• Acta Photonica Sinica
  • Vol. 49, Issue 7, 710001 (2020)
Jun GAO, Qing-tian CHU, Xu-dong ZHANG*, and Zhi-guo FAN
Author Affiliations
  • School of Computer and Information, Hefei University of Technology, Hefei 230009, China
  • show less
    DOI: 10.3788/gzxb20204907.0710001 Cite this Article
    Jun GAO, Qing-tian CHU, Xu-dong ZHANG, Zhi-guo FAN. Image Dehazing Method Based on Light Field Depth Estimation and Atmospheric Scattering Model[J]. Acta Photonica Sinica, 2020, 49(7): 710001 Copy Citation Text show less
    Algorithm block diagram
    Fig. 1. Algorithm block diagram
    Light field camera model
    Fig. 2. Light field camera model
    Light field geometric model
    Fig. 3. Light field geometric model
    Light field EPI
    Fig. 4. Light field EPI
    Transmission optimization comparison
    Fig. 5. Transmission optimization comparison
    Sky region segmentation algorithm
    Fig. 6. Sky region segmentation algorithm
    Airlight selection
    Fig. 7. Airlight selection
    Depth transmission map comparison
    Fig. 8. Depth transmission map comparison
    Comparison of sky region segmentation
    Fig. 9. Comparison of sky region segmentation
    Composite image dehazing results
    Fig. 10. Composite image dehazing results
    Real scene dehazing results
    Fig. 11. Real scene dehazing results
    ScenesF-LDCP[8]DCP[9]CAP[10]Non-local[11]Proposed
    Buildings168.2352.8158.5364.1271.97
    Buildings266.3855.6458.7475.6468.87
    Buildings362.4664.2857.5662.8268.15
    Buildings462.4757.2264.8167.1969.25
    Buildings562.1468.6166.9664.7672.39
    Cars148.6461.9152.4959.3269.31
    Cars269.4758.3959.2668.5169.89
    Cars367.2863.7662.6261.2968.39
    Flowers160.6457.3759.6863.2866.73
    Flowers262.8972.9474.7671.2677.69
    Average63.0661.29361.54165.81970.264
    Table 1. Image dehaze comparison of PSNR
    ScenesF-LDCP[8]DCP[9]CAP[10]Non-local[11]Proposed
    Buildings10.810.620.630.690.79
    Buildings20.710.620.570.770.81
    Buildings30.750.590.620.790.80
    Buildings40.770.690.580.720.81
    Buildings50.660.780.600.710.79
    Cars10.710.680.630.770.82
    Cars20.810.570.610.740.82
    Cars30.820.800.790.800.88
    Flowers10.730.550.580.750.81
    Flowers20.750.680.760.830.78
    Average0.7520.6580.6370.7570.811
    Table 2. Image dehaze comparison of SSIM
    SizeF-LDCP[8]DCP[9]CAP[10]Non-local[11]Proposed
    541×3756.247 s8.656 s5.654 s5.855 s154.665 s
    625×4348.626 s11.445 s6.972 s7.671 s178.636 s
    Table 3. Image dehaze comparison of average time
    Jun GAO, Qing-tian CHU, Xu-dong ZHANG, Zhi-guo FAN. Image Dehazing Method Based on Light Field Depth Estimation and Atmospheric Scattering Model[J]. Acta Photonica Sinica, 2020, 49(7): 710001
    Download Citation