• Laser & Optoelectronics Progress
  • Vol. 59, Issue 2, 0210009 (2022)
Tongying Guo**, Na Li*, Liangliang Sun, and Haichen Wang
Author Affiliations
  • School of Information and Control Engineering, Shenyang Jianzhu University, Shenyang , Liaoning 110168, China
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    DOI: 10.3788/LOP202259.0210009 Cite this Article Set citation alerts
    Tongying Guo, Na Li, Liangliang Sun, Haichen Wang. A Defogging Method Containing Images of Sky[J]. Laser & Optoelectronics Progress, 2022, 59(2): 0210009 Copy Citation Text show less
    Flow chart of proposed algorithm
    Fig. 1. Flow chart of proposed algorithm
    Atmospheric light reference pixel estimation results. (a) Original haze images; (b) results of sky recognition; (c) extraction results of He's algorithm; (d) extraction results of proposed algorithm
    Fig. 2. Atmospheric light reference pixel estimation results. (a) Original haze images; (b) results of sky recognition; (c) extraction results of He's algorithm; (d) extraction results of proposed algorithm
    Comparison of defogging effects under different algorithms. (a) He's algorithm; (b) proposed algorithm
    Fig. 3. Comparison of defogging effects under different algorithms. (a) He's algorithm; (b) proposed algorithm
    Transmittance optimization results. (a) Original haze image; (b) result of sky recognition; (c) transmittance based on dark channel a priori model; (d) transmittance based on bright channel model; (e) transmittance after parameter modification; (f) defogging result corresponding to the transmittance of Fig. 4(c); (g) defogging result corresponding to the transmittance of Fig. 4(d); (h) defogging result corresponding to the transmittance of Fig. 4(e)
    Fig. 4. Transmittance optimization results. (a) Original haze image; (b) result of sky recognition; (c) transmittance based on dark channel a priori model; (d) transmittance based on bright channel model; (e) transmittance after parameter modification; (f) defogging result corresponding to the transmittance of Fig. 4(c); (g) defogging result corresponding to the transmittance of Fig. 4(d); (h) defogging result corresponding to the transmittance of Fig. 4(e)
    Parameter ω correction
    Fig. 5. Parameter ω correction
    Transmittance curves of four models on Fig. 4(a)
    Fig. 6. Transmittance curves of four models on Fig. 4(a)
    Algorithm flow for estimating transmittance
    Fig. 7. Algorithm flow for estimating transmittance
    Comparison of different methods of defogging effects. (a) Original images; (b) defogging effects using method in Ref.[16]; (c) defogging effects using method in Ref.[14]; (d) defogging effects using method in Ref.[13]; (e) defogging effects using method in Ref.[25]; (f) defogging effects using proposed method
    Fig. 8. Comparison of different methods of defogging effects. (a) Original images; (b) defogging effects using method in Ref.[16]; (c) defogging effects using method in Ref.[14]; (d) defogging effects using method in Ref.[13]; (e) defogging effects using method in Ref.[25]; (f) defogging effects using proposed method
    IndexMethod in Ref.[16Method in Ref.[14Method in Ref.[13Method in Ref.[25Proposed method
    PSNR11.18012.16711.65013.93414.535
    SSIM0.5060.3770.4410.7240.726
    AG0.0450.0600.0520.0330.054
    Table 1. Quantitative evaluation results of different methods
    Tongying Guo, Na Li, Liangliang Sun, Haichen Wang. A Defogging Method Containing Images of Sky[J]. Laser & Optoelectronics Progress, 2022, 59(2): 0210009
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