Fast Single Image Dehazing Using Morphological Reconstruction and Saturation Compensation

被引:2
作者
Zheng, Shuang [1 ]
Wang, Liang [1 ,2 ]
机构
[1] Beijing Univ Technol, Fac Informat Technol, Beijing, Peoples R China
[2] Engn Res Ctr Digital Community, Minist Educ, Beijing, Peoples R China
来源
MULTIMEDIA MODELING (MMM 2022), PT I | 2022年 / 13141卷
关键词
Single image dehazing; Dark channel prior; Morphological reconstruction; Saturation compensation; ENHANCEMENT;
D O I
10.1007/978-3-030-98358-1_39
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Despite having effective dehzing performance, single image dehazing methods based on the dark channel prior (DCP) still suffer from slightly dark dehazing results and oversaturated sky regions. An improved single image dehazing method, which combines image enhancement techniques with DCP model, is proposed to overcome this deficiency. Firstly, it is analyzed that the cause of darker results mainly lies in the air-light overestimation caused by bright ambient light and white objects. Then, the air-light estimation is modified by combining morphological reconstruction with DCP. Next, it is derived that appropriately increasing the saturation component can compensate for transmission underestimate, which can further alleviate the oversaturation. Finally, the image dehazed with modified air-light and transmission is further refined by linear intensity transformation to improve contrast. Extensive experiments validate the proposed method, which is on par with and even outperforms the state-of-the-art methods in subjective and objective evaluation.
引用
收藏
页码:493 / 504
页数:12
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