Abstract
Removing fog components from maritime images is more challenging than removing them from land images because of the complicated scattering effects. In this paper, we propose a single maritime image defogging algorithm based on illumination decomposition. First, we decompose a foggy input image into glow and glow-free layers by formulating an optimization problem and then solving it effectively, where the optimization variables are updated by closed-form solutions. Then, the fog components in the glow-free layer are removed using a defogging algorithm. Finally, the natural illumination in the glow layer is recovered using a compensation scheme to obtain the final fog-free image. Experimental results on real test images demonstrate that the proposed algorithm outperforms state-of-the-art algorithms in terms of both subjective and objective evaluation criteria.
Original language | English |
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Article number | 9358135 |
Pages (from-to) | 34590-34603 |
Number of pages | 14 |
Journal | IEEE Access |
Volume | 9 |
DOIs | |
State | Published - 2021 |
Keywords
- illumination decomposition
- image enhancement
- image restoration
- Maritime image defogging
- single image defogging