Title :
Improved Single Image Dehazing Using Dark Channel Prior and Multi-scale Retinex
Author :
Xie, Bin ; Guo, Fan ; Cai, Zixing
Author_Institution :
Sch. of Inf. Sci. & Eng., Central South Univ., Changsha, China
Abstract :
In this paper, we propose an improved image dehazing algorithm using dark channel prior and Multi-Scale Retinex. Main improvement lies in automatic and fast acquisition of transmission map of the scene. We implement the Multi-scale Retinex algorithm on the luminance component in YCbCr space, obtain a pseudo transmission map whose function is similar to the transmission map in original approach. Combining with the haze image model and the dark channel prior, we can recover a high quality haze-free image. Compared with the original method, our algorithm has two main advantages: (i) no user interaction is needed, and (ii) restoring the image much faster while maintaining comparable dehazing performance.
Keywords :
image colour analysis; image restoration; YCbCr space; computer vision; dark channel prior; image degradation model; image dehazing algorithm; image restoration; multiscale retinex algorithm; pseudo transmission map acquisition; Channel estimation; Degradation; Helium; Image color analysis; Image edge detection; Image restoration; Pixel; dark channel prior; image degradation model; image dehazing; multi-scale retinex;
Conference_Titel :
Intelligent System Design and Engineering Application (ISDEA), 2010 International Conference on
Conference_Location :
Changsha
Print_ISBN :
978-1-4244-8333-4
DOI :
10.1109/ISDEA.2010.141