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形态学梯度重建的改进快速分水岭算法 被引量:8

Developed Watershed segmentation Based on Morphological Gradient Reconstruction
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摘要 提出一种基于形态学梯度重建的改进快速分水岭分割算法。该方法在形态学梯度图像基础上,利用形态学开闭重建运算对梯度图像进行重建;定义了分水岭的强度指标--落差,基于此对快速分水岭算法进行了改进,并将此算法结合图像重建进行了仿真实验,整个分割过程无需进行分割后的区域合并处理,降低了分割的复杂性。仿真实验证明,改进的算法无论从消除过分割还是区域轮廓定位等性能方面,均具有较好的分割效果。 A method of watershed segmentation based on morphological gradient reconstructing was proposed. First,morphological gradient image was obtained. Second, opening and closing by reconstruction operators were employed to reconstruct gradient image. Then, a guide line of watershed" s strength named "fall" was defined, based on which, watershed segmentation arithmetic was developed, then we applied the developed method to the reconstructed gradient image. The whole segmentation process needed no post-segmentation which in some degree reduced the complexity of the segmentation. Results of simulation showed that the developed method can efficiently eliminate over-segmentation, and hold the position of region contours without evident bias.
出处 《微计算机信息》 北大核心 2006年第08S期174-176,共3页 Control & Automation
基金 国家部委预研项目(51405030104BQ0171)
关键词 图像分割 快速分水岭变换 形态学梯度重建 image segmentation, fast watershed transform, morphological gradient reconstruction
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参考文献4

  • 1周龙.基于数学形态学的储粮害虫图像边缘检测算法研究[J].微计算机信息,2005,21(3):224-225. 被引量:31
  • 2Luc Vincent, Pierre Soille.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.
  • 3Job B T M, Roerdink, Arnold Meijster.The watershed Transform:definition, algorithms and parallelization strategies.IOS Press.Fundamental Information, 2001, 41:187-228.
  • 4RafaelC.Gonzalez.数字图像处理(第二版)[M].阮秋琦,阮宇智等译.北京.电子工业出版社.1998.460—505

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