Single image dehazing using local linear fusion

被引:14
作者
Gao, Yakun [1 ]
Chen, Haiyan [1 ]
Li, Haibin [1 ]
Zhang, Wenming [1 ]
机构
[1] Yanshan Univ, Sch Elect Engn, Qinhuangdao, Peoples R China
关键词
image enhancement; image colour analysis; image restoration; image fusion; cameras; local linear image fusion; single image dehazing method; camera; haze layer subtraction; colour saturation; grey image; gamma correction image enhancement method; QUALITY ASSESSMENT;
D O I
10.1049/iet-ipr.2017.0570
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
The authors propose a new single image dehazing method. Different from image restoration and image enhancement method, their method is based on the idea of image fusion. Image dehazing is to remove the influence of the haze between the scene and the camera. First, combined with the depth information, the haze layer is subtracted in the hazy image to improve the colour saturation, which produces the first input image. Then, the gamma correction is used on the grey image. Second, the details of the gamma correction image are enhanced to produce the second input image. Finally, the two input images are fused by local linear model to obtain the final restored image. Experimental results show that the restored image has high contrast, rich details, and without colour distortion in the sky area.
引用
收藏
页码:637 / 643
页数:7
相关论文
共 28 条
[1]  
[Anonymous], 2013, SIGNAL IMAGE PROCESS
[2]  
[Anonymous], ACM T GRAPH
[3]  
[Anonymous], P IS T 50 ANN C MAY
[4]  
[Anonymous], 2003, P IEEE WORKSH COL PH
[5]  
[Anonymous], 2013, APPL MATH SCI
[6]  
[Anonymous], 1998, CWI Quaterly
[7]   Tree Filtering: Efficient Structure-Preserving Smoothing With a Minimum Spanning Tree [J].
Bao, Linchao ;
Song, Yibing ;
Yang, Qingxiong ;
Yuan, Hao ;
Wang, Gang .
IEEE TRANSACTIONS ON IMAGE PROCESSING, 2014, 23 (02) :555-569
[8]   Objective quality assessment of color images based on a generic perceptual reduced reference [J].
Carnec, Mathieu ;
Le Callet, Patrick ;
Barba, Dominique .
SIGNAL PROCESSING-IMAGE COMMUNICATION, 2008, 23 (04) :239-256
[9]   Contrast enhancement of images using Partitioned Iterated Function Systems [J].
Economopoulos, T. L. ;
Asvestas, P. A. ;
Matsopoulos, G. K. .
IMAGE AND VISION COMPUTING, 2010, 28 (01) :45-54
[10]  
Hautiere Nicolas, 2008, Image Analysis & Stereology, V27, P87, DOI 10.5566/ias.v27.p87-95