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A hybrid active contour model driven by novel global and local fitting energies for image segmentation

机译:一种由新型全局和局部拟合能量驱动的混合主动轮廓模型,用于图像分割

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摘要

This paper proposes a hybrid active contour model driven by novel global and local fitting energies for image segmentation. First, the global fitting term is defined by minimizing the difference between the weighted global fitted image and the original image, which describes the global information more accurately. Second, the local fitting term is defined by the cross entropy to compute the local information, which improves the generality of the proposed model. Experiments are performed on synthetic and real images and the results demonstrate that compared with existing active contour models, the proposed model has advantages in terms of segmentation performance and robustness to initial contour and noise.
机译:本文提出了一种由新型全局和局部拟合能量驱动的混合主动轮廓模型,用于图像分割。首先,通过最小化加权的全局拟合图像和原始图像之间的差异来定义全局拟合项,从而更准确地描述了全局信息。其次,通过交叉熵定义局部拟合项以计算局部信息,从而提高了所提出模型的通用性。对合成图像和真实图像进行了实验,结果表明,与现有的主动轮廓模型相比,该模型在分割性能以及对初始轮廓和噪声的鲁棒性方面具有优势。

著录项

  • 来源
    《Multimedia Tools and Applications 》 |2018年第21期| 29193-29208| 共16页
  • 作者

    Han Bin; Wu Yiquan;

  • 作者单位

    Nanjing Univ Aeronaut & Astronaut Coll Elect & Informat Engn Jiang Jun Ave 29 Nanjing 211106 Jiangsu Peoples R China;

    Nanjing Univ Aeronaut & Astronaut Coll Elect & Informat Engn Jiang Jun Ave 29 Nanjing 211106 Jiangsu Peoples R China|Yellow Water Resources Commiss Key Lab Yellow River Sediment Minist Water Resources Yellow River Inst Hydraul Res Zhengzhou Henan Peoples R China|Nanjing Hydraul Res Inst Minist Transport Key Lab Port Waterway & Sedimentat Engn Nanjing Jiangsu Peoples R China|Harbin Inst Technol State Key Lab Urban Water Resources & Environm Harbin Heilongjiang Peoples R China;

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  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    Image segmentation; Active contour model; Weighted global fitted image; Cross entropy;

    机译:图像分割活动轮廓模型;加权全局拟合图像;交叉熵;

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