• Laser & Optoelectronics Progress
  • Vol. 57, Issue 14, 141015 (2020)
Yanfei Peng**, Tingting Du*, Yi Gao, Lingling Zi, and Yu Sang
Author Affiliations
  • School of Electronic and Information Engineering, Liaoning Technical University, Huludao, Liaoning 125105, China
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    DOI: 10.3788/LOP57.141015 Cite this Article Set citation alerts
    Yanfei Peng, Tingting Du, Yi Gao, Lingling Zi, Yu Sang. Low-Illumination Remote Sensing Image Enhancement Based on Conditional Generation Adversarial Network[J]. Laser & Optoelectronics Progress, 2020, 57(14): 141015 Copy Citation Text show less
    CGAN model
    Fig. 1. CGAN model
    Flow chart of proposed algorithm
    Fig. 2. Flow chart of proposed algorithm
    Structure of proposed generator
    Fig. 3. Structure of proposed generator
    Structure of proposed discriminator
    Fig. 4. Structure of proposed discriminator
    Sigmoid function curves
    Fig. 5. Sigmoid function curves
    Examples of synthetic low-illumination remote sensing images
    Fig. 6. Examples of synthetic low-illumination remote sensing images
    Comparison of 256 pixel×256 pixel subjective visual images via different algorithms. (a) Original images; (b) HE; (c) MSR; (d) MSRCR; (e) Dong; (f) proposed algorithm
    Fig. 7. Comparison of 256 pixel×256 pixel subjective visual images via different algorithms. (a) Original images; (b) HE; (c) MSR; (d) MSRCR; (e) Dong; (f) proposed algorithm
    Results of 380 pixel×380 pixel images processed by proposed algorithm
    Fig. 8. Results of 380 pixel×380 pixel images processed by proposed algorithm
    Experimental results of different values of α. (a) Original images; (b) α=2.1; (c) α=4; (d) α=6
    Fig. 9. Experimental results of different values of α. (a) Original images; (b) α=2.1; (c) α=4; (d) α=6
    MethodDongHEMSRMSRCROurs
    PSNR12.67511.21512.50712.76914.710
    MSE3152.29571.99212.78996.2462.82
    SSIM0.21460.19390.26930.23520.3363
    CON1970127355257242528228645
    SAT0.26840.12450.15010.30140.5437
    Table 1. Comparison of objective evaluation indexes of different algorithms
    Yanfei Peng, Tingting Du, Yi Gao, Lingling Zi, Yu Sang. Low-Illumination Remote Sensing Image Enhancement Based on Conditional Generation Adversarial Network[J]. Laser & Optoelectronics Progress, 2020, 57(14): 141015
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