Journal of Atmospheric and Environmental Optics, Volume. 15, Issue 5, 380(2020)

Cloud Detection of Multi-Angle Remote Sensing Image Based on Deep Learning

Jiaxin Li1,2、*, Peng Zhao1,2, Wei Fang3, and Shangxiang Song1,2
Author Affiliations
  • 1[in Chinese]
  • 2[in Chinese]
  • 3[in Chinese]
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    References(17)

    [1] [1] Hou Shuwei, Sun Wenfang, Zheng Xiaosong. Overview of remote sensing image cloud detection methods[J]. Space Electronic Technology, 2014, 11(3): 68-76 (in Chinese).

    [2] [2] Ackerman S A, Strabala K I, Menzel W P, et al. Discriminating clear sky from clouds with MODIS[J]. Journal of Geophysical Research, 1998, 103: 32141-32157.

    [3] [3] Jedlovec G. Automated Detection of Clouds in Satellite Imagery[M]. Advances in Geoscience and Remote Sensing. InTech Open Access Publisher, 2009.

    [4] [4] Kriebel K T, Gesell G, Kastner M, et al. The cloud analysis tool APOLLO: Improvements and validations[J]. International Journal of Remote Sensing, 2003, 24(12): 2389-2408.

    [5] [5] Buriez J C, Vanbauce C, Parol F, et al. Cloud detection and derivation of cloud properties from POLDER[J]. International Journal of Remote Sensing, 1997, 18(13): 2785-2813.

    [7] [7] Xia Yu, Cui Shengcheng, Yang Shizhi. Cloud detection method for high resolution satellite image based on multi-dimensional features[J]. Journal of Atmospheric and Environmental Optics, 2017, 12(06): 69-77 (in Chinese).

    [8] [8] Xie F Y, Shi M Y, Shi Z W, et al. Multilevel cloud detection in remote sensing images based on deep learning[J]. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, 2017, 10(8): 3631-3640.

    [9] [9] Zhan Y J, Wang J, Shi J P, et al. Distinguishing cloud and snow in satellite images via deep convolutional network[J]. IEEE Geoscience & Remote Sensing Letters, 2017, 14(10): 1785-1789.

    [10] [10] Chen Yang, Fan Rongshuang, Wang Jingxue, et al. Deep learning based cloud detection for ZY-3 remote sensing image[J]. Acta Optica Sinica, 2018, 38(01): 0128005 (in Chinese).

    [13] [13] Buriez J C, Vanbauce C, Parol F, et al. Cloud detection and derivation of cloud properties from POLDER[J]. International Journal of Remote Sensing, 1997, 18(13): 2785-2813.

    [15] [15] Zheng Fengxun, Hou Weizhen, Li Zhengqiang. Optimal estimation retrieval for directional polarimetric camera onboard Chinese Gaofen-5 satellite: an analysis on multi-angle dependence and a posterior error[J]. Acta Physica Sinica. 2019, 68(4): 040701 (in Chinese).

    [16] [16] Chen Hongbin, Fan Xuehua, Han Zhigang. Progress of remote sensing observation and measurement with POLDER multi-angle and multi-channel partial vibration detector[J]. Remote Sensing Technology and Application, 2006, 21(2): 83-92 (in Chinese).

    [17] [17] Badrinarayanan V, Kendall A, Cipolla R. SegNet: a deep convolutional encoder-decoder architecture for scene segmentation[J]. IEEE Transactions on Pattern Analysis and Machine Intelligence, 2017, 39(12): 2481-2495.

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    Li Jiaxin, Zhao Peng, Fang Wei, Song Shangxiang. Cloud Detection of Multi-Angle Remote Sensing Image Based on Deep Learning[J]. Journal of Atmospheric and Environmental Optics, 2020, 15(5): 380

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    Paper Information

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    Received: Feb. 18, 2020

    Accepted: --

    Published Online: Nov. 5, 2020

    The Author Email: Li Jiaxin (arthurpendgradon@163.com)

    DOI:10.3969/j.issn.1673-6141.2020.05.007

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