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Quantum evolutionary clustering algorithm based on watershed applied to SAR image segmentation

机译:基于分水岭的量子进化聚类算法在SAR图像分割中的应用

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摘要

The goal of segmentation is to partition an image into disjoint regions. In this paper, the segmentation problem based on partition clustering is viewed as a combinatorial optimization problem. A new algorithm called a quantum evolutionary clustering algorithm based on watershed (QWC) is proposed. In the new algorithm, the original image is first partitioned into small pieces by watershed algorithm, and the quantum-inspired evolutionary algorithm is used to search the optimal clustering center, and finally obtain the segmentation result. Experimental results show that the proposed method is effective for texture image and SAR image segmentation, compared with QICW, the genetic clustering algorithm based on watershed (W-GAC) and K-means algorithm based on watershed (W-KM).
机译:分割的目的是将图像划分为不相交的区域。在本文中,基于分区聚类的分割问题被视为组合优化问题。提出了一种基于分水岭的量子进化聚类算法(QWC)。在新算法中,首先通过分水岭算法将原始图像分割成小块,然后使用量子启发式进化算法搜索最佳聚类中心,最后获得分割结果。实验结果表明,与QICW,基于分水岭的遗传聚类算法(W-GAC)和基于分水岭的K-means算法(W-KM)相比,该方法对纹理图像和SAR图像的分割是有效的。

著录项

  • 来源
    《Neurocomputing》 |2012年第2012期|p.90-98|共9页
  • 作者单位

    Key Laboratory of Intelligent Perception and Image Understanding of Ministry of Education of China, Xidian University, Xi'an 710071, China;

    Key Laboratory of Intelligent Perception and Image Understanding of Ministry of Education of China, Xidian University, Xi'an 710071, China;

    Key Laboratory of Intelligent Perception and Image Understanding of Ministry of Education of China, Xidian University, Xi'an 710071, China;

    Key Laboratory of Intelligent Perception and Image Understanding of Ministry of Education of China, Xidian University, Xi'an 710071, China;

  • 收录信息 美国《科学引文索引》(SCI);美国《工程索引》(EI);
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    quantum evolutionary clustering algorithm; watershed algorithm; SAR image segmentation;

    机译:量子进化聚类算法;分水岭算法;SAR图像分割;

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