OPTIMAL ULTRASOUND-BASED ORGAN SEGMENTATION

    公开(公告)号:US20220160333A1

    公开(公告)日:2022-05-26

    申请号:US17499950

    申请日:2021-10-13

    摘要: A segmentation selection system includes a transducer configured to transmit and receive imaging energy for imaging a subject. A signal processor is configured to process imaging data received to generate processed image data. A segmentation module is configured to generate a plurality of segmentations of the subject based on features or combinations of features of the imaging data and/or the processed image data. A selection mechanism is configured to select one of the plurality of segmentations that best meets a criterion for performing a task. A graphical user interface permits a user to select features or combinations of features of imaging data or processed image data to generate the plurality of segmentations and to select a segmentation that best meets criterion for performing a task.

    MACHINE LEARNING MODEL VALIDATION AND AUTHENTICATION

    公开(公告)号:US20200233979A1

    公开(公告)日:2020-07-23

    申请号:US16742407

    申请日:2020-01-14

    IPC分类号: G06F21/64 G06N3/08 G06N3/04

    摘要: The present disclosure is directed to methods and apparatus for validating and authenticating use of machine learning models. For example, various techniques are described herein to limit the vulnerability of machine learning models to attack and/or exploitation of the model for malicious use, and for detecting when such attack/exploitation has occurred. Additionally, various embodiments described herein promote the protection of sensitive and/or valuable data, for example by ensuring only licensed use is permissible. Moreover, techniques are described for version tracking, usage tracking, permission tracking, and evolution of machine learning models.

    IMAGING APPARATUS FOR BRACHYTHERAPY OR BIOPSY
    4.
    发明申请
    IMAGING APPARATUS FOR BRACHYTHERAPY OR BIOPSY 审中-公开
    成像装置用于BRACHYTHERAPY或BIOPSY

    公开(公告)号:US20160030130A1

    公开(公告)日:2016-02-04

    申请号:US14782333

    申请日:2014-04-04

    IPC分类号: A61B19/00

    摘要: The invention relates to an imaging apparatus (24) for imaging an introduction element (17) like a needle or a catheter for performing a brachytherapy or a biopsy. A tracking unit (3, 4) tracks the location of the introduction element within a living being (2), an imaging unit (6) like an ultrasound imaging unit generates an image showing an inner part of the living being, which includes the tracked location of the introduction element, based on the tracked location, and a display (7) displays the image. During the brachytherapy or biopsy the display can always show the introduction element, without requiring a manual control. For instance, it is not necessary that a physician manually controls the position and image plane of the imaging unit. This allows for an accurate and fast insertion of the introduction element into the living being such that a target region is reliably reached.

    摘要翻译: 本发明涉及一种用于对诸如针或导管进行近距离放射治疗或活检的引入元件(17)成像的成像设备(24)。 跟踪单元(3,4)跟踪引入元件在活体内的位置(2),诸如超声成像单元的成像单元(6)产生显示生物体的内部的图像,其包括被跟踪的 引导元件的位置,基于跟踪位置,显示器(7)显示图像。 在近距离放射治疗或活检期间,显示器可以始终显示引入元件,而不需要手动控制。 例如,医生不需要手动地控制成像单元的位置和图像平面。 这允许将导入元件准确且快速地插入到生物体中,从而可靠地到达目标区域。

    SYSTEM AND METHOD FOR PROVIDING USER-CUSTOMIZED PREDICTION MODELS AND HEALTH-RELATED PREDICTIONS BASED THEREON

    公开(公告)号:US20210082577A1

    公开(公告)日:2021-03-18

    申请号:US16611884

    申请日:2018-05-09

    IPC分类号: G16H50/30 G06N20/00 G06N5/04

    摘要: The present system is configured to obtain training information related to patients, and obtain a user input indicating prediction criteria that are to be used by a prediction model for generating patient-related predictions. The prediction criteria include which and how many prediction-contributing features are to be used by the prediction model for generating patient-related predictions. The system is configured to generate the prediction model based on the prediction criteria and the training information; and generate, based on the prediction model and patient information associated with a patient, a prediction related to a health outcome of the patient. The system is also configured to cause display of the prediction and other predictions, wherein the display comprises a scaled display of two or more of the prediction-contributing features.

