• Laser & Optoelectronics Progress
  • Vol. 57, Issue 12, 121018 (2020)
Sheng Wang, Xinglin Zhou*, Pan Zhu, and Jianping Dong
Author Affiliations
  • Key Laboratory of Metallurgical Equipment and Control, Ministry of Education, School of Mechanical Automation, Wuhan University of Science and Technology, Wuhan, Hubei 430081, China
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    DOI: 10.3788/LOP57.121018 Cite this Article Set citation alerts
    Sheng Wang, Xinglin Zhou, Pan Zhu, Jianping Dong. Remote Sensing Image Enhancement Based on Non-Subsampled Contourlet Transform and Weighted Guided Filtering[J]. Laser & Optoelectronics Progress, 2020, 57(12): 121018 Copy Citation Text show less
    NSCT. (a) Decomposition process; (b) ideal frequency decomposition
    Fig. 1. NSCT. (a) Decomposition process; (b) ideal frequency decomposition
    Diagram of images smoothing filter effect with different r and ε. (a) ε=0.01; (b) ε=0.04; (c) ε=0.16
    Fig. 2. Diagram of images smoothing filter effect with different r and ε. (a) ε=0.01; (b) ε=0.04; (c) ε=0.16
    Curves of nonlinear enhancement function
    Fig. 3. Curves of nonlinear enhancement function
    Remote sensing images. (a) City; (b) island; (c) road
    Fig. 4. Remote sensing images. (a) City; (b) island; (c) road
    Comparison of enhancement effects of different methods. (a) HE; (b) MSR; (c) DWT[21]; (d) Ref. [22]; (e) proposed method
    Fig. 5. Comparison of enhancement effects of different methods. (a) HE; (b) MSR; (c) DWT[21]; (d) Ref. [22]; (e) proposed method
    ImageIndexMethod
    HEMSRDWTRef. [22]Proposed
    EINT246.3987.87125.06237.30249.96
    CityEntropy5.986.677.177.277.74
    AGTime/s26.763.519.533.7313.807.3224.5652.3427.8049.72
    EINT133.0355.8587.33127.21138.83
    IslandEntropy5.966.927.447.257.62
    AGTime/s13.753.415.743.658.896.6812.8753.4513.9149.29
    EINT184.8774.81107.35150.61163.16
    RoadEntropy5.966.997.487.257.63
    AGTime/s20.523.468.283.6711.716.9615.0352.6818.6749.45
    Table 1. Evaluation of objective indicators of five enhancement methods
    MethodEINTEntropyAG
    HE180.695.7219.73
    MSR62.966.726.77
    DWT91.606.909.86
    Ref. [22]142.677.0814.75
    Proposed154.847.4516.97
    Table 2. Quantitative comparison of indicators of five methods
    Sheng Wang, Xinglin Zhou, Pan Zhu, Jianping Dong. Remote Sensing Image Enhancement Based on Non-Subsampled Contourlet Transform and Weighted Guided Filtering[J]. Laser & Optoelectronics Progress, 2020, 57(12): 121018
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