期刊文献+

融合mean shift和区域显著性的彩色图像分割算法 被引量:7

Color image segmentation by fusion of mean shift and region saliency
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摘要 提出了一种无监督的提取图像中显著区域的彩色图像分割算法。首先,运用meanshift算法对图像进行分割,得到初始的分割结果;然后,根据给出的区域显著性的定义和区域合并策略,对初始分割结果进行合并,得到最终的分割结果。仿真结果表明,对于大多数测试图像,该算法都能获得很好的分割结果,并且具有较高的运行效率。 This paper proposes a novel unsupervised algorithm for the segmentation of salient regions in color images.Firstly,the initial segmented regions are obtained using mean shift algorithm in the original image.Secondly,it proposes a new definition of region saliency and provides a new region merge strategy,which is used to form the final segment result by merging the initial regions.Experiment results show that the proposed method achieves excellent segmentation performance for most of test images.In addition,the computation is very efficient.
出处 《计算机工程与应用》 CSCD 北大核心 2010年第28期181-184,210,共5页 Computer Engineering and Applications
基金 国家自然科学基金No.60805015~~
关键词 彩色图像分割 mean SHIFT算法 区域显著性 区域合并 color image segmentation mean shift algorithm region saliency region merge
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参考文献8

  • 1林开颜,吴军辉,徐立鸿.彩色图像分割方法综述[J].中国图象图形学报(A辑),2005,10(1):1-10. 被引量:322
  • 2Liu Ying, Zhang Deng-sheng,Lu Guo-jun, et al.A survey of content-based image retrieval with high-level semantics[l].Pattem Recognition, 2007,40: 262-282.
  • 3Comaniciu D,Meer P.Mean shift:A robust approach toward feature space analysis[J].IEEE Trans on Pattern Analysis and Machine Intelligence,2002,24(5) :603-619.
  • 4Zhang Ming-xin, Lu Zhao-gan, Shen Jun-yi.A robust salient region extraction based on color and texture features[J].International Journal of Computer Science,2008,3(3) :142-148.
  • 5Kuan Yu-hsin,Kuo Chung-ming,Yang Nai-chung.Color-based image salient region segmentation using novel region merging strategy[J].IEEE Transactions on Multimedia, 2008,10(5): 832-845.
  • 6Alain T, Philipee C.Regions adjacency graph applied to color image segmentation[J].IEEE Transactions on Image Processing, 2000,9(4) : 735-744.
  • 7叶齐祥,高文,王伟强,黄铁军.一种融合颜色和空间信息的彩色图像分割算法[J].软件学报,2004,15(4):522-530. 被引量:119
  • 8Maritin D, Fowlkers C, Malik J.A database of human segmented natural and its application to evaluating segmentation algorithms and measuring ecological statistics[C]//Intarnational Conference on Computer Vision,2001,2:416-423.

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  • 1万军,徐汀荣.基于Laplacian算子的图像边缘检测方法研究[J].现代电子技术,2004,27(21):92-93. 被引量:14
  • 2林开颜,吴军辉,徐立鸿.彩色图像分割方法综述[J].中国图象图形学报(A辑),2005,10(1):1-10. 被引量:322
  • 3邓子建,李弼程.基于直观分水岭定义的图像分割算法[J].计算机工程与应用,2005,41(26):43-47. 被引量:15
  • 4LEE Y S, MOKRI S S, HUSSAIN A,et al. Motion detection using Lucas Kanade algorithm and application enhancement[C]. International Conference of Electrical Engineering and Informatics. ICEEI' 09,2009,2 : 537-542.
  • 5LIPTON A J, FUJIYOSHIH, PATIL R S. Moving target classification and tracking from real-time video[C].WACV' 98,Proceedings of the Fourth IEEE Workshop on Applications of Computer, Princeton, NJ, 1998 : 8-14.
  • 6Cheng Yizong. Mean Shift,mode seeking,and clustering[J]. IEEE Transactions on Pattern Analysis and Machine Intelligence, 1995,17(8):790-799.
  • 7COMANICIN D, MEER P. Mean shift: a robust approach toward feature space analysis[J]. IEEE Transactions on Pattern Analysis and Machine Intelligence, 2002,24(5) : 603 -619.
  • 8Dorin Comaneci, Peter Meer Mean Shift: A Robust Approach toward Feature Space Analysis[J]. IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 2002,24 (5).
  • 9Cheng Y Z. Mean Shift, mode seeking, and clustering [J]. IEEE Transactions on Pattern Analysis and Ma- chine Intelligence, 1995,17(8) : 790-799.
  • 10Rafael C. Gonzalez, Richard E. Woods. Digital Image Processing Second Edion[M]. PUBLISHING HOUSE OF ELECTRONICS INDUSTRY, 2007.

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