Changchun Institute of Optics,Fine Mechanics and Physics,CAS
Fast Single-Image Dehazing Algorithm Based on Piecewise Transformation in Optical Model | |
G. Bi; L. Wang; C. Chen; X. Zhang and G. Li | |
2021 | |
发表期刊 | IEEE Photonics Journal |
ISSN | 19430655 |
卷号 | 13期号:2 |
摘要 | Single-image dehazing techniques are extensively used in outdoor optical image acquisition equipment. Most existing methods pay attention to use various priors to estimate scene transmission. In this paper, a fast single-image dehazing algorithm is proposed based on a piecewise transformation model between the minimum channels of the hazy image and the haze-free image in optical model. The minimum channel of the haze-free image is obtained by the piecewise transformation, which is a quadratic function model that we establish for the dark region, and a linear transformation model is established for the bright region. Using the minimum channels of the hazy image and the haze-free image, a transmission estimation model is established based on the haze optical model with adjustment variables. To obtain an accurate estimation of atmospheric light, we estimate the atmospheric light twice. Finally, the haze-free image is restored. Experimental results show that the proposed algorithm has minimal halo artifacts and color distortion in various depths of field, flat areas and sky areas. From the subjective evaluation, objective evaluation and running time analysis, it can be seen that the algorithm in this paper is superior to most existing technologies. 2009-2012 IEEE. |
DOI | 10.1109/JPHOT.2021.3071384 |
URL | 查看原文 |
收录类别 | SCI ; EI |
引用统计 | |
文献类型 | 期刊论文 |
条目标识符 | http://ir.ciomp.ac.cn/handle/181722/65244 |
专题 | 中国科学院长春光学精密机械与物理研究所 |
推荐引用方式 GB/T 7714 | G. Bi,L. Wang,C. Chen,et al. Fast Single-Image Dehazing Algorithm Based on Piecewise Transformation in Optical Model[J]. IEEE Photonics Journal,2021,13(2). |
APA | G. Bi,L. Wang,C. Chen,&X. Zhang and G. Li.(2021).Fast Single-Image Dehazing Algorithm Based on Piecewise Transformation in Optical Model.IEEE Photonics Journal,13(2). |
MLA | G. Bi,et al."Fast Single-Image Dehazing Algorithm Based on Piecewise Transformation in Optical Model".IEEE Photonics Journal 13.2(2021). |
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