Acta Optica Sinica, Volume. 38, Issue 10, 1010006(2018)

Nighttime Image Dehazing Based on Low-Pass Filtering and Joint Optimization of Multi-Feature

Aiping Yang*, Meiqi Zhao, Haixin Wang, and Liyu Lu
Author Affiliations
  • School of Electrical and Information Engineering, Tianjin University, Tianjin 300072, China
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    Figures & Tables(12)
    Flowchart of the proposed algorithm
    Atmospheric light and dehazed results based on different methods. (a) Input image; (b) atmospheric light of Ref. [7] method; (c) dehazed result of Ref. [7] method; (d) atmospheric light of Ref. [14] method; (e) dehazed result of Ref. [14] method; (f) low-pass filtering of proposed method; (g) atmospheric light of proposed method; (h) dehazed result of proposed method
    Mapping relationship between input image and output image
    Dehazed results based on different transmittances. (a) Input image; (b) t=0.1; (c) t=0.5; (d) t=0.9
    Estimation and optimization of transmittance. (a) Original image; (b) initial transmittance; (c) optimized transmittance; (d) dehazed image
    Color correction of nighttime image by different methods. (a1)(a2) Original images; (b1)(b2) corrected images by Shade of Gray[20] method; (c1)(c2) corrected images by White balance[21] method; (d1)(d2)corrected images by proposed method
    Dehazed results of different methods. (a1)(a2) Input nighttime images; (b1)(b2) results of Retinex method; (c1)(c2) results of histogram equalization method; (d1)(d2) results of proposed method
    Dehazed results of different methods for Pavilion. (a) Pavilion image; (b) result of Ref. [7] method; (c) result of Ref. [12] method; (d) result of Ref. [14] method; (e) result of proposed method
    Dehazed resultsof different methods for Train. (a) Train image; (b) result of Ref. [7] method; (c) result of Ref. [12] method; (d) result of Ref. [14] method; (e) result of proposed method
    Dehazed results of different methods for Building. (a) Building image; (b) result of Ref. [7] method; (c) result of Ref. [12] method; (d) result of Ref. [14] method; (e) result of proposed method
    Dehazed results of different methods for Street. (a) Street image; (b) result of Ref. [7] method; (c) result of Ref. [12] method; (d) result of Ref. [14] method; (e) result of proposed method
    • Table 1. Comparison of K/C of different methods

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      Table 1. Comparison of K/C of different methods

      ImageRef. [7] methodRef. [12] methodRef. [14] methodProposed method
      KCKCKCKC
      Pavilion1.3521.211.2919.421.4537.411.3241.98
      Train1.8820.231.7423.861.9349.521.7150.94
      Building2.6719.741.6121.231.7646.291.5051.86
      Street1.8416.241.0325.060.8229.890.7934.52
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    Aiping Yang, Meiqi Zhao, Haixin Wang, Liyu Lu. Nighttime Image Dehazing Based on Low-Pass Filtering and Joint Optimization of Multi-Feature[J]. Acta Optica Sinica, 2018, 38(10): 1010006

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    Paper Information

    Category: Image Processing

    Received: May. 3, 2018

    Accepted: May. 25, 2018

    Published Online: May. 9, 2019

    The Author Email:

    DOI:10.3788/AOS201838.1010006

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