雾霾退化图像场景再现新算法

doi:10.3969/j.issn.1001-2400.2013.05.016

Abstract

Abstract:

To remove haze rapidly and effectively, equivalence between Retinex model and Monochrome Atmospheric Scattering model is explored, and then a novel solution for the Monochrome Atmospheric Scattering model is proposed based on the variational Retinex. Firstly, a variational model for the atmosphere transmission map is constructed, so the transmission map estimation problem can be formulated as a Quadratic Programming optimization problem. Secondly, we calculate the transmission map and resolve the Monochrome Atmospheric Scattering model in each channel to get the Reflectance image; Finally, the Color Constancy is adopted to restore the color of the dehazed image. Experimental results show that the proposed method could remove haze rapidly and effectively, and has some advantages over other algorithms.

Key words: image defog, image restoration, image enhancement, atmosphere scattering model, retinex model, quadratic programming

LI Quanhe;ZHA Yufei;XIONG Lei;BI Duyan. Novel method for haze degraded image scene rendition[J].J4, 2013, 40(5): 99-106.

References

［1］ Tan R T. Visibility in Bad Weather from a Single Image［C］//Proceedings of 26th IEEE Conference on Computer Vision and Pattern Recognition. Piscataway: IEEE, 2008: 1-8.
［2］ Fattal R. Single Image Dehazing ［J］. ACM Transcations on Graph, 2008: 27(3): 1-9.
［3］ He Kaiming, Sun Jian, Tang Xiaoou. Single Image Haze Removal Using Dark Channel Prior ［C］//Proceedings of 27th IEEE Conference on Computer Vision and Pattern Recognition. Piscataway: IEEE, 2009: 1956-1963.
［4］方帅, 王勇, 曹洋, 等. 单幅雾天图像复原［J］. 电子学报, 2010, 38(10): 2279-2284.
Fang Shuai, Wang Yong, Cao Yang, et al. Restoration of Image Degraded by Haze ［J］. Acta Electronic Sinica, 2010, 38(10): 2279-2284.
［5］ Jobson D J, Rahman Z, Woodell G A. A Multiscale Retinex for Bridging the Gap between Color Images and the Human Observation of Scenes ［J］. IEEE Transcations on Image Processing, 1997, 6(7): 965-976.
［6］ Kimmel R, Elad M, Shaked D, et al. A Variational Framework for Retinex ［J］. International Journal of Computer Vision, 2003, 52(1): 7-23.
［7］马时平, 张明, 毕笃彦, 等. 一种细节保持的Retinex图像增强算法［J］. 西安电子科技大学学报, 2010, 37(3): 541-546.
Ma Shiping, Zhang Ming, Bi Duyan, et al. Novel Detail Preserving Retinex Algorithm for Image Enhancement［J］. Journal of Xidian University, 2010, 37(3): 541-546.
［8］ Narasimhan S G, Nayar S K. Contrast Restoration of Weather Degraded Images ［J］. IEEE Transactions on Pattern Analysis and Machine Intelligence, 2003, 25(6): 713-724.
［9］ Li Cheng, Gao Shan, Bi Duyan. A Modified Image Enhancement Algorithm Based on Color Constancy ［J］. Chinese Optical Letter, 2009, 7(9): 783-788.
［10］ Tarel J P, Hauti`ere N. Fast Visibility Restoration from a Single Color or Gray Level Image ［C］//Proceedings of International Conference on Computer Vision(ICCV'09). Piscataway: IEEE, 2009: 193-201.
［11］李权合, 毕笃彦, 何林远. 退化过程模拟模型及其在图像增强中的应用［J］. 西安电子科技大学学报, 2011, 38(6): 185-192.
Li Quanhe, Bi Duyan, He Linyuan. Degradation Process Simulation Model and Its Application in Image Enhancement ［J］. Journal of Xidian University, 2011, 38(6): 185-192.
［12］高雪妮, 玉振明, 张军, 等. 基于多级分块迭代法的不同聚焦图像融合［J］. 电子学报, 2011, 39(3): 690-694.
Gao Xueni, Yu Zhenming, Zhang Jun, et al. Multi-Focus Image Fusion Based on Multi-Level and Iterative Method ［J］. Acta Electronic Sinica, 2011, 39(3): 690-694.

