

浏览全部资源
扫码关注微信
1.闽南科技学院 光电信息学院, 福建 泉州 362332
2.华侨大学 信息科学与工程学院, 福建 厦门 361021
Received:03 April 2020,
Revised:07 May 2020,
Accepted:07 May 2020,
Published:05 October 2020
移动端阅览
Wei-peng WANG, Wen-jie XIANG, Sheng-kui DAI. Aerial image defogging based on dual-threshold position and transmittance constraint[J]. Chinese journal of liquid crystals and displays, 2020, 35(10): 1079-1086.
Wei-peng WANG, Wen-jie XIANG, Sheng-kui DAI. Aerial image defogging based on dual-threshold position and transmittance constraint[J]. Chinese journal of liquid crystals and displays, 2020, 35(10): 1079-1086. DOI: 10.37188/YJYXS20203510.1079.
为了解决航拍图像受雾气影响而导致视见度降低的问题,提出一种结合双阈值定位大气光与约束优化透射率的去雾算法。针对航拍图像基本不含天空且边缘细节丰富的特点,首先通过梯度阈值和亮度阈值的双重定位限制,提高大气光强度的估计准确性;其次构造约束条件求解透射率,并利用双指数滤波获取精确值;最后根据人眼视觉对信号波动的感知定律,提出针对去雾图像的色调映射方法。仿真实验表明,恢复图像中的雾气被有效去除,颜色自然真实,图像的平均信息熵为7.659,平均梯度为16.631,均比现有算法有了一定程度的提升。研究表明,该算法对不同地貌场景的重现和细节特征的恢复非常有效,能够满足航拍图像去雾的应用需求。
In order to improve the visibility of aerial image in the foggy weather
an image defogging algorithm based on dual-threshold position and transmittance constraint is proposed. Firstly
according to the features of non-sky and rich details from aerial images
both the gradient threshold and brightness threshold are used to keep positional limitation of the atmospheric light and therefore the accuracy has been improved effectively. Secondly
the transmittance is estimated by creating constraint
then the precise value is obtained by performing bi-exponential edge preserving filtering. Finally
a tone mapping method for restored image is proposed based on the perception law of human vision to the signal fluctuation. Simulation results show that the restored images not only remove fog effectively
but also keep color natural and real. The average entropy and gradient from test images are 7.659 and 16.631
which achieve a degree of improvement compared with other algorithms. The proposed algorithm gets satisfactory restoration for different landforms and detail features
thereby it can meet the application requirement of aerial image defogging.
张 峥 , 李 奇 , 徐 之海 , 等 . 结合颜色线和暗通道的遥感图像去雾 . 光学精密工程 , 2019 . 27 ( 1 ): 181 - 190 . http://www.wanfangdata.com.cn/details/detail.do?_type=perio&id=gxjmgc201901021 http://www.wanfangdata.com.cn/details/detail.do?_type=perio&id=gxjmgc201901021 .
Z ZHANG , Q LI , Z H XU , 等 . Color-line and dark channel based dehazing for remote sensing images . Optics and Precision Engineering , 2019 . 27 ( 1 ): 181 - 190 . http://www.wanfangdata.com.cn/details/detail.do?_type=perio&id=gxjmgc201901021 http://www.wanfangdata.com.cn/details/detail.do?_type=perio&id=gxjmgc201901021 .
郭 红丹 . 基于三角形循环二分算法的图像去雾研究 . 液晶与显示 , 2019 . 34 ( 1 ): 90 - 97 . http://cjlcd.lightpublishing.cn/thesisDetails?columnId=1456493&Fpath=&index=-1&l=zh http://cjlcd.lightpublishing.cn/thesisDetails?columnId=1456493&Fpath=&index=-1&l=zh .
