Laser & Optoelectronics Progress, Volume. 57, Issue 20, 201101(2020)

GGCN: GPU-Based Hyperspectral Image Classification Algorithm

Minghua Zhang1, Yaqing Zou1, Wei Song1, Dongmei Huang1,2、*, and Zhixiang Liu1
Author Affiliations
  • 1College of Information Science, Shanghai Ocean University, Shanghai 201306, China
  • 2College of Electronics and Information Engineering, Shanghai University of Electric Power, Shanghai 200090, China
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    References(13)

    [2] Bioucas-Dias J M, Plaza A, Camps-Valls G et al. Hyperspectral remote sensing data analysis and future challenges[J]. IEEE Geoscience and Remote Sensing Magazine, 1, 6-36(2013).

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    [5] LeCun Y, Bengio Y, Hinton G. Deep learning[J]. Nature, 521, 436-444(2015).

    [8] Leng J B, Li T, Bai G et al. Cube-CNN-, 1027-1034(2016).

    [9] Li P, Guan G X, Wu T X et al. GPU optimization of hyperspectral real-time anomaly detection based on Cholesky decomposition[J]. Transducer and Microsystem Technology, 38, 7-10(2019).

    [10] Jiang X R, Wei W[J]. Application of CUDA technology in digital image matching Modern Information Technology, 2019, 61-63.

    [11] Shen T, Hu F[J]. Acceleration of CNN on GPU Applications of IC, 2017, 18-22.

    [12] [12] DongH, LiT, Leng JB, et al.GCN: GPU-based cube CNN framework for hyperspectral image classification[C]//2017 46th International Conference on Parallel Processing (ICPP). 14-17 Aug. 2017, Bristol, UK. New York: IEEE Press, 2017: 41- 49.

    [13] Nakasato N. A fast GEMM implementation on the cypress GPU[J]. ACM SIGMETRICS Performance Evaluation Review, 38, 50-55(2011).

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    Minghua Zhang, Yaqing Zou, Wei Song, Dongmei Huang, Zhixiang Liu. GGCN: GPU-Based Hyperspectral Image Classification Algorithm[J]. Laser & Optoelectronics Progress, 2020, 57(20): 201101

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    Paper Information

    Category: Imaging Systems

    Received: Dec. 16, 2019

    Accepted: Feb. 25, 2020

    Published Online: Oct. 13, 2020

    The Author Email: Huang Dongmei (dmhuang@shou.edu.cn)

    DOI:10.3788/LOP57.201101

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