DEEP LEARNING BASED PROCESSING OF MOTION ARTIFACTS IN MAGNETIC RESONANCE IMAGING DATA

    公开(公告)号:US20210181287A1

    公开(公告)日:2021-06-17

    申请号:US16759778

    申请日:2018-10-22

    摘要: The invention relates to a magnetic resonance imaging data processing system (126) for processing motion artifacts in magnetic resonance imaging data sets using a deep learning network (146, 502, 702) trained for the processing of motion artifacts in magnetic resonance imaging data sets. The magnetic resonance imaging data processing system (126) comprises a memory (134, 136) storing machine executable instructions (161, 164) and the trained deep learning network (146, 502, 702). Furthermore, the magnetic resonance imaging data processing system (126) comprises a processor (130) for controlling the magnetic resonance imaging data processing system. Execution of the machine executable instructions (161, 164) causes the processor (130) to control the magnetic resonance imaging data processing system (126) to: receive a magnetic resonance imaging data set (144, 500, 800), apply the received magnetic resonance imaging data set (144, 500, 800) as an input to the trained deep learning network (146, 502, 702), process one or more motion artifacts present in the received magnetic resonance imaging data set (144, 500, 800) using the trained deep learning network (146, 502, 702).

    RADIOLOGY QUALITY DASHBOARD DATA ANALYSIS AND INSIGHT ENGINE

    公开(公告)号:US20230113060A1

    公开(公告)日:2023-04-13

    申请号:US17913252

    申请日:2021-03-16

    IPC分类号: G16H40/20 G16H30/20

    摘要: A non-transitory computer readable medium (26) stores instructions readable and executable by at least one electronic processor (20) to provide statistical analysis on one or more radiology databases (30, 32) in conjunction with a workstation (18) having a display device (24) and at least one user input device (22). The instructions include: instructions readable and executable by the at least one electronic processor to provide a plurality of different analysis services (39) for selecting and processing exam data stored in the one or more radiology databases; and user guidance instructions readable and executable by the at least one electronic processor to guide a user in creating and executing a workflow (38) by providing a graphical user interface (GUI) (28) on the workstation having menus nd/or GUI dialogs (40) for user selection, configuration, and execution of an ordered sequence of analysis services and providing data persistence between the analysis services of the ordered sequence of analysis services.

    METHOD FOR CONFIGURING A MEDICAL DEVICE
    5.
    发明申请

    公开(公告)号:US20200008704A1

    公开(公告)日:2020-01-09

    申请号:US16470274

    申请日:2017-12-18

    IPC分类号: A61B5/055 A61B6/00 G16H40/63

    摘要: The present disclosure relates to a method for configuring a medical device. The method comprises: providing a set of one or more parameters for configuring the medical device. Each parameter of the set has predefined values. A set of values of the set of parameters may be selected from the predefined values. Using the selected values the set of parameters may be set, which results in an operational configuration of the medical device. The medical device may be controlled to operate in accordance with the operational configuration, thereby an operating status of the medical device may be determined. Based on at least the operating status the operational configuration may be maintained or the selecting, setting and controlling may be repeatedly performed until a desired operating status of the medical device can be determined based on the operating statuses resulting from the controlling.

    WORKLOAD REDUCER FOR QUALITY AUDITORS IN RADIOLOGY

    公开(公告)号:US20220375081A1

    公开(公告)日:2022-11-24

    申请号:US17770759

    申请日:2020-10-27

    IPC分类号: G06T7/00 G06T7/13 G06T7/194

    摘要: An apparatus (10) for manually auditing a set (30) of images having quality ratings (38) for an image quality metric assigned to the respective images of the set of images by an automatic quality assessment process (40) includes at least one electronic processor (20) programmed to: generate quality rating confidence values (42) indicative of confidence of the quality ratings for the respective images; select a subset (32) of the set of images for manual review based at least on the quality rating confidence values; and provide a user interface (UI) (27) via which only the subset of the set of images is presented and via which manual quality ratings (46) for the image quality metric are received for only the subset of the set of images.

    MODIFICATION OF MRI PULSE SEQUENCE PARAMETERS USING A HISTORICAL DATABASE

    公开(公告)号:US20190120920A1

    公开(公告)日:2019-04-25

    申请号:US16093742

    申请日:2017-04-12

    摘要: The invention provides for a magnetic resonance imaging system (100) for acquiring magnetic resonance data (154) from an imaging zone (108). The magnetic resonance imaging system comprises: a memory (136) for storing initial pulse sequence commands (140) and machine executable instructions (160); and a processor (130) for controlling the magnetic resonance imaging system. Execution of the machine executable instructions causes the processor to receive (200) a set of selected pulse sequence parameters (142) comprising a definition of a region of interest (109) of a subject (118). The region of interest is within the imaging zone. Execution of the machine executable instructions further causes the processor to send (202) an image data request to a historical database (138). The image data request comprises the set of selected pulse sequence parameters. Execution of the machine executable instructions further causes the processor to receive (204) historical image data (146, 306, 308, 310, 312, 314, 402) from the historical database in response to the image data request. The historical database comprises multiple image data entries. Each image data entry comprises a set of historical pulse sequence parameters (502). The historical database is configured to search the historical database to retrieve the historical image data by matching the set of selected pulse sequence parameters to the set of historical pulse sequence parameters. Execution of the machine executable instructions further causes the processor to display (206) at least a portion (148) of the historical image data on a user interface. Execution of the machine executable instructions further causes the processor to receive (208) scan input modifications (150) in response to displaying the at least a portion of the historical image data on the user interface. Execution of the machine executable instructions further causes the processor to generate (210) modified pulse sequence commands (152) using the initial pulse sequence commands, the set of selected pulse sequence parameters, and the scan input modifications. Execution of the machine executable instructions further causes the processor to control (212) the magnetic resonance imaging system to acquire the magnetic resonance data using the modified pulse sequence commands.

    METHOD FOR ASSESSING A POSITION OF A PATIENT TO AN AUTOMATIC EXPOSURE CONTROL CHAMBER

    公开(公告)号:US20220386983A1

    公开(公告)日:2022-12-08

    申请号:US17770175

    申请日:2020-10-16

    IPC分类号: A61B6/00 G06T7/70 G06T7/11

    摘要: Method for assessing a position of a patient with respect to an automatic exposure control chamber, AEC chamber (11, 12), for a medical exam, wherein a patient is positioned between an X-ray source and the AEC chamber (11, 12); comprising the steps:—acquiring (S10) an X-ray image (32) of at least part of the patient, wherein the AEC chamber is configured for detecting a radiation dose of the X-ray source;—determining (S20), by the control unit, a position of the AEC chamber (11, 12) with respect to the patient from the acquired X-ray image (32);—determining (S30), by the control unit, an exam protocol performed on the patient dependent on the medical exam to be performed on the patient and determining, by the control unit, an ideal position of the AEC chamber (11, 12) with respect to the patient dependent on the exam protocol, wherein the ideal position relates to a position of the patient relative to the AEC chamber (11, 12), in which the detected radiation dose is reliable for the medical exam; and—determining (S40), by the control unit, a position deviation of the position of the AEC chamber from the ideal position of the AEC chambers; characterized in that determining, by the control unit, the position deviation comprises the steps:—segmenting at least an anatomical structure (21, 22) of the patient in the X-ray image (32) thereby determining at least one segmented anatomical structure (21, 22); and—determining the position deviation dependent on the at least one segmented anatomical structure (21, 22);—determining an overlap of the at least one segmented anatomical structure (21, 22) with the AEC chamber (11, 12); and—determining the position deviation dependent on the determined overlap.