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Method and System for Image Segmentation by Evolving Radial Basis functions

机译:进化径向基函数的图像分割方法和系统

摘要

A method and system for image segmentation by evolving radial basis functions (RBFs) is disclosed. A set of RBFs define a contour on an image. The contour is the zero level set of an implicit function defined by the RBFs. The RBFs are weighted and parameterized by multiple parameters, such as center point, standard deviation, and orientation. The contour is iteratively deformed by updating the weight and each of the parameters of each of the RBFs based on each pixel of the contour, until the contour converges. The parameters and the weight of each RBF is updated using coupled set of differential equations derived based from a region-based or boundary-based image segmentation energy formulation. The final contour at a convergence defines boundaries of a target object or region in the image.
机译:公开了一种通过演化径向基函数(RBF)进行图像分割的方法和系统。一组RBF在图像上定义轮廓。轮廓是由RBF定义的隐式函数的零级集合。通过多个参数(例如中心点,标准偏差和方向)对RBF进行加权和参数化。通过基于轮廓的每个像素更新每个RBF的权重和每个参数来迭代变形轮廓,直到轮廓收敛为止。使用基于基于区域或基于边界的图像分割能量公式得出的耦合微分方程组,更新每个RBF的参数和权重。收敛时的最终轮廓定义了图像中目标对象或区域的边界。

著录项

  • 公开/公告号US2008112617A1

    专利类型

  • 公开/公告日2008-05-15

    原文格式PDF

  • 申请/专利权人 GREGORY G. SLABAUGH;GOZDE UNAL;

    申请/专利号US20070926857

  • 发明设计人 GREGORY G. SLABAUGH;GOZDE UNAL;

    申请日2007-10-29

  • 分类号G06K9/34;

  • 国家 US

  • 入库时间 2022-08-21 20:16:03

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