TY - JOUR
T1 - Fast Visibility Restoration Using a Single Degradation Image in Scattering Media
AU - Wang, Yingbo
AU - Cao, Jie
AU - Xu, Chengqiang
AU - Rizvi, Saad
AU - Li, Kun
AU - Hao, Qun
N1 - Publisher Copyright:
© 2009-2012 IEEE.
PY - 2020/6/1
Y1 - 2020/6/1
N2 - Visibility restoration of an image degraded by scattering media (such as haze, fog, smog) is a challenging task which requires careful design of computational methods. The fundamental problem which limits clear image reconstruction is the random diffusion of light in the scattering medium. Recently, the dark channel prior method has emerged as a powerful approach for haze removal under adverse weather conditions. However, this method requires high computational time, and fails to achieve haze-free image in the sky region. To overcome these problems, we propose a novel imaging method based on quadtree theory combined with transmission optimization (QTCTO) to restore the visibility of images degraded by scattering medium. The proposed method uses the quadtree theory (for region segmentation) to estimate the global atmospheric light, while the transmission in the media is estimated by coefficient modification for the dark channel. The experimental results show that the proposed method is robust against scattering (under smoke and turbid water conditions) and has the advantage of low computational time. The proposed method can be used for security surveillance, remote sensing, and various military applications.
AB - Visibility restoration of an image degraded by scattering media (such as haze, fog, smog) is a challenging task which requires careful design of computational methods. The fundamental problem which limits clear image reconstruction is the random diffusion of light in the scattering medium. Recently, the dark channel prior method has emerged as a powerful approach for haze removal under adverse weather conditions. However, this method requires high computational time, and fails to achieve haze-free image in the sky region. To overcome these problems, we propose a novel imaging method based on quadtree theory combined with transmission optimization (QTCTO) to restore the visibility of images degraded by scattering medium. The proposed method uses the quadtree theory (for region segmentation) to estimate the global atmospheric light, while the transmission in the media is estimated by coefficient modification for the dark channel. The experimental results show that the proposed method is robust against scattering (under smoke and turbid water conditions) and has the advantage of low computational time. The proposed method can be used for security surveillance, remote sensing, and various military applications.
KW - Visibility restoration
KW - atmospheric optics
KW - propagation and scattering
KW - turbid media
UR - http://www.scopus.com/inward/record.url?scp=85085638877&partnerID=8YFLogxK
U2 - 10.1109/JPHOT.2020.2988279
DO - 10.1109/JPHOT.2020.2988279
M3 - Article
AN - SCOPUS:85085638877
SN - 1943-0655
VL - 12
JO - IEEE Photonics Journal
JF - IEEE Photonics Journal
IS - 3
M1 - 9072525
ER -