Title :
An Advanced Single-Image Visibility Restoration Algorithm for Real-World Hazy Scenes
Author :
Shih-Chia Huang ; Jian-Hui Ye ; Bo-Hao Chen
Author_Institution :
Dept. of Electron. Eng., Nat. Taipei Univ. of Technol., Taipei, Taiwan
Abstract :
Images captured during sandstorm conditions frequently feature degraded visibility and undesirable color cast effects. In such situations, traditional visibility restoration approaches usually cannot adequately restore images due to poor estimation of haze thickness and the persistence of color cast problems. In this paper, we present a novel Laplacian-based visibility restoration approach to effectively solve inadequate haze thickness estimation and alleviate color cast problems. By doing so, a high-quality image with clear visibility and vivid color can be generated. Experimental results via qualitative and quantitative evaluations demonstrate that the proposed method can dramatically improve images captured during inclement weather conditions and produce results superior to those of other state-of-the-art methods.
Keywords :
image capture; image colour analysis; image enhancement; image restoration; storms; Laplacian-based visibility restoration approach; advanced single-image visibility restoration algorithm; color cast effects; high-quality image clear visibility; high-quality image vivid color; image capture improvement; real-world hazy scenes; sandstorm conditions; visibility degradation; Digital cameras; Estimation; Histograms; Image color analysis; Image restoration; Laplace equations; Meteorology; Gamma correction; Laplacian distribution; Retinex theory; gamma correction; visibility restoration;
Journal_Title :
Industrial Electronics, IEEE Transactions on
DOI :
10.1109/TIE.2014.2364798