TRAINING A MACHINE LEARNING ALGORITHM USING DIGITALLY RECONSTRUCTED RADIOGRAPHS

    公开(公告)号:US20210383565A1

    公开(公告)日:2021-12-09

    申请号:US17274580

    申请日:2019-09-20

    Applicant: Brainlab AG

    Abstract: Disclosed is a computer-implemented method of training a likelihood-based computational model for determining the position of an image representation of an annotated anatomical structure in a two-dimensional x-ray image, wherein the method encompasses inputting medical DRRs together with annotation to a machine learning algorithm to train the algorithm, i.e. to generate adapted leamable parameters of the machine learning model. The annotations may be derived from metadata associated with the DRRs or may be included in atlas data which is matched with the DRRs to establish a relation between the annotations included in the atlas data and the DRRs. The thus generated machine learning algorithm may then be used to analyse clinical or synthesized DRRs so as to appropriately add annotations to those DRRs and/or identify the position of an anatomical structure in those DRRs.

    ADAPTOR FOR RECEIVING A NAVIGATED STRUCTURE WHICH IS AT LEAST A PART OF A MEDICAL OBJECT AND METHOD OF REGISTERING A NAVIGATED STRUCTURE USING THE ADAPTOR
    2.
    发明申请
    ADAPTOR FOR RECEIVING A NAVIGATED STRUCTURE WHICH IS AT LEAST A PART OF A MEDICAL OBJECT AND METHOD OF REGISTERING A NAVIGATED STRUCTURE USING THE ADAPTOR 审中-公开
    适用于接收至少一个医疗对象的导航结构的方法和使用适配器注册导航结构的方法

    公开(公告)号:US20160030129A1

    公开(公告)日:2016-02-04

    申请号:US14774760

    申请日:2013-03-20

    Applicant: BRAINLAB AG

    Abstract: An adaptor for receiving a navigated structure, wherein the navigated structure is at least a part of a medical object which carries an object reference, and for being connected to a registration tool in order to register the navigated structure in a medical navigation system, the adaptor comprising at least two adaptor parts which, in an assembled state, form a structure receiving recess in the shape of the navigated structure and an adaptor coupling part for connecting the adaptor to the registration tool in a predetermined relative position.

    Abstract translation: 一种用于接收导航结构的适配器,其中所述导航结构是携带对象参考的医疗对象的至少一部分,并且为了连接到注册工具以便将导航结构注册到医疗导航系统中,所述适配器 包括至少两个适配器部件,其在组装状态下形成具有导航结构形状的结构容纳凹部和用于将适配器连接到配准工具的预定相对位置的适配器联接部件。

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