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Methods and systems for automated soft tissue segmentation, circumference estimation and plane guidance in fetal abdominal ultrasound images

机译:胎儿腹部超声图像中自动软组织分割,周长估计和平面引导的方法和系统

摘要

A computer-implemented method for analyzing a fetal ultrasound image includes accessing a first statistical model calculated from training data representing shapes of conforming fetal abdominal tissue exemplars and accessing image data representing a scan plane in an ultrasound image. The method further includes identifying a region of interest including an abdomen in the scan plane using the first statistical model, accessing a second statistical model calculated from training data representing shapes of conforming fetal anatomical structure exemplars, determining whether one or more anatomical structures are present within the region of interest using the second statistical model, and assigning a rating to the scan plane based on the presence of the one or more anatomical structures in the region of interest. The anatomical structures may include a stomach and/or a portal vein. The method may include calculating an estimated circumference of the abdomen.
机译:一种用于分析胎儿超声图像的计算机实现的方法,包括访问从训练数据计算出的第一统计模型,该训练数据表示顺应的胎儿腹部组织样本的形状,并且访问表示超声图像中的扫描平面的图像数据。该方法还包括:使用第一统计模型在扫描平面中识别包括腹部的感兴趣区域;访问从训练数据计算出的第二统计模型,该训练数据表示符合胎儿解剖结构示例的形状;确定其中是否存在一个或多个解剖结构。使用第二统计模型确定感兴趣区域,并基于感兴趣区域中一个或多个解剖结构的存在为扫描平面分配等级。解剖结构可以包括胃和/或门静脉。该方法可以包括计算估计的腹部周长。

著录项

  • 公开/公告号US8831311B2

    专利类型

  • 公开/公告日2014-09-09

    原文格式PDF

  • 申请/专利权人 GENERAL ELECTRIC COMPANY;

    申请/专利号US201213731140

  • 发明设计人 GOKUL SWAMY;RUI LI;

    申请日2012-12-31

  • 分类号G06T7;G06K9/46;

  • 国家 US

  • 入库时间 2022-08-21 16:01:15

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