期刊文献+

基于改进分水岭算法的粘连颗粒图像分割 被引量:22

Image Segmentation of Adhering Particle Based on Improved Watershed Algorithm
下载PDF
导出
摘要 对颗粒物质实验中粘连颗粒的分割,传统分水岭算法容易产生过分割现象。为解决该问题,设计了一种有效的改进分水岭算法。该算法先采用数学形态学重建滤波平滑图像噪声及内部小细节,然后使用Otsu方法对图像进行阈值分割,并对得到的二值图像作欧氏距离变换,将像素点位置信息转换为灰度信息,最后对距离图利用分水岭算法得到最终分割图像。实验结果表明,该算法获得了较满意的分割效果,解决了目标粘连现象对后续分析、测量产生干扰的问题。 During the segmentation of adhering particle in the experiments, traditional watershed algorithm has oversegmentation prob lem. To solve the problem,an effective and improved watershed algorithm was proposed. Firsdy ,it used morphological reconstruction fil tering to smooth the image, and then it used Otsu to do the image threshold segmentation and calculated the binary image' s Euclidean dis tance. Finally, the final segmentation image was obtained by means of the watershed image segmentation. The results in the experiments show that the algorithm gets satisfactory segmentation effect and it is successful to solve the interference problems of adhering disk.
作者 戴丹
出处 《计算机技术与发展》 2013年第3期19-22,共4页 Computer Technology and Development
基金 贵州省自然科学基金(2011-2103) 贵州大学自然科学青年基金(2009011) 贵州大学青年基金(贵大自青合字2012014)
关键词 分水岭算法 图像分割 形态学重建 距离变换 watershed algorithm image segmentation morphology reconstruction distance transformation
  • 相关文献

参考文献16

  • 1de Gennes P G. Granular matter: a tentative view[ J ]. Rev. Mod. Phys,1999,71 (2) :374-382.
  • 2Mullin T. Mixing and De - mixing [ J ]. Science, 2002,295 (5561) :1851-1851.
  • 3van Hecke M. Granular matter: A tale of tails [ J ]. Nature, 2005,435 : 1041-1042.
  • 4Kudrolli A. Granular matter: sticky sand [ J ]. Nature, 2008,7 (3) :174-175.
  • 5Vincent L, Soille P. Watersheds in digital spaces : An efficient algorithm based on immersion simulations [ J ]. IEEE Trans. on Pattern Analysis and Machine Intelligence, 1991,13 ( 6 ) : 583 -598.
  • 6Roerdink J B T M,Meijster A. The watershed transform: Defi- nitions, algorithms and parallelization strategies [ J ]. Funda- menta lnformaticae,2001,41:187-228.
  • 7李伟,林家春,毛恩荣.种子动态图像自动分割与标记技术研究[J].农业机械学报,2004,35(2):76-79. 被引量:13
  • 8Haris K, Efstartiadis S. Hybrid image segmentation using wa- tersheds and fast region merging [ J ]. IEEE Trans on Image Processing, 1998,7 ( 12 ) : 1684 - 1698.
  • 9Bieniceki W. Over segmentation avoidance in watershed- based algorithms for color images[ C]//Proceedings of the In- ternational Conference. Lodz, Poland: [ s. n. ] , 2004:169 - 172.
  • 10游迎荣,范影乐,庞全.基于距离变换的粘连细胞分割方法[J].计算机工程与应用,2005,41(20):206-208. 被引量:32

二级参考文献29

  • 1孔明,孙希平,王永骥.一种改进的基于类间方差的阈值分割法[J].华中科技大学学报(自然科学版),2004,32(7):46-47. 被引量:21
  • 2尤育赛,于慧敏.一种重叠红细胞图像的分离方法[J].中国图象图形学报,2005,10(6):736-740. 被引量:8
  • 3丁伟杰,范影乐,庞全.一种改进的基于分水岭算法的粘连分割研究[J].计算机工程与应用,2007,43(10):70-72. 被引量:25
  • 4Vincent L,Soille P.Watersheds in digital spaces:An efficient algorithm based on immersion simulations[J].IEEE Transactions on Pattern Analysis and Machine Intelligence,1991,13(6):583-598.
  • 5Borgefors G.Transformations in arbitrary dimensions[J].Computer Vision, Graphics and Image Processing, 1984,27 : 321-345.
  • 6KennethR Castleman 朱志刚 石定机等译.数字图形处理[M].北京:电子工业出版社,2002.375-453.
  • 7Rigney M P, Kranzler G A. Machine vision for grading southern pine seedlings. Transaction of the ASAE, 1988,31(2) :642-646.
  • 8Todd J D. Advanced vision system for computer integrated manufacturing: part Ⅱ . CIMS, 1998,1 (4):236- 246.
  • 9章毓晋.图像分割[M].北京:科学出版社,2001.34.
  • 10章毓晋.图像分割[M].北京:科学出版社,2001..

共引文献104

同被引文献200

引证文献22

二级引证文献87

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