• Laser & Optoelectronics Progress
  • Vol. 55, Issue 5, 051002 (2018)
Yanjia Fei and Feng Shao*
Author Affiliations
  • Faculty of Electrical Engineering and Computer Science, Ningbo University, Ningbo, Zhejiang 315211, China
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    DOI: 10.3788/LOP55.051002 Cite this Article Set citation alerts
    Yanjia Fei, Feng Shao. Contrast Adjustment Based on Image Retrieval[J]. Laser & Optoelectronics Progress, 2018, 55(5): 051002 Copy Citation Text show less
    Overall frameworkof algorithm
    Fig. 1. Overall frameworkof algorithm
    Enhancement of context-sensitive and context-free. (a) Original image; (b) context-sensitive; (c) context-free
    Fig. 2. Enhancement of context-sensitive and context-free. (a) Original image; (b) context-sensitive; (c) context-free
    Visual threshold and image background brightness curve
    Fig. 3. Visual threshold and image background brightness curve
    (a) CLAHE transform after adaptive brightness equalize; (b) CLAHE transform
    Fig. 4. (a) CLAHE transform after adaptive brightness equalize; (b) CLAHE transform
    Enhanced image with brightness adjustment module corresponding to different optimal solutions. (a) CLAHE as optimal solution; (b) CLAHE transform after brightness equalize as optimal solution
    Fig. 5. Enhanced image with brightness adjustment module corresponding to different optimal solutions. (a) CLAHE as optimal solution; (b) CLAHE transform after brightness equalize as optimal solution
    Reference image and image to be enhanced and its quality score. (a)-(g) Reference images; (h)-(n) images to be enhanced
    Fig. 6. Reference image and image to be enhanced and its quality score. (a)-(g) Reference images; (h)-(n) images to be enhanced
    Average score of subjective evaluation
    Fig. 7. Average score of subjective evaluation
    Average score of NIQE, NIQMC, clarity
    Fig. 8. Average score of NIQE, NIQMC, clarity
    Weak contrast images treated by different methods. (a) Original image; (b) AGWD method; (c) BIQME method; (d) GICE method; (e) ROHIM method; (f) proposed method
    Fig. 9. Weak contrast images treated by different methods. (a) Original image; (b) AGWD method; (c) BIQME method; (d) GICE method; (e) ROHIM method; (f) proposed method
    Dark image treated by diffeent methods. (a) Original image; (b) AGWD method; (c) BIQME method; (d) GICE method; (e) ROHIM method; (f) proposed method
    Fig. 10. Dark image treated by diffeent methods. (a) Original image; (b) AGWD method; (c) BIQME method; (d) GICE method; (e) ROHIM method; (f) proposed method
    Night image treated by different methods. (a) Original image; (b) AGWD method; (c) BIQME method; (d) GICE method; (d) ROHIM method; (f) proposed method
    Fig. 11. Night image treated by different methods. (a) Original image; (b) AGWD method; (c) BIQME method; (d) GICE method; (d) ROHIM method; (f) proposed method
    Yanjia Fei, Feng Shao. Contrast Adjustment Based on Image Retrieval[J]. Laser & Optoelectronics Progress, 2018, 55(5): 051002
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