FOUR-DIMENSIONAL MOTION ESTIMATION AND COMPENSATION BY USING FEATURE RECONSTRUCTION

    公开(公告)号:US20250157100A1

    公开(公告)日:2025-05-15

    申请号:US18509385

    申请日:2023-11-15

    Abstract: A medical image processing method includes obtaining a set of projection data acquired in a computed tomography (CT) scan of a three-dimensional region of an object to be examined; generating for each time point of a plurality of time points of the CT scan based on a part of the obtained set of projection data corresponding to the time point, a pair of feature maps for estimating motion at the time point so as to generate a plurality of pairs of feature maps, each feature map representing a feature of an image reconstructed from the part of the obtained set of projection data; estimating, based on the generated plurality of pairs of feature maps, a four-dimensional motion field; and reconstructing, based on the estimated four-dimensional motion field and the obtained set of projection data, a CT image of the object.

    INFORMATION PROCESSING METHOD, MEDICAL IMAGE DIAGNOSTIC APPARATUS, AND INFORMATION PROCESSING SYSTEM

    公开(公告)号:US20220139006A1

    公开(公告)日:2022-05-05

    申请号:US17577689

    申请日:2022-01-18

    Abstract: An information processing method of an embodiment is a processing method of information acquired by imaging performed by a medical image diagnostic apparatus, the information processing method includes the steps of: acquiring noise data by imaging a phantom using a medical imaging apparatus; based on first subject projection data acquired by the imaging performed by a medical image diagnostic modality of a same kind as the medical image diagnostic apparatus and the noise data, acquiring synthesized subject data in which noise based on the noise data is added to the first subject projection data; and acquiring a noise reduction processing model by machine learning using the synthesized subject data and second subject projection data acquired by the imaging performed by the medical image diagnostic modality.

    APPARATUS, METHOD, AND NON-TRANSITORY COMPUTER-READABLE STORAGE MEDIUM FOR ENHANCING COMPUTED TOMOGPRAHPY IMAGE RESOLUTION

    公开(公告)号:US20220399101A1

    公开(公告)日:2022-12-15

    申请号:US17343519

    申请日:2021-06-09

    Abstract: The present disclosure relates to a spatially-variant model of a point spread function and its role in enhancing medical image resolution. For instance, a method of the present disclosure comprises receiving a first medical image having a first resolution, applying a neural network to the first medical image, the neural network including a first subset of layers and, subsequently, a second subset of layers, the first subset of layers of the neural network generating, from the first medical image, a second medical image having a second resolution and the second subset of layers of the neural network generating, from the second medical image, a third medical image having a third resolution, and outputting the third medical image, wherein the first resolution is lower than the second resolution and the second resolution is lower than the third resolution.

    METHOD AND APPARATUS FOR PERFORMING MOTION COMPENSATION IN CARDIAC CT IMAGING SYSTEMS

    公开(公告)号:US20250166247A1

    公开(公告)日:2025-05-22

    申请号:US18516450

    申请日:2023-11-21

    Abstract: A method for performing cardiac motion compensation in a computed tomography (CT) imaging system is provided. The method includes receiving projection data acquired from an imaging object by the CT imaging system. The method also includes, until a predefined termination criterion is met, iteratively reconstructing, based on estimated cardiac motion, the received projection data to generate a motion-compensated image of the imaging object, determining a vessel region of interest (ROI) within the generated motion-compensated image, and updating the estimated cardiac motion, based on an optimization cost function associated with the determined vessel ROI. The method further includes outputting, as a final reconstructed image of the imaging object, the generated motion-compensated image.

    AI-AIDED COMPUTED TOMOGRAPHY USING 3D SCANOGRAM FOR AUTOMATED LENS PROTECTION

    公开(公告)号:US20240389961A1

    公开(公告)日:2024-11-28

    申请号:US18323016

    申请日:2023-05-24

    Abstract: A method of controlling computed tomography (CT) scanning includes performing a scout CT scan of a 3D region of a head of a subject to be examined, using a CT gantry having an X-ray source and an X-ray detector both rotatably supported thereby, to produce image data. Anatomical landmarks are detected for identifying an orbitomeatal base line (OMBL), by inputting cross-sectional image data of the 3D region generated from the image data to a trained machine learning model. A tilt angle of the CT gantry is determined based on the detected anatomical landmarks. A diagnostic CT scan of the object is performed using the CT gantry tilted at the determined tilt angle.

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