期刊文献+

基于Radon变换的运动模糊方向估计的改进方法 被引量:7

Improved identification of the motion blur direction based on Radon transform
下载PDF
导出
摘要 为了有效地进行运动模糊图像的复原处理,研究了模糊图像点扩散函数(PSF)的两个关键模糊参数——模糊方向(角度)和模糊尺度的估计,重点研究了运动模糊方向的精确估计。针对模糊图像频谱中十字亮线对方向估计的干扰问题,给出了基于Radon变换的运动模糊方向估计方法的改进方法。该方法根据频谱图像中心条纹尺度信息,自适应调节形态学腐蚀算子的执行次数,有效克服十字亮线对检测精度的干扰,最后利用Radon变换得到运动模糊方向的精确估计。试验结果验证了该方法的正确性和有效性。 To effectively realize the restoration of motion-blurred images, the study focused attention on the estimation of two key parameters of blurred images' point spread function ( PSF), the motion blur direction (angle) and the blur extent, especially on the accurate identification of the motion blur direction. To eliminate the disturbance from the dominant cross-shaped bright lines showing up in the Fourier spectrum of the real blurred images, the identifi- cation of the motion blur direction based on Radon transform was improved. The improved method performs an a- daptive erode strategy on binary Fourier spectrum images according to the scale of central stripe to eliminate the de- tection interference surfer from the cross-shaped bright lines. And the Radon transform is performed to estimate the motion blur direction accurately. The correctness and effectiveness of the proposed method were verified by the experiment.
出处 《高技术通讯》 CAS CSCD 北大核心 2015年第8期822-828,共7页 Chinese High Technology Letters
基金 国家自然科学基金(61271409 61005034) 河北省自然科学基金(F2012203182)资助项目
关键词 运动模糊 模糊图像 点扩展函数(PSF) RADON变换 形态学滤波 motion blur, blurred image, point spread function (PSF), Radon transform, morphology filter
  • 相关文献

参考文献7

  • 1梁宛玉,孙权森,夏德深.利用频谱特性鉴别运动模糊方向[J].中国图象图形学报,2011,16(7):1164-1169. 被引量:13
  • 2Yitzhaky Y, Kopeika N S. Identification of blur parameters from motion blurred images. Graphical Models and Image Processing, 1997, 59 (5) : 310 -320.
  • 3陈前荣,陆启生,成礼智.基于方向微分的运动模糊方向鉴别[J].中国图象图形学报(A辑),2005,10(5):590-595. 被引量:41
  • 4Lokhande R, Arya K V, Gupta P. Identification of param- eters and restoration of motion blurred images. In: Pro- ceedings of the 2006 ACM Symposium on Applied Compu- ting, Dijon, France, 2006. 301-305.
  • 5Moghaddam E M, Jamzad M, Mahini H R. Motion blur i- dentification in noisy images using feed-forward back prop- agation neural network. LNCS,2006,4153 : 369-376.
  • 6Moghaddam M E, Jamzad M. Motion blur identification in noisy images using mathematical models and statistical measures. Pattern Recognition, 2007, 40 : 1946-1957.
  • 7乐翔,程建,李民.一种改进的基于Radon变换的运动模糊图像参数估计方法[J].红外与激光工程,2011,40(5):963-969. 被引量:46

二级参考文献35

  • 1A1 Maki W F, Shimahashi T, Matsubara M, et al. PSF estimation and image restoration for noiseless motion blurred images [ C ]//Proceedings of the 7th WSEAS International Conference on Signal, Speech and Image Processing. Wisconsin, USA:WSEAS, 2007:1-7.
  • 2Chen Li, Yap Kim hui. Efficient discrete spatial techniques for blur support identification in blind image deconvolution [ J ]. IEEE Trans. Signal Processing, 2006, 54 (4) : 1557-1562.
  • 3Yitzhaky Y, Kopeika N S. Identification of blur parameters from motion blurred images [ J ]. Graphical Models and Image Processing, 1997,59 (5) :310 - 320.
  • 4Krahmer F, Lin Y, MeAdoo B, et al. Blind image deconvolution : motion blur estimation[ EB/OL]. (2006-08-18) [2009-01-301 .http://www. ima. umn. edu.
  • 5Wu Shiqian," Lin Weisi, Xie Shoulie, et al. Blind blur assessment for vision-based applications [ J]. Journal of Visual Communication and Image Representation, 2009, 20 ( 4 ) :231- 241.
  • 6Cannon M. Blind deennvolution of spatially invariant image blurs with phase [ J]. IEEE Transactions on Acoustics, Speech and Signal Processing, 1976, 24( 1): 58-63.
  • 7Moghaddam M E, Jamzad M. Finding point spread function of motion blur using radon transform and modeling the motion length [ C ]//Proceedings of the 4th IEEE International Symposium on Signal Processing and Information Technology. Rome, Italy: IEEE ISSPIT,200g : 314-317.
  • 8Moghaddam M E, Jamzad M. Linear motion blur parameter estimation in noisy images using fuzzy sets and power spectrum [J]. EURASIP Journal on Advances in Signal Processing, 2007, 10(1) :1-8.
  • 9Lokhande R, Arya K V, Gupta P. Identification of parameters and restoration of motion blurred images~ C ]//Proceedings of the 2006 ACM Symposium on Applied Computing. New York, NY, USA :ACM, 2006:301-305.
  • 10Moghaddam M E, Jamzad M. Motion blur identification in noisy images using mathematical models and statistical measures [ J ]. Pattern Recognition, 2007,40 (7) : 1946-1957.

共引文献83

同被引文献53

引证文献7

二级引证文献29

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