A Fast Single Image Haze Removal Algorithm Using Color Attenuation Prior

被引:1809
作者
Zhu, Qingsong [1 ,2 ]
Mai, Jiaming [1 ,2 ]
Shao, Ling [3 ]
机构
[1] Chinese Acad Sci, Shenzhen Inst Adv Technol, Shenzhen 518055, Peoples R China
[2] Chinese Univ Hong Kong, Hong Kong, Hong Kong, Peoples R China
[3] Northumbria Univ, Dept Comp Sci & Digital Technol, Newcastle Upon Tyne NE1 8ST, Tyne & Wear, England
基金
中国国家自然科学基金;
关键词
Dehazing; defog; image restoration; depth restoration; LEARNING FRAMEWORK; OBJECT DETECTION; ENHANCEMENT; VISION; SUBSPACE; FEATURES;
D O I
10.1109/TIP.2015.2446191
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Single image haze removal has been a challenging problem due to its ill-posed nature. In this paper, we propose a simple but powerful color attenuation prior for haze removal from a single input hazy image. By creating a linear model for modeling the scene depth of the hazy image under this novel prior and learning the parameters of the model with a supervised learning method, the depth information can be well recovered. With the depth map of the hazy image, we can easily estimate the transmission and restore the scene radiance via the atmospheric scattering model, and thus effectively remove the haze from a single image. Experimental results show that the proposed approach outperforms state-of-the-art haze removal algorithms in terms of both efficiency and the dehazing effect.
引用
收藏
页码:3522 / 3533
页数:12
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