Liang Pei, Yang Liu, Hai Tan, Lin Gao. Cloud Detection of ZY-3 Satellite Remote Sensing Images Based on Improved Fully Convolutional Neural Networks[J]. Laser & Optoelectronics Progress, 2019, 56(5): 052801

    Download Citation

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

    Category: Remote Sensing and Sensors

    Received: Jul. 19, 2018

    Accepted: Sep. 12, 2018

    Published Online: Jul. 31, 2019

    The Author Email: Liu Yang (764039378@qq.com)

    DOI:10.3788/LOP56.052801

    Topics