BASELINE IMAGE GENERATION FOR DIAGNOSTIC APPLICATIONS

    公开(公告)号:US20250046428A1

    公开(公告)日:2025-02-06

    申请号:US18717494

    申请日:2022-12-06

    Abstract: Technology provides baseline images for diagnostic applications, including receiving a diagnostic image relating to a condition of a patient, the diagnostic image reflecting one of a normal state or an abnormal state of the condition, and generating a baseline image via a neural network using the diagnostic image, where the neural network is trained to generate a prediction of the diagnostic image reflecting a normal state of the condition. The neural network can include a generative adversarial network (GAN) trained only on image data with a normal state of the condition, where generating the baseline image includes an optimization process to maximize a similarity between the diagnostic image and a response of the GAN. Generating the baseline image can include selecting a portion of the diagnostic image, and adjusting a relevance weighting to be applied to the selected portion of the diagnostic image in the optimization process.

    SWITCHING BETWEEN NEURAL NETWORKS BASED ON SCOUT SCAN ANALYSIS

    公开(公告)号:US20230419496A1

    公开(公告)日:2023-12-28

    申请号:US18037892

    申请日:2021-11-22

    Abstract: A method is provided for processing medical images, the method including receiving a first image and a second image different from the first image, where the second image is of the same subject matter as the first image. The method further includes identifying a plurality of anatomical structures in the first image and defining a plurality of image segments in the second image based N on locations of the anatomical structures identified in the first image. The method then applies a processing routine associated with a first anatomical structure to the first image segment in the second image and a processing routine associated with a second anatomical structure to the second image segment in the second image. Also provided is an imaging system for implementing the described method and a non-transitory computer readable medium storing a program for processing medical images.

    X-RAY IMAGING SYSTEM
    37.
    发明公开

    公开(公告)号:US20230233167A1

    公开(公告)日:2023-07-27

    申请号:US18010557

    申请日:2021-06-14

    CPC classification number: A61B6/488 A61B6/5217 A61B6/545

    Abstract: The present invention relates to an X-ray imaging system (10), comprising an X-ray image acquisition unit (20); and a processing unit (30). The X-ray image acquisition unit is configured to operate in at least one scout scan mode of operation. The X-ray image acquisition unit is configured to operate in a plurality of diagnostic image acquisition modes of operation. The X-ray image acquisition unit is configured to operate in a specific scout scan mode of operation of the at least one scout scan mode of operation to acquire a scanogram of a body part of a patient. The X-ray image acquisition unit is configured to provide the scanogram to the processing unit. The processing unit is configured to execute a trained machine learning algorithm to analyse the scanogram to select a specific diagnostic image acquisition mode of operation of the plurality of diagnostic image acquisition modes of operation, wherein the selection comprises a determination of one or more probabilities for one or more diseases or conditions associated with the body part f the patient. The X-ray image acquisition unit is configured to operate in the specific diagnostic image acquisition mode of operation o acquire diagnostic image data of the body part of the patient.

    TRACKING SYSTEM AND MARKER DEVICE TO BE TRACKED BY THE TRACKING SYSTEM FOR A MEDICAL PROCEDURE

    公开(公告)号:US20220257138A1

    公开(公告)日:2022-08-18

    申请号:US17555547

    申请日:2021-12-20

    Abstract: A tracking system for tracking a marker device for being attached to a medical device is provided, whereby the marker device includes a sensing unit comprising a magnetic object which may be excited by an external magnetic or electromagnetic excitation field into a mechanical oscillation of the magnetic object, and the tracking system comprises a field generator for generating a predetermined magnetic or electromagnetic excitation field for inducing mechanical oscillations of the magnetic object, a transducer for transducing a magnetic or electromagnetic field generated by the induced mechanical oscillations of the magnetic object into one or more electrical response signals, and a position determination unit for determining the position of the marker device on the basis of the one or more electrical response signals.

    TOMOGRAPHIC X-RAY IMAGE RECONSTRUCTION

    公开(公告)号:US20210012545A1

    公开(公告)日:2021-01-14

    申请号:US17040744

    申请日:2019-03-18

    Abstract: Cone beam computed tomography image acquisition protocols typically acquire a series of 2D projection images around a region of interest of a patient. The time required for a C-arm to travel around an acquisition orbit around the region of interest of a patient is non-trivial, and as a result, a patient being imaged may move during the acquisition. This is problematic because many computed tomography image acquisition algorithms assume that a patient is perfectly still during the acquisition time. If patient moves as the series of 2D projection images is being obtained, a 3D reconstruction will be affected by image artefacts. This application proposes to identify and to remove image artefacts caused by the relative motion of at least two rigid objects in the region of interest (For example, a mandible moving with respect to a skull during the acquisition). The at least two rigid objects have a more predictable motion characteristic, which may be used to correct 2D images of the input projection image sequence before a final reconstruction step. Accordingly, 3D images of a patient may be provided with fewer artefacts even when a patient moves during an acquisition.

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