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MODEL-BASED METHOD AND SYSTEM FOR IMAGE SEGMENTATION AND MODELLING

机译:基于模型的图像分割与建模方法与系统

摘要

A method is proposed for segmenting a 2- or 3-D space, spanned by a set of medical data comprising intensity values at locations within the space, to estimate the position of an object of medical significance. The method using a level set function having a level set which provides a model of boundary of the object. The level set function is iteratively updated by a force defined based on the medical data. For computational efficiency, only the force in the narrowband of the model boundary needs to be calculated. Minimisation of an energy function, related to the force, provides a termination condition for the iteration. High level knowledge can be incorporated in several ways, such as by an explicit force term which takes over from the force based on the medical data when prior knowledge of the object is about to be violated by the model.
机译:提出了一种用于对二维或三维空间进行分割的方法,该空间被一组医学数据跨越,该一组医学数据包括该空间内位置处的强度值,以估计具有医学意义的对象的位置。使用具有水平集的水平集功能的方法,该水平集提供对象边界的模型。通过基于医学数据定义的力来迭代地更新水平设置功能。为了提高计算效率,只需要计算模型边界的窄带中的力即可。与力有关的能量函数的最小化为迭代提供了终止条件。可以通过多种方式合并高级知识,例如通过显式的力项,当对象的先验知识将被模型破坏时,该显式力项将从基于医学数据的力中接管。

著录项

  • 公开/公告号US2010166275A1

    专利类型

  • 公开/公告日2010-07-01

    原文格式PDF

  • 申请/专利权人 JIMIN LIU;

    申请/专利号US20070438078

  • 发明设计人 JIMIN LIU;

    申请日2007-08-24

  • 分类号G06K9/62;

  • 国家 US

  • 入库时间 2022-08-21 18:53:20

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