Tensor-Based Weighted Least Square Decomposition Haze Removal Algorithm

被引:0
作者
Jin, Xin [1 ]
Wang, Xiaotong [1 ]
Xu, Xiaogang [1 ]
Yi, Chengtao [1 ]
Yang, Changqing [1 ]
机构
[1] Dalian Naval Acad, Dept Nav, Dalian, Peoples R China
来源
2017 2ND INTERNATIONAL CONFERENCE ON IMAGE, VISION AND COMPUTING (ICIVC 2017) | 2017年
基金
中国国家自然科学基金;
关键词
image dehazing; nonlinear structure tensor; weighted least square decomposition; IMAGE; ENHANCEMENT;
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Haze removal is a challenging work in outdoor image applications. Physical model based restoration methods are accepted with higher pertinence, while non-physical model based enhancement methods are more robust and widely applied. A novel haze removal algorithm based on tensor weighted least square decomposition was presented in this paper. By either progressively or recursively applying this decomposition, a set of multiscale outputs and differences were obtained. Then haze images were got dehazed by suppressing the haze layer while enhancing the extracted detail layers. The effectiveness and robustness of our haze removal algorithm were demonstrated by comparing our results with existing generally acknowledged dark channel prior based method.
引用
收藏
页码:1097 / 1101
页数:5
相关论文
共 17 条
[1]  
[Anonymous], 2006, P IEEE COMP SOC C CO
[2]   Edge-Avoiding Wavelets and their Applications [J].
Fattal, Raanan .
ACM TRANSACTIONS ON GRAPHICS, 2009, 28 (03)
[3]   Single image dehazing [J].
Fattal, Raanan .
ACM TRANSACTIONS ON GRAPHICS, 2008, 27 (03)
[4]  
He KM, 2010, LECT NOTES COMPUT SC, V6311, P1
[5]  
He KM, 2009, PROC CVPR IEEE, P1956, DOI [10.1109/CVPR.2009.5206515, 10.1109/CVPRW.2009.5206515]
[6]   Noise-resistant structure-preserving multiscale image decomposition [J].
Jin, Xin ;
Wang, Xiaotong ;
Xu, Xiaogang ;
Xu, Guanlei ;
Shao, Chengyong .
OPTICAL ENGINEERING, 2012, 51 (08)
[7]   Deep Photo: Model-Based Photograph Enhancement and Viewing [J].
Kopf, Johannes ;
Neubert, Boris ;
Chen, Billy ;
Cohen, Michael ;
Cohen-Or, Daniel ;
Deussen, Oliver ;
Uyttendaele, Matt ;
Lischinski, Dani .
ACM TRANSACTIONS ON GRAPHICS, 2008, 27 (05)
[8]  
[麦嘉铭 Mai Jiaming], 2016, [中国图象图形学报, Journal of Image and Graphics], V21, P464
[9]  
Nayar S. K., 1999, Proceedings of the Seventh IEEE International Conference on Computer Vision, P820, DOI 10.1109/ICCV.1999.790306
[10]   Improving image quality in poor visibility conditions using a physical model for contrast degradation [J].
Oakley, JP ;
Satherley, BL .
IEEE TRANSACTIONS ON IMAGE PROCESSING, 1998, 7 (02) :167-179