Optics and Precision Engineering, Volume. 33, Issue 3, 476(2025)

Fast dehazing for large format oblique images based on improved dark channel prior

Huang HUANG1, Huan OUYANG1,2、*, Yang DONG2, Xin HE1, and Xinghao ZHAO1
Author Affiliations
  • 193920 Troop, Hanzhong72323, China
  • 2Information Engineering University, Zhengzhou450001, China
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    Figures & Tables(11)
    Oblique photography
    Radiative transfer characteristics of oblique image
    Ladder style multi-threaded data processing
    Schematic of GPU parallel computing
    Original hazy images
    Transmission maps of different algorithms
    Dehazing results of different algorithms in light haze scenes
    Dehazing results of different algorithms in dense haze scenes
    • Table 1. Evaluation metrics of different algorithms in light haze scenes

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      Table 1. Evaluation metrics of different algorithms in light haze scenes

      MethodEntropy

      Average

      gradient

      PSNRSSIM
      Raw image1.773 66.864 6--
      PSD131.939 610.342 316.845 20.513 8
      AOD-Net151.781 88.635 717.160 30.701 4
      DCP81.796 08.503 917.341 80.857 2
      Proposed algorithm1.910 48.863 217.657 50.857 8
    • Table 2. Evaluation metrics of different algorithms in dense haze scenes

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      Table 2. Evaluation metrics of different algorithms in dense haze scenes

      MethodEntropy

      Average

      gradient

      PSNRSSIM
      Raw image1.631 66.375 7--
      PSD132.142 123.870 212.987 20.587 4
      AOD-Net151.976 48.679 313.465 40.661 6
      DCP81.722 57.200 912.766 20.945 2
      Proposed algorithm2.002 18.287 213.647 50.789 9
    • Table 3. Processing time of different algorithms

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      Table 3. Processing time of different algorithms

      Method quantityDCP algorithm8Proposed algorithm
      190.2 s15.4 s
      1 00024 h 47 m2 h 11 m
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    Huang HUANG, Huan OUYANG, Yang DONG, Xin HE, Xinghao ZHAO. Fast dehazing for large format oblique images based on improved dark channel prior[J]. Optics and Precision Engineering, 2025, 33(3): 476

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    Paper Information

    Category:

    Received: Aug. 13, 2024

    Accepted: --

    Published Online: Apr. 30, 2025

    The Author Email: Huan OUYANG (ouyanghuan@whu.edu.cn)

    DOI:10.37188/OPE.20253303.0476

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