H D GUO . Image dehazing based on triangle loop dichotomy algorithm . Chinese Journal of Liquid Crystals and Displays , 2019 . 34 ( 1 ): 90 - 97 . http://cjlcd.lightpublishing.cn/thesisDetails?columnId=1456493&Fpath=&index=-1&l=zh http://cjlcd.lightpublishing.cn/thesisDetails?columnId=1456493&Fpath=&index=-1&l=zh .
K M HE , J SUN , X O TANG . Single image haze removal using dark channel prior . IEEE Transactions on Pattern Analysis and Machine Intelligence , 2011 . 33 ( 12 ): 2341 - 2353 . DOI: 10.1109/TPAMI.2010.168 http://doi.org/10.1109/TPAMI.2010.168 .
MENG G F, WANG Y, DUAN J Y, et al . Efficient image dehazing with boundary constraint and contextual regularization[C]// Proceedings of 2013 IEEE International Conference on Computer Vision . Sydney, Australia: IEEE, 2013: 617-624.
W SUN , H WANG , C H SUN , 等 . Fast single image haze removal via local atmospheric light veil estimation . Computers & Electrical Engineering , 2015 . 46 371 - 383 . http://www.wanfangdata.com.cn/details/detail.do?_type=perio&id=06d86e0d9ded2d7a3ed87aa5049155b7 http://www.wanfangdata.com.cn/details/detail.do?_type=perio&id=06d86e0d9ded2d7a3ed87aa5049155b7 .
W C WANG , X H YUAN , X J WU , 等 . Fast image dehazing method based on linear transformation . IEEE Transactions on Multimedia , 2017 . 19 ( 6 ): 1142 - 1155 . DOI: 10.1109/TMM.2017.2652069 http://doi.org/10.1109/TMM.2017.2652069 .
T M BUI , W KIM . Single image dehazing using color ellipsoid prior . IEEE Transactions on Image Processing , 2018 . 27 ( 2 ): 999 - 1009 . https://ieeexplore.ieee.org/document/8101508 https://ieeexplore.ieee.org/document/8101508 .
S SALAZAR-COLORES , I CRUZ-ACEVES , J M RAMOS-ARREGUIN . Single image dehazing using a multilayer perceptron . Journal of Electronic Imaging , 2018 . 27 ( 4 ): 043022 http://www.wanfangdata.com.cn/details/detail.do?_type=perio&id=28e2fc3363ac20a8fd4f0518e6622b09 http://www.wanfangdata.com.cn/details/detail.do?_type=perio&id=28e2fc3363ac20a8fd4f0518e6622b09 .
SALAZAR-COLORESS , E CABAL-YEPEZ , J RAMOS-ARREGUIN , 等 . A fast image dehazing algorithm using morphological reconstruction . IEEE Transactions on Image Processing , 2019 . 28 ( 5 ): 2357 - 2366 . DOI: 10.1109/TIP.2018.2885490 http://doi.org/10.1109/TIP.2018.2885490 .
Q LIU , X B GAO , L H HE , 等 . Single image dehazing with depth-aware non-local total variation regularization . IEEE Transactions on Image Processing , 2018 . 27 ( 10 ): 5178 - 5191 . DOI: 10.1109/TIP.2018.2849928 http://doi.org/10.1109/TIP.2018.2849928 .
宋 瑞霞 , 刚 睿鹏 , 王 小春 . 含有大片天空区域图像的去雾算法 . 计算机辅助设计与图形学学报 , 2019 . 31 ( 11 ): 1946 - 1954 . http://www.wanfangdata.com.cn/details/detail.do?_type=perio&id=jsjfzsjytxxxb201911009 http://www.wanfangdata.com.cn/details/detail.do?_type=perio&id=jsjfzsjytxxxb201911009 .
R X SONG , R P GANG , X C WANG . Image defogging algorithm for images with large sky region . Journal of Computer-Aided Design & Computer Graphics , 2019 . 31 ( 11 ): 1946 - 1954 . http://www.wanfangdata.com.cn/details/detail.do?_type=perio&id=jsjfzsjytxxxb201911009 http://www.wanfangdata.com.cn/details/detail.do?_type=perio&id=jsjfzsjytxxxb201911009 .
