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单一图像多滤波联合快速去雾算法 被引量:5

Fast Image Dehazing from a Single Image Based on Multiple Filtering Methods
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摘要 提出一种多滤波联合单一图像快速去雾算法。首先基于大气散射光特性,计算雾天图像最小通道图,给出大气耗射函数初估计;利用双边滤波保边缘的平滑特性,对雾天图像灰度图进行平滑增强处理;再以此滤波图作为引导图,对大气散射图进行引导滤波,生成准确的能体现深度变化的大气散射图。为了正确估计全球大气光,采用循环四分图形法求解雾天图像最小通道图中最亮像素;在此基础上生成视觉上较真实的清晰无雾图像。比较实验表明算法去雾效果更完整、视见度更高、速度更快。 A new fast dehazing method based on multiple filtering methods is proposes. Firstly an initial atmosphere scattering light through its characteristics is estimated,then refined it by bilateral filtering and guided filtering to generate a new atmosphere light map which removes the abundant texture information and recovers the depth edge information. And,the correct atmosphere light is generated by a hierarchical searching method based on the quadtree subdivision. Finally,the scene radiance using the atmosphere attenuation model is solved. Comparing experiments show that the proposed algorithm could get a dehazingeffect and is sufficiently fast for real-time applications.
作者 钱小燕
出处 《科学技术与工程》 北大核心 2015年第6期236-240,共5页 Science Technology and Engineering
基金 南京航空航天大学青年科技创新基金(NS2014069)资助
关键词 去雾 双边滤波 引导滤波 分层四分树法 dehazing bilateral filter guided filter hierarchical quad-tree
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  • 1孙玉宝,肖亮,韦志辉,吴慧中.基于偏微分方程的户外图像去雾方法[J].系统仿真学报,2007,19(16):3739-3744. 被引量:34
  • 2Narasimhan S G, Nayar S K. Interactive(de) weathering of an image using physical models [ C ]//ICCV Workshop on Color and Photometric Methods in Computer Vision (CPM CV). Nice, France : IEEE Computer Society,2003.
  • 3Kopf J, Neubert B, Chen B, et al. Deep photo: model-based photograph enhancement and viewing [ J ]. ACM Transactions on Graphics ( SIGGRAPH Asia08 ) ,2008,27 ( 5 ) : 111-116.
  • 4Tan R T. Visibility in bad weather from a single image [ C ]// Proceedings of IEEE Conference on Computer Vision and Pattern Recognition ( CVPR ) . Alaska, USA : IEEE Computer Society, 2008 : 1-8.
  • 5Fattal R. Single image dehazing [ J ]. ACM Transactions on Graphics, 2008,27 ( 3 ) : 1-9.
  • 6He K, Sun J, Tang X. Single image haze removal using dark channel prior [ C ]//Proceedings of IEEE Computer Society Conference on Computer Vision and Pattern Recognition(CVPR) Miami, FL, USA : IEEE Computer Society ,2009 : 1956-1963.
  • 7Kratz L, Nishino K. Factorizing scene albedo and depth from a single foggy image [ C ]//Proceedings of IEEE International Conference on Computer Vision ( ICCV ) . Kyoto, Japan : IEEE Computer Society,2009 : 1701-1708.
  • 8Tarel J, Hauti N. Fast visibility restoration from a single color or gray level image [ C ]//Proceedings of IEEE International Conference on Computer Vision ( ICCV ) . Kyoto, Japan : IEEE Computer Society,2009 : 2201-2205.
  • 9Paris S, Durand F. A fast approximation of the bilateral filter using a signal processing approach[ J ]. International Journal of Computer Vision ,2007,81 ( 1 ) :24-52.
  • 10Land E H, McCann J J. Lightness and retinex theory [ J ]. Journal of the Optical Society of America, t 971,61 ( 1 ) : 1-11.

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