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CONTINUOUS LEARNING FOR AUTOMATIC VIEW PLANNING FOR IMAGE ACQUISITION

机译:连续学习图像自动获取视图规划

摘要

Systems and methods are described for automatically identifying an anatomical landmark in a medical image according to local preferences associated with a particular clinical site. A medical image for performing a medical procedure is received. An anatomical landmark is identified in the medical image using a pre-trained machine learning algorithm. Feedback relating to the identified anatomical landmark is received from a user associated with a particular clinical site. The feedback is received during a normal workflow for performing the medical procedure. The pre-trained machine learning algorithm is retrained based on the received feedback such that the retrained machine learning algorithm is trained according to local preferences associated with the particular clinical site.
机译:描述了用于根据与特定临床部位相关联的局部偏好来自动识别医学图像中的解剖界标的系统和方法。接收用于执行医疗程序的医疗图像。使用预训练的机器学习算法在医学图像中识别出解剖界标。从与特定临床部位相关联的用户接收与所识别的解剖学界标有关的反馈。在执行医疗程序的正常工作流程中会收到反馈。基于接收到的反馈来对预训练的机器学习算法进行再训练,使得根据与特定临床部位相关联的局部偏好来训练再训练的机器学习算法。

著录项

  • 公开/公告号EP3696724A1

    专利类型

  • 公开/公告日2020-08-19

    原文格式PDF

  • 申请/专利权人 SIEMENS HEALTHCARE GMBH;

    申请/专利号EP20200156920

  • 发明设计人 SHARMA PUNEET;COMANICIU DORIN;

    申请日2020-02-12

  • 分类号G06K9/20;G06K9/62;

  • 国家 EP

  • 入库时间 2022-08-21 11:40:19

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