    MACHINE LEARNING MODEL VALIDATION AND AUTHENTICATION

    公开(公告)号:US20200234121A1

    公开(公告)日:2020-07-23

    申请号:US16741824

    申请日:2020-01-14

    IPC分类号: G06N3/08 G06N3/04

    摘要: The present disclosure is directed to methods and apparatus for validating and authenticating use of machine learning models. For example, various techniques are described herein to limit the vulnerability of machine learning models to attack and/or exploitation of the model for malicious use, and for detecting when such attack/exploitation has occurred. Additionally, various embodiments described herein promote the protection of sensitive and/or valuable data, for example by ensuring only licensed use is permissible. Moreover, techniques are described for version tracking, usage tracking, permission tracking, and evolution of machine learning models.

    QUALITY CONTROL OF IMAGE REGISTRATION
    7.
    发明申请

    公开(公告)号:US20170364774A1

    公开(公告)日:2017-12-21

    申请号:US15535180

    申请日:2015-12-01

    IPC分类号: G06K9/62 G06T7/174 G06T7/00

    摘要: An imaging quality control system (80) employing an imaging quality controller (84) and a monitor (81). In operation, the imaging quality controller (84) executes an image processing of subject image data of the anatomical object (e.g., subject non-segmentation-based or segmentation-based image registration of US, CT and/or MRI anatomical images), and assessing an accuracy of the image processing of the subject image data of the anatomical object as a function of a subject Eigen weight set relative to a training Eigen range set (e.g., previously registered or segmented US, CT and/or MRI anatomical images). The subject Eigen weight set is derived from the subject image data of the anatomical object, and the training Eigen range set is derived from training image data of anatomical object. The monitor (81) displays the assessment of the accuracy of the image processing of the subject image data of the anatomical object by the imaging quality controller (84).

    SYSTEM AND METHOD FOR TRACKING A PENETRATING INSTRUMENT
    9.
    发明申请
    SYSTEM AND METHOD FOR TRACKING A PENETRATING INSTRUMENT 审中-公开
    跟踪仪器的系统和方法

    公开(公告)号:US20160317119A1

    公开(公告)日:2016-11-03

    申请号:US15105146

    申请日:2014-12-16

    摘要: A system for tracking an instrument including an intraoperative transducer array configured to generate signals from array positions to generate real-time images of an area of interest. The instrument can be a penetrating instrument having a sensor mounted at a position of interest and being responsive to the signals from the array positions. A signal processing module can be provided and configured to determine a position and orientation of the instrument in accordance with the signals and to classify media of the position of interest based upon a response of the sensor to the signals from the array positions. An overlay module can be provided and configured to generate an overlay image registered to the real-time images to identify a position of the position of interest and provide feedback on the media in which the position of interest is positioned. A display can be provided and configured to provide visual feedback of the overlay image on the real-time images.

    摘要翻译: 一种用于跟踪包括术中换能器阵列的仪器的系统,其被配置为从阵列位置产生信号以产生感兴趣区域的实时图像。 仪器可以是具有安装在感兴趣位置并且响应于来自阵列位置的信号的传感器的穿透仪器。 信号处理模块可以被提供和配置成根据信号确定仪器的位置和取向,并且基于传感器对来自阵列位置的信号的响应来对感兴趣位置的介质进行分类。 覆盖模块可以被提供和配置成生成登记到实时图像中的覆盖图像,以识别感兴趣位置的位置,并且在感兴趣的位置所位于的介质上提供反馈。 可以提供和配置显示器以在实时图像上提供覆盖图像的视觉反馈。