Image haze removal using dark channel prior and minimizing energy function

An image dehazing algorithm using dark channel prior and energy function is proposed in this paper. Image haze removal based on dark channel prior can perform very well. But, it didn't deal with lager-area sky region and brightness objects because dark channel prior is not established in these regions. To solve the problem and enhance the contrast, we restored the hazy image by minimizing an energy function in these regions. The energy function included contrast term and compensation term. It can link the optimal contrast with the transmission. Experimental results showed that such method is feasible to enhance image visibility.

[1]  Chang-Su Kim,et al.  Optimized contrast enhancement for real-time image and video dehazing , 2013, J. Vis. Commun. Image Represent..

[2]  Xiaoou Tang,et al.  Single Image Haze Removal Using Dark Channel Prior , 2011 .

[3]  Cosmin Ancuti,et al.  A Fast Semi-inverse Approach to Detect and Remove the Haze from a Single Image , 2010, ACCV.

[4]  Zhang Ye Improvement of enhancement algorithm for aerial image , 2012 .

[5]  E. Peli Contrast in complex images. , 1990, Journal of the Optical Society of America. A, Optics and image science.

[6]  Robby T. Tan,et al.  Visibility in bad weather from a single image , 2008, 2008 IEEE Conference on Computer Vision and Pattern Recognition.

[7]  Jian Sun,et al.  Guided Image Filtering , 2010, ECCV.

[8]  Raanan Fattal,et al.  Single image dehazing , 2008, ACM Trans. Graph..

[9]  Shree K. Nayar,et al.  Contrast Restoration of Weather Degraded Images , 2003, IEEE Trans. Pattern Anal. Mach. Intell..

[10]  N. Otsu A threshold selection method from gray level histograms , 1979 .

[11]  Qi Mei-bin,et al.  Improved algorithm on image haze removal using dark channel prior , 2011 .

[12]  D. Pelli,et al.  Measuring contrast sensitivity , 2013, Vision Research.

[13]  Dani Lischinski,et al.  Deep photo: model-based photograph enhancement and viewing , 2008, SIGGRAPH 2008.

[14]  Jian Sun,et al.  Single image haze removal using dark channel prior , 2009, CVPR.

[15]  Guanghui Ren,et al.  Single Image Dehazing Algorithm Based on Sky Region Segmentation , 2013 .

[16]  Dani Lischinski,et al.  A Closed-Form Solution to Natural Image Matting , 2008 .

[17]  Shree K. Nayar,et al.  Instant dehazing of images using polarization , 2001, Proceedings of the 2001 IEEE Computer Society Conference on Computer Vision and Pattern Recognition. CVPR 2001.