• Laser & Optoelectronics Progress
  • Vol. 57, Issue 20, 201504 (2020)
Hongying Zhang* and Jindong Zhao
Author Affiliations
  • College of Electronic Information and Automation, Civil Aviation University of China, Tianjin 300300, China
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    DOI: 10.3788/LOP57.201504 Cite this Article Set citation alerts
    Hongying Zhang, Jindong Zhao. RetinexNet Low Illumination Image Enhancement Algorithm in HSV Space[J]. Laser & Optoelectronics Progress, 2020, 57(20): 201504 Copy Citation Text show less
    Structure of RetinexNet algorithm
    Fig. 1. Structure of RetinexNet algorithm
    Enhancement effect of the RetinexNet algorithm. (a) Low-light image; (b) enhanced image
    Fig. 2. Enhancement effect of the RetinexNet algorithm. (a) Low-light image; (b) enhanced image
    Flow chart of our algorithm
    Fig. 3. Flow chart of our algorithm
    Decomposition of V component image. (a) Image of low illumination; (b) image of V component; (c) incident light image of V component; (d) reflectivity image of V component
    Fig. 4. Decomposition of V component image. (a) Image of low illumination; (b) image of V component; (c) incident light image of V component; (d) reflectivity image of V component
    Enhancement effect of different algorithms. (a) Original image; (b) HE algorithm; (c) LIME algorithm; (d) MSRCR algorithm; (e) RetinexNet algorithm; (f) our algorithm
    Fig. 5. Enhancement effect of different algorithms. (a) Original image; (b) HE algorithm; (c) LIME algorithm; (d) MSRCR algorithm; (e) RetinexNet algorithm; (f) our algorithm
    Enlarged view of partial pairs of different algorithms. (a) Original image; (b) HE algorithm; (c) LIME algorithm; (d) MSRCR algorithm; (e) RetinexNet algorithm; (f) our algorithm
    Fig. 6. Enlarged view of partial pairs of different algorithms. (a) Original image; (b) HE algorithm; (c) LIME algorithm; (d) MSRCR algorithm; (e) RetinexNet algorithm; (f) our algorithm
    Test imageEvaluation indexAlgorithm
    HELIMEMSRCRRetinexNetOurs
    ALSD72.53565.07442.70141.05588.301
    1stAG12.1048.91610.33418.97420.795
    Entropy7.5327.2357.2547.5168.104
    GM145.965127.080117.957121.294128.981
    ALSD63.95256.73229.18735.55874.090
    2edAG14.38510.4527.96311.38016.674
    Entropy5.2325.0976.6016.8977.482
    GM134.70251.015114.187107.925127.520
    ALSD70.86565.13032.34936.46271.641
    3rdAG16.14019.65810.41316.57521.717
    Entropy5.9457.1726.9237.3687.778
    GM134.082100.814124.491112.021126.477
    Table 1. Objective evaluation results of different algorithms
    Hongying Zhang, Jindong Zhao. RetinexNet Low Illumination Image Enhancement Algorithm in HSV Space[J]. Laser & Optoelectronics Progress, 2020, 57(20): 201504
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