期刊文献+

基于统计直方图的单幅图像去雾算法 被引量:3

SINGLE IMAGE DEFOGGING ALGORITHM BASED ON STATISTICAL HISTOGRAM
下载PDF
导出
摘要 针对雾天条件下图像的对比度及色彩的饱和度等不同程度的退化现象,提出一种简单可行的单幅图像去雾算法。首先,对带雾图像的暗通道图作统计直方图分析;其次,结合后谷查找法、后峰查找法,有效划定天空区域范围;再次利用统计结果中天空部分比例最高的亮度参数,自适应地确定大气光线强度;最后利用所得数据结合雾天图像物理模型作去雾处理。实验结果表明,该算法能够有效地、自适应地判定天空范围,清晰地恢复原始图像细节,使去雾后的图像更逼近原始色彩。 Under foggy conditions,both the contrast and colour saturation of an image will be degraded. To address this issue,we proposed a simple but feasible defogging algorithm for single image. First,we made statistical histogram analysis on dark channel of the image with fog. Secondly we scoped the range of the sky effectively in combination with last valley search method and last peak search method;Then,we adaptively determined the intensity of atmospheric light by employing once again the brightness parameter which was the highest proportion of the sky in statistical histogram. Finally,we carried out defogging processing with the derived data and combining the physical model of foggy days. Experimental results showed that the algorithm could determine the scope of the sky effectively and adaptively,and restored the details of original image clearly,thus made the defogged image be closer to original colour.
出处 《计算机应用与软件》 CSCD 2016年第5期196-199,251,共5页 Computer Applications and Software
基金 河北省高等学校科学技术研究项目(Z2013061)
关键词 图像处理 统计直方图 天空范围判定 后谷查找法 后峰查找法 Image processing Statistical histogram Sky ranges determination Last valley search method Last peak search method
  • 相关文献

参考文献17

  • 1Narasimhan S G,Nayar S K.Vision and the atmosphere[J].International Journal of Computer Vision,2002,48(3):233-254.
  • 2Narasimhan S G,Nayar S K.Contrast restoration of weather degraded images[J].Pattern Analysis and Machine Intelligence,IEEE Transactions on,2003,25(6):713-724.
  • 3Hauti Wre N,Tarel J P,Lavenant J,et al.Automatic fog detection and estimation of visibility distance through use of an onboard camera[J].Machine Vision and Applications,2006,17(1):8-20.
  • 4郭珈,王孝通,胡程鹏,徐晓刚.基于单幅图像景深和大气散射模型的去雾方法[J].中国图象图形学报,2012,17(1):27-32. 被引量:20
  • 5Shwartz S,Namer E,Schechner Y Y.Blind haze separation[C]//Computer Vision and Pattern Recognition,2006 IEEE Computer Society Conference on.IEEE,2006,2:1984-1991.
  • 6Kopf J,Neubert B,Chen B,et al.Deep photo:Model-based photograph enhancement and viewing[C]//ACM Transactions on Graphics(TOG).ACM,2008,27(5):116.
  • 7张冰冰,戴声奎,孙万源.基于暗原色先验模型的快速去雾算法[J].中国图象图形学报,2013,18(2):184-188. 被引量:42
  • 8Tan R T.Visibility in bad weather from a single image[C]//Computer Vision and Pattern Recognition,2008.CVPR 2008.IEEE Conference on.IEEE,2008:1-8.
  • 9Oakley J P,Satherley B L.Improving image quality in poor visibility conditions using a physical model for contrast degradation[J].Image Processing,IEEE Transactions on,1998,7(2):167-179.
  • 10He K,Sun J,Tang X.Single image haze removal using dark channel prior[J].Pattern Analysis and Machine Intelligence,IEEE Transactions on,2011,33(12):2341-2353.

二级参考文献61

  • 1NAYAR S K, NARASIMHAN S G. Vision in bad weather [ C]// Proceedings of International Conference on Computer Vision 1999. Kerkyra: IEEE Computer Vision, 1999(2) : 820 -827.
  • 2SCHECHNER Y Y, NARASIMHAN S G, NATAR S K. Instant - hazing of images using polarization [ C]// Proceedings of Computer Society Conference on Computer Vision and Pattern Recognition 2001. Hawaii: IEEE Computer Society, 2001(1) : 1-325 - 1-332.
  • 3NARASIMHAN 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 (CPMCV) 2003. Nice: IEEE Computer Vision, 2003.
  • 4OAKLEY J P, BU I-IONG. Correction of simple contrast loss in c.olor images [J]. Image Processing, 2007, 16(2): 511 -522.
  • 5TAN R T. Visiblility in bad weather from a single image [ C]//Proceedings of Computer Society Conference on Computer Vision and Pattern Recognition 2008. Alaska: IEEE Computer Society, 2008: 1-8.
  • 6FATFAL R. Single image dehazing [ C]// SIGGRAPH 2008. New York: ACM Press, 2008:1-9.
  • 7HE KAIMING, SUN JIAN, TANG XIAOOU. Single image haze removal using dark channel prior [ C]// Proceedings of Computer Society Conference on Computer Vision and Pattern Recognition 2009. Miami: IEEE Computer Society, 2009:1956 - 1963.
  • 8TAREL J-P, NICOLAS H. Fast visibility restoration from a single color or gray level image [ C]//Proceedings of International Conference on Computer Vision 2009. Kyoto: IEEE Computer Vision, 2009:2201 -2208.
  • 9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:33
  • 10McCartney E J.Optics of Atmosphere:Scattering by Molecules and Particles[M].New York:John Wiley and Sons,1976:23-32.

共引文献94

同被引文献19

引证文献3

二级引证文献5

相关作者

内容加载中请稍等...

相关机构

内容加载中请稍等...

相关主题

内容加载中请稍等...

浏览历史

内容加载中请稍等...
;
使用帮助 返回顶部