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基于局部优先的彩色图像分割算法 被引量:1

A Color Image Segmentation Algorithm Based on Local Priority
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摘要 针对彩色图像分割聚类算法效果不理想以及计算复杂度较高的问题,提出了一种有效的彩色图像分割算法。该算法只对小区域进行处理操作,大大降低了计算复杂度,而且大大提高了图像分割的质量。与此同时,定义了名为局部优先级的变量,同时考虑了小区域的亮度和其他详细信息,减少由于只考虑像素点的亮度信息导致不恰当划分的可能性。实验结果表明,在真实彩色图像的分割结果中,该算法具有较好的图像分割效果。 In view of unfavorable clustering effect and high computational complexity for color image segmentation,a novel algorithm which can supply effective color image segmentation is proposed in this paper. The algorithm is only used for processing and operation of small regions,thus significantly improving the computational complexity and the quality of image segmentation. Meanwhile,the local priority is defined,considering the lightness and other detailed information of small regions in order to reduce the probability of generating some inappropriate partitioning when constructing the graph by using only the lightness information of pixels. The experimental results show that this algorithm has better image segmentation effect.
出处 《无线电工程》 2016年第8期27-30,共4页 Radio Engineering
基金 中国博士后科学基金资助项目(2015M580217) 河北省博士后科学基金资助项目(B2015005003)
关键词 彩色图像分割 均值漂移 通勤时间嵌入 局部优先 color image segmentation mean shift commute time embedding local priority
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参考文献14

  • 1BAI X D,CAO Z G,YU Z H,et al.Color Image Segmentation Using Watershed and Nystrm Method Based Spectral Clustering[C]∥Proceedings of SPIE—The International Society for Optical Engineering,2011:1-8.
  • 2邢旭东,周旭,米健.基于改进的人工蚁群的图像分割算法[J].无线电通信技术,2013,39(6):71-73. 被引量:12
  • 3GUI Y,BAI X,LI Z,et al.Color Image Segmentation Using Mean Shift and Improved Spectral Clustering,Control Automation Robotics&Vision[C]∥Proceedings of 201212th International Conference,2012:1 386-1 391.
  • 4GUPTA P,SAXENA S,SINGH S,et al.Color Image Segmentation:A State of the Art Survey[J].International Journal of Computational Intelligence Research,2012,8(1):17-25.
  • 5VON L U.A Tutorial on Spectral Clustering[J].Statistics and Computing,2007,17(4):395-416.
  • 6NG A Y,JORDAN M I,WEISS Y.On Spectral Clustering:Analysis and an Algorithm[C]∥Proceedings of Advances in Neural Information Processing Systems.Cambridge,MA:MIT Press,2001(14):849-856.
  • 7SHI J,MALIK J.Normalized Cuts and Image Segmentation[J].IEEE Transactions on Pattern Analysis and Machine Intelligence,2000,22(8):888-905.
  • 8CHEN W Y,SONG Y Q,BAI H J.Parallel Spectral Clustering in Distributed Systems[J].IEEE Transactions on Pattern Analysis and Machine Intelligence,2011,33(3):568-586.
  • 9FOWLKES C,BELONGIE S,CHUNG F.Spectral Grouping Using the Nystrm Method[J].Pattern Analysis andMachine Intelligence,IEEE Transactions on,2004,26(2):214-225.
  • 10YAN D H,HUANG L,JORDAN M I.Fast Approximate Spectral Clustering[C]∥Proceedings of the 15th ACM SIGKDD international conference on Knowledge discovery and data mining.ACM,2009:907-916.

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