Improved single image dehazing using dark channel prior

An improved single image dehazing method based on dark channel prior and wavelet transform is proposed. This pro-posed method employs wavelet transform and guided filter instead of the soft matting procedure to estimate and refine the depth map of haze images. Moreover, a contrast enhancement method...

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Veröffentlicht in:Journal of systems engineering and electronics 2015-10, Vol.26 (5), p.1070-1079
Hauptverfasser: Fu, Zhizhong, Yang, Yanjing, Shu, Chang, Li, Yuan, Wu, Honggang, Xu, Jin
Format: Artikel
Sprache:eng
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Zusammenfassung:An improved single image dehazing method based on dark channel prior and wavelet transform is proposed. This pro-posed method employs wavelet transform and guided filter instead of the soft matting procedure to estimate and refine the depth map of haze images. Moreover, a contrast enhancement method based on just noticeable difference (JND) and quadratic function is adopted to enhance the contrast for the dehazed image, since the scene radiance is usual y not as bright as the atmospheric light, and the dehazed image looks dim. The experimental results show that the proposed approach can effectively enhance the haze ima-ge and is wel suitable for implementing on the surveil ance and obstacle detection systems.
ISSN:1004-4132
1004-4132
DOI:10.1109/JSEE.2015.00116