杨 燕 , 王 志伟 . 基于补偿透射率和自适应雾浓度系数的图像复原算法 . 通信学报 , 2020 . 41 ( 1 ): 66 - 75 . http://www.wanfangdata.com.cn/details/detail.do?_type=perio&id=txxb202001007 http://www.wanfangdata.com.cn/details/detail.do?_type=perio&id=txxb202001007 .
Y YANG , Z W WANG . Image restoration algorithm based on compensated transmission and adaptive haze concentration coefficient . Journal on Communications , 2020 . 41 ( 1 ): 66 - 75 . http://www.wanfangdata.com.cn/details/detail.do?_type=perio&id=txxb202001007 http://www.wanfangdata.com.cn/details/detail.do?_type=perio&id=txxb202001007 .
B L CAI , X M XU , K JIA , 等 . Dehazenet:an end-to-end system for single image haze removal . IEEE Transactions on Image Processing , 2016 . 25 ( 11 ): 5187 - 5198 . DOI: 10.1109/TIP.2016.2598681 http://doi.org/10.1109/TIP.2016.2598681 .
REN W Q, LIU S, ZHANG H, et al . Single image dehazing via multi-scale convolutional neural networks[C]// Proceedings of the 14th European Conference on Computer Vision . Amsterdam, The Netherlands: Springer, 2016: 154-169.
陈 清江 , 张 雪 . 混合残差学习与导向滤波算法在图像去雾中的应用 . 光学精密工程 , 2019 . 27 ( 12 ): 2702 - 2712 . http://www.wanfangdata.com.cn/details/detail.do?_type=perio&id=gxjmgc201912023 http://www.wanfangdata.com.cn/details/detail.do?_type=perio&id=gxjmgc201912023 .
Q J CHEN , X ZHANG . Application of hybrid residual learning and guided filtering algorithm in image defogging . Optics and Precision Engineering , 2019 . 27 ( 12 ): 2702 - 2712 . http://www.wanfangdata.com.cn/details/detail.do?_type=perio&id=gxjmgc201912023 http://www.wanfangdata.com.cn/details/detail.do?_type=perio&id=gxjmgc201912023 .
邢 晓敏 , 刘 威 . 二阶段端到端的图像去雾生成网络 . 计算机辅助设计与图形学学报 , 2020 . 32 ( 1 ): 164 - 172 . http://www.wanfangdata.com.cn/details/detail.do?_type=perio&id=jsjfzsjytxxxb202001017 http://www.wanfangdata.com.cn/details/detail.do?_type=perio&id=jsjfzsjytxxxb202001017 .
X M XING , W LIU . Two stages end-to-end generative network for single image defogging . Journal of Computer-Aided Design & Computer Graphics , 2020 . 32 ( 1 ): 164 - 172 . http://www.wanfangdata.com.cn/details/detail.do?_type=perio&id=jsjfzsjytxxxb202001017 http://www.wanfangdata.com.cn/details/detail.do?_type=perio&id=jsjfzsjytxxxb202001017 .
P THEVENAZ , D SAGE , M UNSER . Bi-exponential edge-preserving smoother . IEEE Transactions on Image Processing , 2012 . 21 ( 9 ): 3924 - 3936 . DOI: 10.1109/TIP.2012.2200903 http://doi.org/10.1109/TIP.2012.2200903 .
J H SHEN . On the foundations of vision modeling:Ⅰ. Weber's law and weberized TV restoration . Physica D:Nonlinear Phenomena , 2003 . 175 ( 3/4 ): 241 - 251 . https://www.sciencedirect.com/science/article/abs/pii/S0167278902007340 https://www.sciencedirect.com/science/article/abs/pii/S0167278902007340 .
0
Views
41
下载量
1
CSCD
Publicity Resources
Related Articles
Related Author
Related Institution
京公网安备11010802024621