[1]	SUN Yanjing,WEI Li,ZHANG Nianlong,YUN Xiao,DONG Kaiwen,GE Min,CHENG Xiaozhou,HOU Xiaofeng. Person re-identification method combining the DD-GAN and Global feature in a coal mine [J]. Journal of Xidian University, 2021, 48(5): 201-211.
[2]	WANG Junxiang,HUANG Lin,ZHANG Ying,NI Jiangqun,LIN Lang. Algorithm for the detection of a low complexity contrast enhanced image source [J]. Journal of Xidian University, 2021, 48(1): 96-106.
[3]	LIU Zhiqiang,ZHANG Mingjin,CHI Yuan,LI Yunsong. Hardware Trojan detection algorithm based on deep learning [J]. Journal of Xidian University, 2019, 46(6): 37-45.
[4]	BAO Wanting,WANG Junping,WEI Shulei,LI Yanbo,ZHOU Yong. Novel image defogging algorithm for sky region segmentation correction [J]. Journal of Xidian University, 2019, 46(2): 164-169.
[5]	FENG Yuying;WANG Junping;MA Shuliang;LI Chao;WU Yao. New COPLIP model and its image enhancement algorithm [J]. Journal of Xidian University, 2018, 45(1): 66-71.
[6]	WANG Yunfei;LIU Huawei;ZHAO Boxin. Superpixels-based golden dark channel for single image fog removal [J]. Journal of Xidian University, 2017, 44(5): 147-152.
[7]	FENG Xiangchu;WANG Siqi;LI Xiaoping. Low-rank and dual approximation method for image inpainting problems [J]. Journal of Xidian University, 2016, 43(4): 172-177.
[8]	LIU Qiaohong;LI Bin;LIN Min. Non-convex hybrid total variation method for image blind restoration [J]. Journal of Xidian University, 2016, 43(2): 120-125.
[9]	YU Hongbo;FENG Dazheng;XIE Hu. Iterative dimension-reduced robust adaptive beamformer for MIMO radar [J]. J4, 2016, 43(1): 30-35.
[10]	ZHANG Ming;BAI Songhao. Image enhancement based on estimating the upper and lower boundary [J]. J4, 2015, 42(1): 149-154.
[11]	CUI Hua;ZHOU Tingjie;GUO Lu;YUAN Chao;SONG Huansheng. Image enhancement using the improved partial differential equation [J]. J4, 2014, 41(6): 195-198.
[12]	WU Wei;ZHENG Chenglin;ZHANG Yingying;ZHOU Shouhuan. Image super-resolution using generalized nonlocal mean and self-similarity [J]. J4, 2014, 41(4): 100-107.
[13]	LI Jin;WANG Junping;WAN Guoting;LI Ziyang;XU Dan;CAO Honghua;ZHANG Guangyan. Novel algorithm for image enhancement with histogram equalization and MSRCR [J]. J4, 2014, 41(3): 103-109.
[14]	ZHANG Guangyan;WANG Junping;WANG Song;CAO Honghua;XU Dan;LI Jin;LI Changjiang. New image enhancement algorithm based on the SLIP model [J]. J4, 2014, 41(1): 105-109+169.
[15]	YAN Xu;LI Yushan;DING Tonghao;QU Yongzhe;JIANG Dongchu;LU Jianmin. Passivity enforcement scheme for descriptor systems [J]. J4, 2013, 40(3): 188-193+220.

Novel method for haze degraded image scene rendition

PDF (PC)

Like

Knowledge

Cited

Abstract

Cite this article

share this article

References

Related Articles 15

Metrics

Comments

Recommended 0