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一种基于相关性和局部标准差的图像失焦模糊区域检测方法 被引量:5

A METHOD FOR DETECTING IMAGE DEFOCUS BLURRED REGION BASED ON CORRELATION COEFFICIENT AND LOCAL STANDARD DEVIATION
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摘要 针对局部失焦图像的模糊区域检测问题,提出一种基于相关性系数和局部标准差的简单有效的检测方法。该方法通过计算模糊图像中各像素的邻域在频域内的对数相关性系数以及在空域内的局部标准差作为描述该像素模糊程度的评价指标,将它们同预设的阈值进行比较以实现失焦模糊区域的检测。实验结果表明,该方法能有效检测出失焦模糊图像中的模糊区域。 As for detecting the blurred region of partially defocus blurred images,we present a simple and efficient detection method whichis based on correlation coefficient and local standard deviation.Through computing the logarithmic correlation coefficients of the neighbour-hoods of pixels in blurred image in their frequency domains and the local standard deviation in spatial domain,the method uses them as theevaluation indices in describing blur magnitude of each pixel,and then compares them with the preset thresholds to realise the detection ofdefocus blurred region.Experimental results show that this method can detect the blurred regions in defocus blurred images efficiently.
出处 《计算机应用与软件》 CSCD 北大核心 2014年第9期198-200,275,共4页 Computer Applications and Software
基金 国家自然科学基金项目(61062014)
关键词 失焦模糊 模糊特征 相关系数 标准差 Defocus blur Blur feature Correlation coefficient Standard deviation
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参考文献9

  • 1Tong H,Li M,Zhang H.Blur detection for digital images using wavelettransform[C]//IEEE International Conference on Multimedia and Ex-po.,2004:17-20.
  • 2Chung Y C,Wang J M,Bailey R R,et al.A non-paranietric blur meas-ure based on edge analysis for image processing applications[C]//IEEE Conference on Cybernetics and Intelligent Systems,2004:356-360.
  • 3Zhuo S,Sini T.Defocus map estimation from a single image[J].PatternRecognition,2011,44(9):1852-1858.
  • 4Tai Y,Brown M S.Single image defocus map estimation using localcontrast prior[C]//Proc of 16th IEEE International Conference on Im-age Processing,2009:1797-1800.
  • 5王睿,方勇.一种图像局部模糊检测方法及其在被动图像认证中的应用[J].高技术通讯,2009,19(7):718-723. 被引量:8
  • 6Grimaldi D,Kurylyak Y,Lamonaca F,Detection and parameters estima-tion of locally motion blurred objects[C]//Proc of 6th IEEE Interna-tional Conference onlntelligent Data Acquisition and Advanced Compu-ting Systems,2011:483-487.
  • 7Su B,Lu S,Tan C L.Blurred image region detection and classification[C]//Proc of the 19th ACM international conference on Multimedia,2011:1397-1400.
  • 8Liu R,Li Z,Jia J.Image partial blur detection and classification[C]//Proc of IEEE Conference on Computer Vision and Pattern Recognition,2008:1-8.
  • 9吴昊,方贤勇,罗斌,贺彪.图像局部模糊的自动检测方法[J].计算机工程,2011,37(18):219-221. 被引量:9

二级参考文献12

  • 1Marziliano P, Dufaux F, Winkler S, et al. A No-reference Perceptual Blur Metric[C]//Proc. of 2002 International Conference on Image Processing. Rochester, New York, USA: [s. n.], 2002.
  • 2Chung Yun-Chung, Wang Jung-Ming, Bailey R, et al. A Non- parametric Blur Measure Based on Edge Analysis for Image Processing Applications[C]//Proc. of 2004 IEEE Conference on Cybernetics and Intelligent Systems. Singapore: IEEE Press, 2004.
  • 3Levin A. Blind Motion Deblurring Using Image Statistics[C]//Proc. of Annual Conference on Neural Information Processing Systems. Vancouver, Canada: [s. n.], 2006: 841-848.
  • 4Chakrabarti A, Zickler T, Freeman W T. Analyzing Spatially- varying Blur[C]//Proc. of 2010 IEEE Conference on Computer Vision and Pattern Recognition. San Francisco, California, USA: IEEE Press, 2010.
  • 5Liu Renting, Li Zhaorong, Jia Jiaya. Image Partial Blur Detection and Classification[C]//Proc. of 2008 IEEE Conference on Computer Vision and Pattern Recognition. [S. l.]: IEEE Press, 2008.
  • 6Li Yin, Sun Jian, Tang Chi-Keung, et al. Lazy Snapping[C]//Proc. of the 31st International Conference and Exhibition on Computer Graphics and Interaction Techniques. Los Angeles, USA: [s. n.], 2004: 303-308.
  • 7Tong H H,Li M J,Zhang H J, et al.Blur detection for digital image using Wavelet transform[].Proceedings of the IEEE International Conference on Multimedia and Expo.2004
  • 8Hsiao D Y,Pei S C.Detection digital tampering by blur estimation[].Proceeding of the st International Workshop on Approaches to Digital Forensic Engineering.2005
  • 9Giannakis G B,Heath R W.Blind identification of multichannel FIR blurs and perfect image restoration[].IEEE Transactions on Image Processing.2000
  • 10You Y L,Kaveh M.A regularization approach to joint blur identification and image restoration[].IEEE Transactions on ImageProcessing.1996

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